data/faction-picker-bot/models/chaosmagicians_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] none [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
tree_sizes=2858 2953 2954 2944 2964 2961 2950 3000 2948 2941 2977 2999 2962 2961 2962 2938 2958 2966 2932 2981 3002 2920 2943 2919 2966 2941 2958 2984 2915 2928 2952 2947 2954 2952 2985 2976 2946 2930 2949 2932

Tree=0
num_leaves=31
num_cat=0
split_feature=68 69 69 57 60 60 57 54 60 57 55 59 55 55 59 54 54 59 59 60 59 54 60 59 65 61 59 65 52 60
split_gain=571305 580956 111923 94489.5 60404 54076.8 36691.8 32688.2 32447.4 29389.9 26937.6 21452 19546.3 18592.6 16291.4 16076.7 15918.8 15626.6 13288.5 12532.6 11364.9 10721.7 10434.8 10349.2 10638.7 8527.68 9437.6 8151.39 8004.11 7890.49
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 9 5 10 16 22 12 23 29 18 -9 -6 20 21 -12 -1 -14 -5 27 -7 -10 -3 24 -8 26 -17 -11 -20 -2
right_child=2 6 -4 4 7 13 8 11 14 19 15 -13 17 -15 -16 25 -18 -19 28 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=102.59202155832217 100.5675890080185 100.71260897280175 98.995266424386614 102.24079989349708 101.40138239887024 102.12448033496958 101.05778766325039 100.78122952176682 100.41658192014859 100.25599418145578 101.41095615254302 100.28294782772997 101.20209413597131 101.07754641121095 99.615096796568707 101.77747025930452 101.78799890443064 100.55105948553926 101.50942400940222 99.64965173283359 101.38279076532089 99.846738885373071 100.25012445430255 100.11487479726034 100.15358596317846 100.67259499696792 100.88536035169156 99.799449937194836 99.981757335010926 100.1065984067872
leaf_weight=328 497 638 1726 282 769 284 275 1563 475 677 778 1932 579 2353 2726 173 988 1015 725 3197 758 1083 2073 1544 247 965 377 926 36 1468
leaf_count=328 497 638 1726 282 769 284 275 1563 475 677 778 1932 579 2353 2726 173 988 1015 725 3197 758 1083 2073 1544 247 965 377 926 36 1468
internal_value=100.415 100.674 99.714 101.08 100.893 101.444 100.051 100.7 99.9195 99.8974 101.233 100.506 100.987 101.233 99.7625 101.041 101.988 100.788 101.654 99.7641 101.585 100.02 100.359 100.245 100.63 100.852 101.166 99.9923 101.437 100.223
internal_weight=0 22966 8491 13905 9194 4711 9061 5858 6350 6765 3336 3495 2363 3395 4284 2293 1316 1594 1043 4800 1042 1558 2711 2066 522 1515 550 1603 761 1965
internal_count=31457 22966 8491 13905 9194 4711 9061 5858 6350 6765 3336 3495 2363 3395 4284 2293 1316 1594 1043 4800 1042 1558 2711 2066 522 1515 550 1603 761 1965
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=68 69 70 69 70 70 60 56 62 56 60 56 56 67 62 60 55 54 60 54 55 56 62 62 54 62 54 49 55 63
split_gain=462757 470575 198478 90657.8 108457 46510.7 45144.8 34400.9 26923.5 25746.7 22860.6 21706.8 21358.7 15294.9 13643.7 12825.6 12626 9858.28 9468.18 8841.5 8662.81 8513.52 7755.06 7110.09 7069.57 6741.29 6442.28 6828.22 5989.9 5738.2
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004
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 4 13 10 11 18 15 17 -3 14 -12 29 -1 28 -11 -8 -4 -18 -13 -7 -6 -15 -22 -5 27 -14 -9 -2
right_child=3 5 7 25 22 21 9 8 -10 16 12 20 26 23 -16 -17 19 -19 -20 -21 24 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.86961617762247734 0.13523679973080605 0.043284537884338149 0.63726928259137527 -0.9886804037020509 -0.70899947686688058 -0.26952000636246259 0.96169248463057244 0.5514077060428777 0.21010951975962328 0.56620231750373695 -0.017867917179691124 0.94799428215204196 -0.25809891010403896 -0.28632902924367398 1.4157626109751495 -0.19097706707947507 0.45338819733521607 0.61559305831184696 0.30332025276251184 0.12780162464096501 0.84724964129464075 -0.58794980581947176 -0.49969105712369838 -0.058839404281524371 0.49467630713764799 -0.72498203437079645 -0.38400877131637956 0.18087525636226209 0.051853310061076137 0.99301507290866642
leaf_weight=375 932 2136 492 830 1434 502 566 133 2605 1143 1610 605 1059 969 444 1785 666 1034 1619 836 414 1454 1743 1651 649 896 2115 185 539 36
leaf_count=375 932 2136 492 830 1434 502 566 133 2605 1143 1610 605 1059 969 444 1785 666 1034 1619 836 414 1454 1743 1651 649 896 2115 185 539 36
internal_value=0 0.155476 0.399079 -0.420523 -0.310491 -0.218357 0.65907 0.155073 0.0607917 0.526928 -0.139107 0.884619 -0.217511 -0.0593109 1.1657 -0.0975205 0.399232 0.738026 0.381152 0.27217 0.746608 -0.506226 -0.594166 -0.142976 0.631991 -0.851789 -0.313201 -0.192817 0.150723 0.167138
internal_weight=0 22966 13905 8491 6765 9061 6732 7173 5062 4245 7105 2487 4969 3588 819 2457 2645 1600 2111 1502 1668 1956 3177 2620 1063 1726 3359 1244 672 968
internal_count=31457 22966 13905 8491 6765 9061 6732 7173 5062 4245 7105 2487 4969 3588 819 2457 2645 1600 2111 1502 1668 1956 3177 2620 1063 1726 3359 1244 672 968
is_linear=0
shrinkage=0.0666667


Tree=2
num_leaves=31
num_cat=0
split_feature=69 70 60 70 62 59 56 60 56 59 56 56 59 60 54 65 59 54 65 54 56 54 56 60 61 59 65 13 54 59
split_gain=305816 220815 47903.3 37492.5 34354.8 27031.7 26684.1 26399 24660.4 17542.5 17167.8 16510.3 15025.2 12785.2 12493.6 11816.6 10472.6 9910.09 9892.91 9825.07 9756.69 8866.16 8607.46 7761.82 7510.77 7232.48 12801.7 8579.76 7133.37 7129.45
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 1.0000000180025095e-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 7 10 14 -1 25 29 -8 -3 15 17 -12 24 19 -15 -10 -11 -7 -6 -13 -16 -5 -4 26 27 -2 -27 -9
right_child=3 4 5 23 20 11 9 8 12 18 13 21 -14 16 22 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 28 -28 -29 -30 -31
leaf_value=1.2503352651261226 0.51624262327027493 0.054104653362375126 1.4423139508119076 -0.50100202572121166 0.24788959458987422 1.3375482870325541 1.0567151927473952 0.18271159229147788 0.0459638071108249 0.79767860859794715 -0.093940780450941619 0.27220305854751764 -0.73441885629266357 -0.2077971987707985 0.81349914220590436 0.27243413410183903 -0.64618646965068194 -0.50705029838714122 0.30325981371975486 0.51388012596801247 -0.029371343325102935 -0.1069006791015561 0.33829628745364615 -0.91378691460473649 0.77733776475435046 0.17410375316978988 -0.252775867224804 2.3797138629136265 -0.27104732384158592 -0.26387972901927553
leaf_weight=1121 291 1047 236 637 1911 234 783 474 465 643 964 1166 2587 767 567 1019 1882 1069 1092 380 3779 1310 1163 1599 606 482 280 27 1422 1454
leaf_count=1121 291 1047 236 637 1911 234 783 474 465 643 964 1166 2587 767 567 1019 1882 1069 1092 380 3779 1310 1163 1599 606 482 280 27 1422 1454
internal_value=0 0.225243 0.552565 -0.43161 -0.10113 0.393559 0.84449 -0.336275 -0.449278 0.663811 -0.30245 0.234417 -0.587383 -0.405774 0.647801 0.481244 -0.519254 -0.339416 0.486494 0.827786 0.0637474 0.0716272 0.494042 -0.796191 0.963721 -0.0630734 0.240304 0.674462 -0.158357 -0.154085
internal_weight=0 20670 10320 10787 10350 6681 3639 8551 6049 2518 4660 4109 4121 3613 2572 1633 2649 1534 1735 614 5690 2476 1730 2236 842 2502 598 318 1904 1928
internal_count=31457 20670 10320 10787 10350 6681 3639 8551 6049 2518 4660 4109 4121 3613 2572 1633 2649 1534 1735 614 5690 2476 1730 2236 842 2502 598 318 1904 1928
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=31
num_cat=0
split_feature=68 66 60 70 56 54 60 56 56 56 55 61 61 65 67 70 54 60 54 66 54 60 65 65 67 55 61 61 55 32
split_gain=384090 158647 48240.5 43596.2 38901.4 29110 25527.9 24058.5 17976.8 16391.8 14228.7 13151 12197.1 11022.7 28046.6 10544.9 10012.9 9648.54 9490.18 9350.81 9143.71 8969.4 8743.71 8720.43 11793.2 8585.87 9712.57 6469.48 5907.17 6407.83
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 7 17 21 8 20 10 -4 22 -1 -10 -9 -5 19 -8 -14 23 -12 -15 -6 -3 27 24 -2 -11 -27 -7 -18 -30
right_child=3 4 5 13 6 9 15 12 11 25 18 -13 16 14 -16 -17 28 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=1.4223531559228328 0.47891641399689466 0.46147571951946242 0.79871063189472236 -0.56398534854718796 0.33197020767191193 0.95975477158016143 -0.14812321087258817 0.75217562230708945 0.65165405258337694 0.18688048181028322 1.2042060093215059 0.19268073711141695 0.64642737554591212 -0.6769785389068762 -1.7290027303194315 -0.38314251637589003 0.47438153399634447 -0.39822139976663423 0.60112983398331998 -1.6451125755293727 -0.020114157191560553 0.12736465663926427 0.21269468442225301 -0.32940638896658964 -0.21935700048824253 0.1080552186745796 -0.29496324256481243 0.3987066160134084 0.17688465039258974 -0.619059761126454
leaf_weight=314 288 726 873 1800 688 217 3274 863 647 1278 252 1314 621 1360 224 2228 458 3516 645 73 2005 2411 1288 827 403 803 860 417 706 78
leaf_count=314 288 726 873 1800 688 217 3274 863 647 1278 252 1314 621 1360 224 2228 458 3516 645 73 2005 2411 1288 827 403 803 860 417 706 78
internal_value=0 0.177057 0.393219 -0.478894 -0.0448661 0.271858 -0.140394 0.630487 0.484149 0.148141 0.93956 0.344112 0.493184 -0.706756 -0.861847 -0.243293 0.373211 -0.322415 0.770556 -0.726297 0.0698354 0.204688 0.337398 -0.146833 0.0716745 0.0244588 -0.100361 0.590737 0.236603 0.0976963
internal_weight=0 22966 11634 8491 11332 7697 8195 3937 2834 4863 1211 1961 2726 3457 1657 5502 1863 5034 897 1433 2693 3137 1922 1518 691 2941 1663 634 1242 784
internal_count=31457 22966 11634 8491 11332 7697 8195 3937 2834 4863 1211 1961 2726 3457 1657 5502 1863 5034 897 1433 2693 3137 1922 1518 691 2941 1663 634 1242 784
is_linear=0
shrinkage=0.0833333


