tree
version=v2
num_class=4
num_tree_per_iteration=4
label_index=0
max_feature_idx=112
objective=multiclass num_class:4
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
feature_infos=[-9.0793999999999997:106.40000000000001] [-6.1543999999999999:907.00999999999999] [-4.2420999999999998:4891.5] [-4.0632000000000001:42.643000000000001] [-11.725:138.13999999999999] [-12.686:13.845000000000001] [-15.976000000000001:11.5] [-5.9271000000000003:1428.2] [-92019:46103] [-76234:115450] [-15884:122060] [-2.3426:70.739999999999995] [-81702:47027] [-8.2988:19.844000000000001] [-537830:1444500] [-78181:1104700] [-4.9066000000000001:5.7077999999999998] [-4.2309000000000001:1690.3] [-2.4914999999999998:363.81999999999999] [-2.2536:422.11000000000001] [-2.5891000000000002:34.893999999999998] [-5.0574000000000003:1705.5] [-9.4838000000000005:11.569000000000001] [-15.170999999999999:8.0465] [-2.4289999999999998:353.56] [-15750:17733] [-24245:129280] [-29342:94593] [-1.7628999999999999:2.0127000000000002] [-12687:18631] [-6.274:1.8354999999999999] [-378090:1398600] [-339220:1724900] [-4.3403:8764.7999999999993] [-2.6692:4616.3000000000002] [-2.3054999999999999:8748.2999999999993] [-2.5735000000000001:33.960000000000001] [-5.2473000000000001:9928.8999999999996] [-11.114000000000001:11.558] [-14.411:7.4763999999999999] [-2.6036000000000001:4298.5] [-25805:15193] [-71151:398300] [-232340:102990] [-1.6065:49.856000000000002] [-23318:13028] [-7.5063000000000004:12.785] [-779600:1158500] [-3854900:1321600] [-4.9035000000000002:9369.6000000000004] [-3.0550999999999999:3670.5] [-2.6476999999999999:4790.8000000000002] [-2.8029999999999999:42.148000000000003] [-6.0103999999999997:9025.7999999999993] [-10.73:12.619999999999999] [-13.798999999999999:7.9203999999999999] [-2.8595999999999999:3237.1999999999998] [-110400:32742] [-54569:50533] [-25601:21684] [-1.9413:3.7551999999999999] [-121220:7508.6000000000004] [-9.4586000000000006:3.0712000000000002] [-777050:1005600] [-4907700:2416500] [-3.5528:6421.6000000000004] [-2.3841000000000001:3859.3000000000002] [-1.8844000000000001:2265.0999999999999] [-2.2686999999999999:28.308] [-4.1837:6406.6000000000004] [-13.297000000000001:10.804] [-13.407999999999999:6.319] [-2.3730000000000002:3342.0999999999999] [-22397:39663] [-37882:31527] [-54135:285190] [-3.0364:128.66999999999999] [-21922:40673] [-24.335000000000001:19.193000000000001] [-555170:366600] [-27388:44588] [-3.9630000000000001:22230] [-2.3159000000000001:13472] [-1.9112:3249.8000000000002] [-2.4296000000000002:30.291] [-4.7637999999999998:13939] [-14.045:11.15] [-14.471:7.2553999999999998] [-2.3260000000000001:9986.7999999999993] [-80788:9101.8999999999996] [-96031:28600] [-78856:27997] [-3.8111000000000002:275.38999999999999] [-38099:9126.2999999999993] [-36.381999999999998:30.282] [-440240:271940] [-31583:88057] [-4.4935999999999998:76437] [-2.3953000000000002:17238] [-2.0042:18072] [-2.6255999999999999:30.370000000000001] [-5.4583000000000004:76103] [-11.244999999999999:10.606999999999999] [-14.869999999999999:7.6917] [-2.3576999999999999:17510] [-63240:23966] [-27011:25286] [-308980:655530] [-4.2102000000000004:378.39999999999998] [-85724:27764] [-41.186:32.061] [-557080:1121200] [-23140:353280]
tree_sizes=2586 2664 2616 2637 2577 2673 2612 2663 2590 2684 2604 2642 2589 2688 2617 2623 2610 2655 2615 2642 2636 2680 2630 2610 2596 2665 2614 2619 2571 2678 2615 2648 2600 2653 2629 2625 2610 2664 2625 2600 2601 2669 2598 2604 2613 2674 2629 2626 2594 2650 2613 2655

Tree=0
num_leaves=31
num_cat=0
split_feature=92 76 44 27 103 26 89 2 58 43 70 107 83 64 68 61 75 2 102 101 26 30 108 111 70 5 84 89 76 84
split_gain=350.611 108.504 50.2681 24.3653 18.8544 18.1413 18.0738 13.9792 12.5829 14.3943 11.9541 12.6219 11.7845 11.1366 10.9428 10.9161 10.1 10.0619 11.8679 10.005 10.5154 9.92394 9.89873 9.80091 9.56186 9.4631 9.45879 9.33466 12.072 9.02914
threshold=-3.8109999999999995 -2.5070499999999996 -0.26296499999999995 1.3568500000000003 3.5640500000000004 1.81545 1.0354500000000002 -2.5336499999999993 1.0739500000000002 -1.1392499999999999 -1.3580499999999998 -15.546499999999998 -1.0386499999999999 -1.5659499999999997 -0.69291999999999987 -1.3138499999999997 4.1924500000000009 1.6212500000000001 4.9072000000000005 -1.90255 -2.4523499999999996 -1.7580499999999997 -1.9742499999999998 0.12771500000000002 1.5560500000000002 1.1983500000000002 -1.88235 1.8485500000000001 2.6063500000000004 -0.56581499999999985
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=23 13 3 10 5 6 7 -4 9 -9 27 24 14 -2 -6 -11 29 18 21 -8 -21 -7 -10 26 -12 -26 -1 -3 -29 -15
right_child=1 2 4 -5 12 17 19 8 22 15 11 -13 -14 16 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0063291139240506337 0.0091223519239083447 0.0051208494081181784 0.0031847133757961785 0.010889027691026442 -0.00081654872074033748 0.021892473118279573 0.0022129290817215542 0.012051256646520691 0.024501424501424503 0.0058115970451722565 0.010909777274443186 0.0076985086658605401 0.015359010936757015 0.00035376012781011069 0.0075437870638532627 0.0099164187561977622 -0.017829457364341088 0.017702254262501431 0.0020057306590257882 0.015036231884057972 0.0077278731836195507 0.012291537986411366 0.012478264766514298 -0.0061606407665244405 0.032717948717948718 0.0051051051051051056 0.00088110088110088117 0.0089036947304663838 0.030287648054145518 0.0043628950050968408
leaf_count=1896 1542 20218 1570 14409 1837 775 1913 20186 468 5099 883 47966 701 8763 2417 28236 172 2913 698 1472 12112 9714 18595 8906 325 111 3367 1651 197 6540
internal_value=0 0.175147 0.186089 0.15653 0.209409 0.214109 0.205545 0.216145 0.219442 0.20661 0.144161 0.158304 0.110999 0.0501068 0.0786711 0.185771 0.0369198 0.268558 0.246298 0.154826 0.170397 0.260018 0.255469 -0.0901969 0.315896 0.513761 -0.0343277 0.112571 0.223665 0.0413427
internal_count=225652 211483 194466 85760 108706 103751 89651 74154 72584 53521 71351 49285 4955 17017 4254 33335 15475 14100 11187 15497 13584 10489 19063 14169 1319 436 5263 22066 1848 15303
shrinkage=0.05


Tree=1
num_leaves=31
num_cat=0
split_feature=44 65 31 99 64 13 51 62 9 15 57 13 65 13 92 86 44 57 51 44 54 72 68 55 64 64 6 23 61 68
split_gain=684.934 264.931 94.2321 87.8723 78.5703 57.6618 52.1215 37.0212 32.9344 29.9825 22.3866 20.3761 18.2969 17.4245 17.1505 16.4468 15.2641 15.1997 14.3437 12.8414 12.7632 12.5094 13.689 12.2237 10.8218 10.2062 9.86081 10.1657 9.75934 9.73957
threshold=-0.72895499999999991 -1.3353499999999998 -0.22282999999999997 -1.6701999999999997 -1.2917499999999997 0.12522500000000003 -2.4169499999999995 0.83593500000000009 0.70850000000000002 0.62219500000000016 -0.27281499999999997 -2.6714499999999997 -1.83205 0.18778500000000004 -3.2936499999999995 0.087040500000000007 0.75537500000000013 -1.5158499999999997 -2.4169499999999995 -1.5180499999999999 -1.6763499999999996 -1.0047499999999998 0.34638000000000008 -1.2174499999999997 -1.2181499999999998 -0.94131499999999979 -3.9622999999999995 -0.7621349999999999 0.12237500000000003 -2.2050499999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 5 11 10 14 18 13 19 -2 -3 -8 -5 -1 -11 -7 -14 -6 -4 -13 22 25 29 -10 -20 27 -9 -28 -21
right_child=3 4 9 8 7 16 12 26 24 15 -12 20 17 -15 -16 -17 -18 -19 21 23 -22 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=0.0040860215053763445 -0.011416577496090215 -0.0091066407094959993 0.011111111111111112 -0.0080371544579787534 -0.0095547901518050777 -0.016434540389972146 -0.0024786688555156972 0.023076923076923078 -0.017563875944078419 0.00055809233891425673 -0.015724433609348075 -0.010667285957578572 -0.0014522120905099628 -0.012454553141117783 -0.015962169465354181 -0.0075387263339070573 -0.019492041733302871 -0.0099419993176390331 -0.008962264150943396 0.016567656765676567 -0.017506608680822034 -0.0079785278329288917 -0.0078185977661149233 0.00099038531048940945 -0.013441182344717396 0.0006779871866641787 -0.010141347605324551 -0.0088288288288288289 -0.015452337583485125 0.0047241731196350327
leaf_count=310 12149 3082 1371 11986 5226 15796 16447 104 6223 3942 23791 2153 1974 11827 3454 2905 35016 4885 848 505 11727 4533 2477 9222 13352 5359 4858 185 4392 5553
internal_value=0 -0.123321 -0.0422402 -0.305415 -0.214548 -0.335424 -0.107918 -0.161389 -0.245413 0.0334213 -0.285364 -0.302244 -0.0791213 -0.204622 -0.28622 -0.0575434 -0.370831 -0.149973 -0.118672 0.0708266 -0.328915 -0.0900356 -0.0537387 0.0572426 -0.295036 -0.0127813 -0.243981 0.0530565 -0.253261 0.114229
internal_count=225652 95512 50568 130140 44944 86752 27070 27982 43388 23498 35940 16962 23306 23813 3764 6847 50812 6859 18443 16651 13880 13217 8684 15280 19575 6207 9539 289 9250 6058
shrinkage=0.05


Tree=2
num_leaves=31
num_cat=0
split_feature=76 59 76 76 75 51 11 58 9 11 94 13 108 99 45 86 15 16 84 94 88 35 76 55 61 14 10 5 106 42
split_gain=637.241 169.017 95.5149 96.6034 57.6928 36.3097 29.3732 28.1786 20.7381 18.0185 14.4804 14.3792 12.538 13.2379 12.2485 12.0323 11.855 11.7806 11.7779 11.1132 11.0786 11.053 16.7821 10.5619 10.5187 10.6889 10.2746 9.75926 10.1153 11.2435
threshold=-1.5781499999999997 0.020980500000000003 -1.5782499999999999 -2.8178499999999995 -4.4961499999999992 -2.4169499999999995 0.95130500000000018 -1.1320499999999998 0.33314000000000005 -1.6809499999999999 2.6681500000000002 3.5951500000000007 -1.5020499999999999 -1.8596999999999999 0.31908500000000006 -1.3419999999999999 0.59476000000000007 3.8013500000000007 -0.5132199999999999 2.9698000000000007 6.6866000000000012 -1.5954499999999998 1.6939500000000003 0.80647000000000013 0.89284500000000011 15.324500000000002 0.12699500000000002 3.9764500000000003 -1.4579999999999997 1.7464500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 16 -3 8 9 -5 14 -6 11 21 -8 -14 -2 19 -1 -15 -9 -11 -20 22 -7 -23 25 -16 -22 28 -17 -30
right_child=1 4 -4 7 6 10 12 18 -10 15 -12 -13 13 17 24 27 -18 -19 20 -21 26 23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0027788670169659898 0.010677421174347116 0.0048586295530060816 -0.0050499594923035379 0.0019088319088319088 0.0071578607206333814 0.0021379017414696307 0.011061352440662787 0.0063033076763053877 0.016775599128540306 0.011056654413909796 0.0022597614284655849 0.013699494949494951 0.016773744512260415 0.013370064279155189 0.00070801472670631554 0.0094205052005943545 0.0029806598407281001 0.030249110320284701 0.010552550641637501 -0.00045351473922902497 0.037373737373737378 0.0067145744441949248 0.0077363632164796081 0.010339727695854541 0.0096700796359499436 0.016883116883116885 0.014705882352941178 0.007288512012921463 0.014841365604372207 0.011228216151250405
leaf_count=12751 17729 5317 14812 4680 4126 7063 4466 4807 3060 11426 4499 2112 24904 14520 2354 3365 2930 281 6286 588 198 17812 7217 7663 2930 308 408 1651 28178 7211
internal_value=0 0.221367 0.00745292 0.0575587 0.262956 0.160749 0.271708 0.145267 0.209115 0.24706 0.13323 0.14269 0.303261 0.312488 0.19253 0.255238 -0.034054 0.27381 0.188107 0.209866 0.231379 0.135715 0.0993464 0.156101 0.125894 0.0515903 0.442244 0.268729 0.273967 0.282103
internal_count=225652 178780 46872 32060 106033 72747 100716 16379 26381 56545 46366 41867 44171 39705 23321 52419 15681 14801 11699 12014 6892 39755 14280 25475 5592 2662 606 40405 38754 35389
shrinkage=0.05


Tree=3
num_leaves=31
num_cat=0
split_feature=44 66 76 65 76 15 103 44 42 2 13 108 87 59 102 66 32 3 101 100 94 51 51 9 46 71 76 6 94 74
split_gain=121.355 31.673 25.4005 16.9871 14.0971 12.496 11.9406 9.52214 9.44855 8.96974 8.34096 8.27364 8.27226 8.7034 8.01073 8.0076 7.41157 7.81502 7.09353 6.82552 7.13982 6.52193 7.33507 6.57057 7.00815 6.51657 7.02783 6.49529 6.45536 7.51926
threshold=-0.6836899999999998 -1.4600499999999996 -1.5352499999999998 -2.7212999999999994 0.34522500000000006 -1.5162499999999997 -1.1245499999999999 -1.1665499999999998 -1.1954499999999999 -2.4252499999999997 -2.7191499999999995 6.8011000000000008 3.7306000000000004 1.3682500000000004 -0.44049999999999995 -0.19068499999999997 -0.068699499999999983 -0.9242149999999999 15.038000000000002 1.0575500000000002 4.5718500000000004 -1.0876499999999998 -1.1574499999999996 2.0179500000000004 0.93379500000000004 1.0000000180025095e-35 4.6475500000000007 -1.4144499999999998 0.90248500000000009 1.9014500000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 5 8 9 16 7 -5 14 19 18 -6 13 -3 -4 25 -1 -18 -7 -2 -21 22 23 -14 -25 -8 -27 28 -23 -30
right_child=1 12 3 6 11 10 15 -9 -10 -11 -12 -13 21 -15 -16 -17 17 -19 -20 20 -22 27 -24 24 -26 26 -28 -29 29 -31
leaf_value=0.00055256110376622947 -0.0021412591882390541 -0.007956218503655469 -0.0022941970310391365 -0.0045166948568564807 -0.007412953949831525 -0.0069461570078092894 -0.0049363643051570667 -0.0089782244556113906 -0.00017829549506715798 -0.0049929494373938815 -0.00191007776840809 -0.0030187074829931973 -0.0033733562035448829 -0.010223122875899776 -0.0071839951500454677 -0.0064771355773099101 0.034920634920634921 0.0049645390070921988 0.013864306784660769 0.007301587301587302 0.050617283950617292 -0.0061728395061728392 0.036666666666666667 0.042028985507246375 0.0049095607235142124 -0.0014128303927533293 -0.010301109350237718 -0.012343470483005367 0.048717948717948711 -0.010144927536231885
leaf_count=9833 1043 39621 6916 5321 32052 3244 9062 7960 8413 34749 24903 3136 583 15791 3299 7457 84 188 113 420 27 108 40 46 129 9862 631 559 39 23
internal_value=0 -0.140047 -0.0635789 -0.0848707 -0.117145 -0.0308788 -0.103724 -0.143814 -0.0440913 -0.094539 -0.048502 -0.140427 -0.168777 -0.172045 -0.0774678 -0.084012 0.0184067 0.284314 -0.124913 0.0295302 0.198359 -0.0502074 0.0517962 0.0158311 0.293333 -0.0666496 -0.0389466 -0.161866 0.117647 0.537634
internal_count=225652 128366 97286 58921 71427 38365 40293 13281 18628 36239 28260 35188 56939 55412 10215 27012 10105 272 3357 1490 447 1527 798 758 175 19555 10493 729 170 62
shrinkage=0.05


Tree=4
num_leaves=31
num_cat=0
split_feature=92 76 44 16 27 111 26 73 57 43 106 53 63 43 47 64 75 111 76 74 105 100 15 84 3 102 60 5 84 100
split_gain=324.719 100.507 45.7921 23.1659 22.7513 17.7309 17.3752 12.2498 10.9734 13.197 11.3984 10.735 10.8861 13.6949 10.7349 10.4513 9.67633 9.35654 9.30166 14.6378 9.22684 12.2131 9.8396 9.01489 8.9861 8.85397 9.73548 8.67207 8.49854 8.43932
threshold=-3.8109999999999995 -2.5070499999999996 -0.26296499999999995 -3.2104499999999994 1.3568500000000003 0.17450500000000005 1.81545 1.2103500000000003 -0.39875499999999992 -1.1392499999999999 0.33271500000000004 -2.1508499999999997 -0.33368499999999995 -0.22392499999999996 -1.0849499999999999 -1.5659499999999997 4.1924500000000009 0.12771500000000002 7.5669000000000013 -8.2656499999999991 52.712500000000006 -1.0161499999999999 0.34951500000000008 -1.88235 5.0747500000000008 -2.2391499999999995 -1.75335 -4.5199499999999988 -0.56581499999999985 -1.78535
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=17 15 4 5 11 -4 7 8 9 -5 25 -3 20 18 24 -2 28 23 -14 -20 -13 -22 -23 -1 -9 -10 -27 -12 -17 -11
right_child=1 2 3 6 -6 -7 -8 14 10 29 27 12 13 -15 -16 16 -18 -19 19 -21 21 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0061527235922456402 0.0087954766374002836 0.010344557604692502 0.0028185642298214609 0.010567451109083203 0.010481842474467614 0.012754466381814808 0.01300408131838128 0.012065200560659529 0.0083093980460017449 -0.0020304240136530195 -0.00044400251798755246 0.0075690133227127509 0.006625923110238372 0.0034992883461056308 0.0063056413750621227 0.00031723378853494897 -0.01757221399345222 -0.0059851785997947111 -0.0034591195841317765 0.02631861235741987 -0.0035233161245564917 0.079124862791874293 0.026252903212592896 0.00089575544753989981 0.038532289638412771 0.057530708327768298 0.012630976715936923 0.0099269935917223676 0.0042029106845951677 0.007427416537208212
leaf_count=1896 1542 5644 4793 14458 14409 1583 14019 1476 3508 663 547 32432 19782 12686 9274 8763 172 8906 155 373 84 27 168 3367 90 32 23460 23758 6540 11045
internal_value=0 0.168331 0.178809 0.200978 0.150657 0.105744 0.206903 0.198449 0.205615 0.178494 0.219446 0.138723 0.132865 0.111983 0.147187 0.0480821 0.0352943 -0.087356 0.138217 0.351572 0.153923 0.448321 0.671364 -0.0327473 0.271735 0.242458 0.253843 0.19388 0.039599 0.137838
internal_count=225652 211483 194466 108706 85760 6376 102330 88311 77471 26166 51305 71351 65707 32996 10840 17017 15475 14169 20310 528 32711 279 195 5263 1566 27000 23492 24305 15303 11708
shrinkage=0.05


Tree=5
num_leaves=31
num_cat=0
split_feature=44 65 11 31 59 51 99 76 58 15 99 59 11 58 92 63 84 9 32 44 43 55 11 31 63 11 76 81 94 71
split_gain=656.19 251.149 89.946 89.0916 77.5559 49.4155 47.9486 42.9036 33.701 28.1752 25.1574 25.1562 18.7165 16.5998 16.3858 15.5729 15.179 13.4516 12.1813 12.0688 12.0414 11.5064 11.4126 10.1817 10.1492 10.0147 9.89431 9.40997 9.28124 9.2046
threshold=-0.72895499999999991 -1.3353499999999998 1.0000000180025095e-35 -0.22282999999999997 -0.020252499999999996 -2.4169499999999995 -1.6701999999999997 -1.5781499999999997 -0.19936499999999999 0.62219500000000016 -1.6701999999999997 0.85412500000000013 -1.1055499999999998 -0.70253999999999983 -3.2936499999999995 -1.5931499999999998 1.3658500000000002 0.77708500000000014 0.31055500000000008 -1.5180499999999999 0.60309000000000001 -1.2174499999999997 3.4745000000000004 -0.95723499999999995 -1.2593499999999997 -1.1392499999999999 0.82582500000000014 -0.46663499999999997 0.54527000000000003 5.5721000000000016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 8 5 7 14 13 18 20 19 -10 22 -9 28 -1 -6 -11 -8 23 -5 25 29 -7 -3 -12 -2 -17 -14 -4 -21
right_child=2 4 6 9 15 11 17 12 10 16 24 -13 27 -15 -16 26 -18 -19 -20 21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0039937296653591078 -0.0074530072596538577 0.002927203829849239 -0.017170735927912326 0.01076535645087966 -0.01662009521673247 -0.0022130903295310886 -0.011896754807608833 -0.005957487986969795 -0.015488386286668966 -0.00047288408992215655 -0.014886938911748471 -0.0098625100124872245 -0.0085422122286250412 -0.019011484076978509 -0.015595907473877298 -0.010856685351248872 -0.0092061535031107752 -0.015778264808639541 0.0014678468448980648 0.0039756465420896564 -0.0025486472775178267 0.00097245077848110849 -0.011839649013342548 -0.0067578492654813988 -0.0095820909994650521 -0.011594372989130353 -0.015529641114931115 -0.014294488105369336 -0.012152829709918564 0.011969724560086915
leaf_count=310 5784 896 6980 1371 8188 18571 12390 5288 23640 5036 3275 3872 3001 39550 3454 10807 1811 11659 3422 4869 1471 9222 863 3855 9361 12171 4244 5243 3859 1189
internal_value=0 -0.119568 -0.298406 -0.0406781 -0.208835 -0.104726 -0.335774 -0.138524 -0.248581 0.032797 -0.278139 -0.0767372 -0.195175 -0.36461 -0.279277 -0.274762 -0.0555278 -0.27554 -0.0449856 0.0689765 -0.193511 0.0557906 -0.0527909 -0.0986387 -0.219102 -0.205193 -0.243473 -0.243998 -0.30768 0.110971
internal_count=225652 95512 130140 50568 44944 27070 74438 21705 55702 23498 36276 23306 13532 50389 3764 23239 6847 24049 8173 16651 19426 15280 19434 4751 12636 17955 15051 8244 10839 6058
shrinkage=0.05


