tree
version=v2
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=120
objective=regression
feature_names=all_correlation_best_percentile25_ratio all_correlation_best_percentile50_ratio all_correlation_best_percentile75_ratio all_correlation_kurtosis all_correlation_percentile5_percentile25_ratio all_correlation_skew all_correlation_stddev_best_ratio all_correlation_stddev_median_ratio all_loss_best_percentile25_ratio all_loss_best_percentile50_ratio all_loss_best_percentile75_ratio all_loss_kurtosis all_loss_percentile5_percentile25_ratio all_loss_skew all_loss_stddev_best_ratio all_loss_stddev_median_ratio log10_cardinality recent_10_correlation_best_percentile25_ratio recent_10_correlation_best_percentile50_ratio recent_10_correlation_best_percentile75_ratio recent_10_correlation_kurtosis recent_10_correlation_percentile5_percentile25_ratio recent_10_correlation_skew recent_10_correlation_stddev_best_ratio recent_10_correlation_stddev_median_ratio recent_10_loss_best_percentile25_ratio recent_10_loss_best_percentile50_ratio recent_10_loss_best_percentile75_ratio recent_10_loss_kurtosis recent_10_loss_percentile5_percentile25_ratio recent_10_loss_skew recent_10_loss_stddev_best_ratio recent_10_loss_stddev_median_ratio recent_15%_correlation_best_percentile25_ratio recent_15%_correlation_best_percentile50_ratio recent_15%_correlation_best_percentile75_ratio recent_15%_correlation_kurtosis recent_15%_correlation_percentile5_percentile25_ratio recent_15%_correlation_skew recent_15%_correlation_stddev_best_ratio recent_15%_correlation_stddev_median_ratio recent_15%_loss_best_percentile25_ratio recent_15%_loss_best_percentile50_ratio recent_15%_loss_best_percentile75_ratio recent_15%_loss_kurtosis recent_15%_loss_percentile5_percentile25_ratio recent_15%_loss_skew recent_15%_loss_stddev_best_ratio recent_15%_loss_stddev_median_ratio recent_25_correlation_best_percentile25_ratio recent_25_correlation_best_percentile50_ratio recent_25_correlation_best_percentile75_ratio recent_25_correlation_kurtosis recent_25_correlation_percentile5_percentile25_ratio recent_25_correlation_skew recent_25_correlation_stddev_best_ratio recent_25_correlation_stddev_median_ratio recent_25_loss_best_percentile25_ratio recent_25_loss_best_percentile50_ratio recent_25_loss_best_percentile75_ratio recent_25_loss_kurtosis recent_25_loss_percentile5_percentile25_ratio recent_25_loss_skew recent_25_loss_stddev_best_ratio recent_25_loss_stddev_median_ratio top_10%_correlation_best_percentile25_ratio top_10%_correlation_best_percentile50_ratio top_10%_correlation_best_percentile75_ratio top_10%_correlation_kurtosis top_10%_correlation_percentile5_percentile25_ratio top_10%_correlation_skew top_10%_correlation_stddev_best_ratio top_10%_correlation_stddev_median_ratio top_10%_loss_best_percentile25_ratio top_10%_loss_best_percentile50_ratio top_10%_loss_best_percentile75_ratio top_10%_loss_kurtosis top_10%_loss_percentile5_percentile25_ratio top_10%_loss_skew top_10%_loss_stddev_best_ratio top_10%_loss_stddev_median_ratio top_20%_correlation_best_percentile25_ratio top_20%_correlation_best_percentile50_ratio top_20%_correlation_best_percentile75_ratio top_20%_correlation_kurtosis top_20%_correlation_percentile5_percentile25_ratio top_20%_correlation_skew top_20%_correlation_stddev_best_ratio top_20%_correlation_stddev_median_ratio top_20%_loss_best_percentile25_ratio top_20%_loss_best_percentile50_ratio top_20%_loss_best_percentile75_ratio top_20%_loss_kurtosis top_20%_loss_percentile5_percentile25_ratio top_20%_loss_skew top_20%_loss_stddev_best_ratio top_20%_loss_stddev_median_ratio top_30%_correlation_best_percentile25_ratio top_30%_correlation_best_percentile50_ratio top_30%_correlation_best_percentile75_ratio top_30%_correlation_kurtosis top_30%_correlation_percentile5_percentile25_ratio top_30%_correlation_skew top_30%_correlation_stddev_best_ratio top_30%_correlation_stddev_median_ratio top_30%_loss_best_percentile25_ratio top_30%_loss_best_percentile50_ratio top_30%_loss_best_percentile75_ratio top_30%_loss_kurtosis top_30%_loss_percentile5_percentile25_ratio top_30%_loss_skew top_30%_loss_stddev_best_ratio top_30%_loss_stddev_median_ratio resultFilteringMode_age resultFilteringMode_loss_rank resultFilteringMode_none resultFilteringMode_random secondaryProbabilityMode_correlation secondaryProbabilityMode_fixed secondaryLockingMode_random secondaryLockingMode_top
feature_infos=[-9.0793999999999997:47.015999999999998] [-6.1543999999999999:153.96000000000001] [-4.2420999999999998:665.28999999999996] [-4.0632000000000001:38.225000000000001] [-11.725:45.746000000000002] [-12.686:13.135] [-15.976000000000001:11.384] [-5.9271000000000003:172.43000000000001] [-92019:46103] [-10278:15226] [-15884:122060] [-2.3393999999999999:61.567999999999998] [-81702:47027] [-7.8932000000000002:17.079000000000001] [-537830:1331900] [-65304:997700] [-4.9066000000000001:5.7077999999999998] [-4.2309000000000001:1690.3] [-2.4914999999999998:211.78] [-2.2536:251.24000000000001] [-2.5891000000000002:32.862000000000002] [-5.0574000000000003:1705.5] [-8.6616999999999997:11.012] [-15.170999999999999:8.0465] [-2.4289999999999998:276.94] [-15750:6054] [-24245:26713] [-23476:25385] [-1.7628999999999999:2.0127000000000002] [-12687:5153.8000000000002] [-6.2500999999999998:1.8354999999999999] [-168810:1398600] [-339220:1586200] [-4.3403:5164.1999999999998] [-2.6692:3668.6999999999998] [-2.3054999999999999:8748.2999999999993] [-2.5735000000000001:33.960000000000001] [-5.2473000000000001:3348.5] [-11.114000000000001:11.558] [-14.411:7.4763999999999999] [-2.6036000000000001:3354.1999999999998] [-43914:10277] [-6219.3999999999996:24359] [-8865.3999999999996:10081] [-1.6065:49.856000000000002] [-36054:7479] [-6.9032:12.785] [-779600:1158500] [-3854900:1321600] [-4.9035000000000002:8933.6000000000004] [-3.0550999999999999:3670.5] [-2.6476999999999999:3691.4000000000001] [-2.8029999999999999:33.530999999999999] [-6.0103999999999997:8873.1000000000004] [-10.518000000000001:11.233000000000001] [-13.798999999999999:7.9203999999999999] [-2.8595999999999999:3574.3000000000002] [-110400:32742] [-16097:50533] [-25601:7203.6999999999998] [-1.9379999999999999:3.7551999999999999] [-121220:7508.6000000000004] [-8.3394999999999992:3.0712000000000002] [-777050:981280] [-4907700:2416500] [-3.5528:4408.3000000000002] [-2.3841000000000001:2051.8000000000002] [-1.8844000000000001:876.02999999999997] [-2.2686999999999999:28.308] [-4.1837:4522] [-12.92:10.804] [-13.407999999999999:6.319] [-2.3730000000000002:1976] [-22397:39663] [-10901:31527] [-54135:22898] [-3.0364:102.39] [-21922:40673] [-21.425000000000001:15.484] [-555170:45162] [-27388:44588] [-3.9630000000000001:8554.8999999999996] [-2.3159000000000001:3933.5] [-1.9112:3097.8000000000002] [-2.4296000000000002:25.846] [-4.7637999999999998:10263] [-14.045:10.179] [-14.471:7.2553999999999998] [-2.3260000000000001:4606.1000000000004] [-41307:6781.6000000000004] [-7374.1000000000004:21511] [-78856:27997] [-3.8111000000000002:207.40000000000001] [-29587:7938.3999999999996] [-30.693000000000001:30.282] [-440240:84034] [-29241:17195] [-4.4935999999999998:76437] [-2.3953000000000002:17238] [-2.0042:3096.9000000000001] [-2.6255999999999999:29.379999999999999] [-5.4583000000000004:76103] [-9.4635999999999996:10.606999999999999] [-14.869999999999999:7.6917] [-2.3576999999999999:17510] [-42560:21800] [-27011:8632.8999999999996] [-45909:142670] [-4.2102000000000004:270.81999999999999] [-40448:17612] [-33.715000000000003:26.57] [-557080:402070] [-6304.8999999999996:353280] none none none none [0:1] [0:1] [0:1] [0:1]
tree_sizes=2519 2620 2633 2628 2608 2625 2624 2637 2636 2621 2622 2611 2604 2638 2614 2597 2624 2641 2624 2609 2632 2625 2603 2622 2605 2617 2620 2618 2627 2606 2615 2614 2621 2585 2610 2611 2601 2621 2607 2608 2582 2600 2583 2629 2619 2618 2575

Tree=0
num_leaves=31
num_cat=0
split_feature=76 92 112 76 44 71 44 87 105 66 42 120 47 71 44 46 44 60 78 25 100 63 61 15 33 92 35 98 58 42
split_gain=417.733 227.517 131.155 97.3055 85.6683 39.4561 32.8075 27.7492 27.5552 25.9035 23.2239 23.1924 23.1101 23.0559 21.7758 21.4958 20.6092 22.2021 20.5326 23.3848 20.1702 19.9184 19.5748 19.3519 18.2365 17.7245 16.5041 16.3544 16.2558 34.4515
threshold=-1.5781499999999997 -3.4946999999999995 1.4486500000000002 -1.5855999999999997 1.0361500000000003 0.73980000000000012 0.35776000000000002 -0.40961499999999995 -13.639499999999998 3.3304500000000004 49.181000000000004 1.0000000180025095e-35 -13.034999999999998 -2.8460499999999995 -0.66588499999999995 3.4986500000000005 -1.2505499999999998 -0.50341499999999983 3.8483000000000005 10.904000000000002 1.3666000000000003 8.2653500000000033 1.1495500000000003 -2.1762499999999996 -0.17894499999999999 -2.4392999999999998 0.9997100000000001 -0.9382649999999999 1.3104500000000001 1.23655
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 4 6 5 18 9 12 20 -1 16 -5 -6 15 -15 -10 -7 -18 19 26 -4 24 27 -19 -22 -16 28 -20 29 -3
right_child=1 2 8 11 7 10 -8 -9 13 -11 -12 -13 -14 14 25 -17 17 23 22 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=2.5140703827043787 2.5358182125421274 2.5224337312289151 2.5048113229780959 2.5121284101161683 2.5031979943046481 2.5114401998393969 2.5225524511682016 2.5239162384891531 2.5226385756174867 2.5325739538181016 2.4784711395429206 2.5044394759575672 2.5281269595120905 2.513546393038959 2.5059900382319773 2.5472646758209123 2.5220683085779161 2.5438540226459647 2.5003477334465014 2.5062258176906513 2.5255515535395969 2.5304768298151346 2.5276716493779388 2.5151121927296169 2.4942286402972975 2.5192836878772122 2.5270185108971379 2.5185070985802738 2.5250821910373156 2.5132612245376733
leaf_count=7553 3095 8138 726 1442 94 967 1527 9376 1025 194 37 3066 8469 2866 261 97 3234 60 265 208 81 190 191 2448 109 6379 2295 233 4027 1171
internal_value=0 0.0383571 0.0229522 -0.155972 0.0495091 0.00948183 -0.0973895 0.10144 -0.070323 -0.123796 -0.0549661 -0.276491 0.142595 -0.0546904 -0.070692 0.0808807 -0.0506088 -0.0278639 0.0357866 0.0431378 -0.220543 -0.0338814 -0.133205 -0.0984747 -0.262829 -0.0392476 0.0475702 -0.237591 0.0340905 0.0111274
internal_count=69824 56042 52947 13782 41213 23274 9274 17939 11734 7747 6746 4508 8563 10628 9506 1122 6709 5742 16528 15839 1106 380 689 2508 190 6640 15631 498 13336 9309
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=76 92 96 76 46 71 44 16 59 110 66 60 119 96 11 47 23 75 44 30 63 86 42 81 87 28 59 42 57 27
split_gain=377.004 205.334 123.881 87.8182 81.9201 46.2505 29.6088 28.9423 26.3874 25.4651 23.3779 22.9847 20.9312 19.9539 19.1261 25.8922 21.7492 18.8014 18.5878 18.5708 18.4506 21.1694 18.1852 17.3599 16.9368 16.8543 15.9523 18.8541 21.4525 16.1291
threshold=-1.5781499999999997 -3.4946999999999995 2.1420500000000007 -1.5855999999999997 1.1811500000000004 0.73980000000000012 0.35776000000000002 -0.38564499999999996 -1.4150499999999997 1.6483500000000004 3.3304500000000004 -0.50341499999999983 1.0000000180025095e-35 -8.809549999999998 -0.59914999999999996 -1.1481499999999998 -0.42626999999999993 -0.25645499999999993 0.10626500000000001 0.057913500000000007 -1.06775 -1.6806499999999998 0.59504500000000016 14.557000000000002 -0.38793499999999997 1.9956500000000001 1.8341500000000004 1.23655 1.1499500000000002 1.1128500000000001
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 4 6 5 9 10 -6 20 13 -1 14 -5 23 15 -7 -16 -10 19 -13 21 -4 -22 -3 -9 -17 27 29 -29 -15
right_child=1 2 8 12 7 11 -8 24 17 -11 -12 18 -14 26 16 25 -18 -19 -20 -21 22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0063204929708061382 0.014339945260465434 -0.012422289514719551 0.0084632485340803108 -0.015469853631515405 0.0025995329823525789 -0.014755515687917936 0.0017374718197046266 0.0083091638268445213 0.00013120315981962898 -0.0020073817163844591 0.011257900643287246 -0.0056075258993620323 -0.0081653651991928835 0.0023237258611090378 -0.0046145038746921189 0.00044758318408021655 0.006581698111508512 -0.010682880557500399 -0.0011256139055256713 -0.015610218015512989 -0.0048605993765401881 -0.019804389201155556 -0.019164523730675381 0.022824931221130568 0.0040462502608170515 -0.019004998182257017 0.0078815078480423354 -0.0068062826498932793 0.0029507177477737646 0.007267192672607419
leaf_count=7553 3095 335 78 3066 8240 427 1527 5897 3446 3651 194 1434 1442 8649 633 1545 1378 455 1234 686 4407 439 234 39 3852 120 1473 1090 1166 2039
internal_value=0 0.0364393 0.0218046 -0.148174 0.0437806 0.00777383 -0.09252 0.09562 -0.0846622 0.0346455 -0.117606 -0.0586828 -0.262666 0.0531074 -0.00848691 -0.0754272 0.0611497 -0.0226023 -0.120088 -0.176885 -0.131598 -0.310793 -0.111636 -0.174936 0.132496 -0.0190881 0.0590232 0.0478019 -0.0352687 0.0653363
internal_count=69824 56042 52947 13782 43888 25899 9274 17989 9059 18442 7747 7457 4508 14791 4103 2092 2011 3901 3354 2120 5158 517 4641 374 9749 1665 14417 12944 2256 10688
shrinkage=0.05


Tree=2
num_leaves=31
num_cat=0
split_feature=76 92 59 76 47 9 11 9 41 66 57 71 84 119 39 77 47 119 16 45 39 69 1 8 98 84 22 80 63 0
split_gain=340.246 185.314 112.262 79.2559 52.197 41.064 36.2854 28.0537 25.0184 24.0502 24.0484 21.8943 21.1307 20.8167 21.3895 20.2925 19.5647 18.8904 18.5299 20.89 18.0649 17.6358 17.6212 17.0862 17.0094 17.0588 16.9288 15.9865 19.9707 20.202
threshold=-1.5781499999999997 -3.4946999999999995 0.28165500000000004 -1.5855999999999997 -1.0716499999999998 -2.7116999999999996 -1.3481499999999997 0.74853000000000003 0.66399000000000019 0.52310500000000004 1.1798500000000003 1.2084500000000002 5.7788000000000013 1.0000000180025095e-35 1.4612000000000003 2.0479000000000007 -0.34990999999999994 1.0000000180025095e-35 -0.031728499999999993 1.0167500000000003 4.3673000000000011 -0.97919999999999996 5.7420000000000009 0.14740000000000003 -1.4848499999999998 2.3206500000000005 -1.6467499999999997 5.9372000000000016 -1.2620999999999998 -1.1926499999999998
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 4 9 11 -6 15 18 16 13 -10 22 23 24 21 -4 27 -5 -8 -20 -18 -15 -3 -9 -1 -26 -27 -7 -29 -30
right_child=1 2 6 17 5 8 7 12 10 -11 -12 -13 -14 14 -16 -17 20 -19 19 -21 -22 -23 -24 -25 25 26 -28 28 29 -31
leaf_value=-0.0033763214979324117 0.013622949067533306 -0.0063797574752047156 -0.0015972409698308682 -0.014696359737434189 -0.0042906167741109443 -0.0006565105617744771 -0.00061107742822830581 -0.0031220529238768233 -0.0081495571628564436 0.0040670798893098709 0.001580235687495303 -0.015736141063413939 0.011563207459948734 -0.0017870410201097729 -0.0080074061973394711 -0.022636611362298331 0.0033809300742372798 -0.0077570972243393675 0.0051777727617712769 -0.0016461855283119537 -0.011793777798835319 0.0088358625251313914 0.017391344941692588 0.0047557532194106205 -0.0098409572969441993 -0.026703284798484102 0.0096590018991766311 0.0080442300209632289 -0.061100250963241821 -0.01553561464611408
leaf_count=2222 3095 2078 2550 3066 5720 2987 5073 722 1399 770 1163 687 1099 1219 851 120 8088 1442 4535 1490 201 575 81 14745 3396 38 203 65 31 113
internal_value=0 0.0346173 0.0207144 -0.140765 -0.0326169 -0.0143867 0.0604711 0.0712159 0.0146981 -0.087894 -0.0746559 -0.159235 0.0972805 -0.103218 -0.029581 -0.0508566 0.0346307 -0.249533 0.0323092 0.0698038 0.0602592 0.0323547 -0.109759 0.0877603 -0.13646 -0.178575 0.0785106 -0.0318383 -0.299211 -0.506893
internal_count=69824 56042 52947 13782 22613 19767 30334 27664 14047 9274 2562 2846 16566 8504 2645 2670 11485 4508 11098 6025 8289 1794 2159 15467 5859 3637 241 3196 209 144
shrinkage=0.05


Tree=3
num_leaves=31
num_cat=0
split_feature=76 71 96 76 44 71 10 44 79 87 110 60 7 78 1 59 42 75 7 87 109 69 110 119 119 6 24 82 15 42
split_gain=307.072 168.022 100.832 71.5285 70.1 38.8958 26.6611 26.0069 24.9064 23.368 23.321 23.0536 20.559 19.9873 18.0632 16.8319 16.7711 16.6635 16.6273 16.5753 19.5205 17.7054 21.1161 16.8833 16.1655 17.7602 15.9942 15.9762 15.5179 17.717
threshold=-1.5781499999999997 -13.094499999999998 2.1420500000000007 -1.5855999999999997 1.0361500000000003 0.73980000000000012 -0.51479499999999989 -0.12953999999999996 0.23030500000000004 -1.9369999999999998 3.7105000000000006 -0.50341499999999983 -0.77026499999999987 1.9499500000000001 -2.6641999999999997 -1.2476499999999999 -3.3370499999999996 -10.384499999999997 -0.17972999999999997 -0.40961499999999995 -2.1053499999999996 -0.78994999999999993 -4.6883499999999989 1.0000000180025095e-35 1.0000000180025095e-35 -0.49380999999999992 33.568000000000005 -1.03955 -2.1762499999999996 1.1132500000000001
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 27 4 7 5 10 9 18 -4 12 13 -7 -6 -3 -5 -10 -17 -9 -1 23 -21 -22 -23 -8 25 -16 -15 -2 -13 -30
right_child=1 2 8 14 6 11 19 17 15 -11 -12 28 -14 26 24 16 -18 -19 -20 20 21 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0078195277396240995 0.012710515067549395 0.0026104187559830481 -0.011588283320501241 -0.024859802277078707 0.018531014295710121 -0.00041349721295535119 0.0057375744836178156 -0.016957821388070178 -0.0048856636428928355 -0.00063952053285608389 -0.0059933227995329743 0.018446477396147593 0.0030113503225035858 -0.0029427862407027426 -0.008494437492215413 0.0088338944410520891 -0.0016361732493457822 0.0020384652808728911 -0.0030296581884341266 -0.0082996728466107304 0.00053422049013940223 -0.020890952170723016 0.0063973689714903739 0.01162736032087848 -0.0065884010711634196 -0.016457956711962742 0.028564908918811055 -0.017958079001238181 -0.0038002189530166619 -0.011707922676874226
leaf_count=3848 3410 14153 937 252 314 4042 5183 123 4751 3960 991 63 666 2288 1186 441 2882 1879 3424 325 2194 72 4609 1590 1361 1709 41 43 1986 1101
internal_value=0 0.0328865 0.0188558 -0.133727 0.0387674 0.00364651 0.0845695 -0.0834993 -0.077438 0.0214243 0.0291237 -0.0582505 0.15968 0.0380819 -0.237056 -0.0595281 -0.00493352 0.0174272 -0.111285 0.106894 0.0734889 0.0848099 0.119553 0.142405 -0.221653 -0.263911 -0.0477624 0.246572 -0.122384 -0.132411
internal_count=69824 56042 52589 13782 43578 24665 18913 9274 9011 4940 17473 7192 980 16482 4508 8074 3323 2002 7272 13973 7200 6875 4681 6773 4256 2895 2329 3453 3150 3087
shrinkage=0.05