Tree=4
num_leaves=31
num_cat=0
split_feature=68 56 54 70 62 55 54 61 61 70 65 67 65 67 58 62 53 70 67 53 50 65 13 61 26 58 73 61 16 55
split_gain=311113 82079 36704.1 35312.9 17491.4 17352.9 16896.1 12034.5 9449.66 9339.1 8928.38 22717.8 7944.79 16476.5 8535.4 9673.58 7564.52 7509.25 12809.7 20156.1 6914.81 6218.2 6488.27 6073.58 5272.02 5138.13 5099.78 5793.19 5052.15 5877.26
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 6 5 12 9 7 23 -3 -7 28 25 -12 13 24 -14 -16 -9 18 19 -8 -10 22 -21 -1 -2 -5 -20 -28 29 -4
right_child=3 2 4 10 -6 8 17 16 20 -11 11 -13 14 -15 15 -17 -18 -19 26 21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.47325289704994 0.064089450184478716 0.48008650638439043 0.046027949071346677 -0.39906172759017533 0.040351289867095165 0.17701062614044794 0.57963247856336264 0.39525182772728973 -0.0018475219345723804 -0.14167922314440257 -0.34862270736973711 -0.82992131189398821 -0.3279936199981236 -0.17336926080670678 -0.27478546366445433 -0.078632620242012272 0.12280861620493068 0.10105390700854494 0.16850830740632419 0.28405078851331877 0.20448856330793813 0.10577709001899768 0.92952677946242057 0.28111768812768989 0.66670896697927395 -0.2267815156033938 0.30012227757622567 -0.17041142235199608 0.13832559209235662 -0.090616149798915524
leaf_weight=413 650 345 942 459 4933 1186 406 257 2332 2362 1433 224 787 1489 821 1257 929 2011 1710 254 372 528 35 1525 30 1341 71 190 336 1829
leaf_count=413 650 345 942 459 4933 1186 406 257 2332 2362 1433 224 787 1489 821 1257 929 2011 1710 254 372 528 35 1525 30 1341 71 190 336 1829
internal_value=0 0.0849874 0.0285344 -0.229869 -0.0203321 0.122301 0.210041 0.249052 0.0724154 -0.0750681 -0.339243 -0.413687 -0.154759 -0.0905889 -0.203341 -0.156131 0.181846 0.168331 0.21069 0.323682 0.026539 0.19649 0.362223 0.322063 0.0906756 -0.270713 0.140578 -0.0424118 -0.0244291 -0.0441641
internal_weight=0 22966 15823 8491 10402 5421 7143 1531 3890 5469 3457 1657 5034 2169 2865 2078 1186 5205 3194 1223 2704 817 289 1938 680 1800 1971 261 3107 2771
internal_count=31457 22966 15823 8491 10402 5421 7143 1531 3890 5469 3457 1657 5034 2169 2865 2078 1186 5205 3194 1223 2704 817 289 1938 680 1800 1971 261 3107 2771
is_linear=0
shrinkage=0.0444444


Tree=5
num_leaves=31
num_cat=0
split_feature=69 70 57 57 59 67 60 57 56 62 56 59 60 55 59 60 59 56 55 61 56 70 60 59 66 56 59 26 50 60
split_gain=269852 149154 87088.9 39686.4 27961.2 25160.4 23871 23707.3 18024.5 17046.1 16684.2 15061.1 11854.6 11595.1 11456.4 10820.5 9562.37 8978.13 8955.58 11014.2 8391.43 8287.05 8126.31 7986.36 7778.85 7690.38 7580.98 7399.48 7321.93 7223.8
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 17 13 15 16 10 26 14 -3 21 18 22 -9 -1 27 23 19 -6 29 -10 -4 -2 -13 -15 -8 -5 -21 -7
right_child=3 7 4 6 12 20 8 9 11 -11 -12 24 -14 25 -16 -17 -18 -19 -20 28 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=1.0180111956176745 0.69467805996459586 0.40725668776762369 0.88525980480025757 -0.0052052154772869973 0.83484778271781068 1.144805597092398 -0.033033822785626665 -0.009835026640552632 -0.26633688868408673 -0.0047103553003458917 0.034129969059083498 -0.51632657171880658 -0.024140097390487687 0.44848321988250039 -0.28109582336630334 0.64947216637039151 -0.25490721449058468 -0.12961981120175542 0.088717938993565421 0.32844569225623277 0.35850263600362703 -0.67745071950496416 0.42472787842359755 0.049253924856290085 -0.77406182820797809 0.14748535826372108 -0.3431094917461513 1.0073932050489911 -0.47423426262263596 0.54107085967202417
leaf_weight=580 100 690 237 566 186 109 481 946 1096 3802 2335 1157 2426 575 2577 909 1811 2457 1094 391 1594 272 605 576 946 1097 1291 34 58 459
leaf_count=580 100 690 237 566 186 109 481 946 1096 3802 2335 1157 2426 575 2577 909 1811 2457 1094 391 1594 272 605 576 946 1097 1291 34 58 459
internal_value=0 0.141056 0.320401 -0.270292 0.177107 0.582143 -0.352103 -0.0377677 -0.431941 -0.102607 0.11924 -0.52026 0.0709246 0.3526 -0.208257 0.793027 -0.178487 -0.0704238 0.204312 0.403462 0.436905 -0.348079 0.554355 0.144731 -0.632265 0.250998 -0.258941 0.0521754 0.224759 0.656928
internal_weight=0 20670 10320 10787 6669 3651 7654 10350 5243 7325 3025 3471 4155 2514 3523 1489 2411 3133 1729 635 2162 1368 842 676 2103 1672 1772 600 449 568
internal_count=31457 20670 10320 10787 6669 3651 7654 10350 5243 7325 3025 3471 4155 2514 3523 1489 2411 3133 1729 635 2162 1368 842 676 2103 1672 1772 600 449 568
is_linear=0
shrinkage=0.0666667