Tree=6
num_leaves=31
num_cat=0
split_feature=76 59 44 108 76 44 76 44 63 43 9 9 59 70 76 51 35 11 58 75 59 54 67 86 59 55 90 34 104 15
split_gain=589.736 155.78 116.899 53.5428 39.327 39.2478 37.3668 34.1607 28.9453 19.6208 17.4041 17.3597 15.9182 15.2826 14.6847 15.5196 15.549 13.6371 12.4704 12.4518 12.1856 11.9477 11.8196 11.4088 11.1958 11.787 10.3689 12.0756 11.4196 10.1884
threshold=-1.5781499999999997 0.020980500000000003 -0.63760499999999987 -2.2491499999999998 -1.5782499999999999 0.35798500000000005 -2.5070499999999996 0.91321500000000011 -1.5986499999999999 1.3530500000000003 -0.10392499999999998 0.29575000000000007 -0.67445499999999992 0.41269000000000006 1.1491500000000003 -2.4169499999999995 -1.5954499999999998 -1.6809499999999999 -1.6149499999999997 1.4158500000000001 1.6278500000000002 -0.96545499999999984 2.9105000000000003 -1.4189499999999999 -1.3601499999999997 0.14928500000000003 1.1102500000000004 -1.72515 22.054000000000006 0.59476000000000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 4 19 6 11 29 8 -5 17 23 14 22 26 15 -2 -17 -10 -4 -3 -11 -19 -8 -9 25 -7 27 -13 -29 -1
right_child=1 3 18 7 -6 24 12 10 9 20 -12 13 -14 -15 -16 16 -18 21 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0026558910828483073 0.0069575834310901426 0.0033006444528849398 0.0029886543377483183 0.014694154285515473 -0.0049185283387326749 0.0058589359820038715 -0.00051919419081025589 0.0061557547731546361 0.0042224384920105185 0.0043059322420810888 0.015481848506906435 -0.0046094353903803542 0.0084301456106317292 0.015231164354308966 0.0072450312035649347 -0.0010563745184394265 0.0047603193470290321 0.0088348723592692451 0.010399649882453692 0.011321887421853544 0.010597858665825608 0.012847172563985315 0.038047496120114085 0.01300961414438042 0.01192345729138475 0.010692040447866468 0.0034516243258856127 0.011974365813313775 0.053811966096208176 0.0025535125363428369
leaf_count=13228 7643 4770 1931 14384 14811 5940 2466 1925 1646 4879 36972 299 4406 2397 18542 5300 7208 6504 6895 1754 3493 19973 54 9733 12976 7653 2397 2348 44 3081
internal_value=0 0.212513 0.0069226 0.252235 -0.0324705 0.154438 0.00938567 0.261572 0.232111 0.207758 0.292376 0.125727 0.1096 0.197504 0.11183 0.0813741 0.0459846 0.228326 0.175664 0.109237 0.138633 0.237238 0.00614878 0.237585 0.204276 0.171617 0.146966 0.216332 0.254901 -0.033377
internal_count=225652 178780 46872 106033 38046 72747 23235 99509 50879 36495 48630 46178 6926 7485 38693 20151 12508 28123 8826 6524 8372 26477 2520 11658 26569 13593 5088 2691 2392 16309
shrinkage=0.05


Tree=7
num_leaves=31
num_cat=0
split_feature=44 66 76 65 16 15 103 11 16 59 61 15 44 45 91 105 55 89 66 50 14 76 55 11 39 98 66 49 33 8
split_gain=115.337 30.1984 23.433 16.0081 15.7909 11.7167 11.4572 10.2369 9.73788 9.42044 9.22263 10.5948 9.17455 9.07774 9.04182 9.61713 10.2908 8.0416 7.70202 7.38086 7.29623 7.13889 6.93533 6.93286 7.27217 7.21836 9.78345 7.00944 14.8398 11.0003
threshold=-0.6836899999999998 -1.4600499999999996 -1.5352499999999998 -2.7212999999999994 -0.97019999999999984 -1.5162499999999997 -1.1245499999999999 -1.9808499999999998 -1.8369499999999999 1.3248500000000003 -1.1987499999999998 0.40102000000000004 -1.1954499999999999 -1.1671499999999997 1.4180500000000003 1.0354500000000002 -1.1698499999999996 2.0680500000000004 -0.19068499999999997 0.87371500000000013 1.3084500000000003 2.1316500000000005 -3.2764499999999996 11.8695 1.9043500000000002 -0.37505499999999997 -1.2513499999999997 -0.84866499999999989 -1.4994499999999997 -0.043217999999999993
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 5 13 -2 20 12 -7 -3 23 11 -6 -5 -4 22 16 -16 -15 -8 21 -1 -17 -12 24 -10 -26 -27 28 -28 -30
right_child=1 8 3 6 10 7 18 -9 9 -11 14 -13 -14 17 15 19 -18 -19 -20 -21 -22 -23 -24 -25 25 26 27 -29 29 -31
leaf_value=0.00074873737474344696 -0.0040136489433886674 -0.0061229090979645698 -0.0038773529732118611 -0.0041058691804883854 -0.00059799626708321139 -0.0070452954346675771 -0.0031949762827452426 -0.0018398387301403378 -0.0085910120666037107 -0.010544630478384456 -0.0015726511069598112 -0.0063905477091222157 -0.0085912979108989217 0.001239881756103076 0.047086743583732715 -0.0025029875919501472 0.002883758544164782 -0.0041854706849129798 -0.0062852381105072521 -0.0089696513744003756 0.036530006051198403 -0.0090944453430071258 -0.0081323475453235743 -0.00065236298018053144 -0.0093745097926404911 0.044527934684472636 -0.0039298514044420136 -0.006452050584848941 0.032155694264906214 -0.0041947101764523787
leaf_count=10067 24725 11841 9540 4757 3377 2805 19555 25455 27530 13795 1124 5640 8524 6562 45 5255 163 2526 7457 2678 38 1392 27028 843 1145 31 521 980 170 83
internal_value=0 -0.136098 -0.0614271 -0.0819251 -0.113702 -0.0300196 -0.100274 -0.0471106 -0.164238 -0.175214 -0.131407 -0.0844136 -0.139651 -0.0423139 -0.142658 -0.099103 0.248929 -0.00536192 -0.0809435 -0.106864 0.0176736 -0.0776446 -0.157409 -0.159514 -0.163567 -0.0860315 -0.0209563 -0.0370705 0.0793755 0.404628
internal_count=225652 128366 97286 58921 71427 38365 40293 28260 56939 45098 46702 9017 13281 18628 37685 9533 208 9088 27012 9325 10105 6647 28152 31303 30460 2930 1785 1754 774 253
shrinkage=0.05


Tree=8
num_leaves=31
num_cat=0
split_feature=92 76 46 27 16 43 111 101 57 43 22 76 70 64 91 26 39 58 75 74 23 54 32 109 24 61 79 70 46 28
split_gain=301.697 93.1929 35.5578 24.758 24.0591 16.7895 14.5995 13.4487 13.1424 12.2371 11.023 10.0031 9.84017 9.76754 9.31556 14.3177 10.7918 10.0519 9.26784 9.2441 9.22049 9.21755 9.18746 9.32474 9.175 9.48865 9.12211 10.4049 8.85585 10.248
threshold=-3.8109999999999995 -2.5070499999999996 0.18117500000000003 1.3568500000000003 -3.2104499999999994 -7.152499999999999 0.17450500000000005 -1.6050499999999996 -0.39875499999999992 -1.1392499999999999 4.5591500000000007 6.2894500000000013 -1.3580499999999998 -1.5659499999999997 0.23462500000000003 1.81545 4.0638000000000014 1.2959500000000002 4.1924500000000009 -10.128499999999999 1.9658000000000002 2.8908500000000004 0.15372500000000003 1.3127500000000001 3.0706500000000005 1.9523500000000003 -19.900999999999996 2.3312500000000003 2.2739500000000006 1.9662500000000003
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=20 13 3 11 6 -6 -4 22 9 -9 14 12 -3 -2 17 -16 -17 -10 -15 -19 -1 -21 -7 -24 26 -26 27 -14 29 -11
right_child=1 2 4 -5 5 7 -8 8 10 28 -12 -13 24 18 15 16 -18 19 -20 21 -22 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0035488450729605756 0.00846815088442553 0.0052561569842176905 0.0024121871074343402 0.010322761229347581 0.015504746728324748 0.009597578190744081 0.011669733355307306 0.010244940938302055 0.01103185762672771 0.0070308447433300022 0.015618613621378938 0.011618936984977462 0.01183245725587667 0.0018982300442599933 0.0087153345198352789 0.01315529289248403 -0.0035554546611594063 -0.023516129303554602 -0.017313946565806135 0.014173266349935662 -0.010522957201609224 0.024751487026199795 0.0067651833386686887 -0.00071221500171828652 0.0052260965114683134 -0.013664513653214687 0.0076060541068080625 0.035853454004561046 0.010378533303479785 0.00061114326769244327
leaf_count=12756 1542 22748 4582 16320 3459 5485 1485 11177 18225 4943 2913 2788 575 15303 25602 7872 262 39 172 2920 1413 663 4743 1431 8182 179 42629 148 2641 2455
internal_value=0 0.161855 0.171897 0.149068 0.193003 0.199325 0.0937677 0.195121 0.202641 0.168039 0.215174 0.1369 0.133318 0.0461514 0.210077 0.193174 0.252345 0.236149 0.0337751 0.314091 -0.0848765 0.32263 0.143636 0.100682 0.145697 0.0964192 0.155201 0.335545 0.126839 0.098009
internal_count=225652 211483 194466 93569 100897 94830 6067 91371 79712 21216 58496 77249 74461 17017 55583 33736 8134 21847 15475 3622 14169 3583 11659 6174 51713 8361 43352 723 10039 7398
shrinkage=0.05


Tree=9
num_leaves=31
num_cat=0
split_feature=44 51 69 11 76 32 99 32 19 10 92 64 9 64 44 58 58 86 9 11 57 105 62 46 16 64 49 76 60 97
split_gain=627.459 235.109 140.274 87.3225 60.1418 50.1795 46.6518 38.7355 34.0975 33.865 24.9095 22.0442 21.8743 17.5194 18.6651 17.0778 16.0789 14.2521 13.0183 12.2819 12.3846 11.7541 11.0857 10.5862 13.9308 10.5364 9.98231 9.66206 9.43609 9.31831
threshold=-0.72895499999999991 -2.4169499999999995 -1.5647499999999999 1.0000000180025095e-35 -1.5781499999999997 -0.38591499999999995 -1.6701999999999997 -0.10230499999999999 -1.5984999999999998 0.55922500000000008 -3.2936499999999995 -0.94131499999999979 0.60337500000000011 -1.0878499999999998 -0.32549999999999996 -1.7607499999999996 -0.70253999999999983 1.9532500000000004 0.77708500000000014 -0.90570499999999987 -0.24938499999999997 0.95053000000000021 0.84595500000000012 -1.7382499999999996 -0.34812999999999994 -1.1769499999999999 -1.5859499999999997 -1.5960499999999997 -0.52854499999999993 7.8148500000000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 5 8 11 15 16 10 13 -6 -1 -4 -10 -2 -15 -3 -5 23 -8 20 21 -9 27 -7 -25 -12 -26 -13 -16 -29
right_child=3 2 4 6 9 17 18 19 12 -11 25 22 -14 14 28 -17 -18 -19 -20 -21 -22 -23 -24 24 26 -27 -28 29 -30 -31
leaf_value=0.0038869483886130813 -0.016901229060550207 -0.00030175119809866492 -0.0079672087052239226 -0.015044447899151943 -0.0069660429617867965 0.0061163352291004648 -0.011587546109160249 -0.0014114240524308274 -0.0063344470881906579 -0.01349040928818554 -0.017602543723237715 -0.0026989270392192713 -0.012529728444459147 -0.008063665047961719 -0.011293722312494809 -0.005111277086299955 -0.018633617852150636 -0.0037067750530532691 -0.01542419379808182 -0.011317484144555053 -0.00972393060745513 0.021189135084026142 -0.0052064259987531772 -0.0011252783153568586 -0.0015338681600925736 -0.013314769245956763 0.0063501656393408898 0.0054030863272020039 -0.01455327573966512 -0.012529128002743421
leaf_count=439 7820 8257 3719 10839 11118 6064 12390 1477 9321 10429 9324 2112 6589 5254 9193 12286 39550 2138 11659 2853 1314 172 2207 5374 1382 6682 4728 3231 17525 206
internal_value=0 -0.116028 -0.071418 -0.29149 -0.150941 -0.00682286 -0.328545 -0.264417 -0.242212 -0.20229 -0.305423 -0.0552486 -0.177864 -0.268028 -0.250942 -0.0634778 -0.357187 0.0519573 -0.268876 -0.149349 -0.0753972 0.0191309 -0.00570327 0.0672411 0.0381049 -0.316164 0.0913824 0.0331899 -0.268621 0.0865907
internal_count=225652 95512 73251 130140 33022 40229 74438 22261 55702 21547 16445 11475 15910 39792 31972 20543 50389 19686 24049 5816 2963 1649 7756 17548 11484 16006 6110 5549 26718 3437
shrinkage=0.05


Tree=10
num_leaves=31
num_cat=0
split_feature=76 59 44 108 76 44 76 44 63 43 58 59 53 86 86 11 41 58 59 76 67 97 74 10 109 97 2 17 16 82
split_gain=545.461 143.229 108.17 49.5536 37.1497 36.5981 35.2484 31.5007 26.8431 18.208 15.6785 14.8231 14.0825 13.071 12.4989 12.3676 11.8343 11.5962 11.4116 11.24 11.0278 10.8845 10.6875 10.2498 10.8712 9.98308 9.71083 13.8821 9.69793 10.7739
threshold=-1.5781499999999997 0.020980500000000003 -0.63760499999999987 -2.2491499999999998 -1.5782499999999999 0.81384000000000012 -2.5070499999999996 0.91321500000000011 -1.5986499999999999 1.3530500000000003 -0.92167999999999994 -0.67445499999999992 -0.68520999999999999 -3.1771499999999997 -3.0361499999999997 -1.6263499999999997 1.5310500000000002 -0.92167999999999994 1.6278500000000002 0.87286500000000011 2.9105000000000003 -1.9609499999999997 1.39985 -1.1494499999999996 -0.67367499999999991 0.066624500000000017 -2.2641499999999994 -1.53365 3.6757000000000004 -1.3427499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 4 22 6 10 -1 8 28 12 19 20 15 -12 -9 -10 -15 -4 -11 -2 -8 -16 -3 24 -23 -21 27 -7 -5 -30
right_child=1 3 17 7 -6 26 11 14 9 18 13 -13 -14 16 21 -17 -18 -19 -20 25 -22 23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0016245482007721879 0.0036604730379973882 0.0032906692236357189 0.0036944524278383854 0.013582326308722525 -0.0047851566678262436 0.0023198175309578021 -0.00049013920914970158 0.0079101114554391751 -0.0018412376537796891 0.0041042648515252859 -0.00014896813505798083 0.0081479380391150658 0.012228056459289136 0.010011327868715404 0.019055565890566235 0.0092293926990882728 0.0042706768748994135 0.010245662759736924 0.010176262659237404 0.0051601813757907629 0.036429620107094308 0.005549042814317718 0.010807098226959909 0.014445810955801518 0.013190586461086704 0.0090070101914623054 0.0098050394815335021 0.021915544102258391 0.036346426690895932 0.016295531508549174
leaf_count=16309 15775 4847 2486 13579 14811 316 2466 2104 722 4879 1127 4406 18785 12480 2940 8616 2926 6340 3493 11944 54 1801 1677 37989 3796 7097 20116 966 258 547
internal_value=0 0.204059 0.00650716 0.24196 -0.0315177 0.148482 0.00911807 0.250887 0.222691 0.199301 0.12492 0.106248 0.219022 0.166102 0.280319 0.167562 0.17844 0.168206 0.132859 0.105336 0.00631987 0.28583 0.104656 0.279402 0.214691 0.131893 0.204824 0.341766 0.281887 0.454367
internal_count=225652 178780 46872 106033 38046 72747 23235 99509 50879 36495 51349 6926 28123 16533 48630 9338 15406 8826 8372 34816 2520 46526 6524 43586 5597 19041 21398 1282 14384 805
shrinkage=0.05


Tree=11
num_leaves=31
num_cat=0
split_feature=44 72 76 16 97 72 15 16 11 59 76 103 77 31 32 58 42 101 103 65 11 71 72 35 58 97 34 85 46 76
split_gain=109.014 25.9861 21.8438 15.5912 15.4543 12.7738 11.0355 10.3901 9.76173 9.07716 8.60349 7.76924 8.37039 8.51363 6.99256 6.98089 6.71443 6.66267 6.3762 6.36264 6.35323 6.19367 6.8902 6.18347 6.10496 7.96166 11.7261 9.9557 8.1763 7.23615
threshold=-0.6836899999999998 -1.5081499999999999 -1.5352499999999998 -1.4643499999999998 -1.3329499999999996 0.56363000000000019 -1.5162499999999997 -2.7613999999999996 -1.9808499999999998 1.3248500000000003 0.30584000000000006 -1.6049499999999999 -14.834999999999999 -1.0509499999999996 -0.10230499999999999 1.5134500000000004 0.47716500000000006 15.038000000000002 3.6398500000000005 8.6593000000000018 -1.6625499999999998 3.6765000000000003 10.644000000000002 -1.6034999999999997 -1.4453499999999997 6.6981500000000009 2.9945000000000004 23.073000000000004 -0.59327499999999989 -3.0362999999999993
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 6 -2 15 11 14 -3 17 -9 20 12 13 -6 -1 16 -4 -8 -7 21 -5 -11 -23 -16 25 -10 27 29 -29 -27
right_child=1 7 4 10 5 18 8 9 24 19 -12 -13 -14 -15 23 -17 -18 -19 -20 -21 -22 22 -24 -25 -26 26 -28 28 -30 -31
leaf_value=0.00047096334147627854 -0.003541114555352227 -0.0044270532448270911 -0.0024865926919608854 0.0013805486163449348 0.054156121818945552 -0.0083315563322018515 -0.0076556393793552995 -0.0075323834509672524 -0.0011994142210499093 -0.01013681898332182 -0.007313421555483735 -0.0034925204381285584 -0.007198290265505421 4.4750137705079541e-05 0.022527788495173749 -0.0071786065586500305 0.0012276757838962668 0.013582375785196391 0.029556141005300109 0.016188786028026144 -0.0054512860476576682 -0.00047133268676917455 0.050261402503348873 -0.00055644946118856367 -0.0031477084436203604 -0.0066307669205313731 0.046852607653248064 0.042203536906268518 -0.009451307988364778 0.0076433867998441721
leaf_count=9790 18962 5287 12547 950 20 6586 2703 36862 12552 15780 26634 25129 7761 845 182 1601 4402 102 30 63 23679 128 21 133 11777 406 45 76 28 571
internal_value=0 -0.132158 -0.0594457 -0.110951 -0.0792771 -0.0972784 -0.0291195 -0.157849 -0.0457304 -0.1648 -0.125821 -0.0843903 -0.126875 0.0258424 0.0171425 -0.0401835 -0.0304315 -0.137518 -0.163194 -0.197522 -0.103751 -0.199584 0.133709 0.255778 -0.0356656 -0.0121717 0.119502 0.0854645 0.566077 0.0342601
internal_count=225652 128366 97286 70225 58921 40371 38365 58141 28260 52854 51263 33755 8626 865 10105 18550 16949 2805 6616 15992 24629 15929 149 315 25455 13678 1126 1081 104 977
shrinkage=0.05


