data/faction-picker-bot/models/swarmlings_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] none [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
tree_sizes=2838 2926 2924 2927 2940 2939 2922 2959 2922 2941 2952 2962 2943 2949 2929 2935 2953 2927 2943 2949 2968 2944 2929 2950 2948 2921 2947 2938 2948 2950 2940 2908 2932 2906 2974 2989 2910 2938 2921 2950

Tree=0
num_leaves=31
num_cat=0
split_feature=64 60 67 54 68 69 57 57 55 61 67 61 61 58 62 57 54 55 55 54 54 55 55 54 61 57 60 54 55 54
split_gain=209656 125889 76404.9 68983.1 64139.6 53909.5 47064.7 44038.9 36229 32288 31421.3 27274.6 23639 23451.8 25073.2 23049 19877.3 19496.1 17764 16977.6 16844 16649.5 16261.7 18086.8 16125.4 15181.2 14865.2 14083.9 15873.7 13149.9
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 7 12 5 11 24 8 -2 16 19 18 -1 -4 -15 -6 -9 -8 -3 -7 -10 -14 23 -11 -5 -23 -18 -17 -29 -13
right_child=2 4 13 6 15 10 17 9 20 22 -12 29 21 14 -16 27 26 -19 -20 -21 -22 25 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=103.43685381391525 102.35694770236273 102.98351257123888 100.25100580113347 103.0592604326432 101.36692202517024 102.1571643602168 101.90469671693654 101.94534175726503 101.89583547424503 101.80732592830446 100.86354582845993 102.01657204427421 103.1728399687339 100.50261754334396 100.99904597510429 101.1404447845981 101.66790123774963 101.20332098650927 102.02193050759887 101.31670019772017 101.09748841116354 102.94046222746097 100.5802497877186 100.81244572932908 102.06841470925775 101.81108994699333 100.84525681515838 101.0242759556933 100.39140387734611 101.30578492663898
leaf_weight=292 442 312 1235 234 1086 378 592 409 362 262 1148 467 201 2054 2016 875 328 1199 500 660 979 164 1685 604 551 434 665 660 992 588
leaf_count=292 442 312 1235 234 1086 378 592 409 362 262 1148 467 201 2054 2016 875 328 1199 500 660 979 164 1685 604 551 434 665 660 992 588
internal_value=101.216 101.519 100.906 102 101.288 101.561 101.718 101.159 101.572 100.973 101.224 101.956 102.667 100.633 100.749 100.982 101.359 101.435 102.391 101.623 101.313 102.385 100.761 101.113 102.364 102.121 101.117 100.816 100.644 101.62
internal_weight=0 11333 11041 3667 7666 4053 2576 5736 1783 3953 2186 1867 1091 5305 4070 3613 1402 1791 812 1038 1341 799 2551 866 785 598 993 2527 1652 1055
internal_count=22374 11333 11041 3667 7666 4053 2576 5736 1783 3953 2186 1867 1091 5305 4070 3613 1402 1791 812 1038 1341 799 2551 866 785 598 993 2527 1652 1055
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=56 70 67 70 67 69 69 60 60 69 54 54 60 55 61 53 54 55 53 67 61 61 55 68 53 53 53 61 1 54
split_gain=296453 148600 114756 108049 103581 52772.5 47335.8 37374.4 25406.8 24766.1 19542.2 17630.7 16775.8 16715.1 16298.2 15747.6 15078.8 15066.5 13759.6 13664.9 13034.2 12404.8 11887 11749.9 11620 11137.9 10969.5 10801.6 10631.7 9898.48
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 2 5 4 6 8 11 20 24 13 -9 -1 -13 26 18 -12 -8 -6 -10 -5 28 -17 23 29 -2 -22 -4 -26 -3 -7
right_child=1 7 9 19 17 22 16 10 14 -11 15 12 -14 -15 -16 21 -18 -19 -20 -21 25 -23 -24 -25 27 -27 -28 -29 -30 -31
leaf_value=1.4489943450174947 1.1277534538575194 0.24376891779310911 0.51417608370360945 0.11072818548233604 0.5085521547834212 0.91778151019871679 0.90987338289477926 -0.33903170166346486 1.0323670219702274 -0.33181276626562406 -0.43755670212480702 1.2912326990781515 0.67622191809481624 -0.18263327914209931 0.038824654514329475 -0.56522355216172793 0.36469522767778373 0.13459409931836097 0.29618048268414676 -0.21156884289839101 0.05316197928384038 -0.92946627047079322 -0.064913357399745214 -0.23614370818040123 0.9608746114428397 -0.39410265143555656 0.025371636731539013 0.32242942285200188 -0.72868070801099138 0.25280535761799128
leaf_weight=464 330 405 288 1544 644 139 318 1344 189 2890 978 339 471 1559 475 727 775 1867 280 941 326 970 1354 148 216 1027 700 259 57 350
leaf_count=464 330 405 288 1544 644 139 318 1344 189 2890 978 339 471 1559 475 727 775 1867 280 941 326 970 1354 148 216 1027 700 259 57 350
internal_value=0 -0.169956 -0.00271367 0.346491 0.528769 0.281529 0.84518 -0.433032 0.548717 -0.198238 -0.546427 1.12132 0.933615 -0.0466755 0.314078 -0.650628 0.523311 0.230504 0.592853 -0.0113167 -0.18194 -0.773424 0.0468164 0.284308 0.823872 -0.286336 0.167857 0.612754 0.123791 0.441827
internal_weight=0 15011 9177 7363 4878 3740 2367 5834 1749 5437 4019 1274 810 2547 944 2675 1093 2511 469 2485 1815 1697 1991 637 805 1353 988 475 462 489
internal_count=22374 15011 9177 7363 4878 3740 2367 5834 1749 5437 4019 1274 810 2547 944 2675 1093 2511 469 2485 1815 1697 1991 637 805 1353 988 475 462 489
is_linear=0
shrinkage=0.0666667


Tree=2
num_leaves=31
num_cat=0
split_feature=56 70 67 70 67 64 69 69 69 64 64 69 60 64 60 64 54 64 54 54 60 60 61 53 69 67 53 54 53 61
split_gain=240127 120366 92952 87519.8 83900.2 43405.5 43998.8 42745.7 38342 39219.2 31531.8 49551.4 30273.3 25408.2 20579.5 16040.9 15829.1 15768.4 14280.9 13798.9 13588.4 13439.5 13201.6 12755.5 11988 12676.4 11145.3 10859.7 10777.6 10047.9
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 2 7 4 8 6 27 14 18 -10 11 -6 15 -9 -2 24 -14 19 -1 -5 -20 -19 26 -18 25 -3 -16 -4 -29 -25
right_child=1 12 5 17 10 -7 -8 13 9 -11 -12 -13 16 -15 22 -17 23 21 20 -21 -22 -23 -24 29 -26 -27 -28 28 -30 -31
leaf_value=1.9561423899810599 1.1122269134982401 0.77839872232138718 1.0481145309347115 0.75671380021579149 1.377586610705813 -0.53860959073169867 -0.25206646365617613 0.45453130611511805 1.2171111073898149 0.0037819699943065646 -0.074017124702679821 0.14508829431806666 -0.45769277937936192 -0.2629053522732604 1.3936955087182543 -0.55171793202925623 -0.59070155241799016 0.38820560093848938 1.7431641678454952 0.027382502010033144 0.91289960349536248 -0.49634575397996872 0.052413322919293459 -0.76305178500483894 -0.38094579199745604 -0.19186559304778961 0.39984364887433399 0.88653631312241821 -0.089788243234594223 -1.2547794555515752
leaf_weight=464 805 302 356 339 543 2832 1783 905 633 460 1151 817 1344 1086 189 881 978 217 339 1105 471 824 475 727 389 243 280 193 273 970
leaf_count=464 805 302 356 339 543 2832 1783 905 633 460 1151 817 1344 1086 189 881 978 217 339 1105 471 824 475 727 389 243 280 193 273 970
internal_value=0 -0.229441 -0.00366345 0.467763 0.713838 -0.267622 0.0269803 0.380064 1.14099 0.706469 0.31118 0.637181 -0.584593 0.0632022 0.740768 -0.245619 -0.737676 -0.0152775 1.51378 0.198604 1.26038 -0.311958 0.424005 -0.878348 0.0431105 0.345785 0.800351 0.63226 0.314569 -1.04412
internal_weight=0 15011 9177 7363 4878 5437 2605 3740 2367 1093 2511 1360 5834 1991 1749 1815 4019 2485 1274 1444 810 1041 944 2675 934 545 469 822 466 1697
internal_count=22374 15011 9177 7363 4878 5437 2605 3740 2367 1093 2511 1360 5834 1991 1749 1815 4019 2485 1274 1444 810 1041 944 2675 934 545 469 822 466 1697
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=31
num_cat=0
split_feature=66 70 67 64 68 70 68 64 56 64 67 61 67 60 58 54 61 68 60 55 56 56 67 58 19 64 60 67 56 56
split_gain=257126 173610 178522 57053.3 62259.4 43006.4 37113.2 63990.3 36461.2 34323.9 29975.9 27939.6 24050.2 20148.9 19536.4 15441 15129.4 13674.2 12850.6 15211.3 11946 10803.5 10754.7 10543 10437.4 9840.32 9135.25 9100.56 8596.6 8507.99
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 29 9 7 10 15 12 21 13 20 -10 -8 -1 -17 -13 -18 -20 -2 -3 -11 -5 -19 -16 -23 -27 -9 -4
right_child=5 6 3 23 -6 -7 14 28 11 22 -12 17 -14 -15 25 16 18 24 19 -21 -22 26 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=1.5151297283263352 0.61782856137431852 1.1742595855791766 1.1687130019996568 -0.44242175222484403 0.072344493492967399 -0.69826231113962645 -0.76272503534331026 0.0033988215680945278 1.429425532060677 -0.31286346558552008 0.0030106340698098054 0.58635380186660435 -0.2803086785329641 0.65187144512114148 -0.12639401208846512 1.3576219971210799 1.1464629660718353 -0.15791285251052903 1.010964969354692 -0.11166951511787553 0.040732241400024474 0.9901994810002358 -0.65593377982270185 -0.057360115832403691 1.080639712880423 -0.37668942034888236 0.22281397317177226 -1.2052493237147461 -0.38344494298983733 0.68896358633118393
leaf_weight=572 399 333 447 644 1650 2381 699 564 398 1320 531 744 1265 553 1377 422 262 378 147 195 663 186 1222 2117 54 517 256 112 1363 603
leaf_count=572 399 333 447 644 1650 2381 699 564 398 1320 531 744 1265 553 1377 422 262 378 147 195 663 186 1222 2117 54 517 256 112 1363 603
internal_value=0 0.195594 0.422596 0.119186 0.391566 -0.408023 -0.155574 0.034991 0.867406 -0.266092 0.485333 0.641423 -0.0348395 0.977283 -0.383337 1.1682 0.974782 0.369822 0.707301 0.370866 0.257551 0.815801 -0.477786 -0.147175 -0.00309378 -0.251137 0.545741 -0.524223 -0.270222 0.8932
internal_weight=0 15124 9186 5461 2700 7250 5938 3233 3725 4869 1306 2127 2327 951 2705 1598 1026 1176 604 342 1062 775 2542 2761 432 2006 442 629 1927 1050
internal_count=22374 15124 9186 5461 2700 7250 5938 3233 3725 4869 1306 2127 2327 951 2705 1598 1026 1176 604 342 1062 775 2542 2761 432 2006 442 629 1927 1050
is_linear=0
shrinkage=0.0833333


Tree=4
num_leaves=31
num_cat=0
split_feature=56 70 67 55 54 55 64 61 53 64 61 54 54 64 61 53 61 61 54 54 53 55 61 55 68 53 63 54 53 64
split_gain=167599 78718.3 63056.4 58004.1 35179.2 29950.4 28663.7 23787.4 21922.8 19355.1 17374.9 17197.4 16249.7 16163 14921.9 13982.5 13744.1 13303.4 11434.3 9374.58 9295.14 8582.09 8444.35 8085.19 7695.3 7533.31 7116.37 6921.58 6888.02 6863.79
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 1.5000000000000002 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 2 5 7 14 10 21 27 17 19 18 -9 13 20 -5 -16 -10 29 -2 -3 -7 24 -14 -8 -4 -21 -26 -1 -13 -6
right_child=1 9 6 4 8 12 23 11 16 -11 -12 28 22 -15 15 -17 -18 -19 -20 25 -22 -23 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=1.0552202220374378 0.83960914190701597 -0.022125449228359646 0.23181524059408243 0.51667126862858248 0.62089716596384359 0.60549367829582501 -0.093260986763873427 0.57646607923843707 0.092364911728216148 -0.29505353709099125 0.17929278384679073 0.40931233964631969 0.060949943385422381 0.011894189922652615 0.48857680803903292 0.11851397033484397 -0.11640889213415058 0.10132809524974168 0.37397988128316417 -0.065957386878680316 0.19935779822592903 -0.056453516860084686 -0.16138206867056132 -0.25210666483322058 0.19249012236171859 -0.25077162918702411 -0.15996327795693024 0.5888951019926385 0.15605194555420709 0.17605043884750837
leaf_weight=76 145 997 500 384 179 193 955 339 968 2872 869 279 621 540 257 937 1747 837 370 652 263 1634 739 1877 189 1313 282 364 885 111
leaf_count=76 145 997 500 384 179 193 955 339 968 2872 869 279 621 540 257 937 1747 837 370 652 263 1634 739 1877 189 1313 282 364 885 111
internal_value=0 -0.0851929 -0.00404389 0.173683 0.0989945 0.136424 -0.100669 0.382028 0.0264281 -0.212842 0.300521 0.297888 0.0400267 0.17642 0.275674 0.198167 -0.0419731 0.19121 0.505079 -0.133128 0.371253 0.00573265 -0.0598613 -0.198541 0.11038 -0.189449 -0.0185329 0.669442 0.216756 0.450628
internal_weight=0 15011 9177 7363 5420 3740 5437 1943 3842 5834 1384 1503 2356 996 1578 1194 2715 1127 515 2962 456 2605 1360 2832 971 1965 471 440 1164 290
internal_count=22374 15011 9177 7363 5420 3740 5437 1943 3842 5834 1384 1503 2356 996 1578 1194 2715 1127 515 2962 456 2605 1360 2832 971 1965 471 440 1164 290
is_linear=0
shrinkage=0.0444444


