data/faction-picker-bot/models/alchemists_model.txt

tree
version=v3
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=73
objective=regression
feature_names=x0_SCORE1 x0_SCORE2 x0_SCORE3 x0_SCORE4 x0_SCORE5 x0_SCORE6 x0_SCORE7 x0_SCORE8 x0_SCORE9 x1_SCORE1 x1_SCORE2 x1_SCORE3 x1_SCORE4 x1_SCORE5 x1_SCORE6 x1_SCORE7 x1_SCORE8 x1_SCORE9 x2_SCORE1 x2_SCORE2 x2_SCORE3 x2_SCORE4 x2_SCORE5 x2_SCORE6 x2_SCORE7 x2_SCORE8 x2_SCORE9 x3_SCORE1 x3_SCORE2 x3_SCORE3 x3_SCORE4 x3_SCORE5 x3_SCORE6 x3_SCORE7 x3_SCORE8 x3_SCORE9 x4_SCORE1 x4_SCORE2 x4_SCORE3 x4_SCORE4 x4_SCORE5 x4_SCORE6 x4_SCORE7 x4_SCORE8 x4_SCORE9 x5_SCORE2 x5_SCORE3 x5_SCORE4 x5_SCORE5 x5_SCORE6 x5_SCORE7 x5_SCORE8 x5_SCORE9 BON1 BON2 BON3 BON4 BON5 BON6 BON7 BON8 BON9 BON10 no_players red blue green black grey yellow brown x0_map1 x0_map2 x0_map3
feature_infos=[0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] none [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:3] [0:1] [0:1] [0:1] none [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
tree_sizes=2815 2897 2877 2899 2914 2905 2896 2934 2896 2898 2923 2931 2878 2916 2899 2904 2898 2889 2911 2929 2943 2918 2911 2883 2922 2913 2882 2942 2905 2909 2918 2902 2926 2899 2942 2954 2916 2885 2934 2910

Tree=0
num_leaves=31
num_cat=0
split_feature=55 54 54 57 57 60 60 64 60 59 64 57 60 59 58 59 57 64 64 60 69 57 64 61 60 61 59 61 61 5
split_gain=215284 82633.2 81338.9 41688.4 40627.7 33734.1 33598.8 30901.3 25726.1 25059.1 19086.2 16985.4 15728.3 12998 12676 10565.6 10530.8 10115 9760.78 9483.22 9468.94 9193.31 8952.62 8227.87 7741.85 10713.8 7271.26 6691.81 6632.22 6007.32
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 5 7 12 8 18 23 11 28 22 16 -2 13 -4 -14 -8 -7 27 -1 -11 -13 -9 -6 -5 25 -23 -18 -10 -3 -16
right_child=2 4 3 6 9 10 15 21 17 19 -12 20 14 -15 29 -17 26 -19 -20 -21 -22 24 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=99.134524413945229 97.911284810087594 99.659163095000764 97.998718814160881 96.883321799683017 97.74735751758837 98.728218509539317 96.159737686176484 97.175029326442356 98.450532139330917 97.062528452331975 97.351877870239122 97.466239856779879 96.105943364384927 96.927101857207276 96.69598495783832 95.674640460414224 98.468329745529161 97.022072401970732 98.120264684885086 96.578043953837394 96.852913061571897 98.108151177363538 97.070927445983756 96.375305699563285 96.434314622715263 96.710291191600021 97.691505961249121 97.51532441170427 98.347640968767465 97.5352047467197
leaf_weight=271 434 48 151 473 414 191 823 367 105 624 644 509 396 452 765 988 160 341 146 1146 498 70 371 978 811 253 488 282 196 96
leaf_count=271 434 48 151 473 414 191 823 367 105 624 644 509 396 452 765 988 160 341 146 1146 498 70 371 978 811 253 488 282 196 96
internal_value=96.9662 97.4531 96.6385 96.3978 97.1667 97.9848 96.1824 97.0575 97.717 96.9574 97.7614 97.3883 96.7756 97.1955 96.5742 95.8951 98.0757 97.4192 98.7794 96.7488 97.1629 96.74 97.4277 96.5409 96.5992 97.0132 97.8833 97.7691 98.6056 96.7896
internal_weight=0 5427 8064 5122 3527 1900 3262 2942 972 2555 1483 1441 1860 603 1257 1811 839 728 417 1770 1007 1501 785 1451 1134 323 648 387 244 861
internal_count=13491 5427 8064 5122 3527 1900 3262 2942 972 2555 1483 1441 1860 603 1257 1811 839 728 417 1770 1007 1501 785 1451 1134 323 648 387 244 861
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=70 56 55 55 55 54 54 54 54 60 56 56 60 69 60 60 61 54 53 53 6 60 53 62 49 61 60 54 63 66
split_gain=214930 110169 77529 51383.4 50501.1 41171.5 32095.2 26770.7 21450.8 16705.7 14289.1 13203.4 12725.4 11703.4 11318.6 10935.5 10578.2 10010.2 9317.17 8891.53 8834.79 8827.13 8826.34 7820.72 7215.86 6899.92 6696.33 6660.15 6626.83 6524.25
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 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 5 8 11 9 13 21 22 25 27 -2 -9 29 -7 20 24 -13 -14 -18 -8 -4 -1 28 -10 -3 -21 -6 -11 -5
right_child=4 2 7 6 10 14 15 12 16 23 -12 17 18 -15 -16 -17 19 -19 -20 26 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=1.9871295767211019 0.286831228613742 1.6871382402920585 0.25180938385767482 1.1292015530935533 -0.011228074916859263 0.29661569978713986 0.45986208517432675 -0.17033986663863168 1.2720329726704898 0.30585021697812609 -0.69472606121325664 0.077699355407555903 -0.2974335982797251 0.35451278299764943 -0.056065221837006074 -0.032267757881221909 0.95051719631895004 -0.34434037937993539 -0.68406283884953833 0.79020718832810721 -0.49318699836730961 -0.093104698262644336 1.143727033904046 0.28530985301552397 -0.070621146361033116 0.8633201250060254 0.19745896695595647 -0.46521932999364868 0.93076993918966977 0.55253971643453714
leaf_weight=71 312 57 496 243 194 625 435 954 161 120 1780 375 523 281 1146 848 166 748 589 120 48 984 247 550 20 218 288 553 203 136
leaf_count=71 312 57 496 243 194 625 435 954 161 120 1780 375 523 281 1146 848 166 748 589 120 48 984 247 550 20 218 288 553 203 136
internal_value=0 0.171581 0.0155268 0.500853 -0.412669 0.269981 0.300434 -0.193935 0.872741 0.580958 -0.592029 -0.0968209 -0.348971 0.680545 0.0683987 0.111949 0.67929 -0.20341 -0.502222 0.539162 0.365149 0.0224881 1.33203 0.438223 1.12367 1.03408 0.371797 -0.347315 0.698602 0.922273
internal_weight=0 9529 6465 3064 3962 2919 1991 3546 1073 1148 2527 1435 2066 660 1771 1331 755 1123 1112 574 483 1480 318 873 181 275 408 747 323 379
internal_count=13491 9529 6465 3064 3962 2919 1991 3546 1073 1148 2527 1435 2066 660 1771 1331 755 1123 1112 574 483 1480 318 873 181 275 408 747 323 379
is_linear=0
shrinkage=0.0666667


Tree=2
num_leaves=31
num_cat=0
split_feature=70 64 69 58 56 58 69 58 66 56 64 54 69 58 54 56 59 69 59 25 54 56 48 66 54 61 10 53 62 47
split_gain=174094 108903 81199.6 39166 26342.3 25722.4 24427.7 20887.6 16552.8 17832.2 14837.5 13206.8 13106.6 12027.9 11938.1 9117.66 8977.59 8725.53 8044.74 7582.08 8168.55 7522.84 6658.47 6403.98 6394.64 6359.62 6352.57 5577.76 5570.96 5272.13
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 2 4 17 13 -4 8 16 9 18 12 -6 15 -1 21 -9 -2 23 24 20 -15 -7 -22 -3 -5 -13 -20 -27 29 -12
right_child=7 3 5 6 11 14 -8 10 -10 -11 28 25 -14 19 -16 -17 -18 -19 26 -21 22 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=0.89695383268296736 -0.39041940771481576 -0.1159514004950998 -0.31111696483449136 2.8533244365300892 1.0805033596383233 1.2163929332065357 -0.19693954169573807 0.46783680220881402 -0.017756948278633406 0.27338119185582366 -0.72718643214300538 0.77671153991895281 -0.59446948126660881 2.0391627972389195 0.18951941454671495 -0.19389216366831896 -1.1127543119724452 -0.90018334660021704 0.64173168915407852 2.7265612043329139 1.0679125292569984 0.50724437001527289 2.5774939058179207 -0.72408892821945958 1.2978545602865337 0.56651687163003484 2.2359145232609339 -0.24256192401710136 -0.45338810576080529 -1.4715072657513832
leaf_weight=250 221 432 709 39 618 211 1795 313 830 689 633 287 531 231 1085 622 777 510 233 67 255 514 33 289 82 161 28 181 753 112
leaf_count=250 221 432 709 39 618 211 1795 313 830 689 633 287 531 231 1085 622 777 510 233 67 255 514 33 289 82 161 28 181 753 112
internal_value=0 0.231634 0.58143 -0.095088 1.04336 0.199456 0.0676265 -0.557103 0.31744 0.577211 -0.42387 0.752183 -0.197702 1.47768 0.399454 0.0276278 -0.952798 -0.583628 1.12522 1.72543 1.59619 0.713631 1.24089 -0.359712 1.7992 0.429605 0.812755 0.13832 -0.645206 -0.839084
internal_weight=0 9529 4602 4927 2083 2519 3696 3962 1901 1071 2964 1247 1466 836 1810 935 998 1231 382 586 519 725 288 721 121 629 261 342 1498 745
internal_count=13491 9529 4602 4927 2083 2519 3696 3962 1901 1071 2964 1247 1466 836 1810 935 998 1231 382 586 519 725 288 721 121 629 261 342 1498 745
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=31
num_cat=0
split_feature=65 70 64 70 66 55 64 66 66 64 58 55 58 66 58 58 56 55 58 54 58 56 60 56 56 56 56 58 24 58
split_gain=307170 109706 70128.2 63333 36925 32077.5 28418.2 26066.4 24311.8 23896.5 18131 16596.9 15361.7 14760.7 14072.2 12620.7 12307.6 12142.9 11307.8 7677.96 7666.96 7169.18 9264.58 7155.27 6594.03 6242.13 5971.4 5517.28 5169.88 6281.72
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 2 5 6 9 13 8 10 14 17 -4 20 -8 21 -2 -9 -7 -3 -5 -10 -6 -1 -23 -16 -14 -12 -20 -15 -18 -30
right_child=3 4 7 18 11 16 12 15 19 -11 25 -13 24 27 23 -17 28 -19 26 -21 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=1.8293361292282739 -0.27887097771238872 0.98690212898099294 0.10091855901501273 -1.3006759542181259 -0.83259169737963634 0.90419475294866725 -0.90824580250027942 -0.35384668592814705 -0.085154401124927448 -0.16324620351870503 1.1222469679821558 -0.65448168071992963 -0.11885123408683407 0.43885230250430829 0.5706112099927747 0.19756569446082256 0.29760966740223105 0.247750324656065 -0.46401977724461929 -0.67357724245493755 0.16258635259203849 1.7327954306795497 0.93079677798668048 0.11992266592232212 -0.47814687337880846 0.6320815083125364 -0.88848498592975034 1.0531837619025082 -0.16926390311074635 1.5432325317676552
leaf_weight=250 443 278 363 375 64 549 484 384 230 589 288 797 491 143 379 1156 618 347 314 466 336 171 241 690 1278 483 862 350 21 51
leaf_count=250 443 278 363 375 64 549 484 384 230 589 288 797 491 143 379 1156 618 347 314 466 336 171 241 690 1278 483 862 350 21 51
internal_value=0 0.356512 0.576649 -0.443505 -0.106223 0.904265 -0.284022 0.283338 -0.0715598 0.217608 0.58654 -0.434652 -0.492241 1.2202 0.116051 0.0600707 0.609747 0.576525 -0.902211 -0.479127 0.00335786 1.47729 1.26367 0.279708 -0.378422 0.815178 -0.77515 0.87499 0.375468 1.04375
internal_weight=0 7479 5068 6012 2411 2394 4461 2674 2208 1214 1134 1197 2253 1155 1512 1540 1239 625 1551 696 400 662 412 1069 1769 771 1176 493 690 72
internal_count=13491 7479 5068 6012 2411 2394 4461 2674 2208 1214 1134 1197 2253 1155 1512 1540 1239 625 1551 696 400 662 412 1069 1769 771 1176 493 690 72
is_linear=0
shrinkage=0.0833333


Tree=4
num_leaves=31
num_cat=0
split_feature=55 70 56 56 54 54 54 54 64 58 70 56 53 70 64 61 53 64 61 53 53 18 50 54 58 54 64 64 66 53
split_gain=118464 67880.5 49876.7 41985.9 38077.3 20043 17822.8 17608.6 12772 9685.77 9338.79 9130.26 8980.07 8665.14 8531.35 8341.74 8007.92 7874.4 7751.53 7253.36 6395.49 6078.34 5796.59 5497.55 4955.95 4943.13 4924.35 4772.96 4602.99 4545.06
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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=2 3 7 5 12 19 14 16 10 29 -6 25 27 18 -5 -9 -1 22 -14 -2 28 -12 -7 -13 -25 -3 -18 -4 -17 -8
right_child=1 11 4 6 8 17 9 15 -10 -11 21 23 13 -15 -16 20 26 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=1.0324055317848446 0.59479466118115598 0.024519202758356468 0.58906967991243597 0.12451938482336278 0.16028533320506913 0.10442904634678381 -0.18389018412243141 0.52697835501512569 -0.12169353880138419 -0.12225518895409639 -0.17661295527525436 -0.24520124031982399 0.50143313581822202 -0.0089062612691912998 -0.090251132535010228 0.56641916973345496 0.67331812897693832 -0.061092972677686944 0.1940151532907374 0.25655716118077193 0.14534981953473114 0.34527493736063475 0.50667939063452894 -0.53310813416336844 -0.34210644889475639 -0.23622547367837313 0.29083800074646415 0.25034673208071856 0.11326890492144925 -0.40524002135174397
leaf_weight=84 168 194 210 657 848 560 296 233 1295 1289 325 608 214 297 823 149 191 690 667 492 563 51 81 416 756 553 102 135 63 481
leaf_count=84 168 194 210 657 848 560 296 233 1295 1289 325 608 214 297 823 149 191 690 667 492 563 51 81 416 756 553 102 135 63 481
internal_value=0 -0.108042 0.16054 -0.0209297 0.0816699 0.1424 -0.112636 0.390716 -0.0243991 -0.196969 0.078539 -0.298917 0.257105 0.198701 0.00508956 0.2938 0.649844 0.0431008 0.268689 0.342654 0.223696 -0.105825 0.155259 -0.353645 -0.409902 -0.168509 0.540168 0.456526 0.431757 -0.320916
internal_weight=0 8064 5427 5537 4042 1991 3546 1385 2519 2066 1224 2527 1523 1178 1480 1008 377 1331 881 660 775 376 641 1780 1172 747 293 345 212 777
internal_count=13491 8064 5427 5537 4042 1991 3546 1385 2519 2066 1224 2527 1523 1178 1480 1008 377 1331 881 660 775 376 641 1780 1172 747 293 345 212 777
is_linear=0
shrinkage=0.0444444