Tree=12
num_leaves=31
num_cat=0
split_feature=77 44 57 108 16 26 112 84 94 72 2 75 57 43 32 91 8 66 34 48 23 87 27 43 78 77 54 69 60 42
split_gain=254.774 82.0978 35.9231 21.8149 18.6499 16.5658 14.7226 13.013 12.3653 12.0885 11.6174 12.3422 12.135 13.8309 11.802 11.524 9.58843 9.79694 11.4016 10.3704 9.11408 9.03762 9.06537 11.1102 9.87495 9.57653 8.91651 8.88185 8.65101 8.56193
threshold=-101.50499999999998 -0.73889499999999997 -1.1572499999999997 -2.4495499999999999 -3.2104499999999994 1.81545 0.17314000000000004 0.28082000000000007 1.5390500000000003 5.5493500000000013 -2.5336499999999993 1.5516500000000002 -0.42473 -1.1810499999999997 -0.76498999999999995 0.23462500000000003 0.5199950000000001 -1.6596999999999997 -0.64398499999999992 4.7858000000000009 1.9658000000000002 5.4126500000000002 1.3568500000000003 -0.021610499999999998 -5.5287499999999996 -1.0164499999999996 -4.4726499999999989 -0.42950499999999997 -1.7678499999999999 41.954000000000008
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 7 8 6 10 -3 27 20 -9 -6 12 13 -12 -15 28 17 18 26 -19 -1 22 23 -4 -24 -25 -8 -2 -14 -13
right_child=1 4 21 -5 5 -7 16 9 -10 -11 11 29 15 14 -16 -17 -18 19 -20 -21 -22 -23 24 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0034373603337016349 0.0014594958668025894 0.0028410991007580483 0.0084883208745946351 0.012923372504701448 0.0030863300908100144 0.011671212805822964 0.053542233228761407 0.0055257979154724026 0.030682866894302385 0.024800698225521483 0.0095662721749074035 0.0057552600393939177 0.04989565668792656 0.0094050757567517938 0.004708029285544142 0.0088655034715180974 0.047109971192590652 0.011050996912524457 -0.0080420719436844496 0.032199998494812497 -0.010378071157660066 -0.0061327823084249789 0.034294552145955615 0.0094124360623086961 0.0090149920071571268 0.0048602262755326952 0.0087290790970297721 0.0052249930710048225 0.011009977235398621 0.026683934353859812
leaf_count=12790 15744 5386 13180 519 2222 16005 30 10471 67 218 17913 8479 37 5275 10501 32176 47 477 296 222 1418 337 102 3583 10881 20113 907 5588 30539 129
internal_value=0 0.155323 0.114408 -0.0670148 0.180284 0.184994 0.100971 0.0722148 -0.0791857 0.118401 0.177736 0.180179 0.185413 0.160627 0.125595 0.198696 0.220128 0.202577 0.115856 0.355521 -0.0825478 0.14236 0.144221 0.132002 0.185 0.110986 0.203273 0.0490021 0.221151 0.12143
internal_count=225652 210858 80217 14794 130641 123276 7365 32021 14275 10689 107271 105049 96441 33689 15776 62752 1979 1932 1233 699 14208 48196 47859 36876 10983 23696 937 21332 30576 8608
shrinkage=0.05


Tree=13
num_leaves=31
num_cat=0
split_feature=44 51 58 11 99 69 69 63 19 64 64 76 11 9 92 76 53 9 58 9 59 16 10 15 63 44 61 92 13 60
split_gain=600.101 223.968 131.997 84.8053 45.3757 41.3305 38.5335 34.6575 32.8379 28.1004 22.6362 21.7672 21.1123 21.0493 20.2073 19.0741 17.1831 17.1413 15.5399 12.6477 12.5036 12.0495 11.1 11.008 10.4197 11.5049 10.0936 9.86552 9.26443 10.2609
threshold=-0.72895499999999991 -2.4169499999999995 -0.32067499999999993 1.0000000180025095e-35 -1.6701999999999997 -1.5647499999999999 -1.8316499999999998 -0.5082549999999999 -1.5984999999999998 -0.70977499999999993 -0.9173349999999999 -1.5781499999999997 -0.29903499999999994 0.60337500000000011 -3.5404999999999993 -0.53185499999999986 -2.2183999999999995 -1.5986499999999999 -0.70253999999999983 0.77708500000000014 1.5486500000000001 0.50808000000000009 0.54115000000000013 0.92172000000000009 -1.1396499999999998 -0.29345499999999997 -1.9161499999999998 -1.9363499999999998 -0.064597499999999988 -0.56419499999999989
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 5 8 18 10 -4 14 17 -7 27 20 21 -10 -1 23 -12 -2 -5 -6 -8 -9 -13 -11 -19 -26 -18 -3 29 -23
right_child=3 2 6 4 19 9 11 12 13 15 16 22 -14 -15 -16 -17 26 24 -20 -21 -22 28 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0030448357138659799 -0.010329816843934967 -0.00011780666780237343 -0.0031554947794408062 -0.014716135839595605 -0.011283284738948558 -0.0089041883965171337 -0.0043759019979524305 -0.0096274877187262214 -0.0061193694864491617 0.0036279787536559471 -0.0047586407867623104 -0.008076955669698703 -0.013582281569024711 -0.012218481050597009 -0.016555024945315099 -0.0061222180115047863 0.0049175146309986947 -0.017165212039634458 -0.018263132392615868 -0.015082596994828577 -0.018849335672540751 0.0017753111977207811 -0.013275149954334556 -0.003169074328678237 -0.0090446877643387009 -0.014143628412984525 0.00068191524341548748 -0.0051240374636536048 0.050186297215986719 -0.0086396576860968237
leaf_count=360 11184 7296 7571 10839 12390 5589 4825 3018 9321 4073 1862 3895 4584 6589 11621 4147 11270 6187 39550 11659 444 1565 9923 2629 3600 18821 5609 4118 23 1090
internal_value=0 -0.112574 -0.0690824 -0.284735 -0.321482 -0.0167538 -0.161695 -0.258155 -0.235991 -0.0831458 0.0190163 -0.201443 -0.188033 -0.172662 -0.318897 -0.0345714 0.0538564 -0.26147 -0.349926 -0.262388 -0.111687 -0.121178 -0.236049 0.0192771 -0.282996 -0.26642 0.0702338 -0.0384302 -0.0407344 -0.0497244
internal_count=225652 95512 73251 130140 74438 46593 26658 22261 55702 16438 30155 19087 10280 15910 11981 10849 18741 39792 50389 24049 5269 5696 13818 6702 28608 22421 16879 11414 2678 2655
shrinkage=0.05


Tree=14
num_leaves=31
num_cat=0
split_feature=76 58 44 11 76 44 76 9 75 99 16 35 44 42 10 64 99 44 58 42 58 110 38 110 90 77 52 25 94 106
split_gain=504.511 116.723 100.181 54.0197 34.8562 33.4879 33.2307 31.2712 25.7836 14.9308 14.1476 13.1846 13.0236 13.9423 12.933 12.7762 13.2006 12.4702 10.8607 10.7703 15.3263 12.3444 11.7012 11.6643 10.624 10.604 10.5222 10.3348 10.1157 9.91345
threshold=-1.5781499999999997 -0.76392499999999985 -0.63760499999999987 -0.57152499999999995 -1.5782499999999999 0.81384000000000012 -2.5070499999999996 0.041511000000000006 -2.2089999999999992 -1.8596999999999999 3.8013500000000007 -1.4564499999999996 0.49322000000000005 1.5245500000000003 -1.61805 -0.73215999999999981 -1.4311499999999999 -1.37225 -1.6149499999999997 0.42326000000000003 0.40576000000000007 1.0466500000000003 -1.3362499999999999 -1.1596499999999998 -0.21828499999999998 -0.80968999999999991 -1.9293499999999997 0.64101500000000011 -2.1871499999999995 -0.17276999999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 4 8 6 15 -1 28 -3 17 11 -11 13 -10 -8 16 -2 -9 -4 21 -21 22 24 -22 -19 -23 -16 -15 -5 -18
right_child=1 3 18 7 -6 -7 14 9 12 10 -12 -13 -14 27 26 -17 29 19 -20 20 23 25 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0015859180061638643 0.0094121534171257709 0.0041619022865655355 0.0026645993978327777 0.0057952052528863736 -0.0046436736436877004 0.010053185509770073 -0.00085334246396206255 0.0032977356588705566 0.0095911218055244486 0.0077119645659236534 0.025008041357317181 0.012316215740610625 0.011755784486351274 -0.0090418762937938581 -0.0059382307771977672 0.0042346856091985945 0.0062789156391037399 0.0029114682132138077 0.0095539385337462344 0.0041612132576524978 0.010588709896043861 0.033330633431115461 0.018327670623805411 0.014755913204789729 0.016282749610808601 0.008328463131684373 0.0082232827226059301 0.005730350615042781 0.010452519252881855 -0.0018885330248969304
leaf_count=16309 7987 7017 1931 3547 14811 13069 1778 681 15840 5210 497 18156 11542 331 373 25087 3661 648 6895 1125 5663 118 9395 18932 955 1654 4775 5040 21290 1335
internal_value=0 0.195996 0.00615442 0.222023 -0.0305602 0.130471 0.00875233 0.244304 0.172531 0.26337 0.231546 0.225802 0.191519 0.167698 0.102866 0.10609 0.147378 0.282713 0.161208 0.286526 0.267531 0.324772 0.344865 0.275926 0.217554 0.199891 0.143969 0.0964338 0.195747 0.0819416
internal_count=225652 178780 46872 127641 38046 51139 23235 87871 39770 63034 23863 23366 32753 21211 6926 38070 12983 39171 8826 38490 25720 12770 10998 24595 1603 1772 5148 5371 24837 4996
shrinkage=0.05


Tree=15
num_leaves=31
num_cat=0
split_feature=44 66 66 67 16 69 98 58 43 16 61 15 59 112 87 3 76 106 105 20 58 16 108 39 103 68 99 84 63 109
split_gain=103.082 27.4832 20.7115 16.0817 14.5386 13.4736 12.9027 9.10145 10.2646 9.05256 8.6223 10.0791 8.59252 8.45688 8.62515 8.3295 8.24803 8.13084 9.41217 8.1103 7.41217 8.85306 7.40078 7.91927 11.8605 7.39079 7.37996 9.44519 7.11298 10.3626
threshold=-0.6836899999999998 -1.4600499999999996 0.63314000000000015 -0.62107999999999997 -0.97019999999999984 0.76707500000000006 -1.2501499999999999 -0.49639499999999992 -0.24833999999999998 -1.8369499999999999 -1.1987499999999998 0.40102000000000004 1.3248500000000003 0.38523500000000005 -0.24246499999999996 -2.5626499999999997 -0.6830949999999999 1.4469500000000004 1.0354500000000002 -1.2436499999999999 -0.5813799999999999 -0.091383999999999979 -0.79326499999999989 1.1371500000000003 1.2008500000000002 4.8024000000000013 -1.0954499999999998 -1.2784499999999996 5.8439500000000004 0.89369000000000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 5 -2 -1 19 8 -7 -3 11 -6 -11 14 15 16 -9 -12 -19 22 28 -22 -4 26 -25 -20 -24 -28 -10 -30
right_child=1 9 6 -5 10 7 -8 13 20 12 17 -13 -14 -15 -16 -17 -18 18 25 -21 21 -23 23 24 -26 -27 27 -29 29 -31
leaf_value=-0.0017215253140479834 -0.0037363558410006786 -0.0057438751468498941 -0.005580988089357055 -0.0065350930241181012 -0.0003803084157570683 -0.0042695715493946979 -0.007722879463658819 -0.016448444618249982 -1.2294546070583784e-05 -0.0075462457475925504 -0.0074471315428652832 -0.0060464239525188108 -0.010015277358503098 -0.012292365209490674 -0.0020115664234918026 -0.0083673332148168963 0.044346031363075127 0.011981342024034496 -0.0064555483394519476 -0.002502621278269133 0.052214043998452447 0.0049017778009538418 -0.0099303853873308773 0.07664581418389288 0.0088635159536769419 -0.0011942706528470983 0.072192367147202452 0.0036670763455431987 0.028185912534511578 -0.021826760912394865
leaf_count=68173 24725 11841 83 6188 3377 4228 7907 24 1486 31303 28175 5640 13795 1320 3195 3594 40 222 6843 585 44 67 58 38 32 2445 23 33 133 35
internal_value=0 -0.128317 -0.0575 -0.0500047 -0.106886 -0.0439659 -0.133739 -0.0899878 -0.0415186 -0.155326 -0.123963 -0.0783847 -0.16598 -0.125622 -0.10246 -0.156893 0.429755 -0.134903 -0.0933736 0.0582124 0.0632705 0.473333 0.295222 0.478769 0.913021 -0.101396 0.211745 0.636999 0.0358378 0.355018
internal_count=225652 128366 97286 88527 71427 82339 8759 14166 5993 56939 46702 9017 45098 8173 6853 3658 64 37685 9510 852 1765 111 267 184 70 9288 114 56 1654 168
shrinkage=0.05


Tree=16
num_leaves=31
num_cat=0
split_feature=92 76 44 16 61 73 111 2 101 57 43 42 91 42 25 70 60 84 59 64 75 33 77 111 84 12 93 2 73 29
split_gain=260.306 82.1475 36.1945 18.6003 16.772 15.4189 14.892 11.5978 10.8968 10.6622 12.4348 10.4771 10.3022 10.2636 10.0034 10.1189 9.77977 9.13263 10.3878 8.93742 8.86405 8.83307 8.774 8.59198 8.51575 8.40337 8.25847 10.1281 8.24062 8.1666
threshold=-3.8109999999999995 -2.5070499999999996 -0.26296499999999995 -3.2104499999999994 -0.22261499999999998 9.0131500000000013 0.17450500000000005 -2.6201499999999993 -1.6050499999999996 -0.39875499999999992 -1.2642499999999999 -0.85542499999999988 0.27470000000000006 0.94096500000000016 -0.48037499999999994 2.6954500000000006 -1.7678499999999999 -1.6418499999999996 1.5039500000000003 -1.5659499999999997 4.1924500000000009 12.295500000000002 1.3827500000000004 0.12771500000000002 -1.88235 1.2077500000000001 2.3806500000000006 1.0850500000000001 -16.600999999999996 1.5266500000000003
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=23 19 4 6 11 7 -4 -5 25 10 -10 14 16 -14 15 21 -11 -18 -19 -2 -21 -3 -15 24 -1 -9 -13 -28 -20 -24
right_child=1 2 3 5 -6 -7 -8 8 9 12 -12 26 13 22 -16 -17 17 18 28 20 -22 -23 29 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0057863990208692926 0.0079325316368014428 0.0056185585752098572 0.0024207159049826161 0.0022837963529482659 0.0077531611024550494 0.016051752693177171 0.011448118871146339 0.0083487245343569078 0.0097965120469822673 0.060783957440671867 0.0061333632488091462 0.0038567050882341233 0.0074882603885672435 0.011414102696999913 0.010683752966386602 0.011845807404329972 0.0053969441431143241 0.010934494648989755 -0.028829275418500694 0.0016788118928933568 -0.017156496201526875 -0.0060035894650562055 0.0038593955169734483 -0.0055567386393942297 0.0010873977804335341 0.0038282938626741803 0.010650329974532942 0.055860106155173776 0.01601333167886216 0.0096827053300604093
leaf_count=1896 1542 15976 4793 1630 46347 2072 1583 8502 12563 25 11606 17673 14298 14654 3438 1707 1623 20130 27 15303 172 439 2170 8906 3367 3913 138 42 3487 5630
internal_value=0 0.149758 0.159109 0.178614 0.134233 0.183854 0.093716 0.181 0.183222 0.189642 0.160882 0.109672 0.200812 0.183567 0.133676 0.118488 0.225802 0.22479 0.232805 0.0413471 0.0295062 0.10614 0.205035 -0.0799413 -0.0275112 0.138507 0.0806596 0.424566 0.313455 0.161403
internal_count=225652 211483 194466 108706 85760 102330 6376 100258 98628 86213 24169 39413 62044 36752 21560 18122 25292 25267 23644 17017 15475 16415 22454 14169 5263 12415 17853 180 3514 7800
shrinkage=0.05


Tree=17
num_leaves=31
num_cat=0
split_feature=44 65 11 31 59 99 50 19 63 18 76 59 9 64 44 44 76 64 9 11 13 50 13 13 50 64 76 84 37 33
split_gain=573.573 215.779 82.2394 76.8108 68.6763 44.0685 39.2526 31.6866 27.4892 24.0195 23.5428 23.5396 20.2711 16.6011 17.4736 15.1991 12.7276 12.5991 12.2922 12.194 12.1376 11.7275 11.6796 11.2387 11.2301 10.969 11.8441 9.78148 11.1877 9.5468
threshold=-0.72895499999999991 -1.3353499999999998 1.0000000180025095e-35 -0.22282999999999997 -1.0964499999999997 -1.6701999999999997 -2.5805499999999992 -1.5984999999999998 -1.4184499999999998 -1.84215 -1.5129499999999998 0.83786000000000016 0.60337500000000011 -1.0878499999999998 -0.32549999999999996 0.81384000000000012 -0.80775499999999989 1.21865 0.77708500000000014 -1.1055499999999998 -2.6270499999999992 0.19659000000000001 2.8723500000000004 -0.40144499999999994 -2.5805499999999992 -0.86863999999999986 -1.5565499999999999 -1.3442499999999999 5.1321000000000003 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 3 7 6 10 15 -1 13 20 16 23 22 -9 -2 -15 -4 -5 25 -7 -12 -6 24 -8 -3 -10 -11 29 28 -19 -27
right_child=2 4 5 9 8 18 11 12 21 17 19 -13 -14 14 -16 -17 -18 27 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.017099493984208 -0.016201819541110603 0.0013259950773905611 -0.015025858985510808 -0.0014454250389377946 -0.0092632341176219924 -0.010986011820730338 -0.0024411740141822434 -0.005906938375798379 -0.014119041920598161 -0.0005961958230317532 -0.0041963541786223073 -0.0093848407174666054 -0.011913437271569828 -0.0075546166662245201 -0.012783103423033237 -0.018136947308597148 -0.012397073052691901 0.0023926303608198317 -0.014748780663447401 -0.010511434690749145 -0.015771397617462983 -0.012252682433782894 -0.012139429431523087 -0.0065748236846596116 -0.0065653187218782357 0.0051258785285183284 0.0021935371084970657 -0.0042709652835050916 0.043563476269182173 0.011860140726099835
leaf_count=1698 7820 4138 16136 2256 2383 12390 19913 9321 1623 3102 3685 4575 6589 5254 26718 34253 1051 1859 11659 4801 11469 6939 884 1713 8193 4482 5965 2716 45 2022
internal_value=0 -0.109247 -0.278107 -0.036253 -0.193144 -0.314523 -0.0961843 -0.229933 -0.237799 0.0317684 -0.0993296 -0.0802417 -0.167548 -0.255101 -0.238354 -0.342752 -0.0978992 0.0527581 -0.256049 -0.155183 -0.292836 -0.192828 -0.056953 -0.0195983 -0.156089 0.0748673 0.0964095 -0.022266 0.0673192 0.144373
internal_count=225652 95512 130140 50568 44944 74438 27070 55702 30607 23498 14337 25372 15910 39792 31972 50389 3307 20191 24049 8486 13852 16755 20797 5851 9816 15571 12469 4620 1904 6504
shrinkage=0.05


Tree=18
num_leaves=31
num_cat=0
split_feature=76 59 44 75 76 44 76 44 64 43 9 102 76 51 59 9 34 102 11 58 31 44 30 67 57 101 92 34 59 55
split_gain=467.701 122.683 93.0518 44.0184 33.041 31.2545 30.9677 28.496 24.3903 20.8265 15.1667 15.4218 13.3035 13.8225 13.2508 12.8004 12.4707 12.3952 11.7511 11.6819 11.2978 10.8705 15.8867 10.307 10.2488 10.2286 9.79796 9.97783 9.74396 10.8315
threshold=-1.5781499999999997 0.020980500000000003 -0.63760499999999987 -4.4961499999999992 -1.5782499999999999 0.35798500000000005 -2.5070499999999996 0.91321500000000011 -1.6716499999999999 1.3530500000000003 0.29575000000000007 0.8634750000000001 1.1491500000000003 -1.67865 -0.67445499999999992 -0.10392499999999998 -1.72515 -3.3224499999999995 -1.0051499999999998 0.52576000000000012 -1.0337499999999997 -1.1152499999999999 -0.70374499999999995 2.9105000000000003 -1.6496499999999996 -0.25956499999999999 -2.1895499999999992 3.4707500000000002 -1.3601499999999997 0.14928500000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 4 -3 6 10 -1 8 18 21 12 -12 13 -2 23 -9 -15 -14 -5 -11 -20 22 -10 -8 -4 -22 -18 -28 29 -7
right_child=1 3 24 7 -6 28 14 15 9 19 11 -13 17 16 -16 -17 26 -19 20 -21 25 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.001534849207894296 0.0059611848961126784 0.0039703823639475203 0.0023629303605815291 0.008961010619789175 -0.0045282613808218224 0.0049540874091668786 -0.00055686643324136958 0.010536088277750173 0.0090830064622156783 -0.0017396211618406932 0.0064519701844585929 0.01438272857772664 0.00064035194201415532 -0.0037875766918754241 0.00761736382619133 0.013634269959838539 -0.0061851571075642727 0.0072429278321966386 0.011441627224166542 0.0069921181917305085 0.013801852104569683 0.011021681544232288 -0.0019726848232601421 0.034817621294309535 0.009140619442699803 0.020795364454918981 0.0046337380509008748 -0.004500382092292662 0.010632765026513454 0.0095475780607212537
leaf_count=16309 8526 5317 1852 2980 14811 5940 2466 11186 4870 1137 5177 2308 2104 2238 4406 37433 713 16438 3850 8323 2827 24521 1021 54 6974 2568 7797 877 12976 7653
internal_value=0 0.188347 0.00570551 0.223113 -0.0297842 0.137107 0.00845238 0.230579 0.204402 0.185082 0.111591 0.178124 0.0986539 0.0698015 0.0990929 0.258489 0.0333413 0.12991 0.267125 0.118945 0.295329 0.205547 0.143409 0.00456894 0.154639 0.342676 0.0592371 0.07425 0.181107 0.150881
internal_count=225652 178780 46872 106033 38046 72747 23235 100716 52097 39872 46178 7485 38693 20151 6926 48619 11625 18542 12225 9460 9245 30412 5891 2520 8826 5395 9387 8674 26569 13593
shrinkage=0.05


