data/faction-picker-bot/models/nomads_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] [0:1] [0:1] none [0:1] [0:1] [0:1] [0:1]
tree_sizes=2860 2949 2943 2938 2976 2962 2950 2985 2932 2943 2944 2983 2944 2955 2961 2929 2940 2892 2938 2981 2980 2950 2956 2900 2955 2925 2894 2946 2945 2912 2950 2934 2937 2917 2959 2993 2887 2899 2938 2932

Tree=0
num_leaves=31
num_cat=0
split_feature=60 64 57 64 57 57 54 54 68 67 55 59 68 59 68 58 58 58 62 54 55 55 14 67 59 37 62 54 62 62
split_gain=192439 124810 52862.1 45423.3 35679.8 30738.8 21123.4 15305.3 13988.1 14911.2 12971.6 12874.8 12369.4 11844 8495.98 8335.15 8262.2 7520.99 7384.92 7101.66 6362.23 6207.78 6109.29 5724.02 6209.75 5616.71 5536.02 5384.35 5326.73 5111.68
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 7 5 13 8 20 -2 9 29 25 19 16 -3 15 -5 28 -8 -17 -12 23 -9 -22 24 -4 27 -13 -7 -6 -1
right_child=1 4 6 14 12 10 17 21 -10 -11 11 26 -14 -15 -16 18 -18 -19 -20 -21 22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=99.504190206955627 99.023108759428382 98.581836884389517 99.737565993967479 98.226740512623849 97.46337400518442 99.585870377586261 98.008017039939801 98.813887958806049 98.90292724000065 98.999273316298698 99.43645122639515 98.377622668585076 97.487295679202205 98.106745866563912 98.100397063136739 98.397816532339093 97.945913957400009 98.250618548202624 98.741700904645 98.816021751924438 98.449161575732191 98.496252955841655 97.907237907556976 98.518898036359744 98.762898351405497 98.503571953158527 98.692194412446057 99.021403553441488 97.825474112816423 100.0685400480339
leaf_weight=304 1132 698 93 709 689 208 2183 875 598 361 245 1108 1074 2114 529 1000 3566 3082 1663 747 1874 2073 234 562 220 166 1130 901 990 340
leaf_count=304 1132 698 93 709 689 208 2183 875 598 361 245 1108 1074 2114 529 1000 3566 3082 1663 747 1874 2073 234 562 220 166 1130 901 990 340
internal_value=98.3775 98.2086 98.4161 98.7396 97.9283 98.9098 98.2705 98.7105 99.2859 99.5137 98.776 98.6694 97.7965 98.2247 98.473 98.5314 97.8598 98.15 98.6126 98.9693 98.4831 98.5905 98.389 98.7098 99.0525 99.0461 98.5365 99.1273 97.6769 99.8021
internal_weight=0 21459 12328 10009 9131 6108 8248 4080 1603 1005 4505 3230 6319 2812 3901 3372 5245 5265 2663 992 2983 2948 2108 875 313 1275 2238 1109 1679 644
internal_count=31468 21459 12328 10009 9131 6108 8248 4080 1603 1005 4505 3230 6319 2812 3901 3372 5245 5265 2663 992 2983 2948 2108 875 313 1275 2238 1109 1679 644
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=70 60 56 60 56 56 67 67 67 54 67 54 53 54 53 53 53 66 66 29 62 1 56 54 68 8 25 68 54 2
split_gain=464948 111940 46234.4 38830.8 33924.9 24594.3 16683.4 14162.7 14055.9 12664.3 12481.5 11501.5 10887.8 10796 10601 10464.5 9875.44 9829.29 9463.27 8117.25 7965.93 7491.29 7448.47 6965.36 6666.71 6307.96 6197.08 5798.46 5261.48 5071.39
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 8 22 10 13 11 9 14 -6 17 19 -11 -5 -3 -8 -7 27 -18 -4 26 24 -2 -10 -16 -15 -20 -1 -17 -29
right_child=3 2 6 5 7 16 15 -9 23 12 -12 -13 -14 25 21 28 18 -19 20 -21 -22 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=1.0439052077170294 0.0040459542231678974 0.62121323695624153 0.34356900504658278 2.3934591528158804e-05 0.644850812033398 -0.44918623386806689 0.024651149752894109 0.19671256339788451 0.30213422151268754 0.5407345207400267 0.43112458797820652 0.0019053836119651141 0.16978995322993717 -0.42249145341419864 0.30133652301544522 -0.054548769610553938 -0.57048518473802101 0.48750733624627529 -1.0376784134422175 -0.20401493856941699 -0.58563320567545196 0.7130951739265583 -0.26114939602699472 0.08865784357327558 -0.083400638208167593 0.17964619296353038 -0.41575126248132055 0.48753301686539507 -0.20029163054741475 1.4857520800370436
leaf_weight=485 604 533 988 409 729 1401 2697 3106 908 557 885 1694 954 1356 758 1856 1754 356 589 137 397 144 2133 2697 272 82 81 174 2706 26
leaf_count=485 604 533 988 409 729 1401 2697 3106 908 557 885 1694 954 1356 758 1856 1754 356 589 137 397 144 2133 2697 272 82 81 174 2706 26
internal_value=0 0.159741 0.0578912 -0.411089 0.37529 -0.505102 -0.0259996 0.288862 0.21705 0.416636 0.615188 0.111644 0.306531 -0.302197 0.374646 -0.0794528 -0.593867 0.771669 -0.66572 0.276885 -0.822273 0.262703 -0.202626 0.142427 0.199736 -0.388155 -0.96249 0.919349 -0.140998 0.617301
internal_weight=0 22662 15390 8806 7272 6069 10078 5346 5312 2240 1926 2819 1511 1847 1707 7259 4222 1041 2821 1125 1067 1174 2737 3605 1030 1438 670 685 4562 200
internal_count=31468 22662 15390 8806 7272 6069 10078 5346 5312 2240 1926 2819 1511 1847 1707 7259 4222 1041 2821 1125 1067 1174 2737 3605 1030 1438 670 685 4562 200
is_linear=0
shrinkage=0.0666667


Tree=2
num_leaves=31
num_cat=0
split_feature=70 64 64 60 60 68 60 56 56 58 62 59 53 68 58 66 62 13 56 54 66 58 53 54 73 68 54 66 53 58
split_gain=376608 167706 60887.7 43981.8 38481.1 22482.7 20836.6 19539.8 15393.9 14127.8 12362.4 11456.2 10265.7 10189.4 9793.35 8915.23 7712.64 6910.74 6877.87 6932.1 6680.71 6667.98 6299.79 6430.46 6229.04 6087.64 5876.52 5595 5582.12 5364.26
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 4 6 18 8 17 -2 -5 16 -7 12 -9 20 -8 -10 -15 27 22 -3 -20 -4 -12 -6 -24 29 -18 -13 -1 -28 -14
right_child=2 3 10 7 5 9 13 11 14 -11 21 26 24 15 -16 -17 25 -19 19 -21 -22 -23 23 -25 -26 -27 28 -29 -30 -31
leaf_value=0.94913984001190832 -0.11129318166179925 0.51128032755090469 -0.29672806636385979 0.024127791950246929 0.64565454080279483 -0.070610637181509853 -0.36986511686720946 -0.13009317351064306 0.31303216382633481 0.31084080397547298 -1.0799158091792493 -0.27528044010456137 -1.6851680472034674 -0.59094425696557806 0.7097904744075505 -1.206604607628404 1.5131172961926396 0.90322163293255131 0.44226444207420745 0.054649411159835827 -1.391779007866413 -0.59986900081819716 0.57398395681299508 0.21746884016795198 -1.9554614818457403 0.92702442663056517 -0.3745020105403753 0.25859902889933439 -0.71951544323645944 -1.0933741515387549
leaf_weight=352 1956 689 189 2294 1273 1449 2351 1821 900 2943 412 1222 195 1528 2015 278 359 414 619 1812 79 972 857 1235 132 350 887 176 995 714
leaf_count=352 1956 689 189 2294 1273 1449 2351 1821 900 2943 412 1222 195 1528 2015 278 359 414 619 1812 79 972 857 1235 132 350 887 176 995 714
internal_value=0 0.21565 -0.55497 -0.0813411 0.464826 0.338859 -0.380442 -0.216934 0.712725 0.184993 -0.951143 -0.329217 -1.17145 -0.507085 0.587292 -0.685714 1.00831 0.517685 0.232391 0.153347 -0.619523 -0.742773 0.470252 0.363517 -1.31354 1.22379 -0.446035 0.71896 -0.556908 -1.22033
internal_weight=0 22662 8806 10339 12323 8171 6113 7219 4152 4392 2693 4925 1309 4157 2915 1806 1237 3779 3120 2431 268 1384 3365 2092 1041 709 3104 528 1882 909
internal_count=31468 22662 8806 10339 12323 8171 6113 7219 4152 4392 2693 4925 1309 4157 2915 1806 1237 3779 3120 2431 268 1384 3365 2092 1041 709 3104 528 1882 909
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=31
num_cat=0
split_feature=70 64 64 67 60 58 67 56 66 60 67 58 11 54 54 60 56 56 56 44 60 67 11 37 47 28 58 60 56 60
split_gain=305052 135842 49319 46398.1 35625.2 25594.2 20769.7 15827.2 10158.8 9836.46 9216.39 8878.7 9957.09 8457.31 7327.05 7195 6995.21 6364.4 6354.12 6398.28 6895.38 6207.22 6192.04 5801.9 5666.99 5610.01 5466.72 5406.7 5190.93 5152.19
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 9 10 -5 15 -6 26 16 13 12 -9 -3 -11 -2 -1 24 -10 20 22 -13 -20 -19 -16 -14 -4 -8 -15 -7
right_child=2 4 8 5 7 29 27 11 18 14 -12 21 25 28 17 -17 -18 23 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.93315278618900499 0.012416796622504004 0.6791004680481294 -0.85052717268961442 0.01463083134689859 0.018095848364097823 0.45291532648328592 -0.25437460987947463 -0.47969238118294777 -0.47704899040241533 0.64377963598886945 0.043983400987198953 0.0056508771082395826 0.43806141353391032 0.50714970109660251 0.63574753853034227 -0.2401595782986865 0.59757277093331851 0.26716861870856012 -0.33710596113172775 -1.9997126493189072 -1.1711667310404454 -0.24337077776278707 -1.8395626005349737 -0.39739249214947781 -0.12167465781812277 -0.90116903376884949 -0.52455722413139738 -0.52189096067811414 0.095830795009291925 0.28047869457269148
leaf_weight=676 1253 362 479 2539 2294 1727 703 1420 153 895 1707 985 132 297 521 2089 1192 619 142 48 443 2362 22 107 79 26 1406 2068 754 3968
leaf_count=676 1253 362 479 2539 2294 1727 703 1420 153 895 1707 985 132 297 521 2089 1192 619 142 48 443 2362 22 107 79 26 1406 2068 754 3968
internal_value=0 0.161738 -0.416228 0.34862 -0.0610058 0.23467 -0.285331 -0.1627 -0.713357 0.57808 0.174293 -0.246913 -0.409867 0.331716 0.459546 -0.145462 0.719014 0.335195 -0.960571 -1.07352 -1.00027 -0.170085 -0.538655 0.169224 0.53602 0.217682 -0.60739 -0.454022 0.212065 0.33277
internal_weight=0 22662 8806 12323 10339 8234 6113 7219 2693 4089 3120 4925 1578 1413 2221 3342 1868 1326 808 655 607 3347 164 726 600 158 1885 2771 1051 5695
internal_count=31468 22662 8806 12323 10339 8234 6113 7219 2693 4089 3120 4925 1578 1413 2221 3342 1868 1326 808 655 607 3347 164 726 600 158 1885 2771 1051 5695
is_linear=0
shrinkage=0.0833333


Tree=4
num_leaves=31
num_cat=0
split_feature=70 64 64 67 67 58 67 62 58 62 53 58 62 58 40 47 54 56 62 66 55 62 62 28 56 21 73 66 31 31
split_gain=247092 110032 39948.4 37582.5 26535.2 20731.3 16823.5 16459.8 11084.6 9664.99 8337.38 8058.91 7749.75 7343.59 8051.98 7384.56 7105.74 8773.62 6387.48 8724.35 5382.93 6249.43 5031.15 6313.2 4983.53 4981.26 4980.4 4974.37 4997.89 4860.04
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 6 7 11 -5 18 13 20 10 -4 22 -10 14 29 -15 -9 -18 19 -2 21 -6 -3 -24 -20 -26 -12 -14 -29 -1
right_child=2 4 9 5 8 -7 -8 16 12 -11 26 -13 27 15 -16 -17 17 -19 24 -21 -22 -23 23 -25 25 -27 -28 28 -30 -31
leaf_value=0.094256850947545226 -0.054233148152510624 -0.14747101298852819 -0.20792229885782176 0.0070228022959683738 -0.70566597017976973 0.15972952168230259 -0.21793071226297106 0.48215032973436678 -0.11065551024795248 -0.26052696514000195 -0.44885469664964228 0.10801065151042391 0.051874255749662881 0.29907769772486387 -0.30043152036632687 0.014664751213957678 0.44419573396843282 0.19466475961081453 0.084985113834349105 -0.27767512814243067 -0.14048244333452281 -0.24207268903958895 0.094870986426533022 -0.35259085129177753 -0.10103997277076476 0.17061064235256077 -0.74100490516484374 -0.10248055471852704 0.19213308290474942 0.4388735447305932
leaf_weight=618 905 460 268 2539 72 5695 2771 737 2254 1384 909 2623 1580 1207 93 212 498 631 641 558 1282 284 565 70 1086 152 132 1021 128 93
leaf_count=618 905 460 268 2539 72 5695 2771 737 2254 1384 909 2623 1580 1207 93 212 498 631 641 558 1282 284 565 70 1086 152 132 1021 128 93
internal_value=0 0.0776341 -0.199789 0.167337 -0.0292828 0.112642 -0.136959 0.277478 -0.0826387 -0.342411 -0.428988 0.0657332 -0.049668 0.195781 0.088465 0.256586 0.374806 0.304732 -0.0698219 -0.139456 -0.18294 -0.335833 -0.0355397 0.0455445 -0.0156046 -0.0676871 -0.4859 0.000704182 -0.0696602 0.139333
internal_weight=0 22662 8806 12323 10339 8234 6113 4089 6621 2693 1309 3718 4983 2223 804 1419 1866 1129 3342 1463 1638 356 1095 635 1879 1238 1041 2729 1149 711
internal_count=31468 22662 8806 12323 10339 8234 6113 4089 6621 2693 1309 3718 4983 2223 804 1419 1866 1129 3342 1463 1638 356 1095 635 1879 1238 1041 2729 1149 711
is_linear=0
shrinkage=0.0444444