Tree=4
num_leaves=31
num_cat=0
split_feature=76 71 59 76 46 9 11 62 9 44 44 42 37 28 59 60 72 71 13 77 46 17 17 53 1 84 96 57 33 5
split_gain=277.133 151.64 93.3048 64.5545 61.7364 29.5158 28.9988 25.3781 24.147 29.0982 23.7517 23.6687 22.6704 22.5065 25.1302 22.188 19.8806 19.8443 17.5086 17.3183 16.6674 18.3116 18.2537 18.5562 16.3021 15.8837 15.6061 17.7448 16.5755 20.9029
threshold=-1.5781499999999997 -13.094499999999998 0.28165500000000004 -1.5855999999999997 -0.15187499999999995 -2.7116999999999996 -1.3481499999999997 -1.2838499999999999 0.74853000000000003 0.75418000000000018 0.37456000000000006 -0.43427999999999994 8.1246000000000027 1.4522000000000002 -3.4944999999999999 -0.50341499999999983 11.439000000000002 1.5890500000000001 -1.1170499999999997 2.0479000000000007 -0.70265999999999995 4.4009500000000008 -2.0659499999999995 -0.45895499999999995 -2.6641999999999997 5.205000000000001 3.4494500000000001 0.061484000000000004 2.1737000000000006 -1.2854999999999999
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 4 10 7 -6 19 -3 -8 15 16 -7 -13 14 20 -10 -1 -17 -19 -4 22 -22 -9 -24 -5 -11 27 28 29 -12
right_child=1 2 6 24 5 11 8 13 9 25 26 12 -14 -15 -16 17 -18 18 -20 -21 21 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0052652377397537477 0.011712171994376245 -0.0019528876814002066 -0.0014133323452218249 -0.023616812555562885 -0.0028975826967919407 0.0039630232091737551 0.0013838314844517325 0.0077096304568377407 0.0046544268351116158 0.0057429197402314898 -0.0071878256499767305 -0.0024162667968696152 0.013379718138247121 -0.01744993941952484 -0.0042446153931662142 0.00096560999628346684 0.023626634702086452 -0.037372007697820668 -0.006439955538090277 -0.021009913655155796 5.7769187108766986e-05 -0.037092059772265588 -0.032935455894417702 -0.012827676553921454 -0.010528542485816363 0.013239640367614103 -0.0093166814673514599 0.00070377357321382958 -0.0049788236245512964 0.029334202532280876
leaf_count=7789 3453 4041 2530 252 4297 6079 11053 55 4278 7794 50 3117 245 495 3329 3035 60 50 538 118 261 38 227 232 4256 777 252 862 80 181
internal_value=0 0.0312421 0.0179131 -0.127041 -0.0309561 0.0107539 0.0542187 -0.0969865 0.0638343 0.0880968 -0.0793243 0.0420247 -0.0253032 -0.14747 -0.123385 0.0443209 -0.100888 -0.0132634 -0.181405 -0.0457319 -0.281003 -0.0932723 -0.390208 -0.455441 -0.225204 0.128451 0.0394476 0.087953 0.29272 0.42858
internal_count=69824 56042 52589 13782 22416 13738 30173 8678 27525 16472 9274 9441 3362 4637 4142 7901 7849 3623 588 2648 813 299 514 459 4508 8571 1425 1173 311 231
shrinkage=0.05


Tree=5
num_leaves=31
num_cat=0
split_feature=76 92 59 76 47 9 11 31 111 76 41 57 48 48 59 112 4 54 7 16 110 41 63 52 63 41 16 2 69 55
split_gain=250.112 137.677 85.6166 58.2604 43.7784 31.0418 28.7926 24.6842 23.1207 23.3579 21.3024 21.0749 19.4799 18.5766 22.1665 19.0644 18.0012 17.6114 18.4321 17.361 19.4957 22.5136 18.5369 19.4686 18.4658 17.4178 17.2752 20.2549 17.1758 17.1394
threshold=-1.5781499999999997 -3.4946999999999995 0.28165500000000004 -1.5855999999999997 -1.0716499999999998 -2.7116999999999996 -1.3481499999999997 -0.88957999999999993 1.7875500000000002 1.1856500000000001 0.66399000000000019 1.1798500000000003 0.53704000000000007 -1.1577499999999998 1.40405 -1.2000499999999998 0.49844500000000008 -0.48053999999999991 4.4972000000000003 1.8021500000000004 -2.2960499999999997 -0.59127499999999988 2.2823000000000007 -2.0756499999999996 -1.6658499999999996 -3.1727499999999993 -2.5030499999999996 -0.55741499999999988 -0.84914499999999993 -2.4665999999999992
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 4 26 7 -6 -4 17 13 -10 12 -12 -7 14 16 -15 -8 -3 -19 20 24 -22 -23 -24 -17 -26 -1 -28 -29 -9
right_child=1 2 6 -5 5 10 8 29 9 -11 11 -13 -14 15 -16 19 -18 18 -20 -21 21 22 23 -25 25 -27 27 28 -30 -31
leaf_value=0.0021824030920946087 0.011734229985365767 -0.0099133552371585467 -0.0023376719257358308 -0.010697175253648725 -0.0037141413405746013 -0.00081689980015917584 -0.010986418701628205 -0.04040216319262982 0.0018019771803534969 -0.011836499901881731 -0.0076019972147389429 0.0015064388103558908 0.0033477534740494553 0.0059531903970910204 0.0024523368366735233 0.041290179910984909 0.0023687264149628798 -0.0027839166497332021 0.022747155348459881 0.0059203800037101427 0.0069959765799077495 0.0001766951924252396 -0.020456942183929579 0.0097216078785256812 0.019633142693954359 -0.0064270734415453465 -0.0073856162316239598 -0.0048639125348469642 0.0013461649241626903 -0.013750674875993883
leaf_count=1078 3095 1096 2670 4508 5720 4889 651 72 838 502 1399 1163 6596 8094 3434 22 412 1231 75 3523 2240 5844 57 856 68 1123 3562 2774 1860 372
internal_value=0 0.02968 0.0176966 -0.120688 -0.0288775 -0.0121821 0.052416 -0.144836 0.0619874 -0.0661473 0.0131056 -0.0693459 0.0314984 0.0685099 0.0099848 0.0805678 -0.116204 -0.104796 -0.0263547 0.0578789 0.0369933 0.0530382 0.0242364 0.15675 -0.0820143 -0.0987834 -0.0753581 -0.0910107 -0.0474261 -0.361451
internal_count=69824 56042 52947 13782 22613 19767 30334 2846 27664 1340 14047 2562 11485 26324 4497 21827 1063 2402 1306 13733 10210 8997 6757 913 1213 1191 9274 8196 4634 444
shrinkage=0.05


Tree=6
num_leaves=31
num_cat=0
split_feature=76 71 96 44 76 60 59 16 28 79 91 44 66 44 10 20 16 84 120 38 12 107 57 56 70 50 3 14 4 85
split_gain=225.726 124.436 78.4055 55.7739 52.58 31.6836 29.3304 27.8203 25.8695 21.9881 21.4881 21.064 18.743 18.1622 17.7676 16.8069 16.7772 15.9159 15.4764 15.4258 15.3897 21.7294 15.9371 15.3466 14.9128 14.5931 17.8389 15.2356 14.1863 15.9286
threshold=-1.5781499999999997 -13.094499999999998 2.1420500000000007 -0.75375499999999984 -1.5855999999999997 -1.1981499999999998 -3.4944999999999999 0.87604000000000004 -0.52452999999999983 -0.40388499999999999 8.3450500000000023 0.35776000000000002 0.52310500000000004 5.6065500000000013 2.6615500000000005 10.777000000000003 0.7315600000000001 -0.66613499999999981 1.0000000180025095e-35 2.8742500000000004 -2.4297499999999999 -1.1976499999999997 -3.1359999999999997 0.42128500000000008 0.78163000000000016 -0.63551999999999986 -1.8646499999999999 -1.8312999999999997 0.12460500000000001 -1.4175499999999996
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 5 11 16 19 10 -8 -4 20 12 -1 14 17 -11 -3 -9 -6 -7 21 22 -5 -14 -24 26 -18 -28 29 -20
right_child=1 2 9 7 18 6 8 13 -10 15 -12 -13 23 -15 -16 -17 25 -19 28 -21 -22 -23 24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0052861988225579677 0.010604464453681461 -0.00099909834137564837 -0.012070959795517656 0.026332828819751741 -0.0058904595972760869 -0.024361574247912254 -0.0013675567045576074 0.0003267507243007202 -0.0096230911109412079 -0.0030877967250705091 -0.0061615014297380886 0.0017877645590528603 -0.0029624381452275999 0.009535741439371399 0.019166914533863787 0.011477661250260077 -0.025517593943155732 0.004853197628753813 -0.0069477031934768591 0.011161098267350879 0.0022208993104834113 -0.02151747741706812 -0.011081226129515641 0.014638959340853235 0.0047126922070195804 0.0085412151381323905 0.025960359275341034 -0.00054836499499764674 -0.0079418966045411328 -0.017593547703976604
leaf_count=7243 3453 2535 682 50 1442 241 4372 2716 1212 8126 849 1527 285 1650 186 203 65 6815 470 35 20272 157 294 219 304 1204 60 561 1204 1392
internal_value=0 0.028196 0.0161216 0.0336797 -0.114654 -0.0306862 -0.0789169 0.0535639 -0.0631882 -0.0687912 0.0327503 -0.0715902 -0.0927489 0.0937117 0.07724 -0.054656 0.0331853 0.0712664 -0.203246 -0.397138 0.0390333 -0.0965671 -0.0156969 0.0937158 -0.0610442 0.104497 -0.0119141 0.0402573 -0.243429 -0.298127
internal_count=69824 56042 52589 43578 13782 10285 5860 33293 5584 9011 21926 9274 7747 11367 9717 8329 4425 9531 4508 276 21077 805 648 504 598 1890 686 621 3066 1862
shrinkage=0.05


Tree=7
num_leaves=31
num_cat=0
split_feature=76 92 59 46 76 11 60 41 74 9 46 60 53 6 28 46 84 72 77 22 27 63 16 43 59 30 58 22 75 16
split_gain=203.718 112.926 72.0861 48.7177 47.4535 25.5418 24.7415 23.8787 21.1085 20.7745 22.3814 20.9512 18.8615 17.7816 17.6667 17.2066 16.7368 16.636 16.3692 16.0575 15.6908 17.9088 15.3364 15.2566 21.6261 19.042 15.2309 15.0979 14.9535 14.8988
threshold=-1.5781499999999997 -3.4946999999999995 0.28165500000000004 -0.15187499999999995 -1.5855999999999997 -1.3481499999999997 -1.6766499999999998 0.66399000000000019 -10.001499999999998 0.74853000000000003 0.14045500000000002 -1.0848499999999996 2.6591000000000005 2.2402500000000005 1.1778500000000001 0.66580000000000006 -0.34312499999999996 11.439000000000002 2.0479000000000007 4.4163500000000004 0.56759500000000007 -1.5149499999999996 2.9551000000000003 -0.25167499999999993 -1.4150499999999997 0.89258000000000004 -0.91489999999999994 1.7197000000000002 -10.384499999999997 -1.6114499999999998
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 6 15 18 12 8 -5 22 11 13 -3 -11 19 17 27 29 -4 -13 -16 -22 -7 24 26 -25 -8 -9 -17 -1
right_child=1 2 5 7 -6 9 23 16 -10 10 -12 14 -14 -15 20 28 -18 -19 -20 -21 21 -23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00051564003339845223 0.010622568500253804 0.00059880445384507912 -0.0014313275101138097 -0.0049688154593244332 -0.0096542009916867205 0.00056764102512660275 -0.0081074068993551747 -0.0061266180727464516 0.0023037283886248572 0.007258668925150283 0.0053277652937942996 -6.7182753743464285e-05 0.020841112481036657 -0.0060608652645143977 -0.027948335449521741 -0.017776215234969524 -0.00052452877970502593 0.021454538164600249 -0.020327690280973913 0.021345920645528371 -0.038642067379421663 -0.0014630370833925419 0.0069373724044569391 -0.006651756587657074 -0.00033728098640962284 -0.019652715037089021 0.00028363144468169447 -0.02353767031556243 0.0028275632469178615 -0.0057446767381270809
leaf_count=1766 3095 607 2550 1110 4508 10055 2688 963 9867 1843 10671 3217 142 290 96 94 1755 62 120 90 36 323 1043 1741 2584 336 677 143 1394 5958
internal_value=0 0.0267862 0.0159332 -0.0268025 -0.108921 0.0477913 -0.0850902 0.0101592 0.0313665 0.0568061 0.0792357 0.0297824 0.0887293 0.108955 -0.0151074 -0.0680107 -0.0712084 -0.0868411 -0.045612 0.0103115 -0.199856 -0.103826 0.0233255 -0.101311 -0.0755496 -0.175099 -0.128384 -0.167556 0.0305196 -0.0909824
internal_count=69824 56042 52947 22613 13782 30334 8775 13838 10977 27664 16566 5895 749 2133 3762 9274 2861 7786 2670 3307 455 359 11098 8026 5949 2077 3365 1106 1488 7724
shrinkage=0.05


Tree=8
num_leaves=31
num_cat=0
split_feature=76 71 9 44 76 28 44 54 100 105 6 39 16 16 62 10 44 44 46 41 119 71 87 49 78 31 44 47 13 82
split_gain=183.855 102.162 64.4344 52.0814 42.8268 32.5165 20.8176 21.1911 20.4475 21.7516 21.544 20.2847 21.4733 19.3071 19.2107 19.1524 18.0621 17.5602 17.4282 21.3719 17.305 16.7543 16.6809 16.588 16.0202 15.6939 17.905 17.0249 15.6641 15.5615
threshold=-1.5781499999999997 -13.094499999999998 -2.4967999999999999 -0.60471499999999989 -1.5855999999999997 -0.43479999999999996 -1.2505499999999998 1.6129500000000003 1.2284500000000003 -13.639499999999998 2.0849500000000005 -0.18450499999999995 0.76478500000000016 1.4819000000000002 -0.20972499999999997 1.6793500000000001 -0.75375499999999984 -0.12953999999999996 3.6277000000000004 -0.045038499999999988 1.0000000180025095e-35 -0.78157499999999991 -3.5257999999999998 -1.3773499999999996 0.23972500000000002 8.6774500000000021 10.631500000000001 6.7263500000000009 -3.4008999999999996 10.062000000000003
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 8 5 17 6 7 23 9 -3 11 24 -13 14 -7 18 -15 -1 19 -5 28 -9 -20 -4 -11 26 -24 -28 -10 -8
right_child=1 2 3 15 -6 13 29 21 20 10 -12 12 -14 16 -16 -17 -18 -19 22 -21 -22 -23 25 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0043720890658244709 0.0096035522017967802 -0.013292930194997247 -0.014131803765892985 0.0030980555962226643 -0.0091714904641116111 -0.0048095079720083776 0.0018887183438223529 0.013966452080102368 0.038215811736881738 -0.00563894143231599 0.0032994692332563346 -0.011353152657622722 0.0010365746443357943 -0.0041104027054319949 -0.015708577446114851 0.0050829959739582143 0.015420630894884281 0.00091613293974311455 0.022188153254314211 1.4724126851593882e-05 0.0072127128042644125 -0.0029460195945688042 0.0056640510620018904 -0.0036881024479189987 0.0040015043170246864 0.022145434644648701 -0.0077325373651489383 0.026334589049220088 -0.0023860249420220524 -0.0079991152571840876
leaf_count=7272 3453 706 500 10686 4508 939 6972 262 24 1004 855 1675 442 472 710 6088 158 2002 142 11855 656 332 2416 1587 755 123 441 40 2327 422
internal_value=0 0.0254469 0.0145064 0.0298153 -0.103475 -0.0252843 -0.000883912 -0.0763729 -0.0655283 -0.102124 -0.0776905 -0.109385 -0.175327 -0.133154 -0.190045 0.051227 0.0157571 -0.0646102 0.0392815 0.0295287 0.00064143 0.0902738 0.108806 -0.123804 -0.0300212 0.0930568 0.0782028 -0.0979902 -0.0394309 0.0264877
internal_count=69824 56042 52589 44145 13782 12354 10075 2681 8444 5437 4731 3876 2117 2279 1649 31791 630 9274 25703 22541 3007 594 3162 2087 1759 3020 2897 481 2351 7394
shrinkage=0.05


Tree=9
num_leaves=31
num_cat=0
split_feature=76 92 96 46 76 71 16 41 110 93 48 51 44 42 72 6 28 16 40 12 28 1 0 39 16 28 7 44 30 100
split_gain=165.93 92.5788 64.1 45.7786 38.6511 31.5991 21.6233 20.2922 17.9174 17.0323 17.0364 16.2327 16.0065 15.9141 15.4439 15.1546 21.4948 14.6922 14.5617 18.5708 14.8373 14.5339 14.4593 16.4893 13.818 17.9411 16.8364 15.7923 15.6143 19.0733
threshold=-1.5781499999999997 -3.4946999999999995 2.1420500000000007 1.1811500000000004 -1.5855999999999997 0.73980000000000012 -0.38564499999999996 0.59634500000000012 1.6483500000000004 -10.578499999999998 -0.93819999999999981 -2.4169499999999995 0.37456000000000006 49.181000000000004 11.439000000000002 -0.29057999999999995 1.9927500000000002 3.4714000000000005 -0.14792999999999998 18.653000000000002 -0.30325499999999994 -2.6641999999999997 5.0078000000000005 -2.2122499999999996 -1.7572499999999998 1.9894500000000004 -0.062949499999999978 -0.97057499999999985 -1.4794499999999997 -2.1757499999999994
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 5 12 8 18 9 17 10 -4 -9 14 15 24 16 -7 -3 19 -5 -21 -6 -12 -24 25 -1 28 -28 -26 -30
right_child=1 2 7 6 21 13 -8 11 -10 -11 22 -13 -14 -15 -16 -17 -18 -19 -20 20 -22 -23 23 -25 26 -27 27 -29 29 -31
leaf_value=0.0011555830337962167 0.0096141478534854108 0.0016240797916397287 -0.0305333238350202 0.00040019456916395261 -0.020380187389396488 -0.0038877387416637477 0.0050391167787444671 -0.0034904072542952546 -0.0018643479099406898 -0.0010607778606907066 -0.0070856927394068077 -0.015187604041962788 0.0018061231165601495 -0.033649600388073346 0.021316009039680166 -0.00049780670390351105 -0.01961766968382166 0.0079210242070820395 0.0044341918001894083 0.012602251158519227 -0.034902734022874103 -0.0080220906634611965 -0.024354385584592821 0.025271065980196003 -0.0020738627038044354 -0.024218275734823047 -0.005797811986210202 0.0015965786594360481 0.031980397083141189 -0.010284867961422955
leaf_count=1525 3095 13798 73 5282 252 2864 9749 607 3651 6364 1343 580 1425 41 60 4317 235 993 2871 22 65 4256 22 70 901 73 1597 1318 27 2348
internal_value=0 0.0241746 0.0143479 0.0301558 -0.0983015 0.00323919 0.068908 -0.0622367 0.0254505 -0.0438583 -0.139414 -0.184119 -0.0613797 -0.0516918 -0.0790813 -0.0482569 -0.101611 0.0409366 0.0311965 0.000455949 -0.4578 -0.174258 -0.115441 0.268082 -0.0829745 -7.09637e-05 -0.104373 -0.0490896 -0.153565 -0.196088
internal_count=69824 56042 52947 43888 13782 25899 17989 9059 18442 7872 1508 1187 9274 7457 7849 7416 3099 14791 8240 5369 87 4508 1435 92 7789 1598 6191 2915 3276 2375
shrinkage=0.05