Tree=5
num_leaves=31
num_cat=0
split_feature=66 70 67 69 60 70 57 56 57 57 56 56 69 57 67 57 60 67 58 61 55 61 61 56 56 67 60 61 56 60
split_gain=203226 122465 126422 64664.2 30712.9 29043.6 27633.6 23091.9 20526.2 18985.7 18973.1 18389.7 17857.4 15758.6 15293.4 12876.8 12744.2 12348.9 12271.4 11092.9 10828.3 9908.52 9421.79 14571.3 9330.64 9019.73 8256.49 7712.3 7536.67 7420
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 15 9 8 12 19 17 -1 -10 25 14 20 28 21 27 -2 -5 -6 -9 -4 -11 -24 -20 -8 -17 -13 -3 -12
right_child=5 6 3 18 7 -7 11 13 10 22 29 16 -14 -15 -16 26 -18 -19 24 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=1.1456480989821716 0.19194069952094006 0.80964417463257199 0.90104034711386416 -0.34811146728213549 0.9352277803300233 -0.48100738476851812 0.15261485938349295 0.88677701269586884 -0.058224920256045212 0.89174380024691935 -0.23775715620493926 0.19877906663173175 -0.2289916835334454 0.01035107452798327 0.016265482831697323 0.45165791286981466 -0.39557070587163229 -0.19632069746916586 0.15322541505144152 0.47774696424910079 0.26257745057375192 0.40303727846459703 0.84776907630032494 0.20083943802397256 -0.13158721780384031 -0.18116139292008487 0.12785646459689542 -0.21527806545404818 0.3254518859844035 -0.48585545407274811
leaf_weight=517 785 210 262 754 403 2381 803 200 1096 434 845 281 457 654 608 527 1787 679 759 567 323 551 278 349 1566 652 1042 693 447 1464
leaf_count=517 785 210 262 754 403 2381 803 200 1096 434 845 281 457 654 608 527 1787 679 759 567 323 551 278 349 1566 652 1042 693 447 1464
internal_value=0 0.139111 0.291635 0.0873746 0.591089 -0.290196 -0.0968408 0.426976 -0.196886 0.814379 -0.286641 -0.188753 0.12819 0.228494 0.257227 0.348193 -0.289828 0.0118659 -0.114402 0.667814 0.501277 0.563525 0.652959 0.487676 -0.0386097 0.00304639 0.236616 -0.0958222 0.480217 -0.395062
internal_weight=0 15124 9186 5461 3725 7250 5938 2147 4869 1578 3405 4216 1722 1177 1265 2382 2761 1464 3079 970 523 813 1061 627 2325 1455 1569 974 657 2309
internal_count=22374 15124 9186 5461 3725 7250 5938 2147 4869 1578 3405 4216 1722 1177 1265 2382 2761 1464 3079 970 523 813 1061 627 2325 1455 1569 974 657 2309
is_linear=0
shrinkage=0.0666667


Tree=6
num_leaves=31
num_cat=0
split_feature=66 70 67 64 64 64 56 67 57 56 61 57 57 57 54 61 58 62 54 55 54 53 55 70 55 54 56 61 53 51
split_gain=164613 99196.3 102402 41199.3 25157.7 23814.3 22235.1 21993.4 20918.7 20022.1 16126.1 12669.9 11745.4 11645.1 11147.1 10336.4 10243.8 13649 10210.6 10446.6 9217.2 9922.57 8405 8395.77 7751.26 7870.71 7740.98 7658.21 7267.57 7125.44
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 11 7 9 18 12 22 23 20 15 -3 -11 -15 -4 -7 -18 -1 -20 21 -10 -8 -2 25 -13 -6 -21 -16 -28
right_child=5 4 3 -5 26 16 8 -9 10 13 -12 24 -14 14 28 -17 17 -19 19 27 -22 -23 -24 -25 -26 -27 29 -29 -30 -31
leaf_value=1.4183847282055793 0.32666847188572989 0.69101110231473717 1.2264858904614377 -0.15366169212086478 -0.085052953744762058 -0.85717251928318017 1.3951670809934538 -0.21763606884909892 2.0067760019501053 -0.058353139700038019 -0.0089501905334370031 0.99666680320090539 0.12626412243467935 -0.16268327848953112 -0.36800847308486317 0.47990092236913767 -0.68290175667725528 -0.23883067990721363 1.2927481139299253 1.0284135548230997 0.37172334527117867 0.69862696868967422 0.73819817840348234 -0.28617262704072488 0.080024018670687189 0.28137908978322651 -0.53149206674605598 0.32606475773613369 -0.91024428379189759 0.030315281955095436
leaf_weight=572 776 544 268 2761 778 926 300 1502 90 824 669 222 1140 570 391 602 1465 1312 397 279 350 163 555 314 1107 501 1714 350 672 260
leaf_count=572 776 544 268 2761 778 926 300 1502 90 824 669 222 1140 570 391 602 1465 1312 397 279 350 163 555 314 1107 501 1714 350 672 260
internal_value=0 0.1878 0.393707 0.117956 -0.130735 -0.391764 0.79797 0.0605655 0.586202 -0.206583 0.329089 0.39571 0.3087 -0.36483 -0.519476 0.709883 -0.569144 -0.473099 1.07984 0.891102 0.704128 1.16398 0.968714 0.150125 0.246348 0.501011 -0.352204 0.637599 -0.710795 -0.457495
internal_weight=0 15124 9186 5461 5938 7250 3725 3186 2127 3547 1272 2700 1684 2457 1633 870 3703 2777 1598 1026 603 253 855 1090 1830 723 2752 629 1063 1974
internal_count=22374 15124 9186 5461 5938 7250 3725 3186 2127 3547 1272 2700 1684 2457 1633 870 3703 2777 1598 1026 603 253 855 1090 1830 723 2752 629 1063 1974
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=31
num_cat=0
split_feature=60 55 57 57 57 53 53 61 61 61 61 55 53 61 53 55 55 61 61 67 67 53 55 59 12 53 59 63 0 47
split_gain=136663 73992.2 58977.8 47173.8 44774.9 37571.4 27311.4 22409.5 22090.7 20497.7 17754.1 16867.1 16663.5 16220.1 14371.7 13590.3 13372.2 13210.5 13159.2 9739.19 9233.04 8472.8 8211.31 7872.23 6947.92 6641.65 8334.57 6611.5 6608.36 6570.64
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 1.5000000000000002 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 6 10 9 18 20 15 19 21 -2 -8 -6 -14 28 -7 -9 -13 -4 -5 27 29 -20 -16 -21 26 -10 -1 -12 -3
right_child=1 4 5 8 12 7 11 16 25 -11 14 17 13 -15 23 -17 -18 -19 22 24 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.41202021288788981 0.21648208234933147 0.094419603254280837 0.19902719341256681 0.099508003452208754 -0.045945608294183843 0.16804178891082605 0.21847698812144392 0.031123695000152232 0.098346732227347008 -0.033204029693546952 0.14340815308568783 0.17500900436645825 -0.065038509511518974 -0.13192294975383331 0.12829696620076278 0.034067544388871218 -0.049508125123106754 0.045030918413943612 0.15698647818679937 0.026009809228442381 0.13201301527023315 0.026230572309765606 0.051438051991264326 0.0096744657507447009 -0.14718245049049189 -0.053082770370257937 -0.02519572862591098 0.24792265159388382 0.36350694544937301 0.30774382673153261
leaf_weight=120 317 221 325 606 2511 274 311 858 199 2603 215 296 1894 2151 209 905 1710 816 274 493 100 868 810 606 74 1717 638 158 46 49
leaf_count=120 317 221 325 606 2511 274 311 858 199 2603 215 296 1894 2151 209 905 1710 816 274 493 100 868 810 606 74 1717 638 158 46 49
internal_value=0 -0.0276703 0.0613185 0.0241097 -0.053417 0.0326382 0.143426 0.00504932 -0.00681884 -0.00740865 0.10686 0.109975 -0.0796703 -0.100605 0.074564 0.0652032 -0.0225681 0.0796294 0.106006 0.0530547 0.269353 0.0515943 0.0781173 0.0400942 0.00340623 -0.0343175 0.00417697 0.318756 0.1822 0.133134
internal_weight=0 15417 6957 5120 10297 5156 1801 3747 3727 3741 1393 1423 6556 4045 1076 1179 2568 1112 1409 1173 378 1138 1084 815 567 2554 837 278 261 270
internal_count=22374 15417 6957 5120 10297 5156 1801 3747 3727 3741 1393 1423 6556 4045 1076 1179 2568 1112 1409 1173 378 1138 1084 815 567 2554 837 278 261 270
is_linear=0
shrinkage=0.0166667


Tree=8
num_leaves=31
num_cat=0
split_feature=66 68 64 67 69 69 67 60 64 69 67 58 60 69 58 64 69 61 60 60 67 21 58 68 67 58 34 67 54 64
split_gain=142843 94360.3 104132 54919.3 34776.7 25782.9 43490.9 20140.9 18486.3 19772.4 19756.5 14901.9 13440.8 12452.3 11011.7 10881.1 8950.13 8399.95 8068.33 7864.81 7502.73 7407.49 6722.41 6713.6 6655.08 6483.18 6901.8 6224.9 5839.5 5753.66
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 4 18 17 25 15 9 10 12 29 28 14 -10 16 20 -1 -4 -5 23 -20 -8 -2 -15 26 -7 -13 -3 -9
right_child=7 8 3 19 -6 6 22 11 13 -11 -12 27 -14 24 -16 -17 -18 -19 21 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=1.3019843458862608 0.89934285582073059 1.6469305363789202 1.0527703056983613 0.091779370133614188 -0.024476010262544187 0.76794907298121906 -0.60600616533471197 -0.54663550759397561 -0.68556557593258072 -0.18736175630895541 -0.021311795607209208 -0.23727908383246232 0.27247315267705474 -0.6201928382294567 -0.10228420410391087 -0.33453743015542803 -0.17830111984039831 0.87514849200890199 0.66830658761173867 -0.28583775878567125 -0.11041624097024057 -0.36953984893074165 0.10230541351056728 -0.14408428933047043 -1.5693648030661573 1.1627076475489568 -0.70977065341813228 -0.49926741345578479 0.78667870252567274 -0.93554326900073626
leaf_weight=838 281 125 609 747 874 326 184 792 422 2350 1150 1921 456 291 1389 1028 512 1025 723 2108 187 76 493 79 99 590 35 1718 214 732
leaf_count=838 281 125 609 747 874 326 184 792 422 2350 1150 1921 456 291 1389 1028 512 1025 723 2108 187 76 493 79 99 590 35 1718 214 732
internal_value=0 0.174942 0.391677 0.105287 0.47101 0.813099 0.522382 -0.36494 -0.112926 0.00783577 0.243679 -0.47091 0.626998 -0.34858 -0.238201 -0.102784 0.122186 1.06714 0.778578 -0.187036 0.403446 0.569588 -0.0902047 0.670369 -0.861136 0.958472 0.62468 -0.360966 1.10388 -0.733434
internal_weight=0 15124 8628 5137 2282 3491 1628 7250 6496 4295 1945 5163 795 2201 1811 2087 1059 1863 1408 2855 547 799 677 360 390 951 361 3639 339 1524
internal_count=22374 15124 8628 5137 2282 3491 1628 7250 6496 4295 1945 5163 795 2201 1811 2087 1059 1863 1408 2855 547 799 677 360 390 951 361 3639 339 1524
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=31
num_cat=0
split_feature=66 70 69 67 68 70 64 68 64 64 67 69 67 68 64 64 67 69 67 10 64 64 67 57 64 68 38 26 64 69
split_gain=115703 93110.9 81799.4 43675.9 35109.4 26732.4 25960 24852.6 32282.6 20785.8 17487.5 21352.2 15641.1 13534.1 12071.9 11796.9 12650.3 7333 8246.38 7181.27 7040.49 6909.65 7514.38 6594.01 6250.6 12837.5 6185.44 6042.14 5968.66 10476.3
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 9 15 10 -6 8 12 13 11 14 -3 -4 -2 -1 19 21 20 27 -19 26 -23 -10 -5 -26 -9 -17 -12 -30
right_child=5 7 3 24 6 -7 -8 17 23 -11 28 -13 -14 -15 -16 16 -18 18 -20 -21 -22 22 -24 -25 25 -27 -28 -29 29 -31
leaf_value=1.1487582827192373 0.67430164055687203 0.70626554036981637 1.0050953855601239 -0.029181457477257023 0.7772376369002133 -0.60303972701932063 0.0031307721079311956 -0.035682297362579524 0.060184373736485552 0.052622757778330836 -0.22737633930977524 -0.25476187124096045 0.0017229259042192092 0.2082874867173492 -0.023313469590857595 0.98995090354600335 0.3512275063622885 -0.40574893802144801 -1.4745689520124095 0.2162248722451218 -1.5901244565031747 -0.36570087684803826 -1.1921124899745885 -0.34451181607745984 -0.22914435117476223 -1.4124283285303552 -0.70167760941552826 2.2652675310770674 -0.4159598212628442 -1.244038538410011
leaf_weight=1106 537 775 708 1739 742 2381 1041 1042 573 687 1265 1384 531 305 461 783 578 574 103 118 55 637 133 1354 1241 99 161 39 1043 179
leaf_count=1106 537 775 708 1739 742 2381 1041 1042 573 687 1265 1384 531 305 461 783 578 574 103 118 55 637 133 1354 1241 99 161 39 1043 179
internal_value=0 0.157447 0.356939 0.0703791 0.667687 -0.328446 0.325277 -0.151163 0.0359689 0.477228 -0.194167 -0.000519714 0.419809 0.765188 0.352057 0.900354 0.719368 -0.374821 -0.645133 0.945736 -0.509311 -0.274533 -0.508445 -0.224174 -0.154253 -0.316566 -0.124814 1.05046 -0.379638 -0.537258
internal_weight=0 15124 9186 4779 4407 7250 1783 5938 3233 1700 4869 2382 1306 1013 998 2624 1518 2705 732 940 629 1973 770 1927 3079 1340 1203 822 2487 1222
internal_count=22374 15124 9186 4779 4407 7250 1783 5938 3233 1700 4869 2382 1306 1013 998 2624 1518 2705 732 940 629 1973 770 1927 3079 1340 1203 822 2487 1222
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=31
num_cat=0
split_feature=56 60 60 55 55 66 70 67 66 70 70 69 66 66 69 47 64 66 47 69 70 64 70 64 70 69 58 67 45 27
split_gain=105157 59308.4 39602.8 35714.5 32805.1 22326.1 15710.4 19413.4 13980.4 13273.5 11978.3 11436.7 11073.5 8965.6 10228 9853.1 8877.52 9658.68 24036.1 8373.96 8358.02 6778.78 6703.33 6502.95 6427.03 6181.16 6074.62 5608.47 5574.16 5565.93
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 5 10 12 27 6 7 -2 20 13 16 21 19 14 15 -5 25 -18 -19 24 26 -9 -10 -8 -3 -1 -6 -4 -21 -14
right_child=1 3 4 9 8 -7 23 11 22 -11 -12 -13 29 -15 -16 -17 17 18 -20 28 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.87638976368800803 0.52114300875940867 0.28934703686967483 0.49690121324726705 -0.024989455388807459 0.0025999774071647653 -0.11592257277077896 0.14809691067201525 0.64245409496079864 -0.072263630314207655 -0.39979176712152659 0.20885108873137909 -0.084536601462691346 -0.13715829104526756 -0.32792771120315312 -0.23478525283801771 0.64955058545769151 0.52493372313950992 0.24061686501593449 -2.2513429013888042 -0.14699608051013122 -0.048798510318464827 0.13832629259645027 -0.41159949809891 -0.14883996823297632 0.0045418840289024763 0.50863031311904461 0.28082502050413971 0.23963048678818444 0.30976434918388718 -0.547458898895545
leaf_weight=446 950 763 802 724 514 1626 681 204 820 2746 586 605 945 1551 1290 111 428 123 20 936 1078 283 378 632 654 373 1085 710 136 174
leaf_count=446 950 763 802 724 514 1626 681 204 820 2746 586 605 945 1551 1290 111 428 123 20 936 1078 283 378 632 654 373 1085 710 136 174
internal_value=0 -0.101223 0.206364 -0.194606 0.112723 0.086819 0.185078 0.300758 0.00995767 -0.288899 0.461648 0.109031 -0.0267712 -0.206061 -0.117113 0.0646799 0.568223 0.366446 -0.107909 0.0515395 0.0946682 0.349501 -0.179333 0.00516918 0.157899 0.7089 0.191389 0.376093 -0.0890489 -0.200958
internal_weight=0 15011 7363 10030 5387 4981 3355 2042 3875 6422 1976 1092 3608 3676 2125 835 1390 571 143 2489 2677 487 1198 1313 1417 819 1599 1512 1072 1119
internal_count=22374 15011 7363 10030 5387 4981 3355 2042 3875 6422 1976 1092 3608 3676 2125 835 1390 571 143 2489 2677 487 1198 1313 1417 819 1599 1512 1072 1119
is_linear=0
shrinkage=0.0666667


