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

tree
version=v3
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=73
objective=regression
feature_names=x0_SCORE1 x0_SCORE2 x0_SCORE3 x0_SCORE4 x0_SCORE5 x0_SCORE6 x0_SCORE7 x0_SCORE8 x0_SCORE9 x1_SCORE1 x1_SCORE2 x1_SCORE3 x1_SCORE4 x1_SCORE5 x1_SCORE6 x1_SCORE7 x1_SCORE8 x1_SCORE9 x2_SCORE1 x2_SCORE2 x2_SCORE3 x2_SCORE4 x2_SCORE5 x2_SCORE6 x2_SCORE7 x2_SCORE8 x2_SCORE9 x3_SCORE1 x3_SCORE2 x3_SCORE3 x3_SCORE4 x3_SCORE5 x3_SCORE6 x3_SCORE7 x3_SCORE8 x3_SCORE9 x4_SCORE1 x4_SCORE2 x4_SCORE3 x4_SCORE4 x4_SCORE5 x4_SCORE6 x4_SCORE7 x4_SCORE8 x4_SCORE9 x5_SCORE2 x5_SCORE3 x5_SCORE4 x5_SCORE5 x5_SCORE6 x5_SCORE7 x5_SCORE8 x5_SCORE9 BON1 BON2 BON3 BON4 BON5 BON6 BON7 BON8 BON9 BON10 no_players red blue green black grey yellow brown x0_map1 x0_map2 x0_map3
feature_infos=[0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] none [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:3] [0:1] [0:1] [0:1] none [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
tree_sizes=2867 2975 2950 2945 2990 2965 2965 2997 2914 2974 2982 3003 2967 3000 2967 2967 2953 2948 2945 2984 2991 2921 2980 2928 2981 2950 2929 2979 2947 2915 2963 2959 2961 2971 2997 2994 2945 2948 2966 2921

Tree=0
num_leaves=31
num_cat=0
split_feature=64 69 68 68 54 59 69 57 60 57 57 66 54 60 55 62 60 57 55 58 60 59 61 68 59 71 58 60 60 69
split_gain=199896 114993 67120.8 60064.2 32505.1 23609.7 21633.3 21265.6 17418.2 17401.3 17347.7 11695.2 11125.3 10928.9 8064.36 7763.41 7585.67 7353.61 6949.87 6910.35 6787.32 6421.47 6047.49 6020.97 5911.18 7132.77 6787.29 5909.51 5773.97 5733.28
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=1 4 6 10 5 16 9 8 21 -2 -3 15 28 -4 -10 -7 -1 -5 24 -18 -19 -6 -8 -13 25 -9 -27 -17 -11 -15
right_child=2 3 13 17 7 11 22 18 14 12 -12 23 -14 29 -16 27 19 20 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=108.43487599250864 106.5296012682348 106.5759568498038 106.91531540670437 106.96928147796619 108.22382726738265 107.56784465661339 105.87165798846998 107.7865546164096 107.33595188994757 106.73440974285526 106.14121815259951 106.522481624028 106.11109492996729 106.62177721347273 106.85057882967428 107.52952139644117 108.09427910485203 106.92448164763063 106.67008540289794 107.42980109700635 106.63208112317469 107.45284077980716 106.11610600434923 107.11536192542826 106.80890327755212 107.57407991035598 106.60726463669367 106.92418996947173 106.31372008817613 106.30628443861239
leaf_weight=142 2526 1344 1143 1484 148 645 1406 159 504 435 2895 355 3612 3052 1067 227 227 1079 2279 504 3004 400 3612 331 960 115 197 557 1305 710
leaf_count=142 2526 1344 1143 1484 148 645 1406 159 504 435 2895 355 3612 3052 1067 227 227 1079 2279 504 3004 400 3612 331 960 115 197 557 1305 710
internal_value=106.569 106.798 106.33 106.563 107.06 107.329 106.21 106.923 107.176 106.313 106.279 107.148 106.211 106.645 107.006 107.311 107.766 106.779 106.779 107.636 106.709 107.661 106.048 106.809 106.951 107.241 106.964 107.099 106.419 106.562
internal_weight=0 18623 17801 9806 8817 2988 12896 5829 2119 7878 4239 2115 5352 4905 1571 1429 873 5567 3710 731 4083 548 5018 686 1431 471 312 784 1740 3762
internal_count=36424 18623 17801 9806 8817 2988 12896 5829 2119 7878 4239 2115 5352 4905 1571 1429 873 5567 3710 731 4083 548 5018 686 1431 471 312 784 1740 3762
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=53 68 56 70 69 70 69 56 56 69 70 70 60 54 54 68 69 66 54 54 63 70 56 70 55 55 62 56 51 54
split_gain=145188 133214 67751.5 48215.7 71386.3 26948.1 31256 26112.7 23714.5 21894.2 17636.2 16108.4 16003.2 15325.1 14872 12262.7 11081.6 10832.3 10590.6 8089.03 7961.41 7704.53 7400.86 6981.98 6435.23 6407.59 9527.47 6373.04 6849.06 6351.07
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
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 9 4 8 6 18 21 -1 11 -11 17 -9 -10 -14 24 20 29 -4 -8 -7 -3 -17 -16 27 26 -15 -5 -29 -2
right_child=1 7 5 15 -6 16 19 12 13 10 -12 -13 14 25 23 22 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.77913572716523727 0.6654304910181924 0.2989696072840024 0.13368112059384976 0.62176795081584313 0.0994040558351479 -0.42684004920275354 -0.22257262356509411 0.15887488646104722 0.63886141347965775 -0.077058718657749797 -0.53231682076220699 -0.067988944625074016 0.087628618186571153 0.84298061174324879 -0.063611012900310043 0.44631394839523481 -0.65149733442248714 0.063100035840595495 -0.16464171585994214 -0.44842577908665709 0.053565455314937539 0.10210521208374153 0.08670130855612862 -0.26780101215464913 -0.12909014910493241 0.19576928268753879 0.26311647922432257 0.13662575782768593 -0.61862248157067268 0.26842940164283968
leaf_weight=1050 309 2358 887 97 3880 2581 1066 2188 813 1582 497 1283 1929 198 1786 319 1067 659 1310 2080 163 1413 1255 1276 2062 1132 346 349 63 426
leaf_count=1050 309 2358 887 97 3880 2581 1066 2188 813 1582 497 1283 1929 198 1786 319 1067 659 1310 2080 163 1413 1255 1276 2062 1132 346 349 63 426
internal_value=0 -0.0907786 -0.227702 0.195153 0.296904 -0.333754 -0.23715 0.0831576 0.513435 -0.02358 -0.185891 0.102474 0.00854304 0.401347 -0.0573608 0.0130328 -0.469192 0.259363 -0.0441991 -0.371897 -0.398303 0.225204 0.159583 -0.148701 -0.0766874 0.286133 0.47417 0.135601 0.0211388 0.435332
internal_weight=0 24860 13910 11564 7419 9154 5343 10950 3539 4756 2079 2677 7179 2489 4991 4145 3811 1394 2197 3146 2744 3771 1574 3062 2571 1676 544 509 412 735
internal_count=36424 24860 13910 11564 7419 9154 5343 10950 3539 4756 2079 2677 7179 2489 4991 4145 3811 1394 2197 3146 2744 3771 1574 3062 2571 1676 544 509 412 735
is_linear=0
shrinkage=0.0666667


Tree=2
num_leaves=31
num_cat=0
split_feature=64 70 69 69 53 53 69 70 56 70 56 56 54 66 53 70 69 71 54 59 59 56 56 54 46 60 28 62 60 56
split_gain=154994 92081.1 104981 60407.2 54196.7 29324.1 24034.4 27472.6 19246.9 19066.5 18927.2 14980.3 13234.8 12954.8 11934.7 11742.2 16630.9 10223.9 10086.6 8221.82 8202.68 8068.39 7992.41 7550.86 6754.77 6564.42 6905.7 6377.12 6566.6 6322.87
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 11 15 19 7 25 20 17 13 14 -10 -4 -3 16 29 -8 -12 23 -7 -21 -9 -1 -24 -6 -27 -22 -29 -2
right_child=4 3 10 -5 6 8 9 22 12 -11 18 -13 -14 -15 -16 -17 -18 -19 -20 21 27 -23 24 -25 -26 26 -28 28 -30 -31
leaf_value=1.98437973116727 0.64487916177408844 0.89475499854869212 0.55612301859003843 -0.46805131552707602 0.13876642594354241 1.2733609630034988 -0.19658392059010293 -0.20160147251505683 0.6933033297619513 -1.0763037696248774 0.26203373154074783 0.01440746002595355 0.04485152749979348 0.055548253459391475 0.23859042930476848 -0.15203556717865166 -0.084557965932553325 -0.55933235919759161 -0.046021119060078886 1.3443133557587863 0.96650459388194732 0.75543455959314432 -0.5691971917709393 1.1950296991619833 -0.1028364696278331 -0.18968518181603422 0.28879028393162626 0.92687232702681177 -0.10326646077536768 0.24095113717860756
leaf_weight=184 524 357 1608 2515 1279 388 1151 1206 558 546 1553 3425 722 762 1240 1911 1617 2391 3368 375 342 613 2434 355 356 2556 342 103 155 1488
leaf_count=184 524 357 1608 2515 1279 388 1151 1206 558 546 1553 3425 722 762 1240 1911 1617 2391 3368 375 342 613 2434 355 356 2556 342 103 155 1488
internal_value=0 0.201679 0.385025 -0.068001 -0.210992 0.811562 -0.328281 -0.229261 0.583473 -0.526246 0.163011 0.132343 0.327536 0.395179 0.385272 0.0485888 0.154236 -0.441454 0.0511968 1.15033 0.915051 0.978946 -0.416708 1.46449 -0.50969 -0.049937 -0.133219 0.683344 0.30799 0.346149
internal_weight=0 18623 11086 7537 17801 3795 12261 8173 2268 4088 7291 5022 1280 2370 1597 5540 3629 3542 4921 1527 988 988 3996 539 2790 4177 2898 600 258 2012
internal_count=36424 18623 11086 7537 17801 3795 12261 8173 2268 4088 7291 5022 1280 2370 1597 5540 3629 3542 4921 1527 988 988 3996 539 2790 4177 2898 600 258 2012
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=31
num_cat=0
split_feature=65 64 68 70 66 66 70 64 66 56 70 70 70 64 54 66 68 19 56 0 60 68 56 66 50 56 24 48 66 25
split_gain=283752 108127 88328.1 70868 35757.1 28853.8 26728.6 27896.9 29554.8 20782.1 17090.7 15009.6 14510.7 27051.7 11427.9 10685.3 8962.46 8569.23 7512.24 7711.45 7447.1 7283.35 6824.53 6555.78 6426.3 6158.19 6038.84 5996.57 5914.54 5751.33
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 6 5 11 9 7 8 18 26 -6 25 -4 28 20 17 -17 22 19 -2 -11 -16 -5 -8 -24 -3 -1 -28 -14 -12
right_child=2 4 12 15 10 -7 23 -9 -10 14 29 -13 13 -15 21 16 -18 -19 -20 -21 -22 -23 24 -25 -26 -27 27 -29 -30 -31
leaf_value=1.2734186989268184 0.29460046479389784 0.56641515658020203 0.051706074397302765 0.6050444849582316 0.031146471357481751 0.47699101239106689 -0.50475560203359837 -0.42200517868897958 -0.35138311507953635 1.459277377048612 -0.32287165248289423 0.067031236103240327 -0.076780682566214328 -1.0475279509075104 0.18857236344228501 -0.14970011066619024 0.22919798557979409 -0.18356798300919164 0.035113890128752503 1.134943806699344 0.77257824607791536 0.71995500170126348 0.34002980878228728 -0.77074759645329194 -0.26945701371068542 0.27608173395069224 0.92002357429514325 -0.59961025936133938 -0.85490673979123444 0.11466878178685989
leaf_weight=840 455 796 5823 642 3044 2211 2828 4202 1385 154 1924 2031 2194 231 349 848 887 202 814 91 381 368 928 833 138 1399 100 22 70 234
leaf_count=840 455 796 5823 642 3044 2211 2828 4202 1385 154 1924 2031 2194 231 349 848 887 202 814 91 381 368 928 833 138 1399 100 22 70 234
internal_value=0 0.241896 -0.223645 0.465802 0.0502421 0.689931 -0.383061 -0.287034 -0.0804225 0.902583 -0.0960328 0.230299 -0.0203408 -0.188489 0.678783 0.19371 0.0440074 0.329697 0.195519 0.434658 0.970245 0.461304 0.390399 -0.565278 0.261128 0.381369 1.19385 0.645991 -0.100839 -0.275428
internal_weight=0 17498 18926 8070 9428 4425 10608 6947 2745 2214 5202 4226 8318 2495 1252 3645 1735 1910 1360 546 535 717 1708 3661 1066 2195 962 122 2264 2158
internal_count=36424 17498 18926 8070 9428 4425 10608 6947 2745 2214 5202 4226 8318 2495 1252 3645 1735 1910 1360 546 535 717 1708 3661 1066 2195 962 122 2264 2158
is_linear=0
shrinkage=0.0833333


Tree=4
num_leaves=31
num_cat=0
split_feature=64 70 53 56 68 54 56 53 68 53 53 68 53 54 54 68 56 62 70 62 10 54 56 8 63 33 72 56 54 72
split_gain=104070 60336.1 43256.1 34521.2 27478.3 23987.4 16999.1 15946.1 16134.2 15908.8 15364.1 11087.4 10462.2 10290.4 9752.28 9022.31 8805.41 6671.5 6071.42 10418.4 5623.19 6678.84 5476.41 5097.05 5085.12 5038.02 4905.61 4744.74 5221.59 4722.15
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 2.5000000000000004 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 11 10 6 12 20 16 -9 24 -1 18 26 -12 -8 -11 -3 -15 19 -2 29 -22 25 -19 -7 -10 -5 28 -21 -4
right_child=2 7 4 5 -6 9 14 8 22 15 13 -13 -14 17 -16 -17 -18 23 -20 27 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.38782252531011008 0.14403453730294608 0.23950592661292883 -0.12577085616023248 0.37155651180945271 -0.019207191869782959 0.1427925841689186 -0.1299167455406659 -0.15767199195798637 0.11379464758801339 -0.14359637774335635 0.32269795992047612 0.1367805067073794 0.12858036362327721 0.22130511066773972 -0.24939022289140994 0.019348951801849971 0.0284023514678301 0.081502903245337446 -0.080749229175793413 0.41092750594019889 0.43084707064460021 -0.024982848715538165 -0.043474255912012039 -0.350937779465614 -0.15068689227898915 -0.19502467990827244 0.091701310862066815 -0.083136119058497909 0.015687825250877904 0.037619959955801627
leaf_weight=1089 1002 504 2008 685 3551 1740 2064 2198 965 1100 826 1354 1679 941 3899 1722 1730 971 1511 80 88 228 2023 57 125 117 151 1215 378 423
leaf_count=1089 1002 504 2008 685 3551 1740 2064 2198 965 1100 826 1354 1679 941 3899 1722 1730 971 1511 80 88 228 2023 57 125 117 151 1215 378 423
internal_value=0 0.0734488 -0.0768404 0.139411 -0.123411 0.0818156 -0.165894 -0.0235731 -0.0655322 0.0223994 0.246208 0.0262284 0.192545 0.191031 -0.208036 -0.0441662 0.0760282 0.135797 -0.00953074 0.0306977 -0.0744143 0.101957 -0.000307398 0.0575252 0.123122 0.0804011 0.321009 -0.0371824 0.0847253 -0.0973405
internal_weight=0 18623 17801 11086 12261 7202 8710 7537 5303 4687 3884 5540 2515 2795 5963 2822 2234 1969 4186 2675 2747 316 3105 1028 1865 1082 836 1673 458 2431
internal_count=36424 18623 17801 11086 12261 7202 8710 7537 5303 4687 3884 5540 2515 2795 5963 2822 2234 1969 4186 2675 2747 316 3105 1028 1865 1082 836 1673 458 2431
is_linear=0
shrinkage=0.0444444