Tree=6
num_leaves=31
num_cat=0
split_feature=57 56 54 56 56 54 55 61 55 53 61 61 54 61 53 55 53 55 53 61 61 70 70 24 55 72 7 55 28 55
split_gain=138566 52986.8 42604 29445.1 22357.3 21669.2 20321.5 15131.6 12530.9 11422.9 10447.3 10366.5 10270.6 9916.85 9910.46 10906.5 8751.17 8260.83 8003.19 7784.27 7363.02 6914.63 6500.17 6390.43 6454.83 6900.65 7697.83 6343.47 9142.27 6272.9
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 12 4 11 19 10 -7 8 -6 -8 -3 -4 23 27 -13 -16 22 18 -9 -2 -11 -12 -14 24 -1 26 -26 28 -5 -15
right_child=2 5 3 13 7 6 9 17 -10 20 21 14 16 29 15 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=1.8198918460231077 0.71947963602911191 0.92198437368307185 0.16825163578959643 0.066470736322548463 0.7140679929143674 0.37599208657567307 0.21075694853234406 0.51635314586217718 0.052276124406115947 0.0470529987147736 0.49574017121436142 0.093510090840770999 1.2857419663869685 -0.31848377185250054 0.02320028637573554 -0.42137929480791758 0.50835231758296817 -0.26726713393742907 -0.087735485611063938 0.23663277270896024 -0.2968516266682279 0.056395623622023883 0.36167719524640307 2.0655094892259629 0.78806725824251778 1.8756486192637798 -0.90235506653785702 -0.31528598389212076 -0.76984164962832569 -0.53397670598045832
leaf_weight=76 424 392 1525 1065 370 1565 1151 281 1262 1002 1049 1183 284 2482 865 1524 1590 2511 999 1571 1644 544 104 63 264 51 30 2473 149 2964
leaf_count=76 424 392 1525 1065 370 1565 1151 281 1262 1002 1049 1183 284 2482 865 1524 1590 2511 999 1571 1644 544 104 63 264 51 30 2473 149 2964
internal_value=0 0.311793 -0.141278 -0.242566 0.0530233 0.177251 0.0727587 -0.0522741 0.202315 -0.0522243 0.459511 -0.0500113 0.713291 -0.350027 -0.143195 -0.260408 0.612257 -0.161873 0.0448808 0.339253 -0.16662 0.345707 1.03805 1.12619 0.985627 0.801847 0.615575 -0.223384 -0.0361739 -0.435766
internal_weight=0 9809 21648 14230 7418 7347 5362 5423 1632 3797 1985 5097 2462 9133 3572 2389 1978 3791 1280 1995 2646 1593 388 484 421 345 294 3687 1214 5446
internal_count=31457 9809 21648 14230 7418 7347 5362 5423 1632 3797 1985 5097 2462 9133 3572 2389 1978 3791 1280 1995 2646 1593 388 484 421 345 294 3687 1214 5446
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=31
num_cat=0
split_feature=69 68 68 57 60 60 57 59 60 57 55 59 55 59 59 59 59 62 53 61 47 55 51 61 5 67 60 61 59 29
split_gain=330250 363428 97409.2 67138.5 37686.8 34852.4 27668.8 26238.2 20655.6 17783.3 17686.9 13587.7 12559.3 9939.84 8315.52 8266.32 7886.8 8397.54 7836.98 7321.02 6974.08 7694.51 8863.02 7645.33 6823.33 6481.44 6438.88 6356.19 7734.04 6225.51
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 6 5 10 -1 26 20 15 -3 13 -10 14 -5 -7 -8 -11 -18 25 -9 21 22 23 -6 -20 -14 -2 28 -12 -13
right_child=2 9 -4 4 7 12 8 19 11 16 27 29 18 -15 -16 -17 17 -19 24 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.21173035431324891 0.037978846479164462 -0.018948260739609989 -0.18950708055918747 0.2476789433632407 0.21717342258209274 0.23578544933208975 0.028697158678614394 0.034770245693124036 -0.053536678061836103 -0.046567504052674423 0.20047767313494197 -0.10618389136833338 0.19500472113953135 0.13183754930181729 0.13004687432168591 -0.048023298133119605 -0.11886341044420545 -0.065794468930965702 0.056528849873154971 -0.013858494778676919 0.0071771673846632335 0.069024002459293771 0.28315327563385168 0.073147939017803545 0.16307023833037682 0.093849340763508371 -0.022570380167544431 0.060817367408312763 0.084777710406368098 -0.18529788071417019
leaf_weight=1316 638 1965 1726 282 140 284 522 1515 1558 1486 230 2414 295 761 758 1544 1685 1629 1433 1989 323 1410 100 381 189 436 2073 1532 531 312
leaf_count=1316 638 1965 1726 282 140 284 522 1515 1558 1486 230 2414 295 761 758 1544 1685 1629 1433 1989 323 1410 100 381 189 436 2073 1532 531 312
internal_value=0 0.0390114 -0.0747535 0.0877571 0.0615419 0.138919 -0.0528945 0.0360777 -0.0719243 -0.0611821 0.106257 -0.092799 0.110695 0.163158 0.158866 -0.0286389 -0.0784715 -0.0927773 0.0893629 0.00716677 0.0791126 0.0905528 0.139435 0.11185 0.0689434 0.134671 -0.00832088 0.0803746 0.119746 -0.115239
internal_weight=0 20670 10787 13905 9194 4711 9061 5858 6350 6765 3336 4284 3395 1043 1042 2066 4800 3314 2353 3504 2354 2031 621 521 1622 731 2711 2293 761 2726
internal_count=31457 20670 10787 13905 9194 4711 9061 5858 6350 6765 3336 4284 3395 1043 1042 2066 4800 3314 2353 3504 2354 2031 621 521 1622 731 2711 2293 761 2726
is_linear=0
shrinkage=0.0166667


Tree=8
num_leaves=31
num_cat=0
split_feature=68 69 66 69 62 66 60 62 65 65 60 54 62 67 66 62 65 60 67 5 65 65 58 54 67 67 61 65 67 48
split_gain=254222 278218 100147 57984.2 29480.9 28857.7 19885.6 15319.4 13296.9 12859.8 11060 9956.52 9919.56 9487.51 14458.8 9190.5 9041.99 8995.54 7936.7 7716.64 7163.5 7087.51 6755.65 6544.9 6271.98 6079.24 5962.58 5923.8 5486.35 5489.95
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 16 9 -1 21 13 10 12 -8 18 14 -2 -10 28 23 -3 26 -9 -7 -19 -6 -22 -23 27 -13 -4 -30
right_child=3 5 4 -5 17 7 11 20 15 -11 -12 19 -14 -15 -16 -17 -18 22 -20 -21 24 25 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.95150362734502503 0.39665312878787518 0.55771852837804758 0.35862614618495159 -0.9848873729139852 0.9207892828366131 -0.53522087547321628 0.78400598167235125 -0.14649280969384135 -0.66057218512733584 -0.19863090690573756 -0.036787420608740594 0.95490932613611224 1.0155779479533178 -0.29131923675600097 -0.46869436784341217 -0.33969955002158003 -0.23104088653744334 0.049439352601607048 -0.58069855937734249 0.97723079503554366 -0.40418645472637521 -0.79183390977418178 0.38977876579909509 0.43905629284581338 -1.2189705531668227 -1.6283547290558116 0.28381814343049361 0.43734310483886341 0.066861906406858851 -0.58287258716551837
leaf_weight=2476 570 158 594 1726 402 1422 1735 1538 1415 3272 982 325 234 2070 292 2418 1369 934 100 276 709 428 1553 945 109 109 1384 692 1072 148
leaf_count=2476 570 158 594 1726 402 1422 1735 1538 1415 3272 982 325 234 2070 292 2418 1369 934 100 276 709 428 1553 945 109 109 1384 692 1072 148
internal_value=0 0.172856 0.453822 -0.467532 0.18793 -0.258313 0.724692 -0.445474 -0.335536 -0.0881481 0.157103 0.597406 0.544095 -0.175238 0.103519 -0.458154 -0.037028 0.374692 0.116472 0.476469 -0.27366 -0.652108 0.261963 0.582825 -0.512758 -0.961631 0.418905 0.60274 0.109391 -0.0119583
internal_weight=0 22966 13905 8491 7017 9061 6888 4315 6765 4746 1474 4412 492 2932 862 3833 3183 3834 258 2677 2356 1959 2487 1347 818 537 2401 1017 1814 1220
internal_count=31457 22966 13905 8491 7017 9061 6888 4315 6765 4746 1474 4412 492 2932 862 3833 3183 3834 258 2677 2356 1959 2487 1347 818 537 2401 1017 1814 1220
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=31
num_cat=0
split_feature=68 69 70 66 69 70 57 70 66 59 66 65 65 67 66 62 65 66 65 65 57 59 57 65 67 66 19 37 37 1
split_gain=205920 225357 96072.3 52889 46967.2 50947.2 38237.8 28492.6 23662.7 16028.1 13077.5 12500 12119.6 13291 11878.7 11138 10480.9 9965.8 9386.29 8749.05 8511.57 7295.56 8457.08 7046.8 19211.7 7914.21 6830.82 6465.75 6188.11 6023.29
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 27 5 11 10 8 16 -8 -1 14 21 -14 -2 19 20 -9 -12 26 -3 -10 29 28 25 -25 -5 -4 -7 -23
right_child=4 7 3 15 -6 23 9 17 12 -11 18 -13 13 -15 -16 -17 -18 -19 -20 -21 -22 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=1.1971074499435761 0.47249710763555752 0.74765588524864945 0.38861803060922867 -0.2075216289885618 -0.88639863875542424 -0.52646535388293958 0.73211962409604014 -0.41395224416353527 0.0740683001857389 0.33544887790984151 1.0509299833363352 -0.18512351500945987 -0.4193273742168529 -1.2812963666855743 -0.1339009695715204 0.051256682747719197 -0.055734346395211631 -0.89601360639579242 0.4737574474325752 -0.58769085871102589 0.11126302663841819 0.10691798156303055 -0.45798423600812632 -0.54269007493721044 -1.6026312016748958 -1.6137409955263138 0.60558793999511629 0.8142695909149853 0.037515349748783407 -1.0860017803700075
leaf_weight=1371 726 328 3003 945 1726 1398 1713 1321 742 2513 520 2280 997 218 582 2068 2512 635 615 636 585 530 1147 1256 224 73 116 405 226 46
leaf_count=1371 726 328 3003 945 1726 1398 1713 1321 742 2513 520 2280 997 218 582 2068 2512 635 615 636 585 530 1147 1256 224 73 116 405 226 46
internal_value=0 0.155571 0.408439 0.153794 -0.420779 -0.301982 0.679766 -0.232482 -0.139439 0.496239 0.989257 -0.0437511 -0.315497 -0.573985 0.202678 -0.10455 0.0497271 -0.57045 0.738189 -0.29442 0.33989 -0.188089 -0.300985 -0.59362 -0.745918 -0.601521 -0.118624 0.439202 -0.44798 0.0116501
internal_weight=0 22966 13905 7173 8491 6765 6732 9061 7105 4226 2506 3588 3680 1215 1308 3765 3425 1956 1135 1697 913 2465 1723 3177 1553 1329 1061 3408 1624 576
internal_count=31457 22966 13905 7173 8491 6765 6732 9061 7105 4226 2506 3588 3680 1215 1308 3765 3425 1956 1135 1697 913 2465 1723 3177 1553 1329 1061 3408 1624 576
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=31
num_cat=0
split_feature=69 70 60 70 60 60 56 56 56 56 55 35 55 66 5 55 65 56 27 58 38 19 34 51 24 65 67 66 6 66
split_gain=151117 106258 25805.9 23072.1 16656.4 14774.8 12039.1 10547.2 10231.6 10177.8 7691.23 7343.14 7278.56 7047.69 5889.91 5821.02 5745.36 5710.86 9272.22 5613.55 5372.16 5217.15 4822.7 4774.07 4611.61 4584.54 9616.75 4556.63 6300.89 4521.8
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 4 13 17 -1 -6 11 16 -8 14 22 25 -7 21 20 -3 -19 -9 -4 23 -11 27 -17 26 -2 28 -10 -5
right_child=3 5 9 29 7 8 10 19 15 12 -12 -13 -14 -15 -16 24 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.58150874399348829 0.5303034291514811 0.24654873489754553 0.47433204579062715 -0.33224208315751413 -0.083549005491594636 0.01266317181537557 0.48295661501147258 -0.38505314821890135 -0.1092616719199109 0.18193203377904832 0.23613370232186154 -0.42509228735275212 0.041988004375080462 -0.13202607248051382 0.36791953139103023 -0.17669663907113556 0.20342628470802052 -0.028670609438046266 0.32609312500820581 -0.21869174363112737 0.018652655940530893 0.26738701821559696 0.5437054299937063 0.19987334420707364 -0.43751561549301737 -0.00044859353819155296 -0.04670456225773098 -0.29726621641540063 0.48352045708508401 -0.54102358663999117
leaf_weight=1121 265 682 849 1586 1928 1889 844 1332 696 1635 1674 154 2444 1120 233 2917 1438 2041 390 2789 133 201 182 211 336 868 249 510 90 650
leaf_count=1121 265 682 849 1586 1928 1889 844 1332 696 1635 1674 154 2444 1120 233 2917 1438 2041 390 2789 133 201 182 211 336 868 249 510 90 650
internal_value=0 0.105557 0.25693 -0.202268 -0.15241 -0.0453777 0.399773 -0.212251 -0.0976184 0.179127 0.318865 0.019412 0.117116 -0.00773685 0.0516711 -0.151309 0.288312 0.07607 0.0282434 -0.272463 0.412616 -0.0516493 0.218169 -0.0942016 -0.203636 0.0929896 0.25078 -0.14208 -0.0413859 -0.392934
internal_weight=0 20670 10320 10787 8551 10350 3639 6049 7237 6681 2518 2276 4261 2502 2122 4961 2420 3113 2431 4121 982 1708 1817 1507 3253 1382 514 1296 786 2236
internal_count=31457 20670 10320 10787 8551 10350 3639 6049 7237 6681 2518 2276 4261 2502 2122 4961 2420 3113 2431 4121 982 1708 1817 1507 3253 1382 514 1296 786 2236
is_linear=0
shrinkage=0.0666667