Tree=11
num_leaves=31
num_cat=0
split_feature=56 60 55 55 60 57 57 54 57 54 54 61 61 54 57 54 54 55 54 57 61 61 61 55 61 55 61 61 60 61
split_gain=133384 59703.1 44228.7 41720.3 35698.9 35288.6 33584.9 27590.9 21289.2 20660.4 19445.2 16884.6 16785.2 16689.9 14907.4 13472.1 13176.5 11450.1 10922.8 11068.3 10443.5 9666.31 9664.4 9381.35 9380.01 9288.13 9133.51 8413.59 8393.96 8342.28
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 5 11 6 18 15 22 14 24 12 -10 -1 -7 21 -5 -2 28 -14 -4 26 -9 -8 -3 -17 -6 27 -20 -11 -13 -15
right_child=1 3 4 7 8 9 13 20 10 25 -12 16 17 29 -16 23 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.43426609723348963 0.38438658887238997 0.32561926431112875 0.35348934969175871 0.042969524884683724 0.28704942077205142 0.32169268359013692 0.22377524319532036 -0.15146383013619863 0.087269818993947534 0.20591810360719665 -0.10279516625124385 0.69356943060954412 0.23301837610814607 -0.044665425503674819 -0.12720189815310975 0.30455087603624725 0.14622720245715712 -0.046889710956082867 0.65476012800780825 0.088953303999242964 -0.26155531949025296 -0.027279781977953523 0.088685173580305615 0.072406047692716108 0.074647730544986635 -0.11526126513269833 0.22225857941136842 -0.04016478382115498 0.29396587171488336 -0.19719676118497811
leaf_weight=440 289 251 397 861 313 287 234 1766 901 206 1779 75 220 642 1704 254 1164 620 71 847 2091 627 804 811 882 1678 230 616 264 1050
leaf_count=440 289 251 397 861 313 287 234 1766 901 206 1779 75 220 642 1704 254 1164 620 71 847 2091 627 804 811 882 1678 230 616 264 1050
internal_value=0 -0.0570008 0.116208 -0.103848 0.0672933 0.0373323 -0.0131484 -0.154804 0.0132757 -0.0168769 -0.0388965 0.252656 0.101613 -0.0785244 -0.07008 0.182544 0.19949 0.0264195 0.202774 0.150654 -0.211148 0.0409512 0.145055 0.127772 0.130281 -0.0702923 0.324277 0.0215056 0.382374 -0.139321
internal_weight=0 15011 7363 10030 5420 4981 3608 6422 3875 3627 2680 1943 1127 2553 2565 1354 1503 840 1545 1148 3857 861 1055 1065 1195 2500 301 822 339 1692
internal_count=22374 15011 7363 10030 5420 4981 3608 6422 3875 3627 2680 1943 1127 2553 2565 1354 1503 840 1545 1148 3857 861 1055 1065 1195 2500 301 822 339 1692
is_linear=0
shrinkage=0.0333333


Tree=12
num_leaves=31
num_cat=0
split_feature=56 57 54 60 55 55 60 53 57 53 61 61 54 54 60 60 53 61 55 61 60 54 54 57 53 60 60 55 61 61
split_gain=92496.6 56746.8 33420.4 31879.3 31711.7 28382.9 25611.8 23800.2 20436.6 20078.4 18272.6 16626.7 15804.9 15625.2 14241 14121.3 13780.6 13180.7 11981.8 11494.4 10236 10008.5 9749.35 10130 8942.29 8526.52 8436.83 8318.83 7947.47 7605.39
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 10 16 19 17 9 15 29 -6 14 26 -8 -10 -3 -4 -1 -5 25 -2 -13 -11 -18 28 -20 -12 -9 -16 -24 -7
right_child=1 2 7 5 6 8 12 11 13 21 18 20 -14 -15 27 -17 22 -19 24 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=1.1383678867887048 1.0750301272194092 0.89560588079047132 0.16695958127295971 1.0570472323251041 1.1485566668678076 0.78831112205553744 0.1564617301181119 -0.061685749364119996 0.20684914673935959 0.74453946494474643 0.64742635409940386 -0.54558860172266521 -0.37018972723675719 -0.30427820931611238 0.60201272470319378 -0.34124214306402512 0.92674195176009477 0.36580270226295875 -0.036766778732401209 0.38648920723686048 -0.98970286511540317 -0.066189393909597716 1.7856866047212057 0.17668827361635528 -0.52392568419461205 -0.076146763325498065 -0.51400951846499443 -0.089508741542389261 0.56625641812199523 0.21454056687061748
leaf_weight=425 317 287 806 363 264 313 861 648 901 205 220 1046 1685 1779 234 1700 392 1149 584 1031 1030 592 70 863 1062 627 1134 678 226 882
leaf_count=425 317 287 806 363 264 313 861 648 901 205 220 1046 1685 1779 234 1700 392 1149 584 1031 1030 592 70 863 1062 627 1134 678 226 882
internal_value=0 -0.142401 -0.278883 0.290314 0.134584 0.164292 -0.0200695 -0.417737 0.02091 0.39271 -0.0395363 -0.573597 -0.192088 -0.13244 0.281253 -0.17779 0.633878 0.531756 -0.193819 0.548409 -0.765934 0.142342 0.495639 0.349831 -0.351082 0.111794 -0.349528 0.0879211 0.854635 0.364825
internal_weight=0 15011 10056 7363 4955 5387 3607 6364 3875 1061 3692 3858 2546 2680 1199 2506 1976 1512 2493 1348 2076 797 1551 1159 1646 847 1782 912 296 1195
internal_count=22374 15011 10056 7363 4955 5387 3607 6364 3875 1061 3692 3858 2546 2680 1199 2506 1976 1512 2493 1348 2076 797 1551 1159 1646 847 1782 912 296 1195
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=31
num_cat=0
split_feature=56 57 54 55 55 57 53 54 54 55 53 61 54 53 61 61 55 61 61 61 69 61 2 55 61 53 53 59 54 4
split_gain=74922.3 45964.9 27070.6 26945.2 25686.5 21956 19278.2 17911.7 16261.8 15211.1 14164.3 13467.7 12925.5 11965.2 11242 9730.13 9515.86 9427.03 9381.22 9310.49 8621.93 8455.03 10449.6 8001.8 7810.24 7243.26 7031.56 6897.23 10256.7 6723.52
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 9 12 19 18 16 24 29 17 -10 23 -1 -9 -12 -11 20 -3 -5 -2 -4 22 -14 -8 -7 -17 -26 28 -20 -6
right_child=1 2 6 5 8 7 11 13 10 15 14 -13 21 -15 -16 25 -18 -19 27 -21 -22 -23 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=0.89641217529833561 0.80627259599548284 0.63504004480656684 0.32587037578500078 0.73292486094559228 0.32216274247287874 0.63474290420180801 -0.022769493421754015 0.14730136326546672 0.14840245953261863 0.076253441627599616 0.0027898666748332147 -0.57445073130230784 0.84890030871783817 -0.23173598497058306 -0.44284820970817457 -0.027575080002845181 -0.24926931072525818 0.083845727346523763 1.8197528394661091 0.28986690398919912 -0.21126922441552898 0.26235649948563633 -0.85491365709422562 -0.3924134581377095 0.58021396133582293 -0.3929442646941822 0.026901858041232692 0.15779430823357143 0.41149835901431719 -0.3335232556571095
leaf_weight=415 317 289 481 400 989 317 628 860 829 910 635 2076 337 1766 1032 584 1660 847 43 1031 365 1164 27 1154 207 1062 695 914 218 122
leaf_count=415 317 289 481 400 989 317 628 860 829 910 635 2076 337 1766 1032 584 1660 847 43 1031 365 1164 27 1154 207 1062 695 914 218 122
internal_value=0 -0.106801 -0.209162 0.217736 0.100938 0.122287 -0.313303 0.014941 -0.0150521 -0.0296523 -0.133102 -0.430198 0.483989 -0.107603 -0.273094 -0.142418 -0.133343 0.22407 0.384349 0.411307 0.0941257 0.371976 0.722519 -0.262146 0.278929 -0.263311 0.153881 0.265685 0.64351 0.250161
internal_weight=0 15011 10056 7363 4955 5420 6364 3845 3607 3692 2496 3858 1943 2626 1667 2556 2506 1136 1575 1348 846 1528 364 1782 1219 1646 902 1175 261 1111
internal_count=22374 15011 10056 7363 4955 5420 6364 3845 3607 3692 2496 3858 1943 2626 1667 2556 2506 1136 1575 1348 846 1528 364 1782 1219 1646 902 1175 261 1111
is_linear=0
shrinkage=0.0833333


Tree=14
num_leaves=31
num_cat=0
split_feature=66 70 67 69 64 70 68 64 61 67 69 56 58 67 57 53 54 64 58 25 43 19 3 14 64 57 42 68 69 53
split_gain=71400.2 58843.2 52902.5 29964.4 33390 18687.9 17630.3 22120 15104.5 11792.5 13362.6 10936.1 10566.7 10365.2 8919.19 8650.13 7620.92 7358.01 6708.32 6512.14 6462.04 6095.42 5820.08 7398.31 5698.99 5666.76 5646.04 5605.29 5423.79 5118.4
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 -4 9 7 13 15 10 17 16 -8 29 -13 20 -10 -2 -5 25 -1 28 -6 -24 -20 -17 -11 -26 -16 -3
right_child=5 6 3 18 22 -7 12 -9 11 26 -12 14 -14 -15 21 19 -18 -19 24 -21 -22 -23 23 -25 27 -27 -28 -29 -30 -31
leaf_value=0.94618972178824667 0.40783354534491811 0.69500929647065857 0.60424871385818524 -0.28586512807554715 0.088012541335299621 -0.36570216231108005 -0.48363648050788455 -0.13453161221299154 0.75035796488044837 -0.26804440759542614 -0.1408870677353688 0.383887192107847 -0.14501817504253708 0.010010250785656399 0.14200813585294869 0.7988821403817552 0.32061351060632937 -0.000644952172328619 0.07666089094444492 -0.052120864786336138 0.19313745471976096 0.6238251154691401 -0.17436905571463684 -1.5706704114675523 -0.10906320363751748 0.40533265615733149 0.063373556182145366 -0.76264704573084607 -0.31268478210612732 0.2943905057306222
leaf_weight=479 537 282 961 754 1250 2381 699 1927 377 2153 1384 507 2006 531 265 319 604 461 1291 116 74 71 146 25 954 580 334 80 333 493
leaf_count=479 537 282 961 754 1250 2381 699 1927 377 2153 1384 507 2006 531 265 319 604 461 1291 116 74 71 146 25 954 580 334 80 333 493
internal_value=0 0.092763 0.211704 0.0630549 0.262793 -0.19351 -0.0912375 0.0269719 0.42963 -0.109306 0.00995869 0.300865 -0.232521 0.26527 0.146625 0.606765 0.485765 0.219148 -0.0914684 0.476739 0.84542 -0.0331843 0.0318726 -0.378507 -0.0284253 0.544979 -0.223536 -0.159631 -0.11119 0.440164
internal_weight=0 15124 9186 5461 2382 7250 5938 3233 3725 4869 2382 2157 2705 1306 1176 1568 981 998 3079 1015 553 669 1421 171 2325 899 2487 1034 598 775
internal_count=22374 15124 9186 5461 2382 7250 5938 3233 3725 4869 2382 2157 2705 1306 1176 1568 981 998 3079 1015 553 669 1421 171 2325 899 2487 1034 598 775
is_linear=0
shrinkage=0.075