Tree=5
num_leaves=31
num_cat=0
split_feature=65 70 69 70 66 58 66 66 58 69 57 69 58 55 58 60 60 55 56 62 58 55 56 58 56 55 62 55 73 62
split_gain=245556 75587.3 66357.5 43112.7 28384.8 24018.8 21488.5 19424.3 14768.7 14458 14128.1 13694.3 10031 8632.84 7991 7730.35 7425.19 9989.08 8193.47 7425.07 7044.02 6397.09 6290.1 6277.1 6272.88 5961.34 5550.15 5373 5337.45 5329.36
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 2 5 6 15 27 9 22 -4 10 23 13 -11 -6 -5 -3 -9 18 -18 -14 -8 -10 29 -2 -12 -17 28 -1 -16 -7
right_child=3 4 8 14 11 7 20 16 21 12 24 -13 19 -15 26 25 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.56951650104912299 -0.079677032430966688 0.41755946192499593 -0.085767110588478634 -0.8879727576004135 0.13073009823838239 1.0159428268630322 -0.69204812292357576 0.81331527725566377 0.41000541061543611 -0.55827788800356903 0.13316580913063275 -0.66489710494345444 -0.35915412732618368 -0.30373951616074502 -0.60777175257671212 0.25454835731024839 1.2670043553544881 0.025763214886188508 0.38119964000597523 -0.027024514594816407 -0.34336257502506207 0.16374707494476762 0.85329118098915235 0.48700882380465782 -0.22320229270842323 -0.10634969031697164 -0.40626866023650243 0.23271692287860185 -1.2062401117677362 1.5129192234971856
leaf_weight=360 116 394 725 375 315 244 339 268 809 363 332 309 499 573 439 374 71 200 134 747 1071 1115 477 346 648 446 659 507 78 158
leaf_count=360 116 394 725 375 315 244 339 268 809 363 332 309 499 573 439 374 71 200 134 747 1071 1115 477 346 648 446 659 507 78 158
internal_value=0 0.255006 0.401187 -0.31723 -0.0522723 0.653627 -0.211963 0.810638 0.170665 -0.112495 0.0408034 -0.282637 -0.249882 -0.14962 -0.62 0.174866 0.541098 0.360965 0.687991 -0.160036 -0.427195 0.267293 1.01701 0.344724 -0.102474 0.058255 -0.534549 0.372564 -0.698063 1.21127
internal_weight=0 7479 5068 6012 2411 2419 4461 1552 2649 3051 1442 1197 1609 888 1551 1214 673 405 205 1246 1410 1924 879 462 980 820 1176 867 517 402
internal_count=13491 7479 5068 6012 2411 2419 4461 1552 2649 3051 1442 1197 1609 888 1551 1214 673 405 205 1246 1410 1924 879 462 980 820 1176 867 517 402
is_linear=0
shrinkage=0.0666667


Tree=6
num_leaves=31
num_cat=0
split_feature=65 66 64 70 70 55 54 64 70 58 64 58 57 55 57 58 58 26 58 55 54 58 56 56 57 57 56 6 62 51
split_gain=198900 62845.1 38282.4 34921.3 34363.8 20747.6 19938.4 19171.9 18874.2 13503.1 11389.9 11271.9 9297.71 9225.89 9015.47 8602.5 7925.04 7338.91 6472.71 6272.04 6145.49 6018.56 5832.21 5782.27 5780.9 5533.57 4920.25 4910.11 5158.92 4730.43
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 2 5 6 7 20 10 15 11 -8 26 -4 -7 21 23 -3 -9 -14 -5 -16 -1 -6 25 -11 -13 -22 29 28 -20 -2
right_child=3 4 8 18 13 12 9 16 -10 14 -12 24 17 -15 19 -17 -18 -19 27 -21 22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=1.5746324799524016 0.8475699363769712 0.19366241081158192 0.081257693742507089 -1.1987632315834362 -0.87846010010689501 1.0133558837419494 -0.79473590185713472 -0.35901492289121961 -0.15703430322183895 0.43585052423965398 -0.28016351735729544 1.1097171329539912 0.45215359976072966 -0.57823828399424426 -0.23083900069486238 0.77776286233176151 0.16532929079723144 -1.266757192519995 -1.0445871841524512 -0.66307301133250196 2.1696877621624568 0.17961546831010355 0.78540982384407254 -0.19919361279765418 0.54445029151724678 1.0944566257887607 0.11100715430288187 -0.16123712000207624 -0.5960962451404852 -0.59294879917915055
leaf_weight=415 185 383 363 375 64 376 795 384 589 199 774 290 556 797 629 738 1156 26 463 720 73 336 313 513 481 139 620 138 575 26
leaf_count=415 185 383 363 375 64 376 795 384 589 199 774 290 556 797 629 738 1156 26 463 720 73 336 313 513 481 139 620 138 575 26
internal_value=0 0.344258 0.643471 -0.42826 0.0634251 0.95327 -0.28615 0.263593 0.302207 -0.444635 -0.00413605 0.540736 0.625766 -0.381559 -0.309589 0.5782 0.0345837 0.375364 -0.836999 -0.461535 1.28705 0.0103234 1.05971 -0.0217023 0.757067 1.4647 0.252958 -0.721641 -0.796146 0.670065
internal_weight=0 7479 3621 6012 3858 1898 4461 2661 1723 2856 1605 1134 958 1197 2061 1121 1540 582 1551 1349 940 400 525 712 771 212 831 1176 1038 211
internal_count=13491 7479 3621 6012 3858 1898 4461 2661 1723 2856 1605 1134 958 1197 2061 1121 1540 582 1551 1349 940 400 525 712 771 212 831 1176 1038 211
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=31
num_cat=0
split_feature=55 57 57 60 59 60 60 60 53 61 53 59 53 53 53 59 69 59 61 17 53 60 66 58 32 37 61 11 34 69
split_gain=111420 36152.3 29442.6 24311.8 23176.1 19680.4 12834 12740.3 11166.4 10800 9881.35 9672.45 9161.2 8789.79 8722.04 7993.75 7547.74 6878.21 6815.59 7515.9 7461.41 6776.39 5571.58 5186.71 5040.73 5037.35 4913.01 7231.15 5575.2 4796.51
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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=2 7 5 9 14 -1 12 11 29 -3 -5 -2 -6 15 -4 16 -11 22 20 -20 -9 -16 -12 -8 -15 -13 27 28 -10 -7
right_child=1 3 4 10 6 8 23 18 26 13 17 25 -14 24 21 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.24520974672978951 0.17187693724709172 0.036410770534394968 0.18596720008450432 -0.056682181679005399 0.15652061614119225 0.23888797339988732 -0.052015106478240848 0.14291348202729601 0.21241971668269899 0.20955237393025999 -0.043034005170025674 0.016936749870957876 0.033977111725589808 -0.060402873016782918 0.15658689846826507 -0.028982036504928241 -0.051031327036255646 -0.1440834567137034 -0.024107848618228588 -0.2016108553182511 0.00093047636814270779 0.048142270581390992 -0.12678980696506148 0.005999099375713305 -0.17824329993856405 0.16270402331153552 0.038796171146449579 -0.13420211076736449 -0.078270353770090464 0.073403327185295381
leaf_weight=300 186 648 259 1284 224 171 606 137 144 90 479 540 696 873 214 368 47 1091 1241 70 412 635 409 1458 114 75 607 24 21 68
leaf_count=300 186 648 259 1284 224 171 606 137 144 90 479 540 696 873 214 368 47 1091 1241 70 412 635 409 1458 114 75 607 24 21 68
internal_value=0 -0.0392928 0.0583853 -0.0640582 0.036212 0.12635 0.0120423 0.010992 0.091898 -0.0204025 -0.0926893 0.066564 0.0638138 -0.0450775 0.101305 0.0114769 0.120155 -0.116051 -0.0129398 -0.0335855 0.0363616 0.075477 -0.0816107 -0.0110341 -0.0740136 0.0347132 0.061901 0.136105 0.175423 0.191804
internal_weight=0 8064 5427 5403 4092 1335 2984 2661 1035 2140 3263 801 920 1492 1108 505 137 1979 1860 1311 549 849 888 2064 987 615 796 189 165 239
internal_count=13491 8064 5427 5403 4092 1335 2984 2661 1035 2140 3263 801 920 1492 1108 505 137 1979 1860 1311 549 849 888 2064 987 615 796 189 165 239
is_linear=0
shrinkage=0.0166667


Tree=8
num_leaves=31
num_cat=0
split_feature=65 66 64 54 58 69 58 54 64 68 64 69 60 58 64 69 60 54 69 68 51 58 52 34 68 2 39 62 68 64
split_gain=174205 53865.1 31049.5 24477.8 16866.5 15641.4 13224.7 13119.2 10337.2 9508.71 8051.74 7620.1 8518.67 7091.97 7064.81 7944.4 6684.5 5725.59 5348.28 7830.3 6804.78 5142.77 8879.23 5125.03 5967.02 5108.54 6767.43 5318.54 4531.91 4152.35
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 2 7 14 -5 9 29 16 18 13 -6 -9 23 -4 15 28 -1 -15 19 -8 -21 -7 -23 24 -13 26 -12 -28 -2 -3
right_child=3 6 5 4 10 21 8 11 -10 -11 25 12 -14 17 -16 -17 -18 -19 -20 20 -22 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=1.5771315909177066 0.49693336185345616 -0.036725648663746634 0.30158190772103555 -0.88241653487874017 -0.24174824313866117 -0.66391623690195967 0.9476598047642647 0.89304533348733439 0.015623594962433877 0.11415456092939145 -0.55357293625803372 1.5573646725484116 0.022276618055723334 1.3186215331574733 -0.32091697031802202 -0.25131687907341088 0.97407620424805119 0.6266763303172953 0.21290389379126282 -0.10330324404261595 1.6387341565237596 -0.08636116369161756 1.7881965572635334 -0.40948693001711817 0.34802413394345955 -0.03083891318022431 -1.7675571501932361 -0.66174794710999318 -0.063014215664209228 -0.43613966237649376
leaf_weight=280 389 506 269 1083 1352 141 321 589 1666 410 1197 102 297 220 947 486 535 262 640 163 26 394 27 27 68 154 88 86 230 536
leaf_count=280 389 506 269 1083 1352 141 321 589 1666 410 1197 102 297 220 947 486 535 262 640 163 26 394 27 27 68 154 88 86 230 536
internal_value=0 0.322178 0.59919 -0.400793 -0.546043 0.29185 0.0621827 0.878192 0.174806 0.501477 -0.419421 0.650121 0.360479 0.712931 -0.120485 0.0512885 1.18126 0.942502 0.405414 0.646995 0.136342 -0.141205 0.0338599 0.870359 1.07363 -0.576939 -0.63828 -1.22101 0.288875 -0.242182
internal_weight=0 7479 3621 6012 3960 1723 3858 1898 2816 1161 2877 1083 494 751 2052 1105 815 482 1150 510 189 562 421 197 170 1525 1371 174 619 1042
internal_count=13491 7479 3621 6012 3960 1723 3858 1898 2816 1161 2877 1083 494 751 2052 1105 815 482 1150 510 189 562 421 197 170 1525 1371 174 619 1042
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=31
num_cat=0
split_feature=65 70 69 70 66 64 64 66 64 69 69 64 66 57 68 69 9 32 68 66 69 18 40 68 66 31 62 16 68 21
split_gain=141106 60307.9 50050.1 33531.7 18208.1 17516.4 16351.5 15968.5 15369.9 11837 11413.6 11036.6 7637.56 7182.74 6449.9 5422.29 5461.84 4689.26 5581.44 4674.17 4478.79 6391 4439.78 4439.62 4065.89 3989.88 3984.34 3919.09 3898.71 3865.47
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 2 8 4 6 24 10 11 19 -9 13 23 -10 -2 -14 25 -17 -7 -19 -1 26 -22 -16 -3 28 -6 -5 -26 -4 -12
right_child=3 7 5 20 15 17 -8 9 12 -11 29 -13 14 -15 22 16 -18 18 -20 -21 21 -23 -24 -25 27 -27 -28 -29 -30 -31
leaf_value=1.2462452146833725 0.89399077614822997 0.64923411975083267 0.83558407040067417 -0.89526269397285874 -0.276992510443405 0.0074504199407371399 -0.31358108639951898 -0.19541974469079629 0.78832172880673579 -0.91401001134206172 -0.16515937955417764 -0.17678953563329625 0.52027726876206304 0.20970422624287985 -0.019281739700171684 -0.89229440729034215 -0.038951316626554128 -0.86860736115204729 0.6945589354527848 0.83638342721348113 -1.2861081901530049 0.0282161517371965 -1.5154958046000937 0.10757953924587149 0.19432550189844047 -0.9412302995408045 -0.53002399776972109 0.93769251807236376 0.29534792537691401 0.52777530452857413
leaf_weight=682 243 368 387 499 741 1255 1539 888 720 309 763 589 380 416 144 477 89 124 28 470 265 43 23 257 570 103 744 81 204 90
leaf_count=682 243 368 387 499 741 1255 1539 888 720 309 763 589 380 416 144 477 89 124 28 470 265 43 23 257 570 103 744 81 204 90
internal_value=0 0.28996 0.48582 -0.360714 -0.221459 0.185516 -0.0841171 -0.121744 0.814677 -0.38092 0.149444 0.133803 0.57432 0.462028 0.292637 -0.518645 -0.758111 -0.0560834 -0.580656 1.07903 -0.761237 -1.10261 -0.225347 0.426506 0.459211 -0.358055 -0.676648 0.286818 0.649107 -0.0920479
internal_weight=0 7479 5068 6012 4461 2649 3051 2411 2419 1197 1512 1214 1267 659 547 1410 566 1407 152 1152 1551 308 167 625 1242 844 1243 651 591 853
internal_count=13491 7479 5068 6012 4461 2649 3051 2411 2419 1197 1512 1214 1267 659 547 1410 566 1407 152 1152 1551 308 167 625 1242 844 1243 651 591 853
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=31
num_cat=0
split_feature=65 70 69 70 58 55 66 64 64 66 69 66 58 64 58 56 64 60 55 56 58 56 60 72 69 69 58 24 25 55
split_gain=114296 48849.4 40540.6 27160.7 16378 15150.6 14748.5 14188.3 13244.7 9912.04 9245 8122.59 7303.89 6982.51 6446.75 6095.77 6090.6 5990.77 8128.86 7246.88 5575.91 5206.78 5374.02 4990.1 4856.06 4811.05 4725.13 4845.64 4556.03 4489.56
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 2 4 6 16 13 8 14 10 15 21 -7 -12 25 -4 28 -1 -11 19 -19 -9 22 -2 -5 -13 -3 -10 -28 -6 -17
right_child=3 5 7 23 9 11 -8 20 26 17 12 24 -14 -15 -16 29 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.42407997682375426 0.91825755796533959 0.45791893987112253 0.050190413288797711 -0.51102499210950669 0.87743633379455377 -0.038442829195944203 -0.31118692330593334 -0.27013126542804616 -0.41659318376935889 0.67042861166711321 -0.38714917968941609 -0.24573558699762216 0.059425191972972725 -0.052522936745864432 0.37790457478416895 0.77185282335553684 0.070165471066001461 1.1036629957772197 -0.038269608221948144 0.27059654409427247 0.040830475185269555 0.13585752390679859 0.27110108787300941 -0.19331866305204307 -0.61181792146748026 -0.0034856574540888825 -0.077355245514762611 -0.4741332646894354 1.5892636050118343 0.35443560703678695
leaf_weight=457 94 332 388 1286 357 709 1410 337 319 268 219 573 634 429 854 286 410 71 200 134 1070 420 145 265 224 144 1063 157 45 191
leaf_count=457 94 332 388 1286 357 709 1410 337 319 268 219 573 634 429 854 286 410 71 200 134 1070 420 145 265 224 144 1063 157 45 191
internal_value=0 0.173976 0.291492 -0.216428 0.488806 -0.0730464 -0.132876 0.111309 -0.0504703 0.61846 0.0896666 -0.202596 -0.0552287 0.142536 0.275527 0.76588 0.256716 0.425915 0.264114 0.559122 -0.0336501 0.277217 0.525631 -0.456742 -0.348624 0.318334 -0.188149 -0.128416 0.957118 0.604711
internal_weight=0 7479 5068 6012 2419 2411 4461 2649 3051 1552 1512 1506 853 905 1242 879 867 673 405 205 1407 659 239 1551 797 476 1539 1220 402 477
internal_count=13491 7479 5068 6012 2419 2411 4461 2649 3051 1552 1512 1506 853 905 1242 879 867 673 405 205 1407 659 239 1551 797 476 1539 1220 402 477
is_linear=0
shrinkage=0.0666667