Tree=11
num_leaves=31
num_cat=0
split_feature=57 60 56 59 60 54 59 56 56 60 59 56 56 54 54 61 55 54 55 55 59 55 54 11 54 70 61 55 54 55
split_gain=95168.1 56772 49715.1 41387.7 26791.6 25666 23949.2 22406 21684.9 21140.4 18361.3 15440.1 13982.6 12550 12130.5 12088.8 11497.2 11249 10597.7 10114.7 9894.41 9274.65 9185.24 8609.43 8578.62 8212.66 8138.66 8007.2 7590.64 7504.59
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 6 4 7 -1 12 18 23 21 17 14 -7 -5 -9 -11 -14 -10 -4 -2 -12 -6 -8 -21 26 -18 -19 -3 -17 -23 -16
right_child=1 3 9 5 20 11 8 13 16 10 19 -13 15 -15 29 27 24 25 -20 22 -22 28 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.43468619501343381 0.27501527565189471 0.23040353740405051 0.28728185336526574 0.039277945527852888 0.30229019147410668 -0.10531635497094913 0.25247239901968355 0.036547993918107577 0.036783357126047113 0.27032675257559957 0.046580579832142109 -0.22011211804303876 -0.0051169685280813707 -0.091011246912131694 0.1903535620681556 -0.071932013112640109 -0.0058541262707509064 0.15214623716084011 0.092510966250931317 0.014469474357217326 0.12108715724390856 0.20155149308809892 -0.11884464871441071 0.33228682457900993 -0.13493811943720002 -0.0025887026838181905 0.033150164574041324 -0.22375420638821256 0.0104434780083613 0.0033003520214424397
leaf_weight=496 453 298 421 1201 428 2357 354 1304 1254 366 1193 2908 948 2500 322 697 907 1013 1610 892 1538 309 1612 164 1549 611 1056 865 914 917
leaf_count=496 453 298 421 1201 428 2357 354 1304 1254 366 1193 2908 948 2500 322 697 907 1013 1610 892 1538 309 1612 164 1549 611 1056 865 914 917
internal_value=0 -0.0390274 0.0861316 -0.0777302 0.215766 -0.121399 0.0362615 -0.00407885 -0.00132448 0.0426906 0.00757444 -0.168721 -0.0542609 -0.0472843 0.10172 -0.0990179 -0.0453376 0.133735 0.132586 -0.0332973 0.160535 0.102219 -0.0713542 0.104191 -0.0872674 0.0939301 0.0765634 -0.156008 0.0587283 0.0519131
internal_weight=0 21648 9809 14298 2462 8976 7350 5322 5287 7347 5302 5265 3711 3804 1605 2510 3710 2045 2063 3697 1966 1577 2504 1518 2456 1624 1354 1562 1223 1239
internal_count=31457 21648 9809 14298 2462 8976 7350 5322 5287 7347 5302 5265 3711 3804 1605 2510 3710 2045 2063 3697 1966 1577 2504 1518 2456 1624 1354 1562 1223 1239
is_linear=0
shrinkage=0.0333333


Tree=12
num_leaves=31
num_cat=0
split_feature=68 69 70 69 70 57 70 60 57 62 57 56 60 60 56 72 18 54 65 65 65 56 38 65 73 56 55 57 7 58
split_gain=184885 162014 68037.6 32783.4 38210.1 29190 20338.4 14560.5 11210.9 11086.8 10301 8450.36 8288.55 7594.43 7582.87 6533.69 6456.75 6448.01 6181.5 6105.84 5865.17 5826.49 5709.25 5661.34 5646.53 6835.65 5608.22 5213.79 5101.15 5030.88
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 4 10 7 8 14 23 15 20 -9 26 -10 -1 19 -13 -14 -6 -4 -2 -15 -16 -3 -21 -26 -7 -8 -5 -19
right_child=3 6 9 28 18 12 27 11 13 -11 -12 16 17 21 22 -17 -18 29 -20 24 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=1.6916297189795408 0.44438030361507003 0.25199605483941351 0.093354125001620464 -0.85273925916205418 -0.4156173083579095 0.83984190656516988 -0.19690685938495298 1.0076719513892398 -0.0095040575320613982 0.25991768148964378 -0.19182308713381668 0.64075621977865893 0.49310796503026755 -0.097026018038423367 1.1375322540406603 0.3191856302017122 -0.0096434854093816261 0.37971298700901746 -0.69466387040550892 -0.30682531537666907 -0.016162206361119726 -0.37382038238400433 0.20164927887916564 -0.069919534307384221 1.313042259343127 -0.035287372656959172 0.46177664879868524 -0.56578858126596987 -0.33317525613777066 0.00013877262095428976
leaf_weight=233 467 1055 1354 1510 1624 624 523 572 1620 3947 2443 946 1137 1190 498 564 182 641 1553 1073 678 2107 75 1133 47 188 1057 1433 216 767
leaf_count=233 467 1055 1354 1510 1624 624 523 572 1620 3947 2443 946 1137 1190 498 564 182 641 1553 1073 678 2107 75 1133 47 188 1057 1433 216 767
internal_value=0 0.147411 0.361816 -0.398708 -0.299458 0.590148 -0.181615 0.860556 -0.103006 0.147522 -0.0758239 0.694582 0.429798 -0.1868 1.21063 0.0100054 0.535816 0.315979 -0.552023 -0.0555008 0.171675 -0.273916 1.01503 0.0853003 -0.209591 0.234379 0.602117 -0.467156 -0.787719 0.172942
internal_weight=0 22966 13905 8491 6765 6732 9061 2506 7105 7173 3588 1700 4226 4917 806 3226 1128 2545 3177 2662 1145 3297 573 2188 1308 235 1681 1956 1726 1408
internal_count=31457 22966 13905 8491 6765 6732 9061 2506 7105 7173 3588 1700 4226 4917 806 3226 1128 2545 3177 2662 1145 3297 573 2188 1308 235 1681 1956 1726 1408
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=31
num_cat=0
split_feature=68 69 57 56 69 59 57 59 55 57 56 56 55 56 51 28 54 4 61 52 54 53 46 55 1 59 54 59 72 61
split_gain=149757 131231 36662.9 27540.6 26554.5 19430 14145.7 10700.1 10077.8 9412.38 9302.04 8453.73 8421.8 8324.7 8323.11 7290.85 7218.64 6728.88 6255.88 6117.91 8040.12 6021.35 5776.03 5413.16 7863.02 5000.49 5326.69 5000.38 5294.5 4894.76
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 15 9 12 -3 -8 27 -2 -7 -9 14 -14 -4 22 17 -10 -12 23 -21 -18 -1 -20 -25 -11 -27 -5 -29 -15
right_child=4 6 5 8 -6 10 7 11 16 25 18 -13 13 29 -16 -17 21 -19 19 20 -22 -23 -24 24 -26 26 -28 28 -30 -31
leaf_value=0.63065072555768453 -0.070964038645038169 0.023143136157886341 0.43909637745216645 0.84896182171982804 -0.59078887496640897 0.21545923688611962 -0.049253335627219758 -0.12130125187039079 0.53751615616914139 -0.1604655081256447 0.12489588015615249 -0.36651720819001743 0.47435469682724762 0.32270176283336449 1.1419293193899693 1.3077158391592092 0.36435824161354813 -0.27128666254381339 0.087680605365516598 0.028827728496657479 -1.2778276361744192 0.020982773625653837 1.1457584760943602 -0.10692487694323061 -0.8210546238592169 -0.20457928091342276 -0.42424844920914861 0.52986538564536811 -0.091061562654517925 0.029649817718798103
leaf_weight=1003 1965 2711 878 282 1726 2195 2080 1511 667 1486 1522 2759 766 644 135 160 535 80 899 63 68 1052 178 875 122 1204 2110 642 112 1027
leaf_count=1003 1965 2711 878 282 1726 2195 2080 1511 667 1486 1522 2759 766 644 135 160 535 80 899 63 68 1052 178 875 122 1204 2110 642 112 1027
internal_value=0 0.110558 0.271362 0.460397 -0.299031 0.174501 -0.136212 -0.204245 0.333296 -0.224593 0.0806137 -0.279744 0.330815 0.246872 0.532761 0.779808 0.237286 0.450897 -0.00278604 -0.0986577 -0.649436 0.136739 0.708288 -0.0606029 -0.194311 -0.287485 -0.344441 0.549596 0.437632 0.142591
internal_weight=0 22966 13905 4711 8491 9194 9061 6350 3370 6765 5744 4270 3450 2437 1013 1341 2334 747 3549 2027 131 1587 1181 1896 997 4800 3314 1036 754 1671
internal_count=31457 22966 13905 4711 8491 9194 9061 6350 3370 6765 5744 4270 3450 2437 1013 1341 2334 747 3549 2027 131 1587 1181 1896 997 4800 3314 1036 754 1671
is_linear=0
shrinkage=0.0833333