Tree=10
num_leaves=31
num_cat=0
split_feature=92 44 112 54 112 62 44 50 32 62 28 44 60 94 27 100 37 13 36 75 94 0 7 13 5 20 28 119 15 4
split_gain=106.511 158.488 49.0846 48.7473 26.0724 24.694 24.1334 21.8926 21.6159 26.6257 20.5559 21.254 34.546 18.3151 16.8131 16.3683 18.3975 15.899 18.4049 15.6976 15.374 15.0233 14.9444 14.6638 15.6965 14.4042 13.9989 13.8305 23.2673 13.5969
threshold=-3.8109999999999995 -0.73076499999999989 1.4486500000000002 -0.7256999999999999 -14.816999999999998 0.038467000000000008 -1.2183499999999998 0.64535000000000009 -0.78491499999999992 0.10496500000000002 -0.53897499999999987 0.39452500000000007 -0.44777499999999998 -2.9201499999999996 -7.0901499999999986 -1.0773499999999998 -1.9485999999999997 -0.76677999999999991 5.8365500000000008 -14.395499999999997 2.7492000000000005 -2.0460499999999997 -0.97227499999999989 -0.74508499999999989 1.4159500000000003 4.8921500000000009 0.87517000000000011 1.0000000180025095e-35 -56.011999999999993 -1.62835
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 5 7 6 13 -3 17 -10 15 12 20 22 -7 -6 -17 18 26 -4 -12 -16 -2 24 -8 -15 -5 -13 -29 -20
right_child=1 2 19 8 10 14 23 -9 9 -11 11 27 -14 25 21 16 -18 -19 29 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.0091170027020162046 -0.03760861975423406 -0.011492543573639975 -0.0080997634787907773 -0.0035761390773541646 0.0010127984286413311 -0.03132654507370556 -0.0050251556200854933 0.0069672974131324075 -0.0017111634481094679 -0.0092839041112570009 0.0035578515970426878 0.0017815910545414789 -0.0049554947267778041 -0.0061480250255630097 -0.015965767347948561 -0.0019444315438949097 0.006194628849846554 0.0021487786025773253 -0.022976028854432312 -0.0011174689120991648 -0.011907433306469636 -0.0073911156441624232 -0.011097780479626222 0.002255621241282917 0.0064299735913103803 -0.026377036152305185 -0.030608731812360335 -0.042774138033390051 0.005627346743564297 0.018328396715973846
leaf_count=3063 89 595 890 2117 2815 85 3098 220 4382 1579 2937 11807 2787 2669 614 766 7418 4481 23 8425 170 3040 132 1336 331 91 49 25 3641 149
internal_value=0 -0.00836578 0.0284516 -0.072845 0.0464587 -0.120126 -0.0879101 -0.13019 -0.0303552 -0.0743419 0.0509069 0.0328256 -0.0182756 -0.15848 -0.186867 0.0860321 0.108657 0.00809692 -0.0587513 -0.0356918 0.0542333 -0.176639 -0.435482 -0.0437612 -0.0783879 -0.1363 -0.0837536 0.0522912 0.105946 0.256103
internal_count=69824 66761 42496 24265 33181 11485 7746 815 12780 5961 32366 21367 5894 2981 3739 10999 8184 6819 2338 9315 3107 3654 221 4765 3429 2760 2166 15473 3666 172
shrinkage=0.05


Tree=11
num_leaves=31
num_cat=0
split_feature=76 71 59 44 76 60 16 12 54 48 44 28 101 44 35 11 77 111 63 11 44 82 34 4 58 47 119 44 49 72
split_gain=137.061 76.2952 52.5625 33.5535 33.3488 24.7389 24.3821 24.373 21.4281 18.7681 17.7013 17.301 18.7025 16.9516 18.1823 16.279 16.2174 15.9846 15.8338 19.1415 16.0163 15.7417 15.5699 15.3281 14.9227 14.8111 14.7754 20.9728 21.1526 18.9517
threshold=-1.5781499999999997 -13.094499999999998 0.28165500000000004 0.49364000000000002 -1.5855999999999997 -0.52487499999999987 0.8074300000000002 -1.8252499999999998 -0.67886499999999994 0.73480000000000012 -1.4150499999999997 -0.47468999999999995 -0.62785499999999994 2.4613 -1.1345499999999997 0.59001500000000007 5.0512500000000005 3.8588000000000005 -0.07324849999999998 -1.7191499999999997 -1.34215 -0.5715849999999999 0.16257500000000005 -2.0185499999999998 -6.4795499999999988 0.47526500000000005 1.0000000180025095e-35 -0.81892999999999982 2.1673500000000003 0.84623500000000007
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 5 26 9 7 -4 23 18 -9 12 -10 14 -8 -13 -12 -11 20 22 -3 -15 -20 -7 -14 -22 29 28 -28 -1
right_child=1 2 6 -5 -6 8 13 10 11 17 16 15 24 21 -16 -17 -18 -19 19 -21 25 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0049030641580760431 0.0082982005924202209 -0.011686202134500003 -0.0064258125870872073 0.0010613258847891559 -0.0079948190698844734 -0.02163731060108217 0.0010942800409613734 -0.015207551151328947 0.0082142034284422346 0.0033993666787196196 0.001714688616908915 -0.00311012189553153 -0.021776646661638012 0.0097028986589167664 0.0062335674915667012 -0.01449594593184975 -0.0076377792678289196 -0.0042043718844007099 -0.003640901829515185 -0.012602685848947413 -0.0008464881911013658 0.0029653770995290976 0.025350395863254868 -0.0080887512986347072 -0.0013455095939070667 0.035058622113589587 -0.0049078575641070847 0.00543543828801029 0.01663491539354247 0.004793591824395687
leaf_count=5895 3453 358 1088 9433 4508 238 6155 161 535 2743 16402 911 99 1921 2389 479 477 924 203 789 2997 1580 60 1699 919 29 1548 1157 123 551
internal_value=0 0.0219712 0.0125166 -0.0241627 -0.0893418 -0.0571409 0.0397662 0.0165947 -0.11339 -0.0232651 0.02586 -0.0596309 0.0129065 0.0746399 0.0506257 -0.140675 0.0290078 0.029668 -0.067022 -0.174175 -0.0337109 0.133245 0.0594616 -0.195069 -0.0666486 -0.0100478 -0.0550459 0.00521593 -0.0664425 -0.081484
internal_count=69824 56042 52589 22416 13782 12983 30173 18128 4880 8103 17040 2943 1553 12045 8544 1390 16879 3667 4436 1052 3384 3501 263 1937 1018 3026 9274 2828 1671 6446
shrinkage=0.05


Tree=12
num_leaves=31
num_cat=0
split_feature=76 71 59 46 76 16 12 60 50 46 94 42 61 73 9 11 13 108 42 46 94 27 40 77 6 54 86 52 1 82
split_gain=123.697 68.8564 47.4376 36.6386 30.0973 22.0048 21.9967 20.3379 17.4546 17.3736 17.3558 16.4512 18.9794 18.9417 17.1874 16.569 16.4313 15.3721 14.8516 14.5773 16.1092 16.111 14.5619 14.7355 14.4816 14.3319 14.8543 14.1441 14.1331 14.1108
threshold=-1.5781499999999997 -13.094499999999998 0.28165500000000004 -0.15187499999999995 -1.5855999999999997 0.8074300000000002 -1.8252499999999998 -1.6766499999999998 2.8378000000000005 -0.51056499999999982 -2.7549999999999994 0.8098200000000001 0.041783000000000008 -0.95255499999999993 -2.7116999999999996 5.9101000000000008 -1.1170499999999997 6.3275000000000006 1.36175 1.9568500000000004 1.4506500000000002 2.3269500000000005 10.169500000000001 0.86351000000000011 -2.3819999999999992 -2.9663499999999998 -2.2055499999999992 -1.5573499999999998 2.1632500000000006 -0.5715849999999999
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 7 -1 6 -4 8 -3 16 -11 14 13 -13 -5 -14 17 -8 -17 20 25 22 -22 -24 -16 -7 -27 -18 -19 -21
right_child=1 2 5 11 -6 19 9 -9 -10 10 -12 12 15 -15 24 18 27 28 -20 29 21 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0026146779445409517 0.0078832919718285002 0.0010138249725152315 -0.0061045219231506478 -0.001652184710962944 -0.0075950777860558346 -0.014695377634079368 -0.0082049554510824924 -0.0044197435976872567 0.02249091367370316 -0.0033578965395185435 0.0027276680326908105 0.0027069570076081063 -0.0029498604857004611 -0.024832425258661573 -0.0028820585930640318 -0.0076128711923956873 -0.0074774150762335267 0.023029038088547216 0.035228164846246898 0.0091551237388611834 -0.0047802788519878481 0.035002491676381663 -0.0076222185681505909 0.031681781432084874 0.0032925437056941483 0.012019338256675706 0.0030294032075931397 0.0020094584461353457 -0.023446593327181683 0.0027723676872389059
leaf_count=9274 3453 609 1088 3724 4508 108 1104 7957 112 1302 11699 93 1560 190 1099 32 471 74 55 1913 1244 28 41 57 6985 494 6578 2369 21 1582
internal_value=0 0.0208726 0.0118907 -0.0229545 -0.0848747 0.0377779 0.0157649 -0.0738223 0.0870014 0.024567 0.0423644 0.00917752 -0.0764172 -0.315648 0.0231679 -0.0353108 -0.0327208 -0.130884 0.389411 0.0709079 0.0486658 -0.0507043 -0.0663684 0.304765 0.0490624 0.0676264 0.0731475 0.00872214 0.25511 0.12532
internal_count=69824 56042 52589 22416 13782 30173 18128 8678 721 17040 13001 13738 1930 283 11808 1647 4039 1199 87 12045 8550 1370 1342 98 8084 7180 7072 2840 95 3495
shrinkage=0.05


Tree=13
num_leaves=31
num_cat=0
split_feature=92 44 10 54 100 62 44 28 44 77 71 19 16 60 16 105 94 32 36 64 6 60 9 66 11 71 5 41 28 7
split_gain=79.0057 120.522 39.4683 39.2118 29.0831 21.3914 20.9927 20.4402 22.5914 20.5246 18.6828 20.4975 18.5063 18.206 17.969 17.3825 16.6024 16.4731 18.1303 16.0772 15.7433 15.7419 15.4225 14.8456 14.7708 15.1359 14.5553 16.8338 14.0535 13.4501
threshold=-3.8109999999999995 -0.73076499999999989 -0.54136499999999987 -0.7256999999999999 1.2284500000000003 0.038467000000000008 -1.2183499999999998 -0.06263299999999998 1.5541000000000003 -1.7472999999999999 -2.7040499999999996 -0.53918499999999991 -4.2132499999999995 -1.1981499999999998 0.85602500000000015 -12.146999999999997 -2.9201499999999996 -0.7771849999999999 5.8365500000000008 0.33223500000000006 1.9117000000000002 3.3287500000000008 -6.414699999999999 -0.12185999999999998 0.85028000000000015 -2.8460499999999995 2.1324500000000004 -2.9116999999999997 1.8782500000000002 -0.97227499999999989
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 5 15 6 16 14 19 -10 11 -6 -8 -5 -4 28 29 18 21 -9 23 -15 -7 -17 25 -19 -21 -28 -3 -2
right_child=1 2 7 13 10 22 12 8 9 -11 -12 -13 -14 17 -16 20 -18 24 -20 26 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0078520788910573427 -0.035292253015416393 -0.0056682993477631003 0.0024257362271883852 0.00096631665768992221 0.0084217055480081838 -0.023249183871788894 0.045100095158531556 -0.0027455080168906471 -0.0024690636986027001 0.0042167003461170962 0.00057387852198330922 -0.037320430159568783 -0.0019412238496351001 -0.0036549237217274608 0.0064688622715929206 -0.0042999418013777574 -0.0060277367458827259 0.010108119504337005 0.010975273763251843 0.00038766565037445284 0.0022440498333069635 0.0037944927781118709 -0.0077034723076214312 0.00084440240204832005 -0.011483246066517093 -0.004613932542247917 -0.025660622492432596 0.011740051295837873 -0.021630138782930627 -0.010141751655575001
leaf_count=3063 89 496 7081 5326 1203 167 21 4329 1391 6569 4764 25 4744 2587 4491 5232 2760 187 311 2414 1859 977 3572 1916 762 2630 32 503 191 132
internal_value=0 -0.00720508 0.024901 -0.0634334 -0.0149411 -0.105838 -0.0758542 0.0482118 0.0241497 0.0609674 0.0398273 0.149809 -0.0346781 -0.0253252 0.0798968 -0.0487942 -0.141672 -0.0572294 -0.0120504 -0.0161181 -0.0370994 -0.0322563 -0.167956 -0.0584203 -0.106145 -0.0727329 0.0408269 0.19006 -0.20212 -0.405405
internal_count=69824 66761 42496 24265 15686 11485 7746 26810 15238 7960 5992 1228 4765 12780 11572 9694 2981 7454 3875 7278 9007 3564 3739 7148 3579 2817 2949 535 687 221
shrinkage=0.05


Tree=14
num_leaves=31
num_cat=0
split_feature=76 92 96 78 71 76 41 13 105 61 6 0 81 9 16 60 119 43 59 59 74 68 81 101 75 36 25 21 16 29
split_gain=103.055 56.8522 45.5124 31.212 26.2987 25.8472 22.4832 16.5073 19.1711 16.0926 17.6966 16.0798 17.9731 15.3049 15.6865 19.2737 15.6 18.7414 15.2104 15.7373 14.8259 14.4979 15.5662 14.3406 14.265 15.1772 14.1989 14.7162 14.1494 19.7358
threshold=-1.5781499999999997 -3.0703999999999998 2.1420500000000007 3.2648500000000005 0.17905500000000005 -1.5855999999999997 0.59634500000000012 -0.74508499999999989 0.16066500000000003 1.2673500000000002 -0.71143499999999993 -1.2445499999999996 8.0920000000000005 1.2345500000000003 -2.9293999999999998 -1.2154499999999999 1.0000000180025095e-35 1.1967500000000004 -1.2476499999999999 -0.48922999999999994 2.1504500000000006 -0.94348499999999991 8.0920000000000005 -1.9168499999999999 -1.8206499999999999 3.8506000000000005 1.6531500000000003 0.76455500000000021 -0.30034999999999995 -1.6407499999999999
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 3 4 13 -1 18 8 26 10 -5 -11 20 14 15 -3 17 -16 -4 24 -13 -17 -23 -12 28 -26 -6 -28 29 -20
right_child=1 2 6 9 7 -7 -8 -9 -10 11 23 12 -14 -15 16 21 -18 -19 19 -21 -22 22 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.0023638360957493167 0.0073678757304819851 -0.038189984382467068 -0.0034572937027873975 -0.00075666516054631095 0.0001259642986949524 -0.0069792138837350614 -0.0092320964781477995 0.00086445470274246542 -0.0057703655583896179 0.013070907024450081 -0.032395289074151949 0.0023760291178841399 0.028961060826595015 0.0042552753796181271 0.0019429266529847672 -0.027973488497513313 0.0046974193478656404 -0.0030276472851627546 -0.0093732162703216351 -0.0019444835009498858 -0.016462996564429216 0.0049293598742224283 -0.026958024965392222 -0.0099702913004037705 -0.011409458819308568 0.030878805431226893 0.033836290074719326 -0.0097288297223193307 0.01313471818306669 0.011710152591290497
leaf_count=9274 3253 47 4848 587 1596 4508 1145 11813 2341 215 78 221 39 8449 10829 54 3835 2299 221 1756 198 256 45 829 183 24 63 28 567 223
internal_value=0 0.0190516 0.0111451 0.0244273 0.0305144 -0.0774699 -0.0537656 -0.00156089 -0.0568426 -0.0925816 -0.15042 0.0358144 -0.0700912 0.0501977 0.0332131 -0.162025 0.03784 0.0214494 -0.0346076 0.0216941 -0.130528 -0.0823529 0.00324286 -0.237976 0.109038 -0.130129 0.0244258 0.408633 0.158007 0.0243191
internal_count=69824 56042 52789 43822 41655 13782 8967 15841 4028 2167 1494 673 458 25814 17365 402 16963 13128 7822 2974 419 355 301 907 1218 207 1687 91 1011 444
shrinkage=0.05


Tree=15
num_leaves=31
num_cat=0
split_feature=76 92 96 44 119 66 10 100 34 46 73 44 7 11 102 2 57 42 6 59 53 103 6 7 6 44 21 92 16 60
split_gain=93.0072 51.3091 41.075 28.4943 25.7578 25.6207 20.5126 23.602 23.4403 22.2247 18.8656 18.4569 18.8242 18.7029 18.541 16.9826 17.9678 16.6436 20.073 17.7798 15.7934 15.2576 15.1658 15.0979 15.0441 14.7783 16.6663 18.5806 16.6421 14.731
threshold=-1.5781499999999997 -3.0703999999999998 2.1420500000000007 -1.2265499999999998 1.0000000180025095e-35 0.52310500000000004 2.0500500000000001 -0.9622099999999999 -1.8515499999999998 2.8292500000000005 1.6143500000000002 0.075412500000000007 -0.43058999999999997 0.41096500000000008 1.5663500000000001 -1.2882499999999999 -1.20095 1.25085 -3.9292499999999992 1.5622500000000004 -0.83222999999999991 -1.8279499999999997 2.0849500000000005 3.5688000000000004 3.5188500000000005 -0.73076499999999989 -0.35015499999999994 -0.75229999999999986 -2.9639499999999996 -1.58395
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 15 5 -1 7 8 -5 17 21 12 -6 -13 -14 16 -3 18 -9 22 -11 -4 29 -7 -16 26 28 -28 -23 -19
right_child=1 2 10 6 11 23 -8 9 -10 20 -12 13 14 -15 24 -17 -18 19 -20 -21 -22 25 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0058013938113217721 0.0069994818319586878 -0.029441783178334287 0.0023151017702429401 -0.0069112015421774978 -0.0051972385092244316 0.0020137802103144978 0.0046901637143334576 -0.0080816451546757723 4.1072944622497345e-05 -1.8607850639557107e-05 -0.013195421018792159 0.018081153107909708 -0.0007277881461222915 -0.0023894265593595843 0.014388598552929661 -0.0012117276525113665 -0.0067624615291673965 0.018646258860826492 0.0023729827493179836 0.0017170734662975029 0.0068850422078860392 0.0082468174546957013 -0.013007838494831728 0.026875541672326517 -0.015606665167402715 -0.0015920140839462583 0.0068074528860917307 -0.0072602358618998946 -0.013220277330783008 -0.0031851726278083487
leaf_count=8912 3253 99 1617 1414 1855 531 4546 473 8504 1106 398 254 1537 199 378 2485 741 80 15657 2755 3301 100 397 69 47 4913 371 639 929 2264
internal_value=0 0.018099 0.0105878 0.0232059 -0.0735964 -0.102562 0.0305126 0.0225094 -0.0190021 0.0383244 -0.0510773 -0.00907257 -0.0317218 0.181771 0.0365624 -0.0657856 -0.188708 0.0251346 0.0413282 -0.0223912 0.103049 -0.041192 -0.0794137 0.0974577 0.22143 -0.0615427 -0.133111 -0.041856 -0.222681 -0.0488015
internal_count=69824 56042 52789 43822 13782 9512 40497 35951 9918 26033 8967 4270 3817 453 1962 3325 840 21626 16130 5496 4407 8569 2741 600 425 6952 2039 1010 1029 2344
shrinkage=0.05


Tree=16
num_leaves=31
num_cat=0
split_feature=76 71 44 96 119 66 78 10 42 58 44 7 11 102 39 3 106 26 111 77 81 20 39 16 2 10 76 29 102 49
split_gain=83.939 46.7137 35.5555 29.5035 23.2464 23.1227 19.3243 18.227 20.3406 22.9055 16.6574 16.9889 16.8794 16.7333 15.9508 15.9957 15.2509 15.3194 16.2538 14.9455 14.927 17.426 14.7475 21.5708 16.1302 16.2962 14.5081 14.4188 14.2529 17.2025
threshold=-1.5781499999999997 -13.094499999999998 -1.2505499999999998 1.6569000000000003 1.0000000180025095e-35 0.52310500000000004 3.2648500000000005 2.0500500000000001 1.0361500000000003 1.3955500000000003 0.075412500000000007 -0.43058999999999997 0.41096500000000008 1.5663500000000001 -3.0279499999999993 -2.6855999999999995 -3.9644999999999997 -5.7781499999999992 0.31719000000000003 1.7646500000000003 5.0040500000000003 2.5316000000000005 1.6672500000000003 -2.7311999999999999 -0.83170999999999984 -2.4894499999999993 -1.5855999999999997 0.44870500000000008 -0.51966499999999993 2.8739500000000002
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 22 6 5 26 7 8 16 -10 11 -6 -12 -13 -8 -16 -4 18 -18 -5 21 -20 -3 -24 25 -25 -1 -7 29 -19
right_child=1 2 3 19 10 27 14 -9 9 -11 12 13 -14 -15 15 -17 17 28 20 -21 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0040550648011451577 0.0064932865977218243 -0.0026173323036684428 0.02001531269370007 -0.0012453750815283682 -0.0049373766241690544 0.011735243693085536 0.014663536873979305 0.0047280273211525604 -0.0042194249596493117 0.00094415744858316892 0.01717709540499477 -0.0006913986912623737 -0.0022699551890842879 0.010517901325927061 0.022132397958865534 -0.0060782745180715256 -0.011049973204427837 0.0014780547902924876 0.0063912762658936643 -0.012418960912520831 0.032014967146373932 -0.02947236938135965 0.007442043538110843 -0.050489537509120247 -0.0081829448824101789 -0.017985310459005241 -0.0083060253215078202 -0.0038253513076444614 0.0032743287412759416 -0.0056691179218510334
leaf_count=5859 3453 3054 119 9505 1855 326 109 4397 2973 7737 254 1537 199 425 52 1491 441 6744 175 309 42 42 138 49 386 181 3053 274 13683 962
internal_value=0 0.0171941 0.00979604 0.0170609 -0.0699166 -0.0974335 0.0294029 0.0340886 0.0260111 -0.00978413 -0.00861894 -0.0301357 0.172683 0.0347342 -0.0764346 -0.102551 0.0432736 0.0413502 -0.104222 -0.0319437 0.0946149 -0.0110015 -0.0832683 -0.208513 -0.28857 -0.498202 -0.110226 0.0925848 0.0461143 0.0117164
internal_count=69824 56042 52589 48781 13782 9512 38967 37315 32918 10710 4270 3817 453 1962 1652 1543 22208 22089 700 9814 259 217 3808 754 616 230 8912 600 21389 7706
shrinkage=0.05