Tree=5
num_leaves=31
num_cat=0
split_feature=70 60 57 60 56 57 56 56 57 56 57 59 55 59 1 6 59 66 68 57 73 56 58 59 63 16 39 12 29 24
split_gain=200145 56331.3 42115.2 21374.8 21355.9 17875.4 17435.7 16060.5 11646.3 11296.8 10015.4 7599.36 8096.81 6899.89 5658.72 5397.31 5265.21 5263.3 5824.01 5216.98 6807.44 5575.47 5145.71 5138.78 4935.9 7438.05 5880.24 4867.67 5043.91 4764.71
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 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 9 19 16 -5 8 22 -1 -3 -8 15 14 -6 -13 -12 -4 -9 -19 20 -2 -21 -7 24 25 26 -11 28 -23 -26
right_child=3 2 4 5 13 7 10 17 -10 23 11 12 -14 -15 -16 -17 -18 18 -20 21 -22 27 -24 -25 29 -27 -28 -29 -30 -31
leaf_value=0.742508338960299 0.15897398726707354 0.3445952658344909 0.19683410272496371 -0.15950730826759091 -0.038832180867901203 -0.45713418205848422 0.34281841398337121 -0.43079132778078133 0.34378261348479577 -0.052090534450961096 0.32784515901964473 0.17495367211810192 -0.0084634993962677766 -0.17908888972800888 0.68274901205444483 -0.11944219880265955 0.027115603397312161 -0.55207337842035831 -0.98208264709730453 0.026689503416752709 -0.46551273629285289 -0.22906196594918274 -0.15700021952800372 0.07327862643036967 0.25789183164130663 -1.1315655911167464 1.0911906943804976 -0.54779950785968046 0.15269287497089024 0.75616012073399719
leaf_weight=415 495 1467 1166 1747 2687 332 1486 1791 1511 153 1072 804 1738 3713 111 135 2679 956 164 521 92 1271 1079 2547 835 25 23 183 175 95
leaf_count=415 495 1467 1166 1747 2687 332 1486 1791 1511 153 1072 804 1738 3713 111 135 2679 956 164 521 92 1271 1079 2547 835 25 23 183 175 95
internal_value=0 0.104806 0.0325554 -0.269716 -0.0455976 -0.339466 0.257713 -0.412208 0.429697 0.188178 0.195752 0.139136 0.0760416 -0.120203 0.236555 0.277817 0.0785829 -0.50168 -0.615039 -0.115051 0.0610987 -0.163144 -0.22762 0.12579 0.244044 -0.0555304 0.0973155 -0.223857 -0.182861 0.30879
internal_weight=0 22662 15390 8806 10245 6069 7272 4322 1926 5145 5346 3860 2653 6400 915 1207 3845 2911 1120 2737 587 2150 1411 3678 1131 201 176 1629 1446 930
internal_count=31468 22662 15390 8806 10245 6069 7272 4322 1926 5145 5346 3860 2653 6400 915 1207 3845 2911 1120 2737 587 2150 1411 3678 1131 201 176 1629 1446 930
is_linear=0
shrinkage=0.0666667


Tree=6
num_leaves=31
num_cat=0
split_feature=70 64 64 57 57 57 54 58 56 66 58 55 56 53 62 32 66 53 7 54 9 43 11 28 9 22 62 25 24 26
split_gain=162117 86707.5 32082.8 23661.8 13387.3 10066.1 9457.31 9017.61 8816.83 7381.2 7197.95 6511.55 6334.27 5790.94 6638.32 8356.96 5577.94 8156.86 6854.38 5530.62 5267.33 6696.37 5225.14 11170.9 5198.83 6045.52 4968.23 6244.39 4889.41 4762.65
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 -3 -2 -1 12 -6 13 20 -8 -5 -4 15 -15 19 18 -18 -7 22 -22 -10 -24 -12 -26 27 -19 -14 -11
right_child=2 4 9 7 8 16 11 -9 10 29 24 -13 28 14 -16 -17 17 26 -20 -21 21 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=0.76334340202213646 -0.026645285094520826 0.10525001617916181 -0.25198405775466487 0.30026702624878154 0.016350741708927283 -0.025313992405219976 0.65576180172711618 0.30299589681007716 -0.54121357003273063 -0.96141265902446971 -0.083004881269473266 0.32632930425160073 -0.065972116546114831 -1.0034354894497508 -0.43629792385498195 0.091556587475764617 -0.26131992084462474 -0.9146770782349547 0.88659169049312669 -0.32518448481677009 0.18218619670043013 -1.5385969821214678 0.46564412457267129 -1.8094634202810433 -0.54877322191495892 0.48042931114251797 -0.37535452232686672 0.075577668224771827 0.42303426547522616 0.13226954681532724
leaf_weight=1140 1653 3016 501 949 2314 887 850 5272 1210 766 2851 2040 1842 592 713 79 391 551 60 2006 237 25 127 26 468 65 493 72 230 42
leaf_count=1140 1653 3016 501 949 2314 887 850 5272 1210 766 2851 2040 1842 592 713 79 391 551 60 2006 237 25 127 26 468 65 493 72 230 42
internal_value=0 0.141488 -0.364116 0.320656 -0.0720611 -0.237427 0.519434 0.224059 -0.145087 -0.651694 -0.219666 0.423221 0.0863061 -0.543303 -0.648758 -0.874517 -0.315549 -0.467502 -0.108604 -0.233244 -0.392655 0.0179893 -0.47159 0.0790245 -0.136597 -0.423261 -0.612541 -0.800234 -0.0116905 -0.904563
internal_weight=0 22662 8806 12323 10339 6113 4030 8293 7323 2693 5009 2890 3021 1885 1384 671 4460 1567 451 2893 1625 262 1363 153 3384 533 1116 623 2072 808
internal_count=31468 22662 8806 12323 10339 6113 4030 8293 7323 2693 5009 2890 3021 1885 1384 671 4460 1567 451 2893 1625 262 1363 153 3384 533 1116 623 2072 808
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=31
num_cat=0
split_feature=60 57 57 53 59 53 55 59 53 68 68 67 66 16 59 7 29 5 12 55 5 27 66 55 31 63 62 48 18 40
split_gain=103948 57577.3 22726.2 19464.9 13197 11508.9 11775.6 9599.88 8601.98 7357.57 7206.82 7165.77 5575.16 6454.07 5355.16 5337.22 5203.36 5111.52 4994.42 4915.22 6941.8 5550.89 4883.55 5951.07 5089.32 4753.44 4534.48 7837.25 5219.81 4451.51
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 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 10 9 -5 14 -7 16 12 15 11 22 13 -2 -4 -3 -8 -13 -16 -10 21 -21 -1 -24 -25 -11 27 28 -22 -15
right_child=1 3 5 4 -6 6 7 -9 19 25 -12 17 -14 29 18 -17 -18 -19 -20 20 26 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=0.16331718000149131 0.085570506769208562 -0.0071562669369136141 0.11561300079164206 -0.029661687890517954 -0.070198668399404571 0.055767437298356169 0.027423887845391563 -0.015934062893744435 0.034486470458743805 -0.0079909756779670722 0.04295279078275261 0.080149367926828363 0.012772532471065638 -0.087417592726743376 0.060320583806915289 0.05730425053269974 0.1317542249719236 -0.065353580368889705 -0.032948364348806165 0.014701004603855086 -0.029875835670163005 -0.046293686421255989 0.21876420312258132 0.085372290789406488 -0.10565868730120585 -0.063060191540561597 -0.011994530459619448 -0.36344629352291424 -0.25646942252146632 0.16027352442344031
leaf_weight=622 1040 3054 437 3719 5575 1585 1101 2668 1369 725 706 634 718 104 1399 404 151 75 180 2750 131 488 83 324 44 1090 199 32 36 25
leaf_count=622 1040 3054 437 3719 5575 1585 1101 2668 1369 725 706 634 718 104 1399 404 151 75 180 2750 131 488 83 324 44 1090 199 32 36 25
internal_value=0 -0.0206878 0.044354 -0.0394661 -0.0539778 0.0299094 0.0174329 0.00193278 0.0190023 -0.0138884 0.0880186 0.105873 0.0493267 0.0717782 0.0639785 0.00037469 0.0400069 0.0647577 0.0496883 0.00756935 -0.00256529 0.00550848 0.13304 0.091284 0.0625316 -0.0410628 -0.0682508 -0.124507 -0.0787224 -0.0394154
internal_weight=0 21459 10009 14567 9294 7521 5505 3920 6892 5273 2488 1782 1887 1169 2016 3458 1252 709 1579 5005 3636 3238 1073 451 368 1815 398 199 167 129
internal_count=31468 21459 10009 14567 9294 7521 5505 3920 6892 5273 2488 1782 1887 1169 2016 3458 1252 709 1579 5005 3636 3238 1073 451 368 1815 398 199 167 129
is_linear=0
shrinkage=0.0166667


Tree=8
num_leaves=31
num_cat=0
split_feature=60 64 68 64 68 68 66 67 58 68 63 54 65 62 35 14 58 48 62 72 62 58 66 21 63 5 67 41 17 42
split_gain=71006.1 45897.1 16321.3 14815.6 12388.7 12335.7 12408.1 8533.81 8037.01 7693.05 6757.25 6380.97 5825.15 5805.13 5450.92 8197.8 6070.18 7719.6 5346.59 5341.6 4563.73 4441.61 4892.64 4389.72 5149.54 4300.88 4294.22 4183.41 4124.8 3901.45
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 7 5 8 6 10 -2 -3 21 13 -4 -12 -1 16 -16 17 19 -10 25 26 -5 -23 24 -6 -9 28 -28 -8 -19
right_child=1 4 11 9 23 -7 20 14 18 -11 12 -13 -14 -15 15 -17 -18 29 -20 -21 -22 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.60379309665772229 0.28014428717400458 -0.3813365728736815 0.058603903210220437 -0.099095268627137412 -0.36731005300114195 0.16003751350786022 0.19419299820240807 -0.040758281115347766 -0.253435699140033 -0.28683923637786696 0.79808104322677043 -0.15990016639201177 0.37633992403607919 1.4511559897625941 -0.24338637816909323 -2.2969580693678426 0.16320703975102357 -0.58683586877607208 -0.055289283972919261 0.52545119720736355 0.40020211588603605 0.30879597205167109 0.037019117131077132 -0.06872591996608779 -0.77759435459708592 -0.79146587070296803 -0.37697160293319032 0.73482093055469866 1.6298966430482409 -2.0863506752252579
leaf_weight=155 2521 2249 1950 709 523 2748 425 747 2788 529 532 4248 852 169 167 22 2284 131 2662 153 911 1426 1237 172 737 85 256 39 21 20
leaf_count=155 2521 2249 1950 709 523 2748 425 747 2788 529 532 4248 852 169 167 22 2284 131 2662 153 911 1426 1237 172 737 85 256 39 21 20
internal_value=0 -0.10259 0.023274 0.219949 -0.272522 0.31718 0.4457 0.138972 -0.222287 0.0677106 0.634692 -0.0911549 0.538454 1.04578 0.0403593 -0.482426 0.0692501 -0.119656 -0.156653 -0.0175909 0.250301 0.123332 0.182552 -0.542605 -0.607294 -0.117453 0.0660096 -0.229989 0.261793 -0.785447
internal_weight=0 21459 12328 10009 9131 6108 3360 6130 7699 3901 1708 6198 1384 324 3609 189 3420 1136 5450 985 1652 3372 2663 1432 1260 832 741 295 446 151
internal_count=31468 21459 12328 10009 9131 6108 3360 6130 7699 3901 1708 6198 1384 324 3609 189 3420 1136 5450 985 1652 3372 2663 1432 1260 832 741 295 446 151
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=31
num_cat=0
split_feature=70 64 67 64 67 62 67 68 68 57 68 53 68 66 57 68 66 65 53 13 68 3 40 57 57 31 6 57 1 43
split_gain=163017 60146.3 26037.1 22362.6 22052.8 12490.8 12072.8 10059.2 9829.38 7313.38 7193.6 6991.95 6486.97 6213.34 6141.23 5965.22 5909.62 5835.78 5740.9 6253.21 5608.89 5442.68 5401.29 5130.8 5080.33 5095.85 4829.87 4797.38 4733.59 4722.93
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 6 7 24 9 11 27 -2 16 17 14 20 -7 18 -8 -3 -4 -20 -5 -18 -12 -13 -1 -26 -9 -6 -25 -10
right_child=3 4 15 13 8 12 10 26 29 -11 22 23 -14 -15 -16 -17 21 -19 19 -21 -22 -23 -24 28 25 -27 -28 -29 -30 -31
leaf_value=0.54164895862198736 0.098268383077288773 0.75173206774341828 0.47801798832759429 -0.43132090892213704 0.045978689404728358 1.0802120897362926 -0.11724624524694127 -0.07084178193944328 -0.54203297641497483 -0.22667615529414739 -0.7105631894909531 0.35389296519775193 0.44303757329280791 -0.8372222681847945 0.62234674011221613 0.11833736133898176 -0.39683254828789805 0.25935858558242519 0.13970087793167948 0.6676329102205194 -0.90543886203620882 -1.2347094774952738 -0.04093895335748738 -0.054956981744403499 0.15995962333832048 0.76701313592253195 -0.83338809123164737 -0.15581115459055184 0.5500202621141933 0.15806833233345641
leaf_weight=786 980 402 1106 1589 1657 536 930 661 777 2362 903 681 684 808 646 4893 712 600 1982 253 296 87 139 1133 1282 155 95 4077 146 110
leaf_count=786 980 402 1106 1589 1657 536 930 661 777 2362 903 681 684 808 646 4893 712 600 1982 253 296 87 139 1133 1282 155 95 4077 146 110
internal_value=0 0.14188 0.291104 -0.365125 -0.035978 0.497373 -0.259355 0.158916 -0.14542 -0.13139 -0.413689 0.242015 0.688139 -0.605219 0.829974 0.18867 -0.288608 0.456898 0.291675 0.199462 -0.505771 -0.488066 -0.621237 0.132162 0.337243 0.225439 -0.166664 -0.0974983 0.0141022 -0.455211
internal_weight=0 22662 12323 8806 10339 4089 6113 3718 6621 3342 2771 2962 1866 2693 1182 8234 1729 1002 3341 2235 1885 799 1042 1960 2223 1437 756 5734 1279 887
internal_count=31468 22662 12323 8806 10339 4089 6113 3718 6621 3342 2771 2962 1866 2693 1182 8234 1729 1002 3341 2235 1885 799 1042 1960 2223 1437 756 5734 1279 887
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=31
num_cat=0
split_feature=70 64 60 68 64 56 68 66 58 58 60 56 60 60 42 66 2 33 56 19 27 16 65 55 68 46 34 11 25 25
split_gain=132044 48718.5 19748.9 18605.6 18113.7 10401.4 9910.43 8577.92 7448.06 7437.54 7357.17 6967.41 5858.86 5826.09 5707.64 5020.81 4951.95 5676.84 4891.99 4875.92 4560.77 6081.62 4821.1 6197.02 4546.84 4521.94 4241.19 4400.68 4240.54 4060
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 -3 9 6 -4 13 -8 18 -1 20 14 16 19 -6 -14 17 26 -5 -2 21 -11 -22 -24 -7 -17 27 -13 -26 -9
right_child=4 2 5 8 11 24 7 29 -10 10 -12 12 15 -15 -16 25 -18 -19 -20 -21 22 -23 23 -25 28 -27 -28 -29 -30 -31
leaf_value=0.16157973591781843 -0.0022470998033434415 0.11856595049514713 0.0350929461734895 0.16535916720043686 -0.087474333749669356 -0.10762324015424264 -0.20235787973364686 -0.62255517730525889 0.14188777264548103 0.52830366254577654 0.238659101474753 -0.10940909868789379 -0.40829942866672059 -0.13887559988991632 -0.65539539898543264 -0.59859219239973549 -0.76980204455656542 -0.77152368884820199 -0.079647905805655284 0.44559328823141714 0.4696626500324444 0.082187637906053879 0.66941013874546162 -0.42669326637053129 -0.22281325444045752 -1.2359084454586817 0.38866183811968025 -0.7869605803448293 -0.68516211688518525 0.02654096723413792
leaf_weight=2249 945 3120 2294 488 542 4080 2306 340 4358 1150 2289 379 947 2351 92 425 73 65 1405 122 111 154 31 88 745 56 66 48 100 49
leaf_count=2249 945 3120 2294 488 542 4080 2306 340 4358 1150 2289 379 947 2351 92 425 73 65 1405 122 111 154 31 88 745 56 66 48 100 49
internal_value=0 0.0851282 -0.0215868 0.174662 -0.219075 -0.0821598 -0.155613 -0.251208 0.0939269 0.257777 0.314369 -0.363131 -0.422635 -0.0802392 -0.169886 -0.497389 -0.25346 -0.18591 -0.0164871 0.0489586 0.427341 0.475618 0.153632 -0.141154 -0.136775 -0.672791 -0.108699 -0.185574 -0.277529 -0.540792
internal_weight=0 22662 10339 12323 8806 7219 6113 2695 6251 6072 3823 2693 2059 3418 634 1428 631 558 1893 1067 1534 1304 230 119 4925 481 493 427 845 389
internal_count=31468 22662 10339 12323 8806 7219 6113 2695 6251 6072 3823 2693 2059 3418 634 1428 631 558 1893 1067 1534 1304 230 119 4925 481 493 427 845 389
is_linear=0
shrinkage=0.0666667