Tree=15
num_leaves=31
num_cat=0
split_feature=60 55 53 57 57 66 57 61 53 61 61 53 61 57 66 0 63 55 61 57 57 55 62 66 55 62 66 47 20 17
split_gain=59986.2 31858 27420.2 21108.3 19143.5 17146.4 13839.9 12562.6 11008.2 10169.9 9906.29 9734.04 10705.2 8682.39 7802.42 7788.88 7292.23 6991.89 6691.3 6252.72 6125.94 5902.74 5232.48 5079.64 5013.23 4678.87 4671.92 4914.02 4506.35 4470.35
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 1.5000000000000002 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
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 6 8 9 7 16 13 15 26 -5 -6 -13 -4 -10 -2 -1 20 -16 -7 22 -8 -9 -12 -21 -19 27 -3 -20 -23
right_child=1 4 5 10 11 19 21 17 14 -11 23 12 -14 -15 18 -17 -18 25 28 24 -22 29 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.81850523938295217 0.35790444720901693 0.12592923856869662 0.50237805279011416 0.1051501967158972 -0.079850874941531619 0.096569844088777723 0.40406277362281307 0.76692339240366392 0.22118364883944963 -0.06993712913813846 -0.022104441380645608 -0.1184967184055758 -0.28150724288827805 0.18253534663546844 0.39949360217078261 1.0091183902429683 0.37325298004402696 0.073444360527612482 -0.26864517419706296 0.050055917185180043 0.10539291283449558 0.18617112769718891 0.22153705605841451 -0.17337989236085327 -0.1875312998128979 -0.098412876753082218 -0.047596441328303138 0.48845774696932898 0.42793161456401529 -0.26879333268132127
leaf_weight=158 255 695 282 1173 2511 411 329 72 780 2603 1739 1894 2151 857 59 56 220 937 217 294 611 1023 113 815 907 686 335 108 26 57
leaf_count=158 255 695 282 1173 2511 411 329 72 780 2603 1739 1894 2151 857 59 56 220 937 217 294 611 1023 113 815 907 686 335 108 26 57
internal_value=0 -0.0549965 0.121874 0.046933 -0.105679 0.063515 0.290715 0.124805 0.212993 -0.0154282 -0.0151336 -0.157178 -0.20518 0.261724 0.137637 0.475165 0.559364 0.0603362 -0.0781446 -0.0717644 0.181718 0.218643 0.433796 -0.0703775 -0.129371 0.000804764 0.109253 0.174688 -0.194114 0.162159
internal_weight=0 15417 6957 5120 10297 5170 1787 3558 1393 3741 3727 6556 4045 1139 1082 311 378 2419 302 1612 796 1409 185 2554 1201 1623 1138 803 243 1080
internal_count=22374 15417 6957 5120 10297 5170 1787 3558 1393 3741 3727 6556 4045 1139 1082 311 378 2419 302 1612 796 1409 185 2554 1201 1623 1138 803 243 1080
is_linear=0
shrinkage=0.05


Tree=16
num_leaves=31
num_cat=0
split_feature=66 68 64 67 53 69 54 64 64 68 69 67 55 69 67 69 60 39 60 69 67 55 51 38 29 63 52 67 39 60
split_gain=50301.3 42778.5 45607.3 24483.9 16123 15344.2 11838.9 11245.3 10475.4 8849.87 8285.04 8947.99 8252.41 7462.12 9594.38 7127.17 7015.37 6535.7 6382.71 6066.75 11353.8 4944.88 4739.55 4622.14 4491.8 4487.52 4426.73 4346.63 4278.45 4150.11
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 19 -4 18 9 10 13 11 16 -8 14 -2 -10 -3 -14 -6 26 -21 -9 -15 24 25 -13 -1 -23 -16 -5
right_child=7 8 3 29 6 -7 12 21 15 -11 -12 23 17 22 28 -17 -18 -19 -20 20 -22 27 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.69929786100033731 0.29894114724993404 0.5040372415776333 0.33913621299937158 0.045043973080707497 0.64616677837010994 -0.016479915884429264 0.29707710602948362 -0.090963359663753268 -0.12259836843209512 -0.2514240755187972 -0.083640937773394403 0.3996515132181826 0.029208865880552271 -0.14313614998479596 -0.011852591769251693 -0.43678356604634694 0.1035991088431383 -0.58908935229782866 0.28298295402117496 0.59437920350995332 -0.025253285350047068 -0.20653714500172959 0.19121270891692904 -0.36161069762706755 -0.30242236863980093 0.017597906723728074 0.078750420194683646 -0.37932001058484 -0.57587763437830319 -0.13782761651032371
leaf_weight=719 641 339 1408 747 348 874 552 913 1811 821 2350 171 600 1350 447 390 456 87 563 360 207 1770 219 150 149 680 55 1020 69 2108
leaf_count=719 641 339 1408 747 348 874 552 913 1811 821 2350 171 600 1350 447 390 456 87 563 360 207 1770 219 150 149 680 55 1020 69 2108
internal_value=0 0.069209 0.166496 0.0401416 0.352427 0.202936 0.239277 -0.144375 -0.0600082 -0.0595404 0.000595591 0.102372 0.105134 -0.00175004 0.126696 -0.17827 0.274352 -0.0490909 0.421718 0.533837 0.368164 -0.225635 -0.096468 -0.0165179 0.0352461 0.0943678 0.655202 -0.269705 -0.0872745 -0.08998
internal_weight=0 15124 8628 5137 3491 2282 2150 7250 6496 3547 4295 1945 1239 2726 1157 2201 795 687 911 1341 567 3703 1569 1150 1000 851 774 2790 516 2855
internal_count=22374 15124 8628 5137 3491 2282 2150 7250 6496 3547 4295 1945 1239 2726 1157 2201 795 687 911 1341 567 3703 1569 1150 1000 851 774 2790 516 2855
is_linear=0
shrinkage=0.0666667


Tree=17
num_leaves=31
num_cat=0
split_feature=70 66 69 68 66 64 68 64 68 64 64 53 69 60 54 42 69 60 61 57 57 41 62 53 60 68 60 53 23 47
split_gain=52351.2 33825.7 33945.8 16707.4 13284.3 12375.8 12845.4 11374.2 11268.5 14130.9 8304.26 8012.96 7358.8 7337.3 6476.83 5996.67 5950.53 5477.67 5436.25 5195.4 5115.6 12276.5 8741.23 5631.75 5757.89 4718.36 4708.56 4572.04 4540.89 4977.63
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 3 11 8 6 -4 17 9 12 16 14 20 -13 -1 19 27 -5 -14 -12 -2 23 -23 24 -22 -7 -11 -3 29 -15
right_child=4 10 5 7 -6 25 -8 -9 -10 26 15 13 18 28 -16 -17 -18 -19 -20 -21 21 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=1.117523579472244 0.7886201966566555 0.52159874960567276 0.45315658424074007 0.8244891160756449 -0.39838544128666853 -0.073592222874420507 0.010629986599310387 -0.018632391938272288 -0.26940833899752209 0.079314544628972986 -0.028687553343834916 0.69425527875622117 -0.53796057049818591 0.064840063946590948 0.61310164293052483 0.18582929179904129 -0.090668479274571334 0.27054974370999746 0.17270308156238304 -0.37196969187001694 1.7369053446409997 0.032453433484644502 -2.2645532007391256 0.16442966612676779 0.47290561783070467 -0.48436316936985774 -0.26496127873860797 0.065538645547368699 0.86811795448973061 0.80940772587290177
leaf_weight=401 295 350 1079 299 2381 1692 1673 1041 2705 560 606 660 147 657 697 318 1386 443 402 1618 57 37 30 240 98 335 1367 591 105 104
leaf_count=401 295 350 1079 299 2381 1692 1673 1041 2705 560 606 660 147 657 697 318 1386 443 402 1618 57 37 30 240 98 335 1367 591 105 104
internal_value=0 0.117682 0.230627 0.430809 -0.198825 0.0460264 0.184135 0.194604 -0.118806 0.00720047 -0.0954018 0.59131 0.261152 0.443079 0.797321 -0.220353 0.0410943 0.493768 -0.0175839 -0.278431 0.463301 0.255575 -0.996057 0.467877 0.937731 -0.14148 -0.164912 0.235168 0.251652 0.166594
internal_weight=0 14055 9186 4407 8319 4779 2752 1783 5938 3233 4869 2624 1306 1526 1098 2542 2327 742 549 2224 757 462 67 395 155 2027 1927 941 866 761
internal_count=22374 14055 9186 4407 8319 4779 2752 1783 5938 3233 4869 2624 1306 1526 1098 2542 2327 742 549 2224 757 462 67 395 155 2027 1927 941 866 761
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=31
num_cat=0
split_feature=56 57 54 54 55 57 53 54 70 55 61 61 67 53 61 53 53 23 55 53 43 55 4 61 20 70 70 67 55 50
split_gain=53201.6 25408 19305.3 17725.1 14390.4 12639 11435.6 11077.3 9799.71 9675.89 8860.43 8746.68 8438.22 8162.92 6622.03 6439.58 6315.34 6093.06 6047.79 5864.12 6241.73 5506.63 5186.13 5177.26 4873.23 4842.55 4581.74 4534.98 4502.08 4330.93
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 8 12 23 16 21 22 11 26 29 19 18 -9 -15 -11 -5 25 -1 20 -3 -4 -6 24 27 -16 -7 -2 -13 -8
right_child=1 2 6 5 7 9 10 13 -10 15 -12 28 -14 14 17 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=1.0528183260919308 0.89834832166603151 1.0464647772104552 0.069112637491971607 0.75959817003172181 0.31171544870518009 0.3962986828112372 -0.18115874830035605 0.11268883207588221 -0.23174705005412061 0.14523155778819738 -0.55329981227059943 0.18915642733373061 0.23154012548426786 -0.017197639124658635 -0.2917595821992322 -0.18844949188130664 0.26305585579316515 0.31009525163929064 0.52002333573094239 0.2167465041861926 -0.64094465327262884 -0.24435605078486794 -0.37932068404482039 0.24744269132260036 1.8597630793398079 -0.74857945037159057 -0.020624380775717731 0.080686833336949357 -0.16483934277005294 -0.60587171384400429
leaf_weight=281 172 178 846 325 989 822 1496 829 1352 860 2076 572 831 635 491 1766 1209 101 881 599 25 1660 122 1031 33 440 388 112 966 286
leaf_count=281 172 178 846 325 989 822 1496 829 1352 860 2076 572 831 635 491 1766 1209 101 881 599 25 1660 122 1031 33 440 388 112 966 286
internal_value=0 -0.107997 -0.199322 0.220175 0.0773435 0.125653 -0.304856 -0.0268371 -0.0174109 0.0286373 -0.412894 0.106428 0.474858 -0.143754 -0.271284 -0.0791709 0.368255 -0.427625 0.648866 0.374162 0.838656 -0.138532 0.235832 0.356112 0.709543 -0.507657 0.262608 0.57589 -0.0331842 -0.249323
internal_weight=0 15011 10056 7363 4955 5370 6364 3607 3692 3836 3858 2340 1993 2496 1667 2626 1534 1032 1162 802 203 2506 1111 1348 317 931 1210 284 1538 1782
internal_count=22374 15011 10056 7363 4955 5370 6364 3607 3692 3836 3858 2340 1993 2496 1667 2626 1534 1032 1162 802 203 2506 1111 1348 317 931 1210 284 1538 1782
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=31
num_cat=0
split_feature=56 60 60 57 55 54 55 57 54 54 55 57 54 15 12 54 54 70 1 57 32 59 54 57 55 17 70 57 12 70
split_gain=43093.3 31703.2 16702.8 13656 13355.1 11875.7 11254 10062.6 8904.31 8706.68 6176.01 6128.52 6026.53 6604.44 5701.54 5655.59 5352.68 5948.99 7158.94 5307.8 5013.04 4972.82 6031.5 4839.98 4717.07 5700.52 4607.98 4296.58 6790.27 5480.87
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=2 3 16 12 7 19 23 21 10 -8 26 -11 14 -14 -2 -9 -1 -18 -19 20 -6 22 -3 -4 -10 -26 -5 28 29 -7
right_child=1 4 6 8 5 27 9 15 24 11 -12 -13 13 -15 -16 -17 17 18 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.49107000983911436 0.41164863984418326 1.1584239357213177 0.44784547380471135 0.57813846815383219 0.1136613716288546 -0.12155186214403398 0.16203066875141892 0.037086513027566104 0.065944191436105776 0.085142545844945641 0.072151899514122292 -0.12717537158119119 0.12064595982257414 0.64379201758006399 1.3083388531304621 -0.17279366972607429 0.32667847582077381 0.13551786953696918 -0.66681984109537951 -0.14773452334775355 -0.38841364248593646 0.065054906655435008 0.26012813420015934 0.16155027696806759 -0.10060382734837611 -0.66093465000975371 -0.086641117947249768 -0.32663944489957208 0.21605071745210383 -0.37836594228266751
leaf_weight=482 253 40 338 216 761 879 1181 861 822 915 852 1779 944 121 36 1692 1017 421 56 1704 100 819 196 1174 1593 85 59 2172 169 637
leaf_count=482 253 40 338 216 761 879 1181 861 822 915 852 1779 944 121 36 1692 1017 421 56 1704 100 819 196 1174 1593 85 59 2172 169 637
internal_value=0 -0.0647984 0.132105 0.0726842 -0.133074 -0.190734 0.0712921 -0.0304416 0.00523967 0.0111016 0.160816 -0.0550629 0.25335 0.180083 0.523347 -0.102012 0.297894 0.235571 0.0413231 -0.0795652 0.0553484 0.142751 0.412382 0.22555 -0.0648941 -0.128988 0.435513 -0.264665 -0.184778 -0.229461
internal_weight=0 15011 7363 4981 10030 6422 5387 3608 3627 3875 1127 2694 1354 1065 289 2553 1976 1494 477 2565 861 1055 236 1512 2500 1678 275 3857 1685 1516
internal_count=22374 15011 7363 4981 10030 6422 5387 3608 3627 3875 1127 2694 1354 1065 289 2553 1976 1494 477 2565 861 1055 236 1512 2500 1678 275 3857 1685 1516
is_linear=0
shrinkage=0.0666667