Tree=19
num_leaves=31
num_cat=0
split_feature=44 66 66 67 16 69 97 16 58 43 61 15 91 80 112 87 59 3 50 57 76 88 58 8 36 55 100 107 41 59
split_gain=97.3164 26.1928 19.5927 15.2139 13.8899 12.7433 10.3633 8.71599 8.63251 9.7468 8.15308 9.61518 8.40923 8.98138 8.14322 8.25545 8.06943 7.89743 7.85142 8.70291 7.65177 7.37033 6.97048 8.55854 7.04946 6.74753 6.70775 6.64105 6.57905 7.55992
threshold=-0.6836899999999998 -1.4600499999999996 0.63314000000000015 -0.62107999999999997 -0.97019999999999984 0.76707500000000006 -1.2253499999999999 -2.7613999999999996 -0.49639499999999992 -0.24833999999999998 -1.1987499999999998 0.40102000000000004 1.4180500000000003 -0.73313499999999987 0.38523500000000005 -0.24246499999999996 1.3248500000000003 -2.5626499999999997 0.87371500000000013 1.6080500000000002 -0.6830949999999999 18.748000000000001 -0.5813799999999999 -0.56081999999999987 -1.45705 -3.2764499999999996 -1.5874499999999998 -12.0985 -3.7538999999999993 1.3682500000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 5 27 28 -4 -3 9 -7 11 -6 25 18 15 17 -9 20 19 21 -10 -14 24 -24 -11 -12 -17 -2 -1 -30
right_child=1 7 6 -5 10 8 -8 16 14 22 12 -13 13 -15 -16 26 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0033442158305563539 -0.011350345414325114 -0.0042295028379472051 -0.0011390649543381131 -0.0063506414187164883 -0.00034194794137232162 -0.0041480692684322867 -0.0079948126084090961 -0.00718828841647637 -0.01614372869358929 -0.012803611856767953 -0.0010197385796715812 -0.0058814736601372044 0.0013508648275017661 0.039326596092027551 -0.012027083684767882 -0.012031690354706227 -0.0094282963759316704 -0.0081542909874271815 -0.0083128766052431857 -0.0047474438675429702 0.042349202602436298 0.040596919139541013 0.0011477256174573962 0.046452257921378248 0.0037169450947165286 -0.0075278289918992089 -0.00052505499147704018 -0.0033720206419668151 -0.00097411375296952969 -0.0043069581163122502
leaf_count=12686 726 4892 1906 6188 3377 4228 6853 36290 24 196 1124 5640 1598 31 1320 388 15757 3594 2732 5139 40 33 58 53 1458 27028 2807 23999 50449 5038
internal_value=0 -0.124547 -0.0556332 -0.0483457 -0.103594 -0.0424749 -0.12996 -0.150992 -0.087306 -0.0400919 -0.120329 -0.0759569 -0.131 -0.0887669 -0.122107 -0.0993735 -0.157274 -0.152804 -0.0916825 -0.0616675 0.415509 0.0428872 0.0618946 0.457261 0.0351719 -0.145345 -0.0384813 -0.0721235 -0.0332021 -0.0255122
internal_count=225652 128366 97286 88527 71427 82339 8759 56939 14166 5993 46702 9017 37685 9533 8173 6853 52047 3658 9502 6770 64 1631 1765 111 1654 28152 3195 24725 68173 55487
shrinkage=0.05


Tree=20
num_leaves=31
num_cat=0
split_feature=92 76 44 27 16 73 111 2 101 57 43 53 91 42 43 64 60 31 44 55 97 86 84 59 23 64 75 75 57 56
split_gain=242.189 76.331 33.4143 17.8214 17.2617 14.2682 13.9535 10.854 10.1463 10.1169 11.5341 9.70856 9.58925 9.58747 9.47546 10.5403 8.92765 8.89515 9.72874 9.48725 9.1369 8.80437 8.5269 9.67375 8.47965 8.31667 8.50341 8.22383 11.4991 11.0815
threshold=-3.8109999999999995 -2.5070499999999996 -0.26296499999999995 1.3568500000000003 -3.2104499999999994 9.0131500000000013 0.17450500000000005 -2.6201499999999993 -1.6050499999999996 -0.39875499999999992 -1.2642499999999999 -2.1508499999999997 0.27470000000000006 0.94096500000000016 -1.5326499999999996 -0.27274499999999996 -1.7678499999999999 0.48862500000000003 -1.0923499999999999 1.5184500000000003 -1.7602499999999999 1.0000000180025095e-35 -1.6418499999999996 1.5039500000000003 1.9658000000000002 -1.5659499999999997 4.1924500000000009 1.4733500000000002 1.6586500000000004 -2.1576499999999998
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=24 25 3 11 6 7 -4 -6 -9 10 -10 -3 16 -14 17 -16 -11 -13 21 20 -20 -19 -18 -24 -1 -2 -27 -15 29 -29
right_child=1 2 4 -5 5 -7 -8 8 9 12 -12 14 13 27 15 -17 22 18 19 -21 -22 -23 23 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0032170008498071572 0.0076265443032083602 0.0091464540271034914 0.0023117650322522078 0.0090401134350574699 0.0021645868978776169 0.015407408311558133 0.011026253508115673 0.0066574816250015642 0.0094032127542890004 0.057484930458943054 0.0058845043846183593 0.0091364471623927059 0.0072012914184633389 0.011151345387607385 0.0059655296851947323 0.0034090876274900581 0.0051781890891281247 0.00040969380215015168 0.018823649323871133 0.0021185958287791933 0.0082424984319012223 0.0065838662705268785 0.010519403340096488 0.01507262106718359 -0.0099520492737957232 0.0016107234046522064 -0.016909653200983334 -0.011907089811063885 0.0093214389078064598 0.0050883721274533333
leaf_count=12756 1542 5644 4793 14409 1630 2072 1583 12415 12563 25 11606 8257 14298 13205 27690 16985 1623 3141 601 1471 4655 2907 20130 3514 1413 15303 172 308 7646 1295
internal_value=0 0.14412 0.153097 0.129239 0.171779 0.176806 0.090117 0.174064 0.176203 0.182377 0.154433 0.118742 0.193221 0.176625 0.113212 0.0998986 0.217245 0.141471 0.11474 0.15694 0.189017 0.0676372 0.216271 0.223978 -0.0776728 0.0396846 0.0282488 0.197301 0.160573 0.0365245
internal_count=225652 211483 194466 85760 108706 102330 6376 100258 98628 86213 24169 71351 62044 36752 65707 44675 25292 21032 12775 6727 5256 6048 25267 23644 14169 17017 15475 22454 9249 1603
shrinkage=0.05


Tree=21
num_leaves=31
num_cat=0
split_feature=44 58 11 32 70 78 99 58 15 99 76 76 69 78 11 44 59 58 63 55 76 84 64 9 64 19 44 64 43 58
split_gain=548.034 198.813 79.8508 76.082 49.3905 44.1784 42.948 30.821 30.4441 25.8254 23.3366 21.5638 21.2367 20.0931 18.9723 16.2179 15.0856 14.9924 13.4377 12.9517 12.3776 12.179 12.0682 11.9015 11.0266 10.6612 10.4137 9.19698 9.18133 9.17343
threshold=-0.72895499999999991 -0.32067499999999993 1.0000000180025095e-35 -0.31467499999999998 -1.6833499999999997 1.5118500000000001 -1.6701999999999997 -1.6149499999999997 0.68461000000000005 -1.6701999999999997 -1.2619499999999999 -1.5781499999999997 -1.9155999999999997 1.6653500000000003 0.32459500000000002 -1.5180499999999999 1.1804500000000002 -0.70253999999999983 -0.77909999999999979 -1.7944499999999997 -1.5781499999999997 -1.1718499999999998 -1.4369499999999997 0.77708500000000014 -1.3847499999999997 -1.1263499999999997 -0.36117999999999995 -0.86863999999999986 0.081308000000000005 -0.79500499999999985
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 7 5 12 10 17 25 15 18 -1 16 -3 -7 21 -5 -6 28 -9 -17 -14 29 -13 -8 -11 -2 -20 -21 -4 -10
right_child=2 4 6 8 11 13 23 9 14 24 -12 22 20 -15 -16 19 -18 -19 26 27 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0046194732541478033 -0.0086971118967811411 -0.0017125212241324826 -0.014650843403385551 0.011419151933091445 -0.0056508499704594761 -0.0005526117080351566 -0.01069447389989122 -0.016633220491711887 0.0042424018494193073 -0.01381702147658136 -0.012185636689601344 -0.015220996217126376 -0.0032399574360423133 -0.0068644102722091142 -0.011326061909540008 0.0060327024900635757 -0.015213192470502419 -0.017552625675237105 -0.0082104372115000355 -0.0052296113956501536 -0.010582797502043127 -0.0033793568495680973 -0.011175749535737986 -0.014414038400871158 -0.0083490910307450761 -0.0026279108437784744 -0.01332060271310965 0.0017187614719006167 -0.0044381951709883231 -0.01385441715335916
leaf_count=4676 7566 5455 10184 1398 5213 11412 12390 7652 2810 3215 6866 10028 2201 4881 1458 4397 1459 39550 3244 1467 5448 5812 10574 11659 12744 2695 18586 9755 655 202
internal_value=0 -0.106026 -0.271613 -0.0423956 -0.195042 -0.103177 -0.30772 -0.223974 0.018758 -0.242716 -0.181773 -0.235687 -0.11199 -0.0484219 -0.0519643 0.0609484 -0.154204 -0.335779 -0.272146 0.0457917 -0.168812 -0.0234554 -0.262626 -0.249757 -0.18887 -0.14181 -0.251074 0.0162694 -0.280613 0.060753
internal_count=225652 95512 130140 55134 40378 27835 74438 55702 27299 45441 11542 27274 13104 16293 10282 17017 6672 50389 29482 15619 7649 8824 20602 24049 15959 10261 21830 11222 10839 3012
shrinkage=0.05


Tree=22
num_leaves=31
num_cat=0
split_feature=44 71 9 64 51 44 11 28 44 94 35 13 102 86 16 80 58 10 28 50 16 109 98 60 110 58 0 75 84 78
split_gain=318.593 118.216 78.353 62.9017 40.0643 30.5775 29.6824 28.9702 21.6678 19.7076 17.7629 17.1013 16.6707 13.9671 13.8405 13.0647 12.9198 11.7822 10.4837 10.5375 10.1631 10.8126 10.029 11.2547 9.94636 9.77429 9.73183 9.6974 9.54643 10.1214
threshold=-0.70639999999999981 2.1698500000000007 0.041511000000000006 -1.6236499999999998 -2.0647499999999996 0.86998000000000009 -1.0051499999999998 0.22280500000000003 1.0313000000000001 2.6681500000000002 -1.1101499999999997 3.3482500000000006 1.3163500000000001 -3.4804499999999998 -2.5827499999999994 -2.1781499999999996 -1.3218499999999997 -1.0513499999999996 1.9192500000000001 0.38424500000000006 1.4789500000000002 -0.12933999999999998 0.39189500000000005 3.5794500000000005 0.80092000000000019 -0.92167999999999994 9.4558500000000016 1.2247500000000002 -2.2262499999999998 -3.5906499999999997
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 5 6 17 13 20 9 11 10 28 12 18 -2 -3 -9 -15 -5 19 -4 -1 -22 -12 -24 -13 -16 -10 -27 -6 -30
right_child=2 14 8 4 7 -7 -8 15 26 -11 22 24 -14 16 25 -17 -18 -19 -20 -21 21 -23 23 -25 -26 27 -28 -29 29 -31
leaf_value=0.0032851173757983349 -0.004294927728160391 0.0031910436821216922 0.0072583691705877182 0.0048654700489011689 0.0085580721050441729 0.0093299564511722718 0.013490889363327971 0.0029042732275450824 0.012948513331169077 -0.0015412945564762725 0.0061233213967637227 0.016780809121502944 0.012472518749791045 0.0039065467830944394 -0.0034917682230051332 -0.0033418369917594757 0.0075741017259878477 0.00947553132650252 0.0046828770873455937 0.011720255229228822 0.019280605573083698 0.0067101154865473276 0.010768360537654363 0.034480382109363876 0.0076169168608921567 0.0035120602112387773 0.00047002411974194914 -0.0022906934417098739 0.014027893317458604 0.0020880238381809158
leaf_count=3639 897 3969 8442 5826 1867 31642 7783 3489 40511 3737 10177 3309 7347 11188 12541 6058 14148 9499 4690 5701 616 1595 1728 140 984 3319 404 4503 476 15427
internal_value=0 0.0745355 0.197151 0.10721 0.0839278 0.153056 0.205321 0.0584665 0.232524 0.0808026 0.094632 0.200116 0.184696 0.112287 -0.0241742 -0.020797 0.11927 0.154629 0.159401 0.181189 0.118183 0.204388 0.142489 0.251169 0.293665 -0.0414295 0.256512 0.00372186 0.0619551 0.0490043
internal_count=225652 96389 129263 72057 58424 57875 13633 43099 71388 33552 29815 30473 26180 26233 24332 9547 25336 15325 18833 14143 5850 2211 12045 1868 4293 20363 40915 7822 17770 15903
shrinkage=0.05


Tree=23
num_leaves=31
num_cat=0
split_feature=44 66 66 67 76 69 97 58 43 108 112 61 103 108 11 95 58 45 8 36 18 41 59 9 1 43 30 63 69 49
split_gain=91.7642 24.8803 18.574 14.3382 12.4051 12.0987 9.93674 8.18205 9.20517 7.88826 7.85682 6.83867 9.60161 7.69608 6.70426 7.62654 6.55176 8.1408 8.89045 6.72897 6.45587 6.28276 7.12278 6.85625 6.15651 6.0318 5.84299 6.69595 6.83407 6.78802
threshold=-0.6836899999999998 -1.4600499999999996 0.63314000000000015 -0.62107999999999997 0.34522500000000006 0.76707500000000006 -1.2253499999999999 -0.49639499999999992 -0.24833999999999998 6.8011000000000008 0.38523500000000005 -2.1485499999999997 3.4924500000000003 -2.1384499999999993 11.029500000000001 10.452500000000002 -0.5813799999999999 1.3092500000000002 -0.50873499999999983 -1.45705 -0.68423999999999985 -3.7538999999999993 1.3682500000000004 1.7495500000000004 3.6796000000000002 1.7080500000000003 1.8163500000000001 3.9487000000000001 3.7721500000000003 -1.78535
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 5 -2 21 -4 8 -7 -6 20 13 -13 -3 15 -14 19 18 -18 -10 -9 -1 -23 -24 -11 26 27 -21 -29 -30
right_child=1 11 6 -5 9 7 -8 10 16 24 -12 12 14 -15 -16 -17 17 -19 -20 25 -22 22 23 -25 -26 -27 -28 28 29 -31
leaf_value=-0.0032481246610185665 -0.0039517705690898684 0.0087709380105287869 -0.0010690003727463109 -0.0061642754891507489 -0.0065118773427663701 -0.0040300789536801785 -0.0077897372101290848 -0.0065651177671948724 -0.012572410867529771 -0.003466892882095703 -0.011776566149837259 -0.0079132514843406193 -0.0038975732632718176 -0.0054321622490599263 0.017780882335550228 0.04384836844194881 -0.010663041885325526 0.063526553081554749 0.042378214629962718 0.0046139997640724422 -0.0011611143973997236 -0.00093222519079631675 -0.0080684778584306487 -0.0018133243696466497 0.0081874711811358268 -0.0091925692136178312 -0.01953807632344394 0.041390395977079414 0.043801589203409971 -0.0073003298757495505
leaf_count=12686 36239 271 1906 6188 32052 4228 6853 4644 196 2790 1320 48033 2075 6430 107 23 53 24 34 1034 2209 50449 1903 3135 346 210 58 71 24 61
internal_value=0 -0.120854 -0.0538344 -0.046741 -0.100405 -0.0410449 -0.126365 -0.0847954 -0.0388233 -0.122496 -0.118768 -0.146705 -0.153343 -0.0971423 -0.0469262 -0.067478 0.0601463 0.441269 0.20877 0.0341324 -0.0964325 -0.0320099 -0.0244944 -0.0834368 -0.0436381 0.0722221 0.115378 0.140094 0.454555 0.143047
internal_count=225652 128366 97286 88527 71427 82339 8759 14166 5993 35188 8173 56939 50238 6701 2205 2098 1765 111 87 1654 6853 68173 55487 5038 3136 1458 1248 1190 156 85
shrinkage=0.05


Tree=24
num_leaves=31
num_cat=0
split_feature=92 76 44 27 16 26 111 73 94 53 43 63 5 39 58 11 14 39 24 110 76 83 62 76 23 80 29 21 85 51
split_gain=225.165 70.8765 30.9865 16.558 16.1414 13.5986 13.1043 10.313 9.76676 9.0956 8.99922 10.6285 8.44517 8.76991 9.18041 8.39757 9.95079 8.6291 9.58653 8.51295 8.31659 8.20999 8.19868 8.29665 8.14011 8.13174 8.90344 10.1914 9.27195 8.02156
threshold=-3.8109999999999995 -2.5070499999999996 -0.26296499999999995 1.3568500000000003 -3.2104499999999994 1.81545 0.17450500000000005 1.2103500000000003 3.7949500000000005 -2.1508499999999997 -1.5326499999999996 -0.33368499999999995 -2.5920999999999998 2.7898500000000004 1.0301500000000001 2.2860500000000004 4.0644000000000009 1.2718500000000004 -1.1980499999999996 -1.8767999999999998 5.6323500000000006 3.5819500000000004 -0.27437499999999998 10.523000000000001 1.9658000000000002 -1.0666499999999999 1.6754500000000003 2.3849500000000003 -0.84454499999999988 -2.4169499999999995
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=24 -2 3 9 6 7 29 8 12 -3 15 -12 -6 14 -14 19 17 -17 -19 -11 -21 -18 -15 -24 -1 -5 -27 -28 -29 -4
right_child=1 2 4 25 5 -7 -8 -9 -10 10 11 -13 13 22 -16 16 21 18 -20 20 -22 -23 23 -25 -26 26 27 28 -30 -31
leaf_value=-0.0031153462937894812 0.0019072761586452895 0.00881262379111202 -0.0016144521654908829 0.0071397300074700076 0.0057836222514814047 0.010817580221873476 0.010616843856305961 0.0058153471440423226 0.014488632496674619 0.0029018884835152504 0.0058088574087975017 0.0032669221151118174 0.0076898189249398332 0.0059602825132527362 0.0097881430643253914 0.017836807579946108 0.0007471054509084708 -0.012673756350862618 0.013946746425008616 0.0067366285964803353 0.016260627368303648 0.039809066459464387 0.013975052885659256 -0.0070653011282463141 -0.009731945372321275 0.0095404132028558963 0.013291640348903589 0.0037270425334768142 0.040311735340653292 0.0050738940786587434
leaf_count=12756 17017 5644 2064 8633 7579 14019 1583 10840 1684 3895 26899 17776 43364 1244 19361 1284 613 140 233 14212 618 37 4115 124 1413 4723 803 58 192 2729
internal_value=0 0.138721 0.147337 0.124404 0.165274 0.170118 0.0864304 0.162732 0.169201 0.114298 0.108951 0.0959952 0.166514 0.172148 0.166772 0.136429 0.227989 0.29416 0.0787946 0.125106 0.142714 0.0593009 0.233618 0.267193 -0.075364 0.173961 0.220552 0.353911 0.636588 0.0438847
internal_count=225652 211483 194466 85760 108706 102330 6376 88311 77471 71351 65707 44675 75787 68208 62725 21032 2307 1657 373 18725 14830 650 5483 4239 14169 14409 5776 1053 250 4793
shrinkage=0.05


Tree=25
num_leaves=31
num_cat=0
split_feature=44 65 11 31 64 99 50 76 19 86 59 76 9 13 11 9 44 54 9 46 16 13 25 62 46 63 44 98 111 55
split_gain=523.645 195.833 77.4307 69.4951 63.1578 41.7781 36.4263 33.7643 29.6363 22.3271 21.5915 20.6795 19.1433 17.91 17.366 16.2834 14.6419 12.2339 11.4893 10.6103 12.1705 10.1566 9.90703 9.8706 9.63156 9.55881 10.3711 9.37892 11.0324 9.08679
threshold=-0.72895499999999991 -1.3353499999999998 1.0000000180025095e-35 -0.22282999999999997 -1.2917499999999997 -1.6701999999999997 -2.5805499999999992 -1.5781499999999997 -1.5984999999999998 1.8083500000000001 0.85412500000000013 -1.5782499999999999 0.60337500000000011 -2.6714499999999997 -1.1055499999999998 -1.5986499999999999 0.81384000000000012 -1.6763499999999996 0.77708500000000014 -1.7382499999999996 -0.34812999999999994 2.8723500000000004 -3.6434499999999996 2.1294500000000007 -0.41478499999999996 -1.1396499999999998 -0.29345499999999997 -1.79375 0.3376050000000001 1.0821500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 8 6 13 16 -1 11 15 19 21 23 -10 -3 -9 -2 -4 -15 -7 -5 -21 -8 29 -6 -22 -17 -27 -18 -29 -11
right_child=2 4 5 9 7 18 10 14 12 22 -12 -13 -14 17 -16 25 27 -19 -20 20 24 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.016500523176360891 -0.0094349781288608006 -0.0075011749744755335 -0.014351427746443513 0.0050522016717045965 -0.0048564876376612004 -0.010414420908685921 -0.0022936822456568226 -0.00498555891265359 -0.0054663684617840269 0.0066501346445264941 -0.0090238406573897156 0.00071794450442494353 -0.011343654054307043 -0.0087365661640304449 -0.010500175932504663 -0.016144917159348147 -0.018790253640550179 -0.015608141996040339 -0.014085499975223195 -0.0014698539061181943 0.00051573618197977135 -0.011333812148938156 -0.0080448047971811588 -0.014381467009232816 0.006641454832718917 -0.008307362353229741 -0.013198175822250397 -0.017511648793714557 -0.012838415850656809 -0.0088592317946070403
leaf_count=1698 11184 3082 16136 7246 3121 12390 20006 5641 9321 754 4469 5156 6589 2153 13077 6187 17775 11727 11659 6155 3469 897 2142 987 3347 3600 18821 11110 5368 385
internal_value=0 -0.10289 -0.265261 -0.0334222 -0.183506 -0.301038 -0.0907125 -0.13545 -0.218187 0.0311586 -0.0754191 -0.0545103 -0.157513 -0.264705 -0.176477 -0.24279 -0.328903 -0.290657 -0.243641 0.0512331 0.0232643 -0.0534513 -0.094803 -0.142303 0.0706483 -0.264103 -0.248058 -0.348787 -0.319673 0.028693
internal_count=225652 95512 130140 50568 44944 74438 27070 27982 55702 23498 25372 9264 15910 16962 18718 39792 50389 13880 24049 20217 12971 20903 3281 4108 6816 28608 22421 34253 16478 1139
shrinkage=0.05