Tree=11
num_leaves=31
num_cat=0
split_feature=70 64 64 60 57 60 57 60 56 56 62 60 56 56 54 59 56 55 59 56 54 7 32 66 62 18 56 56 12 7
split_gain=170641 64462 23893.2 21138.4 17557.8 12023.5 11088.8 9828.57 9482.52 9358 7162.35 7114.31 7081.22 6914.22 5430.32 5054.88 6791.6 4955.11 5318.82 5348.37 4792.78 4777.01 5222.69 4764.22 4761.76 4560.85 4329.74 4301.99 4311.6 4254.36
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 7 20 8 17 15 27 11 -8 -4 -1 24 -7 29 25 -17 -6 -19 -20 -3 22 23 -21 -9 -5 -22 -2 -29 -10
right_child=2 3 10 6 5 13 9 12 14 -11 -12 -13 -14 -15 -16 16 -18 18 19 21 26 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.3741645505112377 0.063454593359745723 0.13419714484192224 -0.26314328646342816 0.14264919677443241 0.18926443738578963 0.088947372859605772 -0.010140534739665809 -0.12938966090430593 0.16549794728348061 -0.10629836732762933 -0.15437884055421106 0.18809183056503204 -0.14745764778029341 0.011237954957682183 0.093136046625910407 0.093988218136601048 -0.055186541969643101 0.17313488254533013 0.1440331055452892 -0.068651172590343215 0.11618006150956479 0.23334125333789427 -0.23922233134508133 0.1111760853978446 -0.0027531719349800994 -0.092138449570773981 0.011334365086062559 -0.034207288983614768 -0.21777502989369119 0.38953327119442416
leaf_weight=305 454 731 1309 493 936 2110 1735 560 736 3196 1384 908 2794 3204 1973 471 1211 676 512 352 577 93 104 306 803 113 1812 1343 159 108
leaf_count=305 454 731 1309 493 936 2110 1735 560 736 3196 1384 908 2794 3204 1973 471 1211 676 512 352 577 93 104 306 803 113 1812 1343 159 108
internal_value=0 0.0483867 -0.124522 -0.0129896 0.0998814 0.0721449 -0.0443235 -0.0880785 0.156958 -0.0724647 -0.207247 0.234878 -0.117071 0.0420936 0.123406 0.0163252 -0.0134141 0.125751 0.0966522 0.0588305 0.0595102 0.00780852 -0.0197171 0.0149767 -0.0547828 0.0988687 0.0366571 -0.0264613 -0.0536396 0.194166
internal_weight=0 22662 8806 10339 12323 8293 7219 6113 4030 4931 2693 1213 4157 5314 2817 2288 1682 2979 2043 1367 3120 855 762 658 1363 606 2389 1956 1502 844
internal_count=31468 22662 8806 10339 12323 8293 7219 6113 4030 4931 2693 1213 4157 5314 2817 2288 1682 2979 2043 1367 3120 855 762 658 1363 606 2389 1956 1502 844
is_linear=0
shrinkage=0.0333333


Tree=12
num_leaves=31
num_cat=0
split_feature=70 64 67 67 64 58 62 67 68 68 54 60 47 38 56 57 57 72 53 60 56 56 58 40 55 60 25 62 68 42
split_gain=116932 43514.7 21690.7 18776.5 16160.6 11989 11046.6 10699.2 7623.73 7323.04 6232.53 9399.19 6108.01 7211.18 6058.66 7515.32 6009.92 6438.17 5922.12 5753.38 5682.96 5554.8 5483.33 6485.62 5701.75 5460.48 5723.59 5654.98 5254.15 4975.99
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 8 7 -4 12 16 18 19 -8 -12 22 -14 29 -16 -2 -18 20 -5 -3 -13 23 24 -1 26 -17 -28 -9 -6
right_child=4 3 5 9 14 -7 10 28 -10 -11 11 21 13 -15 15 25 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.21290072146803141 0.10933248734747879 0.83631116562197372 -0.027122133354905459 0.075895035377998549 -0.12761315261963171 0.23416494884243672 0.84095398187435144 -0.25771398084841995 -0.13472310841605856 -0.39949823137495577 0.75283268909411216 0.48927913814040691 -0.31167528466920236 0.97063011607298488 -0.28514365412817594 -0.32613750979522527 -0.26022867994529003 0.17822543838900506 0.11995971464057814 -0.15095510005919199 0.28297052489268404 -0.14119125869419935 0.48241228791047891 -0.73654463976234585 0.44615755756127551 -0.84751431747855421 -2.6547178496013988 -0.51226944029331212 -0.54198855368769949 -0.92302260431258576
leaf_weight=192 980 246 2539 1522 542 5695 737 1729 756 887 570 281 280 52 563 442 1958 404 1960 4212 756 278 1207 77 415 1004 22 28 1042 92
leaf_count=192 980 246 2539 1522 542 5695 737 1729 756 887 570 281 280 52 563 442 1958 404 1960 4212 756 278 1207 77 415 1004 22 28 1042 92
internal_value=0 0.120163 0.247089 -0.0311188 -0.309237 0.153596 0.435357 -0.219322 0.148717 -0.132105 0.614756 0.467096 0.284768 -0.110832 -0.51334 -0.596571 -0.0988566 -0.185235 0.22106 -0.0907413 0.418821 0.175736 0.354223 0.128018 0.237691 -0.713773 -0.440854 -1.45495 -0.364612 -0.243035
internal_weight=0 22662 12323 10339 8806 8234 4089 6113 3718 6621 1866 1129 2223 332 2693 2059 3342 2362 2962 5734 1002 559 1891 684 607 1496 492 50 2771 634
internal_count=31468 22662 12323 10339 8806 8234 4089 6113 3718 6621 1866 1129 2223 332 2693 2059 3342 2362 2962 5734 1002 559 1891 684 607 1496 492 50 2771 634
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=31
num_cat=0
split_feature=56 57 57 53 54 59 55 53 54 68 53 54 35 55 54 59 43 32 54 61 63 48 59 55 63 55 14 45 6 53
split_gain=43995 30526.2 17147.9 15441.1 9802.18 8997.85 9312.25 8034.44 7998.77 7208.88 7151.6 7034.64 6395.85 5694.41 6462.97 5543.84 5465.64 5911.43 5464.42 6574.68 6980.3 4904.8 4760.52 5648.62 4905.37 4616.29 4532.92 5791.32 4916.35 4483.46
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 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=2 8 7 9 12 18 -7 -1 16 -3 15 -8 25 21 -15 -6 17 -2 19 -5 -21 -9 -10 24 -24 -4 28 -28 -20 -25
right_child=1 3 4 5 10 6 11 13 22 -11 -12 -13 -14 14 -16 -17 -18 -19 26 20 -22 -23 23 29 -26 -27 27 -29 -30 -31
leaf_value=0.65027632661079082 0.22885141161801048 0.047239071383456385 0.56462347018460379 0.40027273819731202 0.48717923642407546 -0.14370762501690826 -0.23355050825039417 0.44063884610035353 0.15038508232983572 -0.15807228459430978 -0.035586448936033542 -0.4811708901234763 -0.4262330232465521 0.5090072141883526 0.10514643237074658 0.09664224647468217 -0.13149359997843449 0.74767937012321761 -0.085332621673556874 -0.1084960536008461 0.96649647583112575 1.3292882475939891 0.17218251676290836 0.045068289755784585 -0.53844570175365158 0.2178624663720527 -0.33566814210902729 -1.4548029975739079 -0.48992406767666424 -0.18379804655196852
leaf_weight=469 1410 3593 323 282 318 2519 1584 314 1487 1774 3802 1603 94 356 1212 1224 254 171 1989 899 44 50 1069 963 72 1527 243 37 233 1553
leaf_count=469 1410 3593 323 282 318 2519 1584 314 1487 1774 3802 1603 94 356 1212 1224 254 171 1989 899 44 50 1069 963 72 1527 243 37 233 1553
internal_value=0 -0.0657214 0.147729 -0.13347 0.0840967 -0.197675 -0.263453 0.340878 0.0779502 -0.0206242 0.0258072 -0.358099 0.244333 0.265771 0.196839 0.177181 0.227321 0.284968 -0.0969705 0.0472366 -0.0583373 0.562706 0.0246656 -0.0264541 0.12734 0.278405 -0.167576 -0.483554 -0.127758 -0.0961994
internal_weight=0 21779 9689 14800 7288 9433 5706 2401 6979 5367 5344 3187 1944 1932 1568 1542 1835 1581 3727 1225 943 364 5144 3657 1141 1850 2502 280 2222 2516
internal_count=31468 21779 9689 14800 7288 9433 5706 2401 6979 5367 5344 3187 1944 1932 1568 1542 1835 1581 3727 1225 943 364 5144 3657 1141 1850 2502 280 2222 2516
is_linear=0
shrinkage=0.0833333


Tree=14
num_leaves=31
num_cat=0
split_feature=70 64 67 67 64 62 58 67 68 68 68 66 62 63 56 57 25 59 56 58 56 58 46 53 66 65 58 50 56 12
split_gain=91138.7 34304.5 16011.8 14722.5 12674.1 8616.85 8557.68 8416.61 5787.54 5497.12 5342.22 6040.64 5295.95 6904.28 5226.95 5167.22 7155.92 4858.13 4904.08 4461.42 5036.35 4305.97 4294.67 4216.32 4123.95 19381 6137.43 4726.71 4353.81 4215.68
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 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=1 2 5 8 7 -1 -4 10 21 24 14 -12 13 -13 -2 -16 -17 -7 -19 -6 -21 -3 -9 -8 26 -26 28 -27 29 -5
right_child=4 3 6 9 19 17 23 22 -10 -11 11 12 -14 -15 15 16 -18 18 -20 20 -22 -23 -24 -25 25 27 -28 -29 -30 -31
leaf_value=0.18565273267661903 0.22401345293722907 0.0090884369105694047 -0.01067120177765216 0.27512967150728662 -0.50806016284722233 0.55708397835239221 0.24449904373065262 -0.28020172872927868 -0.086964090755911522 -0.2619970091354924 -0.095590651607897092 -0.17430836471622108 -0.13649872591395656 -1.2150113975436523 0.16911328196323872 -0.25564535191260906 0.42645626252122004 0.47841543308003398 0.16694590138165821 -0.089642558144152965 -0.35653329474896833 0.2054616737998099 -0.015351137468068403 0.10841736527167262 -0.060131214928235588 -0.58372322059786108 0.069436989144566058 -1.4451215672173672 -0.28638133794534115 -0.79126177243888385
leaf_weight=2223 530 904 2539 159 670 719 1945 2368 756 887 1370 61 135 87 374 686 99 521 626 544 1479 2058 403 3750 2631 244 2077 42 557 24
leaf_count=2223 530 904 2539 159 670 719 1945 2368 756 887 1370 61 135 87 374 686 99 521 626 544 1479 2058 403 3750 2631 244 2077 42 557 24
internal_value=0 0.0795643 0.164086 -0.0211768 -0.204757 0.285403 0.10384 -0.145036 0.0982548 -0.0882433 -0.0649023 -0.160753 -0.476205 -0.786073 0.0289058 -0.0603151 -0.169622 0.404237 0.308424 -0.340319 -0.284764 0.145529 -0.241683 0.154893 -0.0613651 -0.12387 0.00335873 -0.710222 -0.182107 0.135275
internal_weight=0 22662 12323 10339 8806 4089 8234 6113 3718 6621 3342 1653 283 148 1689 1159 785 1866 1147 2693 2023 2962 2771 5695 5734 2917 2817 286 740 183
internal_count=31468 22662 12323 10339 8806 4089 8234 6113 3718 6621 3342 1653 283 148 1689 1159 785 1866 1147 2693 2023 2962 2771 5695 5734 2917 2817 286 740 183
is_linear=0
shrinkage=0.075