Tree=20
num_leaves=31
num_cat=0
split_feature=56 70 67 54 54 57 55 61 53 55 61 66 54 57 55 61 57 53 55 59 53 57 61 53 42 53 15 43 61 19
split_gain=55169.5 24071.1 18438.8 17999.5 12864.7 13459.7 12057.2 8678.39 8011.89 7789.3 7717.25 7241.54 6192.63 7567.1 6063.32 6013.21 5915.74 6917.66 5856.4 5787.61 5237.4 5579.91 5174.54 5288.77 5687.98 5049.75 4826.44 4783.63 4773.14 4670.6
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 2 4 9 8 -6 15 16 10 -1 -2 -4 13 -3 26 -5 17 -8 -7 -12 -9 -22 -11 24 -24 -14 -10 -13 -27 -23
right_child=1 12 11 6 5 18 7 20 14 22 19 27 25 -15 -16 -17 -18 -19 -20 -21 21 29 23 -25 -26 28 -28 -29 -30 -31
leaf_value=0.2165893584355173 0.32375668581135525 0.06182353985341707 -0.01129539795376679 0.18032701059217709 0.075334503589720159 0.010462803379965701 0.38871068977233436 0.033819391125570558 0.17618758418963831 0.17469713294249231 0.26122412770494535 -0.056131145393827311 -0.043633308279522227 -0.057741965315774496 0.01324260700060205 0.063907022922839077 0.029937818611191734 0.097779907605576283 -0.094655936766102872 0.034253302205783813 0.013797962724365599 -0.096549808728944322 0.21480318143730984 0.041639176012178848 -0.13676094936602043 -0.061541252742397717 -0.15659141145646571 -0.17335920695274359 -0.12936735146843992 0.068397112104518348
leaf_weight=415 161 438 3631 364 956 601 63 837 296 384 106 1553 1295 1352 644 1164 925 270 738 208 679 947 224 937 33 1048 30 253 1701 121
leaf_count=415 161 438 3631 364 956 601 63 837 296 384 106 1553 1295 1352 644 1164 925 270 738 208 679 947 224 937 33 1048 30 253 1701 121
internal_value=0 -0.0274941 -0.00225259 0.0560525 0.0404741 0.00368272 0.0322398 0.00861553 0.0989075 0.120214 0.18303 -0.0316434 -0.0671996 -0.0284852 0.0577134 0.0916406 0.0624657 0.152821 -0.0474742 0.110874 -0.017601 -0.0422369 0.0948684 0.0691949 0.169661 -0.0843359 0.145564 -0.0725535 -0.10351 -0.077862
internal_weight=0 15011 9177 7363 3740 2295 5370 3842 1445 1993 475 5437 5834 1790 970 1528 1258 333 1339 314 2584 1747 1578 1194 257 4044 326 1806 2749 1068
internal_count=22374 15011 9177 7363 3740 2295 5370 3842 1445 1993 475 5437 5834 1790 970 1528 1258 333 1339 314 2584 1747 1578 1194 257 4044 326 1806 2749 1068
is_linear=0
shrinkage=0.025


Tree=21
num_leaves=31
num_cat=0
split_feature=60 61 53 64 55 55 54 54 67 33 55 54 55 53 61 68 21 7 17 53 34 1 67 3 72 53 12 20 51 20
split_gain=37118.2 18214.6 16637.4 12280.7 11437.9 10894.2 10533.6 10440.4 7189.7 7005.63 6624.94 6539.73 6348.99 6300.7 6093.53 5838.02 5832.05 5727.27 5718.54 5370.49 4887.03 4626.98 6762.37 4555.02 4434.43 4580.58 5050.24 5823.8 4246.44 4179.74
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 6 3 8 13 11 12 -6 -1 19 -8 -4 -2 17 21 -13 -17 -3 -10 -9 -16 29 -23 -11 25 -12 27 -27 -26 -7
right_child=1 4 5 -5 7 14 10 9 18 23 24 15 -14 -15 20 16 -18 -19 -20 -21 -22 22 -24 -25 28 26 -28 -29 -30 -31
leaf_value=0.70946931151294901 0.53541246070748294 0.20344951981561007 0.57702127671953463 0.12928634782417933 -0.072415130789859547 0.15798754951326532 0.14019335645691619 -0.1303535941817931 0.34851053573583307 -0.50536000021784522 0.12728396150018742 0.30235233437545689 0.14102139834841329 -0.088805851138330782 -0.021441285664172211 0.010775171183609033 -1.1199317342042925 -0.39095231617287057 -0.90737782649993903 -0.33203298539651116 -0.36639719856665443 0.13237827082069553 -0.99630039856984076 -1.3948067221845069 -0.40146960643993651 -0.23262855951533173 0.28651013360968952 0.28008874636629355 0.29349276131850027 0.65428230553396005
leaf_weight=645 336 982 335 794 2572 928 1154 1505 323 364 707 743 1174 2532 2228 333 32 116 25 1927 298 98 52 41 419 1188 174 161 65 123
leaf_count=645 336 982 335 794 2572 928 1154 1505 323 364 707 743 1174 2532 2228 333 32 116 25 1927 298 98 52 41 419 1188 174 161 65 123
internal_value=0 -0.0692186 0.153391 0.36382 -0.132864 0.0806571 0.0495865 -0.197129 0.551352 -0.280727 -0.0203675 0.267291 0.22878 -0.0193993 0.00839739 0.173644 -0.0883553 0.140653 0.258289 -0.243593 -0.0621368 0.156748 -0.258897 -0.595403 -0.0886384 -0.0409982 -0.119117 -0.171437 -0.308138 0.21607
internal_weight=0 15417 6957 1787 10039 5170 5378 6409 993 3837 3868 1443 1510 3630 3727 1108 365 1098 348 3432 2526 1201 150 405 2714 2230 1523 1349 484 1051
internal_count=22374 15417 6957 1787 10039 5170 5378 6409 993 3837 3868 1443 1510 3630 3727 1108 365 1098 348 3432 2526 1201 150 405 2714 2230 1523 1349 484 1051
is_linear=0
shrinkage=0.08


Tree=22
num_leaves=31
num_cat=0
split_feature=56 60 57 61 57 60 55 61 53 67 57 53 68 62 55 1 59 53 59 51 63 61 0 73 66 10 69 68 44 55
split_gain=40284.4 23101.6 12080.6 12035.3 11806.3 9912.98 8158.5 7557.26 7347 7213.75 6793.45 6296.78 6105.32 5883.04 5833.25 5755.98 5672.15 5671.8 6388.36 5454.6 5574.18 5286.1 4923.65 4830.7 4640.8 6492.41 5267.17 4660.47 4468.33 4466.29
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=3 4 6 9 12 -5 17 14 -4 24 16 28 19 -8 -6 22 -7 -3 -19 20 -2 -10 -16 -20 25 27 29 -1 -9 -26
right_child=1 2 8 5 7 10 13 11 21 -11 -12 -13 -14 -15 15 -17 -18 18 23 -21 -22 -23 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=0.76724105799077646 0.58661198505692802 0.51444030180197931 -0.10876925126615603 0.27402998978486803 0.51470485693593138 0.53027935143389549 0.0058118733930584638 0.052350120620166432 -0.18774260164133913 0.14053659304165395 -0.053184677838871236 -0.18170242843837747 -0.0064985780037155622 -0.24861463689381705 0.24611567508797408 -0.50696124317490054 0.089255213970144423 0.47414833254093292 -0.17141759704937892 0.87585448097877228 0.14291024988420375 -0.38204149997368519 -0.30598431958878131 0.48663419837152561 1.2741519377843753 -0.073992447367583217 -0.24642116674145709 0.33925929494403495 0.8896652195893282 0.26222693121168544
leaf_weight=556 314 248 2523 1500 261 262 1390 759 1826 839 2627 1697 377 1156 619 107 892 195 521 137 526 2080 137 91 37 102 122 259 47 167
leaf_count=556 314 248 2523 1500 261 262 1390 759 1826 839 2627 1697 377 1156 619 107 892 195 521 137 526 2080 137 91 37 102 122 259 47 167
internal_value=0 -0.0783137 -0.151166 0.159659 0.0683852 0.0927623 -0.0289655 -0.0100033 -0.219613 0.329342 0.0208497 -0.0906117 0.278367 -0.109709 0.169501 0.0650995 0.189384 0.165891 0.0587783 0.38829 0.30877 -0.29121 0.146066 -0.07357 0.456781 0.552788 0.186724 0.631232 0.101176 0.445762
internal_weight=0 15011 10030 7363 4981 5281 3601 3627 6429 2082 3781 2503 1354 2546 1124 863 1154 1055 807 977 840 3906 756 612 1243 917 326 815 806 204
internal_count=22374 15011 10030 7363 4981 5281 3601 3627 6429 2082 3781 2503 1354 2546 1124 863 1154 1055 807 977 840 3906 756 612 1243 917 326 815 806 204
is_linear=0
shrinkage=0.0833333


Tree=23
num_leaves=31
num_cat=0
split_feature=56 54 54 53 61 55 53 61 67 55 19 55 55 58 39 50 25 25 55 61 63 58 39 61 63 27 6 67 40 7
split_gain=32630.3 16904.8 11868.1 11113.6 8530.84 8020.27 7711.96 6175.8 5576.48 5565.95 5125.34 5101.31 4911.36 5449.52 4757.76 4601.25 6147.25 5009.25 4530.3 4356.33 3925.55 5760.69 3866.83 3859.84 4796.62 4550.76 3778.75 3711.83 4230.45 4729.1
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 4 8 12 11 23 19 15 18 -8 -11 -2 13 -3 -13 17 22 -7 -1 -4 21 -9 -17 -5 25 -25 -20 28 29 -6
right_child=1 3 6 5 27 7 9 20 -10 10 -12 14 -14 -15 -16 16 -18 -19 26 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.87190690925112824 0.60696734112828354 -0.27402242983615449 0.59344717164279359 0.073072033845879875 -0.04029668989563262 -0.059023995034184255 0.20260140955429226 -0.58937285521012894 0.18302960705032256 -0.10624431845844443 0.32947926074266437 0.088020416044677002 -0.097744474729448971 0.27038483769000604 0.69862768247927709 -0.61871009612565542 0.44424160695075987 -0.63393037804996066 0.48106457711586476 0.1925478983071289 -0.5132073699242764 0.19452448938237996 -1.8174243475640974 0.34197627017384935 -0.2709362985285052 -0.70206602691113951 -0.19943485741431899 -0.1177329184814927 0.49673190960260832 0.50235056164445446
leaf_weight=281 337 233 358 849 1312 1333 1181 170 831 2411 304 1013 2489 872 146 204 50 171 790 1116 1689 209 31 253 1338 50 91 1860 219 183
leaf_count=281 337 233 358 849 1312 1333 1181 170 831 2411 304 1013 2489 872 146 204 50 171 790 1116 1689 209 31 253 1338 50 91 1860 219 183
internal_value=0 -0.0845788 0.172431 -0.160365 0.0640186 -0.239929 0.0950869 -0.330249 0.380831 0.0213755 -0.0574561 0.264514 -0.0198547 0.155591 0.164939 -0.194201 -0.562614 -0.124389 0.522288 0.289917 -0.447942 -0.157092 -0.776838 -0.100023 -0.189577 0.169692 0.410775 -0.0199043 0.0862574 0.0261277
internal_weight=0 15011 7363 9941 5070 6347 5370 3857 1993 3896 2715 1496 3594 1105 1159 1789 285 1504 1162 1474 2068 379 235 2490 1641 303 881 3574 1714 1495
internal_count=22374 15011 7363 9941 5070 6347 5370 3857 1993 3896 2715 1496 3594 1105 1159 1789 285 1504 1162 1474 2068 379 235 2490 1641 303 881 3574 1714 1495
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=31
num_cat=0
split_feature=70 66 69 67 64 67 66 54 68 64 68 54 58 58 64 10 42 55 3 14 67 56 69 53 44 46 71 47 68 15
split_gain=30495.7 19835.8 20664.2 11216.6 10600.7 9462.89 8546.16 7619.56 6918.05 8861.63 6050.51 6214.57 5462.58 5312.59 5141.84 5009.61 4923.58 4821.74 4779.98 5614.8 4266.82 4138.78 4486.1 4301.52 4040.4 3955.49 3953.59 3914.14 8768.6 4310.05
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 2 4 10 7 15 8 -1 9 20 11 -4 -10 -13 21 -6 27 -17 -7 -20 -2 22 24 -23 -3 -24 -8 29 -29 -16
right_child=6 14 3 -5 5 18 26 -9 12 -11 -12 13 -14 -15 16 17 -18 -19 19 -21 -22 23 25 -25 -26 -27 -28 28 -30 -31
leaf_value=0.45172186192005531 0.21713003060875402 0.24278069403692382 0.3951222891160982 -0.048933787510762695 0.29668940399370813 0.057866347288370139 -0.071726598455078491 0.20499880985042362 -0.26778426136933431 -0.075080291184248263 -0.022603215681123869 -0.096496325878663511 -0.073010814751833616 0.24042028477412233 -0.13972085337609036 0.31065822739754956 0.11782324094465882 -0.39623423112721384 -0.13809040888735694 -1.1112182946681977 -0.0036586367368361379 0.1019217286397324 -0.066904084871411335 -0.10847091318567399 1.0836380007050257 0.45044148300924614 -0.23890494718966293 -0.24554205690728692 -1.4914195155013692 0.11913341548252286
leaf_weight=779 775 317 449 3079 997 1250 738 1069 699 1927 541 275 2006 435 1664 62 318 79 146 25 531 533 375 1018 22 62 1643 269 22 269
leaf_count=779 775 317 449 3079 997 1250 738 1069 699 1927 541 275 2006 435 1664 62 318 79 146 25 531 533 375 1018 22 62 1643 269 22 269
internal_value=0 0.0538913 0.105785 0.0193682 0.199497 0.120418 -0.0910497 0.309002 -0.0525409 0.00669759 0.143075 0.220411 -0.123342 0.109924 -0.0440136 0.249348 -0.103007 -0.0854021 0.0171649 -0.280361 0.127361 0.0204301 0.133557 -0.0361696 0.29735 0.00649506 -0.187087 -0.134582 -0.339732 -0.103698
internal_weight=0 14055 9186 4779 4407 2559 8319 1848 5938 3233 1700 1159 2705 710 4869 1138 2542 141 1421 171 1306 2327 776 1551 339 437 2381 2224 291 1933
internal_count=22374 14055 9186 4779 4407 2559 8319 1848 5938 3233 1700 1159 2705 710 4869 1138 2542 141 1421 171 1306 2327 776 1551 339 437 2381 2224 291 1933
is_linear=0
shrinkage=0.06