Tree=14
num_leaves=31
num_cat=0
split_feature=68 69 66 70 69 70 66 57 61 56 70 62 70 65 67 65 66 55 65 67 3 62 70 23 31 65 63 71 50 56
split_gain=121303 106297 61234.8 34249 21509.2 30533.1 18278.4 16381.8 15261.4 14383.1 12332.8 11744.9 10575.2 9169.22 10010.9 8876.65 9038.45 8751.37 8144.48 7530.6 6992.72 6656.11 6463.89 6201.99 6062.53 5962.39 5846.13 5830.61 5620.23 5524.58
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 7 11 5 15 10 9 -9 -1 19 20 13 -8 29 16 -2 26 -13 -3 -4 25 -11 -18 -24 -5 -10 -27 -20 -15
right_child=4 6 3 21 -6 -7 12 8 17 22 -12 18 -14 14 -16 -17 23 -19 28 -21 -22 -23 24 -25 -26 27 -28 -29 -30 -31
leaf_value=0.79436577585826118 0.30028146765356467 0.23232506936010938 0.14047543497187079 -0.091366475984247006 -0.47853898970744235 -0.3512492314259178 -0.090158882519725189 0.46546442431284385 0.30031097699889803 0.55081397015411548 -0.20343392829867757 0.61365637369044534 -0.50469979564615297 0.047003349021200416 -0.80229420723476852 -0.12133858496674008 -0.0044457568315898676 0.062443378279293846 0.20059838227867427 -0.0081803281876160448 -0.40611876463134816 0.00020878059674474112 0.19143997621017533 -0.74804130944733827 0.84932101274078553 -0.0594992671400238 1.1147614275606779 -0.54179227662963025 0.66658519392133253 -0.34937067730406174
leaf_weight=797 726 1061 1340 1061 1726 3177 2465 1711 1063 883 1321 546 635 272 218 2280 510 1541 1051 2364 146 2068 753 72 88 211 52 425 169 725
leaf_count=797 726 1061 1340 1061 1726 3177 2465 1711 1063 883 1321 546 635 272 218 2280 510 1541 1051 2364 146 2068 753 72 88 211 52 425 169 725
internal_value=0 0.089552 0.219803 0.0638674 -0.242215 -0.181921 -0.110331 0.378659 0.290779 0.53089 -0.00876056 0.242153 -0.222048 -0.173275 -0.3419 -0.0319883 0.12376 0.178247 0.372898 0.0663237 0.0867724 -0.0901259 0.409085 -0.096437 0.260279 -0.20021 0.338294 -0.381786 0.265149 -0.241233
internal_weight=0 22966 13905 7017 8491 6765 9061 6888 4367 2521 4746 3252 4315 3680 1215 3588 1308 2656 1766 3425 1486 3765 1724 582 841 1697 1115 636 1220 997
internal_count=31457 22966 13905 7017 8491 6765 9061 6888 4367 2521 4746 3252 4315 3680 1215 3588 1308 2656 1766 3425 1486 3765 1724 582 841 1697 1115 636 1220 997
is_linear=0
shrinkage=0.075


Tree=15
num_leaves=31
num_cat=0
split_feature=60 57 57 55 61 55 26 66 63 53 53 5 66 62 5 53 53 17 11 22 61 7 61 63 14 46 7 16 63 31
split_gain=55265.8 40398.8 24169.9 13035.3 12429.1 10181.1 6111.51 5871.93 6878.8 5613.83 5459.26 5212.17 5012.22 6766.93 6298.12 5206.89 4962.61 5012.73 4958.49 4679.66 5582.56 5233.04 4613.58 4595.77 4443.88 4152.51 4141.71 4062.29 6724.31 4130.09
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 1.5000000000000002 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=2 5 16 7 12 19 -5 10 -9 -7 23 -11 15 14 -14 -3 17 25 -6 20 -2 24 -12 -4 -21 -1 27 -18 -29 -30
right_child=1 4 3 6 18 9 -8 8 -10 11 22 -13 13 -15 -16 -17 26 -19 -20 21 -22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=0.3551135629406314 0.2927410119687659 0.1040334786706819 -0.0020362480961043259 -0.0027023246801748235 -0.14227546533467172 0.099247747937780184 0.23187688904351933 0.37364184558391572 -0.03314340738351685 -0.037884428829749447 0.34491300224096377 0.14320532867891922 -0.14162323338179184 -0.0097441305086323673 -0.53673234654492452 -0.035702492661835568 0.2492487658962349 -0.36210020445287228 -0.024583105005087126 0.35614816066886185 0.073981884623543603 1.0279963452942098 0.10279020769140002 0.49018686298280961 -0.39642510359937494 0.8181287814736028 -0.0085670662831225913 0.34317832367200607 -0.33547329616245875 0.41556291160258385
leaf_weight=405 369 975 58 4995 8042 1433 294 127 572 3396 263 450 875 1177 114 2108 1614 22 1007 181 1391 26 781 260 22 55 219 95 109 22
leaf_count=405 369 975 58 4995 8042 1433 294 127 572 3396 263 450 875 1177 114 2108 1614 22 1007 181 1391 26 781 260 22 55 219 95 109 22
internal_value=0 -0.0448823 0.0978598 0.0519034 -0.0936732 0.0511019 0.0103372 0.158572 0.0407646 0.0147772 0.219032 -0.0166961 -0.0324643 -0.0907556 -0.187167 0.00848906 0.230791 0.375211 -0.129178 0.147511 0.119847 0.360128 0.163785 0.40041 0.274588 0.410474 0.196984 0.221449 0.0229103 -0.209345
internal_weight=0 21566 9891 7350 14298 7268 5289 2061 699 5279 1362 3846 5249 2166 989 3083 2541 482 9049 1989 1760 229 1044 318 203 460 2059 1840 226 131
internal_count=31457 21566 9891 7350 14298 7268 5289 2061 699 5279 1362 3846 5249 2166 989 3083 2541 482 9049 1989 1760 229 1044 318 203 460 2059 1840 226 131
is_linear=0
shrinkage=0.05


Tree=16
num_leaves=31
num_cat=0
split_feature=68 69 66 69 66 62 60 54 62 65 65 5 71 60 62 62 7 67 55 12 32 55 46 60 54 51 63 65 62 39
split_gain=97154.2 84036.9 46371.2 16957.9 13798.3 12748.7 9377.49 9223.88 9097.37 8112.22 7185.39 6406.69 5955.31 5708.53 8082.71 5389.31 5267.83 5668.12 5185.14 6131.81 5112 4806.34 7753.75 4786.97 5771.71 4937.85 4930.57 4771.46 5440.49 5188.21
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 10 9 -4 12 18 -6 13 16 -9 -1 14 -3 -12 17 -2 19 -8 -17 -14 -23 24 -7 -26 -27 28 -5 -30
right_child=3 4 5 27 8 23 7 11 -10 -11 15 -13 21 -15 -16 20 -18 -19 -20 -21 -22 22 -24 -25 25 26 -28 -29 29 -31
leaf_value=0.55956367634526227 0.11818702232859928 0.049577219988332547 -0.045058091676178857 -0.43478227891554877 -0.27917560733599955 0.44824315311130797 0.43874189598089064 0.12622064312863862 -0.084750550207929667 -0.066795852135437275 -0.30852331797211696 0.46537648480079602 0.49201718462458222 0.028699162956744496 0.59064556201468843 -0.17886575244207786 -0.3218394440963554 -0.098112802195064047 0.27333817083246909 1.1016974175544014 0.13041744317496651 0.18847436951531696 0.69344042076641688 0.080617783697802092 0.20697300235004826 0.64571037430694145 -0.43200428239882938 -0.51519047271750473 -0.045154065015606669 -0.68419584457690907
leaf_weight=738 759 258 3183 542 1959 402 543 2401 2356 3272 1415 276 571 982 234 2151 320 1853 1122 70 267 1011 156 2487 817 23 105 689 430 65
leaf_count=738 759 258 3183 542 1959 402 543 2401 2356 3272 1415 276 571 982 234 2151 320 1853 1122 70 267 1011 156 2487 817 23 105 689 430 65
internal_value=0 0.071239 0.174184 -0.192683 -0.0867397 0.0535639 0.297062 0.23879 -0.173019 -0.00829572 -0.145095 0.161188 0.400898 0.121563 0.306915 -0.205186 -0.0665374 -0.03526 0.358525 0.514446 -0.144714 0.333525 0.255976 0.13544 0.23666 0.146654 -0.238352 -0.379205 -0.288853 -0.129069
internal_weight=0 22966 13905 8491 9061 7017 6888 4412 4315 4746 6765 2677 2476 1474 492 3833 2932 2612 1735 613 2418 1738 1167 3834 1347 945 128 1726 1037 495
internal_count=31457 22966 13905 8491 9061 7017 6888 4412 4315 4746 6765 2677 2476 1474 492 3833 2932 2612 1735 613 2418 1738 1167 3834 1347 945 128 1726 1037 495
is_linear=0
shrinkage=0.0666667