Tree=5
num_leaves=31
num_cat=0
split_feature=65 70 69 70 57 69 69 66 66 66 57 66 69 69 56 56 57 66 66 50 59 69 59 59 0 15 62 18 56 0
split_gain=230466 65159.6 63558.8 32749 35091.4 32527.4 31904.6 24852.7 22519.2 16570.1 15124 15073.9 15065.9 14130.2 10379.4 9615.09 9860.55 7876.74 7873.86 7755.45 6726.65 7408.58 6417.08 6297.23 6187.28 6152.61 6104.37 6077.97 6025.55 6014.91
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 10 4 13 9 7 28 20 -5 17 15 -10 22 25 16 -4 -1 19 -8 21 -6 -2 -16 -15 -12 29 -11 -3 -20
right_child=3 6 11 5 8 -7 18 -9 12 27 14 -13 -14 24 23 -17 -18 -19 26 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.77604728660654998 0.39863718042780893 0.41745614083870008 0.8357034509466299 -0.16787302753853162 0.12713225834361774 -0.63510405205609066 -0.025223352109368137 -0.011176274577540219 -0.20613168651190522 -0.40971354288241923 0.61123663788913807 0.061000192296512282 -0.54019943461272146 -0.10955746942946987 0.42364500424352247 0.17483659648420607 0.31855899365518681 0.46896784076392328 -0.41312686127700893 -0.49053404289950875 -0.15767385788410176 -0.11842337338525974 0.12206422747682635 0.14773846832831317 0.22508974826239328 0.099586304163528705 -0.14355576646925633 -0.88270772050838087 0.19881164243382277 -1.1244092973855022
leaf_weight=939 503 836 232 4331 948 1002 1224 3068 1449 676 910 3532 1024 1666 690 1284 558 614 395 183 4163 1288 1441 787 288 118 369 147 1698 61
leaf_count=939 503 836 232 4331 948 1002 1224 3068 1449 676 910 3532 1024 1666 690 1284 558 614 395 183 4163 1288 1441 787 288 118 369 147 1698 61
internal_value=0 0.174403 0.290232 -0.161244 -0.100356 -0.28755 0.0315164 0.116438 -0.173608 -0.219981 0.491182 0.14477 -0.34446 0.0663705 0.389845 0.28743 0.470429 0.654639 -0.181625 -0.0857435 -0.10758 -0.0143148 0.193626 0.276632 -0.0602338 0.552506 -0.345147 -0.494197 0.270945 -0.508276
internal_weight=0 17498 9664 18926 12770 6156 7834 5602 8872 5154 4058 5606 2473 3898 2505 2074 790 1553 2232 1407 6399 2236 1944 1477 1954 1028 825 823 2534 456
internal_count=36424 17498 9664 18926 12770 6156 7834 5602 8872 5154 4058 5606 2473 3898 2505 2074 790 1553 2232 1407 6399 2236 1944 1477 1954 1028 825 823 2534 456
is_linear=0
shrinkage=0.0666667


Tree=6
num_leaves=31
num_cat=0
split_feature=65 64 64 70 66 66 53 70 70 57 53 56 57 54 70 53 57 66 1 57 19 54 62 53 66 19 66 66 26 51
split_gain=186677 75915.7 46514.2 39851.5 27034.9 21543 18747.3 18291.8 16043.7 19142.7 14227.5 14035.2 11970.4 10804.6 10359.7 10009 8244.34 7560.65 6921.75 6918.58 8711.91 6581.33 6571.32 6517.72 6415.54 6891.4 6315.52 6044.5 6038.01 6013.18
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 6 8 10 12 15 9 -2 16 17 -1 -13 -7 -4 -3 -8 -12 20 -17 -14 -16 -6 25 -5 -9 -21 -15 -26
right_child=2 5 7 24 23 14 11 26 -10 -11 18 13 21 28 22 19 -18 -19 -20 27 -22 -23 -24 -25 29 -27 -28 -29 -30 -31
leaf_value=1.3156696636153447 0.42191009939980567 0.87302093728178309 -0.11238365500510655 0.40750135261493475 -0.1123693429160529 0.02531106833612691 1.0104058565106244 -0.58462189706398704 -0.16142011720209803 -0.0075727892607042853 0.13540251201511241 0.61843479850994687 1.0684034837186338 0.14345045493912564 -0.44187399272974243 -0.11923272061447443 0.32474505895799077 0.49847843214591292 -0.36834997926942181 -0.38449339812371269 -0.94124675359990873 0.56385898678047552 -0.092653313560299613 -0.46339890884480162 0.14876399686527919 -0.2101607032673489 -1.1744918975936969 -0.70472473932398882 -1.1435086576562179 -0.40329834805218923
leaf_weight=537 1516 373 1889 1708 747 3044 608 2065 3188 3290 2511 665 400 897 1041 1232 1036 549 306 2010 144 731 1117 1812 1508 202 199 834 38 227
leaf_count=537 1516 373 1889 1708 747 3044 608 2065 3188 3290 2511 665 400 897 1041 1232 1036 549 306 2010 144 731 1117 1812 1508 202 199 834 38 227
internal_value=0 0.235444 -0.217679 0.460579 -0.078037 0.0427361 0.662266 -0.393678 0.0125211 0.127903 0.210448 0.502166 0.926893 0.310301 -0.0935097 -0.303699 0.469888 0.767495 0.0806818 -0.389338 -0.205257 0.742301 -0.261114 -0.36093 0.215733 0.342178 -0.63647 -0.478401 0.0911462 0.0765345
internal_weight=0 17498 18926 8070 10553 9428 4425 8373 7994 4806 4226 2757 1668 1600 5202 6109 1409 1157 2817 4220 1376 1131 2158 2559 3645 1910 2264 2844 935 1735
internal_count=36424 17498 18926 8070 10553 9428 4425 8373 7994 4806 4226 2757 1668 1600 5202 6109 1409 1157 2817 4220 1376 1131 2158 2559 3645 1910 2264 2844 935 1735
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=31
num_cat=0
split_feature=53 68 69 57 57 69 60 59 69 60 57 57 1 68 59 29 43 60 59 60 55 63 58 55 62 61 55 6 59 33
split_gain=90701.3 78474.2 44500 44129.5 22875.5 20003.2 17321.6 16787.4 12760.4 11118.7 10060 9906.39 9427.65 9036.39 8280.03 6159.38 7874.27 6031.21 5952.75 5934.9 5910.3 5856.16 5780.89 6452.5 6207.79 5744.02 5726.31 5114.88 4786.91 4951.85
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 8 9 7 -3 26 19 18 -8 12 21 20 25 16 -14 -7 -2 -1 -9 -4 -21 24 -24 -11 -5 -22 -12 -30
right_child=1 6 11 5 -6 17 10 13 -10 14 28 -13 15 -15 -16 -17 -18 -19 -20 22 27 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.19170596493985548 0.16752261556607842 0.049514108873865745 0.00096098667246798141 0.15426803372262252 -0.039434888483920662 0.033164121725661286 0.028805865290556103 0.043605281533775277 0.049484067249652791 0.12148160677776947 0.0091572822722607583 -0.091612797821280678 -0.066638864340480941 0.052352024632846272 -0.021960051904034276 -0.39164048005373053 -0.34026240759218734 -0.020243240293996712 0.051573349954351845 0.16609822530716686 -0.030968713195225785 -0.059466480666594865 0.30080593465005651 0.069474650288865236 0.11498102181003238 0.0181710426581152 0.072459944354431011 0.067715316288398969 -0.016208312712085837 -0.082111601599523534
leaf_weight=286 161 3006 752 300 4770 733 2683 579 1072 206 2036 4230 155 1544 1415 26 36 2956 521 372 1260 1093 68 897 188 545 1144 165 2869 356
leaf_count=286 161 3006 752 300 4770 733 2683 579 1072 206 2036 4230 155 1544 1415 26 36 2956 521 372 1260 1093 68 897 188 545 1144 165 2869 356
internal_value=0 -0.0179376 -0.0442104 0.0385619 -0.0171185 0.0197991 0.0154371 0.0415477 0.0950584 0.0202584 0.00254242 -0.0770117 -0.0470588 0.0220494 0.00177976 -0.150973 -0.118212 -0.00963126 0.0789455 0.122036 -0.00129745 -0.034837 0.10897 0.0905377 0.164341 0.0465092 0.0894561 -0.0195421 -0.0108514 -0.0234832
internal_weight=0 24860 13910 11564 7618 8681 10950 4992 2883 2848 7944 6292 2062 3548 2166 217 191 3689 682 1811 2004 1845 1525 1153 256 751 1444 1425 5261 3225
internal_count=36424 24860 13910 11564 7618 8681 10950 4992 2883 2848 7944 6292 2062 3548 2166 217 191 3689 682 1811 2004 1845 1525 1153 256 751 1444 1425 5261 3225
is_linear=0
shrinkage=0.0166667


Tree=8
num_leaves=31
num_cat=0
split_feature=65 64 69 68 69 64 66 66 66 69 54 63 54 60 72 60 31 60 64 69 58 60 43 39 2 72 26 41 19 58
split_gain=162762 61541.7 52608.9 52549.9 27867 19642 25721.4 19186.8 13351.9 12706.7 7560.34 7190.6 8092.31 6548.44 6428.74 6212.62 5668.11 5190.87 5137.89 9624.98 4955.25 10813.9 5113.29 5062.95 4638.99 4335.26 4671.3 4207.82 4032.73 3973.35
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 8 4 5 6 11 9 10 -3 -1 13 -13 -2 -14 -5 18 -4 -17 24 22 23 28 -22 -20 -19 -27 29 -12 -26
right_child=3 7 17 15 -6 -7 -8 -9 -10 -11 20 12 14 -15 -16 16 -18 25 19 -21 21 -23 -24 -25 27 26 -28 -29 -30 -31
leaf_value=1.0885642223820127 1.7089295377496816 0.33224531305764526 0.37021291514635934 0.13569433700291492 -0.5421405995774834 -0.3391686820922461 -0.39682611897770842 -0.08224100915486654 0.4830463156340683 -0.030970053465253763 0.93184629282954679 0.56247372402876772 -0.16906852800689059 0.51495210680589876 0.71279674425269623 -0.041879422229543578 0.19527222732887478 0.1683932483062206 -0.1211377820620412 -1.1647775079679052 1.1722325284816637 0.19873336952197668 0.16547452605600599 -0.14949205481644831 -1.2354366372932089 -0.055034675073008056 -1.1397138746325362 -1.8660923471817605 1.8306219545326063 -0.057477611666772427
leaf_weight=848 61 2741 1054 2057 4432 4127 814 5202 1732 1485 460 388 501 186 99 4071 740 2595 1189 109 238 414 79 33 44 518 43 26 56 82
leaf_count=848 61 2741 1054 2057 4432 4127 814 5202 1732 1485 460 388 501 186 99 4071 740 2595 1189 109 238 414 79 33 44 518 43 26 56 82
internal_value=0 0.219845 0.42255 -0.203258 -0.350811 -0.21351 0.0395865 0.0463382 0.689199 0.204613 0.856989 0.32723 0.206582 0.809821 -0.0235608 -0.0150818 -0.0646181 0.178069 -0.0994522 -0.261093 0.703571 0.520195 0.914683 1.01128 -0.187639 0.113899 -0.138174 -0.707834 1.02939 -0.468828
internal_weight=0 17498 8070 18926 10608 6176 2049 9428 3860 4226 2128 1235 988 247 600 8318 6261 4210 5521 1450 1280 685 595 271 1341 3156 561 152 516 126
internal_count=36424 17498 8070 18926 10608 6176 2049 9428 3860 4226 2128 1235 988 247 600 8318 6261 4210 5521 1450 1280 685 595 271 1341 3156 561 152 516 126
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=31
num_cat=0
split_feature=65 70 69 68 69 64 69 70 64 57 64 64 64 66 70 69 64 19 53 53 53 66 68 52 70 64 66 66 19 57
split_gain=131837 53322.2 46490 42565.4 27228.1 25125.6 22572.3 24271.6 20979.7 20359 16861.9 12191.1 11477.8 9448.47 8677.47 21469.8 24055.8 7736.93 7625.52 7538.98 7342.98 6968.89 7079.34 6006.36 5537.01 5576.54 21527.9 5393.53 5391.92 5211.8
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 6 8 20 7 9 17 11 -4 -2 -6 -10 29 16 27 -3 -9 -8 -1 22 -14 -11 25 -21 -27 -16 -13 -5
right_child=3 4 10 14 12 -7 19 18 13 23 -12 28 21 -15 15 -17 -18 -19 -20 24 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=1.1134793472598083 0.72998745080351446 0.44882323768337501 0.35557509627437733 0.20373727218604959 -0.15199826496063995 0.38675140888973558 -0.29797640899760308 -0.15719999752640554 0.16095448010448771 -0.23564373978830555 0.0077072648324729475 0.16172125305148011 -0.3402733708536696 -0.16680596473101136 0.055284806083430331 -1.1660195348999609 -1.0510308563386723 -0.1672052900719902 -0.51310328911898473 -0.34890835796480385 0.71024581696495215 -1.2799270074521858 -1.5771915775867038 0.42242421023797672 -0.85933591106333918 -0.50332756356918062 -1.7509136366901126 -0.83776563371930812 -0.74606133665736418 -0.0062055526264217188
leaf_weight=803 459 1795 2590 1650 1620 2223 1420 862 1559 2006 3016 631 420 2018 1995 199 231 230 1996 1127 1032 140 52 149 566 1162 157 70 73 4173
leaf_count=803 459 1795 2590 1650 1620 2223 1420 862 1559 2006 3016 631 420 2018 1995 199 231 230 1996 1127 1032 140 52 149 566 1162 157 70 73 4173
internal_value=0 0.197861 0.355032 -0.182932 0.00397477 0.612826 -0.31573 -0.192159 0.121652 -0.00817127 0.168424 0.329018 -0.291378 -0.0239548 -0.0135737 -0.16961 -0.0832485 0.378855 -0.405759 -0.487927 0.886702 -0.660324 -0.476544 -0.190144 -0.577478 -0.512257 -0.651827 0.0250119 0.0675904 0.0532837
internal_weight=0 17498 9664 18926 7834 4058 10608 6176 5602 3318 5606 1163 2232 3577 8318 2495 2296 2025 2858 4432 1835 612 472 2155 3012 2446 1319 2065 704 5823
internal_count=36424 17498 9664 18926 7834 4058 10608 6176 5602 3318 5606 1163 2232 3577 8318 2495 2296 2025 2858 4432 1835 612 472 2155 3012 2446 1319 2065 704 5823
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=31
num_cat=0
split_feature=65 70 69 64 69 64 69 70 66 64 66 64 70 69 64 56 66 56 56 70 69 66 11 66 69 58 32 66 60 66
split_gain=106788 43191 37656.9 26515.5 22054.7 20351.8 19411.7 25668.9 18330.3 16993.6 16419 13658.1 11802.2 28782.5 9296.99 8776.59 7653.26 7508.52 7453.51 6130.84 6195.55 6130.3 5745.2 5644.8 5411.54 5218.65 4752.64 5398.35 4646.11 4590.2
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 10 9 18 7 25 -8 15 12 -4 17 -14 26 -3 -11 -2 22 24 -21 -9 28 -16 -12 -5 27 -6 -1 -13
right_child=3 4 11 6 14 -7 8 21 -10 16 19 29 13 -15 23 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.87575270474182842 0.18680382565378931 0.42185999914520167 0.21334505928220032 -0.15013762083718635 -0.020777846570277571 0.23205084391399125 -0.30652834623340652 -0.28607375348988218 -0.97668303325148287 0.096572689904644377 0.033827390583368616 0.12027413563391573 0.025512811137050041 -0.43369018060572306 -0.28592641223537718 0.1282994915107131 -0.10008357832355036 0.012240313733327535 0.41389486653973229 -0.28313349437796403 -0.90629094519341991 -0.67444043834155532 1.1866393550885495 -0.76795620456337921 -0.20561598384070615 0.015156173461561229 0.23797697580751334 -0.28160660735814952 0.50696782444711452 -0.053864524533693475
leaf_weight=220 1688 683 2590 1231 836 2223 2051 1958 199 1559 641 1013 2373 815 472 1342 2018 3118 1035 624 80 199 90 140 1214 2735 174 610 490 2003
leaf_count=220 1688 683 2590 1231 836 2223 2051 1958 199 1559 641 1013 2373 815 472 1342 2018 3118 1035 624 80 199 90 140 1214 2735 174 610 490 2003
internal_value=0 0.118717 0.213019 -0.109759 0.00238486 0.367695 -0.198347 -0.136814 -0.3658 0.0729912 -0.0394711 0.101054 0.0075775 -0.0918807 -0.174827 0.227313 -0.0143729 0.0735518 0.532021 -0.186445 -0.353947 -0.321904 0.684847 -0.396195 -0.122876 -0.0361491 -0.091199 -0.130809 0.621239 0.00462436
internal_weight=0 17498 9664 18926 7834 4058 8373 6123 2250 5602 10553 5606 7994 3188 2232 2025 3577 4806 1835 2559 704 2157 800 612 1855 3966 1620 1446 710 3016
internal_count=36424 17498 9664 18926 7834 4058 8373 6123 2250 5602 10553 5606 7994 3188 2232 2025 3577 4806 1835 2559 704 2157 800 612 1855 3966 1620 1446 710 3016
is_linear=0
shrinkage=0.0666667