Tree=25
num_leaves=31
num_cat=0
split_feature=70 56 60 61 69 69 64 54 54 64 67 68 54 67 1 27 38 35 3 69 63 40 58 41 10 60 14 0 1 21
split_gain=24701.5 17644.9 12004.6 7479.02 7255.1 7220.67 10632.9 6859.1 6247.1 5937.8 8797.4 5682.49 5312.31 5005.31 5831.42 4906.68 4587.65 4552.9 4487.33 4115.17 5888.57 4175.9 3942.32 3801.19 4180.2 3795.36 4534.5 3683.06 3822.55 3963.5
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 7 12 9 6 11 19 -7 17 27 -2 -4 23 -15 -14 -13 -1 -18 21 -21 -3 25 24 -10 -8 -27 28 29 -11
right_child=5 2 3 -5 -6 8 22 -9 13 10 -12 16 15 14 -16 -17 18 -19 -20 20 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.56494252254574762 0.22592214827035609 0.44362336336924885 0.26984926355312955 -0.17403959358248738 0.10656617177457009 -0.0035057731808929189 0.024254636294286511 0.058918252395646645 -0.28480476133656546 0.35537669080926715 -0.025224051762155492 0.0050771391773268316 0.027172853753356787 -0.55219856307551429 -1.769605989889665 -0.44811740747750034 -0.31591016657338172 -0.24509670589421251 -1.6635218834054883 -0.69803328041519441 0.30940343230127587 1.2279909176539772 -0.13385280404567954 0.14474009890629594 -0.89176432272111339 -0.39958806546616121 -1.2108042809061517 1.05717255363008 1.0052782370742546 -0.72477261117986735
leaf_weight=1113 1246 482 771 3635 2322 597 179 2196 1065 415 739 1249 1346 372 44 259 167 74 29 70 339 79 2396 179 127 591 78 95 83 37
leaf_count=1113 1246 482 771 3635 2322 597 179 2196 1065 415 739 1249 1346 372 44 259 167 74 29 70 339 79 2396 179 127 591 78 95 83 37
internal_value=0 0.080837 -0.000852155 -0.0838576 0.234519 -0.136575 -0.0775279 0.156743 -0.283572 0.350758 0.208834 0.0694319 0.0541103 -0.377137 -0.680963 -0.0495251 -0.0655071 0.514443 -0.515302 0.378209 0.136982 0.554078 -0.199436 -0.284947 -0.349472 -0.384738 -0.494169 0.483388 0.381501 0.266957
internal_weight=0 14055 9177 6011 4878 8319 5935 3166 2384 2556 1369 2691 2376 1787 416 1605 1445 1187 196 970 409 561 3244 1371 1192 848 669 630 535 452
internal_count=22374 14055 9177 6011 4878 8319 5935 3166 2384 2556 1369 2691 2376 1787 416 1605 1445 1187 196 970 409 561 3244 1371 1192 848 669 630 535 452
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=31
num_cat=0
split_feature=57 60 60 54 55 55 34 68 55 54 61 50 63 58 12 42 69 66 34 62 61 46 68 19 68 62 66 67 62 22
split_gain=22671.5 14191.3 11802.5 7421.75 7403.44 7252.27 6956.64 5812.4 5401.04 5167.62 5052.21 4732.33 4554.14 4319.28 4298.21 4243.71 5466.62 4224.23 5004.32 4200.18 4192.75 4135.96 3920.29 3797.12 4574.24 6194.61 3910.05 3772.38 3527.27 5869.24
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 1.5000000000000002 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
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 8 21 6 15 17 -2 28 -6 23 13 -13 -5 19 -17 18 27 -3 -10 -4 -15 26 -25 -26 -11 -1 -7 -30
right_child=1 5 4 14 10 9 -8 -9 20 11 -12 12 -14 22 -16 16 -18 -19 -20 -21 -22 -23 -24 24 25 -27 -28 -29 29 -31
leaf_value=0.85020079076055011 0.60305034827234616 0.00447864477839838 0.20082400787674468 -0.048123642348852656 0.1754074468711139 0.017707348645161141 0.37004664150066674 0.070299375935267708 0.47059654136661627 -0.17507571409582287 -0.077188494405664498 -0.37457113900983874 -0.31823574286223405 -0.82931213223770883 0.29521046381833493 0.53003893077468545 -0.20928268765468572 0.2268398666530429 -0.080714481096518673 -0.23570140525439243 0.039391070724050431 0.70067624736887713 -1.9856358414553867 0.34315303078054882 0.12417300773017548 -1.1631685238773541 -0.41007525421217822 0.39236189053263715 -0.13833280942324877 -0.85012045698670247
leaf_weight=507 343 1477 1201 3232 1138 1411 400 475 305 1850 2603 88 346 73 411 245 169 445 95 1436 865 192 49 237 102 59 1147 279 1064 130
leaf_count=507 343 1477 1201 3232 1138 1411 400 475 305 1850 2603 88 346 73 411 245 169 445 95 1436 865 192 49 237 102 59 1147 279 1064 130
internal_value=0 -0.0674655 0.150195 0.0679301 0.0729278 -0.135354 -0.0239718 0.370455 0.254099 -0.198674 -0.000349633 -0.270764 -0.541201 -0.908563 -0.009389 -0.071344 0.228239 0.477976 0.604827 -0.113921 0.151799 0.26972 -1.29374 -0.226474 0.0637336 -0.347586 -0.265014 0.687685 -0.0893346 -0.215831
internal_weight=0 15439 6935 5156 5134 10283 3727 1801 1513 6556 3741 3951 556 210 3643 3327 414 1326 881 2913 1170 1393 122 3395 398 161 2997 786 2605 1194
internal_count=22374 15439 6935 5156 5134 10283 3727 1801 1513 6556 3741 3951 556 210 3643 3327 414 1326 881 2913 1170 1393 122 3395 398 161 2997 786 2605 1194
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=31
num_cat=0
split_feature=70 67 64 69 69 64 64 69 53 56 67 2 61 34 22 60 55 58 27 12 42 46 61 61 46 27 63 16 48 56
split_gain=35258.8 24326.4 14390.8 15657 12338.6 8097.51 7420.56 7816.02 7310.12 6298.72 6184.44 5341.77 4694.12 5795.2 5458.05 4949.66 4497.01 4371.52 4264.07 4255.08 4171.57 7778.55 4160.62 4121.55 5798.01 4918.54 5972.21 3961.64 4875.35 4808.14
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 1.5000000000000002 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 -3 8 23 7 10 12 16 22 -4 13 14 -1 -14 -10 -5 -19 -9 -7 -22 -2 24 25 -6 -27 28 -24 -29
right_child=6 2 11 17 5 20 -8 19 9 -11 -12 -13 15 -15 -16 -17 -18 18 -20 -21 21 -23 27 -25 -26 26 -28 29 -30 -31
leaf_value=0.21076787622773044 0.10894678449604651 0.097594057170694679 -0.048255532581895487 -0.061166457048324997 0.11840528391815913 -0.029886558343332516 -0.065847379218844315 -0.074960532256446943 0.18678666338691016 0.023106782942652351 -0.027047561466675564 0.045520184504525628 0.18022330899671637 0.47191101167674954 -0.051265930815746909 0.047928711074713359 0.068098856804574975 0.028469222317920019 -0.074304021284121238 0.045168493352830408 0.1695595133451768 -0.21590817594310133 -0.033005892678274709 0.034590649352955104 0.30470121858871724 0.1722683684527874 -0.28310892098479806 0.33787506873510326 0.16437860422871181 -0.012348645621416521
leaf_weight=387 457 1365 3558 685 431 1343 3913 1505 338 986 1449 425 309 46 57 413 487 1616 299 210 162 41 597 943 89 30 45 49 90 49
leaf_count=387 457 1365 3558 685 431 1343 3913 1505 338 986 1449 425 309 46 57 413 487 1616 299 210 162 41 597 943 89 30 45 49 90 49
internal_value=0 0.0241447 -0.00468557 0.0290306 0.0616661 0.0264841 -0.0407926 -0.0185413 0.097558 0.0657545 0.00804055 -0.0382493 0.14508 0.204802 0.177128 0.104548 0.116725 -0.00696525 0.0124226 -0.0602509 -0.0139206 0.0917064 0.0489767 0.067099 0.118621 0.085891 -0.100958 0.0140641 -0.00714766 0.162763
internal_weight=0 14055 7948 3965 6107 3084 8319 4406 3023 1811 2691 3983 1212 490 444 722 825 2600 1915 1715 1546 203 1242 1538 595 506 75 785 687 98
internal_count=22374 14055 7948 3965 6107 3084 8319 4406 3023 1811 2691 3983 1212 490 444 722 825 2600 1915 1715 1546 203 1242 1538 595 506 75 785 687 98
is_linear=0
shrinkage=0.025


Tree=28
num_leaves=31
num_cat=0
split_feature=56 57 66 68 53 60 60 60 53 51 61 45 54 12 61 60 21 54 3 54 44 29 47 62 61 54 66 12 22 62
split_gain=23289.1 13874.9 9526.65 12043 8735.7 8213.16 5622.69 5289.63 4827.07 5693.09 4654.26 5420.73 4438.09 4750.17 4358.25 4234.06 4864.59 4074.92 4000.68 3892.35 3831.53 3827.93 3815.94 3791.96 4842.51 3789.02 4804.24 3766.73 3714.23 3690.48
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 5 3 12 7 8 14 20 22 19 -7 25 -1 15 18 -14 -17 -8 -6 27 -3 -16 -2 24 -9 26 29 -10 -25 -12
right_child=1 4 -4 -5 6 10 17 23 9 -11 11 -13 13 -15 21 16 -18 -19 -20 -21 -22 -23 -24 28 -26 -27 -28 -29 -30 -31
leaf_value=0.5133083528583009 0.48017553981350924 0.12557323080009203 -0.038880127182273544 0.030313021414045356 0.013766972745159783 0.16071808756896916 -0.1699746598591162 0.33072650562004885 0.29292093782168299 0.74151020106298249 0.60185974869530212 -0.46292453164758973 0.41726815705482345 0.64826483202048335 -0.24417743609537756 0.17377109162248161 -0.41436200862284756 -0.37545638893518551 0.70434271686888761 -0.03628273590670332 0.91811889075315922 0.20645116677990669 1.4866077807816593 -0.16390308913966967 -0.093119369511504402 -0.12522185669020955 -0.22253629904478156 1.5595491930290506 -0.73977432531851628 0.065546031895116305
leaf_weight=993 262 991 2027 2114 780 1076 1742 366 180 151 247 334 632 275 1481 1162 160 2164 94 690 65 216 44 1008 1023 1442 235 27 126 267
leaf_count=993 262 991 2027 2114 780 1076 1742 366 180 151 247 334 632 275 1481 1162 160 2164 94 690 65 216 44 1008 1023 1442 235 27 126 267
internal_value=0 -0.0714541 0.145674 0.215781 -0.138941 0.0655082 -0.208225 -0.0135569 0.275468 0.173441 -0.0134379 -0.0876525 0.337469 0.259134 -0.0933827 0.204369 0.10259 -0.283816 0.0880394 0.0778133 0.174357 -0.18682 0.624891 -0.0922081 0.0185636 -0.0304454 0.152022 0.458133 -0.227889 0.323269
internal_weight=0 15011 7363 5336 10056 4955 6477 3579 1354 1048 3601 2525 3222 2229 2571 1954 1322 3906 874 897 1056 1697 306 2523 1389 2191 749 207 1134 514
internal_count=22374 15011 7363 5336 10056 4955 6477 3579 1354 1048 3601 2525 3222 2229 2571 1954 1322 3906 874 897 1056 1697 306 2523 1389 2191 749 207 1134 514
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=31
num_cat=0
split_feature=56 57 61 54 60 60 64 61 57 42 10 63 20 61 45 15 54 12 54 64 7 38 54 45 64 28 60 54 66 37
split_gain=18864.2 11238.7 8316.06 7483.81 6652.66 5413.61 5237.4 4636.62 4600.28 4366.22 4205 4109.66 3912.79 3769.95 4390.79 3700.37 4084.4 4094.46 3558.5 3496.06 3494.65 3327.36 3304.51 3146.58 3139.09 3361.4 3087.18 3069.11 3891.43 3864.26
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 9 6 15 -4 -3 12 -7 10 22 21 24 18 27 16 17 -2 -6 -12 -16 -9 -1 -11 25 -5 -13 28 -15 -29
right_child=1 3 5 7 13 8 -8 11 -10 23 19 26 -14 14 20 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=0.56406328188551169 0.38143559531973947 0.10738354062141604 0.22512475740313531 -0.069844969668457976 0.48681010853868562 0.16702993303630986 -0.13082486745709263 0.050152403967813355 -0.072501389348858539 0.81578806735478437 0.15196159153378436 -0.19857599858774536 0.25368137460302664 0.29094189590881381 -0.29395552956792587 0.71628201516469325 0.092909301697844796 1.5304082544313538 0.047992135838331285 -0.7267631496498852 -1.2695262077308838 -0.61660800224040146 0.22030405769809316 -0.15530908138324054 -0.24207590268432272 0.49728314820517849 -0.40011451940340026 -0.17762578983580393 -0.20028267499614272 0.30004493671716476
leaf_weight=359 224 1845 1500 979 237 1154 1847 577 2627 231 112 1365 296 514 292 150 944 36 839 76 42 86 1265 39 1229 117 1715 1246 235 196
leaf_count=359 224 1845 1500 979 237 1154 1847 577 2627 231 112 1365 296 514 292 150 944 36 839 76 42 86 1265 39 1229 117 1715 1246 235 196
internal_value=0 -0.0643087 0.131107 -0.125047 0.0589574 0.0643777 -0.0117852 -0.190754 0.000606028 0.300365 0.244464 -0.262181 -0.0887515 -0.0120941 -0.0788873 0.247921 0.18957 0.540524 0.144646 -0.203268 -0.416632 -0.0363354 0.296295 0.675518 -0.132347 -0.00930301 -0.310796 -0.0274008 0.136819 -0.1127
internal_weight=0 15011 7363 10056 4955 5281 3692 6364 3781 2082 1812 3743 2621 3601 2525 1354 1204 260 1076 188 334 663 1624 270 2325 1096 3080 2191 749 1442
internal_count=22374 15011 7363 10056 4955 5281 3692 6364 3781 2082 1812 3743 2621 3601 2525 1354 1204 260 1076 188 334 663 1624 270 2325 1096 3080 2191 749 1442
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=31
num_cat=0
split_feature=66 70 67 64 53 60 54 70 53 34 46 67 12 56 38 37 53 62 19 51 72 23 20 13 60 64 23 30 56 53
split_gain=21931.6 17780.5 13842.9 8179.5 6973.36 6567.54 6054.61 6034.13 5143.24 6417.14 8729.72 5019.11 4264.4 4723.59 7108.12 4828.03 4327.48 5558.17 4706.91 4315.65 4313.46 4010.25 3892.05 3748.71 3639.35 4417.04 3839.14 3564.7 3428.16 3390.8
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 -4 22 8 23 -6 -1 -10 -11 12 13 14 15 -3 -14 -18 -19 -15 -21 27 24 29 25 26 -2 -13 -25 -7
right_child=4 11 3 -5 7 6 -8 -9 9 10 -12 21 16 19 -16 -17 17 18 -20 20 -22 -23 -24 28 -26 -27 -28 -29 -30 -31
leaf_value=0.28214986805453146 0.18169013373979503 0.065296338940488891 0.071239241031564232 -0.02667469426260621 -0.050665963101477862 0.23683390421647554 0.019253459032289418 -0.14129862765830656 0.16764832269305474 0.042625343754103318 -0.76103382715157109 -0.066236289939195517 0.36918266321116311 -0.069079723100827148 -0.20714424798737713 0.33171983790028003 0.22210574686932727 -0.033890768398191329 -0.70242401838302626 0.18945360024194213 -0.20625135564378333 -0.20245788512691376 -0.15456174277597007 0.72474616914987566 -0.0066094798388955907 -0.017125975881752218 0.67267406726705625 0.094353678880432848 0.22923567277958268 0.063986110873282986
leaf_weight=552 210 696 2700 2761 3445 282 1249 1784 903 95 28 2114 94 1677 134 129 147 107 20 207 56 310 216 32 1376 190 29 247 74 510
leaf_count=552 210 696 2700 2761 3445 282 1249 1784 903 95 28 2114 94 1677 134 129 147 107 20 207 56 310 216 32 1376 190 29 247 74 510
internal_value=0 0.0274195 0.0622898 0.0217354 -0.057199 0.121744 0.07621 -0.0815875 0.183697 0.130728 -0.140321 -0.0265243 0.00672753 -0.00955471 0.0630665 0.106955 0.134994 0.0546524 -0.139172 -0.0454535 0.105197 -0.0671958 0.00590231 0.155429 0.0251047 0.126826 0.241266 -0.0494359 0.378824 0.12553
internal_weight=0 15124 9186 5461 7250 3725 2147 5229 1578 1026 123 5938 3267 2899 959 825 368 274 127 1940 263 2671 2021 898 1805 429 239 2361 106 792
internal_count=22374 15124 9186 5461 7250 3725 2147 5229 1578 1026 123 5938 3267 2899 959 825 368 274 127 1940 263 2671 2021 898 1805 429 239 2361 106 792
is_linear=0
shrinkage=0.04