Tree=17
num_leaves=31
num_cat=0
split_feature=68 69 70 66 70 69 57 70 66 59 60 65 60 66 62 59 65 66 59 60 54 35 24 23 63 65 19 45 66 65
split_gain=78694.9 68069.9 40259.2 25796.9 17027.3 19462.4 13739.8 13327.9 11496.7 10983.1 9026.79 7540.92 6956.93 6850.52 6476.18 6147.45 5852.85 6483.12 5588.82 5418.86 5321.45 9946.45 5113.44 4945.45 4858.19 4759.59 9597.8 4508.58 4465.84 4573.37
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 -4 5 16 10 8 12 22 14 18 -3 -12 -1 -7 17 -2 -10 -6 21 -11 24 -19 -8 26 -5 -26 29 -9
right_child=4 7 3 25 19 15 9 28 11 20 13 -13 -14 -15 -16 -17 -18 23 -20 -21 -22 -23 -24 -25 27 -27 -28 -29 -30 -31
leaf_value=0.52975201031602015 0.35001116036552909 0.29156633633838541 0.26963232899931294 -0.091454811529307581 -0.23707887271607817 -0.12362572455450016 0.77631156694270809 -0.02691838622604515 0.15377006891743353 0.39166787795965813 0.65826526231179816 -0.38007863130957009 -0.01689245171229586 0.2564413144464599 1.1067526086748172 -0.58177065140655648 -0.11468466897740176 0.011550910989297371 -0.17449458118055711 -0.51183544060459629 0.035290085738016806 -1.0372436619272418 0.036309917425771936 -0.87379481857642538 0.49800029905181092 -0.24752115659674767 0.56222774591665026 -0.1733262910920641 -0.56618435669045053 -0.40334606655861105
leaf_weight=328 726 1058 3408 2002 1017 408 617 561 742 1087 885 1215 2367 815 478 1038 2280 510 1723 2440 1375 51 212 72 769 1510 253 115 635 760
leaf_count=328 726 1058 3408 2002 1017 408 617 561 742 1087 885 1215 2367 815 478 1038 2280 510 1723 2440 1375 51 212 72 769 1510 253 115 635 760
internal_value=0 0.0961726 0.235148 0.0703055 -0.260122 -0.142772 0.410789 -0.117099 -0.0534637 0.300776 0.596309 -0.176183 0.078392 0.465626 0.871943 -0.452502 -0.0179474 0.150677 -0.0756823 -0.431006 0.167675 0.327631 0.496037 -0.0979764 0.560969 -0.110121 -0.0181148 0.410667 -0.348247 -0.243485
internal_weight=0 22966 13905 7173 8491 5034 6732 9061 7105 4226 2506 3680 3425 1700 806 1446 3588 1308 2465 3457 2513 1138 1713 582 1501 3765 2255 884 1956 1321
internal_count=31457 22966 13905 7173 8491 5034 6732 9061 7105 4226 2506 3680 3425 1700 806 1446 3588 1308 2465 3457 2513 1138 1713 582 1501 3765 2255 884 1956 1321
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=31
num_cat=0
split_feature=57 56 54 56 56 54 55 61 55 33 11 1 61 20 70 54 67 73 61 53 7 70 33 61 73 42 31 72 7 67
split_gain=38302.1 23293.8 23071.7 16234.1 11128.2 9724.94 7138.58 6671.18 6361.96 6151.69 5827.29 7745.7 5647.61 5031.03 4812.71 4629.48 4450.7 4211.94 9038.36 5062.85 4206.81 4178.11 4714.33 4140.47 6652.52 4493.45 4975.63 4138.15 6452.48 5160.05
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 15 4 14 10 12 -7 8 -6 23 -2 -12 13 -3 17 27 -5 19 -19 -4 -11 22 -14 25 -25 -8 -27 28 -1 -29
right_child=2 5 3 16 7 6 9 -9 -10 20 11 -13 21 -15 -16 -17 -18 18 -20 -21 -22 -23 -24 24 -26 26 -28 29 -30 -31
leaf_value=0.72304784176983139 0.21471273549568826 0.47645500422637355 0.32725824531235204 -0.31834865899368325 0.52810234691041547 0.18444253691635765 -0.03998300077152693 -0.078353012604658601 0.056555491474806888 0.16657207440295368 0.49992404198684037 2.1628424560322483 0.37259563804488954 1.6113494915041056 -0.12382360696177748 0.36230140352620266 -0.17430430568078481 0.47460247223498303 -0.53751114700776592 0.027406517774955175 1.1089220200147893 -0.044752279464977195 -0.29587545577718427 -0.12692000473708981 -0.63607034980275401 0.77242553289145688 -0.79106231927871706 1.9533478746227191 -0.54588110215134089 0.12106745351444592
leaf_weight=366 1802 348 818 3443 370 1565 974 3791 1262 386 159 34 930 44 2060 1978 5690 128 284 1807 54 544 119 1929 296 134 24 51 45 22
leaf_count=366 1802 348 818 3443 370 1565 974 3791 1262 386 159 34 930 44 2060 1978 5690 128 284 1807 54 544 119 1929 296 134 24 51 45 22
internal_value=0 0.163926 -0.0742773 -0.148814 0.0687074 0.0747199 0.00471872 -0.00558093 0.163463 -0.0693576 0.270645 0.792873 0.263811 0.603841 -0.0058387 0.430133 -0.228607 0.0741906 -0.223068 0.120846 0.282224 0.180138 0.296763 -0.115439 -0.194654 0.0402616 0.534934 0.707345 0.584114 1.40115
internal_weight=0 9809 21648 14230 7418 7347 5362 5423 1632 3797 1995 193 1985 392 5097 2462 9133 3037 412 2625 440 1593 1049 3357 2225 1132 158 484 411 73
internal_count=31457 9809 21648 14230 7418 7347 5362 5423 1632 3797 1995 193 1985 392 5097 2462 9133 3037 412 2625 440 1593 1049 3357 2225 1132 158 484 411 73
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=31
num_cat=0
split_feature=59 60 57 56 54 54 60 56 57 56 57 55 57 19 22 56 69 55 0 54 44 14 47 55 25 56 46 45 41 28
split_gain=47425.8 31848.7 18355.5 16327.5 15372.7 12420 12015.4 11865 9880.19 8820.73 8716.48 8082.57 7621.12 7579.12 7089.22 8651.41 6996.88 8266.77 6216.78 5588.97 5610.94 4808.76 4612.37 4606.48 4612.53 4604.22 5158.35 4531.71 5215.41 4239.81
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=4 3 9 10 8 11 -6 -8 -1 -3 -2 25 -5 -13 15 -7 17 22 21 -14 -21 -15 -9 -12 -25 26 -4 28 29 -17
right_child=1 2 5 12 6 14 7 16 -10 -11 23 13 19 18 -16 27 -18 -19 -20 20 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.51860552894634382 0.49951411832649956 0.11959795011913926 0.38546522034535957 0.1171249548006857 0.20798122241202377 -0.16390961432621515 0.17445946371346191 0.25389161961524132 0.19445176596972019 -0.070385806554074101 0.36250104434198921 -0.19016768424624811 0.060115925778354645 0.42104915696776146 -0.016978712949378857 -0.23513621012729163 -0.16860640728642012 -0.070020731621692256 -0.44561233109869491 -0.13890936474335808 0.28441040791772504 -0.63656148342859176 -0.18027991396375001 0.13946692715492331 -0.24549901757850084 -0.010199434251335873 -0.56652711104779019 -0.58263389293245871 -0.56547709396563772 -0.52755171972301174
leaf_weight=521 399 1538 262 1627 2041 2096 1520 723 2112 3697 354 2187 1232 212 577 1709 1338 1550 58 2330 148 21 128 1064 159 943 28 316 314 253
leaf_count=521 399 1538 262 1627 2041 2096 1520 723 2112 3697 354 2187 1232 212 577 1709 1338 1550 58 2330 148 21 128 1064 159 943 28 316 314 253
internal_value=0 -0.0556079 -0.113782 0.0574387 0.120498 -0.171644 0.0706888 0.0174061 0.258593 -0.0145701 0.221149 -0.0782367 -0.00317425 -0.147638 -0.237482 -0.264621 -0.0464401 0.0216392 0.17199 -0.0559308 -0.113626 0.325728 0.188587 0.150719 0.0894182 0.0612417 0.293549 -0.346061 -0.313215 -0.272843
internal_weight=0 21524 14211 7313 9933 8976 7300 5259 2633 5235 1976 3711 5337 2478 5265 4688 3739 2401 291 3710 2478 233 851 1577 1223 1233 290 2592 2276 1962
internal_count=31457 21524 14211 7313 9933 8976 7300 5259 2633 5235 1976 3711 5337 2478 5265 4688 3739 2401 291 3710 2478 233 851 1577 1223 1233 290 2592 2276 1962
is_linear=0
shrinkage=0.0666667


Tree=20
num_leaves=31
num_cat=0
split_feature=68 66 59 70 56 57 56 61 59 54 57 55 21 0 54 32 54 7 55 24 53 56 54 24 67 42 39 57 43 32
split_gain=82189.7 36277.6 16635.2 15747.2 15567.1 14420.7 10612.8 10128.3 8820.88 7412 6979.94 6833.05 6598.08 6126.06 5705.85 5592.85 5761.22 5517.55 5300.57 5057.85 4789.35 4768.85 4532.52 4339.84 4051.82 4019.15 3987.11 4314.5 8444.59 4517.62
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 21 8 5 17 12 14 24 -7 22 20 -4 26 -6 16 19 -1 -11 -12 -9 -3 -8 -24 25 -2 27 28 29 -13
right_child=3 2 6 -5 7 9 10 11 -10 18 15 13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.18902376196365189 0.041788520805708974 0.093888543166033914 0.0011683049036531634 -0.10754260385092212 0.12568327883103242 0.12353418018459443 0.052521941718445694 0.10312251754871248 -0.059723780484587943 0.096826069250393415 -0.018128274821591326 0.043917922629043461 0.12974400894663726 -0.097542531239579511 0.048492960195623755 0.017400798784688361 -0.10709064577228691 0.019638175232445494 0.0082130127570590426 -0.17961831901521577 0.020506401009216545 0.022783626430767662 -0.048023123603069109 0.091377598398430335 -0.016769452462101292 0.24465429094738103 -0.074988611569439159 -0.015317145771525327 0.22848814199306069 -0.15419418534263968
leaf_weight=1034 435 750 2104 3457 870 916 541 671 3542 626 1052 714 283 439 1918 421 1874 136 1294 137 1266 2755 1258 157 986 71 345 1175 150 80
leaf_count=1034 435 750 2104 3457 870 916 541 671 3542 626 1052 714 283 439 1918 421 1874 136 1294 137 1266 2755 1258 157 986 71 345 1175 150 80
internal_value=0 0.0245712 -0.00726547 -0.0664589 0.0555815 0.0954866 -0.0275351 0.0346245 -0.0382455 0.0650205 -0.0468186 0.0127606 0.0164121 -0.0115035 0.0725803 -0.068037 -0.0797801 0.169334 0.0371046 -0.0367356 0.0491256 0.0379987 -0.00902476 -0.032556 0.0127438 0.0702539 0.00382564 0.0166576 0.0564567 0.023957
internal_weight=0 22966 11332 8491 11634 4006 7827 7628 5034 2836 5440 4840 2387 2903 2788 3484 3063 1170 1920 1189 1937 3505 1956 1415 1492 506 2464 2119 944 794
internal_count=31457 22966 11332 8491 11634 4006 7827 7628 5034 2836 5440 4840 2387 2903 2788 3484 3063 1170 1920 1189 1937 3505 1956 1415 1492 506 2464 2119 944 794
is_linear=0
shrinkage=0.025