Tree=26
num_leaves=31
num_cat=0
split_feature=76 59 44 108 76 76 44 44 63 43 9 100 53 76 39 9 92 59 11 97 43 86 59 9 75 4 85 58 5 2
split_gain=408.255 105.357 80.3286 39.3215 30.6216 27.4914 26.1028 23.2978 21.5712 15.1589 13.6363 12.5698 12.3277 12.2104 12.4629 11.8718 11.1357 11.1041 11.0429 10.4858 12.0024 10.0981 9.99664 9.95238 9.73913 9.20394 9.13032 9.0628 8.99252 8.87211
threshold=-1.5781499999999997 0.020980500000000003 -0.63760499999999987 -2.2491499999999998 -1.5782499999999999 -2.2994999999999997 0.35798500000000005 0.91321500000000011 -1.5986499999999999 1.3530500000000003 0.29575000000000007 0.35528500000000002 -0.68520999999999999 1.1491500000000003 -0.10551499999999998 -0.10392499999999998 -2.5540499999999997 1.77885 -1.6263499999999997 0.089994000000000005 -5.3025499999999992 -1.4189499999999999 1.6278500000000002 -2.2911499999999996 1.4158500000000001 5.1940500000000007 0.68844000000000005 -1.6149499999999997 -1.6171499999999999 -2.2641499999999994
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 6 4 24 5 -1 10 8 -5 12 13 26 18 14 -2 21 -16 23 -10 -15 -21 -9 -11 -7 -3 -17 -12 -4 -13 -8
right_child=1 3 27 7 -6 17 29 15 9 22 11 28 -14 19 16 25 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0012586989532010844 0.0053346450027445544 0.0023466362463256656 0.0021626273629571182 0.012118597101277722 -0.0043894076820413172 -0.0026136133049419266 0.01422341211200113 0.0044177926971726957 -0.0026095592633045379 0.0031081091322467435 0.0041682619800184053 0.0229255768687248 0.010533382897213773 0.0045804736929293812 -0.01090054819636624 0.012922719297802469 0.0018638096880556163 0.018451531559492952 0.0077667234051152336 0.0034943805496970405 0.010761552790435919 0.010766215986785808 0.0087314435169396094 0.0059888029886085697 0.0093420256515038252 0.0069669139968820378 0.013515096356500986 0.0084203804646647198 0.010584470202749783 0.0079830757853755745
leaf_count=17422 9444 4770 1931 14384 14811 1120 1551 1925 722 4879 3902 454 18785 11601 470 35247 10237 381 8616 2128 4813 9733 3493 4312 1754 1725 816 6895 2313 25018
internal_value=0 0.174346 0.00400355 0.20631 -0.0291395 0.00761312 0.127021 0.214108 0.190138 0.169381 0.103748 0.166519 0.187112 0.091503 0.0639202 0.238992 0.0261377 0.103622 0.139501 0.121323 0.170794 0.194465 0.109332 0.0848033 0.085019 0.252904 0.115852 0.141467 0.252187 0.166966
internal_count=225652 178780 46872 106033 38046 23235 72747 99509 50879 36495 46178 7485 28123 38693 20151 48630 10707 5813 9338 18542 6941 11658 8372 5432 6524 36972 4718 8826 2767 26569
shrinkage=0.05


Tree=27
num_leaves=31
num_cat=0
split_feature=44 66 76 97 16 66 15 16 76 59 13 14 28 52 1 108 1 58 41 105 49 49 19 107 8 58 39 98 66 49
split_gain=86.5069 23.6672 17.8314 13.2522 13.2186 11.6961 9.94215 8.2913 8.29059 7.76094 7.34729 6.76216 6.53314 7.49346 6.49305 6.40689 6.50549 6.39042 9.10599 6.54997 6.321 6.24785 6.22426 7.86758 6.73422 7.73652 6.1991 7.86687 9.25219 6.80788
threshold=-0.6836899999999998 -1.4600499999999996 -1.5352499999999998 -1.3329499999999996 -1.4643499999999998 0.63314000000000015 -1.5162499999999997 -1.8369499999999999 0.30584000000000006 1.3248500000000003 -3.0750499999999996 1.3084500000000003 1.89775 -1.3056499999999998 -2.9679499999999996 6.8011000000000008 5.7798000000000007 1.1770500000000002 0.39242500000000008 1.08545 -0.42520999999999992 -0.86370499999999983 -1.2798499999999999 6.7517000000000005 -8.6987999999999985 1.5787500000000001 1.9043500000000002 -0.37505499999999997 -1.2513499999999997 -0.84866499999999989
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 6 17 22 -5 11 -3 -6 14 -8 12 -1 -14 20 -10 -17 18 -4 -19 -9 -15 23 24 25 -2 -16 -28 -29 -30
right_child=1 7 3 5 8 -7 10 9 15 -11 -12 -13 13 21 26 16 -18 19 -20 -21 -22 -23 -24 -25 -26 -27 27 28 29 -31
leaf_value=0.00061602732769053389 -0.013014698175759707 -0.0051791577875405469 -0.0023684373803278089 -0.0037458820419612455 -0.0044760741841953326 -0.0076253362985654136 -0.0067835962506074795 -0.0013470473547897584 -0.006968590280064412 -0.0092890297708037636 -0.0016566721098158167 0.034974382578111481 0.06567179373481434 -0.0088976476180051313 -0.0073611015560142955 -0.0034280932384367323 0.016989841471629755 -0.011826233624981008 0.0019023706074895435 -0.0027825709540211952 0.047665651783460355 0.034859869848426137 -0.006729440511950853 -0.011951343987670088 -0.0017925070941005599 0.0175849784661005 -0.008761289565423519 0.044224646228859917 0.004884224342950415 -0.0053578993902887485
leaf_count=9959 613 11841 11152 34066 24887 6305 2038 48 24465 13795 26222 38 20 49 28243 2245 111 777 4808 1813 29 39 2697 575 15772 62 1153 31 797 1002
internal_value=0 -0.117249 -0.052082 -0.0701204 -0.0972769 -0.0869163 -0.0246481 -0.142535 -0.111195 -0.152828 -0.0404787 0.0192892 0.0166633 0.41555 -0.13843 -0.13141 -0.0492238 -0.0338258 -0.0215828 -0.10972 0.342412 0.210084 -0.0610048 -0.0493552 -0.042738 -0.204149 -0.139616 -0.067842 -0.000511036 -0.016144
internal_count=225652 128366 97286 58921 71427 40371 38365 56939 51708 45098 28260 10105 10067 108 31303 26821 2356 18550 15960 2590 77 88 19719 17022 16447 675 31226 2983 1830 1799
shrinkage=0.05


Tree=28
num_leaves=31
num_cat=0
split_feature=92 76 44 29 80 73 103 2 17 77 26 107 57 8 86 2 20 70 93 28 64 106 10 0 34 17 107 45 110 70
split_gain=209.59 66.0754 28.6877 14.5582 14.934 14.5113 14.8346 11.1639 10.4442 9.68362 13.1774 10.4754 9.48178 13.1523 9.46826 10.3535 9.20025 9.12132 10.3868 8.52333 10.8079 8.77322 8.51339 9.87206 8.42393 11.5997 8.09851 8.57592 9.33777 8.17726
threshold=-3.8109999999999995 -2.5070499999999996 -0.26296499999999995 1.64395 -0.82805499999999987 9.0131500000000013 3.5640500000000004 -2.5725499999999992 4.8255000000000008 1.3353500000000003 1.81545 -8.6999999999999975 -0.063065499999999983 0.44913500000000006 3.3629000000000002 -1.1722499999999998 -2.2267499999999996 -1.3580499999999998 2.3405500000000004 1.89775 0.23065000000000005 1.6174500000000001 1.6085500000000004 0.86705000000000021 -0.67528499999999991 -1.7563499999999996 -15.546499999999998 2.1799500000000003 3.8298500000000004 0.71644500000000011
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 17 16 6 7 -4 -6 10 11 14 19 -14 -9 -16 -5 18 -3 -13 -21 -22 26 -24 -18 -26 29 28 -28 -19
right_child=1 2 5 4 8 -7 -8 9 -10 -11 -12 12 13 -15 15 -17 24 22 -20 20 21 -23 23 -25 25 -27 27 -29 -30 -31
leaf_value=-0.0036596478850385301 0.0018258740887707387 0.0041129795148003813 0.0024568793449620879 -0.015064240960016914 0.012928167649521852 0.014504711348468141 0.0034951422517503494 0.011397026173057573 0.029991240062940606 0.0062977275578404565 0.012174935933606218 0.0078610175012961952 0.010252777775702215 0.0075577359766201072 0.0029266359627907316 0.034914608239160198 0.0057947660928450787 0.0055860636396555877 0.018917427040662377 7.6520641616495169e-05 0.0062946053616547946 0.058298223757157021 0.011045339537186208 0.0051593342235427405 0.034028689905887165 0.010229172809990783 0.0054716953091918149 -0.0028026284234042953 0.010226706658737655 0.020428557687481325
leaf_count=14169 17017 23273 2280 116 1624 2090 4882 2250 267 15248 5737 19572 20682 26211 89 232 4807 472 309 2250 7162 21 4582 3063 140 2226 40783 765 2853 480
internal_value=0 0.133563 0.141853 0.119824 0.180101 0.159063 0.156456 0.16057 0.306998 0.16309 0.169796 0.164368 0.160959 0.174997 0.264542 0.520783 0.147184 0.112547 0.0861714 0.138191 0.0986066 0.128914 0.124225 0.173767 0.15441 0.232696 0.115853 0.112697 0.115653 0.261981
internal_count=225652 211483 194466 85760 9180 108706 106616 101734 1891 99454 84206 78469 75898 46893 2571 321 7289 76580 23582 29005 9433 7183 52998 7645 7173 2366 45353 44401 43636 952
shrinkage=0.05


Tree=29
num_leaves=31
num_cat=0
split_feature=44 51 65 99 13 59 32 32 9 58 92 64 13 71 14 58 86 58 16 64 60 13 64 94 63 6 46 44 54 51
split_gain=500.304 191.537 110.09 72.3973 47.0018 46.2745 37.2699 33.5864 26.2729 24.6885 21.8966 19.2526 14.6867 14.0838 14.0739 13.9147 12.3425 12.1136 11.7829 10.5633 10.0103 9.3314 9.31397 9.17227 9.1317 11.5295 8.91703 8.77202 8.71548 8.51316
threshold=-0.72895499999999991 -2.4169499999999995 -1.6324499999999997 -1.6701999999999997 0.29163500000000003 0.34943000000000007 -0.38591499999999995 -0.068699499999999983 0.70850000000000002 -0.27108499999999996 -3.2936499999999995 -0.70977499999999993 0.18778500000000004 -0.33810499999999993 2.0948500000000005 -1.7607499999999996 1.9532500000000004 -0.76392499999999985 1.7266000000000001 -1.2181499999999998 3.5921500000000006 -3.6612499999999994 -0.62447499999999989 0.54527000000000003 -0.5082549999999999 -3.4308499999999995 1.7191500000000002 1.0313000000000001 -5.7019999999999991 -0.82242499999999985
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 6 4 9 11 15 10 12 27 -1 -4 -5 -13 20 -3 -8 23 21 -10 29 -9 -11 -6 -12 -26 -21 -2 -14 -15
right_child=3 2 5 8 17 -7 16 18 19 22 24 13 28 14 -16 -17 -18 -19 -20 26 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0040260338456794848 -0.0077817713366026518 2.5871869839878708e-05 -0.0075500420425157755 -0.0062478976098322182 -0.015439333264352246 -0.010470620134919039 0.0032166479203794098 0.025709373856983908 -0.015340795466317662 -0.016183615689223104 -0.015691085888733153 -0.0065055022147806332 0.04493571232440146 0.0054846429329964488 -0.0048769180904306483 -0.0044111251809315875 -0.0034296104533636596 -0.016889718526795407 -0.000191314989716879 -0.0091909178151592368 -0.021151413264528018 -0.0091189979276332881 -0.012708894961711487 -0.0099445516644643857 0.0081909374332352677 -0.012186605122707757 -0.013582566010569012 -0.012291272654827613 -0.010499318404616417 -0.00058366136225574154
leaf_count=446 8819 8118 7483 11986 6207 12771 17146 52 6223 7981 11069 4013 20 2734 3567 11512 2107 37650 1543 7452 132 4184 18091 3350 203 4764 5900 4654 11807 3668
internal_value=0 -0.0998397 -0.0597211 -0.259045 -0.287494 -0.128879 -0.000653339 -0.236874 -0.203161 -0.244775 -0.276037 -0.0825949 -0.165995 -0.0468954 -0.0142241 -0.0512668 0.0500069 -0.323954 -0.12818 -0.249178 0.0311882 -0.17352 -0.275314 -0.270194 -0.286625 -0.227017 -0.222477 -0.186598 -0.208109 0.0403422
internal_count=225652 95512 73251 130140 86752 34368 38883 22261 43388 39545 16482 21597 23813 14114 10101 19630 19253 47207 5779 19575 6534 4236 26072 9557 16036 4967 13352 13473 11827 6402
shrinkage=0.05


Tree=30
num_leaves=31
num_cat=0
split_feature=76 59 44 75 76 65 44 44 11 62 9 70 86 15 94 47 102 47 76 45 36 112 16 84 9 9 57 90 34 16
split_gain=378.873 97.5042 74.4717 36.8881 28.7477 25.933 24.3122 22.2351 15.0161 17.4537 13.9382 15.2158 12.6284 10.859 10.5864 12.8359 11.0744 10.5015 9.98573 9.80799 12.2832 10.1943 9.80283 9.61932 9.38864 9.02394 8.70485 8.57292 11.2625 8.56345
threshold=-1.5781499999999997 0.020980500000000003 -0.63760499999999987 -4.4961499999999992 -1.5782499999999999 -1.5159499999999999 0.81384000000000012 0.97322000000000009 -1.6809499999999999 -1.1290499999999997 0.29575000000000007 0.41269000000000006 -3.0361499999999997 0.45587000000000005 1.8995500000000003 -1.0641499999999999 -3.2524499999999996 4.0882500000000013 -2.0996499999999996 0.60052500000000009 -1.0074499999999997 -1.3187499999999999 1.2542500000000001 1.5790000000000002 -0.10392499999999998 -2.2911499999999996 -1.6496499999999996 1.1102500000000004 -1.72515 -3.4180499999999996
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 6 4 -3 5 13 10 8 22 -10 14 27 -9 -1 15 -2 -17 -13 -7 20 23 -21 -5 -11 -14 -20 -4 28 -12 -8
right_child=1 3 26 7 -6 18 29 12 9 19 11 17 24 -15 -16 16 -18 -19 25 21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0026541126654919373 0.0010154075162680197 0.0033717563680336045 0.0018534827300610403 0.001390870287087082 -0.0042630161840682993 0.001512096893357128 0.016018468611374726 0.0053994945401331582 0.011645142658787855 0.0044331226939779067 -0.00572066013215854 0.010812529812251099 0.0096855157482496502 0.0026125993790267425 0.0018934337263194598 0.00085841391883701281 0.0062135540506355683 0.024199208443729373 -0.0015950608511916581 0.009187647055811092 0.011254801295522152 0.0053822240104869513 0.010214534624571933 0.015140076106661427 0.012398229861874494 0.0093075335877309383 0.0080651498755282269 0.002253200774499974 0.010299027591690027 0.0080348168284754898
leaf_count=12418 4260 5317 1852 2532 14811 4048 892 2058 16102 3379 318 2372 10516 3304 7872 2763 28117 443 608 8524 11452 9475 1186 633 34859 2857 6974 2541 2663 20506
internal_value=0 0.167677 0.00368091 0.198311 -0.0283191 0.00725106 0.122222 0.20505 0.182641 0.189929 0.103123 0.163064 0.229992 -0.0308143 0.0913864 0.103326 0.11474 0.258433 0.085234 0.169111 0.198534 0.143748 0.0843199 0.122528 0.23549 0.148601 0.135646 0.113884 0.172083 0.167376
internal_count=225652 178780 46872 106033 38046 23235 72747 100716 53283 49565 51349 8337 47433 15722 43012 35140 30880 2815 7513 33463 15464 17999 3718 4012 45375 3465 8826 5522 2981 21398
shrinkage=0.05


Tree=31
num_leaves=31
num_cat=0
split_feature=44 66 66 67 98 6 52 12 2 11 20 71 87 61 108 108 39 99 44 41 90 15 32 60 57 42 94 33 52 111
split_gain=81.5553 22.4834 16.8364 13.3963 11.7864 9.93533 9.88697 8.91 8.19906 7.75437 7.6268 7.45583 7.19764 7.2153 7.68098 6.97889 7.24942 6.9927 6.59172 8.8471 7.31478 7.27731 9.79447 7.58127 8.34097 7.36627 7.13593 10.3512 10.026 8.9435
threshold=-0.6836899999999998 -1.4600499999999996 0.63314000000000015 -0.62107999999999997 -1.2501499999999999 1.1259500000000002 3.0404500000000003 -11.421999999999999 -2.4252499999999997 -1.5558499999999997 -1.2436499999999999 2.1698500000000007 3.7306000000000004 -2.1485499999999997 -2.1384499999999993 -0.79326499999999989 1.1371500000000003 -0.90847999999999984 -1.38045 0.41079500000000008 -0.35996499999999992 -1.3893499999999996 -1.0674499999999998 -0.83810999999999991 -0.50113999999999992 2.1214500000000007 0.68806000000000012 2.0776500000000007 -0.78773999999999988 1.1047500000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 6 10 8 18 -7 -2 11 15 -10 13 14 -3 -4 17 -17 19 20 -1 25 -23 24 26 -20 -24 -28 29 -29
right_child=1 12 4 -5 -6 7 -8 -9 9 -11 -12 -13 -14 -15 -16 16 -18 -19 21 -21 -22 22 23 -25 -26 -27 27 28 -30 -31
leaf_value=0.00024606667505784401 -0.00043835771991484579 0.0093862180578876114 -0.0052069539913007492 -0.0058927450144343457 -0.0069901712348424266 -0.012750970640779336 -0.0047046529229760395 -0.0027571432409341737 0.00072246530692954237 -0.0057404388766543069 -0.0020829982831951396 -0.016417040786793541 -0.0013232725514653336 -0.0074278282686819578 -0.0050770780950305273 -0.0041175016860518724 0.044047909499500493 0.038670702945519456 -0.0011778624242455105 0.001661706509413347 -0.0051667462044313744 -0.01012563881565667 -0.0046414486885290162 -0.0014567908352419627 -0.0061232346767627985 0.0045519372735397679 -0.0016728272561101862 -0.0039063149997110953 -4.0195392422439362e-05 0.027234935902711324
leaf_count=3561 2256 261 83 6188 7907 632 7754 18313 2029 48008 585 189 1527 48854 6297 75 70 39 17037 8503 3200 1149 4677 23197 6289 1652 4601 83 388 248
internal_value=0 -0.113737 -0.0503719 -0.0436212 -0.119715 -0.0942453 -0.0381152 -0.0617969 -0.10598 -0.110381 0.0641724 -0.0148426 -0.138453 -0.141577 -0.0899347 0.293509 0.47039 0.213276 -0.0323266 -0.0019165 -0.0463289 -0.0401653 -0.0525394 -0.0481948 -0.0754237 -0.0134155 -0.0459458 -0.00478514 0.178562 0.388478
internal_count=225652 128366 97286 88527 8759 71427 82339 18945 52482 50226 852 2218 56939 55412 6558 267 184 114 74585 15264 6761 59321 40632 39483 16286 18689 9997 5320 719 331
shrinkage=0.05


Tree=32
num_leaves=31
num_cat=0
split_feature=77 44 57 73 108 73 58 20 12 26 71 34 84 48 72 45 94 111 32 84 11 4 84 2 1 103 84 23 60 16
split_gain=175.599 56.4469 29.3255 17.0233 16.6296 14.3121 14.1525 17.1059 12.8589 11.3093 13.6916 11.7396 11.1982 11.1608 10.682 10.6227 10.269 8.15959 8.15493 7.91181 7.89557 8.00099 7.68713 7.60213 7.59609 7.56151 7.51919 11.696 8.49555 9.51981
threshold=-101.50499999999998 -0.73889499999999997 -1.1572499999999997 9.0131500000000013 -2.4495499999999999 1.2103500000000003 0.99938500000000008 -2.2819499999999997 1.1603500000000004 1.8762500000000004 2.1242500000000004 7.5000500000000008 0.28082000000000007 4.2230000000000008 5.5493500000000013 2.0945500000000004 1.5390500000000003 0.12771500000000002 4.3702500000000013 -1.88235 -1.2244499999999998 7.1609500000000006 -1.8629499999999999 0.066860500000000017 1.0754500000000002 -2.7672499999999993 -0.45028999999999991 0.60464000000000018 3.5794500000000005 -2.6901499999999996
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 12 5 16 6 13 -8 -9 -7 11 26 20 18 -14 23 17 19 -3 -1 -2 -22 -10 -13 -16 -21 27 28 29 -11
right_child=1 3 -4 -5 -6 9 7 8 22 10 -12 15 14 -15 24 -17 -18 -19 -20 25 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0052726697758846679 0.00021606954972248026 0.0067973432203862344 0.0059788951505148017 0.013948205890094399 0.011151505314018218 0.0043524906504460881 -0.011897300117050714 0.010584681037204067 -0.0012945883196138087 0.055097145359793848 -0.00010574655512373124 -0.0048172064705578619 0.0045883563614302061 0.0092548545906783013 0.0095874866996729542 0.033760734258485157 0.027577948800840902 -0.0050843038033566469 0.0024545046285751443 -0.0055400546539435538 0.0029458197061390154 0.016341623582448658 0.0078620955416700417 0.024374171670883606 0.039691173999094914 0.003562583646592306 0.0067714117157410868 0.0072221661544457152 0.0017613863405637452 0.020675946533079772
leaf_count=1897 10723 53049 48196 2465 519 16421 249 18730 610 56 1173 116 10471 11982 125 227 67 8941 2906 807 10311 298 15659 110 93 2563 5042 1085 137 624
internal_value=0 0.128296 0.0946068 0.148672 -0.0571074 0.146122 0.15441 0.180314 0.183263 0.111759 0.158629 0.183897 0.0567124 0.140916 0.0991717 0.432058 -0.0680059 -0.0711672 0.131428 -0.0199114 0.0352874 0.066452 0.150418 0.18789 0.448611 0.0275992 0.167657 0.252988 0.396743 0.469616
internal_count=225652 210858 80217 130641 14794 128176 103185 35248 34999 24991 8570 7397 32021 67937 10689 453 14275 14208 55955 5267 21332 10609 16269 226 218 3370 6944 1902 817 680
shrinkage=0.05