Tree=11
num_leaves=31
num_cat=0
split_feature=65 64 70 64 70 56 57 70 70 66 66 54 66 66 56 57 18 66 60 56 0 56 54 62 56 66 50 1 58 56
split_gain=106361 49867 37142.9 34671.8 18016.6 17623.1 16626.2 16308.6 15624.5 11902.2 11226.8 10591.3 9652.2 8612.07 7663.28 7120.44 6739.16 6449.11 6293.28 5759.57 5975.04 5452.64 6009.45 5346.03 5153.73 5462.94 5082.75 5195.57 4976.26 4870.32
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 4 6 10 24 9 28 29 15 18 -6 21 -4 -1 -14 26 -7 20 -10 -8 -23 -19 25 -2 -9 -28 -5 -3
right_child=3 7 14 8 12 11 13 17 19 -11 -12 -13 16 -15 -16 -17 -18 23 -20 -21 -22 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.46305292201300347 0.23803586024756826 0.17137141137631917 0.11025900529951065 -0.12426642171392478 -0.046892947252759568 0.35031146836777527 0.066624077614416646 0.021165014344512283 -0.052792424617369695 0.0037156854216882367 0.17144137520202757 0.079939725912826803 -0.13581476752366817 -0.089687864460104877 0.0074088927458647331 0.27500595849052301 -0.40741325388675137 -0.13632047440794967 0.16608839907770992 -0.21319440209423546 -0.34756199960851492 0.052542949392148208 -0.065854420978163325 -0.031325548778640196 0.065453756144757264 -0.022037258806602702 -0.076881666774507515 -0.50778386028552491 -0.058263815064825926 0.068093077970130783
leaf_weight=354 436 796 1200 1799 3188 280 1252 1767 540 3044 739 1664 581 1292 2445 608 123 1041 780 1635 89 759 1279 1117 1530 113 228 36 4310 1399
leaf_count=354 436 796 1200 1799 3188 280 1252 1767 540 3044 739 1664 581 1292 2445 608 123 1041 780 1635 89 759 1279 1117 1530 113 228 36 4310 1399
internal_value=0 0.0592396 0.120062 -0.0547699 -0.0145824 0.184966 0.0187099 0.00717793 -0.105421 0.0463799 0.269147 0.132399 -0.0715609 -0.0167637 0.041269 0.344204 -0.183267 -0.0418503 0.214751 -0.180218 -0.0945007 0.0118741 -0.0217604 -0.0819742 0.0968916 0.184505 0.000782541 -0.135641 -0.0777005 0.105546
internal_weight=0 17498 8070 18926 10553 4425 6661 9428 8373 5239 1701 2724 3892 4582 3645 962 704 4189 1060 2264 629 3290 2038 2158 2079 549 2031 264 6109 2195
internal_count=36424 17498 8070 18926 10553 4425 6661 9428 8373 5239 1701 2724 3892 4582 3645 962 704 4189 1060 2264 629 3290 2038 2158 2079 549 2031 264 6109 2195
is_linear=0
shrinkage=0.0333333


Tree=12
num_leaves=31
num_cat=0
split_feature=53 56 68 57 57 56 60 54 57 60 56 69 54 54 70 69 64 54 58 54 64 62 60 57 68 64 57 49 45 39
split_gain=66012.8 40852.4 32615.3 32544.2 19655.9 16656.8 13755.8 11301.6 10520.2 10227.3 8940.39 8886.81 8509.08 8304.39 7931.87 9293.67 7908.88 7832.38 6643.38 8131.26 5997.48 5994.52 5908.72 5818.8 5292.34 5006.2 6173.59 5374.81 4779.15 7465.91
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 6 4 10 14 11 25 -6 17 -4 20 16 -11 -7 15 22 -5 -8 -10 21 -1 -20 -3 -14 28 26 -2 -27 -21 -30
right_child=1 2 9 5 7 13 8 -9 18 12 -12 -13 23 -15 -16 -17 -18 -19 19 24 -22 -23 -24 -25 -26 27 -28 -29 29 -31
leaf_value=1.1099761942527162 0.90831545093872901 0.62765592829743921 0.15539720786315725 0.73527571609199138 -0.24670945623743692 0.19504003653836058 0.58171869827278144 -0.53576591831649845 0.10075880920067899 0.060607914721372141 0.40510540382665217 0.087306653641468085 -0.047260302082262076 -0.057311421771574403 -0.31018768886071213 -0.1866057893732127 0.2634730810647995 0.10363519697201062 0.3574314302820627 -0.34288768526522923 0.40527761099650905 -0.12586632306705331 0.073774982338047815 -0.3261018266090171 -0.097869700607060114 0.23230020221293632 0.3353620519795133 -0.53157974560130039 -0.66159828305406421 -2.7120625280198598
leaf_weight=341 240 273 2188 668 2209 1839 441 3489 1585 1929 2355 932 1302 4483 1354 1175 759 1537 434 915 187 628 654 1760 933 703 869 106 115 21
leaf_count=341 240 273 2188 668 2209 1839 441 3489 1585 1929 2355 932 1302 4483 1354 1175 759 1537 434 915 187 628 654 1760 933 703 869 106 115 21
internal_value=0 -0.0918171 -0.184441 0.197386 -0.309583 0.10071 0.085599 -0.423705 0.0171762 -0.0248712 0.488488 0.327474 -0.103899 0.0160948 -0.121429 0.000160373 0.484331 0.210225 -0.0652792 -0.151678 0.860395 0.0716395 0.236892 -0.207535 -0.271216 0.321369 0.459356 0.132212 -0.425099 -0.978214
internal_weight=0 24860 16333 11564 9154 8681 8527 5698 6609 7179 2883 2359 4991 6322 3456 2102 1427 1978 4631 3046 528 1062 927 3062 1984 1918 1109 809 1051 136
internal_count=36424 24860 16333 11564 9154 8681 8527 5698 6609 7179 2883 2359 4991 6322 3456 2102 1427 1978 4631 3046 528 1062 927 3062 1984 1918 1109 809 1051 136
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=31
num_cat=0
split_feature=53 56 68 57 57 56 59 57 54 15 59 54 56 69 62 68 59 59 54 57 54 69 68 54 69 55 54 69 1 58
split_gain=53470.3 33090.4 26418.4 26360.8 15921.3 13492 11888.7 9502.02 9154.29 8554.1 8467.23 7319.38 7241.72 7198.32 6543.24 5813.54 5702.98 5680.6 7609.79 6785.9 5579.21 5545.43 5406.51 5367.8 5581.96 5202.26 5895.35 5014.51 6836.14 4861.53
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 7 4 12 27 13 23 10 16 -10 -2 -12 -1 20 25 21 -6 -4 -19 -20 -5 -9 -16 24 -7 -8 -27 -3 -29 -13
right_child=1 2 17 5 8 6 14 15 9 -11 11 29 -14 -15 22 -17 -18 18 19 -21 -22 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=0.64529658681854141 0.52560376789790153 -0.003322869850375216 0.082479389147707152 0.67797450570897255 -0.0064603343426369014 0.65790642648499609 0.27911588642489649 0.033834010419053137 -0.3556023583942724 -0.77017520722113519 0.43516463897530999 0.30541055319536581 0.30382905223522855 0.065479991184107869 -0.28433091544232525 0.096611170407382457 -0.2854313466502314 0.058997405886907772 -0.010145230699607082 -0.27075778128243044 0.27697947656020661 -0.18290062496751935 -0.02171388032736607 0.10870934313048408 0.033911524039453758 0.23103730656975319 -0.12349255813364408 -0.14581655183347822 -0.73369817851691588 -0.045978643612882342
leaf_weight=528 464 1959 2509 307 795 285 484 1788 3100 389 420 363 2355 932 1205 2870 1414 1839 1217 1614 1120 1514 993 1515 153 441 1246 1344 153 1108
leaf_count=528 464 1959 2509 307 795 285 484 1788 3100 389 420 363 2355 932 1205 2870 1414 1839 1217 1614 1120 1514 993 1515 153 441 1246 1344 153 1108
internal_value=0 -0.0688628 -0.138331 0.14804 -0.232187 0.0755323 0.0120711 0.0641992 -0.317778 -0.401824 0.206611 0.128339 0.366366 0.245605 -0.0643334 0.00986029 -0.185032 -0.0186534 -0.0729879 -0.158725 0.363248 -0.065541 -0.165687 0.182994 0.439936 0.0382809 -0.0308146 -0.0910714 -0.205901 0.040734
internal_weight=0 24860 16333 11564 9154 8681 6322 8527 5698 3489 2355 1891 2883 2359 4369 6172 2209 7179 4670 2831 1427 3302 2198 1953 438 2171 1687 3456 1497 1471
internal_count=36424 24860 16333 11564 9154 8681 6322 8527 5698 3489 2355 1891 2883 2359 4369 6172 2209 7179 4670 2831 1427 3302 2198 1953 438 2171 1687 3456 1497 1471
is_linear=0
shrinkage=0.0833333


Tree=14
num_leaves=31
num_cat=0
split_feature=65 70 69 68 69 64 69 70 64 57 64 64 64 70 69 64 19 54 59 62 56 3 68 66 1 66 18 31 31 70
split_gain=83254.9 33337.7 26415.8 24343.3 17398.1 15479 13272.5 13907.2 12153.6 11358.7 9777.55 8520.04 7109.56 6488.61 15140.2 16592.7 6235.69 5974.88 5710.66 5690.25 5624.16 5602.84 5545.7 6520.13 5431.36 5426.92 5191.75 4948.86 4834.26 4827.87
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 6 8 -1 7 9 16 11 -4 -2 -6 27 15 -15 20 18 -11 21 -3 22 23 28 -21 -10 -19 -5 -14 -8
right_child=3 4 10 13 12 -7 29 -9 25 17 -12 -13 19 14 -16 -17 -18 26 -20 24 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.51809797573240213 0.43147043872417679 0.45246204918861149 0.21251913592450164 0.0056051545362069471 -0.091852056214422065 0.22379101267868909 -0.24655857294312444 -0.23454641196246423 0.095480774607715008 0.35975961077889229 0.013846833028460653 0.016153923158576205 -0.011622850037028279 0.007658252282294763 -0.74172070908392951 -0.66259533814698846 -0.14735424865118188 -0.26526232026795044 -0.080437707219536969 -0.013866400242853566 0.17217816423710225 -1.4785799292226633 -1.4414103765641491 -0.93113857810988154 -1.1010017136047627 -0.090819671451311659 0.14379964108601578 0.2232786273845046 -1.217022328717368 -0.44978847869301908
leaf_weight=1835 459 610 2590 5160 1620 2223 3629 2858 1559 240 3016 704 172 2065 199 231 230 1174 536 238 1185 36 31 85 29 2018 205 663 21 803
leaf_count=1835 459 610 2590 5160 1620 2223 3629 2858 1559 240 3016 704 172 2065 199 231 230 1174 536 238 1185 36 31 85 29 2018 205 663 21 803
internal_value=0 0.117925 0.211132 -0.109028 0.00294567 0.356875 -0.184349 -0.113282 0.0734955 -0.00882883 0.105634 0.180066 -0.174124 -0.0129708 -0.114167 -0.0597758 0.220317 -0.110771 0.0557058 -0.391904 0.267428 -0.59309 -0.489926 -0.383825 -0.131945 -0.00962247 -0.204452 0.0303892 -0.14278 -0.28338
internal_weight=0 17498 9664 18926 7834 4058 10608 6176 5602 3318 5606 1163 2232 8318 2495 2296 2025 2155 776 612 1795 345 309 278 267 3577 1379 5823 193 4432
internal_count=36424 17498 9664 18926 7834 4058 10608 6176 5602 3318 5606 1163 2232 8318 2495 2296 2025 2155 776 612 1795 345 309 278 267 3577 1379 5823 193 4432
is_linear=0
shrinkage=0.075