Tree=15
num_leaves=31
num_cat=0
split_feature=60 57 53 57 7 55 53 62 53 2 5 55 47 27 1 62 48 63 55 61 73 5 48 3 61 48 12 9 41 46
split_gain=45041.1 26980.5 10983.9 9791.38 6211.09 5786.89 7152.17 4585.02 4573.02 5460.78 4609.35 4872.6 4344.2 4330.07 4242.37 4020.7 7278.89 3984.76 3936.89 4583.77 4069.82 3871.96 3732.24 3655.19 3439.44 3430.99 2983.83 2963.83 2959.09 4174.62
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 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
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 8 4 18 -3 14 26 17 -2 10 -10 -12 22 -6 27 16 -13 -4 19 -1 23 -20 -11 -21 -24 -17 28 -5 -7 -30
right_child=1 2 7 5 13 6 -8 -9 9 12 11 15 -14 -15 -16 25 -18 -19 21 20 -22 -23 24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.70020628983620559 0.10698571125229017 -0.041329969090719093 -0.091368387133378109 0.07817761987723687 0.19384802960163477 0.11761454205021722 -0.0036126394819335217 -0.071514075643097044 0.053692614351826498 -0.0061471212618693675 0.14824128443752968 -0.21859041134308199 -0.44341118144600289 -0.14587623610016728 0.34038384224741014 -0.12903133950639153 -1.041772421821952 -0.17914070887897077 0.16827355879644723 0.36805960562557088 -0.15923422351479533 -0.053321789875963699 -0.90864726426926534 -0.17296217813023501 -0.1824716647318195 0.41628755663122452 -0.056146647553276086 0.25344118886730738 0.42021867638033944 -0.20144785724551184
leaf_weight=64 1887 4667 2220 1485 490 1199 3920 3977 3880 407 143 167 92 116 218 164 32 3097 1825 289 54 221 22 35 63 35 206 288 173 32
leaf_count=64 1887 4667 2220 1485 490 1199 3920 3977 3880 407 143 167 92 116 218 164 32 3097 1825 289 54 221 22 35 63 35 206 288 173 32
internal_value=0 -0.0408536 -0.0794173 0.0875889 -0.0217757 0.0591453 0.0328289 -0.112121 0.0406549 0.0156467 0.0346287 -0.102096 -0.128051 0.128818 0.132239 -0.192041 -0.350961 -0.142493 0.173571 0.308892 0.242637 0.144338 -0.069081 0.309616 -0.370423 -0.033121 0.121556 0.106647 0.147629 0.323178
internal_weight=0 21459 14567 10009 5273 7521 5530 9294 6892 5005 4421 541 584 606 1991 398 199 5317 2488 442 378 2046 492 324 85 199 1610 1773 1404 205
internal_count=31468 21459 14567 10009 5273 7521 5530 9294 6892 5005 4421 541 584 606 1991 398 199 5317 2488 442 378 2046 492 324 85 199 1610 1773 1404 205
is_linear=0
shrinkage=0.05


Tree=16
num_leaves=31
num_cat=0
split_feature=60 64 54 62 38 62 68 53 68 62 28 38 53 66 67 68 46 7 26 53 64 42 72 63 63 7 35 14 66 1
split_gain=36483.2 16614.9 9572.72 6946.71 7055.8 5720.32 7314.17 5109.93 5956.21 4970.56 5623.01 4927.7 4926.32 4384.49 4226.68 4802.54 4070.79 4022.59 3972 3886.88 3870.57 4988.9 3603.63 3550.29 3492.32 3727.89 4612.09 3478.49 4121.67 3450.3
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 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 5 4 -1 -2 -7 8 13 -9 18 14 17 -3 15 19 -12 -4 -11 -5 21 27 23 -19 -14 -26 -27 -21 -29 -17
right_child=1 7 12 11 -6 6 -8 9 -10 10 16 -13 24 -15 -16 29 -18 22 -20 20 -22 -23 -24 -25 25 26 -28 28 -30 -31
leaf_value=0.0024129047724914077 -0.0061976036476656914 0.07150156504937448 -0.00050475494421066869 0.44791279517100135 0.27502425795657226 0.27354855087922292 0.038181267331157051 -0.20909775900746597 -0.29025343245629109 -0.074447663728603952 -0.24487578975207586 -0.0013046878642107107 0.032359284441793715 -0.10220490366053808 0.11506910591712856 0.056758124010941602 -0.88412793362751996 0.60828563371473121 0.29831959230093219 0.21252099550861658 0.12328095178921927 0.8165777839692655 -0.26191817637946874 0.1397210672469687 -0.0840528034549997 -0.22696797428020402 -1.0561093046019476 1.5432461102803545 0.25924170001347863 0.50507854234938532
leaf_weight=3438 1766 1389 2686 531 481 1142 1207 3219 385 2447 298 830 998 1207 2690 745 52 121 134 411 663 90 54 177 3708 437 32 20 25 85
leaf_count=3438 1766 1389 2686 531 481 1142 1207 3219 385 2447 298 830 998 1207 2690 745 52 121 134 411 663 90 54 177 3708 437 32 20 25 85
internal_value=0 -0.0490243 0.00146109 0.105107 0.035872 0.084455 0.152608 -0.117186 -0.0455529 -0.151908 -0.089098 0.14966 -0.0401217 -0.00926258 0.173482 0.234622 -0.33985 0.0272659 -0.0550944 0.297564 0.23153 0.362975 0.239175 0.329977 -0.0796819 -0.106452 -0.283541 0.273448 0.82991 0.10267
internal_weight=0 21459 12328 10009 3919 4115 2349 9131 2981 6150 2931 6090 8213 2596 5260 2570 350 3038 2581 1740 1209 546 352 298 5175 4177 469 456 45 830
internal_count=31468 21459 12328 10009 3919 4115 2349 9131 2981 6150 2931 6090 8213 2596 5260 2570 350 3038 2581 1740 1209 546 352 298 5175 4177 469 456 45 830
is_linear=0
shrinkage=0.0666667


Tree=17
num_leaves=31
num_cat=0
split_feature=70 64 68 67 57 64 67 67 42 60 68 68 68 59 6 68 63 6 63 62 43 53 60 62 18 9 24 63 63 63
split_gain=73211.6 23955.9 11325 10831.4 9015.59 8912.24 6240.88 5305.48 7626.77 4571.17 4149.18 3850.92 3799.22 4137.11 3780.6 3596.76 4697.21 4674.58 3564.36 5681.92 3449.24 3958.61 3389.52 3777.13 3526.39 4369.78 3360.98 4826.22 3446.17 3343.96
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 1.5000000000000002 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 10 7 6 11 22 26 -4 -3 -2 -5 -14 -12 17 -17 -8 -16 -20 -15 -22 23 24 25 -1 -9 -28 -29 -6
right_child=5 3 9 12 29 -7 15 8 -10 -11 14 -13 13 20 18 16 -18 -19 19 -21 21 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.13163089374568135 0.020281679913028858 0.17279117707037955 0.22621501877867867 -0.064072727550083947 0.38552397575453334 -0.39625933760053639 -0.26023980439637534 0.32669060001352285 -0.35528147822827294 0.039139244691916465 -0.004903057163493897 -0.19441934288014573 0.079620806729689436 -0.50085787742487764 0.12243920649800982 -0.48280262437321753 0.52015175570030603 0.2516466791529467 -2.2988081352710723 -0.32493543965475902 -0.99788926783062171 0.59067550546699954 0.44689372763293395 1.0807790332010103 1.373625485344631 1.2720383312020984 -0.36539416251083218 2.2871338016313056 0.87623106990541744 0.14787640783624945
leaf_weight=168 1689 2962 1859 5734 732 2693 1527 837 157 4392 661 1653 229 575 35 993 49 202 25 35 21 62 641 239 41 42 24 23 70 3098
leaf_count=168 1689 2962 1859 5734 732 2693 1527 837 157 4392 661 1653 229 575 35 993 49 202 25 35 21 62 641 239 41 42 24 23 70 3098
internal_value=0 0.0950814 0.189257 -0.0171659 0.286525 -0.244689 -0.177917 0.445787 0.290578 0.0947742 0.119421 -0.0859125 -0.093866 -0.286464 -0.0896805 -0.288881 -0.435639 -0.200436 -0.679553 -1.14738 -0.413871 0.188749 0.598252 0.796254 0.525332 0.359712 0.396867 0.898896 1.22516 0.193296
internal_weight=0 22662 12323 10339 6072 8806 6113 2242 1111 6251 3718 3342 6621 887 756 2771 1042 1729 95 60 658 83 1131 490 251 210 954 117 93 3830
internal_count=31468 22662 12323 10339 6072 8806 6113 2242 1111 6251 3718 3342 6621 887 756 2771 1042 1729 95 60 658 83 1131 490 251 210 954 117 93 3830
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=31
num_cat=0
split_feature=70 64 56 56 56 57 58 66 53 57 54 58 8 7 64 44 38 31 9 5 9 8 11 9 43 37 72 37 54 53
split_gain=59301.4 19404.3 10534.5 9603.85 7362.38 6221.99 6193.3 5994.41 5193.52 5091.38 5027.04 4688.75 4521.89 4509.44 4124.22 4120.31 4108.44 5080.16 5419.05 4073.67 4061.87 5183.86 3740.97 4009.7 5573.14 3620.59 4008.58 3520.48 5092.59 4995.52
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 10 9 -3 -4 16 14 13 -1 -2 22 -12 15 -7 -9 17 -5 -19 27 -13 -22 23 -6 25 26 -25 -8 -29 -30
right_child=2 4 5 6 11 7 19 8 -10 -11 12 20 -14 -15 -16 -17 -18 18 -20 -21 21 -23 -24 24 -26 -27 -28 28 29 -31
leaf_value=0.46512087741812969 0.2391504648931041 0.11706546184221583 -0.13165223861608999 -0.10784426995584261 -0.30654095972253015 -0.17878299031824885 0.23673111699066005 -0.25519342039748477 -0.62186193857923566 0.22281848291556039 -0.15511829708616537 0.019305065321051959 0.48352631416361214 0.57779331569870318 -0.43050555064159673 -1.3714446170695334 0.29760535683029543 0.53143229487272892 -0.54267841423379959 -0.083893529626911531 -0.16058190628234542 -1.231863949323694 0.20575381710759497 0.16482008668967493 -1.1837399893440306 -0.55791160452824373 1.1706678225829894 0.34054250195944985 0.16256987118186095 -0.59159106081397972
leaf_weight=1213 499 2983 1815 2240 1566 1915 4003 406 1137 3042 1834 4426 118 60 986 36 378 247 58 554 766 48 210 207 32 52 49 231 156 201
leaf_count=1213 499 2983 1815 2240 1566 1915 4003 406 1137 3042 1834 4426 118 60 986 36 378 247 58 554 766 48 210 207 32 52 49 231 156 201
internal_value=0 0.0855733 -0.22022 0.170331 -0.0154493 -0.288146 0.10622 -0.350709 -0.503581 0.291893 -0.0441023 -0.0691866 -0.116512 -0.235683 -0.264339 -0.34611 -0.0100198 -0.0557103 0.327175 0.172259 -0.0184525 -0.223753 -0.194823 -0.238958 0.0723218 0.202822 0.357346 0.203169 -0.0253122 -0.262042
internal_weight=0 22662 8806 12323 10339 6355 8068 4540 1639 4255 2451 7356 1952 502 2901 442 2923 2545 305 5145 5240 814 2116 1906 340 308 256 4591 588 357
internal_count=31468 22662 8806 12323 10339 6355 8068 4540 1639 4255 2451 7356 1952 502 2901 442 2923 2545 305 5145 5240 814 2116 1906 340 308 256 4591 588 357
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=31
num_cat=0
split_feature=70 60 57 60 56 56 56 7 54 64 54 66 68 57 47 68 46 59 55 6 19 63 65 54 42 40 31 25 51 59
split_gain=48034.1 17810.9 11603.8 8867.1 8441.19 8341.53 7825.4 5924.42 5578.96 5369.71 4993.12 4747.54 4771.63 4705.69 5006.47 4409.11 4068.11 3912.09 6968.8 3895.45 4370.17 3863.67 3773.36 4787.34 3703.14 3647.91 3561.39 3774.98 3544.77 4605.53
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 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 10 -2 24 11 8 17 -5 15 -3 12 -1 -8 21 26 -17 19 -19 -7 -21 -15 -11 -24 -4 -14 -6 -28 29 -25
right_child=3 2 4 6 9 7 13 -9 -10 22 -12 -13 25 14 -16 16 -18 18 -20 20 -22 -23 23 28 -26 -27 27 -29 -30 -31
leaf_value=0.43246554235604551 -0.032515758806196469 0.19841386556426965 0.022037380704501487 0.15465102863863123 0.037560299659662337 0.2078432437852194 -0.12225021553862089 0.28360017534078613 -0.12439613652000645 -0.063234386042857055 0.05171703209428842 0.11247889104484023 0.2470638441574543 -0.20812137158212587 -0.053706766012348708 -0.044162915046025444 -0.33746701934649243 0.17462727614763768 -0.033933486968632146 0.0099395146687009002 -0.92818130101913054 -0.37665674765728291 -0.062059626378126981 -0.16948502599391052 0.21413252020538046 -0.25225913937275224 0.51534251247274354 -0.42842427406347161 0.021062475578932496 -0.47465330567730329
leaf_weight=790 2737 1427 3330 409 1167 1174 1311 647 1438 1540 3718 667 391 1010 395 1643 241 1026 2327 146 26 1506 622 384 515 78 131 22 136 514
leaf_count=790 2737 1427 3330 409 1167 1174 1311 647 1438 1540 3718 667 391 1010 395 1643 241 1026 2327 146 26 1506 622 384 515 78 131 22 136 514
internal_value=0 0.051344 0.0107173 -0.132132 -0.0303056 0.137324 -0.177057 0.0944669 -0.0626039 -0.0772099 0.0924044 0.256281 0.332465 -0.227127 -0.27436 -0.0162209 -0.0816822 0.0684254 0.029885 0.164433 -0.131869 -0.309001 -0.138352 -0.208207 0.0477666 0.164021 0.0772102 0.379637 -0.296121 -0.344158
internal_weight=0 22662 15390 8806 10245 7272 6069 5346 1847 6400 5145 1926 1259 4222 2911 3204 1884 4699 3353 1346 172 2516 3196 1656 3845 469 1320 153 1034 898
internal_count=31468 22662 15390 8806 10245 7272 6069 5346 1847 6400 5145 1926 1259 4222 2911 3204 1884 4699 3353 1346 172 2516 3196 1656 3845 469 1320 153 1034 898
is_linear=0
shrinkage=0.0666667