Tree=17
num_leaves=31
num_cat=0
split_feature=76 92 96 44 60 43 119 66 77 28 16 87 44 28 47 44 44 59 112 111 50 81 119 45 107 9 76 103 2 17
split_gain=75.755 42.2744 34.0667 25.9696 22.5391 22.4122 20.9799 20.8682 20.5492 19.467 15.918 16.1467 15.0346 16.2527 15.2433 14.9654 14.9416 17.0556 15.3709 15.4754 15.2461 14.7774 14.7236 14.6323 14.2204 14.841 17.5439 16.6173 13.9046 18.9998
threshold=-1.5781499999999997 -3.0703999999999998 1.1960000000000002 -0.85997499999999982 -1.1981499999999998 -8.2448499999999978 1.0000000180025095e-35 0.52310500000000004 1.7822500000000001 -0.96505499999999989 1.0794000000000001 0.21537000000000003 0.18054000000000003 -1.2427499999999998 7.6203500000000011 -1.1272499999999999 4.006050000000001 -4.8005499999999994 -14.816999999999998 2.0733000000000001 0.53535500000000014 33.470000000000006 1.0000000180025095e-35 0.019738500000000003 -0.99517999999999984 0.40892500000000004 3.7170500000000004 -2.9975999999999994 -1.6277499999999996 -2.0659499999999995
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=6 -2 3 4 -3 -6 7 -1 22 21 16 24 13 14 -8 -15 18 -18 20 -20 -5 28 -4 -9 -12 26 27 -26 29 -7
right_child=1 2 8 10 5 9 12 23 -10 -11 11 -13 -14 15 -16 -17 17 -19 19 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0052357578603299988 0.0063487088436571734 0.0017062629004302573 -0.0022749777925751063 -0.013477497043674938 -0.024927660350998245 0.035036054836667101 0.0062597264276819907 0.0120513459631041 -0.01311917006969452 -0.0066705600962895144 0.011676321359057176 3.0753269749390172e-05 0.0084111638435845001 -0.0073377184344429712 -0.034213107389708362 -0.00019375409584879226 0.023511473204080875 0.0030531956427843603 0.00087194632261517022 -0.009626227127476324 0.0070664296920100846 0.034234527955132148 0.0019005905235428449 -0.0035681831289310845 0.016241295174088167 0.0054027445514876291 -0.011636925351751202 0.00016449615066207177 0.0011465767296351952 -0.011784904832667847
leaf_count=8912 3253 3519 10002 365 120 23 759 306 385 2028 665 2471 434 1223 24 1830 104 4987 15828 359 120 31 2676 294 184 4944 272 1271 2061 374
internal_value=0 0.0163344 0.00951645 0.0240837 -0.0262193 -0.0720146 -0.0664208 -0.0925618 -0.0347841 -0.060683 0.0370793 0.0705295 -0.00818799 -0.0281469 0.100384 -0.061111 0.0220057 0.0694224 0.00752643 0.0127823 -0.167889 -0.00142515 -0.0278725 0.0879555 0.0940789 0.0801781 0.000373239 0.0439515 -0.0100784 -0.181447
internal_count=69824 56042 52789 39726 8156 4637 13782 9512 13063 4517 31570 9807 4270 3836 783 3053 21763 5091 16672 16187 485 2489 12678 600 7336 6671 1727 1455 2458 397
shrinkage=0.05


Tree=18
num_leaves=31
num_cat=0
split_feature=76 71 44 59 43 76 120 9 14 53 50 109 77 42 59 77 13 39 15 44 13 99 19 26 110 84 41 15 16 85
split_gain=68.3688 38.3829 30.9415 24.4938 21.1622 20.1878 19.1764 19.5717 17.6213 17.5047 21.1212 17.9117 15.6572 16.5561 15.2906 16.4075 14.9901 14.8009 14.9612 14.7274 14.5325 14.3152 14.1077 14.0088 13.8971 18.2209 16.9825 17.4473 13.8062 14.363
threshold=-1.5781499999999997 -13.094499999999998 1.0361500000000003 0.30066500000000002 0.65407500000000007 -1.5855999999999997 1.0000000180025095e-35 -6.7243999999999993 -0.097476999999999994 19.941000000000003 -0.75711499999999987 1.8783500000000004 -1.7472999999999999 -0.89797499999999986 -4.2080499999999992 1.7459000000000002 -2.9017499999999994 2.9662000000000002 -1.6607499999999999 -1.4470499999999997 -1.3019499999999999 10.148500000000002 1.2700000000000002 0.83726500000000004 0.65013500000000013 5.5789000000000017 0.161195 -0.13113499999999997 -2.5030499999999996 -0.61904499999999996
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 3 4 17 28 -4 -8 12 10 19 22 13 -9 -6 16 23 -3 -19 -5 -18 24 -12 -16 -20 26 -26 -28 -1 -30
right_child=1 2 6 9 14 -7 7 8 -10 -11 11 -13 -14 -15 15 -17 20 18 21 -21 -22 -23 -24 -25 25 -27 27 -29 29 -31
leaf_value=0.003498625588052127 0.0058824778211624285 -0.00082143918218025101 0.0046227320357184812 -0.02419130032261213 0.0059322905987501152 -0.0058997208102149253 -0.0064167981430330954 0.005662282701518577 2.799351518990723e-05 0.011667954139617267 0.0019931972332445018 -0.0043763223474369891 0.0044308352668089935 -0.0061988854167861311 -0.0090318792452246457 -0.026840902736474728 0.0023432275513187053 -0.032979291218977712 -0.0094487160204691154 -0.001444602626729399 -0.0090982772298268868 -0.042183007701085164 0.0079204448485333933 -0.045407922007143497 0.014057181738927716 -0.023974365997931055 -0.039572834697636693 0.0020133546161874433 -0.0047972967603070729 -0.00059625030818526571
leaf_count=1078 3453 12043 4904 72 200 4508 829 472 9305 362 6826 956 5819 781 59 116 384 52 622 6093 1001 26 1177 48 244 58 33 107 3754 4442
internal_value=0 0.0155177 0.00881166 -0.0118477 -0.0406584 -0.0630997 0.0372909 0.0215684 0.0291565 0.0160458 0.0108443 0.0418443 0.0667825 -0.0346166 -0.142114 -0.174547 -0.146381 -0.0267462 -0.135548 -0.0342051 -0.118521 -0.110549 0.0572983 -0.507002 -0.0926342 0.0429396 0.121848 -0.155782 -0.036416 -0.050409
internal_count=69824 56042 52589 30479 14993 13782 22110 17206 16377 15486 15124 8959 7072 1253 1808 1608 1492 13185 1142 6165 1385 1090 8003 107 1064 442 384 140 9274 8196
shrinkage=0.05


Tree=19
num_leaves=31
num_cat=0
split_feature=46 92 54 46 59 16 7 0 30 92 103 39 25 54 43 69 104 13 4 53 53 64 88 18 16 54 1 78 37 120
split_gain=45.2508 58.1812 32.8119 37.4784 25.2118 23.194 18.9856 21.1879 17.8445 17.7284 17.911 17.6328 16.7011 16.6999 16.5774 21.2018 22.3198 18.4491 16.2334 15.2145 14.9283 14.7776 14.732 14.4167 14.305 20.9554 15.4709 14.1594 20.2911 14.1457
threshold=1.1811500000000004 -3.8109999999999995 -1.0903499999999997 -1.1943499999999998 0.35769000000000006 -0.058161999999999991 -0.93690499999999988 0.42029500000000003 0.27235500000000007 -2.8280999999999996 1.3873500000000003 5.8474500000000011 7.7234500000000006 -2.3018499999999995 0.9229400000000002 0.23882500000000004 8.516350000000001 4.0926000000000009 -2.6848499999999995 19.941000000000003 -0.32733499999999999 1.4398000000000002 14.899000000000003 7.2186000000000012 -2.1107499999999999 -1.1863499999999998 -1.5727999999999998 1.5589500000000001 -3.6924999999999994 1.0000000180025095e-35
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 6 11 29 7 9 12 10 13 14 -6 -3 -4 17 -17 -16 -8 20 21 -10 -22 -24 25 -20 -26 -11 -29 -2
right_child=5 2 4 -5 8 -7 18 -9 19 27 -12 -13 -14 -15 15 16 -18 -19 24 -21 22 -23 23 -25 26 -27 -28 28 -30 -31
leaf_value=0.0058048839063921517 0.0035330182365612391 0.025573573545976121 -0.0010544469441827323 -0.0010239422936350212 0.002476042203640309 0.0035837102709900997 -0.027973570697235342 -0.022830348716203468 -0.00025134209773315679 -0.0067326258502133744 -0.014781445174506217 -0.040681829945794473 -0.022208011906216112 -0.018310702950866134 -0.0036255528246275865 -0.011223004610882593 -0.046632289126211285 0.035381449230255622 0.0074697348635827492 0.015822445471917301 -0.0049332602459091629 0.013946058585152604 0.020967756369366097 -0.017410136293619871 0.021728160684662209 -0.04363953144777389 -0.0048212260987405787 0.02232623025774956 -0.017379384229580561 -0.00063007390018182501
leaf_count=3063 2652 110 13893 8383 9967 10456 66 249 859 2118 66 29 69 27 1368 485 49 31 446 121 2665 233 104 32 56 21 2723 34 600 8849
internal_value=0 -0.0172417 -0.0263573 -0.0646972 -0.00725597 0.0375874 -0.121585 -0.176466 0.0235883 -0.15286 0.132328 -0.0345888 0.0461267 0.338497 -0.0331613 -0.119928 -0.289443 -0.0552242 -0.068494 -0.0327632 -0.0436172 0.0555591 -0.0822822 0.238753 -0.0585111 0.103429 -0.0857245 -0.173897 -0.305001 0.00659776
internal_count=69824 47867 44804 14899 29905 21957 6516 3204 14050 2955 203 15855 10036 137 15826 1933 534 1399 3312 4014 3893 1092 2801 136 3246 467 2779 2752 634 11501
shrinkage=0.05


Tree=20
num_leaves=31
num_cat=0
split_feature=76 92 96 78 119 13 16 88 119 66 44 12 47 79 61 6 17 54 56 95 43 102 81 42 61 44 1 6 9 7
split_gain=56.9454 31.5434 29.6106 26.0866 23.2752 21.9437 21.9403 19.6349 18.9149 18.1573 16.6304 15.1373 17.2507 15.734 14.9793 16.0755 14.8076 15.7455 17.3924 14.2286 16.0725 13.9558 17.2534 17.1938 14.5836 14.4135 13.8887 13.7786 13.9246 13.7509
threshold=-1.5781499999999997 -3.0703999999999998 4.2005000000000008 3.2648500000000005 1.0000000180025095e-35 -4.0455499999999995 1.1118000000000003 6.0467000000000004 1.0000000180025095e-35 0.52310500000000004 -1.2835499999999997 29.529500000000002 -43.717499999999994 -8.1756999999999973 1.2673500000000002 -0.71143499999999993 13.405500000000002 0.53910500000000006 -2.0664999999999996 0.43449000000000004 1.2924500000000003 -0.49698499999999995 2.9256500000000005 -7.0727499999999992 -2.7360999999999995 -1.3506499999999997 3.8645 0.021662500000000005 -2.7116999999999996 -0.43058999999999997
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 3 4 5 -3 7 10 9 -1 -7 12 -12 -13 15 -5 17 18 -9 -14 -21 22 24 -23 -6 -25 -16 -26 -29 -10
right_child=1 2 -4 14 21 6 -8 16 29 -11 11 13 19 -15 26 -17 -18 -19 -20 20 -22 23 -24 25 27 -27 -28 28 -30 -31
leaf_value=-0.0046872595246526772 0.005486666532780184 -0.032666454106569293 -0.0033371250600774957 -0.00068213275190075065 0.014409357336109985 -0.0061966379249797157 0.0023240255390320429 -0.041475070057771152 -0.0030771644382108034 0.0042987808436155328 0.037158610625192524 -0.0054039164223978597 0.0012817417234006528 -0.037908226555707504 0.004069127063167856 -0.010382449295785693 -0.030696294909077035 0.00081068542810322725 -0.0074044226655990298 -0.0010510654104793858 -0.013797903927259667 -0.011221366077661514 0.014759779979403205 -0.0083338640853762632 -0.003955395700221455 0.0052971828118134508 -0.020505363600594656 0.022930641262195049 0.0013524348360716835 0.0026029299521424815
leaf_count=8912 3253 50 4785 699 167 1020 11022 39 2043 600 32 155 14407 49 658 1098 56 764 947 5961 258 170 208 200 1709 6392 63 78 1802 2227
internal_value=0 0.0141621 0.0082727 0.0157502 0.0212349 0.00866923 0.00962285 -0.00752698 -0.0575874 -0.0824087 0.000744162 0.00683996 0.00951677 -0.264226 -0.0833288 -0.132184 -0.107742 -0.0915446 -0.175041 0.00837854 -0.0315976 0.0619569 0.0148451 0.0895746 -0.000680144 0.0976724 0.0384368 -0.0141214 0.044954 -0.00229472
internal_count=69824 56042 52789 48004 45486 34760 34710 23688 13782 9512 21882 20862 20658 204 2518 1797 1806 1750 986 20626 6219 10726 3964 6762 3756 6592 721 3589 1880 4270
shrinkage=0.05


Tree=21
num_leaves=31
num_cat=0
split_feature=76 62 44 76 9 119 43 106 78 119 66 23 84 93 48 103 2 11 119 102 11 58 58 49 97 78 7 15 71 40
split_gain=51.3933 31.5371 27.9249 26.945 19.5294 17.8686 25.5598 17.3506 17.3473 17.0707 16.387 15.558 15.1963 14.8369 14.6208 14.4323 14.2576 19.1441 17.9817 14.1565 19.3668 16.3538 14.1194 14.0103 14.5744 13.5375 13.4073 13.3626 13.2556 18.1217
threshold=-1.5781499999999997 -2.7924499999999997 -0.85997499999999982 1.2519000000000002 0.78201500000000002 1.0000000180025095e-35 1.3986500000000002 -1.2252999999999998 -2.1153499999999998 1.0000000180025095e-35 0.52310500000000004 4.9148000000000005 5.205000000000001 -10.578499999999998 -1.1533499999999999 -1.4189499999999999 -1.6894499999999997 -0.96069499999999985 1.0000000180025095e-35 1.7551000000000003 6.7990000000000004 -12.613499999999997 0.48536500000000005 0.61153500000000005 6.0791500000000012 -1.3019499999999999 3.5688000000000004 -2.0512999999999999 -0.26038999999999995 25.960500000000003
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=9 11 3 8 5 6 13 -6 27 10 -1 14 -9 15 22 -4 17 -10 -19 20 21 -7 -2 -21 -25 -16 -12 -3 29 -5
right_child=1 2 4 28 7 19 -8 12 16 -11 26 -13 -14 -15 25 -17 -18 18 -20 23 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0044528963262486128 -0.013251639149067077 0.02281216240177552 0.005413883975119267 0.0029419720195340503 -0.026242256136435382 -0.020505412797565046 -0.0066418075799278518 0.0019380265220951779 -0.017401474612857661 -0.00010899901424973017 0.0013895643773276479 0.041005509992440542 0.007410831926450874 0.00025187137903773401 -0.00064347760217024546 -0.0095994849785290721 -0.0021119137165669477 -0.0076583927383825677 0.012575754001736642 0.0017061441131951648 0.016470542695277778 0.00082636009746541578 0.002424994733055789 0.018019290349566112 0.0041331750196470342 0.0084378863469650768 0.024818063991657202 -0.01557292219705698 -0.0026132309987423321 0.040223688880602522
leaf_count=8912 176 24 206 2654 53 92 1617 14609 382 4270 531 30 1389 17159 505 718 5483 509 140 697 195 3840 781 404 355 2190 69 410 1391 33
internal_value=0 0.013454 0.0071633 -0.0375504 0.0190908 0.00177164 -0.0123808 0.0463715 -0.0754229 -0.0547081 -0.0782883 0.10291 0.0482639 -0.00160959 0.0970189 -0.125047 -0.0625253 -0.170415 -0.0658711 0.0517096 0.0218002 0.00654489 -0.00916129 0.136487 0.230489 0.134724 0.0816768 -0.269005 0.0269758 0.0679968
internal_count=69824 56042 52360 11026 41334 25283 19700 16051 6948 13782 9512 3682 15998 18083 3652 924 6514 1031 649 5583 4127 3932 957 1456 759 2695 600 434 4078 2687
shrinkage=0.05


Tree=22
num_leaves=31
num_cat=0
split_feature=76 71 96 46 110 11 104 76 60 76 55 42 43 84 46 24 10 46 45 85 91 87 111 94 56 49 10 69 73 55
split_gain=46.3824 29.6586 27.1965 20.3808 19.2276 25.48 19.112 16.8229 15.9159 16.8753 19.8522 20.9578 19.8312 18.8218 16.7398 16.0658 15.752 15.6719 14.8682 15.3635 14.822 14.4331 18.426 21.0289 14.0924 20.1707 13.6996 14.9148 14.8714 14.7515
threshold=-1.5781499999999997 -2.5351499999999993 1.8548500000000001 1.1811500000000004 2.1355000000000008 1.5029000000000001 3.6441500000000002 -1.5855999999999997 -0.52487499999999987 1.0000000180025095e-35 -1.3325499999999997 1.91625 -3.2952999999999997 -0.34312499999999996 -3.4338499999999996 -0.9033699999999999 -0.41679499999999997 -2.9073499999999997 0.59096000000000004 13.643500000000001 2.1845500000000002 -1.9369999999999998 -7.2835499999999991 0.51599000000000006 -1.37415 24.133000000000006 -0.20312499999999997 0.55542000000000014 0.63462500000000011 0.08857050000000001
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=7 -2 3 4 8 26 20 -1 14 12 -11 -12 -10 -14 -3 -13 21 -15 -4 -20 -7 22 23 -5 25 -16 27 -6 29 -28
right_child=1 2 18 16 5 6 -8 -9 9 10 11 15 13 17 24 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.0013807030601544654 0.0031496089399719175 -0.021459707655967813 -0.0015822665053089773 0.013696907414123417 -0.006994074355337658 -0.0021379108645699241 0.027521969415718994 -0.005104198569255057 -0.017973460488710083 0.0061373295879205338 6.3094543503952147e-05 -0.0032181387362272846 -0.0070334608480083077 -0.02403544341443015 -0.0026433046841662314 -0.023224927418017655 0.0030837866576129318 0.0018128637863337835 -0.0087724267869897909 0.020705227586238283 0.016084388600928444 -0.0018411095430392781 0.0093666016794545434 -0.03983344934707464 0.0027866194738286948 0.016576569357822684 -0.031379455037965069 0.0029142555499436871 -0.0068152762374576225 -0.0085163019931138451
leaf_count=9274 9723 78 7620 32 1047 550 79 4508 238 1202 3313 230 1483 61 2331 178 11133 1516 1131 46 140 3429 571 43 8196 145 149 596 648 134
internal_value=0 0.0127813 0.00224129 0.0139741 -0.00526634 -0.0751943 0.0845305 -0.0519727 0.0070561 -0.0260656 0.0110172 -0.0250749 -0.0814201 -0.059794 0.0323857 -0.238932 0.0422047 0.0162605 -0.0478028 -0.152407 0.0311873 -0.0109908 0.126124 -0.339877 0.0357594 -0.0303549 -0.122913 -0.0679963 -0.219829 -0.411076
internal_count=69824 56042 46319 37522 22314 3343 769 13782 18971 8221 4923 3721 3298 3060 10750 408 15208 1577 8797 1177 690 4075 646 75 10672 2476 2574 1643 931 283
shrinkage=0.05