Tree=31
num_leaves=31
num_cat=0
split_feature=70 69 64 64 53 56 69 64 26 55 2 58 55 46 10 59 12 14 62 27 27 12 14 60 60 14 10 30 20 71
split_gain=18686.7 13465.1 10186.5 8073.1 5982.16 6144.15 5375.74 7312.59 5035.65 5144.66 5104.3 4859.15 5163.32 4573.51 5217.97 4471.36 4290.94 4084.04 3741.43 3705.69 3617.1 3574.68 3404.41 4106.62 3258.84 3197.38 3190.02 3604.84 3478.34 3189.77
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 13 11 -6 7 18 9 19 21 -1 25 20 -15 -14 -8 -10 -2 -4 -3 -11 -22 -24 -21 -13 27 28 -17 -23
right_child=6 3 8 -5 5 -7 16 -9 17 10 -12 12 15 14 -16 26 -18 -19 -20 24 22 29 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.20880184058778206 0.16352582662485568 0.067440898327897875 0.27278795049684007 -0.14816546427775754 0.40758196609747871 0.024345757958670371 -0.29496111774941286 -0.16893854461691851 0.38737752685345722 -0.13669712080613622 0.35985975856529484 1.1157286281089398 0.82668221913851225 0.45916598301325273 -0.44970559355330791 0.34250310010031648 0.11919172181219886 1.7527911556959155 -0.072947725983348533 0.42787785061768124 -0.11634295695317598 -0.34082913328893483 0.3064379598413195 -1.3649748291288104 -0.42587265790645762 0.02123556693394979 1.1575762108961742 -0.98155296794299418 -1.0137504542157765 0.47935753569739764
leaf_weight=379 1445 3053 1142 3065 770 916 2100 3244 177 1973 282 242 182 469 73 190 284 25 1246 63 473 64 21 49 154 30 30 29 21 183
leaf_count=379 1445 3053 1142 3065 770 916 2100 3244 177 1973 282 242 182 469 73 190 284 25 1246 63 473 64 21 49 154 30 30 29 21 183
internal_value=0 0.0703097 0.170664 -0.0251546 0.317828 0.199371 -0.118789 -0.0678407 0.069645 0.0441808 -0.0408927 0.498898 0.650758 0.0659591 0.336753 0.443596 -0.245624 0.556364 0.0540327 0.200806 0.0251441 -0.0917991 -0.212668 -0.863551 -0.17801 0.995012 0.185367 0.0638408 0.207521 0.26684
internal_weight=0 14055 6852 7203 2789 1686 8319 5935 4063 3861 2502 1103 724 4138 542 452 2384 202 2691 1359 3596 2220 543 70 217 272 270 240 211 247
internal_count=22374 14055 6852 7203 2789 1686 8319 5935 4063 3861 2502 1103 724 4138 542 452 2384 202 2691 1359 3596 2220 543 70 217 272 270 240 211 247
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=31
num_cat=0
split_feature=55 57 57 53 61 61 38 7 61 53 53 0 60 60 50 60 56 60 27 17 61 17 20 54 67 62 58 56 8 58
split_gain=16868.7 11096.1 8925.1 7616.01 6216.87 6116.93 5954.68 5692.26 5563.96 4525.7 4317.25 4328.36 4211.87 4203.71 4694.49 4096.51 4084.97 4001.66 3847.66 3681.97 3500.2 3421.4 3399.19 3306.56 3144.65 3103.98 3094.73 3085.28 5397.91 3722.46
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=2 4 10 15 9 22 8 19 23 13 11 26 -10 -2 18 21 -6 -12 -15 -7 24 -3 27 -4 -19 -21 -1 28 29 -5
right_child=1 3 6 5 16 7 -8 -9 12 -11 17 -13 -14 14 -16 -17 -18 20 -20 25 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.23481954198560098 1.0716291258965307 0.16978170968197792 0.47383103378984076 -0.23776958204347992 0.12088196773465115 -0.23634461229820702 -0.17441101286142791 0.056644153557405319 0.17169444908017251 0.116407470636581 0.46742565093795585 1.1491285105585121 -0.03529672383491899 0.58696979002607075 -0.52521522196694326 -0.059317346598233643 -0.067397893591200339 0.63509513576085641 -0.47161560110103928 -0.43182644406009224 0.042464701290830881 -0.49359030246037483 0.19789420212813033 0.15991702396173774 0.05625148746665775 -1.2528540546458866 0.5089308864523967 -0.1574392614754474 -0.73697426777076092 0.1947501483551361
leaf_weight=46 64 1023 304 179 1175 3228 693 457 989 1164 311 64 2204 204 39 2511 2509 154 27 134 815 57 320 998 113 42 250 1636 58 606
leaf_count=46 64 1023 304 179 1175 3228 693 457 989 1164 311 64 2204 204 39 2511 2509 154 27 134 815 57 320 998 113 42 250 1636 58 606
internal_value=0 -0.048526 0.107895 -0.0987654 0.0508573 -0.151509 0.0529658 -0.219508 0.0880208 0.193997 0.270459 0.527709 0.0288167 0.464398 0.320462 -0.000945089 -0.00734663 0.203976 0.463239 -0.256582 0.128253 0.13477 -0.0577103 0.233212 0.390116 -0.627753 0.393348 -0.0907048 0.0388058 0.0961246
internal_weight=0 15433 6941 10251 5182 6660 5188 3861 4495 1498 1753 360 3193 334 270 3591 3684 1393 231 3404 1082 1080 2799 1302 267 176 296 2479 843 785
internal_count=22374 15433 6941 10251 5182 6660 5188 3861 4495 1498 1753 360 3193 334 270 3591 3684 1393 231 3404 1082 1080 2799 1302 267 176 296 2479 843 785
is_linear=0
shrinkage=0.0833333


Tree=33
num_leaves=31
num_cat=0
split_feature=66 68 67 69 70 61 70 70 54 9 13 60 58 3 63 67 60 41 10 53 63 42 14 46 63 16 38 4 1 12
split_gain=16644.3 12733.7 10898 9005.43 8836.46 6389.12 5134.85 4692.18 4690.9 4385.03 4253.95 4215.96 3944.22 3941.44 3823.05 3789.27 3647.15 3633.09 3478.38 4243.67 3469.01 3453.87 3319.78 3291.49 4216.4 3275.25 4457.72 3234.72 3126.95 3726.87
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 2.5000000000000004 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 1.5000000000000002 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 5 4 -4 11 -3 15 10 -6 20 -1 17 16 -9 -2 -10 -8 22 -20 23 -17 -18 24 -7 -14 -27 -26 29 -13
right_child=7 6 3 -5 9 8 12 14 13 -11 -12 28 25 -15 -16 21 18 -19 19 -21 -22 -23 -24 -25 27 26 -28 -29 -30 -31
leaf_value=0.60944113710341108 0.02182550217516839 0.029069138923180873 0.34360152948714417 -0.12730776898891993 -0.12356233335483374 0.55076956318725656 -0.27739958100199702 -0.26944292713136658 0.27780343884820063 0.39330681828252478 0.91574692801337376 0.14967838974331116 -0.034360900561850337 -0.42521198073195088 0.29870296574831012 -0.20106766591639302 0.10310128824291719 -1.0184040218944082 0.11998682975769044 -1.5008260226249694 1.1048819759819242 0.14454975771133213 -0.55712724287401549 -0.29373900268388836 0.16879455457983325 -0.24851269293576481 -1.4756263508115497 -0.71998023402107802 0.78034014212610447 0.75476539352073757
leaf_weight=632 2382 3791 1257 1998 984 326 625 2256 607 197 107 831 1779 162 125 2153 566 74 30 35 45 334 88 115 373 192 35 46 113 116
leaf_count=632 2382 3791 1257 1998 984 326 625 2256 607 197 107 831 1779 162 125 2153 566 74 30 35 45 334 88 115 373 192 35 46 113 116
internal_value=0 0.0597167 0.139335 0.0300817 0.159066 0.254947 -0.0460322 -0.124573 0.153383 -0.0373445 0.319483 0.405012 -0.151285 0.0404175 -0.239616 -0.068316 0.0973043 -0.355846 -0.0550781 -0.752759 0.248985 -0.154652 0.0142632 0.2042 0.281063 -0.0800047 -0.437715 0.0712202 0.283126 0.223797
internal_weight=0 15124 8628 4436 2438 4192 6496 7250 2500 1181 1012 1692 2705 1488 2381 4869 1326 699 719 65 905 2487 654 860 745 2006 227 419 1060 947
internal_count=22374 15124 8628 4436 2438 4192 6496 7250 2500 1181 1012 1692 2705 1488 2381 4869 1326 699 719 65 905 2487 654 860 745 2006 227 419 1060 947
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=31
num_cat=0
split_feature=66 68 64 53 69 70 53 55 64 30 4 69 62 57 5 70 56 70 69 61 39 14 21 62 28 28 42 55 42 15
split_gain=26054.2 18666.2 22932.6 12915.9 7729.62 7546.27 6891.79 6689.29 6100.33 6225.01 5057.38 5041.61 5015.17 5696.04 5563.87 4978.41 4763.85 4625.04 5654.09 4077.31 3707.86 5023.65 3453.3 4748.89 4291.51 3448.84 3344.67 3241.89 3971.43 3955.84
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 3 -1 5 22 -2 10 9 17 26 -10 -9 16 -15 27 -14 18 19 -3 21 25 24 -24 -4 -13 -5 -8 29 -29
right_child=6 8 4 7 -6 -7 15 12 11 -11 -12 20 13 14 -16 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=0.12248581142239774 0.0001937892953673989 0.1191179763932818 0.057548063996475322 0.051323158204224381 -0.021059980675429614 -0.0045380641352071359 0.00070555539906010296 0.042972160504062308 -0.023691398559812758 0.074121299736413612 0.21505811417440199 -0.12456674322697288 0.12938368039471765 -0.077330721745203279 -0.40554756351139232 -0.070412847818389135 -0.059375555582276175 -0.029710971020634917 -0.0071339954194953158 0.019233053175797411 -0.26377606815397742 0.14762523378644671 -0.11275707978423279 0.10250377135000367 0.17036977769708947 0.13013283843579498 0.171196806822662 -0.062404379872147676 0.023832154850009828 0.018944712170416659
leaf_weight=1341 2021 291 1196 675 2195 1424 1018 821 1811 444 106 282 105 203 23 1784 109 1693 1494 373 50 35 101 69 152 23 108 1832 320 275
leaf_count=1341 2021 291 1196 675 2195 1424 1018 821 1811 444 106 282 105 203 23 1784 109 1693 1494 373 50 35 101 69 152 23 108 1832 320 275
internal_value=0 0.0149428 0.0342222 0.0737754 0.00734264 0.0285336 -0.0311718 0.0433936 -0.010664 0.0032103 0.0854089 -0.0377382 0.013773 -0.04071 -0.110733 -0.0432945 0.03324 -0.00496536 0.0144481 0.0630079 -0.102966 -0.0793173 0.0595573 -0.0253865 0.0702698 -0.10536 0.0678575 -0.0292512 -0.0418165 -0.0517869
internal_weight=0 15124 8628 3491 5137 2942 7250 2150 6496 4295 889 2201 1261 440 226 5229 214 3851 2158 664 390 340 1518 170 1348 305 783 3445 2427 2107
internal_count=22374 15124 8628 3491 5137 2942 7250 2150 6496 4295 889 2201 1261 440 226 5229 214 3851 2158 664 390 340 1518 170 1348 305 783 3445 2427 2107
is_linear=0
shrinkage=0.02


Tree=35
num_leaves=31
num_cat=0
split_feature=55 57 57 61 60 60 61 60 61 61 54 59 12 54 54 61 32 60 67 12 61 20 54 67 58 18 63 24 67 54
split_gain=29913 20018.5 16439.6 11921.8 10962.9 10480.6 6828.13 6800.47 6769.93 6324.78 6123.09 10271.3 7022.96 5970.02 5704.87 5984.52 5648.07 5245.03 5167.89 7314.95 4722.8 4602.82 4546.26 5356.03 4423.53 7438.85 4368.45 4310.03 4303.94 4302.61
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 5 8 7 14 9 -6 -4 21 -2 11 -7 16 17 15 -3 24 -5 -9 -20 -13 28 23 -11 25 -12 -24 -26 -1 -8
right_child=1 4 3 13 6 10 29 18 -10 22 12 20 -14 -15 -16 -17 -18 -19 19 -21 -22 -23 26 -25 27 -27 -28 -29 -30 -31
leaf_value=0.15842290394891193 0.11247066785546916 0.090440243809036105 0.12036749696870463 0.09233017749020031 -0.019349279431919709 0.12763148947328987 -0.033914706187559207 0.068461548259770716 0.055283654648322494 0.1397440383115004 -0.047008424806459427 0.073650964477166209 0.065074258967868837 -0.016270524455599306 -0.017558536497270148 0.0045787977078401978 0.048162190412404014 0.0089739964340261359 0.021649874515826433 -0.15605793255507142 -0.016045699748238933 0.30330818141500154 0.085872526226254797 -0.025288173936920247 -0.027565410722575328 -0.21037456432541649 -0.0078860982702462935 0.067335082862425497 0.03706727593824307 -0.069595291473709603
leaf_weight=225 360 305 329 280 2750 242 1683 606 1361 188 519 214 272 2571 2525 865 264 835 493 74 685 40 176 77 1306 91 640 148 127 2123
leaf_count=225 360 305 329 280 2750 242 1683 606 1361 188 519 214 272 2571 2525 865 264 835 493 74 685 40 176 77 1306 91 640 148 127 2123
internal_value=0 -0.0129239 0.0287356 0.0138257 -0.0264199 0.0137739 -0.0393593 0.0534046 0.0728614 0.0519643 -0.000936769 0.0312505 -0.015062 -0.00230217 -0.00346153 0.0269615 -0.024425 0.0299065 0.034623 -0.00154303 0.0053059 0.13389 0.0318142 0.0917913 -0.0337094 -0.0713794 0.0123364 -0.0179057 0.114638 -0.0538175
internal_weight=0 15433 6941 5188 10251 5182 6556 1502 1753 1441 3741 1141 2600 3686 3695 1170 2328 1115 1173 567 899 392 1081 265 2064 610 816 1454 352 3806
internal_count=22374 15433 6941 5188 10251 5182 6556 1502 1753 1441 3741 1141 2600 3686 3695 1170 2328 1115 1173 567 899 392 1081 265 2064 610 816 1454 352 3806
is_linear=0
shrinkage=0.0166667