Tree=33
num_leaves=31
num_cat=0
split_feature=46 58 65 99 51 32 65 76 11 63 18 15 31 11 64 58 55 86 95 11 55 11 68 13 37 76 58 56 32 14
split_gain=403.693 231.547 92.2736 63.3912 52.7616 37.8164 36.78 34.5785 34.2269 23.5476 21.0256 20.7791 20.3785 19.8819 15.9412 13.3928 12.4231 12.3809 11.7231 11.5007 11.0288 10.827 10.8144 10.6639 9.77498 9.60955 9.49187 9.25527 9.11973 9.11075
threshold=0.10202000000000001 -0.27108499999999996 -1.3353499999999998 -1.6701999999999997 -2.4169499999999995 -0.068699499999999983 -1.83205 -1.5781499999999997 0.091926000000000022 -1.39455 -1.84215 0.68461000000000005 -0.39388499999999999 -0.021445499999999996 -1.0878499999999998 0.12089000000000001 -1.7417499999999999 -0.43803999999999993 -0.97052499999999997 3.4745000000000004 -0.21007999999999996 1.7614500000000002 -0.81198499999999985 -0.25801499999999994 2.4452000000000003 -0.49976999999999999 -0.9556199999999998 -0.85411499999999985 0.79075000000000017 0.14663500000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 8 14 10 29 16 15 -8 25 20 -9 -5 -3 -2 22 -13 -15 -12 -7 27 24 -14 -4 -1 -10 -11 -18 -6
right_child=3 4 7 13 6 11 9 12 26 21 19 17 23 18 -16 -17 28 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0058761890539878424 -0.01014020858779874 -0.015513329819827608 0.011623869363485844 -0.0077686522285921981 -0.0019894123765721349 0.0066034124091903833 -0.012241198042380252 -0.011182774294880843 -0.013503374954245768 -0.0033199211661344777 -0.0011357400028548712 0.0023499263020199195 -0.0036795900668446153 -0.014876219147862508 -0.010852012423015369 -0.013891556478163428 -0.0065209580197668621 -0.004797211645138663 -0.010458919823618004 -0.012450595873166673 0.0014631942907363854 -0.011523363898654881 -0.0021989088148219103 -0.0096881406902446423 -0.01274399013694996 -0.015878251187485915 -0.016913120306526946 -0.0080980307291387121 0.00014522355124440509 -0.010717619343934771
leaf_count=2147 10889 11777 976 13880 6705 6911 12588 9804 7213 4844 16720 3240 6095 6559 9552 18270 3943 3303 12663 651 4614 3348 1320 3135 125 976 33484 6828 2160 932
internal_value=0 -0.121286 -0.0556365 -0.264351 -0.201029 -0.00441227 -0.161588 -0.129893 -0.293718 -0.190642 -0.0529603 0.0498481 -0.170041 -0.203711 -0.268011 -0.249534 -0.0429216 -0.0243671 -0.239125 -0.0308949 0.0911495 -0.146092 0.0567356 -0.113942 0.17691 -0.178724 -0.326018 -0.122123 -0.0827784 -0.0608804
internal_count=225652 122694 66120 102958 56574 38562 35245 27558 69856 27608 20494 18068 19034 33102 21329 29159 8524 6543 19222 17371 11525 15020 2421 9230 1101 3123 40697 11672 6103 7637
shrinkage=0.05


Tree=34
num_leaves=31
num_cat=0
split_feature=76 59 46 108 76 76 51 11 9 59 108 40 86 45 86 102 15 46 7 62 20 100 76 70 10 47 6 26 13 45
split_gain=352.578 89.9255 60.1619 34.8085 33.7133 30.3291 25.446 20.3179 14.2813 11.6146 11.5675 11.2427 10.6584 10.4194 10.3012 10.5289 10.0809 9.86018 12.909 11.2325 10.0952 12.5634 9.69923 9.58766 9.54387 9.8934 9.44424 10.04 9.3534 8.82289
threshold=-1.5781499999999997 0.020980500000000003 0.10202000000000001 -2.2491499999999998 -1.5782499999999999 -2.5070499999999996 -2.0647499999999996 0.95130500000000018 0.33314000000000005 -0.67445499999999992 3.0970500000000007 -1.8892499999999999 -1.3419999999999999 0.31908500000000006 -0.59967499999999985 -1.3655499999999996 0.59476000000000007 0.86789500000000019 -1.2076499999999999 -1.4156499999999996 2.9051500000000003 6.4324500000000002 2.6662500000000002 1.2940500000000001 1.6085500000000004 -0.91741999999999979 4.5272500000000013 0.59464000000000017 2.9360500000000003 -13.021499999999998
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 6 4 -3 5 16 8 10 13 -7 12 22 -5 -2 -9 -16 -1 19 20 -14 21 -19 -8 -22 25 -12 27 -17 29 -13
right_child=1 3 -4 7 -6 9 11 14 -10 -11 24 28 17 -15 15 26 -18 18 -20 -21 23 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.002332498100241514 0.0081277445512732884 0.0038462937147959522 0.0075034755421099861 0.0071848970432821487 -0.0041533814747834663 0.00061626837968982418 -0.00095183161193190086 0.0095249389633885045 0.012933982763645231 0.0065907027094033862 0.0007049135589132302 0.0008421879302529195 0.012268334940042612 0.0041719181423592469 0.0075404882703256019 0.014651104014633064 0.002724624096881313 0.015621434229248977 0.010021071296359632 0.0075964527342785859 -0.0012569972872455461 0.036892373578565084 0.0059986962712048489 0.013887910150720327 0.01073316438577028 0.0071071093279121561 0.025748144886352721 0.011289907670139716 0.009406915981703649 0.0052428894080117265
leaf_count=13486 17790 6524 6146 10798 14812 3335 3819 15487 3085 5837 2463 3233 4259 5621 2899 8310 3256 3760 13149 13727 427 182 1969 680 2205 4034 336 16793 3140 34090
internal_value=0 0.161343 0.00324125 0.190658 -0.0199856 0.015102 0.117755 0.197931 0.157194 0.0890532 0.177753 0.094955 0.187597 0.143619 0.223391 0.241301 -0.0268009 0.200636 0.226559 0.174141 0.294621 0.332121 0.0285157 0.16092 0.124493 0.0937413 0.251578 0.248052 0.104392 0.0972787
internal_count=225652 178780 46872 106033 40726 25914 72747 99509 26496 9172 55684 46251 46982 23411 43825 28338 16742 36184 18198 17986 5049 3942 5788 1107 8702 6497 25439 25103 40463 37323
shrinkage=0.05


Tree=35
num_leaves=31
num_cat=0
split_feature=44 66 66 67 16 98 69 16 108 109 58 43 87 11 58 106 75 100 20 81 9 8 63 94 69 55 28 108 39 103
split_gain=76.8448 21.3939 15.8719 12.6272 12.5255 11.2739 10.855 7.85606 7.7266 9.06313 7.65475 8.22122 7.44506 7.40814 7.27537 8.87606 7.24254 7.20618 7.19606 6.84401 6.77812 7.06173 6.71488 7.57405 7.35672 6.64433 6.57924 6.52931 6.63099 10.4315
threshold=-0.6836899999999998 -1.4600499999999996 0.63314000000000015 -0.62107999999999997 -0.97019999999999984 -1.2501499999999999 0.76707500000000006 -1.8369499999999999 1.8164500000000003 -1.5652499999999996 -0.47079999999999994 -0.24833999999999998 -0.28538999999999998 -1.5558499999999997 0.27669000000000005 1.4469500000000004 0.83833500000000016 -1.5874499999999998 -1.2436499999999999 13.075500000000002 0.96700500000000011 0.78266500000000006 5.8439500000000004 1.3481500000000002 4.1498000000000008 -2.7426499999999998 -1.3276499999999998 -0.79326499999999989 1.1371500000000003 1.2008500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 6 -2 18 -1 -3 -9 -10 11 -8 -12 25 -15 -16 -17 -14 27 -19 21 22 -13 24 -24 -6 -21 -4 -29 -30
right_child=1 7 5 -5 13 -7 10 8 9 -11 12 20 17 14 15 16 -18 19 -20 26 -22 -23 23 -25 -26 -27 -28 28 29 -31
leaf_value=-0.0014128132841971317 -0.00306105175836077 -0.0048209131437013083 -0.0050421713279773647 -0.0057194226074302364 0.016744369950477313 -0.0067965880996864216 -0.0036955664340615028 -0.0079300807431943472 -0.0024935827651709364 -0.0071064978086716581 -0.0079725252097328121 0.0022548656650341697 -0.012384115443744195 -0.0042774403744940672 -0.0074614756639359561 0.021892338161774414 -0.0044416899998695695 -0.0023989415587742759 -0.0019819198443337144 -0.012544015879123949 0.044727503274160155 -0.01354141973270038 0.055144555410626996 -0.0043280217392768694 0.0112148107893228 -0.0018582654103278609 0.026802844691043451 0.01040436337520423 0.070185989361014431 0.0077006844450146746
leaf_count=68173 24725 11841 83 6188 140 7907 4244 31930 4485 8683 4268 1441 485 17419 18689 71 8339 3233 585 40 25 170 50 55 50 2044 105 114 38 32
internal_value=0 -0.110308 -0.048714 -0.0421623 -0.0912697 -0.116193 -0.0368197 -0.134485 -0.144564 -0.110564 -0.0784213 -0.034136 -0.111653 -0.1073 -0.111946 -0.129002 -0.0842976 -0.0592345 0.0635665 -0.0322527 0.0585575 0.0464478 0.0801724 0.401082 0.665325 -0.0132534 0.31879 0.28536 0.45471 0.842137
internal_count=225652 128366 97286 88527 71427 8759 82339 56939 45098 13168 14166 6035 8131 46702 44518 27099 8410 3863 852 3378 1791 1766 1596 155 100 2184 145 267 184 70
shrinkage=0.05


Tree=36
num_leaves=31
num_cat=0
split_feature=77 76 57 16 48 108 91 76 29 32 48 94 26 58 107 84 36 59 1 17 10 74 58 96 16 44 84 22 47 39
split_gain=163.099 59.4678 25.3421 20.9779 20.2839 15.6163 14.354 13.9473 12.4477 11.6146 11.5725 9.64351 9.28299 10.4029 16.2716 9.74654 10.4555 9.81723 9.00505 8.89836 8.38818 10.4562 9.19799 8.32026 8.04112 7.98542 7.94592 7.9034 9.21448 8.30352
threshold=-101.50499999999998 -2.5070499999999996 -0.39875499999999992 -3.2104499999999994 5.0135500000000013 -2.4495499999999999 -0.81156999999999979 6.8696500000000009 1.6598500000000003 0.64964500000000014 -0.82688999999999979 1.5390500000000003 -1.2388499999999996 1.0739500000000002 1.2094500000000001 1.0894000000000001 -1.8528499999999999 0.93158000000000019 0.32335000000000008 -3.1755999999999998 -0.23310499999999998 6.0651500000000009 16.949500000000004 -1.7922499999999999 3.2395000000000005 8.7650000000000023 -0.9921049999999999 2.5589500000000007 -1.2141499999999998 -2.0193499999999998
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 4 -4 9 11 -5 8 12 10 -3 -1 25 26 15 -15 17 -17 20 -12 21 -10 27 24 -20 -8 -14 29 -29 -22
right_child=1 2 3 6 -6 -7 7 -9 18 -11 19 -13 13 14 -16 16 -18 -19 23 -21 22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0034487259764094482 0.0015790541560537262 0.0043760181610582038 0.0030331396512226377 0.009613208498006726 0.0089279190910303424 0.010768221442515075 0.0098388830659282434 0.011788857921047672 0.0024347416376156073 0.0033148800235228287 0.018377508014799645 0.026536960162763676 0.0071820473395591182 0.0076425013956372863 0.0056037236775829617 0.0032423018408737564 0.011058361944739749 0.040631048836888763 0.0073937632542477386 0.0069635083511437436 0.015112375608371724 0.0093361741793955341 0.061533074361977684 0.013452570153144229 0.02449276532446058 -0.011995044798969449 0.0045387605014131751 -0.0024107681375188806 0.016703077843928087 0.0066862693568509064
leaf_count=14208 16987 19930 7280 16995 8486 519 6025 3888 3567 22123 447 67 10015 10943 19261 64 5285 145 3650 14955 850 2260 21 3806 182 108 26431 183 1258 5713
internal_value=0 0.123566 0.131397 0.144457 0.105891 -0.0552684 0.149433 0.142377 0.138715 0.0950557 0.11307 -0.0658842 0.129348 0.124288 0.143603 0.180326 0.234967 0.58377 0.172584 0.145929 0.148399 0.102526 0.181787 0.216387 0.164139 0.189029 0.105279 0.17902 0.285635 0.155571
internal_count=225652 210858 193871 127930 65941 14794 120650 103655 99767 57455 35332 14275 78277 72144 35698 16437 5494 209 21490 15402 13852 5827 8025 7638 3832 6133 36446 8004 1441 6563
shrinkage=0.05


Tree=37
num_leaves=31
num_cat=0
split_feature=11 59 76 70 98 51 78 112 76 76 76 76 59 46 69 64 22 26 31 11 18 76 51 102 15 110 63 46 54 41
split_gain=388.293 153.863 121.511 61.5246 54.7308 52.4307 52.3436 26.3214 26.1514 22.0438 21.1574 19.0524 17.6452 16.7922 16.6672 16.5421 14.1776 13.8825 12.3314 11.3581 10.0677 9.55275 8.96458 8.96287 9.17938 8.76084 8.71765 11.4938 8.51552 8.47829
threshold=-0.53116499999999989 -0.50798499999999991 -1.5781499999999997 -2.8520999999999996 -1.7008499999999998 -2.4169499999999995 1.4959500000000003 0.81061000000000016 -1.5352499999999998 -2.6357499999999994 -1.5781499999999997 -1.5782499999999999 1.2369500000000004 -0.18889999999999998 -0.59038999999999986 -1.1552499999999999 -1.1034499999999998 1.2019500000000003 0.27588000000000007 0.34869500000000003 -1.77565 4.5065000000000008 -0.19946999999999998 2.7379500000000001 -1.5162499999999997 -0.083454999999999988 -1.4500499999999998 1.1029500000000001 4.5710000000000006 -6.2638999999999987
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 6 5 17 19 -2 8 14 23 29 12 -11 -5 18 26 20 28 21 -8 -4 -12 -3 25 24 -1 -15 -6 -28 -10 -7
right_child=2 3 4 10 7 9 13 -9 16 11 15 -13 -14 22 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.006468969502884005 -0.013442210424162446 -0.001122442608503588 -0.013663276482941406 -0.0038617150171078129 -0.01371641932796654 0.016397924134407153 -0.00089830239166486441 -0.0091298819131772416 -0.0032561327025041817 -0.0089522742420896431 -0.017207160808024501 -0.0015407237573224434 -0.014721660787185127 -0.00083427701401334086 -0.014125272803254109 -0.0095758189601838073 -0.0085802689443874661 -0.010565670830454952 0.0026809538594035898 -0.016948226893272422 -0.01188865482809816 -0.02276977371582985 0.0018801073119016369 -0.0092429840622869752 0.0022189873152568154 -0.012422259043484093 -0.0078306277391696159 -0.012208106745581648 0.045676591165686849 0.0012747564822109623
leaf_count=1022 4775 8191 11094 5433 6907 267 12313 18647 4445 4854 3900 4757 1329 688 31264 18896 10880 1370 13517 25222 7784 147 786 717 4393 1419 8160 9237 25 3213
internal_value=0 -0.101476 -0.242416 -0.171319 -0.263976 -0.115233 -0.0384908 -0.237575 -0.101236 -0.0620947 -0.20313 -0.103746 -0.118745 0.00686991 -0.256308 -0.222372 -0.138731 -0.0547061 0.0197642 -0.318689 -0.272896 -0.0297682 -0.115134 -0.0108543 0.0119103 -0.17266 -0.222933 -0.202699 -0.0596596 0.0488036
internal_count=225652 97255 128397 47050 110531 17866 50205 74215 21482 13091 37342 9611 6762 28723 55568 30580 15350 9708 25830 36316 11684 8338 2893 6132 5415 2107 24304 17397 4470 3480
shrinkage=0.05


Tree=38
num_leaves=31
num_cat=0
split_feature=76 9 44 92 44 76 65 51 35 42 15 104 16 58 76 97 63 112 35 50 58 99 11 2 39 12 109 77 35 69
split_gain=327.752 74.4217 64.3884 47.5806 31.0062 25.7241 22.9479 20.2823 23.4412 12.2313 9.84266 9.65735 9.60401 9.36699 11.1187 9.95531 10.051 10.5362 9.31609 9.2314 9.15509 9.07972 8.99892 9.0205 8.8337 8.79083 8.45691 8.90414 8.14698 7.89564
threshold=-1.5781499999999997 -0.021168499999999996 -0.63760499999999987 -2.0588499999999996 0.86998000000000009 -1.5782499999999999 -1.5159499999999999 -2.4169499999999995 -1.5359499999999999 0.35101500000000002 0.45587000000000005 -0.30218499999999993 3.8013500000000007 -1.3625499999999999 1.7351500000000002 0.089994000000000005 -0.52512999999999987 -0.46808499999999992 1.2287500000000002 3.3163500000000004 0.70868500000000012 -0.72234999999999994 -1.9667499999999998 -1.6176499999999996 4.4379000000000017 0.78538500000000011 6.5516500000000013 4.3379000000000012 -1.6903499999999998 6.3579000000000017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 5 11 13 6 10 9 -9 18 -1 -3 22 14 -2 -16 17 -17 -5 21 25 -8 23 -10 28 -11 27 -22 -6 -29
right_child=1 3 -4 7 24 -7 19 8 12 20 -12 -13 -14 -15 15 16 -18 -19 -20 -21 26 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.0025295188492693967 0.0022075290439893748 0.0027738372271367173 0.0062477548585600532 0.01347162546561865 0.0088085428145525217 -0.0040517636252803369 0.0010629055084273771 0.0054466035116209795 0.019344614433092443 0.0088328939268832989 0.0024812280615258441 0.0094450349778323027 0.018496332261173559 0.0059517110699116417 0.0037783333673405855 -0.0045854117257016136 0.0059243442453031404 0.016388698317849722 0.0039887519842341634 0.010835612286327817 0.010575830862843747 0.008082443418452474 0.0095471643779311555 -0.012418728105651323 0.017118998900884731 -0.0011737112438363123 0.001972728989032745 0.029476063957607143 0.0060193473283281541 0.0029257585790384154
leaf_count=12418 14618 8186 8826 12604 17964 14811 4832 11209 77 1659 3304 1657 743 22190 8781 175 3423 1275 679 1084 26555 1597 33723 225 654 827 704 280 10479 93
internal_value=0 0.155261 0.0029128 0.184061 0.11872 -0.0269883 0.00659554 0.19543 0.172176 0.219854 -0.0293184 0.0782253 0.192437 0.0945592 0.0750754 0.10795 0.165941 0.277443 0.25973 0.079697 0.202243 0.0562995 0.188531 -0.0866636 0.159891 0.110007 0.210458 0.214916 0.155692 0.457159
internal_count=225652 178780 46872 99221 79559 38046 23235 89378 45977 43401 15722 9843 34768 50462 28272 13654 4873 1450 13283 7513 30118 6429 34025 302 29097 2486 27632 26928 28443 373
shrinkage=0.05


Tree=39
num_leaves=31
num_cat=0
split_feature=44 104 58 41 16 85 8 59 56 60 42 0 102 27 8 5 16 72 73 52 8 84 20 11 15 86 81 52 57 76
split_gain=72.3379 20.5491 14.8581 14.0205 12.919 12.4592 9.06555 8.62698 8.06373 8.79257 7.96951 7.92125 8.87028 7.64587 7.55993 10.3946 7.4995 7.266 7.95219 7.25368 7.10839 6.72329 7.56973 8.11598 7.53266 6.1908 6.93578 7.5846 6.18766 6.78283
threshold=-0.6836899999999998 -1.6822999999999997 0.21908000000000002 0.35485500000000009 -2.7613999999999996 -1.2325499999999996 -0.26283999999999991 1.3682500000000004 -0.95446999999999982 3.7095500000000006 -15.633499999999998 8.5684500000000003 3.2898500000000004 -1.45305 -20.956999999999997 -0.40141999999999994 -1.4643499999999998 0.15273500000000004 1.5385500000000001 -1.9998499999999997 8.6909500000000026 7.2762500000000001 1.1253500000000003 -1.7927499999999996 4.7546000000000008 -0.45848999999999995 -0.31533999999999995 -0.72433999999999987 -0.42473 4.0213500000000009
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 16 3 11 20 10 -7 -6 -5 13 -4 28 -13 -10 15 -9 -2 -8 -19 -20 -3 22 -15 -24 -23 26 -21 -28 29 -1
right_child=1 4 5 8 7 6 17 14 9 -11 -12 12 -14 21 -16 -17 -18 18 19 25 -22 24 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0017388146817797297 -0.0022011765822777213 -0.0025420214183939482 0.041869329879146787 -0.001375827275505689 -0.0059001670712408435 -0.010392399559314196 -0.003591612815698802 0.062204068204282106 -0.0017247853731715949 0.029733447702866584 -0.0013933582160535782 -0.011845714222441331 0.038127792074754356 0.0041830444240320694 -0.007955529432380995 -0.018623742852788807 -0.0045884791045886905 -0.009113559484870323 0.035485578044933248 0.0023802242495527181 -0.02391705223563801 0.012070853014484529 0.010738433450762514 -0.0052962792036665325 0.061016066107456836 -0.008128598208256857 0.0015475770168444146 0.071903146132864512 -0.0049172893142932104 -0.0073402604458235573
leaf_count=34462 12492 7413 29 12793 54436 1871 16637 25 3294 75 9127 832 25 5030 21318 20 32553 3500 38 257 109 166 257 1222 24 418 20 22 5635 1552
internal_value=0 -0.106955 -0.0471134 -0.0329442 -0.122521 -0.0763733 -0.0971674 -0.129106 -0.00020351 0.0345962 -0.0251295 -0.0506795 -0.207831 0.030388 -0.15766 0.526567 -0.0784385 -0.0873197 -0.148744 0.00547345 -0.0570087 0.0622125 0.0533008 -0.050008 0.365895 -0.0320285 0.149832 0.77247 -0.0474611 -0.0395379
internal_count=225652 128366 97286 65367 83321 31919 22763 75799 22861 10068 9156 42506 857 9993 21363 45 45045 20892 4255 755 7522 6699 6509 1479 190 717 299 42 41649 36014
shrinkage=0.05