Tree=23
num_leaves=31
num_cat=0
split_feature=76 62 46 71 119 9 45 54 9 104 119 42 92 76 4 102 78 63 52 88 92 108 52 22 61 22 3 78 50 45
split_gain=41.8601 27.7953 28.415 22.7845 19.6521 22.6916 22.6753 18.3493 16.8561 16.4567 15.4307 15.1094 15.7165 14.122 14.0566 16.1612 13.6434 13.3306 15.8237 13.8648 13.3137 13.2858 14.6093 14.1072 13.0521 12.9337 14.426 16.5676 13.5846 15.086
threshold=-1.5781499999999997 -2.7924499999999997 -1.2229999999999999 0.66904000000000008 1.0000000180025095e-35 1.6273500000000001 1.4354500000000001 0.40347000000000005 -4.1631999999999989 1.3690000000000002 1.0000000180025095e-35 1.5813500000000003 -0.43699499999999997 -1.5855999999999997 1.9495000000000002 -3.4016999999999995 -1.3638499999999996 -9.485299999999997 -0.84004499999999993 -1.4177999999999997 -2.2718499999999993 -1.7590999999999999 -1.5406499999999996 -0.51571499999999981 -47.894999999999989 -1.7296499999999997 1.2421500000000003 -0.93659499999999984 -1.6650499999999997 2.1900000000000008
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 16 3 -3 5 6 8 -5 11 14 13 12 -4 -1 -7 -16 -2 18 -6 -19 -21 -17 23 -23 -12 -15 27 -27 -28 -30
right_child=1 2 4 7 17 9 -8 -9 -10 -11 24 -13 -14 25 15 21 -18 19 -20 20 -22 22 -24 -25 -26 26 28 -29 29 -31
leaf_value=-0.0022609584595230181 -0.0009660215097271399 -0.00060081804357960556 0.0018162204240665288 -0.008982334307308765 -0.027550998750405439 0.0030203619686152961 -0.0040049049524756948 -5.9743575151497724e-05 0.00065173419906053201 -0.0023053372917104251 0.03844130303372037 -0.045019821958108386 -0.0065762987854529401 -0.011843995195575123 -0.018085735671374264 -0.0098269680843633758 0.0064110638260200014 0.0049286535684346273 0.00062398481844128052 -0.013563247256585071 0.0016495374314985834 0.057348425817840248 0.010727545763282196 0.017384704569029432 -0.0001705787998752181 0.0020741029134307143 -0.017116506846554309 -0.0098403739521698078 0.0020760520726102387 0.031358004299302897
leaf_count=6446 801 6064 899 1816 78 3742 3690 844 21424 1141 22 22 1470 801 49 68 2881 4854 138 148 5093 34 723 63 4248 383 83 1225 526 48
internal_value=0 0.0121422 0.0062365 -0.0458636 0.0166527 0.0048482 -0.00715518 -0.123025 0.00414692 0.0615755 -0.049374 -0.0754899 -0.0678293 -0.071793 0.0878344 0.197367 0.0961243 0.0548047 -0.191006 0.0600642 0.0243989 0.228218 0.263441 0.627852 0.000567166 -0.127662 -0.089038 -0.140051 0.0358148 0.0904943
internal_count=69824 56042 52360 8724 43636 33325 27505 2660 23815 5820 13782 2391 2369 9512 4679 937 3682 10311 216 10095 5241 888 820 97 4270 3066 2265 1608 657 574
shrinkage=0.05


Tree=24
num_leaves=31
num_cat=0
split_feature=76 87 71 94 79 78 110 40 44 93 62 42 98 49 58 63 93 13 45 79 5 98 98 44 28 56 56 86 56 25
split_gain=37.7788 26.5958 24.6417 24.5786 17.9313 20.7244 15.9715 16.7239 15.0003 17.2918 16.8309 14.824 14.8233 13.4537 15.0367 18.4669 13.3369 13.1955 12.9251 12.8747 12.8297 12.4057 12.3782 12.1405 12.2218 14.2644 14.2025 12.1062 12.2126 23.0141
threshold=-1.5781499999999997 4.1568500000000013 0.38211500000000004 2.2027500000000004 12.176500000000003 3.8483000000000005 0.16108500000000001 -0.91601999999999995 -0.12953999999999996 -1.3047999999999997 1.2616500000000002 49.181000000000004 16.198500000000006 1.6405500000000004 1.3104500000000001 0.3305550000000001 -1.2026499999999998 0.18405000000000002 -9.2485999999999979 -35.079499999999989 -0.66495499999999985 32.265000000000008 -0.96145999999999987 -1.4128499999999999 -1.4292999999999998 -0.82986999999999989 -1.5185499999999996 1.3888000000000003 -1.3359499999999997 -6.4067499999999997
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 4 11 5 -2 7 -5 9 20 16 23 22 -12 15 17 -11 -15 -10 -18 -1 -8 -7 24 25 26 -4 28 29 -22
right_child=1 -3 3 6 -6 12 21 -9 18 10 13 -13 -14 14 -16 -17 19 -19 -20 -21 27 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0039715089268275421 0.0015098126947717483 0.0054041041551813017 0.016142724028655461 -0.039417380241441057 -0.0056583133909174702 -0.0079343764765842546 -0.0055346935867415792 -0.0041732928482815625 -0.015911974444985388 -0.022347012244992789 -0.010547183284903096 -0.025926420746142403 -0.032360674037287637 -0.047888600761475775 0.036085887812077999 0.032491777206842716 0.02818431718782945 -0.0016697364284637126 0.0025221938128806346 -0.0031254609005197617 -0.013240926991026088 0.020996509028805628 0.0027247846610584836 -0.00015445666416990627 -0.016046600346743319 0.014846578273880348 -0.035093486661973754 0.0098895736002691716 -0.0014365565863151625 0.017420574025023138
leaf_count=1370 33418 2715 21 71 958 740 2110 64 100 90 1370 57 48 23 32 26 33 47 1936 6506 83 45 431 14996 241 89 38 414 1519 233
internal_value=0 0.0115351 0.00661966 -0.0238366 0.0217918 0.0255245 -0.120516 -0.454181 -0.0469053 -0.0606406 -0.0862444 -0.00949939 -0.102549 -0.181976 0.128065 -0.0698186 -0.0646112 -0.337119 0.0323357 -0.059349 -0.0031435 -0.0996136 -0.080223 -0.00761348 -0.182028 0.0441608 -0.337137 0.0433273 0.00847812 0.187342
internal_count=69824 56042 53327 17732 35595 34637 2290 135 13782 11746 8127 15442 1219 1498 128 96 6629 70 2036 6539 3619 2155 1171 15385 389 148 59 2249 1835 316
shrinkage=0.05


Tree=25
num_leaves=31
num_cat=0
split_feature=76 71 96 46 110 11 31 104 16 60 46 28 84 43 46 112 41 16 119 66 22 35 49 78 92 65 47 45 6 3
split_gain=34.0953 24.2219 22.5208 17.1725 17.1555 23.6019 16.1998 19.6827 15.661 14.8368 16.3944 15.6232 20.3503 14.7381 15.3534 17.0032 14.5452 14.3674 14.0321 14.1072 13.9849 13.7868 14.9581 15.6967 13.661 13.5708 13.482 13.0118 12.8783 19.0051
threshold=-1.5781499999999997 -2.5351499999999993 2.1420500000000007 1.1811500000000004 2.2238500000000005 1.5029000000000001 0.084803500000000018 0.69529000000000007 -0.38564499999999996 -0.52487499999999987 -3.4338499999999996 1.4836500000000001 2.8761000000000005 -3.2952999999999997 0.73204500000000017 1.2733500000000004 0.59634500000000012 2.9551000000000003 1.0000000180025095e-35 0.52310500000000004 3.1378500000000007 1.2856500000000002 -1.6530499999999997 0.57665500000000003 -0.48635499999999993 -1.1614499999999996 -1.1652499999999997 0.019738500000000003 -1.6994999999999998 0.19796500000000003
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=18 -2 3 4 9 -6 7 -7 -5 10 -3 12 13 14 15 -11 -4 21 19 -1 -18 -12 23 -23 -16 -10 -15 -21 -19 -30
right_child=1 2 16 8 5 6 -8 -9 25 11 17 -13 -14 26 24 -17 20 28 -20 27 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0037965646959152374 0.0028167203079461195 -0.020546991058758329 -0.0015316237025806119 0.00025332295266797548 -0.005976993629822562 0.0032980643820651485 -0.0089514968001236355 0.025706894977355566 -0.0014821056076544244 -0.019895728672227116 0.00022767375614365446 -0.0051519391761630272 0.0070307753332658554 -0.0053265236417100537 -0.017716384499237455 0.010267299174198084 -0.010086969827385713 -0.0015928637601581273 0.0001532005611152783 0.011341454078948578 0.007889000974534972 -0.02478140479401697 0.006767776096980877 0.011958441462205805 0.025419662266969678 0.0043121452886374393 0.00084735568604594384 -0.0033877872031967656 0.0041971236625884447 0.020192600534288424
leaf_count=8912 9723 84 6892 7690 2507 429 177 127 1192 282 8398 2022 863 1129 29 56 899 306 4270 306 123 79 1445 46 50 6638 4079 294 470 307
internal_value=0 0.0109583 0.00143327 0.0114429 -0.00597094 -0.0733895 0.0844538 0.168333 0.0371204 0.00514823 0.0291733 -0.0262876 -0.00236788 -0.0243047 -0.2052 -0.297966 -0.0471412 0.0325186 -0.0445601 -0.0659388 -0.15847 0.0206336 0.106647 -0.225223 0.191698 0.0686012 -0.00982059 0.0824825 0.141909 0.210342
internal_count=69824 56042 46319 38405 22885 3240 733 556 15520 19645 11135 8510 6488 5625 417 338 7914 11051 13782 9512 1022 9968 1570 125 79 7830 5208 600 1083 777
shrinkage=0.05


Tree=26
num_leaves=31
num_cat=0
split_feature=76 62 44 76 119 9 45 104 66 87 78 23 4 76 44 89 11 57 89 96 16 102 73 91 109 6 47 25 108 11
split_gain=30.771 23.7115 21.4367 21.6027 15.9409 19.3154 18.9718 18.4959 14.5529 14.8612 14.4316 14.0902 13.8405 13.3428 13.2735 13.5939 13.2305 13.0535 12.9858 15.9455 12.862 12.8271 18.4556 19.9206 17.0119 14.9139 12.7646 14.4713 12.6833 12.6746
threshold=-1.5781499999999997 -2.7924499999999997 -0.85997499999999982 1.2189000000000003 1.0000000180025095e-35 1.6273500000000001 1.5018500000000004 1.3690000000000002 2.1507500000000004 1.2002500000000003 -2.1153499999999998 4.9148000000000005 1.9495000000000002 -1.5855999999999997 5.1732000000000005 -10.969499999999998 -0.78369499999999992 -47.775999999999989 -2.2938999999999994 47.290500000000002 -3.6073499999999998 1.7894500000000002 1.6644500000000002 1.8448500000000003 1.9016500000000003 -2.9941999999999998 -1.1545499999999997 1.0000000180025095e-35 15.860000000000001 0.76075000000000015
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=13 11 3 10 5 6 14 12 28 -10 -3 26 -7 20 15 -4 -9 -12 19 -15 -1 22 23 -6 -25 -23 27 -2 -8 -16
right_child=1 2 4 -5 21 7 8 16 9 -11 17 -13 -14 18 29 -17 -18 -19 -20 -21 -22 25 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.010441406052403089 -0.014154005024516792 -0.012335241920021778 -0.0066235500125281788 0.0011537778700433637 0.0014567732674879556 0.002932402974783449 -0.005782507899895018 -0.015329416750205889 -0.00061375398948354629 0.024445782727505791 -0.034690041840076451 0.038525322576363881 0.0098942898063177492 0.0024429308218976201 -0.0013593162761498011 -8.4628556046843867e-05 -0.0004988567100703325 -0.0026765338653545151 -0.0056444226040233509 -0.036604428236131317 -0.0013341364553408478 0.020368184802340872 -0.0070877782871118849 0.02097241036475651 0.0027763594937233529 0.0046560063998260844 0.0058015495230747012 0.002020276582092665 0.015486804540786478 0.0051259804455748882
leaf_count=238 171 426 830 4121 6241 3608 2644 180 206 83 32 30 890 826 1118 18756 914 6447 3655 27 9036 162 576 252 262 2230 2758 723 72 2310
internal_value=0 0.0104104 0.00495579 -0.0342206 0.0154062 0.00451482 -0.00694483 0.0578354 -0.0816728 0.131666 -0.0684157 0.087978 0.0861984 -0.0423321 0.0028126 -0.0072346 -0.0587797 -0.056693 -0.0869602 0.0241393 -0.0206388 0.0508159 0.0300685 0.04472 0.233948 0.114403 0.0823713 -0.0214692 -0.104373 0.0602176
internal_count=69824 56042 52360 11026 41334 31611 26019 5592 3005 289 6905 3682 4498 13782 23014 19586 1094 6479 4508 853 9274 9723 7331 6755 514 2392 3652 894 2716 3428
shrinkage=0.05


Tree=27
num_leaves=31
num_cat=0
split_feature=76 87 78 44 1 20 82 111 86 75 64 71 44 27 97 26 99 71 93 13 41 59 46 20 25 37 74 78 59 13
split_gain=27.9025 21.3111 17.824 17.7587 18.3394 17.5138 16.9705 16.7495 16.5659 15.9473 17.5481 15.6149 16.6889 14.6188 16.1503 13.6813 13.9001 13.5907 13.5571 17.8446 15.2816 13.6164 14.2344 13.4381 18.1469 13.4815 13.876 13.3102 16.3709 14.3598
threshold=-1.0417499999999997 4.1568500000000013 3.2648500000000005 -0.12953999999999996 -0.68186499999999983 -2.1691499999999997 9.3019000000000016 2.9228000000000001 -0.35394999999999993 -0.080274499999999985 -1.45305 0.35826000000000008 -1.0782499999999999 -1.0044499999999996 2.6339500000000005 -15.851499999999998 1.9861500000000001 1.6281500000000004 -3.3687499999999999 -2.0347499999999994 1.0567500000000003 1.3199500000000002 2.8292500000000005 10.197000000000001 0.46287500000000009 0.29799500000000007 -2.6196999999999995 1.4727000000000003 2.0284500000000008 -4.7511999999999999
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 5 4 27 -2 -4 -5 -6 13 -11 18 -13 14 -10 16 -14 -16 19 -7 -20 22 -22 25 -25 26 -21 -1 29 -29
right_child=1 -3 6 7 8 11 -8 -9 9 10 -12 12 15 -15 17 -17 -18 -19 20 23 21 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0074474806879380713 -0.0078063708450337851 0.0050276478169790882 -0.0024134241729661253 0.0022629576682701305 -0.0034336343042445298 0.0082528653045026764 -0.019035294219667528 -0.0053679073930335405 -0.0039380800639641448 0.006100799010312262 -0.0035657991996418887 -0.0047286385408786789 -0.02316410530697216 0.009452435093437123 0.0022508399577828141 0.00027666936843476604 0.020372908426956698 0.023428584026253741 0.0025823453092821925 0.00098721291584780027 -0.003600501806175751 0.0016656558084777039 0.01001280421770892 0.027019961636800035 -0.021932287395000458 -0.0065225276899216356 -0.020361066255718471 0.023593418180942537 0.030411530225663577 -0.003388651418936003
leaf_count=2437 606 2602 2947 4169 3754 424 162 869 671 605 2096 2094 110 849 222 12101 22 115 18496 1568 2830 4453 206 78 25 1571 80 50 37 3575
internal_value=0 0.0124211 0.00762092 -0.032172 -0.0500384 0.0127171 -0.0655907 0.0189343 -0.0194806 0.0210343 -0.0280113 0.0150395 -0.0120802 0.0923709 0.0109429 0.00204059 -0.318159 0.189553 0.0281081 -0.0281333 0.0362158 -0.00189509 -0.0535361 -0.0527909 0.302767 -0.0641679 -0.000982226 -0.091684 -0.0535747 -0.0603297
internal_count=69824 50375 47773 19449 14411 44664 3109 5038 8312 4558 2701 44058 14327 1857 1008 12233 132 337 29731 3746 25985 7489 3036 3322 103 3219 1648 6099 3662 3625
shrinkage=0.05


Tree=28
num_leaves=31
num_cat=0
split_feature=76 87 78 9 41 47 44 5 112 107 82 86 22 62 84 58 22 16 11 71 30 80 7 0 27 30 21 32 23 73
split_gain=25.182 19.2333 16.0862 16.4803 22.5164 17.1146 16.0367 18.0831 16.6157 15.8046 15.3159 14.7942 14.9095 16.2671 14.4678 14.1078 13.9148 21.8669 13.6294 13.9446 13.3817 13.3707 14.734 15.1146 13.3402 13.3244 14.4347 13.2852 13.2659 13.0558
threshold=-1.0417499999999997 4.1568500000000013 3.2648500000000005 0.74853000000000003 0.66399000000000019 1.8839500000000002 1.0000000180025095e-35 -0.77565999999999991 3.2368500000000004 -0.13291999999999995 9.3019000000000016 -0.41755499999999995 0.58959500000000009 0.29417500000000008 3.1695500000000005 -5.7443999999999997 -1.3820999999999997 -0.023608999999999995 0.092958500000000013 0.15388500000000002 1.8345500000000003 9.5166000000000022 -2.1353499999999994 4.1751000000000014 -2.5925499999999997 -1.6610499999999997 3.6304000000000003 0.080365000000000006 0.8149050000000001 -1.2882499999999999
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=6 2 3 4 21 27 7 -1 16 -5 -4 -9 -13 -14 15 -7 -8 -18 19 -11 -16 -2 24 -24 -23 29 -27 -6 -19 -15
right_child=1 -3 10 9 5 14 8 11 -10 18 -12 12 13 25 20 -17 17 28 -20 -21 -22 22 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0044873151510190007 0.00093184885338433356 0.004776265399156856 -0.0022927530562428648 -0.0057709366328523547 -0.0025738952758777383 -0.036002246450100632 0.0082621144858864969 -0.0031042076982730031 -0.0056941854091269719 0.0021356312950344988 -0.018083529588248996 -0.0015498634752849816 0.0071714918853943814 -0.018080392948218754 0.014212474470618387 -1.2154700903125914e-05 -0.0036520577798878637 0.0025147028403046008 0.0032532147871877151 -0.002392948511750947 -0.015207390825856815 0.0030384485488352572 -0.0078142771767523451 0.011432778584746133 0.045062874314876711 -0.012482300867517311 0.0048275022516174925 -0.0083980759869550347 0.013652413365352584 0.015833586941162745
leaf_count=5891 19343 2602 2947 668 3347 28 788 4109 774 4449 162 2590 1425 35 318 989 1461 1373 10087 2751 44 69 1048 113 26 332 189 1384 332 150
internal_value=0 0.0118 0.00723987 0.0120812 -0.0036683 -0.0569801 -0.0305634 -0.0468368 0.0201052 0.0355095 -0.0623112 -0.0182094 0.0199777 0.0819322 0.0410494 -0.0200606 0.0463337 0.016738 0.0413416 0.00810673 0.212732 0.0121448 -0.0878371 -0.118819 0.290797 -0.0421955 -0.124059 -0.0855539 0.0936691 0.188349
internal_count=69824 50375 47773 44664 26709 6110 19449 14721 4728 17955 3109 8830 4721 2131 1379 1017 3954 3166 17287 7200 362 20599 1256 1161 95 706 521 4731 1705 185
shrinkage=0.05