Tree=20
num_leaves=31
num_cat=0
split_feature=70 67 58 56 54 56 59 57 66 66 56 42 5 53 31 54 57 47 27 53 65 10 15 66 6 15 7 8 18 23
split_gain=63658.2 21756.2 9350.22 9326.55 7590.44 9883.36 6319.25 5173.5 5136.12 4800.98 4603.23 6577.92 4572.33 4450.54 4335.04 4176.89 4082.84 4910.8 4626.17 4519.17 6101.21 4518.24 3918.19 3902.93 5135.86 3839.67 3783.85 3682.73 3655.75 3647.89
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 10 15 23 12 25 -5 -9 -4 22 28 16 14 26 -2 17 18 21 -19 -21 -6 -3 24 -1 -7 -10 -17 -12 -8
right_child=3 2 9 7 5 6 29 8 13 -11 11 -13 -14 -15 -16 27 -18 19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.1311168799474281 0.048934865240959483 0.036807567812294502 0.031168956565712246 -0.037344793999110948 0.24056248689432524 0.06806890076014481 -0.0060677151364706191 -0.067295061373546711 -0.060212682705921255 -0.0027612337709728985 -0.015076503616191242 -0.13328586566984374 -0.027427915410827036 -0.15003174674969982 -0.25637020326910487 -0.04082437207457186 0.068692892365228048 0.22921059285955769 -0.00213007484562695 -0.50864899754524229 0.04163958073100623 -0.021849095108716386 -0.11760767111233597 0.054975386325625791 -0.016384609991853889 -0.065820678387651377 0.16502445985404948 0.10326250861872431 -0.093028346814215179 -0.11734151061678277
leaf_weight=1394 499 896 6160 1815 378 1180 1667 2901 387 4518 2287 428 207 1137 62 1834 1094 28 74 20 34 46 116 1162 165 151 53 118 450 207
leaf_count=1394 499 896 6160 1815 378 1180 1667 2901 387 4518 2287 428 207 1137 62 1834 1094 28 74 20 34 46 116 1162 165 151 53 118 450 207
internal_value=0 0.0221653 0.00440751 -0.0570417 0.0559544 0.0379239 0.0112255 -0.0730198 -0.0872819 0.0168127 -0.0273048 -0.042145 0.0834147 -0.122658 -0.0606593 -0.0156134 0.097121 0.150742 0.180261 -0.0285285 -0.162171 0.212093 0.0191078 0.0896563 0.115506 0.0528793 -0.0330818 -0.0321142 -0.0278928 -0.0183589
internal_weight=0 22662 14855 8806 7807 5086 3205 6355 4540 10678 4177 3165 1881 1639 502 2451 1674 580 498 82 54 424 1012 2721 1559 1331 440 1952 2737 1874
internal_count=31468 22662 14855 8806 7807 5086 3205 6355 4540 10678 4177 3165 1881 1639 502 2451 1674 580 498 82 54 424 1012 2721 1559 1331 440 1952 2737 1874
is_linear=0
shrinkage=0.025


Tree=21
num_leaves=31
num_cat=0
split_feature=60 64 54 54 53 55 53 26 7 55 17 0 24 53 1 18 61 27 33 30 54 10 63 15 26 27 43 67 64 9
split_gain=24259.3 10379.5 6500.05 5257.35 4821.85 4398.44 4339.73 5041.57 4281.57 3847.28 4051.59 3688.75 3760.32 3606.74 3598.73 4397.97 3513.08 4745.99 4410.83 3741.4 3367.71 5455.35 4041.54 5754.04 6457.65 3471.29 3169.44 3309.55 3152.1 3432.56
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 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=3 2 9 8 -5 16 7 -3 -1 -2 11 26 -13 -4 20 -16 17 -6 19 28 21 22 -8 24 -24 -25 -11 -28 29 -18
right_child=1 6 13 4 5 -7 14 -9 -10 10 -12 12 -14 -15 15 -17 18 -19 -20 -21 -22 -23 23 25 -26 -27 27 -29 -30 -31
leaf_value=0.16442335833525901 0.21140800019160313 -0.0087903241256038819 0.027985737435023073 0.17455379301268881 0.49863161960538005 -0.015511389059263645 0.0073644735615538519 -0.47316667116141026 0.48364531379957543 0.086728588670450552 0.44110635429223377 -0.12175038034810459 -0.89590875826941607 -0.081826103171684622 0.13678407446492333 -0.37565133089473585 0.21822901954860183 -0.35391571763826879 -0.32156874502893373 -0.26384792427221937 -0.21750645164947691 0.27314278749473997 -0.38937688954027277 0.43096194842377228 0.44145554480185878 -0.5959840435248156 0.13120624648304435 -0.39685576179040172 0.0046197249116124335 0.73406985000688219
leaf_weight=2167 1083 2823 3038 2043 284 3882 713 158 307 2148 150 373 45 5175 506 136 524 49 153 132 3597 237 759 111 65 26 127 189 370 98
leaf_count=2167 1083 2823 3038 2043 284 3882 713 158 307 2148 150 373 45 5175 506 136 524 49 153 132 3597 237 759 111 65 26 127 189 370 98
internal_value=0 -0.0479717 -8.81667e-05 0.10285 0.0696271 0.0305948 -0.11262 -0.0334034 0.204036 0.0819787 0.0357479 0.0146501 -0.205093 -0.0412066 -0.151018 0.0282308 0.141765 0.373182 0.0814191 0.136274 -0.171911 -0.0860887 -0.136948 -0.244018 -0.323838 0.236067 0.0519279 -0.184628 0.189516 0.299503
internal_weight=0 21459 12328 10009 7535 5492 9131 2981 2474 4115 3032 2882 418 8213 6150 642 1610 333 1277 1124 5508 1911 1674 961 824 137 2464 316 992 622
internal_count=31468 21459 12328 10009 7535 5492 9131 2981 2474 4115 3032 2882 418 8213 6150 642 1610 333 1277 1124 5508 1911 1674 961 824 137 2464 316 992 622
is_linear=0
shrinkage=0.08


Tree=22
num_leaves=31
num_cat=0
split_feature=56 60 57 57 53 60 59 59 7 20 35 59 6 55 61 30 68 60 42 61 31 45 55 30 43 68 10 59 62 8
split_gain=24367.1 14846.5 13513.3 9027.86 6718.6 6610.74 6883.15 6139.83 6112.22 5595.37 5412.33 5223.74 7219.68 6913.87 4938.76 4715.85 4711.66 4996.03 4713.46 4395.23 4279.87 4143.69 4028.77 3804.95 4030.77 3777.94 3761.6 3705.99 3701.51 4116.1
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 8 27 16 25 28 20 19 11 -10 -8 12 -2 -13 -14 -9 17 -1 -19 -6 -7 -11 -12 24 -16 26 -4 -3 29 -5
right_child=1 2 4 5 7 6 10 15 9 21 22 13 14 -15 23 -17 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.59022600166386141 0.20470659911306005 0.12409730520111908 0.029171294076756261 0.084672570931103378 0.031819666289035174 0.1112880629377916 -0.022856452750707187 -0.25907318160968534 0.3345949169233885 0.029262979694625782 0.035340058065398978 0.13218168039200329 0.43201736771330534 -0.089450850512865165 -0.48218890221775046 -0.59124297469302467 0.06920747139215877 0.30886390079212095 -0.16264430776098834 -0.20027328963473218 0.53953891537368193 -1.0314268552121661 -0.74064067728419336 0.56317958210905394 -1.7025684307922018 -0.18584266253761222 -0.2793789652742879 -0.034019093873966386 0.2723313254341731 -0.79659351604616546
leaf_weight=383 1543 1452 2128 654 872 1359 3510 2731 773 95 72 1364 49 3449 129 333 706 1143 169 1618 184 35 131 20 22 1314 315 3537 1339 39
leaf_count=383 1543 1452 2128 654 872 1359 3510 2731 773 95 72 1364 49 3449 129 333 706 1143 169 1618 184 35 131 20 22 1314 315 3537 1339 39
internal_value=0 -0.048911 -0.0986692 0.109942 -0.157967 0.063772 0.0144235 -0.216188 0.0462278 0.249526 -0.0470524 0.0183114 0.14103 -0.0266404 -0.305575 -0.295174 0.250088 0.325428 0.248128 -0.118994 0.162356 -0.256307 -0.465416 -0.516931 -0.659993 -0.0718992 -0.0106131 0.0119991 0.191417 0.0350775
internal_weight=0 21779 14300 9689 9311 7288 5256 5554 7479 903 3713 6576 1763 4813 220 3064 2401 1695 1312 2490 1543 130 203 171 151 3757 2443 4989 2032 693
internal_count=31468 21779 14300 9689 9311 7288 5256 5554 7479 903 3713 6576 1763 4813 220 3064 2401 1695 1312 2490 1543 130 203 171 151 3757 2443 4989 2032 693
is_linear=0
shrinkage=0.0833333


Tree=23
num_leaves=31
num_cat=0
split_feature=56 54 54 53 67 7 58 53 50 58 2 32 48 9 63 67 21 16 2 55 9 35 40 44 21 42 20 22 45 3
split_gain=19737.3 7828.98 6767.87 5905.68 5254.16 6765.85 5142.88 5038.94 4537.88 4104.5 6101.07 3963.74 3549.54 6331.23 5701.77 3308.35 4943.85 3305.76 3363.19 3289.47 3159.38 3151.76 3254.93 3090.16 2914.64 2777.1 3728.86 2762.58 4745.11 2744.39
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 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
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 17 8 5 -2 20 9 15 10 12 -12 -3 14 -14 25 27 21 -19 -5 -7 22 -1 -6 -24 26 -4 -17 -29 -25
right_child=1 7 3 19 23 6 -8 -9 -10 -11 11 -13 13 -15 -16 16 -18 18 -20 -21 -22 -23 24 29 -26 -27 -28 28 -30 -31
leaf_value=0.2019399078504287 0.081339599806601035 -0.018433804212939175 0.45074703742540323 0.13796422268539174 -0.062077309308749842 -0.27918344151858249 0.82605629419322291 -0.13860370774062741 -0.15875839430688721 0.0361674007287398 -0.51007732251681481 -1.8607340574264528 -0.097328657163307075 0.84164392117943088 -1.4214739067453734 0.14621839859625663 0.81204665086223093 0.46895508025753552 1.5917260488867759 -0.034463888802936778 1.0621696212074974 -0.31445704125441037 0.72551963221504945 0.17405267950035475 -0.22386274902444137 -0.024852590549976454 1.3596298273120608 -0.06564031612305414 -1.7462569463820685 1.1755882619249245
leaf_weight=1773 2600 1123 573 1567 3826 87 229 9354 273 3924 166 25 60 28 71 743 103 241 30 3764 22 104 217 233 38 109 49 84 21 31
leaf_count=1773 2600 1123 573 1567 3826 87 229 9354 273 3924 166 25 60 28 71 743 103 241 30 3764 22 104 217 233 38 109 49 84 21 31
internal_value=0 -0.0528238 0.118738 0.0707403 0.0340379 0.136055 0.55694 -0.0942085 0.21941 -0.0172633 -0.1596 -0.686865 -0.0810449 -0.52326 -0.814995 0.280789 0.15783 0.264268 0.593247 0.0162198 -0.00845163 0.222452 0.249985 -0.0392446 0.584043 0.440754 0.522347 0.0783668 -0.401764 0.291657
internal_weight=0 21779 9689 7286 7028 2938 338 14751 1955 5397 1473 191 1282 159 131 1682 951 2403 271 5331 109 2132 2028 4090 255 731 622 848 105 264
internal_count=31468 21779 9689 7286 7028 2938 338 14751 1955 5397 1473 191 1282 159 131 1682 951 2403 271 5331 109 2132 2028 4090 255 731 622 848 105 264
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=31
num_cat=0
split_feature=70 64 67 67 64 59 31 67 21 58 47 55 54 33 65 54 59 2 68 22 46 68 2 15 15 65 8 46 15 63
split_gain=41116.7 13900.4 7309.98 6698.33 5832.58 4914.21 4612.83 4501.5 4390.54 4003.1 3947.46 4945.94 4624.4 3572.74 4095.1 3562.02 3471.65 4516.19 4006.36 3502.92 3378.58 7253.69 4157 6846.48 5167.37 5115.46 3983.25 3370.67 3258.27 3400.16
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 7 28 8 -2 -3 -5 -7 -12 -13 20 -15 -8 17 -4 -18 -20 22 26 24 25 -6 -24 -22 -9 -1 -30
right_child=4 2 16 9 13 10 15 27 -10 -11 11 12 -14 14 -16 -17 18 -19 19 -21 21 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.26375789849367387 -0.030729928458965577 0.058875237350045698 0.055698368614945398 -0.0080332807473898499 -0.13627263322104241 0.1283407838366088 0.13025300447398158 -0.16145667308851813 0.28283844667352293 0.082556015584446571 0.17754041721167105 0.026564771661964748 -0.52331209463950923 -0.58576277869194748 -0.13239470273714801 -0.24279469990761859 -0.051633738860122139 -0.23521293593579173 -0.26343579563981623 0.15570645156793481 -0.30012669141717291 -1.1101804003348719 0.026304938453574518 -1.131855024474008 0.17639959416662654 -0.51914037569919058 0.58023748898506167 0.026252022478775713 -0.52156850050430048 0.1256469352211026
leaf_weight=1376 3342 2936 1675 2539 1598 2161 134 2368 353 5695 155 104 117 160 130 295 4071 217 576 82 247 39 129 35 216 119 20 403 37 139
leaf_count=1376 3342 2936 1675 2539 1598 2161 134 2368 353 5695 155 104 117 160 130 295 4071 217 576 82 247 39 129 35 216 119 20 403 37 139
internal_value=0 0.0427529 -0.00854912 0.0857954 -0.110023 0.148568 0.058776 -0.0776132 0.0829126 0.0546223 0.097122 -0.0823032 -0.264547 -0.183594 -0.382529 -0.126272 -0.0463553 0.0223327 -0.0738363 -0.211202 -0.159586 -0.345829 -0.132409 -0.346287 -0.0990415 -0.235421 -0.234182 -0.134157 0.232666 -0.0104154
internal_weight=0 22662 10339 12323 8806 4089 3718 6113 3289 8234 2537 376 221 2693 290 429 6621 1892 4729 658 2403 306 2097 283 1814 248 267 2771 1552 176
internal_count=31468 22662 10339 12323 8806 4089 3718 6113 3289 8234 2537 376 221 2693 290 429 6621 1892 4729 658 2403 306 2097 283 1814 248 267 2771 1552 176
is_linear=0
shrinkage=0.06