Tree=21
num_leaves=31
num_cat=0
split_feature=68 60 54 54 60 61 55 35 3 53 63 4 46 14 1 55 65 46 40 55 53 6 43 67 43 14 28 28 14 9
split_gain=62697 25384 11777.6 8581.5 6874.07 6676.4 6394.57 5764.95 5141 4840.35 7688.68 8362.6 4575.2 5187.82 4205.31 4000.63 3637.27 3435.44 4840.23 3374.29 4486.96 5181.26 3876.8 3357.18 3253.19 4951.41 4965.15 4284.37 4281.08 4845.77
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 5 7 16 15 -5 8 -1 12 11 -11 -4 14 -14 -3 -2 -8 -19 20 -7 22 23 -22 27 26 -26 -21 29 -29
right_child=4 2 9 6 -6 19 17 -9 -10 10 -12 -13 13 -15 -16 -17 -18 18 -20 24 21 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=0.32019997747164686 0.02900107612581064 0.48724733535609499 -0.0032056465479077902 0.2760130716452241 -0.23270546023549402 0.44826947848766285 0.053395842374970498 -0.2544658684258414 0.75040497148156771 -0.23917226478107403 -0.0091084100701748771 0.2007335296633897 0.43677516151237966 -0.39713544306547749 -0.29702679332933929 0.17807303766061947 -0.16335926859590855 0.37398471703474939 -0.31252612586145279 -0.072083253075567413 0.30964117278954983 0.66360411838553424 -0.44976852468924949 -0.053829134016255435 0.44859778807340611 -0.55110602500590877 -0.44625309374021455 0.58319704238262926 -0.57212811108791473 -0.39075337699055679
leaf_weight=1667 1159 346 3228 1552 5956 273 3311 101 199 2320 3824 314 406 69 57 1186 1376 449 77 2067 258 87 101 440 289 47 46 179 33 40
leaf_count=1667 1159 346 3228 1552 5956 273 3311 101 199 2320 3824 314 406 69 57 1186 1376 449 77 2067 258 87 101 440 289 47 46 179 33 40
internal_value=0 0.0686739 0.0109379 0.191194 -0.185745 0.106597 0.138991 0.334216 0.366079 -0.039541 -0.0815546 -0.186731 0.0326197 0.249996 0.346437 0.2479 -0.0754123 0.0835674 0.273488 0.050515 0.1647 0.0773245 0.0134868 0.0805195 0.00151831 0.217841 0.325723 -0.0341156 0.277309 0.405307
internal_weight=0 22966 15610 7356 8491 5392 5389 1967 1866 10218 6458 2634 3760 532 463 1532 2535 3837 526 3860 1159 886 799 698 2701 382 335 2319 252 219
internal_count=31457 22966 15610 7356 8491 5392 5389 1967 1866 10218 6458 2634 3760 532 463 1532 2535 3837 526 3860 1159 886 799 698 2701 382 335 2319 252 219
is_linear=0
shrinkage=0.08


Tree=22
num_leaves=31
num_cat=0
split_feature=68 69 66 69 59 62 56 57 59 27 66 61 62 49 20 55 61 11 60 49 59 59 43 62 7 6 48 61 55 49
split_gain=50784.6 50213.9 26534.4 10883.1 8811.02 8265.23 8021.86 8931.89 7277.76 6973.83 6971.42 5719.3 6343.81 6787.37 5636.8 5654.45 5887.27 5343.56 5259.29 6385.39 5030.48 4843.75 4334.04 4218.13 4010.77 3838.8 4789.41 4699.29 6621.93 4497.26
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 20 -3 21 7 9 25 18 -6 12 13 -9 15 17 -17 -10 -1 -20 -2 -4 -16 -12 -5 26 29 28 -28 -8
right_child=3 4 5 24 10 -7 8 11 14 -11 23 -13 -14 -15 22 16 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.92242145789442243 -0.012742993906642481 0.037900783779619251 0.11401170843281024 -0.40896140038216733 -0.056775410474909374 0.13220458019118664 0.41674003596910303 0.35174516894500907 0.15244944394346818 1.2725556647295462 -0.33007245360537751 0.18156516920396543 0.75222745598878937 -0.97653385069635179 0.35346899682555105 0.15799797545660133 -0.19334591002635537 0.69877582387677561 0.52028765987929415 -0.31158910115559896 -0.1718833267226782 -0.11410763166127535 1.3356414056486554 -0.13560267974204815 -0.025044050232944204 0.66633800169945823 -0.61405469865227746 -0.40019915638577325 1.1368619240199527 -0.0057380523820574165
leaf_weight=180 1930 2699 902 1510 3263 3834 1131 244 872 102 1525 1129 321 30 234 617 715 145 440 75 4835 2281 36 1574 216 223 24 123 40 207
leaf_count=180 1930 2699 902 1510 3263 3834 1131 244 872 102 1525 1129 321 30 234 617 715 145 440 75 4835 2281 36 1574 216 223 24 123 40 207
internal_value=0 0.0643817 0.163851 -0.174136 -0.0882643 0.0497978 0.280041 0.398404 0.211712 0.629102 -0.141788 0.291753 0.500832 0.206313 0.123824 0.0823758 -0.0305988 0.230343 0.534667 0.399141 -0.126482 -0.0494631 0.484425 -0.2313 -0.360916 0.343393 0.296169 -0.0988627 0.480268 0.351379
internal_weight=0 22966 13905 8491 9061 7017 6888 2521 4367 797 6362 1724 595 274 2619 2349 1332 1017 695 515 6765 3183 270 3099 1726 1748 1525 187 64 1338
internal_count=31457 22966 13905 8491 9061 7017 6888 2521 4367 797 6362 1724 595 274 2619 2349 1332 1017 695 515 6765 3183 270 3099 1726 1748 1525 187 64 1338
is_linear=0
shrinkage=0.0833333


Tree=23
num_leaves=31
num_cat=0
split_feature=68 56 54 54 53 37 58 55 16 37 63 21 67 61 50 16 42 53 21 28 40 48 27 6 38 25 19 55 53 40
split_gain=41135.5 22479.6 10536 5313.34 4899.75 4737.97 4794.9 4376.07 4701.42 6128.87 4345.75 4748.31 5439.42 4336.02 4727.15 5063.19 3973.42 4329.22 3788.79 3735.21 3726.31 4106.53 3828.23 4701.7 3860.54 4766.67 3348.49 3279.7 5121.54 5015.16
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 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 13 -1 -4 -2 -7 18 26 -10 11 16 -13 -3 27 -16 20 19 -6 -18 21 -5 23 24 25 -23 -9 28 29 -15
right_child=5 2 4 10 7 6 -8 8 9 -11 -12 12 -14 14 15 -17 17 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.35812626447551671 -0.21809218073937095 0.2586520344420421 0.034129202450706907 0.23534923237488445 0.036308444476767406 -0.32784892705180868 0.12246143268268617 -0.18071866542713805 0.27293567784975487 -0.85502770120447336 0.57094831179380423 0.78023412425008398 0.15142512035790398 0.77672577412011701 0.4381148878754913 -0.58289186965536188 0.094788931083420055 -0.3109259120846728 -0.34098003194775695 1.4232290170192721 -0.082533954562532985 0.17532969434435169 -0.7043681643403521 -0.82992280429264287 -0.52474077306096523 1.367316966255506 -0.50911384033429063 -0.049570501684846689 0.045924857744402345 -0.57447775271721191
leaf_weight=1938 7310 1531 3826 2738 2300 327 854 3188 388 55 250 238 326 194 483 54 138 409 301 25 604 240 82 53 63 39 344 2332 795 32
leaf_count=1938 7310 1531 3826 2738 2300 327 854 3188 388 55 250 238 326 194 483 54 138 409 301 25 604 240 82 53 63 39 344 2332 795 32
internal_value=0 0.0695323 0.00305896 0.216782 -0.055849 -0.188067 -0.0022223 -0.108199 -0.174187 0.132895 0.164155 0.143631 0.416774 0.116094 0.0599863 0.335444 0.108547 -0.13725 -0.00735316 0.298537 0.145362 0.188177 -0.082596 0.0464808 0.182298 0.341952 -0.212703 0.0158704 0.16534 0.585405
internal_weight=0 22966 15823 7143 10402 8491 1181 6576 3975 443 5205 4955 564 5421 3890 537 4391 572 2601 163 3819 3215 477 395 342 279 3532 3353 1021 226
internal_count=31457 22966 15823 7143 10402 8491 1181 6576 3975 443 5205 4955 564 5421 3890 537 4391 572 2601 163 3819 3215 477 395 342 279 3532 3353 1021 226
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=31
num_cat=0
split_feature=59 69 68 57 66 70 70 68 56 70 54 57 68 69 55 66 5 22 47 51 20 56 58 27 56 27 67 47 71 49
split_gain=35255.3 22402.1 21467.6 13229.1 12594 11234.9 10381.4 9290.56 7569.74 7209.16 7129.76 7071.77 6275.98 6363.91 6825.2 6096.4 5623.44 6158.28 5530.69 5425.14 5306.49 5459.75 6737.03 6940.23 5160.87 5155.6 5033.98 4515.23 4314.59 4168.15
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 10 11 -4 27 9 -5 15 -1 20 13 14 18 -3 26 -18 -10 -7 21 25 -23 -24 -12 -2 -13 -6 29 -28
right_child=1 7 5 8 6 19 -8 -9 12 -11 24 16 -14 -15 -16 -17 17 -19 -20 -21 -22 22 23 -25 -26 -27 28 -29 -30 -31
leaf_value=0.40935518421332812 0.28203395050865687 0.0093007589642897046 -0.011617918654591199 0.15399817176937952 0.054213066242582535 -0.23287405404585512 -0.090802147644988174 -0.27390033525574631 0.32594669258480541 -0.2134506006148289 0.34258910476024307 -0.078567465027255062 -0.093236450514727495 -0.039804734232383121 0.046153018544536739 -0.12465863510288584 0.40282901569299434 -0.41099671252463993 -0.12773573173885852 0.024585935886023366 0.54376140415668495 0.31392776612965562 0.072108916944559051 -0.49913654935493901 0.11016462234956136 0.87492361263744545 0.33868479920506478 0.31572803148692785 0.037537273566551427 -0.18176258438367113
leaf_weight=521 440 2318 2504 1957 1837 1985 2618 1270 672 1455 439 855 1397 1575 1671 2589 281 38 113 346 171 371 548 89 1588 60 375 273 1036 65
leaf_count=521 440 2318 2504 1957 1837 1985 2618 1270 672 1455 439 855 1397 1575 1671 2589 281 38 113 346 171 371 548 89 1588 60 375 273 1036 65
internal_value=0 -0.0431503 0.00221996 0.0935031 0.0567163 -0.0998634 -0.010985 -0.125735 0.0528307 -0.0961573 0.211386 0.130657 0.0163559 0.0543367 0.114708 -0.061378 0.0696161 0.305884 0.26064 -0.194658 0.227 0.191081 0.110674 -0.00770403 0.160502 0.353181 0.0372826 0.0880489 0.104391 0.261801
internal_weight=0 21524 13892 9933 9057 4835 4728 7632 7385 6362 2548 4329 5428 4031 2456 4907 2650 319 785 2331 1679 1508 1008 637 2027 500 2331 2110 1476 440
internal_count=31457 21524 13892 9933 9057 4835 4728 7632 7385 6362 2548 4329 5428 4031 2456 4907 2650 319 785 2331 1679 1508 1008 637 2027 500 2331 2110 1476 440
is_linear=0
shrinkage=0.06