Tree=29
num_leaves=31
num_cat=0
split_feature=119 71 44 16 76 92 8 90 76 4 94 9 87 99 44 76 22 62 102 72 92 104 41 89 13 62 103 13 12 2
split_gain=27.6096 23.4859 20.0413 19.1075 16.5238 17.6881 15.2534 18.4219 14.9182 14.8179 14.5514 14.5511 14.2626 13.9976 13.8053 14.2663 13.9033 13.7252 13.4313 13.4015 13.9132 13.3644 13.3292 16.9882 13.2662 12.8093 12.7953 12.7026 13.0109 12.6948
threshold=1.0000000180025095e-35 0.39822000000000007 -0.34206999999999993 3.2706500000000003 -1.9510999999999998 -0.76746499999999995 0.31563000000000002 -0.28471499999999994 2.1265500000000004 -1.6848499999999997 1.5390500000000003 1.1364500000000002 -3.9367499999999995 1.6083000000000001 0.75418000000000018 5.6145500000000004 -3.7432499999999993 -2.6223999999999994 7.243850000000001 0.54846000000000006 -1.8114499999999998 -0.64293499999999992 -2.1360499999999996 -35.145999999999994 -0.24731999999999996 -0.25744499999999998 6.4019000000000004 2.7880500000000006 1.3877500000000003 4.5005000000000015
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 17 4 5 13 22 -8 25 24 -6 27 -9 -1 16 -16 -12 -3 -2 20 -18 -11 23 -4 -7 -5 -14 28 -10 -21
right_child=18 2 6 8 10 9 7 12 11 21 14 -13 26 -15 15 -17 19 -19 -20 29 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.001285046160317704 0.0016000230365451906 0.0011127638405049839 -0.025748416239565072 0.007498512835883946 0.00070427796118303042 -0.010289133017261823 0.015849771494288081 -0.0381583281185316 0.012171143876859941 -0.0082333957563288773 -0.023425555698897527 0.019976037803269526 0.0010479417179669423 0.029236486442387105 0.0020352428498440207 -0.016097345300342725 -0.011613060669811662 -0.0041524259959159317 0.023238824680447578 0.0031428328868168503 -0.0029551647283960949 -0.023430393332928685 -0.0041000526915756152 0.0025421536045855488 0.023871252409837868 -0.0014929376376034335 0.028782548613491513 -0.011190196190108644 -0.023921661603230018 0.039113187513969562
leaf_count=617 17936 1433 55 644 23074 60 223 23 332 402 92 262 4217 40 1912 115 587 9084 72 268 2215 226 3154 1508 54 1029 42 94 27 27
internal_value=0 -0.0117227 -0.0388625 0.00497809 -0.00194381 -0.108032 -0.00483467 0.0367809 0.0910351 -0.213838 0.00330246 0.211938 0.0221877 0.0114638 -0.0443987 0.0201301 -0.0854147 -0.0687003 0.0337308 -0.0740344 -0.0953787 -0.274048 -0.0445799 0.0309329 0.117842 0.0393641 0.0264289 0.103446 0.189133 0.128701
internal_count=69824 51816 19739 32077 29689 1399 9222 4505 2388 742 28290 715 4282 657 5216 2027 3189 10517 18008 3097 2802 628 4717 1563 114 1673 4259 453 359 295
shrinkage=0.05


Tree=30
num_leaves=31
num_cat=0
split_feature=119 71 46 89 16 76 92 78 74 46 32 74 65 84 46 3 39 36 67 67 4 79 93 76 53 32 108 43 98 30
split_gain=24.9176 21.196 18.9324 18.8519 17.2446 14.9128 16.3395 14.6701 13.8491 13.5116 18.2949 22.9095 16.3835 15.1056 13.6434 17.4819 13.1054 12.5969 13.7823 19.7387 13.6829 15.7902 16.7113 13.0685 18.0383 15.5345 13.6612 13.2772 12.4517 12.5747
threshold=1.0000000180025095e-35 0.39822000000000007 -0.30055499999999996 -35.145999999999994 3.2706500000000003 -1.9510999999999998 0.29105000000000009 3.3395500000000005 0.21531500000000003 1.2445000000000002 -0.96560499999999994 -0.42158999999999996 -1.1155499999999996 -1.8533499999999996 -0.93312499999999987 -3.0044499999999998 -2.2826999999999997 -0.72389999999999988 -0.61363499999999982 -0.384685 0.96384000000000014 13.343000000000002 -14.337499999999999 -2.2807999999999997 -1.59995 1.3004500000000003 -1.5657499999999998 0.9229400000000002 12.008000000000001 -2.9062999999999994
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 17 -4 5 6 -1 -7 -6 10 12 -12 16 -14 -13 -16 -2 -3 20 -20 21 22 -19 25 27 -24 -27 -25 29 -18
right_child=9 2 3 -5 8 7 -8 -9 -10 -11 11 14 13 -15 15 -17 28 18 19 -21 -22 -23 23 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0023322714626086592 0.012287170188666801 -0.0054547805296950849 -0.025698293296441639 -0.00019976870430233771 0.0074407503529862092 0.00043155719953418236 -0.015562407098509172 -0.0045626538693138751 -0.00032793797848120116 0.0038737894013955478 0.0023319958857055969 -0.0056720564438492568 -0.017902601510286331 0.0080330631597877646 0.025584164001638928 -0.00099370856449771815 -0.023496476117823576 -0.043622214985745297 0.039702591736142233 0.0032795861140450934 0.001512548037789439 0.012061424135304184 0.0041444043417277424 -0.022957121811864913 -0.0043355661069257112 0.0079595146372037785 -0.031478429249217434 -0.0064161614787370362 0.034328303824771533 -0.0019955595260368344
leaf_count=1103 169 4331 73 10328 1430 26734 296 1556 958 4801 4755 2022 58 1752 63 3453 74 28 41 401 1407 139 603 258 1805 34 62 229 22 839
internal_value=0 -0.0111366 -0.0369193 -0.00757463 0.00472918 -0.00184661 -0.10263 0.00313734 0.0864833 0.0320443 0.015529 -0.00427423 0.0854792 0.14404 -0.0479898 -0.0103497 -0.0105301 -0.0696045 -0.0354452 0.133164 -0.0517705 -0.088314 -0.103487 -0.0962882 -0.132792 0.0234059 -0.350216 -0.303583 -0.0568511 -0.0747648
internal_count=69824 51816 19739 10401 32077 29689 1399 28290 2388 18008 13207 10293 2914 1810 5538 3516 1104 9338 5007 442 4565 3158 3019 2991 2292 699 96 487 935 913
shrinkage=0.05


Tree=31
num_leaves=31
num_cat=0
split_feature=119 54 78 5 92 44 70 66 92 9 44 37 53 37 50 46 103 4 30 54 4 16 43 75 36 104 16 1 104 31
split_gain=22.4882 17.6593 20.5365 17.3257 17.3068 21.7916 17.0374 16.6165 15.7541 14.4178 15.7627 14.2972 18.2583 17.6574 14.3844 16.7027 16.0293 14.2423 13.9151 14.3719 13.67 13.4043 15.4103 14.8723 13.1421 16.8584 13.1163 13.2264 12.9312 12.8785
threshold=1.0000000180025095e-35 -0.7256999999999999 2.5497500000000004 2.5187500000000003 -3.8109999999999995 -1.2097499999999999 7.5746000000000011 0.96381000000000017 -2.1256499999999998 0.78201500000000002 5.3717500000000014 0.021804000000000004 0.20807500000000004 0.086440000000000017 -1.73315 4.4114500000000012 4.1865500000000013 11.184000000000003 1.1990000000000003 -3.9541499999999998 -2.4438499999999999 3.2706500000000003 0.59344500000000011 2.0714000000000006 -2.0570499999999998 20.270000000000003 0.22966000000000003 -2.2504499999999994 -0.34791999999999995 12.603000000000002
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 8 9 18 -6 10 21 12 14 -13 16 24 -7 -11 20 -20 -4 22 -3 -24 -16 -26 27 -17 -5 -22
right_child=-2 6 7 28 5 11 -8 -9 -10 17 -12 13 -14 -15 15 26 -18 -19 19 -21 29 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0043892668690651091 0.0015221021530354543 -0.00068718800713919248 -0.024333104945119772 0.00059057806373426789 0.0033513246198831979 -0.0079529135272418412 0.0182849725780561 0.0074418968115097439 -0.0080521431632080594 0.0015965261210172375 0.003263006239769765 -0.024221622269108612 0.016692020961000951 -0.0034407564235203435 -0.0065147682604655413 0.0062152448223858348 0.017050052272236865 -0.017838669623199264 0.009833092546021497 -0.017348540240635903 -0.0028131350918003352 0.0042901282680203332 -0.0031743669054737789 -0.01325335341287248 0.0010832062930744117 0.020917225485547968 0.0057241305311520893 -0.025830423394838972 0.011277859259867615 -0.028707758605480194
leaf_count=1099 18008 13779 87 760 354 903 129 195 2097 12154 2237 106 158 2867 568 41 69 95 54 489 1210 1060 3801 405 6264 109 75 150 451 50
internal_value=0 -0.0105797 -0.035716 -0.0236021 -0.0329753 -0.0426196 0.00297861 -0.129089 -0.128103 0.00158316 -0.0141484 -0.0240945 -0.00286272 -0.0836336 -0.00936707 0.00603404 -0.12356 0.0289158 -0.157764 -0.292908 -0.103285 -0.0234756 -0.0299162 -0.0828977 0.0154583 0.0284487 -0.239882 -0.37903 0.0914146 -0.076814
internal_count=69824 51816 18156 16071 14860 13761 33660 2085 2451 33531 21282 11310 8337 2973 8179 7207 972 12249 1890 543 1347 19045 17985 4206 6941 6373 266 191 1211 1260
shrinkage=0.05


Tree=32
num_leaves=31
num_cat=0
split_feature=71 44 54 11 112 30 44 60 6 23 5 49 54 84 100 102 41 79 21 53 60 2 49 7 16 103 20 54 5 94
split_gain=20.8515 28.8246 19.0025 18.6768 16.3652 17.3158 18.5064 25.0843 17.8629 17.3805 17.3423 14.995 15.696 16.1895 16.2465 19.5817 15.0769 14.9025 14.7587 16.4691 14.4178 15.1181 14.0627 13.973 19.616 17.9942 16.5281 19.8983 13.9407 13.8889
threshold=-2.5351499999999993 -1.0080499999999997 -1.0903499999999997 5.0157500000000015 1.4486500000000002 0.058325500000000009 -0.16369499999999995 -0.57270999999999994 0.83134500000000011 -0.33818999999999994 -0.79653999999999991 -1.5137499999999997 -2.3816499999999996 2.0614500000000002 -0.71808499999999997 -0.019063499999999997 -3.2693499999999998 -5.7292999999999994 0.94885000000000008 -1.4906499999999998 -1.6648499999999997 -2.3563999999999994 -1.6530499999999997 -0.89941999999999989 -2.1107499999999999 -3.5887499999999997 -0.22893499999999997 -1.2843499999999997 1.8582500000000002 3.5559500000000006
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 23 18 5 11 7 8 22 10 -10 -3 -13 -14 -15 -16 -17 -8 -4 -20 -21 -22 -7 25 26 -2 27 -25 29 -18
right_child=1 4 3 -5 -6 6 17 -9 9 -11 -12 12 13 14 15 16 28 -19 19 20 21 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.002022265515629154 -0.028196553622062012 -0.001651015077886479 -0.0030301119505643029 0.0063552158625563328 -0.0014837449914247868 0.019099318859337262 -0.0071674842874403875 -0.0073920905074338116 -0.035245520504842323 0.00099353468976914883 -0.0047270894472329125 0.010877742280886657 0.0014294406483002274 -0.0039618268482765912 0.023834325181461918 -0.011376778781414033 0.0059308158569648627 0.00079858314904254595 0.02135108386717954 0.012617176099652386 0.02874643265507942 -0.0012427843347215936 0.0027271103417284498 0.018203648305281091 -0.0037531142882546603 -0.0061942889698512141 -0.0080402675170858362 -0.022854238342155109 0.016113119146950069 -0.023948994018137455
leaf_count=10779 96 2421 5244 823 10426 159 612 1907 83 320 106 552 10660 354 171 115 1403 14430 103 233 43 1853 749 279 2450 2902 119 33 359 40
internal_value=0 -0.00738352 -0.0466884 -0.0158751 0.00503683 0.0155448 -0.00543263 -0.0729593 0.0278176 -0.122142 -0.362587 0.0395119 0.0523726 0.0454133 0.118857 0.152442 0.123519 0.0094895 -0.0316151 0.0364891 0.0175953 -0.011253 0.111881 -0.0901854 -0.0404533 -0.137977 0.15628 0.27722 0.145922 0.102051
internal_count=69824 59045 14178 8299 44867 34441 18366 3324 1417 509 189 16075 13654 13102 2442 2088 1917 15042 7476 2232 2129 1896 908 5879 2881 2998 431 312 1802 1443
shrinkage=0.05


Tree=33
num_leaves=31
num_cat=0
split_feature=119 76 16 94 82 94 69 12 27 49 0 9 36 5 16 20 102 31 11 11 99 35 112 101 84 57 87 55 101 108
split_gain=20.3056 16.0589 16.767 19.3554 14.7301 13.9093 17.3014 14.9535 25.6448 13.1338 13.5158 15.0706 13.7114 12.9407 12.6288 17.0319 12.5761 17.6411 12.385 14.6172 16.8443 13.5841 12.2499 12.2379 12.6093 12.2019 12.4499 12.1376 11.5345 11.4991
threshold=1.0000000180025095e-35 -1.5781499999999997 1.1118000000000003 -2.4544499999999996 4.2030000000000003 2.8106500000000003 1.3739500000000002 29.529500000000002 2.1495500000000005 14.230000000000002 -0.28302999999999995 -0.71574499999999996 3.0695500000000004 -1.5323499999999999 -3.3378999999999999 4.2687500000000016 1.1946000000000001 -8.7659499999999984 -0.90918499999999991 -0.34121499999999994 0.12803 -1.4303499999999996 -0.17720999999999998 19.279500000000002 11.066500000000003 -2.7060999999999997 0.80789000000000011 3.1113000000000004 3.2420000000000004 -1.4123499999999998
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 5 14 7 8 -7 -4 11 13 -12 -11 15 -5 17 -2 21 20 -20 27 -13 -16 -25 -23 -27 -6 -18 -30
right_child=16 2 9 4 18 6 -8 -9 -10 10 12 22 -14 -15 23 -17 28 -19 19 -21 -22 25 -24 24 -26 26 -28 -29 29 -31
leaf_value=-0.0023589710627437339 -0.018733565216390496 -0.0039242944711770514 0.0011125630586333766 0.0044430286442273415 -0.01989338969598051 -0.0070892797235180358 0.0034315384820450185 -0.036807006291854079 0.018923721632154861 0.046870946106703393 0.034394658337298198 -0.004512466317501621 0.0096870083379191028 -0.0037454742406095778 0.00053515353311636151 0.034605928403990613 0.0059865628345040639 0.00077161841765466591 0.011274192310296574 -0.0043334688091007725 -0.023662918232954466 -0.03476237292800631 -0.047359574382955377 -0.0070009120842171799 0.022860949989911672 0.020500294455926715 -0.0090125661662646701 0.011194600760936738 -0.0052583775875298562 0.002855812586121271
leaf_count=9512 117 4124 12595 1043 305 1530 645 39 101 23 76 69 215 28 18662 49 2472 12581 299 1411 39 21 22 793 37 73 70 35 539 2299
internal_value=0 -0.0100532 -0.00170547 -0.0149861 -0.00457453 0.00301629 -0.0704746 -0.124201 -0.109568 0.0281383 0.199381 -0.0535369 0.322797 0.381631 0.0112815 0.11593 0.0289271 0.0118379 -0.081726 -0.0419256 0.14486 -0.219843 -0.297422 0.0054188 -0.113394 0.0165405 0.121069 -0.333863 0.069793 0.0262949
internal_count=69824 51816 42304 29276 25152 22899 2315 1670 1631 13028 433 142 291 51 20584 1092 18008 12698 2253 1749 338 504 91 19492 830 164 143 340 5310 2838
shrinkage=0.05


Tree=34
num_leaves=31
num_cat=0
split_feature=62 46 28 28 71 51 44 60 53 101 97 6 78 31 92 31 1 92 25 71 79 23 66 87 47 58 18 64 20 107
split_gain=19.4966 30.3749 16.9026 16.0117 15.5175 15.4368 15.2761 18.1946 14.7192 16.8903 20.4607 17.2342 14.3199 15.5228 15.1183 14.0793 14.432 13.9343 14.6017 13.5461 15.1116 13.4604 13.3566 12.6291 12.4315 12.5087 14.1439 15.4532 13.2595 11.9317
threshold=-2.7924499999999997 -1.1943499999999998 -0.53897499999999987 -0.60437499999999988 0.66904000000000008 188.56000000000003 -0.16369499999999995 -0.11431499999999999 0.6389800000000001 0.039032500000000005 -0.15564499999999998 -0.64562499999999989 2.1327500000000001 -0.9281999999999998 -1.7857499999999999 8.6774500000000021 -2.5796499999999996 7.3489500000000012 1.4972500000000004 0.90906000000000009 -1.7302999999999997 4.9148000000000005 -0.20114499999999999 4.3450500000000005 -1.1524499999999998 0.65158000000000016 -0.25082499999999991 -1.0866499999999999 -0.34290999999999994 10.888000000000003
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=21 4 3 5 -2 -3 7 12 9 10 19 -11 -4 14 -14 16 -15 18 -13 20 -6 24 -22 29 25 26 28 -28 -1 -8
right_child=1 2 6 -5 8 -7 23 -9 -10 11 -12 17 13 15 -16 -17 -18 -19 -20 -21 22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.00549807322112102 -0.00077184724201385902 0.00056774671473600697 0.0007833988356424073 0.0040319136440173575 -0.055335100740194321 0.0255735692958678 0.00032205030382458094 -0.0054256501590851103 0.00074712872205087147 -0.0076573114051650196 -0.019995588921137637 0.0047189316845365932 0.031167291833999314 -0.049487529609065793 -0.0045624190196394921 0.015131684299558402 -0.011229863006817668 -0.026950424574315547 -0.015334971678076369 -0.0051949261009522603 -0.0210300044880973 0.03347994757609235 0.0076991527188907984 0.010309672606415734 0.004269994834514625 0.0023126141082244621 -0.027284465346019717 0.018079297447746452 -0.016002391658046029 -0.0065932575514461621
leaf_count=206 8154 13584 3945 4827 24 62 23197 2892 1291 721 293 1092 47 26 80 48 475 40 99 2796 153 36 55 309 3669 802 128 22 110 641
internal_value=0 -0.00462731 0.00709902 0.0311372 -0.04457 0.0136272 -0.0069268 -0.0463068 -0.0807599 -0.104191 -0.147581 -0.0303691 -0.00737573 -0.141854 0.173208 -0.214737 -0.264306 0.0415417 0.0610397 -0.123165 -0.35536 0.060343 -0.268667 0.00532572 0.0559003 -0.0294576 -0.159757 -0.412622 -0.0397253 0.00272198
internal_count=69824 64851 50133 18473 14718 13646 31660 7513 6564 5273 3321 1952 4621 676 127 549 501 1231 1191 3028 232 4973 208 24147 4937 1268 466 150 316 23838
shrinkage=0.05


Tree=35
num_leaves=31
num_cat=0
split_feature=119 71 46 16 16 60 76 83 66 9 81 41 57 47 1 77 16 17 100 77 4 16 108 30 56 101 21 100 1 40
split_gain=18.3722 15.3259 16.0021 15.5358 14.1376 13.1662 14.6304 12.8815 12.0887 12.1438 17.2777 21.2091 16.7014 14.7054 14.3833 14.5743 15.1532 19.5966 18.0144 14.2141 14.2098 14.1511 14.023 13.7992 14.5154 13.6173 13.1787 14.4907 13.0042 13.4791
threshold=1.0000000180025095e-35 0.39822000000000007 -3.9067499999999993 -3.3378999999999999 3.2706500000000003 -0.56544499999999986 1.64795 1.7935500000000004 0.39064500000000008 1.1191500000000001 -2.0253499999999995 0.67977500000000013 0.92159500000000005 1.1765000000000001 0.10861000000000001 1.0306500000000003 1.1625500000000002 -1.7569499999999996 7.710300000000001 -3.9325499999999995 -0.54144499999999984 0.48293000000000003 -2.8536499999999996 -0.36295499999999997 2.8813000000000004 -1.4604499999999996 1.6225500000000002 5.8817000000000013 0.38708500000000007 2.4310000000000005
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 -3 8 -6 -7 -8 9 10 -4 22 -13 19 15 26 17 20 -18 -14 -17 25 -12 24 -19 -21 -11 -28 29 -16
right_child=-2 3 4 -5 5 6 7 -9 -10 14 11 12 13 -15 28 16 18 23 -20 21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.02040311133766428 0.0013757734029478945 0.0036339010236861556 0.0023438976036844784 -0.0019521173841925814 0.0089525247707086444 -0.0022323143172008984 0.010782786799468411 -0.01594818326830864 0.0022079488233301479 -0.00010876476786902911 -0.017721162016193073 -0.0091810564362416382 -0.042364123225212102 0.0034859685497741176 0.0090156508175885854 0.011544926913681433 0.0065549880340140757 -0.022383930511622623 -0.039908401735804303 -0.024888958866181584 -0.010066572791438994 9.3527793006745774e-05 -0.00053466497523963483 -0.0059156704324859755 0.0067286473512649537 -0.006460233677593602 0.013682442184709277 -0.012624539386053554 0.0026543473870801288 0.037866599857807159
leaf_count=94 18008 1335 2919 18404 850 1028 457 50 4970 1341 120 1484 25 730 292 214 403 298 22 115 118 883 10852 666 50 781 369 61 2838 47
internal_value=0 -0.00956266 0.00392841 -0.0314864 0.00513928 0.0792046 0.0239154 0.162932 -0.00082889 -0.00990757 -0.0235089 -0.0372153 -0.0993734 -0.050035 0.0263457 -0.0174732 -0.0816192 -0.133597 0.0829965 -0.0984944 0.0772746 -0.0879718 -0.0144526 -0.202639 -0.364022 -0.176511 0.0466727 0.19901 0.0751989 0.260313
internal_count=69824 51816 32077 19739 31983 2385 1535 507 29598 24628 17909 14990 4018 2534 6719 3542 1771 1346 425 1804 332 1779 10972 1014 348 896 1771 430 3177 339
shrinkage=0.05