Tree=25
num_leaves=31
num_cat=0
split_feature=70 64 68 67 60 56 73 4 2 61 54 8 31 63 18 68 8 51 8 14 60 1 68 71 41 54 14 5 58 60
split_gain=33304.5 11259.3 6195.45 5921.08 5486.56 4559.13 4026.79 5095.39 4006.92 3874.15 3808.44 4176.64 3736.39 3647.78 4126.72 3797.42 3735.93 4505.58 3629.66 3726.74 3609.28 3423.22 3415.22 4131.82 3121.84 4034.99 3098.22 2934.88 2822.42 3550.09
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 18 12 6 10 13 9 -4 -8 26 -12 20 15 16 -2 17 -15 28 24 -3 -14 -16 -24 25 -20 -6 -19 -1 -30
right_child=4 3 8 -5 5 -7 7 -9 -10 -11 11 -13 21 14 22 -17 -18 27 19 -21 -22 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.12787195666211332 0.4899566807430169 0.25738798889336695 0.029765414198520634 -0.069532958801880332 0.28142156369202048 -0.27536970248184695 0.18089116951998543 0.61151336083809538 0.27950428099649482 -0.66655423290085525 -0.20549225624977643 0.52945502385860532 -0.29431818843045982 -0.22554048937243484 0.52899032115255518 -0.15448207226784336 0.42207053731970429 0.45465212057692456 0.12278137049078941 0.76640787365890695 0.041870947387511043 0.57119528516553919 -1.3318485856677096 0.17088024713002242 0.53875816698101431 -0.69094600735160594 -0.58158621339206684 -0.591269226372242 0.39404609804073715 0.19189047322775116
leaf_weight=2118 271 1259 5524 6621 362 4222 68 48 727 261 1356 82 377 1336 197 138 119 166 100 42 2030 52 24 77 44 156 47 32 1454 2158
leaf_count=2118 271 1259 5524 6621 362 4222 68 48 727 261 1356 82 377 1336 197 138 119 166 100 42 2030 52 24 77 44 156 47 32 1454 2158
internal_value=0 0.0641294 0.128693 -0.0128237 -0.165035 -0.218043 -0.0474963 -0.350975 0.0588104 -0.491398 -0.0870017 -0.163583 0.088164 0.000983126 -0.0559403 0.272518 -0.117692 -0.159564 0.200636 -0.115833 0.124369 -0.189407 0.286592 -0.186204 -0.239347 -0.373084 0.18225 0.285614 0.219525 0.273268
internal_weight=0 22662 12323 10339 8806 6069 2737 377 6251 329 1847 1438 3718 2360 1951 409 1653 1534 6072 342 3289 429 298 101 300 256 409 198 5730 3612
internal_count=31468 22662 12323 10339 8806 6069 2737 377 6251 329 1847 1438 3718 2360 1951 409 1653 1534 6072 342 3289 429 298 101 300 256 409 198 5730 3612
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=31
num_cat=0
split_feature=57 60 54 60 12 66 0 34 63 54 50 63 10 72 72 62 68 64 55 3 40 4 64 49 1 55 62 4 29 1
split_gain=16733 11349.5 5595.05 4510.88 3549.98 6301.33 6953.6 4150.54 3742.1 3305.71 3783.93 3240.34 3468.12 6510.6 5496.76 4399.34 3659.59 3608.42 4279.56 3723.63 3513.22 3503.82 3406.2 3137.2 3646.03 4865.53 3687.45 3136.29 3056 6617.1
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 4 -3 -1 -2 8 7 -7 -6 10 28 -4 13 16 21 -16 -13 23 -19 20 27 -14 -17 24 -18 26 -26 -20 -5 -30
right_child=1 2 11 9 5 6 -8 -9 -10 -11 -12 12 14 -15 15 22 17 18 19 -21 -22 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=0.2273185472093954 0.077007445109677525 -0.015259202722497625 -0.023505344000826232 0.17936973405970724 0.0045181249157610929 -0.4208776121392912 -1.4604272212584815 0.76385507320656498 1.1359219904868834 0.028994980096998597 0.54762735582888122 -0.13081408415506551 -0.32858529535917325 0.068015050560923329 -1.3701429749719916 0.37512982007530005 -0.33983771032246302 -0.12223688583599022 -1.2079762840898414 0.15638696116370124 0.042815610495480626 0.31711036378575352 -0.99116391233495771 0.12497115212803085 -1.3841205724648067 0.59280246747285126 0.19905622630350051 -0.056170607054675074 -0.027086705896013148 -1.8425219945285631
leaf_weight=2488 6656 5153 1783 1373 513 227 60 34 31 5088 250 3503 629 1149 87 36 1280 151 190 37 33 97 37 216 28 100 31 27 158 23
leaf_count=2488 6656 5153 1783 1373 513 227 60 34 31 5088 250 3503 629 1149 87 36 1280 151 190 37 33 97 37 216 28 100 31 27 158 23
internal_value=0 -0.0475199 -0.0990264 0.1119 0.0522403 -0.138338 -0.4897 -0.266545 0.0689915 0.0702336 0.186543 -0.144879 -0.173238 -0.148804 -0.359245 -0.889818 -0.193323 -0.297942 -0.553175 -0.779905 -0.918477 -0.242315 -0.317375 -0.230394 -0.283736 0.167897 -0.552282 -1.06466 0.128454 -0.257777
internal_weight=0 22088 14567 9380 7521 865 321 261 544 6892 1804 9414 7631 6745 886 160 5596 2093 438 287 250 726 73 1655 1439 159 59 217 1554 181
internal_count=31468 22088 14567 9380 7521 865 321 261 544 6892 1804 9414 7631 6745 886 160 5596 2093 438 287 250 726 73 1655 1439 159 59 217 1554 181
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=31
num_cat=0
split_feature=70 64 64 59 68 9 18 53 12 56 68 66 63 62 61 49 12 60 58 60 56 26 2 33 20 59 63 56 63 58
split_gain=49254.4 15449.5 7615.38 5782.95 5680.12 4890.89 6511 6410.32 4791.01 4697.75 4471.97 6169.66 4680.55 4358.58 4953.08 4327.65 4682.04 4894.48 4362.01 4172.37 3821.44 3775.85 3671.45 3585.37 3509.52 4326.25 4284.96 4215.83 4253.95 3459.46
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 2.5000000000000004 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 10 5 13 6 -3 20 22 -5 -2 -12 -13 -1 21 -16 17 -17 -19 -11 -8 24 -9 29 25 -15 -26 -27 -29 -4
right_child=2 3 23 9 -6 -7 7 8 -10 19 11 12 -14 14 15 16 -18 18 -20 -21 -22 -23 -24 -25 26 27 -28 28 -30 -31
leaf_value=0.035252612151519133 -0.015757337134541513 0.059122675332584917 -0.12770465424445074 0.014211890391112252 0.021676018422868711 -0.046222826819866898 0.42989917889237406 -0.091663607616342985 0.14869023315767024 0.00094370925428425537 -0.043289087352272278 0.05016562914262053 -0.18831951052826057 0.16794034957835571 0.066462584044256978 0.14600906404843436 -0.3362219548994495 0.074607403861715438 -0.23955164303752913 -0.046715156816129283 0.055238231990421029 0.30357394331385601 -0.34876080014002631 -0.16823835396288156 0.36828713947490083 0.13401053959650619 0.094878760754288027 0.020117571971834648 -0.35436893939971925 -0.058050286726617564
leaf_weight=3154 3418 2081 591 2296 6251 500 20 316 47 1822 2306 61 328 297 1563 79 31 47 67 3104 114 65 39 290 67 241 77 364 20 1812
leaf_count=3154 3418 2081 591 2296 6251 500 20 316 47 1822 2306 61 328 297 1563 79 31 47 67 3104 114 65 39 290 67 241 77 364 20 1812
internal_value=0 0.019497 -0.0501751 -0.00303848 0.0384043 0.0254216 0.0391099 -0.0385892 -0.0885048 -0.0153218 -0.0347443 -0.058825 -0.150922 0.0556258 0.0776466 0.0517344 -0.0510338 -0.0052264 -0.11003 -0.0290874 0.111158 0.118588 -0.119908 -0.0852023 0.107309 0.089382 0.22209 0.0520511 0.000613066 -0.0751813
internal_weight=0 22662 8806 10339 12323 3117 2617 536 402 7222 6113 2695 389 6072 2918 1787 224 193 114 4926 134 1131 355 2693 1066 922 144 625 384 2403
internal_count=31468 22662 8806 10339 12323 3117 2617 536 402 7222 6113 2695 389 6072 2918 1787 224 193 114 4926 134 1131 355 2693 1066 922 144 625 384 2403
is_linear=0
shrinkage=0.025


Tree=28
num_leaves=31
num_cat=0
split_feature=56 57 60 62 57 60 53 53 71 16 12 58 30 50 45 53 38 54 10 10 30 68 62 44 54 9 58 30 54 73
split_gain=15881.4 10463.9 7336.81 6742.02 6403.73 5242.96 5116.11 5112.69 3545.42 3939.07 3101.04 3036.36 3756.09 4278.54 3489.32 3268.03 3102.69 3016.15 3335.44 3296.81 3823.48 2954.89 3114.98 3372.46 2939.92 3867.91 4258.36 2939.07 4137.61 3542.86
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 17 11 6 10 8 21 -5 -10 -6 16 13 15 -14 -13 -1 19 -19 -3 -21 22 -4 -24 -8 -26 -27 -9 -29 -30
right_child=1 2 7 4 5 -7 24 27 9 -11 -12 12 14 -15 -16 -17 -18 18 -20 20 -22 -23 23 -25 25 26 -28 28 29 -31
leaf_value=-0.25197003435549536 0.053556036370127028 0.16753190819487868 0.12130247527732618 0.22098399197513408 0.33260566451488627 0.035609834287050599 0.54350622041357888 -0.18452984853723881 1.0609913457276337 -0.22431205643547908 -0.12221957067417544 0.28572415587452293 0.22139203929600837 -0.33751586961684521 1.0972324821082029 -0.003878351701841116 0.35050756116302645 -0.084717404674363464 0.19617708271129747 -0.43682499015371185 0.99436003537405115 -0.17986966594911921 -0.14853092857355432 0.51125584654061196 0.26113781731983543 0.69811827242374425 -0.52886231287777652 -0.11743307280357772 -0.50708183333072876 -1.3890303057239013
leaf_weight=669 6979 1380 1197 110 1167 2952 270 4948 204 27 172 489 263 314 55 1918 98 3438 482 168 21 1314 1163 83 813 36 132 261 291 54
leaf_count=669 6979 1380 1197 110 1167 2952 270 4948 204 27 172 489 263 314 55 1918 98 3438 482 168 21 1314 1163 83 813 36 132 261 291 54
internal_value=0 -0.0473839 -0.0949825 0.10651 0.173605 0.110056 0.344892 -0.149042 0.688252 0.910761 0.274182 0.00279982 0.0476717 0.00966573 0.372874 0.0549566 -0.174991 -0.00328149 -0.0501788 0.113887 -0.277804 -0.0589451 0.00609571 -0.10458 0.251298 0.170874 -0.265938 -0.209988 -0.417852 -0.645126
internal_weight=0 21779 14800 9689 5883 4291 1592 9311 341 231 1339 3806 3039 2721 318 2407 767 5489 3920 1569 189 3757 2443 1246 1251 981 168 5554 606 345
internal_count=31468 21779 14800 9689 5883 4291 1592 9311 341 231 1339 3806 3039 2721 318 2407 767 5489 3920 1569 189 3757 2443 1246 1251 981 168 5554 606 345
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=31
num_cat=0
split_feature=56 57 60 12 60 7 64 54 26 35 20 67 32 6 63 1 63 14 72 54 37 17 64 27 73 25 19 65 16 1
split_gain=12864 8475.79 5942.81 5518.5 5465.63 4243.52 4235.55 3990.26 3975.51 3640.04 3399.24 3236.89 3197.49 3472.32 5117.52 3132.37 3097.77 3219.22 3006.95 2777.56 3069.61 5638.67 4639.29 2750.26 3175.65 3497.81 2758.19 2747.49 2739.08 3006.19
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 1.0000000180025095e-35 1.0000000180025095e-35 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 16 5 4 -1 12 -4 9 -5 28 -7 -12 13 19 -15 -9 -2 -18 -14 -3 -21 22 -22 24 25 26 -16 -11 29 -6
right_child=1 2 6 8 7 10 -8 15 -10 27 11 -13 18 14 23 -17 17 -19 -20 20 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.25794453049120442 0.064232374127688549 0.16738319148628916 -0.072997267945616562 -0.06959182368512204 0.24519460017234085 0.33186228355328817 -0.20853979521302418 -0.00059620200483413753 -0.926933063854251 -1.0362412360310553 0.342830370693672 -0.84543097557929847 -0.36820632468990899 0.32741279795525541 -0.15953843647984264 0.26247222309081458 -0.12938557722175506 -1.0775071022287013 0.25863423447894013 0.015525348693915676 -0.54363409192165968 -1.7838198509688181 0.22717822884971445 -0.88641577719346343 0.49294038782728483 -1.3792806945741178 -1.2097472446305413 0.12865896980936936 0.59383348758897014 -0.20894508449417173
leaf_weight=2225 6597 1041 5111 1058 1250 553 4200 4152 57 40 41 52 455 124 234 508 342 40 92 2359 172 24 143 92 47 32 28 41 193 165
leaf_count=2225 6597 1041 5111 1058 1250 553 4200 4152 57 40 41 52 455 124 234 508 342 40 92 2359 172 24 143 92 47 32 28 41 193 165
internal_value=0 -0.0426455 -0.0854843 0.0958588 0.123074 -0.00295334 -0.134138 0.0758093 -0.11342 0.207491 0.237792 -0.321574 -0.0350659 -0.00607189 -0.239003 0.0280816 0.0482004 -0.228665 -0.262778 0.028628 -0.0249095 -0.306284 -0.19371 -0.40121 -0.270304 -0.392319 -0.271774 -0.4466 0.24044 0.192238
internal_weight=0 21779 14800 9689 8574 5489 9311 6349 1115 1689 646 93 4843 4296 557 4660 6979 382 547 3739 2698 339 315 433 341 294 262 81 1608 1415
internal_count=31468 21779 14800 9689 8574 5489 9311 6349 1115 1689 646 93 4843 4296 557 4660 6979 382 547 3739 2698 339 315 433 341 294 262 81 1608 1415
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=31
num_cat=0
split_feature=70 64 66 62 34 73 58 37 12 53 13 7 60 1 8 33 60 60 72 64 53 23 56 20 62 65 20 16 19 16
split_gain=29905.1 9223.97 4755.22 5968.04 4823.5 4659.87 5303.33 4508.52 4350.1 3991.51 5733.89 5071.34 3922.34 4487.61 3586.31 5344.41 5032.51 4197.8 4150.04 3477.1 4165.17 3424.07 3354.64 3300.45 3291.66 3401.32 7836.33 3633.6 3243.68 3218.14
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-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 9 8 4 5 23 -7 -6 19 11 14 -1 -3 -14 16 17 -11 18 29 28 -21 -19 -12 -4 25 -22 27 -27 -2 -16
right_child=2 12 3 -5 7 6 -8 -9 -10 10 22 -13 13 -15 15 -17 -18 21 -20 20 24 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.064533372474665937 -0.020501786780491651 0.033923019760568891 -0.13704900649752982 -0.0470111418527141 0.11902715695707443 -0.83159354097702942 -0.27180070047091726 -0.40276580274105078 -0.13770907631004925 0.072168310935613142 0.22983042761671971 0.20782386892768848 -0.030472474674035938 0.073010647329501813 0.0037680765917134846 -0.45780660501548226 0.001349353485298071 0.1292481900555725 -0.65800910252111944 0.028184398199544367 -0.084499378551532625 -0.33674995118174067 0.069389853624197168 -0.37266688467491244 -0.051250532233359992 -0.28046796332232254 0.3892624268165002 -0.70597211818437322 0.10075994326616054 -0.55954651451110848
leaf_weight=3595 3118 3120 1011 1465 154 34 133 32 670 2511 324 444 6471 748 86 56 4452 194 27 446 294 29 585 105 640 243 26 37 398 20
leaf_count=3595 3118 3120 1011 1465 154 34 133 32 670 2511 324 444 6471 748 86 56 4452 194 27 446 294 29 585 105 640 243 26 37 398 20
internal_value=0 0.0243074 -0.0625544 -0.104138 -0.161109 -0.188706 -0.385771 0.0292563 -0.0417769 0.0476823 0.0317864 0.080285 -0.00355311 -0.01975 0.0201031 -0.0945677 0.0268881 -0.037429 -0.215287 -0.0294212 -0.076647 0.0686475 0.126577 -0.159217 -0.114352 -0.181661 -0.275013 -0.336695 -0.00677535 -0.102518
internal_weight=0 22662 8806 2934 1469 1283 167 186 5872 12323 8284 4039 10339 7219 7375 412 6963 356 133 5202 1686 223 909 1116 1240 600 306 280 3516 106
internal_count=31468 22662 8806 2934 1469 1283 167 186 5872 12323 8284 4039 10339 7219 7375 412 6963 356 133 5202 1686 223 909 1116 1240 600 306 280 3516 106
is_linear=0
shrinkage=0.04