Tree=11
num_leaves=31
num_cat=0
split_feature=65 55 70 70 64 56 54 55 56 54 54 56 60 57 66 56 58 57 47 57 58 0 56 57 56 59 57 54 59 62
split_gain=116518 60144.1 35546 33732.2 26259.7 20138.1 18584.3 13754.1 10968 10826.9 10447 10621.8 9451.81 9208.94 8261.08 7841.63 7558.53 7496.01 6067.83 6039.47 5682.77 5548.73 5001.92 4988.31 4939.14 4876.17 4814.21 4614.79 5742.31 4587.13
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 4 5 6 9 13 8 26 -2 12 25 -12 -1 -3 -4 -11 -9 -7 -13 21 -5 -10 -14 -17 -22 -6 -8 28 -15 -16
right_child=3 2 14 20 10 17 7 16 19 15 11 18 22 27 29 23 -18 -19 -20 -21 24 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.6028524179365381 0.18669329022714953 0.32941464751371574 -0.040509915234521902 -0.35615775101847119 0.46502132831762233 0.089251764606345776 0.088420815058133692 -0.27958533544691655 0.1772924433344481 0.34676555694419547 0.21307748615408087 0.01389280339756694 0.48505218310255399 0.44046359724820927 -0.26696117883499954 0.27418029731202448 -0.12723007254057098 -0.051342187331937357 -0.24676102293749985 -0.061274453938638174 -0.093952260106196922 -0.20487453006451425 0.24929486066102982 0.077915664906972951 -0.24836735028301041 0.17964272144474561 -0.065790935627923069 0.056290986773134752 0.12483883349851985 -0.1056174088721675
leaf_weight=179 372 351 709 375 80 715 306 522 245 352 281 624 142 94 451 227 1179 1026 118 937 314 51 338 393 862 395 849 457 201 346
leaf_count=179 372 351 709 375 80 715 306 522 245 352 281 624 142 94 451 227 1179 1026 118 937 314 51 338 393 862 395 849 457 201 346
internal_value=0 0.0878295 0.00765954 -0.109261 0.199283 0.0769985 -0.0627043 -0.113707 0.0280522 0.291828 0.0985225 0.0385397 0.39613 0.188437 -0.123283 0.221112 -0.173985 0.00639743 -0.0275589 -0.0198103 -0.243168 0.111446 0.31904 0.149774 -0.207137 0.227706 -0.0249348 0.122635 0.225411 -0.196917
internal_weight=0 7479 4350 6012 3129 2844 4461 2856 1605 1631 1498 1023 659 1103 1506 972 1701 1741 742 1233 1551 296 480 620 1176 475 1155 752 295 797
internal_count=13491 7479 4350 6012 3129 2844 4461 2856 1605 1631 1498 1023 659 1103 1506 972 1701 1741 742 1233 1551 296 480 620 1176 475 1155 752 295 797
is_linear=0
shrinkage=0.0333333


Tree=12
num_leaves=31
num_cat=0
split_feature=55 56 56 54 57 54 54 57 60 60 57 54 57 64 60 53 53 61 39 47 57 57 53 60 53 53 69 60 48 62
split_gain=67083.8 38597.6 29930.3 23446.7 22500.2 16060.6 15693 15645 14720.6 10048.7 9867.34 9588.08 9582.87 8702.04 8313.9 7241.05 7232.88 7170.58 7056.66 6413.79 6247.36 6102.78 7989.2 5927.38 5156.77 5095.26 5020.96 4873.78 4791.87 4517.82
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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=2 4 11 9 13 15 12 14 -8 -4 -10 24 -3 -2 -5 18 -7 -14 26 25 23 22 -11 -13 -1 -9 -6 -15 -22 -29
right_child=1 6 3 7 5 16 8 19 10 21 -12 20 17 27 -16 -17 -18 -19 -20 -21 28 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=1.7939757261824394 0.89102392818423981 0.20361135303072875 0.92232760259133295 0.87521663957041484 1.010583743482244 0.07613939686524554 -0.2371371493101643 0.1069429091494018 -0.41474769564174124 1.9827992559865466 -0.88271045720216168 2.0702532439697081 0.047936282531343036 0.94457415278468815 0.12677420600843819 0.14844955690429965 -0.42194042839414164 -0.42121964585796301 2.3506312354334766 -0.67875850246637137 0.29131723713414365 0.18725577061554288 0.48727634621174981 0.7351561071012509 0.9052126194391743 -0.27568146844267816 -0.24789269670196204 0.62326283973676189 1.0519246036702015 -0.27760691869627224
leaf_weight=84 420 620 341 203 102 436 1425 545 837 43 976 41 488 70 552 497 880 980 28 256 697 928 211 176 293 963 46 81 94 178
leaf_count=84 420 620 341 203 102 436 1425 545 837 43 976 41 488 70 552 497 880 980 28 256 697 928 211 176 293 963 46 81 94 178
internal_value=0 -0.182933 0.27182 0.134352 0.1222 -0.053714 -0.339796 -0.0529223 -0.477637 0.444099 -0.666668 0.673009 -0.126036 0.589346 0.328011 0.343646 -0.256923 -0.26526 0.894853 -0.215963 0.5121 0.306133 0.740455 0.987409 1.10324 -0.137399 0.619436 0.204226 0.381705 0.00413227
internal_weight=0 8064 5427 4042 2738 1989 5326 2519 3238 1523 1813 1385 2088 749 755 673 1316 1468 176 1764 1008 1182 254 217 377 1508 148 329 791 259
internal_count=13491 8064 5427 4042 2738 1989 5326 2519 3238 1523 1813 1385 2088 749 755 673 1316 1468 176 1764 1008 1182 254 217 377 1508 148 329 791 259
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=31
num_cat=0
split_feature=55 56 56 54 57 54 54 57 59 59 57 57 59 53 57 57 58 53 53 53 61 61 54 59 48 54 15 27 54 53
split_gain=54337.9 31264 24243.6 18991.8 18225.2 13009.1 12711.4 12672.4 10690.1 8041.4 7762.12 7495.64 7211.74 6311.73 6417.33 6041.92 5899.8 5896.61 5865.25 5858.63 5808.17 5636.58 5532.4 5214.88 4992.82 4980.49 4833.69 4715.58 4619.7 4454.79
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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=2 4 8 15 25 18 10 27 28 13 -3 -10 17 14 -8 29 -11 -9 -6 -7 -12 -17 -13 -23 -24 -2 -22 -5 -1 -4
right_child=1 6 3 7 5 19 9 12 11 16 20 22 -14 -15 -16 21 -18 -19 -20 -21 26 23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=1.5459584281352408 0.82268000779670025 0.15270851254312984 1.4132466101688697 0.33564461908614618 0.67113985097614326 0.057104551820189482 0.57001400455051376 0.48290017604028579 0.79636025985227454 -0.63428724828617034 0.035952205381199448 0.59470621724668227 -0.28157341197930608 -0.32909147982366077 -0.13899127619617019 0.58225407165920606 -0.34204393711877223 -0.094625128523932747 0.11133716831147411 -0.31645532128203546 -0.24843302260086603 0.51620568732464123 0.038374324382721696 0.048624420792286641 0.76550586002620147 0.32070474518231279 -0.82349455390071524 -0.23787599570501994 0.76732319744410504 0.52979298602981062
leaf_weight=69 181 620 47 637 176 436 124 174 239 819 488 253 1173 826 311 276 1158 417 497 880 865 214 522 733 75 568 115 118 227 253
leaf_count=69 181 620 47 637 176 436 124 174 239 819 488 253 1173 826 311 276 1158 417 497 880 865 214 522 733 75 568 115 118 227 253
internal_value=0 -0.1372 0.203865 0.100764 0.0916499 -0.0402855 -0.254847 -0.0396917 0.504757 -0.358228 -0.0945271 0.384054 -0.161973 -0.193794 0.063116 0.333074 -0.46311 0.0754077 0.257734 -0.192692 -0.198945 0.250868 0.268124 0.154287 0.129723 0.44201 -0.315915 0.246008 0.948829 0.668201
internal_weight=0 8064 5427 4042 2738 1989 5326 2519 1385 3238 2088 1089 1764 1261 435 1523 1977 591 673 1316 1468 1223 850 947 597 749 980 755 296 300
internal_count=13491 8064 5427 4042 2738 1989 5326 2519 1385 3238 2088 1089 1764 1261 435 1523 1977 591 673 1316 1468 1223 850 947 597 749 980 755 296 300
is_linear=0
shrinkage=0.0833333


Tree=14
num_leaves=31
num_cat=0
split_feature=65 70 69 70 58 66 64 64 66 69 66 64 68 69 58 28 57 58 16 22 64 54 1 69 9 31 4 16 68 54
split_gain=85239.2 37564.3 28909.3 20790.5 11613.4 10959.1 10478.4 10462.2 9519.91 8011.86 7206.77 7048.85 6933.71 6321.12 5069.17 4555.16 4546.75 4533.92 4337.06 4443.37 4297.73 3982.96 6383.01 3793.52 4216.07 3787.59 3780.05 4572.38 4737.6 4267.76
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 2 4 5 20 6 13 17 11 -10 21 -3 18 16 -15 -14 -2 -4 19 -12 25 -6 -23 -7 -25 -1 27 28 29 -19
right_child=3 8 7 -5 10 23 -8 -9 9 -11 12 -13 15 14 -16 -17 -18 26 -20 -21 -22 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.34291773599218761 0.52433708691394632 0.24875270751446488 0.059829996268507386 -0.44680167605377175 0.90354582732576616 -0.20020603455395672 -0.18588160742037943 -0.026255619809178433 -0.11029845605937863 -0.55369179964571902 0.57112066766144487 -0.11285031912421432 -0.099808258648242859 -0.35376036854537385 0.064780169557221823 1.0467133730649949 0.11601329885866457 0.67298687387761236 1.217033798116095 -0.19458672236651181 0.076245263543706837 0.67613936955973075 -0.26439373840888342 -0.53958915676335872 0.022712586652696803 1.098466115560746 0.83162384545535173 0.79354795409100398 0.0025317784719583059 0.18003716125100289
leaf_weight=416 243 625 388 1551 420 844 1539 1407 888 309 381 589 171 219 634 22 416 185 51 48 410 414 45 477 89 41 89 98 270 212
leaf_count=416 243 625 388 1551 420 844 1539 1407 888 309 381 589 171 219 634 22 416 185 51 48 410 414 45 477 89 41 89 98 270 212
internal_value=0 0.169023 0.284956 -0.210267 0.472406 -0.128029 -0.0481151 0.113782 -0.074672 -0.224758 0.595231 0.0733127 0.410529 0.0921115 -0.0426763 0.0308833 0.266579 0.272424 0.563178 0.485447 0.252539 0.736648 0.58393 -0.300948 -0.451171 0.410702 0.369012 0.315192 0.244909 0.409749
internal_weight=0 7479 5068 6012 2419 4461 3051 2649 2411 1197 1552 1214 673 1512 853 193 659 1242 480 429 867 879 459 1410 566 457 854 765 667 397
internal_count=13491 7479 5068 6012 2419 4461 3051 2649 2411 1197 1552 1214 673 1512 853 193 659 1242 480 429 867 879 459 1410 566 457 854 765 667 397
is_linear=0
shrinkage=0.075