Tree=36
num_leaves=31
num_cat=0
split_feature=66 68 67 69 70 56 62 53 56 57 63 21 70 63 10 72 70 53 34 72 24 72 46 25 62 43 9 20 32 70
split_gain=18415.4 13469.8 12212.5 7946.29 8664.57 6453 5484.02 5256.57 4795.25 4765.74 6997.17 4380.18 4229.15 4206.77 3760.72 4505.02 5712.56 3629.43 5618.87 4606.51 3629.34 3605.97 5168.73 4020.35 4428.49 3773.9 3565.2 3554.55 3817.1 3544.98
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 1.5000000000000002 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
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 4 -4 11 -3 27 -5 10 -7 14 -9 -8 15 -1 -17 -11 21 29 -10 23 -23 24 25 -19 -6 -2 -29 -20
right_child=7 6 3 8 26 9 13 12 20 17 -12 -13 -14 -15 -16 16 -18 18 19 -21 -22 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.62171799423503404 0.051807980722713247 0.0444172959700554 0.33294033083557939 0.11324639647062143 -0.12202365963522921 0.6558159569259826 0.10375601158211732 -0.1192531876035943 -0.27792398702420301 0.23257671478930422 0.11446729265280119 -0.012253874012728058 -0.30894289082688836 -0.19354333668226265 0.018167724311351777 0.5310237165933811 -0.42546565816098569 0.39329871061173355 0.25640248091597306 -2.069729846174067 0.24928426083196467 0.74104065374824513 -0.89995165285856837 -0.66789689210115699 -0.39968980516580976 -0.41120014519908948 0.34403010414639101 -0.20861383009181231 -1.4241739010810852 -1.1095335998033222
leaf_weight=1077 1805 3302 1257 616 984 402 582 3445 1236 635 588 209 1784 2612 160 161 102 275 38 22 146 116 23 102 170 74 197 186 30 38
leaf_count=1077 1805 3302 1257 616 984 402 582 3445 1236 635 588 209 1784 2612 160 161 102 275 38 22 146 116 23 102 170 74 197 186 30 38
internal_value=0 0.0628138 0.144701 0.0290464 0.150209 0.267087 -0.0459488 -0.131034 -0.118798 0.164154 0.334288 0.416637 -0.18397 -0.13937 0.476396 0.53111 0.160066 0.05134 -0.0827921 -0.795439 -0.222228 0.00910186 0.46951 -0.0939524 0.018846 0.222717 -0.0442823 0.00593074 -0.377442 -0.426566
internal_weight=0 15124 8628 4436 2438 4192 6496 7250 1998 2483 990 1709 5229 3194 1500 1340 263 1493 858 98 1382 760 139 621 519 349 1181 2021 216 76
internal_count=22374 15124 8628 4436 2438 4192 6496 7250 1998 2483 990 1709 5229 3194 1500 1340 263 1493 858 98 1382 760 139 621 519 349 1181 2021 216 76
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=31
num_cat=0
split_feature=55 60 61 62 59 61 51 63 66 70 43 66 61 60 34 59 26 60 5 27 51 10 24 7 27 25 50 0 68 68
split_gain=15364.1 10910.3 6997.52 5537.04 5351.96 5204.98 6123.54 5927.46 6262.55 6039.06 7715 4894.84 4681.26 4260.44 4322.58 4182.02 4206.08 4144.68 4140.82 9716.42 4807.57 3949.21 3832.65 3828.84 3704.08 3591.65 3555.87 3380.7 4174.46 3350.66
threshold=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 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 11 17 5 24 6 7 9 25 10 -3 12 -2 29 -15 22 18 -1 -17 20 21 -20 -5 -11 -4 26 -9 -7 -29 -6
right_child=1 3 4 15 13 27 -8 8 -10 23 -12 -13 -14 14 -16 16 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.57155962365075463 0.29962618680244874 0.16654932003297573 0.29825357739224878 -0.13584583910691689 0.28279584910453787 -0.080008091111772872 0.52532798402318348 0.52770688199023208 -0.20383664328570761 -0.79106417889959124 -1.0830343742642488 -0.078420537843905166 0.051174429967333283 -0.1144500162743045 0.31936231952087551 -0.26596096249793794 0.23126661107937496 0.21043962610029185 -0.94589882465926101 0.51664258840360811 0.21210448665003623 -2.2053365592298837 0.32602428477622714 0.38584929648786787 -0.17781093844457677 -0.22221921788691318 -0.10208654283383573 -0.54351738359258384 0.0013932212725677323 -0.08630781612218652
leaf_weight=404 1115 371 1169 1506 754 3446 267 505 327 203 57 1650 2371 2314 255 2127 150 1490 176 56 31 29 204 32 190 103 109 372 226 365
leaf_count=404 1115 371 1169 1506 754 3446 267 505 327 203 57 1650 2371 2314 255 2127 150 1490 176 56 31 29 204 32 190 103 109 372 226 365
internal_value=0 -0.0555735 0.123565 -0.114955 0.0620567 -0.0531206 0.0799909 0.0103335 0.158833 -0.223502 0.0001328 0.0634782 0.130642 -0.000453967 -0.0713896 -0.201919 -0.282575 0.287468 -0.314438 -0.667554 -0.94855 -1.12406 -0.0807455 -0.630804 0.231696 0.324234 0.415903 -0.118096 -0.337581 0.1624
internal_weight=0 15433 6941 10297 5047 6018 1974 1707 1044 663 428 5136 3486 3688 2569 4279 2569 1894 2419 292 236 205 1710 235 1359 717 614 4044 598 1119
internal_count=22374 15433 6941 10297 5047 6018 1974 1707 1044 663 428 5136 3486 3688 2569 4279 2569 1894 2419 292 236 205 1710 235 1359 717 614 4044 598 1119
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=31
num_cat=0
split_feature=64 54 53 60 67 60 30 57 62 62 55 17 5 62 57 61 21 67 17 2 55 5 69 11 10 30 55 1 67 50
split_gain=15875.5 10413.1 10029.9 6742.57 5929.67 5713.27 5399.14 4951.9 4767.16 4694.89 4426.1 5864.22 4254.28 4232.26 4316.19 4169.2 4437.33 4168.15 4022.16 4005.08 3973.85 3867.28 3817.2 3616.19 3563.68 4217.62 3549.83 3756.46 5341.79 3412.1
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=1 3 5 10 7 17 13 24 21 -4 -1 -12 -8 -7 -15 16 -9 -3 -19 -6 -16 -5 -17 -23 -2 -26 -11 -28 -29 -22
right_child=4 2 9 8 19 6 12 15 -10 26 11 -13 -14 14 20 22 -18 18 -20 -21 29 23 -24 -25 25 -27 27 28 -30 -31
leaf_value=0.78914735423523252 0.17288108725986362 0.59604226466284571 0.010569406321271015 0.2037471662976468 -0.19112532695254439 0.17359378861598629 0.70509425281242999 0.12421386175060922 -0.0018903467081785427 -0.040145247875802259 0.37304016866586492 -0.91486075045289228 -0.70665775040785483 0.15141062471605207 -0.025155265003974948 -0.051832591497049434 -0.44152186654794678 0.22534249487070501 -1.102873573899269 0.093676459454946528 -0.74505229406672058 0.52717932392107814 -0.30072624491667244 1.860836375753085 -0.11437018790044065 -1.5848498306491159 -0.24091484985638592 -1.5400197992460771 -0.25198989019200607 0.30381851570887702
leaf_weight=259 1589 458 3007 1219 4754 839 193 1246 1324 885 795 37 24 295 224 1510 156 259 25 551 224 133 1041 24 172 22 942 57 74 36
leaf_count=259 1589 458 3007 1219 4754 839 193 1246 1324 885 795 37 24 295 224 1510 156 259 25 551 224 133 1041 24 172 22 942 57 74 36
internal_value=0 0.0831426 0.0151828 0.218345 -0.0853414 0.175252 0.0805699 -0.0148641 0.13357 -0.0678986 0.428145 0.315766 0.548956 0.0177517 -0.150094 -0.0772654 0.0612647 0.409406 0.108422 -0.161545 -0.333862 0.263912 -0.1534 0.73105 0.123483 -0.281126 -0.188406 -0.31069 -0.81243 -0.599824
internal_weight=0 11333 7542 3791 11041 2577 1835 5736 2700 4965 1091 832 217 1618 779 3953 1402 742 284 5305 484 1376 2551 157 1783 194 1958 1073 131 260
internal_count=22374 11333 7542 3791 11041 2577 1835 5736 2700 4965 1091 832 217 1618 779 3953 1402 742 284 5305 484 1376 2551 157 1783 194 1958 1073 131 260
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=31
num_cat=0
split_feature=57 55 55 64 54 51 38 61 64 47 62 23 70 33 3 41 61 20 68 69 1 64 17 62 61 21 45 35 14 11
split_gain=16476.4 9475.06 8138.65 7255.12 5297.45 5014.57 4915.05 4508.38 4158.69 3989.57 3716.91 4211.53 3541.98 3453.83 3368.36 3365.91 3295.96 4123.91 3121.4 3101.07 3582.67 3031.3 4747.08 6441.43 2971.32 4236.94 3369.76 4210.12 2932.55 3570.58
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 6 16 9 5 21 7 8 19 -4 11 -7 14 -14 -5 -12 17 -1 -16 -2 -21 22 -3 -24 25 26 27 28 29 -6
right_child=1 4 3 12 24 10 -8 -9 -10 -11 15 -13 13 -15 18 -17 -18 -19 -20 20 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.23022789689642775 0.28760425212932217 0.034331853696048902 0.065548070778079628 0.042114282370699092 0.019564668217571579 0.35387608588786956 -0.097643125264382624 0.013435923554600594 0.022087772795684125 0.24421057504733348 0.076896767576017655 -0.19788656801712223 -0.077101467214891778 -0.41572326446872165 -0.092626711217817043 -0.428715554300027 0.12035355984871765 0.76598288677632809 -0.64165250431866427 0.021047956971106709 0.59700677509109179 -0.080994547490814126 -0.0061020057958861198 -0.9400595104694367 -0.1126859656833646 -0.21632584989263071 0.1472431067969989 -0.34631409829965348 -0.2070483161145775 -0.20063457890556982
leaf_weight=352 435 1568 2324 1414 1602 221 693 3193 567 361 211 41 812 83 157 39 1361 40 31 270 30 1617 48 30 3778 315 264 108 201 208
leaf_count=352 435 1568 2324 1414 1602 221 693 3193 567 361 211 41 812 83 157 39 1361 40 31 270 30 1617 48 30 3778 315 264 108 201 208
internal_value=0 -0.028757 0.06402 0.0325161 -0.0566226 -0.00954489 0.0263028 0.0454117 0.123829 0.0895694 0.135935 0.267532 -0.0288328 -0.108504 0.0156779 -0.00197875 0.157148 0.284897 -0.183158 0.202314 0.0786438 -0.0323722 0.0153935 -0.365316 -0.0840652 -0.0439876 -0.0212068 -0.0421935 -0.0258608 -0.00574
internal_weight=0 15439 6935 5182 10251 3775 5188 4495 1302 2685 512 262 2497 895 1602 250 1753 392 188 735 300 3263 1646 78 6476 2698 2383 2119 2011 1810
internal_count=22374 15439 6935 5182 10251 3775 5188 4495 1302 2685 512 262 2497 895 1602 250 1753 392 188 735 300 3263 1646 78 6476 2698 2383 2119 2011 1810
is_linear=0
shrinkage=0.05


end of trees

feature_importances:
BON9=112
BON2=91
BON3=87
BON8=77
BON1=76
black=72
red=68
BON5=65
yellow=55
brown=47
BON4=41
grey=37
green=33
BON6=24
BON10=24
no_players=18
x1_SCORE4=15
x1_SCORE2=11
x2_SCORE3=11
BON7=11
x3_SCORE1=10
x4_SCORE7=10
x0_SCORE2=9
x1_SCORE6=9
x5_SCORE8=9
x1_SCORE9=8
x2_SCORE4=8
x3_SCORE8=8
x4_SCORE3=8
x5_SCORE3=8
x5_SCORE4=8
x0_SCORE4=7
x0_SCORE1=6
x2_SCORE2=6
x5_SCORE7=6
x0_SCORE8=5
x1_SCORE7=5
x2_SCORE6=5
x2_SCORE8=5
x3_SCORE4=5
x4_SCORE4=5
x4_SCORE8=5
x5_SCORE2=5
x0_map2=5
x0_SCORE3=4
x0_SCORE5=4
x0_SCORE6=4
x4_SCORE6=4
x2_SCORE5=3
x2_SCORE7=3
x2_SCORE9=3
x3_SCORE2=3
x3_SCORE6=3
x4_SCORE9=3
x1_SCORE1=2
x1_SCORE3=2
x1_SCORE5=2
x1_SCORE8=2
x3_SCORE3=2
x3_SCORE7=2
x3_SCORE9=2
x4_SCORE2=2
x4_SCORE5=2
x0_map1=2
x0_SCORE7=1
x0_SCORE9=1
x2_SCORE1=1
x5_SCORE5=1
x5_SCORE9=1
x0_map3=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:[]