Tree=31
num_leaves=31
num_cat=0
split_feature=70 64 59 52 68 64 9 68 8 62 55 0 2 1 60 1 33 33 59 48 8 68 58 20 12 62 38 58 45 33
split_gain=26557.5 8148.19 5135.36 5208.03 4365.65 4363.75 4122.63 4034.56 3811.29 3499.82 4200.96 3308.99 3225.2 3129.94 3084.26 4330.13 3018.87 2847.27 3229.83 3402.84 2782.75 5044.82 3187.6 5400.05 2867.32 3662.47 2756.71 3841.03 4869.99 4164.68
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 6 9 7 8 -2 -3 26 13 14 -6 -11 -4 -16 -9 20 -19 -20 22 -22 23 24 -7 -26 27 28 29 -1
right_child=5 2 11 -5 12 17 -8 16 -10 10 -12 -13 -14 -15 15 -17 -18 18 19 -21 21 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.06650028081992948 -0.028512228386217239 0.09059546945363478 0.075972080947757065 0.62121600275238364 0.027470158125934105 -0.47489449598226285 -0.20030591149144916 -0.2300896015085305 0.65526183963058493 0.3438052951001781 0.15653863764121931 -0.21282871245343149 0.25152729813783253 0.87273784351963846 -0.11283920782415272 0.20624014643094354 0.10304162462002292 0.059422559791536482 -0.56379896990479306 -1.6376898767266956 0.4732127959281206 -1.114997310936451 -0.17708874777693984 0.49708611562296201 -0.33104523886804998 -2.0341020850198612 0.33113567805933303 0.14610628379469662 -0.7112508796412369 -0.64593642232238613
leaf_weight=697 3418 2329 2008 180 5524 450 482 2388 126 998 1794 1116 727 126 3616 482 307 67 188 35 120 24 1704 54 23 28 442 1806 116 93
leaf_count=697 3418 2329 2008 180 5524 450 482 2388 126 998 1794 1116 727 126 3616 482 307 67 188 35 120 24 1704 54 23 28 442 1806 116 93
internal_value=0 0.0572663 -0.00819736 0.0990797 0.11219 -0.147373 0.0670795 -0.10065 0.119576 0.172582 0.251512 -0.0544979 0.0535283 0.403098 -0.0255596 -0.0753096 -0.192141 -0.253433 -0.549421 -0.732347 -0.217712 0.208511 -0.244882 -0.453025 -0.555432 -1.26606 0.0995572 0.0618147 -0.10621 -0.0173689
internal_weight=0 22662 10339 3117 12323 8806 2937 6113 2455 6072 2918 7222 6251 1124 6106 4098 2695 2693 290 223 2403 144 2259 555 501 51 3154 2712 906 790
internal_count=31468 22662 10339 3117 12323 8806 2937 6113 2455 6072 2918 7222 6251 1124 6106 4098 2695 2693 290 223 2403 144 2259 555 501 51 3154 2712 906 790
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=31
num_cat=0
split_feature=57 60 56 56 53 72 14 62 71 2 53 54 14 55 42 54 53 55 33 1 9 71 16 30 66 5 6 60 61 1
split_gain=11647 6953.38 5021.73 4948.68 4350 3719.64 4532.91 3663.71 5974.22 6408.6 4172.38 3376.04 3841.27 3350.64 3266.18 3348.96 3138.22 4343.82 3206.39 3625.17 3892.74 2902.83 3200.31 2895.3 5232.27 2858.12 2776.09 2651.64 2761.43 3395.25
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-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 16 11 7 -4 6 -6 8 9 -1 21 12 -3 -12 15 -15 -2 18 19 20 -18 -9 -23 -8 -25 26 -10 28 29 -5
right_child=1 2 4 27 5 -7 23 10 25 -11 13 -13 -14 14 -16 -17 17 -19 -20 -21 -22 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.49762230576373218 0.12098482386177695 0.1483878133443069 -0.034141136838174269 0.40520292717749484 -0.15227549594755363 -0.0011511131138400282 -0.3448835010443273 0.16043423764181858 0.02225040102318402 -0.85681917435593069 0.45615852519543282 -0.044289660899463984 -0.27960941719047439 0.45953485749972367 -0.26398632549406847 0.080642118780126837 0.047612787631023931 -0.047613058140516029 -0.20722484942987984 0.55080585756979028 0.44246605704001218 0.79339818402613493 -0.17203888444252957 -1.6355260201528958 -0.028464191851930481 -0.6914013458698085 -0.55168946806852726 0.0098538306265959393 0.074621092638600686 -0.37897408178956932
leaf_weight=239 2016 1366 3757 354 4086 961 449 110 420 27 251 3727 163 216 136 648 1042 3920 188 147 208 204 27 34 24 55 68 4989 1593 43
leaf_count=239 2016 1366 3757 354 4086 961 449 110 420 27 251 3727 163 216 136 648 1042 3920 188 147 208 204 27 34 24 55 68 4989 1593 43
internal_value=0 -0.033038 -0.0666343 0.0777979 -0.103396 -0.150243 -0.181437 0.180994 0.0365894 0.360141 0.254375 -0.00151182 0.102761 0.18394 0.115613 0.175365 0.0320327 -0.000542695 0.115871 0.159351 0.113316 0.512774 0.680555 -0.416457 -0.970535 -0.121909 -0.0577248 0.0422952 0.123627 0.320267
internal_weight=0 22088 14567 9380 9311 5554 4593 2401 809 266 1592 5256 1529 1251 1000 864 7521 5505 1585 1397 1250 341 231 507 58 543 488 6979 1990 397
internal_count=31468 22088 14567 9380 9311 5554 4593 2401 809 266 1592 5256 1529 1251 1000 864 7521 5505 1585 1397 1250 341 231 507 58 543 488 6979 1990 397
is_linear=0
shrinkage=0.0833333


Tree=33
num_leaves=31
num_cat=0
split_feature=70 67 59 66 68 63 26 61 67 3 54 12 58 24 66 40 48 60 71 16 11 63 59 72 68 16 49 53 48 65
split_gain=20923.3 8977.15 5579.06 4403.65 4056.91 4264.3 3799.23 4264.09 3951.4 4362.75 3800.91 3782.28 3617.42 4148.57 4016.75 7673.85 3493.4 3431.04 3254.65 3252.73 3100.57 3100.51 2895.76 2854.19 2774.46 2921.08 4953.68 2742.24 3112.48 2668.06
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 24 11 6 -6 8 -8 -5 20 -11 -2 13 -3 -14 -16 19 -4 -9 -7 22 -13 -10 -22 25 -1 -27 28 -24 -17
right_child=3 12 17 4 5 16 7 18 9 10 -12 21 14 -15 15 29 -18 -19 -20 -21 23 -23 27 -25 -26 26 -28 -29 -30 -31
leaf_value=0.35179543768625299 -0.052020185018542137 -0.10918298887075328 0.16671457436570428 -0.1102840933283525 0.23485137276233192 -0.68033332078142417 1.431365650040763 -0.79911846658214936 0.00063900150267816183 -0.017478315172524291 -1.3681435025825694 -0.031752479166981082 0.08859260922079415 0.20618778567087462 0.014713713948402016 -0.24637869416253158 0.13284350652247667 0.00059522900368488049 0.40546905905008312 -1.8122675042067256 0.52927656694253289 -0.47414961945058071 0.081620276117667798 -0.74410872550114338 0.072049199897331676 0.17331112890139871 -1.059156887919495 -0.60916904564540986 -1.2333530919892448 -0.73232500303804482
leaf_weight=1851 5202 3707 2248 1463 63 272 28 32 164 29 74 257 6160 470 3933 432 48 2782 75 28 75 413 126 23 658 230 38 413 21 153
leaf_count=1851 5202 3707 2248 1463 63 272 28 32 164 29 74 257 6160 470 3933 432 48 2782 75 28 75 413 126 23 658 230 38 413 21 153
internal_value=0 0.0508301 0.137649 -0.13081 -0.230851 -0.522195 -0.183391 0.332716 -0.212568 -0.374342 -0.987859 -0.0808231 0.00520263 -0.0736972 0.0360665 -0.0355494 -0.659246 0.074837 0.0452186 -0.785981 -0.297466 -0.304454 -0.36892 0.230421 0.251421 0.30712 -0.0014418 -0.477148 -0.106233 -0.373472
internal_weight=0 22662 7807 8806 2934 411 2523 135 2388 925 103 5872 14855 4177 10678 4518 348 5030 107 300 822 670 724 98 2777 2119 268 560 147 585
internal_count=31468 22662 7807 8806 2934 411 2523 135 2388 925 103 5872 14855 4177 10678 4518 348 5030 107 300 822 670 724 98 2777 2119 268 560 147 585
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=31
num_cat=0
split_feature=70 64 64 67 67 62 47 38 67 1 59 55 55 61 57 31 21 46 73 48 3 53 62 73 0 67 39 6 59 68
split_gain=23433.2 12726.7 6180.42 5713.38 5505.56 4829.94 4972.32 5523.78 4632.8 4596.11 4050.92 3880.45 3764.71 4815.32 4341.11 3750.98 4415.4 3622.3 3566.75 3511.18 3125.68 3093.33 3601.5 3835.21 3655.35 3660.72 3414.24 3161.39 3080.88 4143.03
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 8 15 5 6 -1 9 -2 11 12 -8 -7 19 -15 16 -3 -10 20 -14 -12 27 23 -23 -24 -26 -25 -4 -5 -30
right_child=2 3 21 28 -6 10 7 -9 17 -11 18 -13 13 14 -16 -17 -18 -19 -20 -21 -22 22 24 26 25 -27 -28 -29 29 -31
leaf_value=0.036075318591222996 -0.00071176767744957721 0.013455809879628846 -0.032022622195125999 0.0048235316231382127 0.015066374806399493 0.16747027433011683 -0.011945188137201163 0.14145798577139013 -0.045120111079508994 0.12148458684745589 0.015104126477924121 -0.17728206460246976 0.19011432587860619 0.10840766492440845 -0.045061318704824958 -0.041386720115918062 0.088321312436723171 0.019742914445827677 0.1264136226900385 -0.080445910638028931 0.12299719131089808 -0.076663534164900848 -0.054568045719518656 -0.23627273702809404 0.10925307474834356 -0.11522502501805625 0.041822113196055097 0.10097451869352364 -0.017848844993200674 -0.071937997629582931
leaf_weight=1891 3342 2936 609 1892 8234 248 91 52 2368 38 847 151 150 132 167 429 353 403 177 22 123 909 809 111 114 39 21 81 4071 658
leaf_count=1891 3342 2936 609 1892 8234 248 91 52 2368 38 847 151 150 132 167 429 353 403 177 22 123 909 809 111 114 39 21 81 4071 658
internal_value=0 0.0107585 -0.0276867 -0.00560431 0.0244869 0.043457 0.0235421 -0.0478445 -0.0165658 -0.0830007 0.067182 -0.11511 0.104401 0.071193 0.0226909 0.0142358 0.0214909 -0.0356868 0.043851 0.155508 0.0287854 -0.0529307 -0.0655116 -0.0912922 -0.0376138 0.0520332 -0.19203 -0.0164099 -0.0167455 -0.0253749
internal_weight=0 22662 8806 10339 12323 4089 2223 332 6113 280 1866 242 719 471 299 3718 3289 2771 1147 172 970 2693 2003 1041 962 153 132 690 6621 4729
internal_count=31468 22662 8806 10339 12323 4089 2223 332 6113 280 1866 242 719 471 299 3718 3289 2771 1147 172 970 2693 2003 1041 962 153 132 690 6621 4729
is_linear=0
shrinkage=0.02