Tree=15
num_leaves=31
num_cat=0
split_feature=65 53 57 53 60 57 57 32 60 19 55 57 11 8 61 12 17 55 57 2 22 46 63 9 1 23 46 51 40 63
split_gain=67436.5 26367.1 17858.7 13809.6 10240.1 8013.16 6111.53 5891.4 5268.09 5245.76 5508.51 4938.52 4797.42 4475.89 4307.47 4177.36 3935.54 3583.62 3406.83 5812.64 3401.92 3259.84 3165.54 3314.57 4646.92 3044.56 2919.75 2917 2901.03 2870.37
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 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 18 6 9 15 17 13 10 -5 -6 -11 -7 -13 -3 -16 -4 19 -2 -19 -10 23 24 -8 -26 -24 -21 -9 -20
right_child=3 4 7 5 11 8 22 28 21 12 -12 14 -14 -15 16 -17 -18 20 29 27 -22 -23 26 -25 25 -27 -28 -29 -30 -31
leaf_value=0.30550217405078389 0.1041756126934843 0.25058384111559134 0.16640924308241861 0.088450450568915512 0.047962586376050047 -0.046670932599178157 0.044289282611163439 0.32012313196180964 -0.16100458315831045 -0.26027858583957353 -0.051855134831696181 0.023654456921171105 0.16064766990365809 -0.31086687320374956 -0.055989093478745935 -0.07149857347426207 -0.3105387252895162 0.075769691497608746 0.025815068450630797 -0.12237992549572535 -0.095610216842600848 -0.054049506948079418 0.39557858424640335 -0.091072333678603179 0.2201763506198825 0.80494160914421087 -0.25983320415019989 -0.69629744026396012 -0.01576497072451993 -0.056206014228861581
leaf_weight=1515 1218 808 989 924 3070 2565 1747 417 5302 412 2880 2092 81 171 2979 115 160 2471 1817 123 328 823 113 370 203 25 20 27 76 2583
leaf_count=1515 1218 808 989 924 3070 2565 1747 417 5302 412 2880 2092 81 171 2979 115 160 2471 1817 123 328 823 113 370 203 25 20 27 76 2583
internal_value=0 0.0707553 0.157967 -0.0654167 0.0275595 -0.0936947 0.100632 0.105755 -0.120867 -0.0376628 -0.0177746 -0.00237892 -0.19112 -0.0631832 -0.0319236 0.210454 -0.0689639 0.0845949 -0.000908637 0.0680067 0.0556866 -0.146633 0.0597255 0.0462669 0.0719963 0.284295 0.29702 -0.225685 0.268343 -0.022335
internal_weight=0 17498 5796 18926 11702 13158 3401 4281 8861 4297 3804 8301 493 2736 5231 923 3139 3788 5768 1368 2799 6125 2478 2345 1975 228 133 150 493 4400
internal_count=36424 17498 5796 18926 11702 13158 3401 4281 8861 4297 3804 8301 493 2736 5231 923 3139 3788 5768 1368 2799 6125 2478 2345 1975 228 133 150 493 4400
is_linear=0
shrinkage=0.05


Tree=16
num_leaves=31
num_cat=0
split_feature=65 66 68 53 69 64 66 64 62 64 69 1 63 54 60 72 53 69 64 69 54 55 31 60 53 46 60 27 54 63
split_gain=54623.6 24741 20006 14796.9 10623 9988.27 13740.7 8173.82 7833.45 7540.5 6155.31 5623.15 5377.41 5556.03 5218.88 5047.95 4829.88 4792.96 5286.94 4739.92 4920.52 4286.36 4103.68 4363.76 4681.56 3985.08 3842.68 3791.96 3680.22 3624.3
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 3 4 17 5 6 12 8 19 10 -3 -9 14 -14 -2 -15 -12 18 21 20 -5 -1 23 -4 -25 -13 -23 -20 -10 -11
right_child=2 9 22 7 -6 -7 -8 11 28 29 16 25 13 15 -16 -17 -18 -19 27 -21 -22 26 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.67897239703774048 0.99113047391664799 0.17280401579399032 0.071428291731308574 0.60922615786738221 -0.21794839626386953 -0.14241850307528267 -0.17500663505833564 0.0564882722686589 0.19550493738064781 0.071233570530559079 0.15676742314978132 -0.36131630373926693 0.3048406245282938 -0.10484432358225326 0.28053148179498627 0.41611692847226206 -0.058872989015107763 0.17743123875686828 0.30083196743935481 0.16552056955260491 0.26512540352415176 0.63242627583257494 0.12696370801915624 0.043018513837860026 -0.089245136847300593 0.25663012980717664 0.25959952618639759 -0.066727600015209915 -0.063057919912976781 -0.070523427728662019
leaf_weight=293 61 1732 1816 301 4432 4127 814 2511 416 990 656 249 388 501 186 99 1558 1104 824 779 478 173 981 1734 3787 57 424 147 594 4212
leaf_count=293 61 1732 1816 301 4432 4127 814 2511 416 990 656 249 388 501 186 99 1558 1104 824 779 478 173 981 1734 3787 57 424 147 594 4212
internal_value=0 0.0849064 -0.0785 0.167881 -0.139195 -0.0826801 0.0376423 0.102028 0.188053 0.00917014 0.0786649 0.0236075 0.177801 0.108246 0.456024 -0.0188857 0.00502047 0.28748 0.352765 0.281802 0.398083 0.470134 -0.00109546 -0.0182177 -0.0477046 -0.246209 0.367638 0.245187 0.0434393 -0.0435455
internal_weight=0 17498 18926 8350 10608 6176 2049 5385 2568 9148 3946 2817 1235 988 247 600 2214 2965 1861 1558 779 890 8318 7337 5521 306 597 971 1010 5202
internal_count=36424 17498 18926 8350 10608 6176 2049 5385 2568 9148 3946 2817 1235 988 247 600 2214 2965 1861 1558 779 890 8318 7337 5521 306 597 971 1010 5202
is_linear=0
shrinkage=0.0666667


Tree=17
num_leaves=31
num_cat=0
split_feature=65 70 69 68 69 64 53 57 70 19 64 64 59 2 64 69 70 69 64 19 48 7 59 48 54 53 62 62 14 54
split_gain=44245.1 26307.8 17855.5 16204.8 13193.1 9640.61 8771.73 7543.84 7494.29 7490.85 7373.86 7088.98 6782.48 5957.54 5536.96 5284.04 5153.6 12048.9 13101.9 4964.03 4950.9 4766.35 4576.4 4842.28 4460.34 6314.52 7276.74 4371.94 4382.65 4673.84
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 5 6 10 22 12 8 9 15 19 -4 13 -2 -6 -8 -5 18 -18 -3 27 -11 -1 24 -24 -26 -27 -16 29 -29
right_child=3 4 11 16 14 -7 7 -9 -10 21 -12 -13 -14 -15 20 -17 17 -19 -20 -21 -22 -23 23 -25 25 26 -28 28 -30 -31
leaf_value=0.73545926016709384 0.29940151722442482 0.2688791922353011 0.23072134745331541 0.050044925090285755 -0.13034822383872521 0.24474791667851054 0.28756400834285339 -0.32463196158159929 -0.3492209157147374 -0.38333720996808474 -0.025972752063046972 0.0051661326829338244 -0.13510861350532463 -0.5008813764447364 -0.85399869517754701 -0.09931488238519709 0.022863776247506424 -0.86817233583810349 -0.77125658780271877 -0.22456006294197364 0.21528393677596391 -1.9435602654110302 0.75876650563130776 -0.10902211613192535 0.65702574599022956 0.29575619228397099 -0.89859418684823644 -1.2978679966181517 1.1421124649047851 -0.15723587093099656
leaf_weight=793 712 1795 2590 5823 1620 2223 724 4724 849 178 3577 3016 2603 107 295 689 2065 199 231 230 87 22 390 150 255 175 72 46 20 164
leaf_count=793 712 1795 2590 5823 1620 2223 724 4724 849 178 3577 3016 2603 107 295 689 2065 199 231 230 87 22 390 150 255 175 72 46 20 164
internal_value=0 0.114624 0.225022 -0.105975 -0.0215631 0.384785 -0.187913 -0.250664 -0.108738 0.0178401 0.0603507 0.109374 -0.0561391 0.194847 -0.227155 0.0989161 -0.00147887 -0.121729 -0.0570325 0.212834 -0.483409 -0.554962 0.554433 0.416666 0.505066 0.307968 -0.0523945 -0.599192 -0.272375 -0.407089
internal_weight=0 17498 9664 18926 7834 4058 10608 7186 2462 1613 5602 5606 3422 819 2232 1413 8318 2495 2296 2025 612 200 1835 1042 892 502 247 525 230 210
internal_count=36424 17498 9664 18926 7834 4058 10608 7186 2462 1613 5602 5606 3422 819 2232 1413 8318 2495 2296 2025 612 200 1835 1042 892 502 247 525 230 210
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=31
num_cat=0
split_feature=56 53 57 64 54 53 57 70 57 66 57 71 54 70 53 64 55 55 50 51 31 37 5 33 58 20 20 49 33 3
split_gain=30296.9 22736.8 12656.6 11848.1 11312.3 9019.56 8913.1 6344.87 5697.05 5166.33 5821.31 5063.17 4847.58 4599.69 4582.31 4561.42 4210.3 3444.43 3454.56 3442.37 4166.89 3269.51 3172.49 3136.4 3674.05 3100.23 3027.19 2976.2 2967 2934.76
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 25 5 13 8 16 9 -1 10 19 -5 -4 15 22 28 -6 -10 -19 20 -7 -15 -13 -9 -25 -2 -20 -27 -3 -16
right_child=1 4 12 11 6 7 -8 23 17 -11 -12 14 -14 21 29 -17 -18 18 26 -21 -22 -23 -24 24 -26 27 -28 -29 -30 -31
leaf_value=0.79539485192336035 0.22614143396401848 0.12716196934633775 0.13220875607869301 0.17278489400721661 0.068187200600284173 0.41110881152736023 -0.26654464426012026 0.059317652049687614 0.62787941048173823 0.060842069271394121 0.22751327774331234 0.22002727905282518 -0.060594626739741655 -0.085284200347666664 -0.14532791533186715 -0.05537426127156149 -0.14687129973238924 0.31181463791149144 -0.50383012207845856 1.1802348376659866 1.3726478649377825 -0.45472677373429288 -0.36460764630564624 0.35393797603418248 -0.61722215365390387 0.73550298290135085 0.84854910135269168 -0.17312314184599145 0.56331717443449059 0.18362833577530835
leaf_weight=341 2089 1505 1839 1570 1326 457 6398 1660 303 935 1264 800 4483 1905 2385 1847 2904 833 96 89 50 274 105 53 147 223 20 43 174 306
leaf_count=341 2089 1505 1839 1570 1326 457 6398 1660 303 935 1264 800 4483 1905 2385 1847 2904 833 96 89 50 274 105 53 147 223 20 43 174 306
internal_value=0 -0.0616123 0.0692023 0.135003 -0.131108 0.227646 -0.192082 0.15736 0.433033 0.252599 0.348993 0.0229565 -0.00451025 -0.0175183 -0.0424579 0.0530685 -0.0794558 0.334339 0.240616 0.606628 0.505935 -0.13174 0.152197 0.0142443 -0.359865 0.267084 -0.270661 0.58862 0.172362 -0.107922
internal_weight=0 25010 8677 11414 16333 6248 10628 4655 1593 2795 1860 5166 6322 5705 3596 3526 4230 1252 949 596 507 2179 905 1860 200 2355 116 266 1679 2691
internal_count=36424 25010 8677 11414 16333 6248 10628 4655 1593 2795 1860 5166 6322 5705 3596 3526 4230 1252 949 596 507 2179 905 1860 200 2355 116 266 1679 2691
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=31
num_cat=0
split_feature=65 70 66 64 69 66 70 56 69 70 69 57 60 51 18 66 57 54 69 69 54 60 29 66 64 43 32 51 39 64
split_gain=35758 19653.3 14851.6 13149.7 11485.2 14150.4 12845.7 11173.1 10539.1 6885.63 14927.9 8594.34 6233.95 5798.49 5690.47 7843.83 5330 6506.52 4888.36 4600.14 4474.73 6355.75 4847.59 4330.32 4325.23 4295.51 4100.78 4193.84 4051.39 4050.88
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 7 9 6 -6 -5 12 13 11 14 19 -1 25 -11 -16 -14 -18 -4 -2 21 -9 -23 -8 26 -3 27 -10 -7 -27
right_child=3 8 18 4 5 28 23 20 24 10 -12 -13 16 -15 15 -17 17 -19 -20 -21 -22 22 -24 -25 -26 29 -28 -29 -30 -31
leaf_value=0.56037903232084718 0.27437514930095985 0.092416955132975598 0.14866910912154155 -0.0073559186264764058 -0.20262613727185314 -0.90017656283170899 -0.17938961325600811 0.51962122095082752 -0.068140730433704971 0.026352168565692089 -0.32338510862178749 -0.023860909136834842 0.45729546259113968 -0.13125995413935712 -0.075269697031943639 -0.71914358560786096 0.42490405510892876 0.034170929306860734 0.011699643479108181 0.066618929336398416 0.067727042231682161 0.088690407643482363 0.66431423977569293 -0.50579781693841641 -0.28326783733836058 0.13017246004997515 0.23053200970835613 -0.40572282458318681 0.040665864253389666 -0.19996591956151469
leaf_weight=471 730 4111 1723 3966 2051 176 1958 275 1258 2530 895 4582 465 767 357 110 296 526 3532 1349 1633 671 72 199 612 255 174 188 23 469
leaf_count=471 730 4111 1723 3966 2051 176 1958 275 1258 2530 895 4582 465 767 357 110 296 526 3532 1349 1633 671 72 199 612 255 174 188 23 469
internal_value=0 0.0686969 0.13231 -0.0635136 -0.125899 -0.254703 -0.0785681 0.222536 -0.00977593 -0.0140153 -0.0844645 0.0271479 0.352859 0.0390324 -0.0131151 -0.226932 0.276914 0.174873 0.0566089 0.139568 0.136113 0.245813 0.144471 -0.209503 -0.132278 0.0660468 -0.0752373 -0.112031 -0.791436 -0.0836879
internal_weight=0 17498 9664 18926 8373 2250 6123 4409 7834 10553 3892 6661 1758 5602 2997 467 1287 822 5255 2079 2651 1018 743 2157 2232 4835 1620 1446 199 724
internal_count=36424 17498 9664 18926 8373 2250 6123 4409 7834 10553 3892 6661 1758 5602 2997 467 1287 822 5255 2079 2651 1018 743 2157 2232 4835 1620 1446 199 724
is_linear=0
shrinkage=0.0666667