Tree=36
num_leaves=31
num_cat=0
split_feature=62 46 28 2 21 59 28 46 54 66 20 111 71 10 35 109 78 68 18 30 8 6 22 1 87 64 18 21 54 18
split_gain=17.2642 26.913 15.2513 14.6598 16.8441 14.9431 14.343 14.1227 14.5016 13.9826 13.303 18.0175 13.1812 13.4606 13.0066 17.5323 14.5575 14.7048 17.0654 14.7608 15.022 13.3118 12.9432 12.9251 12.6929 12.6586 13.132 15.7808 12.6443 12.8888
threshold=-2.7924499999999997 -1.1943499999999998 -0.53897499999999987 -1.4356499999999996 -1.9539499999999996 1.9792500000000002 -0.60437499999999988 3.3125000000000004 -3.8126499999999997 15.491500000000002 10.777000000000003 -7.2835499999999991 -0.82150499999999993 -0.83957499999999985 -1.6816999999999998 -6.1788499999999988 1.8510500000000001 3.7027000000000005 20.255000000000003 0.38763500000000006 -0.48897999999999991 3.2817500000000002 -3.8620999999999994 -0.94436999999999982 3.3495500000000002 3.5537000000000005 7.2186000000000012 3.3910500000000003 -3.2319499999999994 1.9992000000000003
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 6 4 12 9 -3 8 -4 -5 14 -12 -2 -14 15 24 -17 18 25 20 -19 -21 -9 -11 -10 26 -18 -28 29 -16
right_child=1 2 7 5 -6 -7 -8 22 10 23 11 -13 13 -15 28 16 17 19 -20 21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0028391614130821932 0.017030584097936237 0.00064724476754918724 -0.0074588953392560955 -0.0017382940675464223 -0.0061125445937918084 0.0093227817351284204 0.003818398411535244 0.026404058480901379 -0.00874712674391976 0.049584647132591773 -0.027884294355616852 0.009742991891172198 -0.016342231725391589 0.010004346358655679 0.012250069880344041 -0.00039827293403116239 -0.0081591123937334066 -0.0094345373411973323 0.013365863270840599 0.0013643235728801543 0.03838800807984976 -0.039402784407138826 0.0021849446801906081 0.0076338977829830072 0.01277431069988094 0.0009516508611629933 -0.034897648519085299 0.010578098644812902 0.00036145333312087878 -0.02906233735382557
leaf_count=4973 145 13646 776 10820 3100 326 4827 56 1114 22 34 495 95 99 337 12356 1458 24 103 431 52 21 3701 111 73 359 93 24 10133 20
internal_value=0 -0.00435434 0.00668353 -0.0419519 -0.0991075 -0.024525 0.0295174 -0.00663957 -0.0143895 -0.0308046 -0.0105337 0.146492 0.112528 -0.0579466 -0.0136568 -0.0315021 -0.0221969 -0.0907521 -0.129301 0.0579664 0.465723 -0.0105945 0.0509189 0.291462 -0.148471 -0.150423 -0.189049 -0.511386 0.0137457 0.198713
internal_count=69824 64851 50133 14718 3439 11279 18473 31660 27903 10953 27127 529 339 194 26598 16108 14921 2565 2037 528 76 452 3757 133 1187 1934 1575 117 10490 357
shrinkage=0.05


Tree=37
num_leaves=31
num_cat=0
split_feature=120 71 46 16 36 76 41 55 39 71 22 78 62 10 76 98 81 57 39 86 92 97 96 110 10 67 100 0 55 17
split_gain=16.6054 13.3548 14.4586 13.8957 13.4086 16.8273 15.0413 14.3049 21.2115 15.4406 14.8404 14.2614 15.5306 13.7497 13.6746 14.7024 13.0197 13.4933 13.6027 13.0956 12.9916 12.2887 15.3116 11.9379 11.9052 13.4573 14.9287 13.0485 12.5751 11.8834
threshold=1.0000000180025095e-35 0.39822000000000007 -3.9067499999999993 -3.3378999999999999 1.0000000180025095e-35 -2.4852499999999993 1.1501500000000002 -1.3110499999999996 0.10152500000000002 -2.8009499999999998 -0.68369999999999986 4.584550000000001 -0.7293949999999999 0.5744800000000001 0.24729000000000004 0.59932500000000011 8.5500500000000006 -2.8659499999999993 -3.6693999999999996 2.1152500000000005 2.5680500000000004 -1.4569499999999997 -1.4196999999999997 8.913000000000002 2.0500500000000001 -1.7666999999999999 -0.3487249999999999 -0.53266999999999987 0.41743000000000002 7.8314500000000011
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 -2 -3 6 -6 14 8 13 11 -10 16 -13 -7 15 21 17 19 -19 -9 -12 -4 -23 24 25 27 -27 -8 -26 -16
right_child=1 3 4 -5 5 7 23 9 10 -11 20 12 -14 -15 29 -17 -18 18 -20 -21 -22 22 -24 -25 28 26 -28 -29 -30 -31
leaf_value=0.0013079504558162021 -0.019405739833699896 0.003447816644826632 -0.0068913601010850397 -0.0018351313723844306 -0.013407056842201441 0.00017670992046362285 0.0026915579159060101 0.008185217639461893 -0.036272273911163215 -0.0024159206530293092 -0.011690660134742134 -0.051905549824237833 0.0050256813997807716 0.0055286857510035529 0.00411615661563267 0.0049228356903201192 -0.0061791586364112732 -0.017481988553817458 0.003969199261240868 0.033356807567179202 0.01445830722649892 0.011725062796392956 -0.0010074070666307286 0.036009076805341815 -0.0018425063555499157 -0.0041998888247090915 -0.021756008030876281 -0.0050682166116795858 0.011419255013583573 -0.0059709815710198644
leaf_count=18008 94 1335 795 18404 258 2822 979 183 48 9259 228 25 23 2088 6370 1232 329 78 1407 72 60 259 2673 21 415 337 189 1213 314 306
internal_value=0 -0.00909123 0.00350242 -0.0295566 0.0046534 -0.0147143 0.0262998 -0.0107807 0.0324191 -0.0307021 -0.210657 0.0463454 -0.49252 0.0490532 0.0435292 0.00375194 0.0588469 0.0933408 0.0568494 0.30585 -0.124859 -0.0275537 0.00234647 -0.0315038 -0.0360833 -0.0665192 -0.210162 -0.0320503 0.0773939 0.0730761
internal_count=69824 51816 32077 19739 31983 16880 15103 16622 5246 11376 336 2117 48 4910 11635 4959 2069 1740 1485 255 288 3727 2932 3468 3447 2718 526 2192 729 6676
shrinkage=0.05


Tree=38
num_leaves=31
num_cat=0
split_feature=44 60 28 84 95 57 74 51 16 36 7 36 83 21 86 78 55 55 92 39 39 16 4 102 7 2 64 102 85 22
split_gain=15.6837 23.4695 18.919 20.7853 15.5569 15.1962 17.5898 15.0441 14.9413 14.2396 14.0321 13.6501 13.2397 12.5057 12.4773 12.5179 12.4524 14.8661 12.212 12.0699 11.9907 12.0864 12.8428 13.1467 11.9339 11.9168 11.8676 11.8038 14.8482 12.9195
threshold=1.0361500000000003 -0.13917499999999997 1.8356500000000002 2.6592000000000007 -2.1741999999999995 1.2557500000000001 -0.14570499999999997 -0.63120999999999994 -0.058161999999999991 -0.11112499999999999 -2.7899999999999996 -1.7283499999999996 -0.12291499999999998 0.46971000000000002 -3.0259499999999995 0.76299000000000017 -1.5091999999999999 -0.66490499999999986 -1.2482499999999999 -3.3456499999999996 -6.2918499999999993 3.0442000000000005 1.8616500000000002 5.1445000000000007 14.024000000000003 -0.32430499999999995 -1.7513499999999997 0.56726000000000021 18.710500000000003 -3.5368499999999998
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 20 3 4 11 6 10 9 24 18 13 -3 -13 -6 -9 -16 -5 -18 25 -19 -1 -22 23 26 -2 -7 -23 -10 29 -29
right_child=8 2 -4 16 5 7 -8 14 27 -11 -12 12 -14 -15 15 -17 17 19 -20 -21 21 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.014931827987269533 -0.00033419387540220471 -0.028486199788321027 -0.0051697393621903563 0.01138126382202132 -0.024868504817084393 -0.0080913193975434162 -0.004936653597870262 -0.016997983185357828 0.00082924618966950304 0.0045294123746759387 0.00026351265866180948 -0.0096182175721991718 0.019884614646434786 0.015401850454509258 0.0050192519256046847 0.020156061210270443 -0.0099537733209681817 0.025490917985637986 -0.012450199841286045 0.0025558816671234544 -8.3466244247171564e-05 0.018780203008403384 0.0090922685630690295 -0.038103954068252018 0.01332776634781449 0.023580421093437408 0.00068818240660458363 0.045007585063576702 -0.0044862936446827045 0.0047380873548552166
leaf_count=139 12009 87 3792 403 98 66 3805 43 5831 538 4060 402 42 24 350 224 239 60 332 1306 27974 96 737 21 162 54 1624 20 461 4825
internal_value=0 -0.010609 -0.041741 -0.022472 -0.0409043 -0.0316825 -0.0495344 0.0570436 0.0211724 -0.0193399 -0.00477096 -0.20752 -0.136548 -0.338929 0.179604 0.218526 0.0704695 0.0310092 -0.150184 0.0712655 0.0055977 0.00426011 0.0711971 0.0243575 -0.00304697 0.123219 0.0339594 0.0476404 0.0817687 0.0980864
internal_count=69824 46516 15925 12133 10125 9594 7987 1607 23308 990 4182 531 444 122 617 574 2008 1605 452 1366 30591 30452 2478 1741 12171 120 1720 11137 5306 4845
shrinkage=0.05


Tree=39
num_leaves=31
num_cat=0
split_feature=119 43 59 80 89 75 9 92 15 49 28 54 25 76 107 57 3 95 61 103 101 87 3 59 20 28 55 72 44 110
split_gain=15.0701 12.8352 29.1183 16.0297 24.2637 18.0157 16.9476 17.8376 16.4428 15.9829 16.106 15.3247 14.6986 14.1924 16.6049 13.6277 15.9817 13.609 13.1956 12.9198 12.8076 12.4624 15.8891 13.8227 13.5385 13.1922 12.3429 11.9817 14.0827 11.7595
threshold=1.0000000180025095e-35 1.34535 1.5039500000000003 -1.0843499999999999 0.92021500000000012 0.83422000000000007 -2.4967999999999999 -1.4695499999999997 58.642000000000003 0.20476000000000003 1.7784500000000001 -5.6615499999999992 -6.110949999999999 4.5060000000000011 -6.9222499999999991 1.9105500000000004 -1.9325499999999998 1.4003500000000002 0.17914000000000005 2.4122500000000007 -1.2524499999999998 0.34617000000000003 -1.6872499999999999 -3.5852999999999997 -1.3399499999999998 -1.0157499999999999 4.7142500000000007 8.9455500000000026 0.39452500000000007 0.14062000000000002
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 12 4 -1 6 8 9 11 10 29 -5 -3 14 -7 19 -17 -12 -4 26 -10 25 23 24 -23 -13 -9 -27 -29 -8
right_child=-2 2 18 5 -6 13 7 15 20 -11 17 21 -14 -15 -16 16 -18 -19 -20 -21 -22 22 -24 -25 -26 27 -28 28 -30 -31
leaf_value=0.0065913506466740816 0.0012460192533889278 0.028158707465186263 -0.029935167274541326 -0.037435402100284891 0.00043651237128115378 0.028464227521585096 -0.0085672436876499912 0.0015093820798977825 0.0070375088702987979 0.0012267039265311968 -0.032956442767037797 -0.0049403802227744173 -0.0053363429876909611 0.02167675042152405 -0.0057508585559515324 0.025759523424009487 -0.017859100905202686 -0.0095148480746870736 0.00042611608652538818 -0.0032303805023733891 -0.015823611652666932 0.0075870739582639471 -0.0060789406975365213 0.0098000671958462116 -0.016455171318418945 0.0015305531370593327 -0.0087815455387572992 0.043792183898590714 0.0014862060192085448 0.0040778293497435499
leaf_count=2049 18008 33 36 30 7328 36 611 18638 74 803 104 882 4381 50 2365 24 168 153 6058 1677 356 104 2183 336 134 2565 296 37 42 263
internal_value=0 -0.00866077 -0.0398659 -0.000722755 0.0356285 -0.0113978 -0.00454884 0.00850839 -0.048577 -0.0833538 -0.159953 -0.0356893 -0.101719 -0.0937759 -0.104757 0.0170486 -0.248135 -0.380019 0.00493517 0.0195189 -0.237787 -0.0322848 -0.082651 0.0653967 -0.118986 0.00709691 0.02697 0.0424251 0.426008 -0.0952429
internal_count=69824 51816 10508 41308 9377 31931 29480 22737 6743 1934 1131 6313 4414 2451 2401 20803 192 257 6094 20611 430 6283 2757 574 238 3526 18934 2644 79 874
shrinkage=0.05


Tree=40
num_leaves=31
num_cat=0
split_feature=44 119 32 93 100 110 63 8 34 70 6 21 117 69 72 75 84 111 8 18 78 72 49 53 3 56 79 52 36 34
split_gain=13.925 15.1696 13.5741 13.7808 12.9947 17.0553 14.1735 12.5204 16.4859 14.5614 11.7285 11.6324 11.5554 13.5787 12.6352 11.032 16.2233 14.8223 16.0969 17.2815 15.38 14.2807 11.5689 11.5298 11.4874 16.0179 13.0401 11.0858 13.1508 11.8142
threshold=-1.4128499999999999 1.0000000180025095e-35 -1.0882499999999997 2.4771500000000004 1.8184000000000002 6.317800000000001 -9.485299999999997 19.389000000000006 1.6789000000000003 5.1659000000000006 -0.34932499999999994 -0.67768999999999979 1.0000000180025095e-35 2.6898000000000004 1.0000000180025095e-35 0.022428000000000003 -1.70305 0.24645500000000004 0.24326000000000003 17.636500000000002 -1.1526499999999997 4.539950000000001 -0.91056499999999996 -1.5502999999999998 -0.53854499999999994 -0.15893499999999997 -0.98466999999999982 -1.2497499999999999 -1.5969499999999999 -2.3152499999999994
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 7 -1 -4 6 -6 -3 -2 9 12 -10 -5 -9 14 -14 22 -17 18 20 -20 -18 24 23 -8 25 -19 -26 28 -25 -30
right_child=1 4 3 11 5 -7 15 8 10 -11 -12 -13 13 -15 -16 16 17 21 19 -21 -22 -23 -24 27 26 -27 -28 -29 29 -31
leaf_value=-0.028797740280628203 -0.00018099266366334633 -0.013129707181551417 -0.0030341930190589126 -0.00016461301433003467 0.0034329976280550404 0.024762178290014467 0.0018019768969957219 -0.0061820215781900421 -0.0067105497945757478 0.025325438781426502 0.026576616682789544 0.036461663718630626 -0.036117870847540583 -0.0025214459281414749 0.0049253883686932653 -0.0078888704166630696 -0.014971280623884762 0.0074901434713357633 0.00031187260859773095 0.018410887295270666 0.022058360110968352 -0.039263505687316264 0.00083332081504951185 -0.00814323984846777 -0.019773518278073238 -0.015461354359984398 -0.0033490160712297415 0.015428164359446951 -0.008483296557317806 0.012806718612229954
leaf_count=50 48640 183 3734 46 3953 96 1075 268 51 26 55 41 127 64 22 677 34 317 4364 136 160 30 4024 147 186 100 345 422 79 372
internal_value=0 0.00342129 -0.0582909 -0.051517 0.0294665 0.0787741 0.0136854 -0.00540975 -0.147433 -0.222418 0.211222 0.341921 -0.26182 -0.435679 -0.601156 0.0177405 -0.0114617 0.00600232 0.0293362 0.0171773 0.311373 -0.105991 0.0480404 0.108302 -0.0844946 0.0397237 -0.182045 0.184462 0.096885 0.181549
internal_count=69824 65953 3871 3821 16700 4049 12651 49253 613 507 106 87 481 213 149 12468 6349 5672 4694 4500 194 978 6119 2095 948 417 531 1020 598 451
shrinkage=0.05


Tree=41
num_leaves=31
num_cat=0
split_feature=62 46 28 28 51 54 6 6 70 11 16 110 7 23 54 19 23 84 43 59 10 20 82 54 92 10 25 39 100 4
split_gain=14.8671 21.8817 13.3754 12.9778 13.7511 12.8059 19.4836 16.5827 14.5261 13.291 16.2179 13.2745 13.9367 12.1995 12.1293 12.1131 13.88 11.8522 11.7904 11.5644 13.9045 11.4023 13.4012 14.3163 14.691 15.0983 15.0053 13.9801 14.8358 14.5002
threshold=-2.7924499999999997 -1.1943499999999998 -0.53897499999999987 -0.60437499999999988 188.56000000000003 -1.0903499999999997 2.1251000000000002 4.9838000000000013 0.36267000000000005 -1.7543499999999999 -0.68704499999999991 2.8955000000000006 -0.58413999999999999 4.9148000000000005 -3.8126499999999997 -1.0345499999999996 2.6839000000000004 -1.6573499999999999 -0.29969499999999999 0.35769000000000006 -8.432249999999998 5.2011500000000011 -1.5933999999999997 -2.2269499999999995 -2.6387999999999994 -2.6000999999999999 -2.8358999999999996 -1.7774999999999999 3.4253500000000003 1.2387000000000001
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=13 5 3 4 -3 6 21 9 11 10 -8 12 -9 -1 -4 17 -17 -11 -6 20 -7 22 -2 24 -24 -26 -27 -28 29 -29
right_child=1 2 14 -5 18 19 7 8 -10 15 -12 -13 -14 -15 -16 16 -18 -19 -20 -21 -22 -23 23 -25 25 26 27 28 -30 -31
leaf_value=0.0024232196415789053 -0.0012319647677107766 0.00046934400859548848 -0.0063150923409797614 0.0035930329080580779 0.051506668080886213 -0.034142250764895889 0.023684212227600702 -0.027436007186770441 -0.039996643482070222 -0.021452500985329411 0.0020359733724657865 -0.035708776595337048 0.013550178436562419 0.031635629302925537 -0.00016825904919663082 0.0047636747950067122 0.039820181136019532 -0.00084938547639749049 0.0067422194308356239 0.0013983482488586461 -0.002055399070347433 -0.019070699508790371 0.014264116192285995 -0.010065550933134741 -0.020151403346571371 0.013627075256099777 -0.022322403683815856 -0.0040728869751791297 -0.044109614477271131 0.016180254408333563
leaf_count=4937 1711 13584 824 4827 24 34 161 28 38 83 187 28 80 36 30836 240 32 439 38 3805 4846 143 113 1556 138 126 101 707 21 101
internal_value=0 -0.00404074 0.00591205 0.0272955 0.0115315 -0.0379423 -0.0733339 0.0342563 -0.253323 0.0780731 0.241028 -0.100594 0.0584826 0.0526938 -0.0065648 0.00665214 0.177759 -0.0825072 0.481408 -0.0133577 -0.0455791 -0.103351 -0.0946573 -0.136502 -0.0593455 -0.091961 -0.0513102 -0.0951869 -0.0523915 -0.0308249
internal_count=69824 64851 50133 18473 13646 14718 6033 1316 174 1142 348 136 108 4973 31660 794 272 522 62 8685 4880 4717 4574 2863 1307 1194 1056 930 829 808
shrinkage=0.05