Tree=15
num_leaves=31
num_cat=0
split_feature=65 55 57 60 55 60 57 60 53 61 61 60 61 57 57 33 53 11 47 53 63 51 19 20 32 42 23 53 12 9
split_gain=69043.7 27139.9 14267 12058.8 11160.6 7635.31 7499.95 6036.94 5129.23 4953.15 4238.74 4366.7 4177.27 4166.67 4074.88 4000.72 3687.14 3516.64 3312.18 3224.66 4273.44 3135.22 2978.7 3391.23 2948.95 2969.72 9297.24 2824.19 2731.52 2702.62
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 10 14 6 24 16 12 -5 17 29 19 15 -7 -1 -4 -2 22 -8 20 -12 -14 23 -10 25 -6 -27 -16 -29 -3
right_child=4 2 7 8 5 13 18 -9 9 -11 11 -13 21 -15 27 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=0.5581531909964631 0.42631201053207574 0.22408721031149229 0.23690355721120487 0.2635512818044437 -0.027480614741049542 -0.14312639239107158 -0.060583178064133318 -0.10500422625809325 0.17004467876363172 0.038805380727341465 1.0824949559840291 0.016627428799660671 0.014323317072742535 -0.28054470206463561 0.48413404695862949 -0.27522803292024967 0.069385619411194643 -0.16860220427719916 -0.26150846679110901 0.13546064102672525 0.30063349090078301 -0.29075375439909601 0.62944572461101256 0.60840931675013377 -0.30293755517953458 -0.48480701795515585 0.58710655844211579 0.28653313387421614 -0.11313034378467722 0.57105877923242976
leaf_weight=214 88 375 337 696 1029 851 1567 1695 327 1047 22 684 686 1568 172 43 407 49 236 261 85 96 53 51 135 106 25 473 47 66
leaf_count=214 88 375 337 696 1029 851 1567 1695 327 1047 22 684 686 1568 172 43 407 49 236 261 85 96 53 51 135 106 25 473 47 66
internal_value=0 0.101414 0.0206328 0.213718 -0.12616 -0.179747 -0.0395537 -0.0448257 0.151054 0.0997785 0.145894 0.0913471 0.0429562 -0.232201 0.367471 0.178952 0.132839 0.232776 -0.0868829 0.230228 0.46139 -0.0231286 0.278409 0.229189 -0.0817653 -0.0560254 -0.280243 0.308503 0.25041 0.276015
internal_weight=0 7479 4350 3129 6012 3714 2298 2857 2223 1527 1493 1052 1162 2419 906 380 495 480 1803 368 107 782 431 378 1295 1160 131 692 520 441
internal_count=13491 7479 4350 3129 6012 3714 2298 2857 2223 1527 1493 1052 1162 2419 906 380 495 480 1803 368 107 782 431 378 1295 1160 131 692 520 441
is_linear=0
shrinkage=0.05


Tree=16
num_leaves=31
num_cat=0
split_feature=65 55 64 54 66 55 60 69 60 60 54 54 43 53 54 18 64 69 15 53 63 33 37 63 32 68 40 30 8 51
split_gain=55925.4 21983.3 14576.8 12019.3 10396.3 7471.34 7411.98 6963.11 6734.07 5583.3 5455.19 4964.69 4258.74 3702 3652.17 3538.06 3503.1 3863.92 3214.51 2911.99 2819.1 3815.68 2816.7 2776.63 2759.83 3615.47 6814.02 2709.75 3023.33 3137.02
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 2 6 16 8 12 11 -8 -3 24 19 15 -5 -11 18 -1 17 -2 -10 23 -13 -22 -6 -4 25 -7 -27 28 29 -18
right_child=3 4 10 5 22 9 7 -9 14 13 -12 20 -14 -15 -16 -17 27 -19 -20 -21 21 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.7622435378449921 0.17065579735854008 0.28612153185558353 0.030239581505457559 -0.14566424430123068 -0.095919852265146863 -0.037467549505833149 0.44839150529116167 0.11365243090962271 0.22786905235251448 -0.23111589693844542 0.019627405050140559 0.83584954168866665 0.1923304994953583 -0.45005092590768186 -0.074130480475384911 1.5904039365273936 -0.23658664496230833 -0.080498564610224532 -0.26992201687711659 0.21211819043228999 0.27632551625615265 1.1572965529229908 0.1209480572259817 0.85353217866290254 -0.51068264237348593 -0.18638086999092643 -1.1376134631037713 0.21004723292452837 0.31514906255822434 0.17379367569236892
leaf_weight=152 619 809 25 1343 2091 596 614 502 456 534 1023 68 189 961 623 27 694 486 66 383 244 24 305 67 92 205 40 102 57 94
leaf_count=152 619 809 25 1343 2091 596 614 502 456 534 1023 68 189 961 623 27 694 486 66 383 244 24 305 67 92 205 40 102 57 94
internal_value=0 0.121697 0.256461 -0.151392 0.0247594 -0.219247 0.394362 0.297819 0.138886 -0.291986 0.106317 0.603569 -0.103966 -0.371849 0.034856 0.887162 -0.0204447 0.0601933 0.16493 0.293019 0.452489 0.355218 -0.0683135 0.629811 -0.164015 -0.126092 -0.341684 -0.114537 -0.153717 -0.187633
internal_weight=0 7479 3129 6012 4350 3960 1631 1116 1954 2428 1498 515 1532 1495 1145 179 2052 1105 522 475 336 268 2396 92 933 841 245 947 845 788
internal_count=13491 7479 3129 6012 4350 3960 1631 1116 1954 2428 1498 515 1532 1495 1145 179 2052 1105 522 475 336 268 2396 92 933 841 245 947 845 788
is_linear=0
shrinkage=0.0666667


Tree=17
num_leaves=31
num_cat=0
split_feature=65 70 69 70 64 64 59 64 69 57 54 60 55 69 68 60 54 45 69 9 24 63 55 0 14 61 68 73 57 60
split_gain=45299.6 28489.1 19922.4 16258 8507.65 7333.32 7122.3 6691.27 6355.6 7635.51 5670.88 4961.17 4303.97 4213.64 7413.79 4071.7 3992.03 4733.61 3824.35 3809.73 3764.48 3932.61 3645.65 3618.53 4428.43 3590.49 3513.25 3432.81 3310.03 3212.87
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 2 7 4 8 15 12 -1 9 -2 23 -11 26 -6 20 22 17 -13 -12 -14 -15 -22 -4 24 -8 -23 -3 -18 -9 -20
right_child=3 6 5 -5 13 -7 10 28 -10 11 18 16 19 14 -16 -17 27 -19 29 -21 21 25 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.68080737450369888 0.63126303286069918 0.74521784071462704 0.93755835093457829 -0.48327034992882822 -0.13279589313340143 -0.046881215038425378 -0.19638170897800089 0.56372037578210399 -0.1127794763713655 0.33585821016827516 -0.2350581347821844 0.34460779612602521 -0.14198187897229889 -0.25858191026822036 -1.5370171943577855 0.15757332458884177 -0.38573671810481014 -1.1762093747655551 -0.20050788665639946 0.64629099774691801 -1.6628579143162181 -1.5270189488178585 0.3209539629179694 0.56112985895574097 0.75262300534681836 0.083300497134526585 -0.10818531044265803 -1.653273359537125 0.22680538820720444 -0.83892461249256522
leaf_weight=1152 315 166 149 1551 1355 1407 464 455 1277 281 711 139 413 737 55 824 147 24 116 72 41 20 269 100 55 45 68 25 812 246
leaf_count=1152 315 166 149 1551 1355 1407 464 455 1277 281 711 139 413 737 55 824 147 24 116 72 41 20 269 100 55 45 68 25 812 246
internal_value=0 0.164291 0.298907 -0.20438 -0.107415 0.109442 -0.118677 0.506386 0.0320838 0.230784 -0.230718 0.0259943 0.144985 -0.244127 -0.412116 0.286532 -0.233921 0.120684 -0.369768 -0.0249599 -0.338723 -0.895934 0.540748 0.0103169 -0.0958128 -0.412182 0.49722 -0.569972 0.347797 -0.634349
internal_weight=0 7479 5068 6012 4461 2649 2411 2419 2208 931 1692 616 719 2253 898 1242 335 163 1073 485 843 106 418 619 519 65 234 172 1267 362
internal_count=13491 7479 5068 6012 4461 2649 2411 2419 2208 931 1692 616 719 2253 898 1242 335 163 1073 485 843 106 418 619 519 65 234 172 1267 362
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=31
num_cat=0
split_feature=56 55 54 54 57 70 55 57 53 54 64 57 64 50 72 1 53 52 58 48 14 6 53 70 72 23 66 15 41 48
split_gain=34211.1 20484.1 12176.6 11777.4 9934.65 8756.85 8752.99 7309.16 5518.8 5356.95 4607.68 4169.26 4092.65 5722.46 4904.01 3934.37 3849.88 3610.98 3558.91 3537.78 5651.13 3769.81 3410.63 3280.58 3268.38 4293.6 3222.11 3091.54 3295.53 3081.1
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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=2 3 8 22 12 9 29 10 -1 27 -5 -10 -4 14 -14 -12 17 -8 -11 21 -21 -7 -2 -24 25 -9 -18 -3 -29 -6
right_child=1 5 4 7 6 19 16 24 11 18 15 -13 13 -15 -16 -17 26 -19 -20 20 -22 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=0.88832424462258397 0.56014785147609492 0.052973591572675463 0.63796873483289451 0.4238535264825119 0.20520388212701685 -0.41726854664877594 0.033420048211813692 -0.17882427098372369 0.78112711132143109 -0.41669294082222835 0.032092691173678953 0.27503086546674477 0.1753941468636577 -0.82389201561407166 1.316956295750358 -1.1472970903881137 -0.095646926972797697 1.3481733853166755 -0.1457443131539968 -0.95920038509682048 0.53132549976480425 0.068462726389423259 0.29953366530949205 -0.084776504430606317 0.12680697627622506 -0.71313791802700832 -0.48159936970736905 -0.23087158387319909 -1.5449577114798807 0.81510708458087555
leaf_weight=286 345 1314 432 401 697 1363 414 1304 209 777 323 736 260 49 44 31 497 22 1289 207 29 181 881 297 290 170 383 144 22 94
leaf_count=286 345 1314 432 401 697 1363 414 1304 209 777 323 736 260 49 44 31 497 22 1289 207 29 181 881 297 290 170 383 144 22 94
internal_value=0 -0.105644 0.240037 0.064097 0.127916 -0.234464 0.0147859 -0.0686309 0.503444 -0.143616 0.191742 0.386961 0.431567 0.178974 0.34062 -0.0711872 -0.143232 0.0997608 -0.247645 -0.415445 -0.776043 -0.360327 0.283625 0.202641 -0.180072 -0.240448 -0.263624 0.00160319 -0.405028 0.277683
internal_weight=0 9368 4123 4042 2892 5326 2107 2519 1231 3546 755 945 785 353 304 354 1316 436 2066 1780 236 1544 1523 1178 1764 1474 880 1480 166 791
internal_count=13491 9368 4123 4042 2892 5326 2107 2519 1231 3546 755 945 785 353 304 354 1316 436 2066 1780 236 1544 1523 1178 1764 1474 880 1480 166 791
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=31
num_cat=0
split_feature=65 70 69 70 58 66 59 64 64 56 54 32 60 66 16 58 58 58 58 6 60 66 63 60 31 6 7 33 55 58
split_gain=35849.8 20425 15049.1 11562.9 8030.06 7810.55 6053.96 5735.66 5370.35 4619.17 4310.75 3851.02 3538.27 6225.78 5149.02 3857.14 3374.64 3267.57 3150.44 3395.34 3129.84 3438.87 3061.95 3047.06 5691.27 3545.9 3031.59 3020.55 3011.86 3236.97
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 2 4 5 -1 7 28 17 12 -6 -8 16 13 26 27 -14 22 -2 -5 -20 -11 -22 -10 24 -12 -25 -4 -15 29 -3
right_child=3 6 8 18 9 -7 10 -9 11 20 23 -13 15 14 -16 -17 -18 -19 19 -21 21 -23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=0.13112937890248133 -0.066748611563417229 -0.29503937221708754 0.48892800340221992 -0.44626821002562844 0.51690770125371222 -0.19645636069760097 0.0089412950757664263 -0.097328450077511688 0.090037259571794148 0.42137745910081337 -0.14105882199022218 -0.34245882224487634 -0.12207753441216035 0.029939837063545791 0.89886172726040803 0.18522637482580112 0.074519380431945753 0.14858235216455312 -0.26565983367372931 0.086318482091461396 0.34390554263945516 -0.012699872935917362 -0.3466808138639792 -0.35280007475828007 0.76297372380892425 0.097891205981764456 1.3151353987780485 -0.80515574325214745 0.0049852942467964803 0.40018537100685303
leaf_weight=867 443 35 192 375 667 1410 619 1539 115 404 345 152 270 154 28 554 952 1069 1038 138 246 235 188 605 34 89 22 22 485 199
leaf_count=867 443 35 192 375 667 1410 619 1539 115 404 345 152 270 154 28 554 952 1069 1038 138 246 235 188 605 34 89 22 22 485 199
internal_value=0 0.0974356 0.173424 -0.121211 0.293642 -0.0666951 -0.0622948 -0.00672684 0.0636444 0.384427 -0.131159 -0.0255387 0.164676 0.322662 0.0591443 0.0845321 0.0128452 0.0854927 -0.27801 -0.224356 0.284579 0.16968 -0.18093 -0.211981 -0.0599583 -0.295002 0.573865 -0.0744471 0.0997613 0.296199
internal_weight=0 7479 5068 6012 2419 4461 2411 3051 2649 1552 1692 1407 1242 418 204 824 1255 1512 1551 1176 885 481 303 1073 379 694 214 176 719 234
internal_count=13491 7479 5068 6012 2419 4461 2411 3051 2649 1552 1692 1407 1242 418 204 824 1255 1512 1551 1176 885 481 303 1073 379 694 214 176 719 234
is_linear=0
shrinkage=0.0666667