Tree=20
num_leaves=31
num_cat=0
split_feature=65 70 66 68 56 53 56 66 53 57 59 59 54 61 59 54 57 10 35 6 27 70 55 66 47 71 61 73 52 58
split_gain=35593.5 22594.5 16107.9 16014.3 12601.1 7784.89 7022.83 6885.74 6119.41 5920.3 5690.77 5684.41 5451.17 6315.09 4966.27 4734.23 5712.92 4708.57 5813.18 5050.81 4707.35 4299.19 4664.3 4204.46 4179.67 4532.13 4048.72 3972.67 3949.3 3896.64
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 1.0000000180025095e-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 15 11 29 14 12 -8 -11 23 13 -6 -3 -1 -17 18 26 -19 -18 -5 -23 -2 -16 -26 -10 -9 -14 -7
right_child=3 7 -4 21 8 6 9 27 17 10 -12 -13 28 -15 24 16 20 19 -20 -21 -22 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.19764461103303912 0.081898036553043216 0.058669702253824563 0.021715535464883008 0.013972073404627213 0.017599709589133219 0.027019086112309722 -0.040492465820091708 -0.039502115174693465 0.076520230267929881 -0.057965731748981966 -0.12762450497380762 -0.031165085210154691 0.07162707411407504 0.24080970079479913 -0.013992634329240155 0.18454457659506612 0.043553133896731454 -0.052474800826280144 0.2645382735088016 -0.46577865651675632 0.21572952142033058 0.033189525092664936 -0.045243712016964963 -0.041103557191044096 0.21200242124181756 0.019514017924666404 -0.012815471079981457 0.033906668980609386 -0.17540954281251098 -0.043904164515667574
leaf_weight=570 569 1248 5255 5823 113 674 1797 3359 540 1279 1717 2603 681 265 2328 417 654 154 66 21 117 636 1859 250 109 256 768 534 43 1719
leaf_count=570 569 1248 5255 5823 113 674 1797 3359 540 1279 1717 2603 681 265 2328 417 654 154 66 21 117 636 1859 250 109 256 768 534 43 1719
internal_value=0 0.025702 0.0512796 -0.0237627 0.0865165 -0.0441265 -0.0589055 -0.00585048 0.052099 -0.0763685 -0.097887 -0.0130914 0.0971314 0.174083 0.0174445 0.138417 0.109999 0.0200618 0.0356173 -0.102071 0.0696811 0.00220724 -0.0252503 0.0443518 -0.00166023 0.0769969 0.0240662 -0.0294327 0.056955 -0.0239283
internal_weight=0 17498 9664 18926 4409 10608 7186 7834 2651 4793 2996 3422 1102 378 3941 1758 1188 1549 1374 175 771 8318 2495 819 2693 365 1308 3893 724 2393
internal_count=36424 17498 9664 18926 4409 10608 7186 7834 2651 4793 2996 3422 1102 378 3941 1758 1188 1549 1374 175 771 8318 2495 819 2693 365 1308 3893 724 2393
is_linear=0
shrinkage=0.025


Tree=21
num_leaves=31
num_cat=0
split_feature=53 68 54 60 64 60 54 33 63 60 54 63 33 63 55 17 51 72 4 9 64 21 25 24 48 21 20 46 64 42
split_gain=22931.1 15627.6 9334.77 7696.55 7091.55 6746.46 7253.04 5102.48 5456.99 5001.07 4671.76 4560.6 4341.22 4219.93 4125.42 3999.71 7143.41 3785.99 3775.5 3647.86 3374.6 5147.9 4370.33 3335.74 3300.39 3841.68 3265.67 4043.2 3255.34 3187.69
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 2.5000000000000004 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
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 9 -3 5 6 17 8 -5 19 -10 12 -8 -4 24 -12 23 -1 20 29 22 26 -9 28 -7 -26 27 -22 -17 -2
right_child=1 3 13 7 -6 14 11 18 10 -11 15 -13 -14 -15 -16 16 -18 -19 -20 -21 21 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.82601545521745057 0.14813895339445438 0.13722951296367453 -0.080578727994295427 0.15026519214403944 0.02774187391449022 0.28537107226615743 0.19696828703386615 -0.23487840229637166 0.075269965238121822 -0.051946428839903497 -0.058221243251944978 -0.48856253012743872 0.73765128773671618 -0.18942672116234788 0.064717636146958094 -0.37259737481127736 -1.5214480583369734 0.0055670719368513255 0.27671455174684528 -0.19390584656771492 -0.64843700633858736 -1.5439201923652932 0.42813176254968388 -1.1356211740320379 -0.19040378660935425 0.83147901966615967 0.37363837582990533 0.46553484439849857 0.40698654027418657 0.57494238424847155
leaf_weight=221 772 3006 3864 1409 5540 1116 792 454 1934 3414 3535 55 108 5559 3478 91 32 43 96 170 159 27 74 22 184 27 32 24 55 131
leaf_count=221 772 3006 3864 1409 5540 1116 792 454 1934 3414 3535 55 108 5559 3478 91 32 43 96 170 159 27 74 22 184 27 32 24 55 131
internal_value=0 -0.0432925 -0.0995692 0.028197 0.0930691 0.153148 0.321233 -0.0130608 0.00936586 -0.00459737 -0.0256539 0.218633 0.26185 -0.144792 0.110505 -0.0779128 -0.425961 0.692382 -0.196359 0.146055 -0.255339 -0.502719 -0.141957 -0.217296 0.230512 -0.0596415 -0.371964 -0.502342 -0.0789185 0.210056
internal_weight=0 24860 13910 10950 11564 6024 1219 7944 7078 4487 5669 955 900 9423 4805 3735 200 264 866 1073 770 242 528 168 1327 211 215 183 146 903
internal_count=36424 24860 13910 10950 11564 6024 1219 7944 7078 4487 5669 955 900 9423 4805 3735 200 264 866 1073 770 242 528 168 1327 211 215 183 146 903
is_linear=0
shrinkage=0.08


Tree=22
num_leaves=31
num_cat=0
split_feature=65 56 66 53 68 57 69 56 60 57 62 69 68 8 59 57 66 15 20 73 6 55 59 38 45 20 56 60 57 63
split_gain=28705.8 16053.8 10421.8 10260.8 9706.25 8030 6934.56 6424.7 6284.3 6637.1 5479.39 5665.3 5316.93 5176.52 4862.38 4841.81 4314.11 5468.65 4079.16 4032.35 5904.94 5569.62 3868.63 4207.41 3711.82 4464.4 3668.29 4019.55 3810.18 4257.23
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002
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 5 6 -3 7 -2 -1 -10 11 -5 -13 14 16 -16 17 -9 -14 20 21 -11 23 -7 25 -15 -6 -28 -29 -30
right_child=4 3 -4 10 26 22 -8 13 9 19 -12 12 18 24 15 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 28 29 -31
leaf_value=0.50834465860913569 0.060121405971550225 0.30855599363799618 0.070040277596437966 0.10857954441574545 0.079397301329020231 0.12188373191367199 -0.20351530257551528 0.2223579429546258 0.43382612938956888 0.26454913531107688 -0.12356708855881302 -0.18533927314526288 0.15061644238413746 -0.48608128018373542 -0.029721696812701891 -0.26082429330877072 -0.15638402313911343 -0.42024162676599286 -0.37772505957516511 0.4724462190954879 0.57225761940495845 -0.11227614815147288 -0.012585884038157974 0.63123363714655545 -1.2416501229899559 0.79642204514571602 0.072963495349471261 0.028115798034676683 -0.020454911845450893 -0.22907256564219133
leaf_weight=740 1910 1196 2605 2425 2554 887 4432 741 746 416 3010 1281 765 184 1051 1570 555 105 117 209 150 789 2033 129 39 21 1574 1414 1186 1590
leaf_count=740 1910 1196 2605 2425 2554 887 4432 741 746 416 3010 1281 765 184 1051 1570 555 105 117 209 150 789 2033 129 39 21 1574 1414 1186 1590
internal_value=0 0.0769387 0.192451 0.0217819 -0.0711335 0.125556 -0.123979 -0.0669024 0.297002 0.229299 -0.0361968 0.0211233 -0.0769264 -0.123774 -0.101164 -0.168154 0.0241604 0.142603 0.0805303 0.131743 0.079192 0.0178146 0.0537727 0.186555 -0.496469 -0.354703 -0.00373935 -0.0405768 -0.0832289 -0.139944
internal_weight=0 17498 5655 11843 18926 4245 10608 6176 3050 2310 7598 4588 2163 4266 4022 2621 1401 846 882 1564 1355 1205 3049 1016 244 205 8318 5764 4190 2776
internal_count=36424 17498 5655 11843 18926 4245 10608 6176 3050 2310 7598 4588 2163 4266 4022 2621 1401 846 882 1564 1355 1205 3049 1016 244 205 8318 5764 4190 2776
is_linear=0
shrinkage=0.0833333


Tree=23
num_leaves=31
num_cat=0
split_feature=56 53 68 54 63 54 53 72 7 58 30 54 53 49 33 33 49 68 48 41 40 33 45 61 61 68 0 71 22 30
split_gain=20073 14364.4 9454.79 8003.99 6177.73 5624.81 5515.95 6484.2 5388.01 5059.75 4867.7 4573.99 4247.07 5431.57 3946.68 3811.05 5719.85 3822.72 3468.52 3335.05 4132.45 3850.64 3677.38 3480.78 3255.93 3184.44 4127.46 3173.14 3083.74 2984.28
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=3 11 5 12 8 -3 -6 9 -5 14 28 18 13 25 29 17 -17 -11 -2 20 23 -22 27 -7 -18 -1 -27 -23 -9 -8
right_child=1 2 -4 4 6 19 7 10 -10 15 -12 -13 -14 -15 -16 16 24 -19 -20 -21 21 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.82970786438916777 0.22459546351061754 -0.065996108663687283 -0.019474062131117676 0.17028869437987054 0.16576985578322156 -0.060346602753828318 0.077558128967266118 0.234262833929898 0.72525722256407665 -0.22769916347295213 -0.48442904687999344 0.010080981291574156 0.19934882474958091 -0.30636818149815437 0.61566127737037724 -0.28026011045351623 -0.33755238592624665 0.016033499878783532 -0.12425312225010482 -0.42040440247106237 -0.33254436708219792 -0.33104304302306403 0.17253791034221649 -0.24050649518080058 -1.9068899948627522 0.031362584394713247 1.5830346888303757 -1.7958449794799092 0.93442726960216749 -0.43330883790040392
leaf_weight=303 1978 3206 7179 1447 1939 1878 1072 712 199 1427 89 6366 2215 69 124 250 20 1172 333 799 680 21 20 2500 39 120 20 50 69 128
leaf_count=303 1978 3206 7179 1447 1939 1878 1072 712 199 1427 89 6366 2215 69 124 250 20 1172 333 799 680 21 20 2500 39 120 20 50 69 128
internal_value=0 -0.0501504 -0.105389 0.109888 0.0629698 -0.172767 0.0221964 -0.0323683 0.237384 -0.0834829 0.216272 0.0538261 0.259349 0.518919 0.0785655 -0.157263 -0.489271 -0.11779 0.174329 -0.230317 -0.20082 -0.414298 -1.0252 -0.163225 -1.37491 0.647462 0.25303 -1.36259 0.296121 0.0230657
internal_weight=0 25010 16333 11414 8687 9154 7041 5102 1646 4232 870 8677 2727 512 1324 2908 309 2599 2311 5948 5149 771 91 4378 59 443 140 71 781 1200
internal_count=36424 25010 16333 11414 8687 9154 7041 5102 1646 4232 870 8677 2727 512 1324 2908 309 2599 2311 5948 5149 771 91 4378 59 443 140 71 781 1200
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=31
num_cat=0
split_feature=65 70 69 64 69 69 66 70 68 64 70 69 57 71 51 18 66 59 9 64 15 20 51 12 52 69 56 68 66 7
split_gain=22877.2 15517.6 10103.9 9817.38 8376.37 8147.27 11847.2 10320.9 6931.4 6118.75 5958.06 11378.5 7515.25 5012.11 4990.36 4968.66 6397.31 4188.42 4007.42 3884.69 3860.66 4840.72 3859.49 5101.22 3859.93 3673.16 3651.74 3613.21 4068.21 3584.12
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 9 10 14 7 8 -5 20 17 12 15 25 -10 -3 -12 -17 -1 -14 22 -7 -22 23 24 -4 -2 -19 28 -9 -13
right_child=3 4 19 5 -6 6 -8 27 13 -11 11 29 18 -15 -16 16 -18 26 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.35743599294624934 0.23025996020658274 0.048414124128897035 0.015354896938996289 -0.00090974557226165896 -0.11159341665765932 -0.088904825721578512 -0.63387350430440659 -0.1074916075540628 -0.054571175286546363 0.1054961071064628 0.023045320687631494 -0.20806804232480586 -0.039000364630564124 -0.80813688893901559 -0.11632347937765615 -0.066693520370769102 -0.59002643505009744 0.29206916416258788 0.11941739063008028 0.0018436280547531828 -0.25331409959851403 -1.1279363212218652 0.29044210401045928 0.31769193420001063 0.32362390450711526 0.063177544518440876 0.06718517343863982 -0.38821682794527579 -0.39398095025152124 -0.5682121032476426
leaf_weight=793 730 4835 1820 3966 2232 1699 199 1727 48 2223 2530 781 3908 94 767 357 110 497 674 3016 184 26 340 271 159 1349 545 231 199 114
leaf_count=793 730 4835 1820 3966 2232 1699 199 1727 48 2223 2530 781 3908 94 767 357 110 497 674 3016 184 26 340 271 159 1349 545 231 199 114
internal_value=0 0.0494532 0.100326 -0.0457219 -0.0133028 -0.0942359 -0.191871 -0.0583581 -0.148986 0.172434 -0.0072297 -0.0662089 0.0272317 -0.55341 0.025859 -0.0101461 -0.189963 0.253526 -0.0156975 0.0481283 -0.118903 -0.361601 0.102026 0.0735541 0.0401223 0.121845 0.174447 -0.163986 -0.137093 -0.253941
internal_weight=0 17498 9664 18926 7834 8373 2250 6123 2051 4058 10553 3892 6661 142 5602 2997 467 1835 4582 5606 1909 210 2590 2250 1979 2079 1042 2157 1926 895
internal_count=36424 17498 9664 18926 7834 8373 2250 6123 2051 4058 10553 3892 6661 142 5602 2997 467 1835 4582 5606 1909 210 2590 2250 1979 2079 1042 2157 1926 895
is_linear=0
shrinkage=0.06