Tree=42
num_leaves=31
num_cat=0
split_feature=62 46 7 119 31 92 38 5 7 59 68 54 39 64 102 47 92 94 52 78 14 40 18 71 59 46 69 42 61 60
split_gain=13.4175 19.7482 12.3517 13.6006 15.037 12.6074 11.3531 11.3182 18.8069 15.8252 14.1239 12.3597 22.1096 13.56 20.4397 14.6456 18.0374 12.2827 11.9844 11.6296 18.9795 11.7166 12.3965 11.636 14.7406 19.2054 16.5896 12.5344 12.229 11.4215
threshold=-2.7924499999999997 -1.1943499999999998 -1.8237499999999998 1.0000000180025095e-35 -0.97181499999999987 -2.8280999999999996 3.7052 -1.8391999999999997 1.0970500000000001 -3.6693999999999996 16.455500000000004 3.2406500000000005 -0.97174999999999989 -0.13404999999999997 1.2762000000000002 1.79105 0.5615500000000001 3.0023500000000003 -1.9977499999999997 4.0288500000000012 34.354000000000006 2.6869500000000004 1.0000000180025095e-35 1.8910500000000001 -1.4578499999999999 0.56164500000000006 3.2911000000000006 -1.5882499999999997 -0.88157999999999992 3.4231500000000001
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 -5 -2 -6 -3 9 17 18 19 -13 14 -14 -15 -17 -9 29 21 -21 -10 23 24 26 28 -23 -28 -26 -11
right_child=1 7 -4 4 6 -7 -8 8 11 10 -12 12 13 15 -16 16 -18 -19 -20 20 -22 22 -24 -25 25 -27 27 -29 -30 -31
leaf_value=0.0025029564386081244 0.008067259290179268 0.0018266204153057778 -0.0011732752887296108 0.012459073875525698 -0.0061005943410004241 -0.0086089694984537325 0.031627501405420755 -0.0030612836511561669 0.0014186359523831954 -0.003515124113270731 0.019160007857359374 0.0014894523587627492 -0.016086500618502361 -0.027027054316138627 0.013740548215085462 0.0022721425686255997 -0.024206310269378483 -0.012198422053550704 -0.00029024101453835712 -0.0097009666359333131 0.025296312882456668 0.025364911109209062 0.0087923571449003111 -0.013586713475549322 -0.04199480289413083 0.0054131554293891659 -0.029022830377022427 0.021343023933115463 -0.0078473092177334964 -0.018011163107373499
leaf_count=4973 122 9579 12383 201 395 1596 21 2191 10923 1155 91 1220 107 161 124 166 105 442 21107 391 43 130 1215 117 31 460 30 21 170 154
internal_value=0 -0.00383871 -0.0360452 -0.102758 0.0245937 -0.148495 -0.083921 0.00561644 -0.00168602 -0.0185483 -0.00996689 0.0258161 -0.0500918 -0.197082 -0.00150888 -0.301659 -0.159741 -0.0919026 -0.011563 0.0363796 -0.12467 0.0417164 0.10876 0.023764 0.0648249 -0.0044124 0.317675 -0.165679 -0.262277 -0.104411
internal_count=69824 64851 14718 2335 617 1718 416 50133 40554 25140 22507 15414 1883 663 231 432 271 2633 22416 13531 434 13097 2174 959 842 661 181 51 201 1309
shrinkage=0.05


Tree=43
num_leaves=31
num_cat=0
split_feature=94 94 71 58 73 103 93 100 16 108 84 62 44 16 4 47 70 92 30 28 17 3 81 71 28 16 81 5 83 84
split_gain=13.1107 15.4632 16.8204 13.9734 13.0797 12.4588 12.3567 12.301 15.2069 13.7338 13.3324 11.8459 14.8317 15.3265 15.8867 16.8228 15.1901 14.9246 15.5974 14.5852 14.5447 14.2383 12.7159 12.4198 12.0889 14.4843 13.0372 16.2176 11.7316 14.291
threshold=-2.7006499999999996 1.5912000000000002 -0.88232999999999995 12.219000000000003 -0.064703999999999984 -1.8279499999999997 1.7994500000000004 6.0908500000000005 -3.4576999999999996 1.5645000000000002 6.9489500000000008 -2.7924499999999997 -1.0967499999999999 -3.6977499999999996 0.99034000000000011 -1.1894499999999997 -2.4342499999999996 -2.2300499999999999 -3.1416499999999998 -1.3587499999999999 -1.0255999999999998 0.088188500000000017 -1.9106999999999998 -0.80083999999999989 -0.45536499999999996 -3.6073499999999998 -0.090040999999999982 6.4291500000000008 -0.21893499999999996 -0.56530999999999987
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 -2 6 -5 -1 -3 -9 -10 -11 23 13 -13 16 -16 -15 21 -19 20 -18 -14 -23 -4 26 -26 27 -20 -21 -30
right_child=1 7 11 5 -6 -7 -8 8 9 10 -12 12 17 14 15 -17 19 18 24 28 -22 22 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0010999802269248645 0.0019620656541426856 -0.0016192005590293325 -0.031464507306615513 0.011825194627773471 -0.0062094048879454654 -0.019700562774686889 0.030040452675893906 0.047220167517662053 0.0014468149375070436 0.038982876121997835 -0.0015996665639035842 0.019412721242559584 -0.00010717461051875449 -0.011883015986006116 0.016306882541372171 -0.00080654704207491388 0.015103508838835886 -0.011961599202998672 0.0006089218993444701 -0.0069687244319657227 -0.0020689883717021889 -0.050127187845381831 -0.011017887327978586 0.0047930548725387927 0.0091323944653586009 -0.0006844034619581178 0.0042562955398977647 -0.028910642576978562 -0.0045956008266984372 0.01912510027684788
leaf_count=7087 18953 12999 24 41 1424 133 32 20 931 50 34 76 437 673 161 1329 187 249 4625 1706 362 22 376 1487 388 11901 3798 47 171 101
internal_value=0 0.00511625 0.0137737 0.0366515 -0.0367001 -0.245442 -0.0192001 -0.02403 0.0808917 0.0638766 0.451132 -0.00178761 -0.00667857 -0.0572214 -0.0644402 0.0208524 -0.104155 0.00434955 0.00956085 -0.0685989 0.0756059 -0.126763 -0.263594 0.0843431 0.0125451 -0.00748916 0.0416125 0.00623914 -0.108623 0.0842491
internal_count=69824 61281 47247 19127 8543 174 7119 14034 1035 1015 84 28120 26609 4766 4690 1490 3200 21843 21008 2527 549 835 398 1511 20759 12289 8470 4672 1978 272
shrinkage=0.05


Tree=44
num_leaves=31
num_cat=0
split_feature=46 84 5 38 76 59 78 45 22 83 0 0 51 1 11 32 109 79 80 22 25 21 39 16 94 8 59 111 17 87
split_gain=12.4086 12.9108 12.7156 12.6633 12.4873 20.3345 19.6744 18.9317 15.7454 14.15 12.9998 17.7669 14.2998 12.456 15.1337 13.2519 12.7187 14.1119 13.9128 13.7811 12.034 19.4634 14.109 11.8928 14.8756 14.5987 19.7544 18.3254 14.5423 14.4602
threshold=3.3125000000000004 5.205000000000001 -5.5290999999999988 2.8742500000000004 0.65496500000000013 1.7988000000000002 -2.1153499999999998 0.91265500000000011 -0.79502499999999987 -1.1346499999999999 4.6964000000000015 6.0775500000000013 8.5633000000000017 -0.45112499999999994 -2.2030499999999997 -0.9630749999999999 2.2710500000000002 -1.6305499999999997 -1.4122999999999999 5.0429000000000004 -0.22241499999999997 0.27402500000000002 0.42466000000000009 -0.047079499999999989 0.65816000000000019 -1.0707499999999996 0.9361250000000001 0.52410000000000012 0.49367000000000005 1.1416500000000001
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 3 -1 23 5 6 9 13 -6 -4 -9 -12 -13 -8 -15 20 17 -17 -19 -20 21 -16 -23 25 -25 26 -2 28 29 -27
right_child=1 -3 4 -5 8 -7 7 10 -10 -11 11 12 -14 14 15 16 -18 18 19 -21 -22 22 -24 24 -26 27 -28 -29 -30 -31
leaf_value=-0.0066203132174118169 -0.0022742385538715745 0.0090562376893715928 -0.018437177120749628 -0.005095123206124162 0.0024630110436517881 0.003014661725422349 -0.0015144341811047127 -0.0031001852278737126 -0.00017422495066980438 0.0049759232296663174 0.015972544135594811 -0.0055707553712030259 0.038151187375187877 -0.025134646573237013 -0.009340165578543955 -0.0074323797455200782 0.016994292961548915 0.010001433400313059 -4.8995513206558184e-05 0.01248165316480611 0.0074136888573139081 0.0025694622050808826 0.030668132082890653 0.0028836962682890978 0.013069589879502352 -0.0076017572291325695 -0.024750309566820949 0.021609598999483545 0.0066710061544667356 0.003574909267029656
leaf_count=763 509 612 268 660 8677 3366 9871 10023 16276 85 216 288 20 56 323 585 113 375 10732 224 1323 184 59 1662 457 629 121 114 697 536
internal_value=0 0.0434904 -0.00408623 0.0278484 -0.00253371 -0.01392 -0.0211095 -0.0186987 0.0148566 -0.255989 -0.0539764 0.0995693 -0.0546334 -0.00309487 0.0161144 0.0182018 0.00597393 0.00280743 0.0106268 0.00414398 0.0960682 -0.0259602 0.187835 0.0459723 0.101609 0.000732592 -0.131821 0.0429942 0.0191658 -0.0491906
internal_count=69824 5997 63827 5385 63064 38111 34745 34392 24953 353 10547 524 308 23845 13974 13918 12029 11916 11331 10956 1889 566 243 4725 2119 2606 630 1976 1862 1165
shrinkage=0.05


Tree=45
num_leaves=31
num_cat=0
split_feature=120 66 8 118 21 76 78 97 65 11 48 51 52 85 10 103 62 67 92 92 55 51 16 55 65 85 54 63 31 92
split_gain=12.0463 11.4776 15.3084 13.918 13.7767 14.027 20.7803 17.8994 17.6556 17.1703 14.9873 15.0114 14.4881 13.5901 13.1705 13.1297 12.8822 17.0961 14.4126 16.7536 14.3124 13.94 12.8716 12.6785 14.7421 12.6301 15.8039 13.0441 14.7893 14.7507
threshold=1.0000000180025095e-35 0.39064500000000008 19.389000000000006 1.0000000180025095e-35 -1.9309999999999998 0.94240500000000005 -1.3019499999999999 -0.71635999999999989 4.3187500000000005 -0.87821499999999986 0.63753000000000015 -0.41957499999999998 -1.8854499999999998 81.933500000000024 -9.8282499999999988 -1.6275999999999997 -2.1638499999999996 -0.70697499999999991 -2.2300499999999999 -2.1895499999999992 2.0126500000000003 -1.5642499999999997 3.2706500000000003 -1.6145499999999997 -1.1183499999999997 0.13731500000000002 -1.6776999999999997 2.6173500000000005 -0.94056999999999991 3.2028500000000002
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 13 6 7 9 14 10 11 -6 -9 -2 -8 -11 17 21 20 23 -18 -16 -7 -20 -25 27 -27 28 -14 -30
right_child=1 -3 3 -5 5 22 8 12 -10 15 -12 -13 25 -15 16 -17 18 -19 19 -21 -22 -23 -24 24 -26 26 -28 -29 29 -31
leaf_value=0.0011140203342563256 0.0023577076892255292 0.0012099040140775999 -0.017903880516485293 -0.0018171975251612248 -0.019646250843614727 -1.8898588288785613e-05 0.011878163204796014 -0.031086878318871771 0.002316489752745789 0.028380366286327098 -0.04189181596040726 0.01403502369749135 -0.025363186926097799 -0.01575348268983499 0.0044924610081859152 0.0022900164153400837 -0.0055518768772438217 0.01197604752962406 -0.0087232051303192063 -0.0022404125935997512 -0.021322969950380782 -0.0031850422413969761 0.0066244412862485466 0.032733364244190495 -0.0026462994854558599 0.024755321027234545 -0.0068882470619952259 -0.038026062322073971 0.0090208841804063546 -0.017749627381563188
leaf_count=18008 4533 9243 245 298 77 12317 174 84 2970 58 35 58 133 106 964 286 1001 325 49 15469 168 1529 775 89 44 43 479 58 106 100
internal_value=0 -0.00774328 -0.014678 -0.181509 -0.0125227 -0.0188998 -0.0331168 -0.146444 -0.0255706 0.00529426 -0.254699 -0.103516 -0.224204 0.0388774 -0.0363491 0.133779 -0.0387761 0.0237971 -0.0492595 -0.0412594 -0.156368 -0.00432569 0.00748727 0.260373 0.420576 -0.187868 -0.0856319 -0.322295 -0.247319 -0.0794902
internal_count=69824 51816 42573 543 42030 37391 24299 1517 22782 514 170 135 1003 4639 19812 344 19638 2818 16820 15651 1169 2493 13092 182 133 919 522 397 339 206
shrinkage=0.05


Tree=46
num_leaves=31
num_cat=0
split_feature=44 60 28 84 39 102 109 61 49 22 3 13 29 18 7 32 104 78 84 2 26 2 68 2 12 101 86 92 53 39
split_gain=11.0847 18.0087 16.605 17.82 13.9318 13.082 17.1603 25.0991 18.4221 14.3012 13.4905 12.9313 12.8857 12.6155 12.3554 12.1793 12.1269 13.2534 12.0234 11.3881 11.1402 10.9122 10.8653 11.1724 11.8546 16.1529 11.4778 12.2515 15.6953 10.8461
threshold=1.0361500000000003 -0.13917499999999997 1.8356500000000002 2.6592000000000007 1.5512500000000002 0.54596000000000011 -2.4158499999999994 0.16057500000000002 -1.5604999999999998 1.7197000000000002 -0.39124999999999993 -1.9964999999999997 -13.673999999999998 -1.2293499999999999 10.4 7.9661000000000008 23.109000000000005 -0.045486499999999992 -1.9992499999999997 -2.8340499999999995 -43.337499999999991 -2.1976499999999999 16.455500000000004 5.4883000000000006 -1.4037999999999997 2.4545000000000003 0.67055500000000012 -0.37076999999999993 3.8981000000000008 -6.2918499999999993
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 29 3 4 20 6 7 10 -9 14 15 -11 13 -6 -8 21 22 -18 -12 -4 -3 -2 23 -7 25 -25 27 -26 -29 -1
right_child=5 2 19 -5 12 16 9 8 -10 11 18 -13 -14 -15 -16 -17 17 -19 -20 -21 -22 -23 -24 24 26 -27 -28 28 -30 -31
leaf_value=0.014199000757804021 -0.024242149961405789 -0.031088235129912697 -0.028401885792613032 0.0033959650634917842 0.0014802201754517026 0.0020841428394653377 0.0011925754533677103 0.019228319871810177 -0.021344149374899549 0.025704752379342128 0.030280952561985364 -0.0037382851292441541 -0.0043378163066305478 -0.041574646240991095 0.014689083177747066 -0.012790472762515912 0.0033673151890695678 0.020142296221867906 -0.0071610708133939887 -0.0043807641042068902 -0.00055873142424253512 0.0071735503663450982 0.021300207834008714 0.026653654777234598 -0.026106845818716907 -0.010751535936638162 -0.01394030160291068 0.00040787383095248716 0.044457311756335771 0.0002002762835489949
leaf_count=139 29 30 50 2008 27 9480 8558 31 287 38 22 2002 2492 46 173 104 307 191 844 3742 7530 590 71 62 29 54 319 91 26 30452
internal_value=0 -0.00891888 -0.0361897 -0.0181375 -0.0352043 0.0177995 -0.00389381 -0.0913298 -0.347779 0.0115867 -0.0400075 -0.0637967 -0.0988874 -0.513005 0.0292 0.0608344 0.0436723 0.196022 -0.124198 -0.09395 -0.0135976 0.114035 0.0361841 0.0334332 -0.101174 0.184818 -0.172518 0.0597134 0.203933 0.00527768
internal_count=69824 46516 15925 12133 10125 23308 12678 1907 318 10771 1589 2040 2565 73 8731 723 10630 498 866 3792 7560 619 10132 10061 581 116 465 146 117 30591
shrinkage=0.05



feature importances:
recent_15%_loss_kurtosis=64
top_10%_loss_kurtosis=61
log10_cardinality=50
top_10%_correlation_stddev_best_ratio=39
top_20%_loss_kurtosis=37
recent_15%_loss_skew=36
recent_25_loss_best_percentile75_ratio=30
secondaryLockingMode_random=30
recent_10_loss_kurtosis=29
top_10%_loss_skew=28
all_loss_kurtosis=24
recent_25_correlation_skew=24
recent_25_loss_kurtosis=24
all_loss_best_percentile50_ratio=23
top_20%_correlation_kurtosis=21
all_correlation_stddev_median_ratio=20
all_correlation_stddev_best_ratio=20
recent_25_loss_skew=19
recent_15%_correlation_stddev_best_ratio=18
recent_15%_loss_best_percentile50_ratio=18
recent_15%_loss_best_percentile25_ratio=17
top_10%_correlation_best_percentile50_ratio=17
top_20%_correlation_stddev_best_ratio=17
all_loss_skew=16
recent_15%_loss_stddev_best_ratio=16
all_correlation_percentile5_percentile25_ratio=15
recent_10_correlation_skew=15
top_20%_loss_skew=15
top_20%_loss_stddev_median_ratio=15
all_loss_best_percentile75_ratio=15
top_30%_correlation_skew=14
all_correlation_best_percentile50_ratio=14
top_30%_loss_skew=13
recent_25_correlation_best_percentile25_ratio=13
recent_15%_loss_best_percentile75_ratio=13
top_30%_correlation_kurtosis=13
recent_25_loss_best_percentile25_ratio=12
recent_25_correlation_percentile5_percentile25_ratio=12
recent_10_loss_skew=12
top_10%_loss_percentile5_percentile25_ratio=12
all_correlation_skew=12
all_correlation_best_percentile75_ratio=12
recent_25_loss_stddev_best_ratio=11
recent_10_correlation_percentile5_percentile25_ratio=11
recent_25_correlation_stddev_best_ratio=11
recent_10_correlation_kurtosis=11
all_correlation_best_percentile25_ratio=10
top_10%_loss_stddev_best_ratio=10
top_20%_correlation_best_percentile25_ratio=10
top_30%_correlation_stddev_best_ratio=10
recent_25_loss_best_percentile50_ratio=10
recent_10_loss_best_percentile25_ratio=10
all_correlation_kurtosis=10
recent_15%_correlation_kurtosis=10
top_10%_loss_best_percentile75_ratio=9
recent_15%_loss_percentile5_percentile25_ratio=9
top_30%_loss_stddev_median_ratio=9
top_30%_loss_stddev_best_ratio=9
recent_25_loss_percentile5_percentile25_ratio=9
recent_10_loss_stddev_best_ratio=9
top_30%_correlation_stddev_median_ratio=9
top_20%_loss_percentile5_percentile25_ratio=8
recent_10_correlation_best_percentile25_ratio=8
top_10%_correlation_stddev_median_ratio=8
recent_10_loss_stddev_median_ratio=8
top_10%_correlation_percentile5_percentile25_ratio=8
top_30%_correlation_percentile5_percentile25_ratio=8
all_loss_percentile5_percentile25_ratio=8
recent_10_correlation_best_percentile50_ratio=8
recent_10_correlation_stddev_best_ratio=8
recent_25_correlation_stddev_median_ratio=8
top_20%_correlation_best_percentile50_ratio=8
top_20%_correlation_skew=8
recent_10_loss_best_percentile75_ratio=7
recent_25_correlation_kurtosis=7
top_30%_correlation_best_percentile50_ratio=7
all_loss_stddev_median_ratio=7
top_30%_loss_kurtosis=7
recent_25_loss_stddev_median_ratio=7
all_loss_best_percentile25_ratio=7
recent_25_correlation_best_percentile75_ratio=7
recent_25_correlation_best_percentile50_ratio=7
top_30%_loss_percentile5_percentile25_ratio=6
secondaryLockingMode_top=6
top_20%_correlation_percentile5_percentile25_ratio=6
recent_15%_loss_stddev_median_ratio=6
recent_15%_correlation_stddev_median_ratio=6
recent_15%_correlation_percentile5_percentile25_ratio=6
top_10%_loss_best_percentile50_ratio=6
top_10%_loss_best_percentile25_ratio=6
top_20%_loss_best_percentile25_ratio=5
recent_15%_correlation_best_percentile75_ratio=5
top_30%_loss_best_percentile75_ratio=5
top_30%_correlation_best_percentile25_ratio=5
top_10%_correlation_skew=5
top_10%_correlation_kurtosis=4
recent_15%_correlation_best_percentile50_ratio=4
top_10%_correlation_best_percentile25_ratio=4
top_30%_loss_best_percentile25_ratio=4
top_10%_correlation_best_percentile75_ratio=4
top_20%_correlation_best_percentile75_ratio=4
top_10%_loss_stddev_median_ratio=4
top_30%_correlation_best_percentile75_ratio=4
recent_10_loss_best_percentile50_ratio=4
recent_10_correlation_best_percentile75_ratio=3
recent_15%_correlation_skew=3
top_20%_correlation_stddev_median_ratio=3
top_20%_loss_best_percentile75_ratio=3
recent_10_loss_percentile5_percentile25_ratio=3
top_20%_loss_stddev_best_ratio=3
all_loss_stddev_best_ratio=3
top_30%_loss_best_percentile50_ratio=2
recent_15%_correlation_best_percentile25_ratio=2
recent_10_correlation_stddev_median_ratio=2
top_20%_loss_best_percentile50_ratio=1
secondaryProbabilityMode_correlation=1
secondaryProbabilityMode_fixed=1

pandas_categorical:null