Tree=20
num_leaves=31
num_cat=0
split_feature=65 70 56 70 54 66 55 55 66 54 57 59 66 52 58 10 59 58 56 21 6 52 68 58 46 15 9 24 59 54
split_gain=36680.2 25077.8 16814.5 14424.8 8485.18 8361.93 7040.26 6250.76 5970.31 5665.7 5557.48 4992.1 3962.24 3834.02 3640.52 3608.76 3682.73 3521.93 3809.98 4442.75 3444.16 3426.39 3303.69 3587.45 5616.53 4460.27 3952.77 3226.89 3217.31 3145.96
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 2 7 5 6 9 -4 28 22 13 11 -6 21 -2 -5 -14 -17 -11 19 -19 -16 -9 23 24 25 -3 29 -8 -1 -25
right_child=3 8 4 14 10 -7 27 12 -10 17 -12 -13 15 -15 20 16 -18 18 -20 -21 -22 -23 -24 26 -26 -27 -28 -29 -30 -31
leaf_value=0.27905334620534084 0.056020993333941754 0.059049931118663926 0.14322522715547883 -0.17947906118283669 0.13979615923749764 -0.073492652215724083 0.012664105264771292 0.12532055799532862 -0.069031432101856249 -0.080286750444099164 -0.034697154684487988 0.0053858586099448259 0.070793101407225778 -0.13003059788732915 -0.10562313168761833 -0.38877553228627554 0.00057863666086780774 0.025893162036779181 -0.035663829166315733 0.27490501467138528 0.027314256714737931 0.38809793939193088 -0.037752862592907999 0.19960103007255209 -0.37486155369767438 -0.27668758344932876 -0.0737936808704686 0.17959130838697338 0.15675021508607812 0.055645905339389769
leaf_weight=184 1073 168 634 375 267 1410 680 515 1197 541 1131 489 484 74 1038 22 49 429 884 50 138 33 523 168 27 29 81 81 499 218
leaf_count=184 1073 168 634 375 267 1410 680 515 1197 541 1131 489 484 74 1038 22 49 429 884 50 138 33 523 168 27 29 81 81 499 218
internal_value=0 0.0369591 0.0685341 -0.0459775 0.0349421 -0.0231439 0.0816941 0.130264 -0.0294126 0.000124458 0.00037985 0.0528562 0.0934601 0.0440177 -0.111652 0.0463769 -0.120066 -0.0263175 -0.00489612 0.051886 -0.0900233 0.141145 0.00965151 0.0455306 -0.0367179 0.00962664 0.0849818 0.0304317 0.189699 0.1183
internal_weight=0 7479 5068 6012 3282 4461 1395 1786 2411 3051 1887 756 1103 1147 1551 555 71 1904 1363 479 1176 548 1214 691 224 197 467 761 683 386
internal_count=13491 7479 5068 6012 3282 4461 1395 1786 2411 3051 1887 756 1103 1147 1551 555 71 1904 1363 479 1176 548 1214 691 224 197 467 761 683 386
is_linear=0
shrinkage=0.025


Tree=21
num_leaves=31
num_cat=0
split_feature=55 54 60 54 60 61 68 27 60 53 32 42 9 53 24 47 30 66 40 53 21 64 10 32 0 16 43 15 34 31
split_gain=22102.8 10601.9 10487.6 8184.07 6734.05 5827.59 5630.15 7435.18 5306.5 5247.45 5312.71 5005.09 4584.3 3722.86 3433.55 5508.8 3490.06 3533.35 3218.99 3203.33 3367.05 3201.02 3170.2 3161.1 2992.9 3164.29 2904.57 2895.27 3187.91 3101.21
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 4 5 21 -1 6 -2 -8 23 -7 11 18 26 -6 24 16 17 -16 -11 -10 -21 -4 -15 -3 -5 -26 -12 28 29 -23
right_child=2 8 3 14 13 9 7 -9 19 10 12 -13 -14 22 15 -17 -18 -19 -20 20 -22 27 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.56118865105888538 0.32930054306449275 0.2428137757776897 0.077262612238044162 -0.17101504186274774 0.42324447290788242 0.15286032154726514 -0.36367692181558325 1.091862235436073 0.10687667785481725 0.056453976954368351 -0.55247748242691164 -0.48363238164838762 0.56700336388179229 0.077160563219132741 -0.78909095317367628 0.26784164218469103 -1.2131804231643679 -0.19092804818886977 -0.30795591634928543 -0.12891661493770787 0.22449334365372758 0.032691159998548443 0.493024069186216 -0.17955791452596356 -0.33057590025663375 -1.058948548283688 -1.5675789106459845 -0.47429160946697907 -0.50487045262949637 -0.41845766514539728
leaf_weight=417 641 938 958 2327 355 659 165 26 823 935 128 159 21 995 123 55 50 130 186 1441 196 754 133 129 340 43 21 132 99 112
leaf_count=417 641 938 958 2327 355 659 165 26 823 935 128 159 21 995 123 55 50 130 186 1441 196 754 133 129 340 43 21 132 99 112
internal_value=0 0.124821 -0.0840032 -0.153129 0.277165 0.0364081 0.215701 -0.165541 0.0427524 -0.034323 -0.119395 -0.0635882 -0.539584 0.197302 -0.235883 -0.468733 -0.602435 -0.481735 -0.00401011 -0.0218734 -0.0866024 -0.0295811 0.126194 0.191749 -0.205123 -0.412351 -0.695545 -0.122887 -0.074819 -0.025656
internal_weight=0 5427 8064 5123 1900 2941 832 191 3527 2109 1450 1280 170 1483 3068 358 303 253 1121 2460 1637 2055 1128 1067 2710 383 149 1097 965 866
internal_count=13491 5427 8064 5123 1900 2941 832 191 3527 2109 1450 1280 170 1483 3068 358 303 253 1121 2460 1637 2055 1128 1067 2710 383 149 1097 965 866
is_linear=0
shrinkage=0.08


Tree=22
num_leaves=31
num_cat=0
split_feature=65 56 56 55 58 55 57 59 60 57 53 55 57 59 53 22 59 40 2 66 63 62 61 60 27 20 38 45 59 60
split_gain=28405.2 15867.5 9222.9 7970.8 7294.83 6217.09 6760.07 6023.19 5607.71 5531.09 5275.58 5227.43 5055.38 4744.17 4542.29 4865.31 3911.4 3816.31 3810.05 3808.89 3605.82 3594.52 3453.25 3615.69 3388.79 3267.64 3267.52 3264.48 3234.85 3183.1
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 5 4 8 -2 7 18 -1 19 16 -8 12 -4 21 -13 29 -5 -14 -7 -3 -21 -10 -9 25 -23 -24 -17 -18 -19 -16
right_child=2 3 11 9 -6 6 10 22 13 -11 -12 14 17 -15 15 26 27 28 -20 20 -22 24 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.81688038838710286 -0.3348360973083635 0.50845734834303558 0.16159194504619584 0.30508790925242812 0.11580308094367754 0.3679582375618633 0.31735183031671854 0.66671171130510332 0.53063322640119648 -0.16186574358731054 -0.061796953720335002 -0.11552351452191678 -0.1121069095769671 -0.04582030988252446 -0.25656181788003668 0.18621299768412355 0.038490480363891501 0.03150442743926872 1.1392091660201549 0.47499838637682679 -0.11454399041632224 0.22031674606814269 0.41470287193968569 0.087376592344012835 -0.51448980885078055 1.5499355530011512 -0.73390540247783065 -0.4833635581702096 -0.7308486358207813 -0.50250978799322388
leaf_weight=237 306 392 424 356 1350 403 393 158 208 1739 725 831 1195 1065 612 165 587 54 50 118 185 210 109 371 55 21 32 97 136 907
leaf_count=237 306 392 424 356 1350 403 393 158 208 1739 725 831 1195 1065 612 165 587 54 50 118 185 210 109 371 55 21 32 97 136 907
internal_value=0 0.108414 -0.134868 0.0232545 0.0325328 0.281424 0.181518 0.456595 0.140491 -0.0709484 0.0714816 -0.198508 -0.0901863 0.0517182 -0.275443 -0.352886 0.0810759 -0.167265 0.453085 0.336942 0.115047 0.271335 0.327023 0.219896 0.0678097 0.598087 0.0367521 -0.0355151 -0.51418 -0.403418
internal_weight=0 7479 6012 5012 1656 2467 1571 896 2233 2779 1118 4356 1809 1538 2547 1716 1040 1385 453 695 303 473 659 501 265 130 197 684 190 1519
internal_count=13491 7479 6012 5012 1656 2467 1571 896 2233 2779 1118 4356 1809 1538 2547 1716 1040 1385 453 695 303 473 659 501 265 130 197 684 190 1519
is_linear=0
shrinkage=0.0833333


Tree=23
num_leaves=31
num_cat=0
split_feature=56 54 54 55 58 63 55 53 55 61 49 1 53 14 6 9 68 28 39 55 42 53 40 32 61 40 42 45 66 14
split_gain=22803.7 13000.7 8802.23 6460.65 5680.93 6085.32 5286.23 3886.14 3291.3 3135.37 4576.38 3087.46 2872.27 3212.92 3093.45 2771.02 4276.49 4138.03 2679.93 3291.84 2636.49 2606.24 3055.48 3302.05 2580.28 3197.04 2892.47 2569.49 2553.08 2503.8
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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=2 3 7 15 8 21 9 18 20 10 29 12 28 14 -14 -2 17 -17 19 -1 -3 -6 -23 -24 25 26 -5 -7 -11 -4
right_child=1 4 6 24 5 27 -8 -9 -10 11 -12 -13 13 -15 -16 16 -18 -19 -20 -21 -22 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=1.1825065729352582 0.28087938681238933 -0.070810934025950789 0.91151673430576929 -0.0713329397109327 -0.032749577989424031 0.58972774795544003 0.0017532259308893211 0.3221825145297344 -0.42260942758632436 0.70420128502918566 -0.61701768945764623 0.82220219548658613 -0.19989275596453809 0.6784335450780008 0.52735158809717153 0.42645350209084054 -0.60788054891551546 -1.0173344757245935 1.451302448378669 0.3717797299211516 -0.64603733651582962 -0.15795946386707529 -0.35984303216500718 -1.2752177495023478 -0.12473319749398293 0.71242500177667112 0.54047673594567092 -0.53977595101232112 -0.088021965047060446 -0.076846886475880949
leaf_weight=71 1259 595 176 457 1430 162 1884 945 1193 131 27 70 384 62 69 145 96 23 45 170 92 1941 275 46 1459 79 93 23 59 30
leaf_count=71 1259 595 176 457 1430 162 1884 945 1193 131 27 70 384 62 69 145 96 23 45 170 92 1941 275 46 1459 79 93 23 59 30
internal_value=0 -0.086251 0.195974 0.0624948 -0.17955 -0.110376 0.100646 0.419928 -0.322203 0.285481 0.607133 0.188777 0.125884 0.00328412 -0.0891204 0.219112 -0.0754525 0.228792 0.742899 0.610625 -0.147843 -0.13842 -0.205224 -0.491018 -0.0517428 0.117562 0.0321185 0.449303 0.458195 0.76758
internal_weight=0 9368 4123 3611 5757 3877 2892 1231 1880 1008 233 775 705 515 453 1523 264 168 286 241 687 3692 2262 321 2088 629 550 185 190 206
internal_count=13491 9368 4123 3611 5757 3877 2892 1231 1880 1008 233 775 705 515 453 1523 264 168 286 241 687 3692 2262 321 2088 629 550 185 190 206
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=31
num_cat=0
split_feature=65 70 69 70 58 66 59 64 27 64 1 18 53 56 69 66 68 51 56 47 69 66 27 55 32 68 3 14 47 64
split_gain=22345.2 15384.2 10356.3 9138.88 5611.63 5584.19 5124.49 4751.91 4645.92 4005.85 3388.38 3621.52 3357.97 4860.1 4250.66 3215.35 4001.78 3718.2 3646.22 3529.36 3210.52 3260.36 3717.16 3209.78 3178.3 4595.71 3104.38 3203.24 2908.4 4054.57
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 2 4 5 -1 7 -3 8 12 10 -4 -12 26 14 -14 -6 17 -17 -19 -18 28 -22 -23 -15 -11 -26 27 -2 -8 -30
right_child=3 6 9 -5 15 -7 20 -9 -10 24 11 -13 13 23 -16 16 19 18 -20 -21 21 22 -24 -25 25 -27 -28 -29 29 -31
leaf_value=0.0960724830560412 0.28394010683458842 0.07865700023593343 0.16146647400199757 -0.21158388667889449 0.36221134221594498 -0.14125424918833568 -0.020420164739683801 -0.071090996859206682 0.34424000743215499 0.0086854831251404838 -0.004061054676771164 -0.77316107655564958 0.41208852867616552 -0.00096868803541539099 -0.041270092248394868 0.34562918783949437 0.06510626466354219 0.36142853392022001 -0.55717895262581973 -0.65294791425931553 -0.090021710068591554 -0.30180913758055078 -0.97717073074158511 -0.28896176419453695 -0.43859246614238911 0.41246621029717584 -0.32058848406587331 -0.23348873464428654 0.084484018329530966 -0.5236136521210949
leaf_weight=867 356 719 1095 1551 879 1410 1018 1539 205 1255 120 27 135 295 166 417 164 28 35 29 259 214 34 264 124 28 42 49 64 103
leaf_count=867 356 719 1095 1551 879 1410 1018 1539 205 1255 120 27 135 295 166 417 164 28 35 29 259 214 34 264 124 28 42 49 64 103
internal_value=0 0.0692323 0.128586 -0.0861258 0.218341 -0.0425066 -0.055531 0.00312901 0.0786744 0.046624 0.125155 -0.145324 0.037021 -0.0323146 0.162064 0.286644 0.187947 0.280721 -0.148909 -0.0427879 -0.112553 -0.238908 -0.394399 -0.13698 -0.022698 -0.281818 0.170418 0.221338 -0.0584919 -0.29057
internal_weight=0 7479 5068 6012 2419 4461 2411 3051 1512 2649 1242 147 1307 860 301 1552 673 480 63 193 1692 507 248 559 1407 152 447 405 1185 167
internal_count=13491 7479 5068 6012 2419 4461 2411 3051 1512 2649 1242 147 1307 860 301 1552 673 480 63 193 1692 507 248 559 1407 152 447 405 1185 167
is_linear=0
shrinkage=0.06