Tree=25
num_leaves=31
num_cat=0
split_feature=59 56 69 64 68 70 63 41 60 60 44 50 63 70 26 71 28 21 58 8 66 63 54 66 68 63 19 17 56 54
split_gain=16158.1 12605.7 9142.23 9725.45 7571.91 6999.54 5941.84 5700.79 5512.77 5236.42 4518.2 4247.42 4174.91 4084.73 4063.32 4038.41 4006.58 3961.07 3590.42 3699.53 3643.22 3496.4 4190.86 3332.85 4437.76 4365.09 4296.52 3298.37 4319.43 3298.13
threshold=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 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-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
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 8 3 5 7 11 23 -3 29 -6 16 -1 -11 -4 15 -10 -5 -9 -17 21 -21 -20 -23 24 25 26 -7 28 -25 -2
right_child=1 4 13 10 9 6 -8 17 14 12 -12 -13 -14 -15 -16 18 -18 -19 19 20 -22 22 -24 27 -26 -27 -28 -29 -30 -31
leaf_value=0.39406361606501183 0.47903301442031476 -0.12477768260948535 0.034818915021727251 -0.00037115293480467846 0.11055248748584501 1.1233473085565493 0.9296948774847934 -0.42232710009492991 0.14750344519813857 0.10635425359117029 0.49792646994264134 0.89218765294491353 -0.12022746789228458 -0.20913662061665619 -0.31560728976972552 0.11332645237640543 0.34854860539629084 0.10181697524904487 0.18723026372045895 -0.16062612517603808 -1.0685676527349917 0.096207049347521653 -0.1972269208895101 0.6283648483455182 0.050100873775004585 0.18707414102464467 -0.38947472789070825 -1.2146732555988891 -0.20442982086020969 0.14079552739150991
leaf_weight=1306 354 7975 3834 3113 2169 128 93 1097 1980 1016 226 197 4074 836 361 1301 368 166 484 112 73 698 1608 76 634 199 22 26 345 1553
leaf_count=1306 354 7975 3834 3113 2169 128 93 1097 1980 1016 226 197 4074 836 361 1301 368 166 484 112 73 698 1608 76 634 199 22 26 345 1553
internal_value=0 -0.0449633 0.0986606 0.173232 -0.0959845 0.306255 0.155167 -0.15604 0.053781 -0.0195567 0.0646458 0.459353 -0.0750002 -0.00885278 0.0106084 0.0294326 0.0365155 -0.353437 -0.0252401 -0.0858368 -0.518895 -0.0571215 -0.108408 0.104796 0.207743 0.49412 0.901467 -0.121597 -0.0540916 0.203583
internal_weight=0 25021 11403 6733 16497 3026 1523 9238 8524 7259 3707 1503 5090 4670 6617 6256 3481 1263 4276 2975 185 2790 2306 1430 983 349 150 447 421 1907
internal_count=36424 25021 11403 6733 16497 3026 1523 9238 8524 7259 3707 1503 5090 4670 6617 6256 3481 1263 4276 2975 185 2790 2306 1430 983 349 150 447 421 1907
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=31
num_cat=0
split_feature=65 66 64 60 50 69 66 68 57 57 63 71 29 57 1 69 63 40 55 34 63 68 42 46 58 68 5 72 5 15
split_gain=18437.4 11959.4 7283.92 6717.32 7361.29 6388.21 9471.97 5651.5 4617.68 4549.18 4054.99 4041.67 4007 3979.77 4342.53 3939.7 3438.03 3947.16 3434.6 5128.35 3300.8 3341.56 4234.11 3467.68 3328.97 3246.34 3451.88 3193.76 3182.11 3130.56
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 10 9 8 28 7 29 20 12 -2 -9 27 14 -3 -16 17 -12 -10 -20 25 23 -23 24 -22 -5 -27 -1 -4 -7
right_child=2 13 5 4 -6 6 -8 11 18 -11 16 -13 -14 -15 15 -17 -18 -19 19 -21 21 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.51614526234501379 0.10847392033769319 0.13998508663183745 -0.11121651116279763 0.619932984785315 -0.18106150004126687 -0.12794364434472336 -0.94084520052425824 -0.080288941343314948 0.20645850235997731 0.22036830865304316 -0.035091030527315957 -1.2081094612466527 -0.17005337106300072 -0.047739593543870883 0.033267307884636381 -0.72837154422457773 0.18225281788699307 -0.24625894237123247 -0.058891388595718019 0.42898120181787702 0.23671340305577307 0.21128562401357592 0.94459420781460057 0.54687769646023188 -0.31552596441546427 0.10236478044111053 1.0762545386465585 1.1457453146880987 0.11394364839091793 -0.53721141335510081
leaf_weight=453 2176 2424 5413 418 782 1699 199 48 1276 1677 6740 94 71 6442 168 114 618 1019 1842 244 170 460 95 94 305 324 41 98 710 210
leaf_count=453 2176 2424 5413 418 782 1699 199 48 1276 1677 6740 94 71 6442 168 114 618 1019 1842 244 170 460 95 94 305 324 41 98 710 210
internal_value=0 0.073993 -0.0684101 0.160526 0.10524 -0.138057 -0.282149 -0.218238 0.147732 0.306038 -0.0131508 -0.826874 0.537015 -0.00499126 0.0967769 -0.274629 -0.0447438 -0.062824 0.0772262 -0.0018248 0.272032 0.162224 0.336807 -0.00806263 -0.117882 0.429661 0.211761 0.628125 -0.0851078 -0.172965
internal_weight=0 17498 18926 8350 6051 8373 2250 2051 5269 2299 10553 142 622 9148 2706 282 8377 7759 3362 2086 1907 1124 555 569 475 783 365 551 6123 1909
internal_count=36424 17498 18926 8350 6051 8373 2250 2051 5269 2299 10553 142 622 9148 2706 282 8377 7759 3362 2086 1907 1124 555 569 475 783 365 551 6123 1909
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=31
num_cat=0
split_feature=70 69 69 64 64 64 59 53 48 63 20 11 51 43 2 62 55 61 53 24 50 6 6 58 55 60 62 50 9 12
split_gain=25288.8 16414.6 16389.5 12651.2 10056.9 9415.36 8746.07 5300.74 4807.24 5391.7 4251.79 4043.31 4268.55 3995.54 4127.5 3787.37 3693.15 4942.71 3680.06 4462.27 3673.96 3650.73 3449.22 4872.72 3865.96 3642.15 3484.44 3536.21 3639.04 3144.3
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 3 5 6 15 16 20 8 9 -8 22 12 13 14 -7 -3 17 -2 21 -20 -1 -5 25 -24 -25 -9 27 28 -27 -12
right_child=2 4 -4 18 -6 11 7 10 -10 -11 29 -13 -14 -15 -16 -17 -18 -19 19 -21 -22 -23 23 24 -26 26 -28 -29 -30 -31
leaf_value=0.10795481157636022 -0.035894620514082536 0.036975654189131957 -0.075726809152224878 0.033705529213703865 -0.029411528567526699 -0.03177571110549602 0.23405898707040118 0.10404234725013468 -0.04881307452245999 0.079040216030070082 -0.063102332543995651 0.026861434749537901 -0.099463341959718884 -0.089806136868315137 0.048320159102184804 0.00057315309162960502 -0.00047931983131354591 0.071607097959689864 -0.0044188384862404936 0.076457147925118318 0.22377441842014414 0.13779108363153048 0.067344461187072421 -0.049170616230903533 -0.40590294515965764 -0.015072871758690421 -0.069687589826062324 0.22817467959811455 0.23043384240432219 -0.3793298310559729
leaf_weight=1306 349 3130 3234 1773 5159 3348 177 401 136 675 135 620 672 637 457 4161 3531 1142 3695 482 197 239 69 39 37 265 230 61 44 23
leaf_count=1306 349 3130 3234 1773 5159 3348 177 401 136 675 135 620 672 637 457 4161 3531 1142 3695 482 197 239 69 39 37 265 230 61 44 23
internal_value=0 0.01645 -0.0263788 0.04033 -0.00270003 -0.0115414 0.0762683 0.0455347 0.0892126 0.111245 0.0124414 -0.0334312 -0.0407408 -0.0318571 -0.0221558 0.0162006 0.0134519 0.0464441 0.0182932 0.00491375 0.123135 0.0460696 0.0292033 -0.0847538 -0.222843 0.0457106 0.00672548 0.0542255 0.019886 -0.109135
internal_weight=0 22434 13990 9984 12450 10756 3795 2292 988 852 1304 5734 5114 4442 3805 7291 5022 1491 6189 4177 1503 2012 1146 145 76 1001 600 370 309 158
internal_count=36424 22434 13990 9984 12450 10756 3795 2292 988 852 1304 5734 5114 4442 3805 7291 5022 1491 6189 4177 1503 2012 1146 145 76 1001 600 370 309 158
is_linear=0
shrinkage=0.025


Tree=28
num_leaves=31
num_cat=0
split_feature=65 57 53 56 60 68 62 54 60 58 54 20 53 16 15 12 18 31 61 45 12 56 62 11 54 1 58 30 16 71
split_gain=18437.6 9403.64 8026 6785.24 6907.23 5614.67 5000.59 4852.45 4731.59 4035.15 4450.38 5591.18 4433.17 3731.87 3521.2 3434.26 3637.66 3413.82 3403.1 8157.3 3388.62 3207.02 3420.7 4824.44 3491.87 3373.98 3307.34 3284.14 3206.78 3184.26
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=1 2 -1 4 -3 7 13 -2 15 28 -11 12 -12 -5 18 16 -4 -7 19 20 -14 26 24 -24 25 27 -10 -23 -6 -9
right_child=5 3 8 6 9 17 -8 29 21 10 11 -13 14 -15 -16 -17 -18 -19 -20 -21 -22 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.37812623332650325 -0.0083319637842128366 0.35977829776613268 0.47874217248701822 0.0020289122645209437 0.15806550609144665 -0.030326691636482085 -0.12942601397980646 -0.063243539551799219 0.51320774320331297 0.1908273427008555 0.04640034947857815 0.41968859864797214 0.26634334890674727 0.27867051077949156 -0.90483585226726027 -0.20496921272867402 -0.072714325826462006 0.16829918416693548 -0.44885337570881911 -1.502457767905611 -0.91004423924066402 0.65790026469439411 -0.086574958348703906 -0.81928453811324475 -0.0066026366289050654 -0.61959299044362437 0.091352002512859687 -0.44243676681672373 0.70783447697758684 -0.20250352330626151
leaf_weight=1515 2976 982 662 4240 814 7337 3083 2391 246 696 511 173 263 551 94 115 146 981 401 33 27 217 815 101 871 29 760 31 122 5241
leaf_count=1515 2976 982 662 4240 814 7337 3083 2391 246 696 511 173 263 551 94 115 146 981 401 33 27 217 815 101 871 29 760 31 122 5241
internal_value=0 0.0739935 0.182153 0.0243067 0.128355 -0.0684105 -0.0300826 -0.116641 0.107799 0.0558407 -0.0182057 -0.115068 -0.184679 0.0338447 -0.329033 0.306327 0.379098 -0.00690135 -0.254274 -0.0127059 0.156818 0.0481108 -0.0232445 -0.167365 0.0917506 0.401013 0.19451 0.520358 0.229723 -0.158875
internal_weight=0 17498 5508 11990 4116 18926 7874 10608 3993 3134 2198 1502 1329 4791 818 923 808 8318 724 323 290 3070 2064 916 1148 277 1006 248 936 7632
internal_count=36424 17498 5508 11990 4116 18926 7874 10608 3993 3134 2198 1502 1329 4791 818 923 808 8318 724 323 290 3070 2064 916 1148 277 1006 248 936 7632
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=31
num_cat=0
split_feature=65 64 60 64 45 56 6 54 57 57 1 20 42 38 40 54 72 48 72 68 23 61 63 57 40 56 10 5 56 3
split_gain=14934.4 9212.45 7565.1 5931.99 4661.42 4553.91 4290.48 3785.54 3627.44 3619.34 3603.45 3597.92 3323.61 3212.7 3074.17 2955.42 3422.11 2965.59 2858.45 10393.1 2938.83 2854.95 2782.88 4501.36 3125.97 2665.54 3926.45 2594.53 2497.69 3755.6
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 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 9 5 -1 8 27 25 13 -3 -9 -13 -2 28 17 -17 -11 20 -20 -16 -19 24 -24 -6 26 -4 -7 29 -10
right_child=3 10 6 -5 22 7 -8 11 14 15 -12 12 -14 -15 18 16 -18 21 19 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.47574222228821306 0.038797599130463448 0.020770941726009011 0.41984079452050849 -0.12442134368136698 0.5320637414434759 0.3191613440749696 0.32179491204887323 0.10510906166460665 0.14458872478884427 0.091797956884802551 -0.17991437410249189 -0.23812985954048871 -1.6338038851817449 0.33924030536493543 0.26645352998860633 -0.13119263890053676 0.080956797907028796 -0.70292501268527852 -1.8142345978782097 0.55677066328478797 1.2426092672435676 -0.046743062538502023 1.6835455727797968 0.59098218556046489 -0.80885439275630899 0.080695845530002933 -0.39512306305043626 1.1813750282312052 -0.1171184347078417 -0.37192114202714549
leaf_weight=590 2788 8427 567 8373 101 332 683 805 994 1935 1001 91 21 408 332 4168 930 93 29 51 34 231 54 125 21 1185 66 39 1786 164
leaf_count=590 2788 8427 567 8373 101 332 683 805 994 1935 1001 91 21 408 332 4168 930 93 29 51 34 231 54 125 21 1185 66 39 1786 164
internal_value=0 0.0665941 0.145021 -0.0615695 0.304219 0.245664 0.0861362 0.14027 0.0552309 -0.0117013 -0.000536441 0.0312248 -0.499819 0.077152 -0.00588602 -0.0503006 -0.0924914 0.0449134 0.238775 -0.302719 0.357135 -0.235092 0.669557 0.920582 0.30125 0.169195 0.334868 0.409798 -0.0429509 0.0714388
internal_weight=0 17498 8070 18926 2179 1878 5891 1288 5208 10553 9428 917 112 3196 3390 7357 5098 2259 446 80 366 324 301 179 122 1818 633 371 2944 1158
internal_count=36424 17498 8070 18926 2179 1878 5891 1288 5208 10553 9428 917 112 3196 3390 7357 5098 2259 446 80 366 324 301 179 122 1818 633 371 2944 1158
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=31
num_cat=0
split_feature=53 65 65 70 70 54 60 66 56 66 1 52 60 9 37 52 62 56 58 54 17 64 31 30 51 42 62 60 22 66
split_gain=19519.8 9697.8 8085.76 6664.5 6425.25 5620.92 5572.41 3701.09 3452.51 3376.28 3214.39 3932.77 3621.59 3816.53 3896.64 2962.31 3198.3 2933.31 7510.35 4268.42 5711.63 2885.38 3148.2 2873.1 4301.9 5559.3 2863.06 2809.81 3910.48 3488.87
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 6 4 7 5 27 8 21 -2 -5 11 12 -11 14 23 16 -7 18 -8 -20 -21 22 -3 24 25 -14 -19 -1 -29 -30
right_child=1 3 -4 9 -6 15 17 -9 -10 10 -12 -13 13 -15 -16 -17 -18 26 19 20 -22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=0.33377760866042733 0.11326179680465176 0.0049679555124402175 0.0094051235089764457 -0.068782086064318793 0.025988545895115761 0.13881650698361464 0.1129222145554907 -0.064212832103153275 0.024112813644652994 -0.020704720064445781 0.053722436065259185 0.19275559877094472 -0.42148006056894122 -0.010990913988838735 -0.0177226634102839 -0.079132814648321712 0.043981391299785816 -0.007441843381237905 0.058098326159410588 -0.042043842820365447 -0.39177982826021657 -0.035036679897019689 0.12725530216148542 -0.054822338964488064 -0.062786702056263785 -0.99696678023184515 -0.069542187805654729 0.19393719117433672 0.14985358131527901 -0.33562820135222537
leaf_weight=185 974 2849 5768 3724 2388 1144 955 2525 2427 108 92 38 201 71 54 175 1132 3322 719 1377 79 3003 382 37 43 31 1849 677 50 45
leaf_count=185 974 2849 5768 3724 2388 1144 955 2525 2427 108 92 38 201 71 54 175 1132 3322 719 1377 79 3003 382 37 43 31 1849 677 50 45
internal_value=0 -0.0199714 0.0429339 -0.0435317 0.0763008 0.111555 0.00652042 -0.0233574 0.0496439 -0.0837014 -0.166012 -0.200687 -0.22812 -0.27938 -0.331445 0.0794552 0.091649 -0.0111477 0.0194148 -0.0216424 -0.0610199 -0.00680942 0.0194259 -0.385743 -0.430267 -0.498377 -0.0296471 0.193766 0.160214 -0.0801115
internal_weight=0 24860 11564 13158 5796 3408 11702 8759 3401 4399 675 583 545 437 366 2451 2276 8301 3130 2175 1456 6234 3231 312 275 232 5171 957 772 95
internal_count=36424 24860 11564 13158 5796 3408 11702 8759 3401 4399 675 583 545 437 366 2451 2276 8301 3130 2175 1456 6234 3231 312 275 232 5171 957 772 95
is_linear=0
shrinkage=0.04