Tree=40
num_leaves=31
num_cat=0
split_feature=92 76 44 27 16 111 26 108 73 88 2 43 11 39 14 49 110 45 71 20 86 57 45 107 85 74 11 81 55 51
split_gain=168.731 54.6724 23.4662 13.887 12.9927 11.8534 11.3388 9.53583 10.5555 8.24894 8.23145 8.0111 8.78062 9.2496 8.64466 8.10664 7.93135 7.8059 9.09338 7.79763 8.35489 7.67568 10.288 9.53976 10.542 7.71465 7.63083 7.53668 7.52983 7.48967
threshold=-3.8109999999999995 -2.5070499999999996 -0.26296499999999995 1.3568500000000003 -3.2104499999999994 0.17450500000000005 1.81545 -2.4769499999999995 1.2103500000000003 2.2778500000000004 -2.5725499999999992 -1.5326499999999996 2.2860500000000004 1.2718500000000004 4.0644000000000009 -1.4361499999999998 -1.8767999999999998 -21.483499999999996 -1.6953499999999997 -2.2267499999999996 4.5855500000000005 -0.063065499999999983 -6.5701999999999989 -8.6999999999999975 7.9556000000000013 -2.6415499999999996 -1.3447499999999997 22.912500000000005 2.2483500000000007 -2.4169499999999995
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=28 -2 3 11 5 29 7 -6 10 -10 -9 12 16 14 -14 -16 17 18 -3 20 -12 23 -23 24 -21 -24 -11 -7 -1 -4
right_child=1 2 4 -5 6 27 -8 8 9 26 19 -13 13 -15 15 -17 -18 -19 -20 21 -22 22 25 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0027121633560666606 0.001563155460038719 0.046679426875760932 -0.0020834973209666922 0.0075979166666265184 0.013523635409839136 0.010456127560746577 0.0094155340691074816 0.00090305077577536189 0.003602163332255018 -0.0088105551059322173 -0.0041195974262268368 0.0042949351243363387 0.016635715874916076 0.0020921024730567238 0.027889247937666374 0.00068124970966368121 0.0063616611245206067 0.0016439713315437175 0.0088442914506218825 0.0092697135684665713 0.045810170433833605 0.034069692624878613 0.012433881023984726 0.0060132743269281884 0.025337442148640778 0.0077489943200030973 0.011771583294845841 -0.022883183666791328 -0.0091606708295978636 0.0043442345040349238
leaf_count=12777 17017 48 2064 14409 1382 1539 14019 1306 8966 125 528 47888 1369 626 82 464 16515 4119 240 1930 22 95 2324 28098 294 41892 1349 44 1392 2729
internal_value=0 0.119347 0.126815 0.106988 0.142263 0.071963 0.146555 0.139864 0.137777 0.0902243 0.144224 0.0977844 0.121984 0.210426 0.265284 0.0953937 0.111162 0.0507845 0.304498 0.146376 -0.0423041 0.147762 0.161051 0.128244 0.227998 0.159928 0.200598 0.190621 -0.0667308 0.0316455
internal_count=225652 211483 194466 85760 108706 6376 102330 88311 86929 10440 76489 71351 23463 2541 1915 546 20922 4407 288 75183 550 74633 44311 30322 2224 44216 1474 1583 14169 4793
shrinkage=0.05


Tree=41
num_leaves=31
num_cat=0
split_feature=51 65 46 76 11 9 31 64 11 74 76 60 11 76 58 46 98 55 112 55 74 29 16 58 96 94 55 16 46 46
split_gain=373.271 224.466 74.6779 71.5952 62.0921 51.9973 35.3904 25.4564 25.3742 24.2295 21.842 20.4327 17.9905 17.4701 14.358 13.8912 13.5028 13.0613 12.4419 11.2322 11.1983 12.1831 12.1344 10.8468 10.7546 10.5225 9.73478 9.69904 9.67138 9.65638
threshold=-2.4169499999999995 -1.6324499999999997 -0.22584999999999997 -1.5781499999999997 -0.29903499999999994 0.12211500000000002 -0.22282999999999997 -0.70977499999999993 -0.70558499999999991 -15.417499999999999 -1.5782499999999999 -0.54423499999999991 0.95130500000000018 -2.6357499999999994 -1.7607499999999996 -1.1472499999999999 -1.7409499999999998 0.042815000000000006 0.26281500000000008 -0.18966499999999997 1.6105500000000001 1.8761500000000002 -0.19111499999999998 -1.7607499999999996 3.0253500000000004 1.2493500000000004 -1.9670499999999997 -2.0186499999999996 1.5986500000000003 0.59169000000000016
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 6 10 7 8 14 9 -5 -1 13 15 27 -3 -2 -9 28 -14 -18 -8 23 22 -22 -17 -4 -24 -12 -7 -6 -10
right_child=1 3 24 5 16 12 19 11 29 -11 26 -13 17 -15 -16 20 18 -19 -20 -21 21 -23 25 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0036120401134201183 0.00018532200438607622 0.00092640801178542516 -0.012216482543912112 -0.0040518800008907492 -0.014672851325983425 -0.013544203442317597 0.0038609560098918105 0.0023391510767430462 -0.0071078159486982753 -0.014673385254643907 0.0049900808480133341 -0.010574346502452842 -0.011598144984830779 -0.0079659268054187299 -0.0043461346677434671 -0.0021575432553304157 -0.014779061861444646 -0.016301106439752813 -0.01101981066313195 -0.00012076174286605817 -0.0016880913033362262 -0.012929869160057551 0.044107760385275981 -0.010052021015978813 -0.00190061782735017 0.009056113055181966 -0.0019419439096652899 -0.0092924598645933842 -0.017825414041793369 -0.01086868757879827
leaf_count=516 7688 1895 4716 11888 16232 4897 11947 1361 9781 9850 1943 14396 9400 7535 12313 1647 18388 8093 10054 7735 330 261 101 4894 856 155 4635 19071 13203 9871
internal_value=0 -0.120051 -0.0266346 -0.170364 -0.260955 -0.193337 -0.00255861 -0.202928 -0.14191 -0.273648 -0.0699601 -0.171799 -0.233363 -0.122297 -0.0517257 -0.10768 -0.295464 -0.275334 -0.268752 0.0460843 -0.136976 0.0463711 0.181774 -0.160645 -0.212171 0.457317 0.00224787 -0.203187 -0.321461 -0.179613
internal_count=225652 134264 45255 89009 91388 73001 39683 33511 31540 10366 16008 23145 41461 9430 20001 8749 57877 17493 28442 19682 7388 847 586 6541 5572 256 6578 23968 29435 19652
shrinkage=0.05


Tree=42
num_leaves=31
num_cat=0
split_feature=76 59 44 75 59 51 102 76 94 9 65 59 13 46 26 36 94 13 16 5 36 10 41 6 62 101 6 16 76 35
split_gain=304.231 77.8135 60.086 31.1003 24.8584 22.7928 18.9007 18.6397 13.2371 12.5701 12.203 12.1758 11.7746 13.1883 14.8594 12.7759 10.7494 10.2218 8.99529 8.89346 8.86286 8.83825 9.52576 8.79041 9.56954 8.54057 8.29502 8.25321 8.1872 8.16715
threshold=-1.5781499999999997 0.020980500000000003 -0.63760499999999987 -4.4961499999999992 1.0667500000000001 -2.0647499999999996 -1.2923499999999997 -1.5782499999999999 2.1191500000000008 0.33314000000000005 -1.5159499999999999 1.33965 3.5951500000000007 1.2836000000000003 0.79859500000000005 -1.09215 2.6681500000000002 3.5951500000000007 -3.3591999999999995 -6.038149999999999 -0.21085999999999996 1.9495500000000001 -1.0343499999999997 2.5249500000000005 2.2347500000000005 -0.47578999999999994 0.97799500000000006 4.6240000000000006 2.3301000000000003 -1.2966499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 4 -3 7 9 21 10 12 18 23 -10 13 14 15 -8 17 29 -2 -20 -6 22 -5 -1 -25 -24 -19 -21 -23 -7
right_child=1 3 -4 6 20 16 8 -9 11 -11 -12 -13 -14 -15 -16 -17 -18 26 19 27 -22 28 25 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.002472938139625284 0.01661206661619918 0.0028438139761001111 0.0060160566333406426 0.010476935021338601 0.0016308147430368323 0.0031999721475380223 0.005929394725106344 -0.0042264225117648073 0.0036483901404937911 0.012034462816791011 0.0026970835752651579 0.0099254252112229071 0.012516312510806749 0.010990745319200744 0.006969380751605839 0.011554171403049533 0.0006256576231196615 0.01382835021040521 0.037501415639633551 0.0062700175020506503 0.010830818133547646 0.0083589326511919193 0.0060718857922997041 0.0022960245429191803 0.041313852590687983 -0.0028232355239951427 0.0033991275038366127 0.036542418224894305 0.015543431588761503 0.0055102116722964001
leaf_count=12764 563 5317 8826 3086 1410 17761 3199 14245 4055 3085 6004 3695 10517 25380 16861 12014 4476 1366 58 22733 1318 4275 15648 2263 42 705 744 57 1281 21904
internal_value=0 0.149413 0.00270576 0.176506 -0.0262451 0.108986 0.182617 -0.0380901 0.195002 0.14613 -0.00747917 0.133026 0.202013 0.193108 0.171739 0.207517 0.0874608 0.0954076 0.13342 0.128513 0.121959 0.144907 0.128977 -0.0326188 0.0604663 0.113764 0.203129 0.126923 0.20036 0.0895924
internal_count=225652 178780 46872 106033 38046 72747 100716 35318 75721 26496 21073 7750 67971 57454 32074 15213 46251 41775 23411 22848 2728 24995 19439 15069 2305 16353 2110 22790 5556 39665
shrinkage=0.05


Tree=43
num_leaves=31
num_cat=0
split_feature=44 66 66 67 76 98 69 2 58 43 20 3 8 18 49 94 2 79 77 99 79 0 103 71 48 64 9 8 23 13
split_gain=68.0152 19.7952 14.4034 11.6876 11.1418 10.7264 10.0516 7.79877 7.06739 7.65715 6.80467 6.74014 6.92837 6.52731 6.40651 8.04515 7.64618 6.40031 9.07323 6.67345 6.29976 9.90108 6.43275 9.4277 8.72235 6.92307 6.28433 6.73142 6.55045 8.98917
threshold=-0.6836899999999998 -1.4600499999999996 0.63314000000000015 -0.62107999999999997 0.34522500000000006 -1.2501499999999999 0.76707500000000006 -2.4252499999999997 -0.47079999999999994 -0.24833999999999998 -1.2436499999999999 -3.2547499999999996 -0.35861499999999996 -0.68423999999999985 -1.5554499999999998 -2.1871499999999995 6.8485500000000004 2.2593500000000004 -6.455849999999999 3.2373500000000006 32.086500000000008 -0.97020499999999987 4.6653000000000011 3.0814500000000007 2.7825500000000005 0.35768500000000009 0.96700500000000011 0.78266500000000006 3.8325000000000005 -1.5115499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 6 7 10 -1 -2 9 -8 -4 -10 -13 -14 20 16 -16 19 -19 -18 22 -22 -3 24 25 -24 27 28 -11 -30
right_child=1 14 5 -5 -6 -7 8 -9 11 26 -12 12 13 -15 15 -17 17 18 -20 -21 21 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0012976749216836278 0.0026011534666731382 -0.0046555752983102935 0.014019538560361221 -0.0054525530561851483 -0.0053233102368547367 -0.0064743142874830089 -0.0035142860728079651 -0.0034994623787772041 0.035097852628438411 0.0027715661250156971 -0.0017750217315717503 -0.011036580382781725 -0.006184608928121723 -0.00069891088360202267 -0.0050708854535915001 -0.0072100291932515092 -0.0059058815935354439 0.0013577328123188341 0.04080486792930213 0.032069361491362254 -0.012415324820965294 0.049015234400282326 0.024279109090588544 -0.0093604934836394506 -0.0078078142447704814 0.077797546480878541 0.042701926982379845 -0.013263968601063112 0.06731022881989461 0.0072883778224524355
leaf_count=68173 1490 6492 267 6188 35188 7907 4244 34749 28 1522 585 1301 4603 2199 9553 40159 269 90 74 37 34 39 46 87 33 26 25 170 25 49
internal_value=0 -0.103677 -0.0455738 -0.0393351 -0.0853131 -0.110104 -0.0341964 -0.0649167 -0.07433 -0.0317556 0.0653555 -0.106394 -0.109217 -0.0881052 -0.127054 -0.133592 -0.091149 0.117254 0.382888 -0.0263505 -0.0787601 0.407462 -0.0841155 0.214703 0.55011 0.874068 0.057599 0.0458236 0.0785913 0.552034
internal_count=225652 128366 97286 88527 71427 8759 82339 36239 14166 6035 852 8131 8103 6802 56939 50182 10023 470 164 306 6757 73 6684 192 105 72 1791 1766 1596 74
shrinkage=0.05


Tree=44
num_leaves=31
num_cat=0
split_feature=77 76 57 16 48 108 91 76 29 32 48 61 63 94 5 26 58 107 84 36 17 59 50 23 13 16 84 41 57 44
split_gain=140.995 51.5231 22.8823 18.6465 18.5641 13.8788 13.0702 12.9407 11.0126 10.9848 10.5121 9.71779 13.8327 8.86434 8.82094 8.62077 9.42435 15.7439 9.35091 9.71986 8.20234 8.17042 7.78889 7.74881 7.71165 8.01689 7.70121 7.684 7.62544 7.56233
threshold=-101.50499999999998 -2.5070499999999996 -0.39875499999999992 -3.2104499999999994 5.0135500000000013 -2.4495499999999999 -0.81156999999999979 6.8696500000000009 1.6754500000000003 0.64964500000000014 -0.82688999999999979 0.89284500000000011 1.93015 1.5390500000000003 -0.27328499999999994 -1.2388499999999996 1.0739500000000002 1.2094500000000001 1.0894000000000001 -1.8528499999999999 -3.1755999999999998 0.93158000000000019 -1.8082499999999999 1.9658000000000002 0.62941500000000017 -0.82177499999999981 -0.9921049999999999 -1.6926499999999998 12.047000000000002 8.7650000000000023
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 4 -4 9 13 -5 8 15 10 11 22 27 23 24 29 26 18 -18 21 -12 -20 -3 -1 25 -10 -17 -13 -9 -8
right_child=1 2 3 6 -6 -7 7 28 14 -11 20 12 -14 -15 -16 16 17 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0026090000745501037 0.0014581303184072036 0.0078051346159516274 0.0027736416151996042 0.0089815099482779322 0.0083489133569275096 0.010096878294976132 0.0092420587207127838 0.010337201866365046 0.0014441857976391023 0.0029776682447318556 0.017368272319644325 0.00083628918941927349 0.053989557102736896 0.025289644228791087 0.0097578074202633383 0.0067383937408267286 0.0071277080772841192 0.0051400759914812461 0.0042482550052784585 0.010446910487559469 0.0064844149495231805 0.037949452076537271 0.0030573649673462581 -0.0091109822726210005 0.0088106402792664466 0.0072656523276335679 0.0041522640285846955 0.017897102357269986 0.02743547141318425 -0.012002170335286522
leaf_count=12790 16987 2536 7280 16995 8486 519 6029 3720 2759 22123 447 308 49 67 9927 10069 11071 19566 65 5345 14955 146 16669 1418 4934 3216 26532 368 168 108
internal_value=0 0.114704 0.121947 0.1343 0.097787 -0.0518357 0.138963 0.132253 0.128736 0.0874435 0.104897 0.0806051 0.261737 -0.0619362 0.161062 0.120124 0.115303 0.133436 0.169205 0.222138 0.136075 0.553866 0.0737279 -0.0649346 0.129971 0.0916549 0.0972632 0.202481 0.221745 0.177373
internal_count=225652 210858 193871 127930 65941 14794 120650 103655 99767 57455 35332 19930 725 14275 20836 78931 72794 36193 16627 5556 15402 211 19205 14208 10909 5975 36601 676 3888 6137
shrinkage=0.05


Tree=45
num_leaves=31
num_cat=0
split_feature=44 51 65 99 64 44 32 32 64 10 76 92 44 55 32 61 112 10 16 64 61 64 59 15 46 63 99 92 55 12
split_gain=422.57 158.977 85.4457 65.7605 40.6034 37.5862 31.2695 30.2799 24.6295 22.5622 20.6944 19.293 14.5947 12.8955 12.6445 12.4435 12.1007 11.9909 11.5862 11.4502 10.9413 10.826 10.2653 9.89123 9.67831 8.48199 8.41634 8.20601 8.159 8.15373
threshold=-0.72895499999999991 -2.4169499999999995 -1.6324499999999997 -1.6701999999999997 -1.4995499999999999 0.81384000000000012 -0.38591499999999995 -0.068699499999999983 -1.0878499999999998 1.2175500000000004 -1.5781499999999997 -3.2936499999999995 3.0119500000000001 0.35077500000000006 0.82367000000000012 -1.0842499999999997 -0.79484499999999991 -0.95519999999999994 1.7266000000000001 -1.0629499999999996 -5.1662499999999989 -1.0629499999999996 0.83786000000000016 3.9848000000000003 -1.7382499999999996 -0.5082549999999999 0.31358000000000003 1.0883500000000004 -1.37835 -1.2185999999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 6 5 -4 8 22 11 -2 12 14 -1 26 15 28 19 -12 -7 29 -8 -10 -11 27 -22 -15 -13 -5 -3 -6 -9
right_child=3 2 4 9 10 17 13 18 20 21 16 25 -14 24 -16 -17 -18 -19 -20 -21 23 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0040813019655362636 -0.014841344588563943 -0.0010242984839856013 -0.010597638050166711 -0.0051639296446127298 0.00054600859522671422 -0.012825531391218128 -0.0074779872688722788 -0.0038187345178202804 -0.0041395900136272064 -0.014824836557909045 -0.0097969973245907969 -0.014510172816599094 -0.011204865290283826 0.0038940137180674761 0.0030172868014816993 -7.0640688412288547e-05 -0.0044873684301767703 -0.015635062883863075 0.00067537793464643101 0.0059008569283704355 -0.0092877873765712295 -0.010064159894768436 -0.0072371828426500391 -0.013457765064049894 -0.003318325309782023 -0.010254840944127562 -0.0085709713163842922 -0.0073567253292740678 -0.0054177869888372126 -0.011222229885815276
leaf_count=446 9419 15526 9040 12360 2504 17117 445 1927 2331 5470 4265 11069 6527 1827 3344 4112 11025 34245 1543 9073 18209 10001 2565 5431 3796 4967 9030 1539 4190 2309
internal_value=0 -0.087788 -0.0513826 -0.235875 -0.113172 -0.263611 0.000429535 -0.214997 -0.220733 -0.181901 -0.0794047 -0.253075 -0.153275 0.0466614 -0.0217023 0.0735458 -0.118938 -0.293822 -0.110889 0.105632 -0.193745 -0.23476 -0.0461616 -0.204884 -0.0191675 -0.263381 -0.13197 -0.03176 -0.0634854 -0.156421
internal_count=225652 95512 73251 130140 34368 86752 38883 22261 35390 43388 25328 16482 27917 19253 10038 13630 15290 51362 5779 9518 25971 15471 19630 23640 5623 16036 21390 17065 6694 4236
shrinkage=0.05


Tree=46
num_leaves=31
num_cat=0
split_feature=76 59 44 108 59 44 44 63 76 43 66 47 94 53 11 26 81 92 9 111 9 30 93 69 78 84 103 36 16 4
split_gain=282.79 71.9619 55.9549 29.1367 23.3509 19.1316 17.4904 17.868 17.4529 12.9992 11.683 11.14 11.6172 10.597 9.6762 9.45232 10.1321 9.0895 12.4716 9.87485 8.99186 8.82252 8.59681 8.54307 9.24497 9.21289 8.48007 8.40926 8.38886 8.3766
threshold=-1.5781499999999997 0.020980500000000003 -0.63760499999999987 -2.2491499999999998 1.0667500000000001 0.35798500000000005 0.91321500000000011 -1.5986499999999999 -1.5782499999999999 1.3530500000000003 -0.29361999999999994 -1.0641499999999999 1.9323500000000002 -0.68520999999999999 -1.6263499999999997 1.4163500000000002 -0.16419999999999998 -1.0284499999999996 -0.33524999999999994 -0.27497999999999995 -0.10392499999999998 -3.0923499999999993 -34.504999999999995 2.5171500000000004 -0.60262999999999989 3.7557500000000004 0.76793500000000015 -0.73853999999999986 -1.6028499999999999 5.1940500000000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 4 -3 8 11 7 -5 10 13 -1 -2 17 14 -9 -11 -17 -13 19 -19 26 -18 -14 25 -25 -20 -8 -6 -21 -22
right_child=1 3 -4 6 27 -7 20 9 -10 15 -12 12 22 -15 -16 16 21 18 23 28 29 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.00084993626471318554 0.0011740830033571323 0.0033106966705679572 0.0057843958797619954 0.010134220210558398 0.00031423505640905972 0.0069386845745962218 0.0063580824654120406 -0.0034154840911165708 -0.0041039683819550227 0.0010335565146521056 0.0073762040304560161 0.003902532547008153 0.029660172498794404 0.0087446681405486306 0.0062161021535855308 0.0028694823797265219 0.061333920787346313 -0.0029772892686502103 0.0069578650776590091 0.0020433475811529587 0.01073457157725268 0.0097144231613334516 0.0011918139258736936 0.0092993570280318349 0.024134429023022538 0.018816310708714572 0.010776775363691369 0.0094754842968506926 0.0069880942327197734 0.0051361656279573682
leaf_count=19887 6471 6524 8826 14384 1076 26569 7410 722 14245 3596 1186 15391 70 18785 8616 2459 21 894 4161 2943 35247 2296 5978 582 482 456 4248 1652 8750 1725
internal_value=0 0.14383 0.00245563 0.169804 -0.0255451 0.105004 0.176383 0.15587 -0.0370567 0.137194 -0.00745979 0.085197 0.0952094 0.153375 0.109746 0.0822029 0.128455 0.106757 0.130804 0.102576 0.197592 0.203649 0.0303515 0.192467 0.320373 0.162782 0.159347 0.117818 0.114969 0.209487
internal_count=225652 178780 46872 106033 38046 72747 99509 50879 35318 36495 21073 46178 39707 28123 9338 8372 4776 33659 18268 12587 48630 2317 6048 5681 1064 4617 11658 2728 11693 36972
shrinkage=0.05