Tree=25
num_leaves=31
num_cat=0
split_feature=70 56 54 58 59 69 54 60 66 1 59 51 42 68 63 4 68 44 60 1 40 49 72 59 63 19 18 69 58 72
split_gain=17165.1 12773.4 7286.98 5187.04 5020.78 4815.56 4608.83 4575.96 4565.68 5436.76 5055.32 4198.68 3991.04 3759.75 3645.7 3627.46 3929.45 3542.16 3458.7 4917.43 4414.45 3709.47 4023.68 4485.12 3128.32 3176.01 3106.92 3576.04 3074.65 2997.73
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 15 -2 8 -6 -3 10 13 11 -5 -7 14 -10 -1 -17 -9 -4 20 21 22 23 28 -23 -26 27 -8 -20 -21
right_child=4 2 18 5 6 12 26 17 9 -11 -12 -13 -14 -15 -16 16 -18 -19 19 29 -22 24 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.085848217058070636 0.0082613449005159677 0.32610108004562832 0.018699972437986042 1.0930020996227356 -0.069247011940726674 0.091767065675986803 -0.29461621752620409 0.00080041753889481732 0.61779064585489252 1.1601210630570467 0.41287437415313211 -0.16297096518178783 0.67209222880640518 -0.56502998212973277 -0.061864422449940129 -0.20463508346624543 -1.8048047342470714 0.57381705370934122 -0.20969629313199306 -0.40933644961619725 -0.51035562127239187 -0.86222999223640984 0.37398303565332447 -0.23030432720977001 -0.31692814049310986 1.0381106901168824 -0.031532123847619484 -0.62421091254438499 0.32132278127526676 -1.245968301207931
leaf_weight=657 1086 771 1579 236 989 970 1139 1742 135 52 506 30 135 75 190 57 21 115 159 207 254 98 236 755 128 20 285 463 347 54
leaf_count=657 1086 771 1579 236 989 970 1139 1742 135 52 506 30 135 75 190 57 21 115 159 207 254 98 236 755 128 20 285 463 347 54
internal_value=0 0.0727335 -0.00697237 0.240912 -0.174931 0.314005 -0.244106 0.121312 0.450629 0.198222 0.598412 0.951351 0.162667 0.0731756 0.220454 0.00930228 -0.63545 0.0362861 -0.0948354 -0.17423 -0.120879 -0.0641225 -0.00498495 -0.07591 -0.423996 -0.133815 -0.335752 -0.389874 0.154461 -0.582433
internal_weight=0 9529 6465 3064 3962 2329 2876 2628 1224 452 772 266 1105 400 325 735 78 1857 3837 2258 1997 1743 1497 1261 246 148 1887 1602 506 261
internal_count=13491 9529 6465 3064 3962 2329 2876 2628 1224 452 772 266 1105 400 325 735 78 1857 3837 2258 1997 1743 1497 1261 246 148 1887 1602 506 261
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=31
num_cat=0
split_feature=65 64 66 58 57 63 58 37 60 60 73 57 69 63 1 63 46 19 47 60 6 40 61 64 6 58 73 69 27 62
split_gain=18026 10064.8 6424.69 5984.56 4894.31 5198.7 3898.81 3774.63 4900.46 3729.7 3173.53 3362.11 3324.9 3107 3828.6 3100.86 3863.1 3072.59 3067.87 2817.51 3967.75 3379.51 3814.84 5228.33 3052.32 2789.16 3843.29 2779.34 4606.41 4079.87
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 2 9 -2 5 7 13 15 -9 -1 12 -12 17 14 -3 16 -5 -11 -8 20 21 -6 -23 -24 -21 27 -27 -4 29 -29
right_child=3 6 25 4 19 -7 18 8 -10 10 11 -13 -14 -15 -16 -17 -18 -19 -20 24 -22 22 23 -25 -26 26 -28 28 -30 -31
leaf_value=0.5238056318466342 -0.30382980356430811 0.30478747136776851 0.11482913385371905 0.27736133274932706 0.12619928501030508 0.92132642395059838 0.095370259715539155 0.63235256274541218 -0.68496245546906287 0.24190361002866445 1.2188285099135507 0.28248462424594528 -0.031879775247833121 -0.25972181354904583 -1.0864738250320609 0.023334710312158249 1.495067264288664 0.93586194217205054 -0.20125902173994797 -0.25345942960185164 -0.53187293830243021 0.46335094515234232 -1.2232435149990994 0.1442866249287382 0.13867172209270331 0.24566322573717159 -0.2609275535855306 -0.72930562473550631 -1.3364353379607201 0.18457529574952788
leaf_weight=754 1476 196 259 198 881 71 2469 36 131 463 63 98 446 832 22 871 30 74 406 1807 132 40 69 47 223 973 177 79 40 128
leaf_count=754 1476 196 259 198 881 71 2469 36 131 463 63 98 446 832 22 871 30 74 406 1807 132 40 69 47 223 973 177 79 40 128
internal_value=0 0.103637 0.225548 -0.128926 -0.0720124 0.0886633 -0.00675022 0.0419658 -0.40099 0.351136 0.237331 0.64888 0.169926 -0.171669 0.164385 0.109276 0.437586 0.337533 0.053481 -0.139166 -0.0154953 0.0502346 -0.378771 -0.669158 -0.210383 0.0816063 0.167692 -0.114044 -0.354036 -0.164201
internal_weight=0 7479 3554 6012 4536 1337 3925 1266 167 1898 1144 161 983 1050 218 1099 228 537 2875 3199 1169 1037 156 116 2030 1656 1150 506 247 207
internal_count=13491 7479 3554 6012 4536 1337 3925 1266 167 1898 1144 161 983 1050 218 1099 228 537 2875 3199 1169 1037 156 116 2030 1656 1150 506 247 207
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=31
num_cat=0
split_feature=70 69 64 64 59 58 69 53 9 55 0 58 72 55 16 55 46 64 61 47 73 53 24 66 17 31 59 6 73 18
split_gain=26110.3 15920.5 11084.5 6261.44 5164.67 4644.73 4236.07 4123.01 4065.49 4410.57 5575.96 3779.98 3328.52 3276.09 3258.02 3713.95 3297.81 3182.63 4177.49 5531.5 4627.4 3369.68 3093.16 3010.41 3463.83 3007.37 2859.01 2848.84 2796.42 2785.46
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 2 7 5 13 -3 17 -1 9 26 22 -4 -13 -2 15 16 23 -6 -19 20 -20 -22 -11 24 -7 -10 -9 -16 -28 -8
right_child=4 3 11 -5 6 14 29 8 25 10 -12 12 -14 -15 27 -17 -18 18 19 -21 21 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=0.14098397670352522 0.058233744425974281 -0.0364817770196674 -0.027795535881568301 -0.039261962173157118 -0.018097550826477255 0.11445531520367201 -0.14221418295806082 0.20421935290031068 -0.082002695532551462 0.049720194559923547 -0.14274009333182408 0.054648370424331828 -0.032483358717108349 -0.036175627951145609 0.16757425176682042 -0.0067331073260953975 -0.078803721919837533 -0.0055395256984047594 -0.059680050962516565 -0.26958588592162164 -0.47948799296109768 -0.15490625576152431 0.29062957409265877 0.021074021155887992 0.42492146492004396 0.19938232036573547 0.11594057584855151 -0.09912237663721217 -0.096272196860941642 -0.004454728403938151
leaf_weight=840 330 709 721 2305 910 350 643 222 156 334 93 1569 332 756 183 901 82 340 656 116 27 77 37 241 24 28 329 29 44 107
leaf_count=840 330 709 721 2305 910 350 643 222 156 334 93 1569 332 756 183 901 82 340 656 116 27 77 37 241 24 28 329 29 44 107
internal_value=0 0.0224263 0.0551467 -0.00948694 -0.0539375 0.0177586 -0.0714773 0.0981983 0.0692844 0.0881305 0.0303556 0.0209452 0.0394313 -0.0074877 0.0390052 0.0267884 0.0701211 -0.0534564 -0.0799173 -0.108785 -0.0842422 -0.239173 0.0737462 0.0899777 0.134378 -0.0391832 0.133185 0.131092 0.0909074 -0.122561
internal_weight=0 9529 4705 4824 3962 2519 2876 2083 1243 1059 464 2622 1901 1086 1810 1598 697 2126 1216 876 760 104 371 615 374 184 595 212 373 750
internal_count=13491 9529 4705 4824 3962 2519 2876 2083 1243 1059 464 2622 1901 1086 1810 1598 697 2126 1216 876 760 104 371 615 374 184 595 212 373 750
is_linear=0
shrinkage=0.025


Tree=28
num_leaves=31
num_cat=0
split_feature=65 56 54 57 58 56 57 9 53 62 30 1 60 40 60 58 57 61 39 61 33 5 60 71 40 35 2 62 0 40
split_gain=17952.5 8410.59 6113.09 5514.3 4858.33 5644.14 4555.7 4508.89 4426.76 3707.66 4550.78 3543.38 3535.36 3382.4 3283.35 3252.05 3234.56 3218.8 3189.03 4021.65 4674.17 2960.66 2864.42 2800.92 2791.28 2838.79 2780.79 2654.52 3537.55 2577.05
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 6 7 11 -2 21 22 14 -8 -5 12 17 29 23 -3 -12 -7 26 24 -20 -21 -6 -1 -13 25 -18 -4 -19 -29 -11
right_child=4 2 3 9 5 16 8 -9 -10 10 15 13 -14 -15 -16 -17 18 27 19 20 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.82329600796861158 -0.2862524000792146 0.4456245414821795 0.56230635077654201 -0.055159960519488717 0.039293837525979036 -0.0023143985137534825 0.39872174407642541 -0.1682393977511949 0.063974083540999288 0.11514627385814236 -0.4091670514084399 0.18452495827719018 -0.48401326300242009 0.70532547777349297 0.13970207006019009 -1.5793966823435845 -0.15444221259170698 0.23429989909565951 -0.042659601360280935 -1.0333867469059876 0.37190668497766771 0.49501075626891339 0.3533043187334366 -1.0245078068791014 -0.448391387657125 0.37444791072005529 -0.33175540238618856 -0.30328960756526929 0.63861206414851734 -0.66757781457901011
leaf_weight=177 1476 502 267 1174 1188 1012 584 339 1221 265 48 27 312 22 1165 47 1472 378 107 153 28 162 485 66 305 109 40 263 47 50
leaf_count=177 1476 502 267 1174 1188 1012 584 339 1221 265 48 27 312 22 1165 47 1472 378 107 153 28 162 485 66 305 109 40 263 47 50
internal_value=0 0.103426 0.0290261 -0.0611924 -0.128663 -0.0773836 0.254577 0.164219 0.17228 -0.164824 -0.343143 0.115822 -0.245418 -0.409723 0.231827 -0.988123 -0.149995 0.176563 -0.218741 -0.528678 -0.815993 0.0939799 0.478967 -0.673498 -0.171412 -0.117979 0.445816 0.0564171 -0.160485 -0.00909564
internal_weight=0 7479 5012 3006 6012 4536 2467 2006 1805 1896 722 1110 627 115 1667 95 3186 995 2174 288 181 1350 662 93 1886 1581 307 688 310 315
internal_count=13491 7479 5012 3006 6012 4536 2467 2006 1805 1896 722 1110 627 115 1667 95 3186 995 2174 288 181 1350 662 93 1886 1581 307 688 310 315
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=31
num_cat=0
split_feature=65 64 54 56 54 57 63 45 60 26 12 15 32 68 6 56 68 45 47 28 57 40 68 57 40 18 45 40 13 3
split_gain=14541.5 7951.74 4689.35 4274.71 4138.23 4286.89 3845.9 3843.54 3532.37 3327.51 3244.79 3187.38 2966.18 3367.64 4873.01 2933.04 5591.01 5564.16 3987.66 3854.33 2931.16 4093.76 4937.11 2864.11 2793.26 2762.27 2822.67 2738.12 2968.32 2725.22
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 4 3 6 9 10 7 -2 12 -1 -6 20 13 14 -4 16 -3 -18 -17 -20 21 22 -5 29 -15 26 -13 28 -8 -10
right_child=2 15 8 11 5 -7 27 -9 23 -11 -12 25 -14 24 -16 18 17 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.36645560559601115 0.7925464935151928 0.23219044643818898 0.19209462401057995 0.36680685499427368 0.23134108587904875 -0.00024180243895614633 0.28209726205048852 -0.56134241571029031 -0.040951513700749516 -0.33094766686360044 0.94377958280699592 -0.11571668602418209 -0.49336867607472573 -0.14735057262129755 -0.53718191087245948 -0.013038565302361036 -0.1408239614068427 -1.6802786232144744 -0.22796784953462967 -1.1200987159682994 -0.095261746525682672 1.1818860039478396 -0.58203225776553158 -0.32540000115901091 -0.95845577789812675 -1.4099804025429945 -1.2169146977098926 -0.79387584345681328 -0.91779247486720927 -0.58074332501668979
leaf_weight=1374 166 945 770 204 737 1301 199 24 795 72 70 138 136 318 104 2394 180 27 322 57 1093 41 75 1682 49 26 28 35 23 106
leaf_count=1374 166 945 770 204 737 1301 199 24 795 72 70 138 136 318 104 2394 180 27 322 57 1093 41 75 1682 49 26 28 35 23 106
internal_value=0 0.0930831 -0.115797 0.00689249 0.201443 0.112072 0.280387 0.621529 -0.179372 0.33173 0.293139 -0.069277 -0.0500174 -0.001431 0.105316 -0.00503477 0.129083 -0.341622 -0.0607521 -0.362141 -0.0173302 0.248855 0.111743 -0.248331 -0.255645 -0.451573 -0.301461 0.0281808 0.157784 -0.104456
internal_weight=0 7479 6012 2052 3554 2108 447 190 3960 1446 807 1605 1377 1241 874 3925 1152 207 2773 379 1413 320 279 2583 367 192 166 257 222 901
internal_count=13491 7479 6012 2052 3554 2108 447 190 3960 1446 807 1605 1377 1241 874 3925 1152 207 2773 379 1413 320 279 2583 367 192 166 257 222 901
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=31
num_cat=0
split_feature=65 70 70 58 66 64 66 1 54 22 66 72 56 53 7 1 60 15 16 1 53 13 4 46 58 25 39 6 2 54
split_gain=18172.6 11855.4 6663.4 5409.88 5202.68 4386.32 4280.21 4263.04 7193.92 4027.07 3868.51 3731.07 3693.43 3348.88 4059.54 3831.68 3235.03 3111.34 2994.14 2822.87 2755.12 3404.58 2571.49 2352.68 3196.85 2328.2 2736.01 3814.81 3135.01 3189.87
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 4 -1 5 13 7 -5 -9 -8 16 -4 -10 -2 15 -15 20 23 19 -11 -3 22 -22 -18 -25 26 -7 28 29 -28
right_child=2 10 11 6 -6 25 9 8 12 18 -12 -13 -14 14 -16 -17 17 -19 -20 -21 21 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.015292133536100875 0.13387724532137607 0.27991895428537272 -0.15136035994762373 0.17437941206276336 -0.090492111662072494 -0.039599045383998228 0.084632523084073791 0.23193558444976806 -0.011643486346517292 -0.20319768692171852 -0.082418996509111678 0.013470842851220438 -0.56506259297215677 -0.050876281295545014 0.22846997726771789 0.21443055531808311 0.031131703807830813 -0.22639978792380405 0.3320512767460036 0.29888675928115849 0.038819602223162636 0.441434668110263 -0.39665515224138898 -0.57272830457687385 -0.036913103384356348 0.096370797774877906 -0.10414084359711291 0.23725964616846157 0.11763565531483405 -0.50428970432281506
leaf_weight=1592 513 113 1286 1429 1410 1183 1679 75 35 172 1197 265 43 783 118 98 625 108 23 20 226 31 24 25 62 166 51 27 27 85
leaf_count=1592 513 113 1286 1429 1410 1183 1679 75 35 172 1197 265 43 783 118 98 625 108 23 20 226 31 24 25 62 166 51 27 27 85
internal_value=0 0.041623 -0.0517796 0.0763587 -0.0269489 0.00241717 0.104327 0.152894 -0.0477781 0.0637608 -0.0313925 -0.123198 -0.316734 0.0508046 0.00814567 -0.0213643 0.0189194 -0.0263423 -0.099233 -0.150897 0.113119 0.0460426 -0.00298597 0.0040035 -0.190883 -0.0451213 -0.0622282 -0.203124 -0.276071 -0.354234
internal_weight=0 7479 6012 5068 4461 3051 3476 1582 153 1894 2411 1551 78 1512 999 881 1214 820 215 192 394 281 250 712 87 1539 1373 190 163 136
internal_count=13491 7479 6012 5068 4461 3051 3476 1582 153 1894 2411 1551 78 1512 999 881 1214 820 215 192 394 281 250 712 87 1539 1373 190 163 136
is_linear=0
shrinkage=0.04