Tree=35
num_leaves=31
num_cat=0
split_feature=60 57 59 57 54 54 55 59 63 61 63 55 8 10 1 54 32 55 2 25 63 5 29 20 12 38 55 6 59 6
split_gain=22264.2 15627.3 7324.53 7204.49 5192.5 4443.07 4369.67 6625.38 4295.22 4013.98 3629.98 4017.56 5568.06 5854.73 3527.39 3445.85 4411.49 3244.88 3654.54 4595.29 4950.5 3170.5 3276.05 3150.97 3114.03 3088.46 3063.85 3948.19 3848.77 4041.53
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 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 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 5 9 26 -4 21 14 15 24 -3 -6 -12 13 -13 -5 16 -8 -7 -19 -20 -21 -2 -23 -11 -9 -26 27 -1 29 -28
right_child=1 2 4 6 10 17 7 8 -10 23 11 12 -14 -15 -16 -17 -18 18 19 20 -22 22 -24 -25 25 -27 28 -29 -30 -31
leaf_value=0.067517851829779374 0.041422620550691548 0.019577092016716164 -0.012669245693769074 0.025787447622967478 -0.022308717140161284 0.024631602600674821 0.098704370581240292 -0.0054125375160375619 0.069644277252655776 -0.018141525997555485 -0.029120162517219935 -0.062647395545707529 0.046366715764059964 -0.16119772281682659 0.096831610028714571 0.020117443456188031 -0.09120415804678933 0.00072990425541785318 -0.030321374823649723 0.012561703597505887 -0.31789595285686206 0.0010133044775832568 -0.18053809140968805 0.030275851066211803 -0.069852480833513989 0.061687204459605856 0.10016709509285626 0.22761749285014554 0.024880433085178719 -0.060857765257459916
leaf_weight=394 1602 1484 3625 1773 2343 1410 321 3271 193 3363 1497 1532 115 188 218 1269 38 3274 350 20 34 169 33 420 381 57 372 48 1625 49
leaf_count=394 1602 1484 3625 1773 2343 1410 321 3271 193 3363 1497 1532 115 188 218 1269 38 3274 350 20 34 169 33 420 381 57 372 48 1625 49
internal_value=0 -0.00957433 -0.0193574 0.0205271 -0.0282513 0.0111032 0.0123942 0.00477155 -0.00701197 -0.00365325 -0.0382046 -0.0493823 -0.0659122 -0.0734192 0.0335663 0.0330144 0.0786026 0.00313494 -0.00510604 -0.0524003 -0.195504 0.0335768 -0.0286461 -0.0127661 -0.0110008 -0.0527343 0.0451119 0.0849042 0.0365156 0.0814255
internal_weight=0 21459 14567 10009 9300 6892 7521 5530 3902 5267 5675 3332 1835 1720 1991 1628 359 5088 3678 404 54 1804 202 3783 3709 438 2488 442 2046 421
internal_count=31468 21459 14567 10009 9300 6892 7521 5530 3902 5267 5675 3332 1835 1720 1991 1628 359 5088 3678 404 54 1804 202 3783 3709 438 2488 442 2046 421
is_linear=0
shrinkage=0.0166667


Tree=36
num_leaves=31
num_cat=0
split_feature=70 67 67 62 56 5 63 66 47 44 38 5 66 56 48 13 11 25 62 15 39 63 17 73 63 73 63 39 14 44
split_gain=20166.5 8569.55 4022.38 3583.99 3870.4 4544.83 4230.27 4926.82 3409.2 5132.16 3544.36 4481.93 4005.83 4145.7 4719.42 3839.18 3735.96 3401.4 3199.35 5792 3690.8 3693.12 3570.71 3833.2 3189.57 3049.66 3723.98 3809.41 2952.17 2775.6
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 1.5000000000000002 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 18 29 5 -5 -7 -8 9 10 11 12 13 14 28 16 17 -14 19 22 21 -20 -2 -24 -19 26 27 -13 -4 -1
right_child=2 -3 8 4 -6 6 7 -9 -10 -11 -12 25 15 -15 -16 -17 -18 24 20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.088164455681023782 -0.24922722376721973 0.0053227792430622992 0.35905121932042899 0.39200311822880962 0.12539992628392213 0.51481897787614306 0.15205761225933725 -1.2739936318546534 0.040236710065960135 0.26119385659694672 -0.55823968154033132 0.43668408498167993 -0.50194716901711089 -0.20716780815989316 -0.68791798747192001 0.24216786752264186 0.11875026520680299 -2.3482372060418131 0.21392956549364528 0.29868110770859374 0.28062301320700739 -0.10406694061703026 0.021180643311568673 1.3774167946324898 -0.71790843139092131 -1.6199485713616015 -0.8213557334226016 -1.1016425032507289 -0.55665537730241432 -0.27356419015592998
leaf_weight=3707 1922 14855 362 1305 2418 55 47 50 476 187 394 60 464 1171 59 83 88 20 445 246 399 2037 105 26 30 28 143 22 39 225
leaf_count=3707 1922 14855 362 1305 2418 55 47 50 476 187 394 60 464 1171 59 83 88 20 445 246 399 2037 105 26 30 28 143 22 39 225
internal_value=0 0.0499023 -0.128422 0.134727 0.202979 0.331727 -0.185776 -0.58302 -0.209202 -0.246895 -0.278962 -0.23613 -0.192474 -0.107243 0.14713 -0.39541 -0.483315 -0.586392 -0.0718763 -0.159853 -0.00167203 -0.0470531 -0.214797 0.290357 -1.37004 -0.635761 -0.513284 0.0239623 0.269992 0.0674653
internal_weight=0 22662 8806 7807 3875 1457 152 97 3626 3150 2963 2569 2316 1631 460 685 602 514 5180 2299 2881 2482 2053 131 50 253 225 82 401 3932
internal_count=31468 22662 8806 7807 3875 1457 152 97 3626 3150 2963 2569 2316 1631 460 685 602 514 5180 2299 2881 2482 2053 131 50 253 225 82 401 3932
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=31
num_cat=0
split_feature=70 67 59 60 62 60 73 55 4 61 11 10 62 55 43 0 68 33 60 39 71 4 68 63 18 68 51 8 65 68
split_gain=16334.9 6941.34 4486.33 3632.24 4235.24 3505.49 3440.78 5952.71 4156.94 4698.28 3404.65 3186.08 3041.47 6581.89 2978.03 2926.37 2850.57 2680.64 2626.58 2585.57 5701.29 2537.41 2796.22 2502.46 3326.2 3048.54 2949.41 3843.11 3074.39 2704.85
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 1.0000000180025095e-35 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 12 4 -4 6 23 -8 9 -9 11 16 14 17 19 -15 -11 -14 -17 21 -21 -1 -23 25 26 -2 27 -25 -29 -26
right_child=5 -3 3 -5 -6 -7 7 8 -10 10 -12 -13 13 15 -16 18 -18 -19 -20 20 -22 22 -24 24 29 -27 -28 28 -30 -31
leaf_value=0.047314938028596043 0.44291020616256671 0.0047905009916006458 0.013240690921598661 -0.011458733662799548 0.28830793785071585 -0.15795056224216902 0.44570542007505182 0.09433832983336142 0.43425883501768114 -0.26262003895826641 -2.0483771591406801 -1.8739180014892058 0.75192672522341619 0.12191465276223268 0.48934723441718059 1.113762059211731 -1.1877524445089056 -0.065960177547401855 0.24081788576311536 -0.34762329087807586 0.82225330267743824 -0.20882384458885475 -1.4737256245179611 -0.17594078592858475 0.49927771267703341 -0.13449905637273754 0.26240705198961306 1.0933352482589809 -0.032743977424171233 -0.13720346113832871
leaf_weight=865 271 14855 1053 2782 1195 6069 83 62 40 96 23 22 366 889 183 60 51 45 81 65 116 85 22 1336 197 138 219 44 54 101
leaf_count=865 271 14855 1053 2782 1195 6069 83 62 40 96 23 22 366 889 183 60 51 45 81 65 116 85 22 1336 197 138 219 44 54 101
internal_value=0 0.0449121 0.121255 0.0649289 0.159462 -0.11558 -0.0216281 -0.302156 -0.513287 -0.662507 -0.906905 -0.751557 0.223278 0.324047 0.11459 0.189043 -0.583584 0.662377 0.612283 0.0551095 0.402132 -0.00951087 -0.468897 0.0231851 -0.0239626 0.248088 -0.0794018 -0.131603 0.472843 0.283558
internal_weight=0 22662 7807 5030 2248 8806 2737 377 294 254 192 169 2777 1441 1336 1030 147 411 141 1153 181 972 107 2360 1951 409 1653 1434 98 298
internal_count=31468 22662 7807 5030 2248 8806 2737 377 294 254 192 169 2777 1441 1336 1030 147 411 141 1153 181 972 107 2360 1951 409 1653 1434 98 298
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=31
num_cat=0
split_feature=57 64 68 53 66 13 59 55 53 7 62 55 63 63 63 28 63 5 53 54 50 0 27 10 61 13 63 58 10 5
split_gain=9615.85 6528.12 4965.91 6032.45 5486.06 4491.36 4485.84 4377.87 4282.62 5067.12 4132.6 4080.04 4034.4 5023.65 3853.69 3711.34 4229.15 3670.76 5154.97 4921.22 3677.14 3696.04 3664.4 3649.83 3114.72 3005.85 3389.3 2957.56 3714.89 2931.55
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 2.5000000000000004 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 5 3 4 -3 6 -2 -8 9 12 -5 27 13 -9 -11 -12 -17 19 -19 20 22 -22 -13 -15 -18 26 -24 -1 -29 -4
right_child=1 2 29 10 -6 -7 7 8 -10 14 15 17 -14 23 -16 16 24 18 -20 -21 21 -23 25 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.049914555498299762 0.07693503593618517 0.18801265960889024 -0.21743595120612502 -0.2180732704876879 -0.10032478331346642 0.18253634170488975 0.043157930805936918 0.24578863655819616 -0.19168789871143735 0.99979348681777358 0.005026946259997769 0.22944308967507135 0.57143723254965761 -0.2518502648567949 0.112020933853478 0.070019067008979627 -0.24516669566787425 0.27769485051408777 -0.30794311190644902 0.020998672802494001 0.75689608544510401 -0.38703842776065528 -0.83464079458605167 0.30011032724822012 -1.0873994922994272 -1.1033563479781152 0.15911912375535719 0.20812840902514212 0.66942781629611048 -0.66551869950007381
leaf_weight=376 3904 1429 1331 2642 1226 1356 2819 340 2836 83 2239 1243 97 1064 119 128 84 203 579 4725 196 33 44 135 92 32 156 1597 196 164
leaf_count=376 3904 1429 1331 2642 1226 1356 2819 340 2836 83 2239 1243 97 1064 119 128 84 203 579 4725 196 33 44 135 92 32 156 1597 196 164
internal_value=0 -0.0360232 -0.0995658 -0.0677162 0.054867 0.010489 -0.00998098 -0.0552659 -0.114628 0.00427482 -0.130485 0.0848274 -0.0540686 -0.093493 0.476799 -0.0394876 -0.367343 0.0486562 -0.155917 0.0735397 0.21923 0.59205 0.161348 -0.189703 -0.685425 -0.203487 -0.0595081 0.205081 0.258555 -0.26659
internal_weight=0 22088 9335 7840 2655 12753 11397 7493 4674 1838 5185 9380 1636 1539 202 2543 304 7211 782 6429 1704 229 1475 1199 176 232 200 2169 1793 1495
internal_count=31468 22088 9335 7840 2655 12753 11397 7493 4674 1838 5185 9380 1636 1539 202 2543 304 7211 782 6429 1704 229 1475 1199 176 232 200 2169 1793 1495
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=31
num_cat=0
split_feature=70 64 64 67 57 68 49 67 9 68 67 33 46 63 31 20 23 7 26 10 25 47 14 18 37 25 6 67 4 25
split_gain=13306.9 7462.32 4283.25 3426.71 3411.54 3898.71 3725.62 5050.91 5193.05 3316.6 3620.73 3590.77 3047.45 3233.84 2987.29 3355.78 3293.69 2955.78 2931.69 3443.57 3233.49 2846.95 2770.64 3303.34 2649.88 2415.23 6516.85 2918.95 2396.88 2892.25
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 -2 5 6 -1 8 17 10 11 28 13 22 15 -6 -16 -8 19 20 -14 -13 -5 -24 -9 -11 27 -27 29 -3
right_child=2 9 -4 12 14 -7 7 24 -10 25 -12 21 18 -15 16 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=0.15180389443916478 0.0050730452345007556 -0.011521660204153621 -0.1046979457021511 -0.084734686086156738 0.0057510779396243647 0.029218344874909225 0.15093530389997695 -0.16211364246974483 0.8517851567786674 -0.05383050666367159 -0.021934869736930852 0.13926122677308642 0.20753834921844749 0.17683676006359475 0.07609341888777367 0.11409837676541988 0.35483553334765261 -0.50783926709776839 -0.53317020595073694 -0.32835428301583636 -0.22097357901243064 0.55062065535053917 -0.18324074006156513 -0.68322674968303776 -0.74344185143709185 0.084981834197916647 -0.99475767254829417 -0.32741891974790227 0.1507948795006433 0.17231605826647151
leaf_weight=1977 3342 2041 2693 2006 6562 1788 90 107 23 1446 5734 297 287 107 807 802 122 21 20 44 52 49 216 39 24 82 25 90 336 239
leaf_count=1977 3342 2041 2693 2006 6562 1788 90 107 23 1446 5734 297 287 107 807 802 122 21 20 44 52 49 216 39 24 82 25 90 336 239
internal_value=0 0.0202682 -0.0521596 -0.0290146 0.046549 0.084288 0.128206 -0.0478421 0.16799 -0.0110558 0.00125361 0.0461431 -0.0701264 -0.0917576 0.0282097 0.017551 0.112699 0.0263023 0.0569774 0.0877945 0.141808 0.197517 -0.104469 -0.259709 -0.268617 -0.0762064 -0.240447 -0.130809 0.0261219 0.00774905
internal_weight=0 22662 8806 6113 12323 4030 2242 265 134 10339 8696 2962 2771 2368 8293 7364 929 111 403 383 339 346 2261 255 131 1643 197 172 2616 2280
internal_count=31468 22662 8806 6113 12323 4030 2242 265 134 10339 8696 2962 2771 2368 8293 7364 929 111 403 383 339 346 2261 255 131 1643 197 172 2616 2280
is_linear=0
shrinkage=0.05


end of trees

feature_importances:
grey=65
BON4=62
BON8=59
BON2=57
BON1=52
BON10=51
black=51
red=49
BON5=46
BON6=44
no_players=43
BON3=41
BON7=40
green=38
brown=25
x0_SCORE2=18
x0_SCORE8=17
x1_SCORE1=15
x0_SCORE6=14
x0_SCORE7=14
x0_SCORE9=14
x1_SCORE4=14
BON9=14
x2_SCORE8=13
x0_map3=13
x0_SCORE3=12
x3_SCORE5=12
x5_SCORE5=12
blue=12
x1_SCORE2=11
x1_SCORE6=11
x1_SCORE8=11
x3_SCORE7=11
x4_SCORE7=10
x5_SCORE4=10
x0_map2=10
x2_SCORE1=9
x2_SCORE3=9
x4_SCORE3=9
x5_SCORE3=9
x1_SCORE3=8
x2_SCORE9=8
x3_SCORE1=8
x4_SCORE5=8
x4_SCORE8=8
x1_SCORE7=7
x3_SCORE4=7
x4_SCORE2=7
x0_SCORE1=6
x0_SCORE4=6
x0_SCORE5=6
x1_SCORE5=6
x2_SCORE4=6
x3_SCORE6=6
x3_SCORE9=6
x4_SCORE9=6
x0_map1=6
x2_SCORE7=5
x3_SCORE2=5
x3_SCORE3=5
x4_SCORE4=5
x5_SCORE2=5
x5_SCORE7=5
x1_SCORE9=4
x2_SCORE2=4
x5_SCORE6=4
x2_SCORE5=3
x2_SCORE6=3
x3_SCORE8=3
x4_SCORE6=3
x5_SCORE8=3
x5_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:[]