Tree=47
num_leaves=31
num_cat=0
split_feature=44 104 58 42 103 85 59 20 8 56 47 42 57 32 100 18 45 42 28 62 32 16 16 78 46 45 45 6 27 57
split_gain=64.0164 18.8882 13.5539 12.3431 12.1617 11.5714 9.61211 9.30981 8.54862 8.18506 7.47949 7.44542 7.36869 8.37101 7.42567 7.35586 8.18629 8.35458 8.08786 7.35403 7.24441 7.0675 7.06398 7.01934 7.00012 6.93823 7.3464 7.23401 9.85354 6.89392
threshold=-0.6836899999999998 -1.6822999999999997 0.21908000000000002 -1.5261499999999997 2.6762500000000005 -1.2325499999999996 1.6940500000000001 -1.9783499999999996 -0.26283999999999991 -1.0614499999999998 -1.1867499999999997 -15.633499999999998 -3.7073499999999995 5.5363500000000014 9.8923000000000023 3.1202500000000004 2.2430500000000007 1.8728500000000003 -0.31154499999999996 3.0655500000000004 -0.99945499999999987 -2.1857499999999992 -1.3581999999999999 -2.8103499999999992 5.0996000000000015 -3.1079499999999993 0.4832800000000001 6.1701500000000005 -1.19275 -2.6348999999999996
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 22 3 12 6 11 29 10 -7 -9 -5 -4 13 -1 -15 16 17 20 -18 25 -12 -10 -2 -22 -24 -11 27 -27 -29 -3
right_child=1 4 5 7 -6 8 -8 9 21 19 15 -13 -14 14 -16 -17 18 -19 -20 -21 23 -23 24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.00092272142523213926 -0.0020611415663741124 -0.0033242259848960281 0.040157104159947152 -0.0092324585813515821 -0.0027291479747159632 -0.010012531286911368 -0.0082707561755756102 -0.0021517017140143583 0.00090048938089426652 0.0076969394559957246 0.046283329746851225 -0.001266545057300015 -0.0042113664939708376 -0.0077249698259861917 0.035129975018551821 0.03527683671155895 0.011215718140800952 -0.014504925358521987 0.065422164476600417 0.02709074910967417 -0.029234656154010427 -0.0045938192084293171 -0.0044717652610300413 0.0069573364738482789 0.0070453672000393673 -0.001817214800116885 0.0017665678054022858 0.056726402424882798 -0.011600462287736653 -0.0060192481530980954
leaf_count=14112 13403 7511 29 208 8204 1871 12226 16159 1752 819 31 9127 13443 1690 28 61 48 137 30 69 38 19140 31270 1182 372 9284 7970 33 25 55380
internal_value=0 -0.100498 -0.0440549 -0.0305146 -0.115498 -0.0720797 -0.122222 -0.0101978 -0.0921998 -0.0161419 0.107214 -0.0226525 -0.0557415 -0.031663 -0.140519 0.147082 0.123791 0.0945579 0.639605 0.00783001 0.136832 -0.0826325 -0.0730858 0.116993 -0.0867319 0.00577843 -0.00122442 -0.032697 0.545348 -0.1139
internal_count=225652 128366 97286 65367 83321 31919 75117 36094 22763 34359 1735 9156 29273 15830 1718 1527 1466 1388 78 18200 1251 20892 45045 1220 31642 18131 17312 9342 58 62891
shrinkage=0.05


Tree=48
num_leaves=31
num_cat=0
split_feature=92 76 44 27 103 83 26 74 2 55 60 108 33 68 2 16 17 87 102 30 36 53 55 76 44 55 105 102 20 61
split_gain=146.514 47.37 20.8187 12.4784 12.2758 11.3153 10.2065 11.6506 10.4827 9.1375 13.4971 9.04192 11.3164 8.99685 8.45187 9.51182 15.134 12.1964 9.38257 8.58729 8.26566 8.19109 8.00495 7.97605 8.83879 8.03324 11.4373 13.988 7.88338 7.72844
threshold=-3.8109999999999995 -2.5070499999999996 -0.26296499999999995 1.3568500000000003 3.5640500000000004 -1.0386499999999999 1.81545 1.0533500000000002 -2.5336499999999993 3.6869000000000001 -0.31534499999999993 -2.0696499999999998 0.29217500000000002 -0.69291999999999987 1.6212500000000001 1.1625500000000002 -1.5200499999999997 0.78257500000000013 4.9072000000000005 -1.7580499999999997 0.044430000000000004 -2.1508499999999997 4.6804500000000013 5.6323500000000006 -0.43745499999999998 1.8598500000000002 52.712500000000006 -0.084995999999999974 -2.2267499999999996 0.81501500000000016
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 21 6 13 7 8 -4 11 -11 12 -10 -6 18 22 -17 -18 19 -8 -20 -3 -16 25 -25 26 -23 -28 -13 -30
right_child=1 2 4 -5 5 -7 14 -9 9 10 -12 28 -14 -15 15 16 17 -19 20 -21 -22 23 -24 24 -26 -27 27 -29 29 -31
leaf_value=-0.0031433522950728258 0.0014464671103000912 0.0074283205788582152 0.00047406124627551302 0.0070790964204409269 -0.0030286269459388095 0.012117199758176314 0.01631985554114429 0.0044685104735439256 0.0064739532289778169 0.0034371002059858042 0.013267397632009055 -0.0036262438584009128 0.018650501763770061 0.0043704824567428677 0.0087829992305069032 0.048889571028822139 0.010814318905699326 0.037369148099418145 0.01419702204235776 0.0077236865915317424 -0.0059835507260708222 0.0043791313844690786 0.033349969565970722 0.0065944146312082496 0.019344365535510208 0.0018809561780331698 -0.00079186157178196741 0.03968266928639444 0.006115976607440704 0.0079298292006271844
leaf_count=14169 17017 5644 1592 14409 1837 701 775 15098 1015 1211 3144 468 886 2417 2033 97 566 131 168 9714 530 53706 86 2369 400 9015 93 124 44300 21937
internal_value=0 0.110847 0.117756 0.0991369 0.132242 0.0547641 0.135892 0.129637 0.137726 0.14047 0.210732 0.13601 0.24308 0.0238766 0.175252 0.250674 0.397044 0.316225 0.15554 0.16723 -0.0225351 0.0904326 0.195506 0.0854053 0.168905 0.0817024 0.0890798 0.450112 0.132931 0.13437
internal_count=225652 211483 194466 85760 108706 4955 103751 89651 74553 72961 4355 68606 1901 4254 14100 2913 794 697 11187 10489 698 71351 2119 65707 2769 62938 53923 217 66705 66237
shrinkage=0.05


Tree=49
num_leaves=31
num_cat=0
split_feature=44 51 58 11 99 32 32 65 58 99 92 92 15 44 44 63 11 16 63 1 10 9 24 24 36 16 7 19 44 98
split_gain=403.504 151.26 83.6208 66.924 36.2451 36.1486 29.1933 26.2063 25.5948 21.2658 18.4447 16.3826 15.3409 13.292 12.9406 12.0698 11.1885 11.1182 10.5821 10.4813 10.2384 10.1338 9.69826 9.7649 9.3499 9.34037 9.47847 9.30553 9.24918 8.81362
threshold=-0.72895499999999991 -2.4169499999999995 -0.32067499999999993 1.0000000180025095e-35 -1.6701999999999997 -0.31467499999999998 -0.068699499999999983 -1.83205 -1.6149499999999997 -1.6701999999999997 -3.2936499999999995 1.5413500000000002 1.0000500000000001 -1.5180499999999999 0.81384000000000012 -0.69254499999999986 -0.41322999999999993 1.7266000000000001 -1.4289499999999997 -1.6768499999999997 2.0887500000000006 0.77708500000000014 0.37036000000000008 1.3533500000000001 -1.5990499999999999 -0.34812999999999994 -3.2581999999999995 -1.1263499999999997 -0.36117999999999995 -1.79375
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 6 5 8 14 11 10 -4 27 15 -1 24 13 22 -5 -10 -14 -8 -9 -18 -11 -6 -7 -24 -3 -15 -27 -2 -17 -16
right_child=3 2 7 4 21 12 17 18 9 20 -12 -13 16 25 29 28 19 -19 -20 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0039726147420014206 -0.0070086697015306594 0.0015109732236289325 -0.0021434411017170691 -0.012560156442389881 -0.0088083074920896932 0.007650519264330944 -0.0076111240240712696 -0.010268771290096538 -0.014453622959186422 -0.0069093585616752627 -0.012880268736319653 -0.0080004096099362213 0.00030897969507071076 0.00040717741649708264 -0.016914793799279147 -0.0062923998896725194 0.006903338335759051 0.00072111423109512299 -0.0062443616538791361 -0.010833188882904691 -0.013787044389928994 -0.012343870406183777 0.046329849803073073 0.012865683205050724 -0.0028282733479301162 0.042341382251307326 0.0042684578592392577 -0.0012403591673546919 -0.011257014377427967 -0.014098501194904304
leaf_count=446 7566 4364 7400 16136 12390 1123 4236 8396 7946 14158 16036 3580 5953 7332 17775 3206 280 1543 10862 1266 1801 11659 91 151 14902 43 7508 2695 18330 16478
internal_value=0 -0.0851517 -0.0496848 -0.230274 -0.264694 -0.00833176 -0.209799 -0.125602 -0.185619 -0.203321 -0.247424 -0.055649 0.0359731 0.0638618 -0.291657 -0.231027 -0.0257977 -0.107422 -0.159326 -0.152114 -0.153427 -0.210024 0.216044 0.5092 -0.0368221 0.0496254 0.0897599 -0.109331 -0.210004 -0.311083
internal_count=225652 95512 73251 130140 74438 46593 22261 26658 55702 45441 16482 22846 23747 16248 50389 29482 7499 5779 19258 1546 15959 24049 1365 242 19266 14883 7551 10261 21536 34253
shrinkage=0.05


Tree=50
num_leaves=31
num_cat=0
split_feature=76 9 44 92 44 76 76 86 92 86 11 94 80 13 16 58 58 10 64 75 41 75 45 83 30 51 17 104 89 71
split_gain=263.258 60.5888 51.9407 40.1514 25.6485 21.4424 20.5125 18.5217 12.3599 10.5577 10.4399 10.4087 10.9142 10.311 10.3714 10.1404 9.52253 8.9735 10.1149 10.4049 9.54601 9.3706 9.22092 9.37562 8.94765 9.43177 8.8398 8.64402 8.64159 8.53475
threshold=-1.5781499999999997 -0.021168499999999996 -0.63760499999999987 -2.0588499999999996 0.86998000000000009 -1.5782499999999999 -2.0996499999999996 0.36582500000000001 5.200800000000001 -3.4804499999999998 -1.6263499999999997 2.5157500000000002 11.080500000000002 6.4855500000000008 2.4016000000000006 -3.2888499999999996 -2.3747499999999993 1.9495500000000001 -1.6716499999999999 -2.9228499999999995 0.83002500000000012 -0.77807499999999996 1.6464500000000004 22.256500000000006 -0.60258999999999985 -1.1892499999999997 -1.5468499999999998 -0.30218499999999993 14.826500000000001 0.25194500000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 5 27 9 6 -1 10 -9 16 -5 12 28 -10 -15 -8 -2 18 19 -12 -19 -22 23 -20 -17 -26 -21 -3 -11 -25
right_child=1 3 -4 7 -6 -7 15 8 13 11 17 -13 -14 14 -16 24 -18 20 22 26 21 -23 -24 29 25 -27 -28 -29 -30 -31
leaf_value=-0.00091604207763740198 0.0029590561527816058 0.0022991374344724052 0.0055499277338296234 0.0029891309270138064 0.007142179348177357 -0.0037239945393047376 -0.004962490038944202 0.010435425442150589 0.00470207161438375 0.0055613344907906584 0.037010069585979181 0.0015573871234060902 4.7262359518762806e-05 0.010812942483901447 0.053701014465051614 0.0091627634533453274 -0.0051876880286970137 0.012490776380558382 0.0071435127569395079 0.02037506611181333 0.037561005272563071 0.0075342911838857333 0.0029044395736859039 0.0083706679292917911 0.0076210537872640708 -0.0067087329775862674 0.0091001836626398765 0.0085708934356598758 -0.002279944117055933 0.026622439359426004
leaf_count=18787 2893 8186 8826 2771 29097 14811 574 35866 3420 36168 92 6479 2649 101 52 2687 1350 4972 28006 483 65 5973 3213 343 620 567 3727 1657 923 294
internal_value=0 0.138503 0.00216286 0.164263 0.105679 -0.0248749 0.00569865 0.174594 0.199958 0.0837755 0.154465 0.0907322 0.100345 0.111957 0.508418 0.103329 0.00722181 0.159916 0.147929 0.21915 0.19906 0.157111 0.138229 0.147158 0.132312 0.0160677 0.207772 0.0674598 0.107362 0.335745
internal_count=225652 178780 46872 99221 79559 38046 23235 89378 39439 50462 49939 46219 39740 3573 153 4448 4243 47168 36158 4302 11010 6038 31856 28643 3874 1187 4210 9843 37091 637
shrinkage=0.05


Tree=51
num_leaves=31
num_cat=0
split_feature=44 104 58 85 41 16 112 59 35 42 0 102 107 61 16 59 8 5 79 87 70 44 42 110 87 29 8 53 100 59
split_gain=60.3345 17.9924 12.746 12.8863 12.838 11.8518 8.22364 7.75336 7.96992 7.51728 7.50313 7.76059 7.28273 10.3347 7.60338 7.95203 7.20404 9.60304 7.17835 7.56789 7.2815 7.14923 8.4163 7.28477 7.61973 6.90253 6.89549 6.84276 8.81982 6.83501
threshold=-0.6836899999999998 -1.6822999999999997 0.36998000000000003 -1.2325499999999996 0.3359450000000001 -2.7613999999999996 -0.63604499999999986 1.3682500000000004 -1.6763499999999996 -15.633499999999998 8.5684500000000003 3.2898500000000004 -8.6999999999999975 -1.2749999999999997 -1.2229999999999996 24.270000000000007 -20.956999999999997 -0.40141999999999994 -0.64349499999999982 7.1500000000000012 -0.52921999999999991 -1.38045 -2.2500999999999993 0.41630000000000006 -3.0197499999999997 -0.51326999999999989 8.6909500000000026 -0.33106499999999994 -2.0624499999999997 0.90126500000000009
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 12 4 9 10 26 -5 8 27 -4 25 -12 -2 -14 -15 -16 17 -9 19 21 29 -6 23 24 -23 -1 -3 28 -7 -20
right_child=1 5 3 6 18 7 -8 16 -10 -11 11 -13 13 14 15 -17 -18 -19 20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0017195611822519909 -0.008236991933580939 -0.0021509541746652008 0.040979622523002607 -0.0037472276259429508 0.0012879656051004 0.011284908416702454 -0.0075805687011722619 0.059723879517655711 -0.0063255045805283849 -0.00097702925467329171 -0.011362336375298241 0.034171480629287702 -0.00030136005828892835 -0.0020982176614730659 -0.0048541597845445546 0.0088376680227136694 -0.0073595125205828593 -0.018036663245829254 2.8308007129577325e-05 0.009558424388852604 0.0037380070699759276 0.048929468223625594 -0.0022184617863385617 -0.016752169013001122 -0.0040282836436548522 -0.0044454981924780413 -0.023425564383546343 -0.0053019170812010838 -0.0029066620981365626 -0.018012928594677739
leaf_count=35115 2183 7413 28 15672 3667 316 5153 25 29626 8216 848 26 6714 11535 24313 300 21318 20 6473 412 5230 20 7744 529 254 7752 109 16224 8270 147
internal_value=0 -0.0974207 -0.042555 -0.0716939 -0.0302884 -0.112098 -0.0938219 -0.118459 -0.10788 -0.0165696 -0.0472923 -0.199545 -0.0706351 -0.0658581 -0.0770614 -0.0937435 -0.14575 0.520976 -0.00020297 -0.027427 0.0288944 -0.034822 -0.0608818 -0.221851 -0.00339028 -0.0442186 -0.0490832 -0.0857756 -0.0476233 -0.00734942
internal_count=225652 128366 97286 29069 68217 83321 20825 75799 54436 8244 43741 874 45045 42862 36148 24613 21363 45 24476 12626 11850 12214 8547 803 274 42867 7522 24810 8586 6620
shrinkage=0.05



feature importances:
top_10%_loss_kurtosis=101
recent_15%_loss_kurtosis=89
recent_25_loss_best_percentile50_ratio=58
log10_cardinality=53
recent_25_loss_best_percentile75_ratio=50
all_loss_kurtosis=50
all_loss_best_percentile50_ratio=39
recent_25_loss_stddev_median_ratio=37
recent_15%_loss_best_percentile75_ratio=26
top_20%_correlation_kurtosis=25
recent_25_correlation_best_percentile75_ratio=25
top_20%_loss_kurtosis=25
recent_25_loss_stddev_best_ratio=24
all_loss_skew=23
all_loss_stddev_median_ratio=23
top_30%_loss_kurtosis=23
recent_25_loss_best_percentile25_ratio=23
recent_25_correlation_stddev_best_ratio=23
recent_10_loss_stddev_median_ratio=23
top_10%_correlation_best_percentile50_ratio=22
top_20%_loss_skew=22
top_30%_correlation_best_percentile75_ratio=22
recent_15%_loss_skew=20
top_20%_correlation_skew=20
all_correlation_best_percentile75_ratio=19
top_10%_loss_best_percentile75_ratio=18
recent_15%_loss_best_percentile50_ratio=17
top_10%_correlation_best_percentile25_ratio=17
recent_25_loss_percentile5_percentile25_ratio=16
recent_10_loss_best_percentile50_ratio=16
top_10%_correlation_percentile5_percentile25_ratio=15
all_loss_best_percentile25_ratio=15
top_30%_correlation_skew=14
recent_15%_loss_percentile5_percentile25_ratio=14
top_30%_correlation_stddev_best_ratio=14
all_loss_best_percentile75_ratio=14
top_30%_loss_stddev_best_ratio=13
recent_25_loss_kurtosis=13
top_10%_correlation_skew=13
recent_15%_correlation_stddev_best_ratio=12
top_30%_correlation_best_percentile50_ratio=11
recent_15%_loss_best_percentile25_ratio=11
top_10%_loss_percentile5_percentile25_ratio=11
recent_10_loss_stddev_best_ratio=11
recent_10_correlation_kurtosis=11
top_30%_correlation_best_percentile25_ratio=11
top_10%_correlation_stddev_best_ratio=10
top_10%_loss_best_percentile25_ratio=10
top_30%_loss_stddev_median_ratio=10
recent_15%_correlation_best_percentile75_ratio=10
recent_15%_correlation_kurtosis=10
recent_10_loss_best_percentile75_ratio=10
recent_25_correlation_best_percentile50_ratio=9
recent_25_correlation_percentile5_percentile25_ratio=9
top_20%_correlation_stddev_best_ratio=9
top_10%_correlation_best_percentile75_ratio=9
top_30%_loss_best_percentile75_ratio=9
top_30%_correlation_kurtosis=9
top_10%_loss_best_percentile50_ratio=9
all_correlation_skew=9
recent_15%_correlation_best_percentile50_ratio=8
all_correlation_stddev_best_ratio=8
top_30%_correlation_percentile5_percentile25_ratio=8
recent_25_loss_skew=8
top_30%_loss_skew=8
recent_10_correlation_stddev_best_ratio=8
top_20%_loss_best_percentile75_ratio=8
recent_25_correlation_best_percentile25_ratio=8
top_10%_loss_skew=7
recent_10_loss_percentile5_percentile25_ratio=7
top_20%_correlation_percentile5_percentile25_ratio=7
recent_10_loss_kurtosis=7
top_10%_correlation_stddev_median_ratio=7
all_loss_stddev_best_ratio=7
recent_10_correlation_best_percentile25_ratio=7
recent_10_correlation_best_percentile75_ratio=7
recent_15%_loss_stddev_best_ratio=7
recent_25_correlation_skew=7
recent_15%_loss_stddev_median_ratio=7
top_30%_loss_percentile5_percentile25_ratio=6
all_correlation_best_percentile50_ratio=6
top_30%_correlation_stddev_median_ratio=6
top_30%_loss_best_percentile50_ratio=6
top_30%_loss_best_percentile25_ratio=6
recent_10_correlation_best_percentile50_ratio=6
recent_10_loss_skew=6
recent_25_correlation_kurtosis=6
top_10%_correlation_kurtosis=6
all_correlation_best_percentile25_ratio=5
all_loss_percentile5_percentile25_ratio=5
recent_15%_correlation_best_percentile25_ratio=5
all_correlation_kurtosis=5
top_20%_correlation_best_percentile25_ratio=5
top_10%_loss_stddev_median_ratio=5
top_10%_loss_stddev_best_ratio=4
recent_25_correlation_stddev_median_ratio=4
top_20%_loss_best_percentile50_ratio=4
top_20%_correlation_best_percentile75_ratio=4
top_20%_loss_best_percentile25_ratio=4
recent_10_correlation_stddev_median_ratio=4
top_20%_loss_percentile5_percentile25_ratio=3
all_correlation_percentile5_percentile25_ratio=3
recent_10_correlation_skew=3
recent_10_loss_best_percentile25_ratio=3
top_20%_correlation_stddev_median_ratio=3
recent_15%_correlation_percentile5_percentile25_ratio=2
top_20%_loss_stddev_median_ratio=2
top_20%_loss_stddev_best_ratio=2
all_correlation_stddev_median_ratio=2
recent_15%_correlation_stddev_median_ratio=1
recent_10_correlation_percentile5_percentile25_ratio=1
recent_15%_correlation_skew=1
top_20%_correlation_best_percentile50_ratio=1

pandas_categorical:null