Tree=31
num_leaves=31
num_cat=0
split_feature=55 59 70 60 60 53 53 69 11 70 58 14 59 0 69 42 1 44 21 14 25 15 56 30 15 45 56 12 64 46
split_gain=14606.1 7928.44 7866.35 5471.8 5002.99 4976.87 4829.17 4232.3 4147.05 4122.27 3601.53 4305.48 3457.25 3607.56 3390.11 3336.97 3131.6 3414.33 3049.99 3037.45 2844.72 3484.73 3668.63 2820.17 2741.27 4055.31 2687.28 3154.33 2602.38 3185.41
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 5 3 7 20 -1 14 -2 9 10 11 -6 26 18 -5 -10 17 -16 24 -9 -3 22 -22 -15 -14 -26 27 -8 -7 -30
right_child=2 4 -4 6 8 28 12 19 15 -11 -12 -13 13 23 16 -17 -18 -19 -20 -21 21 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=0.69249875332188893 0.24522138278561592 0.1728761908441219 -0.23155862853464682 0.21544216080934098 -0.2171248307596747 0.36792214976272125 0.083413712952726635 0.020242502240693901 -0.21238150292567234 -0.1705905621328816 0.19919669627595898 0.66412476367420625 -0.22797891338687229 -0.87051877105915099 0.033404106118258864 -1.093092896424088 -0.71812187590309096 -0.93396047330819654 0.26962728363546462 -0.54734300305445993 1.3430618098287872 1.8393766811915808 0.10669718567620626 0.21837680927876915 -0.46080065605702336 -2.0590238195657729 -0.17045881317524045 1.1036115563091111 -0.042902946316870506 0.78873414099216466
leaf_weight=303 1088 1032 2527 650 462 612 279 924 275 739 1293 63 815 158 566 51 74 39 110 105 33 21 88 28 77 20 570 34 403 52
leaf_count=303 1088 1032 2527 650 462 612 279 924 275 739 1293 63 815 158 566 51 74 39 110 105 33 21 88 28 77 20 570 34 403 52
internal_value=0 0.126835 -0.0853591 -0.0186359 0.0565975 0.334832 -0.0968482 0.107716 -0.0142662 0.0285581 0.10951 -0.111375 -0.191583 -0.301518 0.0522037 -0.350162 -0.104063 -0.0289549 -0.227794 -0.0376744 0.230618 0.650263 0.443888 -0.706599 -0.287791 -0.790331 -0.0411849 0.194234 0.233264 0.0521413
internal_weight=0 5427 8064 5537 4057 1370 3420 2117 2883 2557 1818 525 2091 1208 1329 326 679 605 1022 1029 1174 142 121 186 912 97 883 313 1067 455
internal_count=13491 5427 8064 5537 4057 1370 3420 2117 2883 2557 1818 525 2091 1208 1329 326 679 605 1022 1029 1174 142 121 186 912 97 883 313 1067 455
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=31
num_cat=0
split_feature=55 57 60 56 56 57 54 51 28 62 5 60 33 4 61 25 1 39 30 27 2 0 16 62 53 29 30 5 61 54
split_gain=11830.9 8435.17 5772.59 5669.87 5107.2 5015.67 3959.53 3844.42 4569.98 3568.33 3397.45 3320.69 3483.36 3269.58 3158.84 3059.49 3610.92 3856.34 3006.01 2953.48 2943.84 2910.13 3594.07 3678.01 2884.19 4090.26 3532.59 3479.3 2883.36 3171.04
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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=3 4 7 -1 -2 10 13 14 20 -7 18 12 -11 15 19 16 -4 -18 -5 -3 -9 -8 23 -23 -16 26 27 -26 -6 -30
right_child=1 2 6 5 28 9 21 8 -10 11 -12 -13 -14 -15 24 -17 17 -19 -20 -21 -22 22 -24 -25 25 -27 -28 -29 29 -31
leaf_value=0.24063848748207192 0.24188248331637402 0.10548891054893969 -0.037751120485938892 0.10090398009209071 0.14539037368072044 0.093362053568792985 -0.23176076405173759 -0.5499021649491368 0.5960969270444384 -0.0018675910313651854 0.65128259909531416 -0.17677428167826262 0.64905226723446208 -0.42036511586174941 0.12664403548665548 0.32386590122200909 -0.28509484355648362 -1.4661107717288866 0.58392492872895674 0.61956311245599094 0.30839189328253269 -0.67262492306450372 -1.4602928168785114 0.0044039254330127181 -0.34063273663390292 0.34205428782041647 0.27643624639746112 0.26595968212764542 0.092309968867491515 -0.17419638458908149
leaf_weight=1385 749 469 1009 850 554 1307 1543 209 34 529 105 1087 64 183 444 140 96 24 100 93 32 155 26 87 583 109 93 74 479 879
leaf_count=1385 749 469 1009 850 554 1307 1543 209 34 529 105 1087 64 183 444 140 96 24 100 93 32 155 26 87 583 109 93 74 479 879
internal_value=0 -0.0640193 -0.123832 0.0951266 0.0574273 0.0452666 -0.193589 -0.0174698 -0.308341 -0.00990226 0.201465 -0.0902394 0.0683835 -0.091069 0.02542 -0.0435819 -0.0891467 -0.521298 0.151748 0.190558 -0.435938 -0.275786 -0.529259 -0.42923 -0.0458062 -0.134942 -0.204266 -0.27231 -0.0148305 -0.080193
internal_weight=0 8064 5403 5427 2661 4042 3263 2140 275 2987 1055 1680 593 1452 1865 1269 1129 120 950 562 241 1811 268 242 1303 859 750 657 1912 1358
internal_count=13491 8064 5403 5427 2661 4042 3263 2140 275 2987 1055 1680 593 1452 1865 1269 1129 120 950 562 241 1811 268 242 1303 859 750 657 1912 1358
is_linear=0
shrinkage=0.0833333


Tree=33
num_leaves=31
num_cat=0
split_feature=65 70 69 70 66 10 59 59 68 41 72 69 31 58 1 1 61 9 31 38 24 9 11 12 63 6 71 59 49 1
split_gain=12534.9 8105.93 6067 4606.6 4102.78 3400.67 3379.67 3249.07 3900.24 4845.22 3215.67 3201.49 3780.92 3188.4 2986.48 2947.53 2942.96 3721.39 3588.5 2916.96 2915.39 3643.98 2835.64 2811.38 2791.96 2787.22 3592.45 2748.48 2585.63 3545.08
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 2 13 4 5 7 14 8 9 11 -5 -2 -13 16 -3 20 24 18 -18 -17 -8 -22 -6 -10 -1 28 27 -27 29 -4
right_child=3 6 25 10 22 -7 15 -9 23 -11 -12 12 -14 -15 -16 19 17 -19 -20 -21 21 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.9105552282763294 0.44924544250575188 0.044490125468205133 0.098135616559841987 -0.32132720159103118 -0.24497875411483083 0.30449207475398143 -0.05168898516001056 -0.098097926932983942 -0.27433146438220651 1.0422674838598673 0.061231678620261965 0.041423849468348456 -1.3752778240612575 0.3585335231921396 0.68909224069412844 -0.34099788425145328 0.017145226911365788 -0.59741976113764794 0.99447166250973218 -1.4166485724910614 -0.2668080050137735 -1.4789746652207068 0.22190171252807667 0.66061032080167059 0.19712075863806708 -0.46758295534288186 -0.4457510119596404 0.63091839849948883 0.35000622609221899 -0.31318843027874199
leaf_weight=74 214 638 1752 1286 1265 346 1371 1927 246 77 265 183 21 1552 81 135 449 91 41 31 124 31 145 37 212 34 223 69 333 238
leaf_count=74 214 638 1752 1286 1265 346 1371 1927 246 77 265 183 21 1552 81 135 449 91 41 31 124 31 145 37 212 34 223 69 333 238
internal_value=0 0.0864224 0.158228 -0.107511 -0.0558962 0.00929841 -0.0645158 -0.0284602 0.144023 0.313319 -0.255964 0.179039 -0.104413 0.272725 0.117109 -0.141696 0.11912 -0.010144 0.0989215 -0.541872 -0.0981638 -0.509241 -0.196966 -0.152095 0.381716 0.053673 -0.220144 0.268306 0.0920994 0.0489421
internal_weight=0 7479 5068 6012 4461 3051 2411 2705 778 495 1551 418 204 2419 719 1692 867 581 490 166 1526 155 1410 283 286 2649 326 103 2323 1990
internal_count=13491 7479 5068 6012 4461 3051 2411 2705 778 495 1551 418 204 2419 719 1692 867 581 490 166 1526 155 1410 283 286 2649 326 103 2323 1990
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=31
num_cat=0
split_feature=65 55 64 57 64 70 21 55 53 69 18 39 72 70 45 59 61 68 16 62 4 41 73 37 69 68 41 48 47 41
split_gain=20991.8 11379.9 6792.32 6170.46 5655.12 4728.51 4372.36 5026.15 4304.65 4218.36 5634.11 3754.1 3559.55 3539.11 3446.95 3732.51 4031.88 4076.96 3078.19 2879.92 2853.14 4702.52 2810.19 3515.83 2800.33 2949.46 2932.34 4595.81 2702.49 2914.23
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 2 24 20 5 6 8 -8 -2 -7 12 -6 -11 14 -5 -16 19 -18 -13 -17 -3 -22 23 -10 -1 26 27 -26 29 -4
right_child=4 3 28 13 11 9 7 -9 22 10 -12 18 -14 -15 15 16 17 -19 -20 -21 21 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.10185617975592927 0.040452475524620307 0.024883657118591588 0.020541053761829711 0.011948080376902695 -0.038462303634086106 -0.020813702219462122 0.18926870063086537 0.0057430955436494615 0.00079673783797535431 -0.19329100933179938 0.12778249378432521 -0.084122758729580221 0.030241709522464695 -0.044349749183715551 0.019135257658577456 0.089998100505155665 -0.13450615622495352 -0.47187701062015869 -0.25762688515626869 -0.19277434163093568 0.15979785500080498 -0.14958276085231614 -0.097057320252477125 -0.1063676268151767 0.029804792497495208 -0.002781849585501235 0.20238229397355637 0.24463787793789218 -0.041725395885733971 0.1109158355851726
leaf_weight=951 619 1335 1100 1561 2534 613 107 135 1029 176 32 369 34 1079 97 34 38 23 46 25 135 23 179 139 297 269 68 46 234 164
leaf_count=951 619 1335 1100 1561 2534 613 107 135 1029 176 32 369 34 1079 97 34 38 23 46 25 135 23 179 139 297 269 68 46 234 164
internal_value=0 0.0223677 0.051456 0.0014441 -0.0278256 -0.00879273 0.00667058 0.0868887 -0.00320368 -0.048726 -0.11943 -0.0475943 -0.1571 -0.0157753 0.00156538 -0.0731231 -0.147699 -0.261712 -0.103355 -0.0298207 0.0343952 0.114761 -0.0232654 -0.0119566 0.0796961 0.0487045 0.0824023 0.0586162 0.0207087 0.0322669
internal_weight=0 7479 3129 4350 6012 3063 2208 242 1966 855 242 2949 210 2857 1778 217 120 61 415 59 1493 158 1347 1168 1631 680 411 343 1498 1264
internal_count=13491 7479 3129 4350 6012 3063 2208 242 1966 855 242 2949 210 2857 1778 217 120 61 415 59 1493 158 1347 1168 1631 680 411 343 1498 1264
is_linear=0
shrinkage=0.02


Tree=35
num_leaves=31
num_cat=0
split_feature=55 57 59 57 60 54 54 60 54 54 5 61 3 60 59 32 63 50 68 68 61 4 11 25 1 39 61 30 61 59
split_gain=34083 12465.4 11022.5 9959.42 7280.66 7319.07 7225.25 5769.85 5483.14 5216.13 4600.36 4513.78 4468.6 4094.1 3689.45 3667.14 3531.39 3675.98 3514.91 3428.14 4879.07 3352.37 3186.33 3024.51 3536.65 3811.62 3009.23 3167.48 3004.54 2999.07
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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=2 8 9 7 11 21 13 -4 -2 -1 22 18 14 -5 -10 -13 17 -16 -3 20 -14 23 26 24 -6 28 -9 -28 -26 -7
right_child=1 4 3 6 5 29 -8 10 12 -11 -12 15 19 -15 16 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=0.12672924246427003 0.044252190039966652 0.04583298728240514 0.13143588694159597 0.08804564584478701 -0.013336421381507362 -0.050793442395038572 -0.018648320288246537 0.10572743793472207 0.038658542587883829 0.053420992513428196 0.15893436122261653 -0.019122457079574395 0.10310390208524169 0.01676522348855251 0.014132319224503755 -0.10243676505606583 -0.029383734715600292 0.19679693917970398 -0.045774448470987598 -0.1856525028424714 -0.10245605820279703 -0.09075327583559821 -0.073391932338221458 0.058619706485243069 0.076217264433701831 -0.29690985638234346 0.0066905724780487877 0.14760400470422239 -0.12494248433245553 -0.093868203037361861
leaf_weight=369 801 496 254 296 1009 823 1770 147 508 1001 82 1327 47 918 177 165 929 37 152 61 101 183 78 140 30 24 463 49 66 988
leaf_count=369 801 496 254 296 1009 823 1770 147 508 1001 82 1327 47 918 177 165 929 37 152 61 101 183 78 140 30 24 463 49 66 988
internal_value=0 -0.021732 0.0322917 0.0184889 -0.0362743 -0.0519423 0.00282991 0.0620364 0.00779518 0.0731661 0.0405132 -0.0123842 -0.00790485 0.034145 0.00128647 -0.0283362 -0.0153233 0.0457145 0.0243448 -0.0805119 -0.0371769 -0.0240655 0.0273374 -0.0144486 -0.0235093 -0.109046 0.0392599 0.0201764 -0.0620801 -0.0742931
internal_weight=0 8064 5427 4057 5403 3263 2984 1073 2661 1370 819 2140 1860 1214 1651 1492 1143 214 648 209 148 1452 737 1269 1129 120 659 512 96 1811
internal_count=13491 8064 5427 4057 5403 3263 2984 1073 2661 1370 819 2140 1860 1214 1651 1492 1143 214 648 209 148 1452 737 1269 1129 120 659 512 96 1811
is_linear=0
shrinkage=0.0166667