Tree=31
num_leaves=31
num_cat=0
split_feature=70 69 69 53 59 64 6 60 64 63 11 64 55 55 25 63 71 6 30 24 64 10 38 62 62 4 71 53 22 27
split_gain=15531.7 11477.6 10706.1 9934.31 7249.85 5818.36 5674.37 5922.93 5517.29 5088.25 3972.89 3940.02 3887.93 3568.08 3532.28 4048.98 4711.62 3415.79 3403.16 3282.87 3441.57 3243.2 3539.09 3184.28 3126.77 3385.37 3099.86 5359.33 3369.44 3352.71
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 11 19 13 7 14 24 -8 -7 12 -1 -2 15 16 -6 -13 23 20 -5 22 -11 -19 -4 -26 29 -28 -29 -10
right_child=1 -3 8 4 6 10 9 -9 26 21 -12 17 -14 -15 -16 -17 -18 18 -20 -21 -22 -23 -24 -25 25 -27 27 28 -30 -31
leaf_value=0.61449253217048661 0.17527916044269151 -0.24787686169231007 0.12120745433256411 0.30505791458137405 -0.089904504291803009 -0.13083891631932662 0.28934435220435262 -0.084678848411423271 0.082753981868086302 -0.29877045614723591 0.13720484063750313 0.12356337160481382 0.27376380657648919 -0.0092088096193004964 0.68490254316977639 -0.029807719579462474 0.56193841447730264 1.2192866178495545 -0.46970344106356299 0.52225236872738268 0.048757360788141989 -1.3667990697593224 -1.3034533257782461 0.39225516270765731 0.021705684669467869 -0.25913191748622028 0.038893747844248747 -0.2693429960822511 0.10633843572166331 -0.31593275042025432
leaf_weight=496 1491 3234 3130 864 166 5114 96 2221 1411 284 620 1773 1031 3531 127 676 334 70 30 265 1331 41 40 139 3675 486 1109 2122 269 248
leaf_count=496 1491 3234 3130 864 166 5114 96 2221 1411 284 620 1773 1031 3531 127 676 334 70 30 265 1331 41 40 139 3675 486 1109 2122 269 248
internal_value=0 -0.0826914 0.0515669 0.128709 0.0547923 -0.0330251 -0.0285386 0.0146209 -0.0102959 -0.358461 -0.101856 0.263323 0.384439 0.0455645 0.18388 0.129773 0.345527 0.171402 0.526286 0.189782 0.149643 -0.528843 -0.422805 0.669251 0.0457015 -0.0110958 -0.0894346 -0.142802 -0.227077 0.0231552
internal_weight=0 13990 22434 9984 6445 10756 3985 3524 12450 461 5734 3539 1527 5022 1303 1176 500 2012 239 2460 2195 365 324 209 7291 4161 5159 3500 2391 1659
internal_count=36424 13990 22434 9984 6445 10756 3985 3524 12450 461 5734 3539 1527 5022 1303 1176 500 2012 239 2460 2195 365 324 209 7291 4161 5159 3500 2391 1659
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=31
num_cat=0
split_feature=57 56 53 53 54 54 60 25 10 18 27 51 6 60 55 69 34 22 66 58 55 61 56 71 18 69 17 72 60 5
split_gain=13297.9 9119.14 8022.04 6803.79 4882.64 4388.92 4302.14 4291.18 4297.96 4081.95 3800.19 3702.06 4876.22 3580.17 3951.56 4705.59 5684.57 3796.73 4915.77 3651.63 3194.25 4203.69 3269.93 3571.18 3246.54 3173.76 3529.29 3734.7 3151.45 3146.79
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 13 -1 -3 -5 9 11 8 28 -4 20 25 -13 -2 15 19 17 -17 -19 -15 -8 -22 23 24 -23 -7 27 -27 -6 -11
right_child=1 3 5 4 7 6 10 -9 -10 29 -12 12 -14 14 -16 16 -18 18 -20 -21 21 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.19543339370659762 0.13678926139570347 -0.0010904288733928813 0.18195466341637406 -0.038494571730042781 -0.073732892457711072 0.28092685976024223 0.10156432696415701 0.029325173648321809 -0.38505381606646127 -0.23429508871097104 -0.226468269698262 -0.041578211262822143 -1.2059677459042648 0.47963105311207738 -0.032955255900758859 0.095181073036998062 -0.71230909136744847 -0.067956247004783824 -1.5496523561684983 0.13166995584029617 0.073311483788169249 0.11361173607615961 -0.24029159147145238 -0.13304951027675038 0.9146961498168088 -0.14708253387726752 1.0174613318581511 0.47838451818873484 -0.20890858748472896 0.55483438670635221
leaf_weight=2883 1920 6322 1880 4000 1991 771 1213 765 636 286 664 180 29 282 4740 624 80 48 23 814 1018 192 979 505 43 387 23 80 3006 40
leaf_count=2883 1920 6322 1880 4000 1991 771 1213 765 636 286 664 180 29 282 4740 624 80 48 23 814 1018 192 979 505 43 387 23 80 3006 40
internal_value=0 -0.0334936 0.0756956 -0.0692652 -0.110716 0.0340546 -0.00245685 -0.155868 -0.181018 0.134751 -0.0420105 0.121693 -0.203144 0.0366155 0.00752258 0.110069 -0.0470912 0.0294807 -0.547942 0.2212 -0.0110029 -0.0608911 -0.140367 -0.0081684 0.260193 0.175532 0.0096968 -0.0399361 -0.155049 -0.137469
internal_weight=0 25251 11173 16720 10398 8290 6084 6398 5633 2206 4614 1470 209 8531 6611 1871 775 695 71 1096 3950 2737 1719 740 235 1261 490 467 4997 326
internal_count=36424 25251 11173 16720 10398 8290 6084 6398 5633 2206 4614 1470 209 8531 6611 1871 775 695 71 1096 3950 2737 1719 740 235 1261 490 467 4997 326
is_linear=0
shrinkage=0.0833333


Tree=33
num_leaves=31
num_cat=0
split_feature=59 53 60 54 70 69 66 48 63 71 61 40 53 65 1 61 54 45 53 48 46 6 7 12 68 11 51 69 51 49
split_gain=14584.1 7915.29 7040.5 5393.32 4907.3 7111.06 4849.6 4794.73 4865.13 4720.81 5393.05 5180.46 4667.11 4543.38 4509.17 4505.19 5545.3 4341.97 4311.69 4134.43 4068.7 4252.93 3965.65 3938.44 3796.04 3783.52 7280.44 3568.46 4342.09 3596.4
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=2 -2 6 4 -3 -6 18 8 14 -10 11 20 27 -13 -5 17 -17 -14 -1 -8 21 -11 23 -7 -12 -18 -27 -4 29 -29
right_child=1 3 12 7 5 22 19 -9 9 10 24 13 15 -15 -16 16 25 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=0.69003819780690334 0.034741591420442967 0.067055864739788459 0.26725138421554118 0.053871568367399272 -0.03142004501741992 -0.24904361596507127 0.13726766950169081 0.043611618576808696 -0.067669117989163127 -0.17511556816306525 -0.42646183594823728 -0.11175515630262361 0.19273443174393756 -0.92028737581676712 -0.4609331991640529 0.11990334651437501 -0.079196044542092503 -0.23323312623406145 0.27010376026027821 -0.55197729665040973 0.29440913345305281 0.38314512079691909 -1.3256066721312854 -1.1594985745711761 -0.20497697309097826 -0.2660319838958623 -1.7162586686320793 0.18381152401207543 -0.55214286855229278 -0.39634026166200642
leaf_weight=308 8638 3555 1517 1558 1747 349 671 1444 2274 1335 1666 139 1758 139 191 1427 2835 277 1186 100 285 152 49 55 1445 308 39 736 116 125
leaf_count=308 8638 3555 1517 1558 1747 349 671 1444 2274 1335 1666 139 1758 139 191 1427 2835 277 1186 100 285 152 49 55 1445 308 39 736 116 125
internal_value=0 -0.0427173 0.0937323 -0.0835578 -0.00558655 -0.12297 0.25156 -0.125779 -0.152412 -0.187713 -0.240606 -0.114677 0.0546121 -0.516021 -0.00234782 0.0108264 -0.0438904 0.134753 0.356677 0.0478714 -0.0517125 -0.118051 -0.476034 -0.372992 -0.323586 -0.117345 -0.429026 0.171257 0.0222049 0.0995851
internal_weight=0 25021 11403 16383 5755 2200 2265 10628 9184 7435 5161 2050 9138 278 1749 6644 4609 2035 1494 771 1772 1487 453 404 3111 3182 347 2494 977 861
internal_count=36424 25021 11403 16383 5755 2200 2265 10628 9184 7435 5161 2050 9138 278 1749 6644 4609 2035 1494 771 1772 1487 453 404 3111 3182 347 2494 977 861
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=31
num_cat=0
split_feature=65 70 70 69 53 64 57 69 68 18 64 51 47 68 51 57 59 19 30 69 1 5 37 72 62 35 56 16 27 0
split_gain=25428.6 11222.5 8461.18 8218.6 7928.48 7113.51 6539.42 6058.3 5630.85 4930.09 4852.58 4830.31 4427.74 4317.16 4270.98 4243.58 4113.51 3940.29 7934.09 4398.96 5129.51 4991.53 3589.63 3671.41 3552.98 4226.6 3607.04 3964.65 3761.28 5312.29
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 1.0000000180025095e-35 1.0000000180025095e-35 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 6 5 15 9 10 11 16 -4 -2 -3 -11 -6 -10 -1 -8 19 -19 -12 21 -21 -13 -24 -18 26 27 28 29 -26
right_child=2 7 3 -5 13 -7 8 -9 14 12 17 22 -14 -15 -16 -17 24 18 -20 20 -22 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=0.091272436444674004 0.035681780835827737 0.018088135302008052 0.0058151499722962794 -0.087738718863115642 0.0045979879198820208 -0.052835108060346581 -0.0063160088937839814 -0.028274045159694353 0.0085542235701710594 -0.041266265490735345 0.024067718911465707 -0.01785852895550441 -0.22530394622675765 0.038386205581897974 -0.051076328409600351 0.042084342703130863 -0.02327788197465562 -0.038247155185788868 -0.38783356008991121 0.002005064606376518 -0.20958510678205919 -0.19619255037143313 -0.19655005224458463 0.086272757364355995 0.034676117612793045 0.06100489539891174 -0.10283525880430718 -0.17577345423199034 -0.14075513159119807 -0.14878031325183416
leaf_weight=988 2079 4835 2530 1002 3695 2157 1690 2232 3619 407 1092 653 60 2561 554 2420 1484 160 31 411 67 58 91 23 373 97 819 74 86 76
leaf_count=988 2079 4835 2530 1002 3695 2157 1690 2232 3619 407 1092 653 60 2561 554 2420 1484 160 31 411 67 58 91 23 373 97 819 74 86 76
internal_value=0 0.0173793 -0.016068 -0.0353283 0.0318003 -0.025139 -0.00678326 -0.000410382 -0.0162699 -0.00520563 0.0148088 0.0106913 -0.0649114 0.0184298 0.000637778 0.0563443 -0.031285 -0.00904768 -0.0949863 0.0010348 -0.0458905 -0.0225055 -0.0359366 -0.139489 -0.0453088 -0.0667475 -0.0754253 -0.0385637 -0.0195851 0.00362336
internal_weight=0 17498 18926 6156 9664 5154 12770 7834 8872 2997 3898 5602 467 6256 4173 3408 4699 1819 191 1628 536 469 767 114 3009 1525 1428 609 535 449
internal_count=36424 17498 18926 6156 9664 5154 12770 7834 8872 2997 3898 5602 467 6256 4173 3408 4699 1819 191 1628 536 469 767 114 3009 1525 1428 609 535 449
is_linear=0
shrinkage=0.02