Tree=36
num_leaves=31
num_cat=0
split_feature=65 66 70 70 69 66 57 55 53 56 20 41 10 69 68 57 31 72 24 27 62 71 15 50 63 56 27 69 18 9
split_gain=15079.9 8570.82 5473.66 4648.88 4334.21 3978.81 3727.56 3582.34 5191.29 3136.97 2801.16 3200.41 2774.04 2774.88 5939.07 4878.14 3205.4 2664.83 2662.47 2595.91 2575.9 3776.7 5821.26 3213.36 2878.51 3789.55 2669.58 2500.61 4508.25 2377.68
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 6 10 5 -4 12 9 8 -8 -1 -3 -12 13 14 15 -2 -16 27 -15 -6 21 22 -9 -23 -22 29 -27 -5 -29 -26
right_child=3 2 4 17 19 -7 7 20 -10 -11 11 -13 -14 18 16 -17 -18 -19 -20 -21 24 23 -24 -25 25 26 -28 28 -30 -31
leaf_value=0.58053576257079842 0.60665626026443586 0.035784307079165176 -0.074267287898672638 -0.25551457730214039 -0.38787623106965891 -0.20499236399146026 0.54337959134883906 0.60444353795400607 0.10162283837061259 0.23691255188660654 0.51613857305087785 -0.41282679194753824 0.26474463882495386 -0.079892661779647323 -0.093184124588588324 0.067584098035792919 -0.85249980446838203 0.021698976949138464 -0.4912911711105456 -1.2021443119515545 0.36629545775855465 -0.11455120400050145 -1.137465878043856 0.60245110077990427 0.21063007490336894 -0.75976318568905443 0.2143767495365704 -0.77417518415715969 0.37796577751636506 -0.71556055992841727
leaf_weight=393 257 2381 888 1021 263 1410 415 222 741 820 236 44 346 1248 473 484 63 265 180 46 82 474 21 72 150 163 34 225 40 34
leaf_count=393 257 2381 888 1021 263 1410 415 222 741 820 236 44 346 1248 473 484 63 265 180 46 82 474 21 72 150 163 34 225 40 34
internal_value=0 0.0947906 -0.00891982 -0.117921 -0.186516 -0.06607 0.205289 0.133278 0.260212 0.348243 0.0709683 0.370158 -0.00186792 -0.0359707 0.0711337 0.25455 -0.182432 -0.267054 -0.13175 -0.509094 0.0160767 0.125956 0.453908 -0.0200014 -0.171168 -0.286843 -0.591638 -0.326556 -0.600267 0.0394862
internal_weight=0 7479 3858 6012 1197 4461 3621 2408 1156 1213 2661 280 3051 2705 1277 741 536 1551 1428 309 1252 789 243 546 463 381 197 1286 265 184
internal_count=13491 7479 3858 6012 1197 4461 3621 2408 1156 1213 2661 280 3051 2705 1277 741 536 1551 1428 309 1252 789 243 546 463 381 197 1286 265 184
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=31
num_cat=0
split_feature=65 55 59 60 70 70 25 61 69 60 26 24 45 59 39 61 18 24 26 72 62 31 0 55 63 44 49 32 62 34
split_gain=12214.8 7699.12 4923.45 4595.97 4106.68 3765.59 3580.07 3482.14 3101.77 3808.31 3630.54 3046.46 2754.56 5478.98 2742.64 2430.22 3478.43 3948.68 3386.78 3049.38 2399.36 6085.49 3935 3416.94 3286.44 2658.9 2962.08 2343.03 2513.82 2333.32
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 2 -1 6 12 8 -4 -5 9 27 20 -10 -3 -14 -15 18 17 -17 -6 -18 21 22 25 -24 -23 26 29 -2 -29 -11
right_child=5 4 3 7 15 -7 -8 -9 11 10 -12 -13 13 14 -16 16 19 -19 -20 -21 -22 24 23 -25 -26 -27 -28 28 -30 -31
leaf_value=0.40250431556043287 0.24712707780761622 0.10826071308759844 0.26014859039461663 0.26292766238556647 0.11008637992897492 -0.2403487049215475 0.98067106354313016 -0.065479547974230209 -0.10086610382637351 0.45327564971170564 -0.8051805248913857 -0.46268182228758659 0.26212736981095008 -0.37107043396080697 -1.4166282973926645 -0.062912976303262508 -0.45176094004707618 -0.72832897358601645 -1.160170966860923 -1.6145089670463844 -0.16301801586971884 -0.0082745829546773762 0.34517835994830004 -0.90710156212016102 -1.280496191316181 1.2088079909677618 -0.4367691330189975 0.25734047991888864 -0.92488012571592604 -0.26529793189122131
leaf_weight=899 747 2470 595 457 457 1551 78 1100 1910 345 65 265 159 186 29 762 137 101 22 27 748 37 37 53 45 32 53 35 37 52
leaf_count=899 747 2470 595 457 457 1551 78 1100 1910 345 65 265 159 186 29 762 137 101 22 27 748 37 37 53 45 32 53 35 37 52
internal_value=0 0.0853116 0.204942 0.125296 -0.000739609 -0.106129 0.343656 0.0309123 -0.059463 0.0218725 -0.074567 -0.144949 0.0699652 -0.182949 -0.512099 -0.134262 -0.221016 -0.140789 0.0517447 -0.643189 -0.040694 0.0992117 0.214708 -0.392275 -0.706445 0.328045 0.265413 0.194616 -0.35019 0.359155
internal_weight=0 7479 3129 2230 4350 6012 673 1557 4461 2286 1467 2175 2844 374 215 1506 1027 863 479 164 1402 654 572 90 82 482 450 819 72 397
internal_count=13491 7479 3129 2230 4350 6012 673 1557 4461 2286 1467 2175 2844 374 215 1506 1027 863 479 164 1402 654 572 90 82 482 450 819 72 397
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=31
num_cat=0
split_feature=64 55 58 30 57 53 38 59 10 54 52 60 57 17 51 57 54 1 60 30 30 66 60 26 49 45 27 51 51 53
split_gain=10843.2 6775.65 4125.33 4539.34 4121.73 3977.97 3456.93 3136.61 4440.47 3827.14 5064.95 3044.49 2995.78 3413.85 2924.16 3933.21 2894.07 3408.94 3028.09 2852.38 2852.21 2842.99 2807.43 4776.18 4480.28 2567.25 3295.77 7089.35 3066.23 2806.02
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 5 3 6 25 21 -2 9 14 -4 -11 12 -7 -14 19 -16 17 -6 -18 22 -20 -1 23 24 -9 26 28 -28 29 -3
right_child=2 4 7 -5 16 11 -8 8 -10 10 -12 -13 13 -15 15 -17 18 -19 20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.49619022310151462 -0.34808752154291328 0.32433988844151834 0.31886597561092833 0.21431493231495799 0.11464366492899983 0.68278012939809285 0.090948348738360066 -0.22050036957752073 0.22173613544183834 -0.079640336350780716 0.78695039972662928 0.049085551804246411 0.12253506412929904 1.2594822259885925 0.56549425448170154 -0.092627326097037346 -0.012924866173213602 -0.48739810444059828 -0.23550687271112111 0.12392320312202386 -0.83098042830824859 0.070313461469798277 -0.28655669278610163 0.90489952353139724 0.40163905253714849 -0.18696391302347184 0.92327327421007233 -0.98247854839200566 0.55493206091884051 -0.069082394034110539
leaf_weight=627 1264 269 453 207 902 162 209 718 393 1066 72 1420 465 28 131 296 643 105 640 292 92 209 1587 48 138 200 129 23 147 556
leaf_count=627 1264 269 453 207 902 162 209 718 393 1066 72 1420 465 28 131 296 643 105 640 292 92 209 1587 48 138 200 129 23 147 556
internal_value=0 0.0913759 -0.0879596 -0.224173 0.00169228 0.205552 -0.285794 -0.0439013 -0.0955408 0.0730422 -0.0248121 0.131352 0.309702 0.187108 -0.134385 0.109279 -0.0769326 0.0518687 -0.171262 -0.171771 -0.310348 0.389721 -0.206433 -0.065772 -0.120202 0.143146 0.201884 0.634903 0.134169 0.0591971
internal_weight=0 6617 6874 1680 3706 2911 1473 5194 3603 1591 1138 2075 655 493 3210 427 2382 1007 1375 2783 732 836 2491 904 856 1324 1124 152 972 825
internal_count=13491 6617 6874 1680 3706 2911 1473 5194 3603 1591 1138 2075 655 493 3210 427 2382 1007 1375 2783 732 836 2491 904 856 1324 1124 152 972 825
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=31
num_cat=0
split_feature=55 57 54 57 47 11 61 34 30 54 0 4 15 71 47 63 25 20 61 17 61 1 46 18 31 9 64 15 52 31
split_gain=11191.1 6160.04 5414.24 3909.76 3338.01 3178.04 4021.02 4474.7 3106.41 3033.13 4436.66 3239.05 7173.54 3554.15 3756.51 2957.79 5828.41 2927.43 2924.08 3084.52 2720.86 4065.41 2717.95 2515.51 2602.56 4060.61 2980.11 2427.54 3386.45 2599.97
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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=2 18 -1 5 17 6 7 -4 -8 11 27 15 13 -13 -15 -3 20 -5 22 -20 -17 -22 23 24 25 -2 -27 -11 29 -29
right_child=1 9 3 4 -6 -7 8 -9 -10 10 -12 12 -14 14 -16 16 -18 -19 19 -21 21 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=0.12355416198906576 0.0045554590305442559 0.077635191583073401 0.42958358107816158 -0.010945504669549119 -0.15097903762635251 -0.16427038001893746 0.040741729746421276 -0.34560269968850271 0.37399274561601348 -0.090572724475854627 -0.23807819949016593 -0.40597422380945575 -0.9760786393514046 0.12740752857002985 -0.55035028246541817 0.032392335974145682 0.28718950321897863 0.16934888146379415 0.0078484485159974662 -0.26960505149766523 -0.1024415191552043 -0.49676140360023879 0.38693892521948758 0.29816956325112104 -0.28359353927702741 0.15471662541605391 0.76577509986236691 -0.047342314847199571 0.55376635352450032 0.46902356677585183
leaf_weight=1900 404 753 164 1923 377 99 609 21 79 2469 484 67 26 138 24 320 115 255 1822 106 625 73 79 107 58 53 32 251 31 27
leaf_count=1900 404 753 164 1923 377 99 609 21 79 2469 484 67 26 138 24 320 115 255 1822 106 625 73 79 107 58 53 32 251 31 27
internal_value=0 -0.0373584 0.055511 0.018856 -0.0136138 0.104206 0.134652 0.341589 0.0790075 -0.0680268 -0.0983772 -0.0217853 -0.189037 -0.0996788 0.026999 0.000828265 -0.0502182 0.0101633 0.024912 -0.00740574 -0.088334 -0.143681 0.109917 0.076454 0.0330837 0.0706446 0.384762 -0.0740376 0.0580824 0.00280833
internal_weight=0 8064 5427 3527 2555 972 873 185 688 5403 3262 2141 255 229 162 1886 1133 2178 2661 1928 1018 698 733 654 547 489 85 2778 309 278
internal_count=13491 8064 5427 3527 2555 972 873 185 688 5403 3262 2141 255 229 162 1886 1133 2178 2661 1928 1018 698 733 654 547 489 85 2778 309 278
is_linear=0
shrinkage=0.05


end of trees

feature_importances:
BON2=74
BON8=71
BON6=70
BON5=64
red=62
BON3=57
BON4=56
BON1=55
yellow=55
green=50
brown=44
BON7=43
BON9=40
grey=29
blue=23
BON10=20
x0_SCORE2=19
no_players=19
x4_SCORE5=14
x0_SCORE7=13
x1_SCORE1=13
x5_SCORE4=13
x1_SCORE7=12
x3_SCORE6=12
x2_SCORE1=11
x3_SCORE4=11
x3_SCORE5=11
x0_map2=11
x2_SCORE7=10
x3_SCORE1=10
x5_SCORE2=10
x5_SCORE8=10
x0_SCORE1=9
x1_SCORE8=9
x4_SCORE4=9
x2_SCORE8=8
x0_SCORE5=7
x1_SCORE6=7
x0_map3=7
x1_SCORE2=6
x1_SCORE3=6
x4_SCORE6=6
x4_SCORE7=6
x5_SCORE3=6
x5_SCORE5=6
x5_SCORE6=6
x5_SCORE9=6
x0_SCORE3=5
x0_SCORE6=5
x2_SCORE4=5
x2_SCORE9=5
x3_SCORE7=5
x3_SCORE8=5
x1_SCORE4=4
x1_SCORE9=4
x2_SCORE3=4
x3_SCORE2=4
x4_SCORE2=4
x5_SCORE7=4
x0_map1=4
x0_SCORE4=3
x2_SCORE2=3
x2_SCORE5=3
x4_SCORE3=3
x4_SCORE9=3
x0_SCORE8=2
x1_SCORE5=2
x2_SCORE6=2
x4_SCORE8=2
x0_SCORE9=1
x3_SCORE3=1
x3_SCORE9=1

parameters:
[boosting: dart]
[objective: regression]
[metric: l2]
[tree_learner: serial]
[device_type: cpu]
[linear_tree: 0]
[data: ]
[valid: ]
[num_iterations: 40]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: 0]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 3]
[feature_fraction: 0.7]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[early_stopping_round: 10]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 0]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 4]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: 1]
[saved_feature_importance_type: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 1]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[forcedbins_filename: ]
[objective_seed: 5]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:[]