Tree=35
num_leaves=31
num_cat=0
split_feature=68 57 54 59 60 57 63 60 42 39 59 69 15 59 32 54 59 50 55 16 32 61 69 19 15 10 34 4 38 12
split_gain=21726 16839.9 8880.94 6880.5 8185.16 6860.16 6750.26 6079.9 5951.12 5755.47 5710.04 5254.59 4924.56 5351.72 4627.32 4260.3 4225.33 4206.61 4092.84 5018.86 4080.53 4071.51 3353.73 5548.68 5214.18 3334.91 3325.76 3313.56 3284.25 3265.41
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 10 4 8 -2 14 -7 -1 15 11 26 13 -4 27 22 18 -16 -9 -20 -12 -13 23 -8 -24 -17 -3 -5 -14 -6
right_child=5 2 12 6 29 7 9 16 -10 -11 20 21 28 -15 17 25 -18 -19 19 -21 -22 -23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.15712849016972108 0.032755493874676342 0.040077188610343401 -0.0095762790166129125 0.040067100693975261 0.0322652393863899 0.028377546892993898 0.06087798380744279 0.050104069069105507 -0.065956245566535204 0.043775172184985917 -0.021257441443725624 -0.11670038444655283 -0.05120872906347116 -0.036641174806042946 -0.018547768971329519 -0.030673153778468069 -0.0082320198782195077 -0.22333343621682036 -0.0045107786855562836 0.077973892651552079 0.039569878497687998 0.0057212286860559855 -0.012957205843295294 -0.11970265750301841 -0.26656286573410032 -0.10308489956397575 0.14611700475890782 -0.028171775515139514 -0.1301184587099013 -0.042767311165948486
leaf_weight=224 4350 768 3302 1627 1404 2986 379 760 39 387 2799 91 900 5266 179 1640 5281 33 1814 231 344 442 227 54 25 198 92 225 175 182
leaf_count=224 4350 768 3302 1627 1404 2986 379 760 39 387 2799 91 900 5266 179 1640 5281 33 1814 231 344 442 227 54 25 198 92 225 175 182
internal_value=0 -0.0110302 -0.0213829 0.0104839 0.0379347 0.0150212 0.00027948 0.0080537 0.124047 -0.0160723 -0.00215089 0.0259376 -0.0304295 -0.0262107 0.0233336 -0.0252522 0.000548505 -0.0504248 0.0170797 0.00480656 -0.0145999 -0.01518 0.010224 0.0383575 -0.0381165 -0.0384738 0.051421 0.0317767 -0.0640545 0.0236549
internal_weight=0 21002 14179 6823 1849 15422 4974 11072 263 2910 4536 1393 9643 8568 2064 2523 8086 212 2805 2045 3143 533 685 433 252 1838 860 1852 1075 1586
internal_count=36424 21002 14179 6823 1849 15422 4974 11072 263 2910 4536 1393 9643 8568 2064 2523 8086 212 2805 2045 3143 533 685 433 252 1838 860 1852 1075 1586
is_linear=0
shrinkage=0.0166667


Tree=36
num_leaves=31
num_cat=0
split_feature=65 66 70 69 56 57 63 47 40 70 63 62 34 5 72 15 55 66 66 63 13 70 27 24 38 68 52 73 30 5
split_gain=19052.9 10522.7 7157.12 6661.4 6459.78 6189.05 6015.68 5525.94 5272.56 5108.32 5319.03 5103.06 4962.02 4663.55 4612.29 4445.32 4352.06 4012.94 3995.99 3991.15 4608.45 3935.92 4411.64 4606.27 4535.7 3934.85 9743.04 7000.11 4142.5 3513.12
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 5 17 7 -2 -7 12 14 -3 19 16 21 18 -8 29 -6 -4 -10 -11 -21 22 23 -1 -24 26 -13 -27 -29 -9
right_child=2 9 3 -5 11 6 8 15 13 10 -12 25 -14 -15 -16 -17 -18 -19 -20 20 -22 -23 24 -25 -26 27 -28 28 -30 -31
leaf_value=0.26309466181977625 0.078182172591130472 0.065447654294170848 -0.073781212169297047 -0.39403651325987604 0.34439049548597461 0.025363841066590394 -0.14695516860212443 0.87959228504745612 -0.32983799834528049 0.090862325981802106 0.39540565332509409 -0.097757646758815792 0.58347303091182012 0.33322643919441947 0.12610613947457358 -0.32198426342504316 0.090744524347567551 -0.31466617030323568 -0.89246964012512153 -0.12362872954875559 -0.53028633059957664 0.018979301725409497 0.80716139735145997 -0.42984122358403121 -0.66871590406998349 0.1965436321264224 -1.4556679043785803 -0.6391296429196146 0.88528492078185084 -0.13152601734185829
leaf_weight=1010 3898 5255 4331 1002 997 3656 3770 289 453 755 217 936 333 78 740 43 2104 823 175 2609 312 987 220 106 23 1023 56 164 20 39
leaf_count=1010 3898 5255 4331 1002 997 3656 3770 289 453 755 217 936 333 78 740 43 2104 823 175 2609 312 987 220 106 23 1023 56 164 20 39
internal_value=0 0.0752181 -0.0695428 -0.158113 0.156387 -0.0268461 -0.0729914 0.272332 -0.141931 0.00112973 -0.0856904 0.0896637 0.222242 -0.396044 -0.102151 0.634036 0.172294 -0.112246 -0.486622 -0.11409 -0.167065 0.170968 0.281352 0.197278 0.667469 -0.0268604 -0.174414 0.0944098 -0.473432 0.759368
internal_weight=0 17498 18926 6156 8350 12770 8872 3050 5216 9148 3893 5300 2679 706 4510 371 3101 5154 628 3676 2921 2346 1359 1116 243 2199 992 1207 184 328
internal_count=36424 17498 18926 6156 8350 12770 8872 3050 5216 9148 3893 5300 2679 706 4510 371 3101 5154 628 3676 2921 2346 1359 1116 243 2199 992 1207 184 328
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=31
num_cat=0
split_feature=65 70 70 69 69 69 69 59 62 63 51 68 49 51 43 37 18 72 0 27 27 68 51 45 33 18 14 71 43 55
split_gain=15432.9 8358.87 5797.27 5395.74 4995.51 4822.73 4725.43 4282.49 4578.06 4566.5 3983.31 3844.57 3731.67 4604.93 3522.36 3448.64 3527.22 3460.26 3223.75 3212.55 3123.28 5038.2 3566.64 3982.09 2949.74 2935.99 3619.34 2804.86 3404.95 2736.99
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 4 6 19 -1 10 7 8 12 24 14 18 13 -2 -3 16 -12 -17 -8 -4 -7 22 23 -22 -9 27 -27 28 -11 -16
right_child=2 5 3 -5 -6 20 11 9 -10 25 15 -13 -14 -15 29 17 -18 -19 -20 -21 21 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.21443020615959885 0.15217868610696925 0.10986084842033153 -0.13433598470055633 -0.35463286418348794 0.068755014436728976 -0.080554811016096961 -0.19080381692125598 0.26532215771959783 0.26804823946610423 0.12560389659228952 -0.18726660387237209 -0.0011369092943846403 -0.71232931716488557 -0.66472313790409654 0.20495771389515674 -0.95572978719905199 0.43371187242594633 0.41711744355118796 0.073623455928920375 0.086078194919041104 -0.321554038760274 0.097554264375657757 -1.5469848837607947 -1.6075136763442839 -0.39893690627571704 0.2666521703289923 -0.59093614071607592 -0.17559232438340244 -0.46997120053515778 -0.24242717949208734
leaf_weight=4058 466 4111 4375 1002 5606 1861 3087 692 1323 710 543 3215 77 81 183 91 110 23 542 779 172 132 39 28 74 406 56 1930 111 541
leaf_count=4058 466 4111 4375 1002 5606 1861 3087 692 1323 710 543 3215 77 81 183 91 110 23 542 779 172 132 39 28 74 406 56 1930 111 541
internal_value=0 0.0676963 -0.0625885 -0.142301 0.129925 -0.00906925 -0.0241615 0.0412116 0.162738 -0.0182536 0.0404564 -0.080766 -0.0605395 0.0312115 0.0740418 -0.171258 -0.0826607 -0.678752 -0.151311 -0.101022 -0.133372 -0.39831 -0.672176 -0.501588 0.201151 -0.0705611 0.162702 -0.109735 0.0450816 -0.129345
internal_weight=0 17498 18926 6156 9664 7834 12770 5926 1947 3979 5602 6844 624 547 4835 767 653 114 3629 5154 2232 371 239 200 766 3213 462 2751 821 724
internal_count=36424 17498 18926 6156 9664 7834 12770 5926 1947 3979 5602 6844 624 547 4835 767 653 114 3629 5154 2232 371 239 200 766 3213 462 2751 821 724
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=31
num_cat=0
split_feature=53 59 57 59 54 60 57 60 55 62 55 55 6 48 63 1 57 48 60 48 10 34 64 1 58 51 69 62 61 5
split_gain=11870.5 7222.24 6710.82 5410.56 4878.17 4450.43 4355.19 6816.69 4407.41 4050.86 3919.19 3823.31 3770.73 3749.89 3683.18 3627.03 3314.74 3103.54 3059.74 3553.35 2985.36 2997.41 2931.42 4262.02 5572.58 4842.36 4358.95 3377.13 3958.13 5449.15
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 -1 -4 5 -3 7 11 18 10 12 -2 -5 14 15 20 -7 -10 19 -8 21 -6 27 -24 -25 -26 -27 -16 29 -29
right_child=1 4 3 9 13 16 8 -9 17 -11 -12 -13 -14 -15 22 -17 -18 -19 -20 -21 -22 -23 23 24 25 26 -28 28 -30 -31
leaf_value=0.2158916716323665 1.4562968515325339 0.14818102813296216 0.16759114021795016 0.40417871055427423 0.039574217729727475 0.067174127678976778 0.5586180441467411 0.083475784937278127 -0.025689425763131254 -0.081709526215904757 0.018673100807012896 0.44448355805771556 -0.33722716596307634 0.031940758428497661 -0.024360826161806418 -0.42213436001570442 -0.11774632450407929 -0.26458556570868946 0.069285917345171436 -0.51693330356052947 -0.34585216882523528 0.52616925755291122 -0.19829336060037719 -0.99826891193143252 0.019055289081164772 -1.8889073024536001 0.030092688761651516 -0.14718843744488166 -0.36863522445425678 0.70578711322020915
leaf_weight=2883 43 1447 2398 521 1239 1473 251 1913 3859 3451 2232 284 79 1444 2073 191 2835 633 1459 35 178 141 3368 161 175 29 20 691 834 84
leaf_count=2883 43 1447 2398 521 1239 1473 251 1913 3859 3451 2232 284 79 1444 2073 191 2835 633 1459 35 178 141 3368 161 175 29 20 691 834 84
internal_value=0 -0.0389354 0.0837024 0.0398017 -0.0777066 -0.00355263 0.0359955 0.1556 -0.00696 -0.00897104 0.0796661 0.577535 0.30656 -0.117861 -0.141414 -0.0108445 -0.054518 -0.059354 0.127913 0.426995 0.0395768 0.0892915 -0.172129 -0.234323 -0.549514 -0.226972 -1.10564 -0.108735 -0.217441 -0.0547369
internal_weight=0 24860 11564 8681 16383 5755 8477 2240 6237 6283 2832 327 600 10628 9184 1749 4308 4492 1745 286 1558 1380 7435 3753 385 224 49 3682 1609 775
internal_count=36424 24860 11564 8681 16383 5755 8477 2240 6237 6283 2832 327 600 10628 9184 1749 4308 4492 1745 286 1558 1380 7435 3753 385 224 49 3682 1609 775
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=31
num_cat=0
split_feature=57 68 70 69 54 63 64 21 15 51 71 6 38 22 8 62 22 55 63 1 64 35 71 3 55 54 20 6 69 37
split_gain=10970.6 8026.88 5814.87 5881.12 5621.75 5122.35 4902.18 4366.36 4190.19 3737.03 4109.96 3961.11 3312.06 4228.18 3078.48 3232.79 8277.25 7902.79 5054.34 2926.66 7582.47 2886.2 2871.33 2758.34 3705.65 2973 5036.14 2639.35 2577.95 2562.32
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 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
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 6 28 19 23 -7 14 11 -11 -4 -10 -14 -6 17 22 -16 -19 -5 -21 -13 -17 25 -25 -1 -27 -12 -2 -24
right_child=1 -3 9 5 8 7 -8 -9 12 10 27 21 13 -15 15 16 -18 18 -20 20 -22 -23 29 24 -26 26 -28 -29 -30 -31
leaf_value=0.26075807494053777 0.034409603996658732 0.013648624973481117 -0.007382023928680698 0.055293960382153687 -0.045709105482479029 -0.12890892095199907 0.064186926915145756 -0.82939117050170896 -0.11910716296561684 0.06196282622675417 -0.17299169366710687 0.19276273597022209 -0.25186336032442147 -0.93224592664175576 0.35047006445323547 0.12137649203745687 -1.1938483913739524 0.063452090993523599 -0.46090140867012519 0.082268968480739099 -0.38227159035233588 -0.33291925724063604 -0.41153933571261636 0.73134969414449214 0.21718570213498817 0.14577475801457962 -0.25203379968578898 -0.57075538896800326 -0.042123999428185135 0.1634330187154853
leaf_weight=469 2659 11072 3041 3064 8079 202 2026 25 900 189 318 387 148 27 82 49 24 80 108 233 141 28 123 51 112 750 89 48 1877 23
leaf_count=469 2659 11072 3041 3064 8079 202 2026 25 900 189 318 387 148 27 82 49 24 80 108 233 141 28 123 51 112 750 89 48 1877 23
internal_value=0 -0.0182531 0.041252 0.0682458 -0.0431643 0.0239876 0.11463 -0.206055 -0.0647573 -0.00694788 -0.127381 0.0123926 -0.157807 -0.356837 -0.0530826 -0.174904 -0.31765 -0.0591209 -0.237772 0.0391766 -0.0928653 0.157295 -0.20981 0.184106 0.378059 0.159935 0.103576 -0.225157 0.00273994 -0.320961
internal_weight=0 25251 11173 7162 14179 3665 3497 227 9643 4011 555 3456 1075 175 8568 489 219 270 188 3438 374 415 195 1471 163 1308 839 366 4536 146
internal_count=36424 25251 11173 7162 14179 3665 3497 227 9643 4011 555 3456 1075 175 8568 489 219 270 188 3438 374 415 195 1471 163 1308 839 366 4536 146
is_linear=0
shrinkage=0.05


end of trees

feature_importances:
yellow=88
red=71
green=70
BON2=69
brown=68
BON5=65
BON4=62
BON8=55
BON1=50
grey=50
BON7=37
no_players=33
BON3=31
BON10=30
blue=24
x5_SCORE8=21
BON6=20
x0_SCORE2=16
x0_map1=16
BON9=15
x0_map2=14
x0_SCORE7=13
x2_SCORE2=13
x5_SCORE5=12
x2_SCORE1=11
x1_SCORE7=10
x2_SCORE3=10
x3_SCORE7=10
x0_SCORE6=9
x5_SCORE7=9
x3_SCORE1=8
x0_SCORE1=7
x1_SCORE2=7
x1_SCORE4=7
x2_SCORE5=7
x3_SCORE4=7
x3_SCORE5=7
x4_SCORE5=7
x5_SCORE2=7
x5_SCORE3=7
x1_SCORE3=6
x4_SCORE3=6
x4_SCORE8=6
x5_SCORE6=6
x5_SCORE9=6
x0_SCORE9=5
x1_SCORE1=5
x1_SCORE9=5
x2_SCORE7=5
x3_SCORE6=5
x3_SCORE8=5
x4_SCORE2=5
x4_SCORE7=5
x0_SCORE3=4
x0_SCORE4=4
x0_SCORE8=4
x1_SCORE8=4
x2_SCORE4=4
x2_SCORE8=4
x4_SCORE4=4
x0_SCORE5=3
x2_SCORE9=3
x3_SCORE3=3
x3_SCORE9=3
x4_SCORE6=3
x5_SCORE4=3
x0_map3=3
x1_SCORE6=2
x2_SCORE6=2
x3_SCORE2=2
x1_SCORE5=1
x4_SCORE9=1

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

end of parameters

pandas_categorical:[]