Tree=25
num_leaves=31
num_cat=0
split_feature=59 60 70 69 56 69 70 65 68 68 68 63 68 67 54 0 63 54 65 61 67 51 35 61 4 67 26 61 69 68
split_gain=28556.8 22972.4 11153.2 12838.5 10749 10425.3 10380.4 8587.83 7719.88 6615.17 6305.59 5899.46 5769.11 5327.77 4881.1 7187.49 4939.55 4868.64 4763.55 7766.27 4959.56 4825.55 4617.34 4474.8 4456.65 4437.99 4799.57 4433.63 6162.08 4777.99
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 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 12 27 6 -3 25 -8 14 23 -11 -1 -14 -4 16 -16 24 21 -20 -21 -10 -12 -7 -6 26 -5 28 -2 -29
right_child=1 5 9 7 17 10 8 -9 18 11 22 -13 13 -15 15 -17 -18 -19 19 20 -22 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=0.42354439419118678 0.78040707635907292 0.04348143377204431 0.31971835334991278 0.43180437551197637 0.2114595610599681 -0.061366606251171921 -0.085611155468384326 -0.13666536431269816 -0.28505108564522946 -0.18143410780570335 -0.53835808095013271 -1.4711195677518845 0.49263996252579229 0.0057178743781799123 -0.11702551408696014 -0.43496149394401834 0.21868257204837405 -0.056531448895179928 -0.1117672204448948 -0.59415549382948407 -1.3385973236647746 0.42055122969405989 0.50011491676171616 -0.27557179345477378 -0.32495121176129788 0.11575111175767912 1.9550697670741515 0.30704733924758909 -0.10496064791312586 -0.087977836932099998
leaf_weight=2576 322 4109 642 346 1410 1504 3322 1255 720 857 882 37 318 766 740 316 1075 3753 271 352 120 112 45 2774 174 983 22 1130 104 420
leaf_count=2576 322 4109 642 346 1410 1504 3322 1255 720 857 882 37 318 766 740 316 1075 3753 271 352 120 112 45 2774 174 983 22 1130 104 420
internal_value=0 -0.0647254 0.140255 0.221317 0.0792892 -0.138836 -0.0737212 0.0516823 -0.172064 0.00173869 -0.2515 -0.23481 0.342101 0.14856 0.0780008 0.00517928 0.0818099 0.00551882 -0.354412 -0.538443 -0.78342 -0.190066 -0.487947 -0.200264 0.152536 0.226646 0.522869 0.278536 0.564261 0.200008
internal_weight=0 21524 9933 6266 7313 14211 9006 2606 4897 3667 5205 894 3660 1084 2773 2131 1815 5337 1575 743 472 832 927 4278 1584 1351 368 1976 426 1550
internal_count=31457 21524 9933 6266 7313 14211 9006 2606 4897 3667 5205 894 3660 1084 2773 2131 1815 5337 1575 743 472 832 927 4278 1584 1351 368 1976 426 1550
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=31
num_cat=0
split_feature=57 60 54 60 55 65 69 22 61 54 68 4 26 55 54 35 61 73 66 42 71 54 1 73 17 71 19 41 15 1
split_gain=24841.2 18494.1 11138.6 10201.4 7145.58 6410.39 6037.52 5537.59 5470.26 5334.26 5333.01 5184.03 4922.71 4362.29 4299.27 4202.64 4042.77 6797.89 4238.49 4092.99 4700.21 3990.83 5203.77 3965.43 3927.72 3799.93 3819.26 3698.95 3685.05 3878.32
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 4 8 9 -2 21 7 10 13 11 24 23 14 -3 28 -15 19 18 -18 20 -7 -5 -23 -1 -4 26 -10 -26 -6 -30
right_child=1 2 6 5 12 16 -8 -9 25 -11 -12 -13 -14 15 -16 -17 17 -19 -20 -21 -22 22 -24 -25 27 -27 -28 -29 29 -31
leaf_value=0.60003683471146707 0.22704765978746014 0.44244876572811925 -0.05867099726241496 0.34611154670379984 0.17813471016023164 0.42883644176016955 -0.29909981862348395 0.1519504211542102 0.0094952816579032019 0.23215144056563092 -0.3027139575130835 -0.30376472125450771 0.40520422756671909 0.09310286859977833 -0.077130464705477395 -0.75778413239072584 0.071447583963895875 -0.45990658814745738 -0.21459841450636785 0.67070419196795705 -0.068082878884277137 0.15439270488519963 -0.3284468642551916 1.5209488335645425 -0.35019416044632051 -0.14612380128061964 0.60118661367746651 -1.6242947066271747 -0.14319605138685024 -1.6318819284439088
leaf_weight=397 2061 370 2925 954 1357 269 3413 619 1031 2034 1794 57 294 1199 3478 61 1716 399 742 133 651 2155 249 53 146 2591 122 27 140 20
leaf_count=397 2061 370 2925 954 1357 269 3413 619 1031 2034 1794 57 294 1199 3478 61 1716 399 742 133 651 2155 249 53 146 2591 122 27 140 20
internal_value=0 -0.0598179 -0.126087 0.132015 0.0690965 0.0717159 -0.19458 -0.129851 -0.0123485 0.304489 -0.165508 0.594695 0.00754661 0.140559 -0.0158591 0.0519091 -0.0153176 -0.0770496 -0.0149015 0.152174 0.077212 0.173056 0.104381 0.7085 -0.0860545 -0.0789189 0.0721027 -0.549042 0.124617 -0.329282
internal_weight=0 21648 14298 9809 7350 7268 8924 5511 5374 2541 4892 507 5289 1630 4995 1260 3910 2857 2458 1053 920 3358 2404 450 3098 3744 1153 173 1517 160
internal_count=31457 21648 14298 9809 7350 7268 8924 5511 5374 2541 4892 507 5289 1630 4995 1260 3910 2857 2458 1053 920 3358 2404 450 3098 3744 1153 173 1517 160
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=31
num_cat=0
split_feature=69 70 70 59 59 65 65 59 55 49 55 56 51 27 2 56 42 60 53 62 17 15 20 29 56 27 67 7 63 16
split_gain=37387 42306.9 12961.4 11623 8264.11 7677.51 6779.46 6314.56 5597.29 6440.2 5490.28 5061.42 4742.84 4518.79 4462.94 4453.56 4453.15 4392.04 4329.54 4881.16 4886.52 4270.09 4231.43 4073.03 4071.69 4296.19 3852.45 5081.46 4413.89 3841.32
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 10 6 8 14 -3 9 29 12 -6 -1 -14 -2 -12 -11 24 -19 -20 -21 -16 -10 -8 -9 26 -26 28 -28 -5
right_child=2 7 -4 5 11 -7 23 17 22 16 15 -13 13 -15 21 -17 -18 18 19 20 -22 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=0.11523844091461762 0.068806274244343213 0.013713796652621705 -0.091318382115927174 0.10889711961584184 -0.0066771780351659194 0.015316378704569467 -0.044453095232514429 0.057866304573612887 0.023902441193040202 0.21636757750862412 0.11864490015888091 -0.055961226950461698 0.31036076437847765 -0.05980279333889485 -0.12623194557925066 0.047229965185649335 0.62135024927556515 -0.0096536302272872063 -0.085658073686741082 -0.034800009281198321 0.17275570447742938 0.242283833026886 0.17066136888803585 0.098162935491889092 -0.073911073007419434 0.073151154809087265 0.10851877384342766 -0.18162436552345754 -0.025145799909381473 -0.054455810469934855
leaf_weight=997 1193 3118 2236 824 1927 4203 1114 564 1264 112 807 4018 146 24 135 1686 20 1672 1855 1295 75 23 136 141 786 267 262 80 376 101
leaf_count=997 1193 3118 2236 824 1927 4203 1114 564 1264 112 807 4018 146 24 135 1686 20 1672 1855 1295 75 23 136 141 786 267 262 80 376 101
internal_value=0 0.0196889 -0.0377278 0.0555073 -0.0237144 0.0358391 0.0134065 -0.0160256 0.0709459 0.114372 0.0912968 -0.0399864 0.13605 0.258102 0.0522702 0.0703474 0.277729 -0.0288475 -0.0423006 -0.0592264 -0.0234375 -0.0725872 0.038159 -0.0284301 -0.000633405 -0.0192635 -0.0356695 0.0061938 0.0297447 0.0910607
internal_weight=0 20670 10787 10320 8551 6660 2606 10350 2457 1057 3660 5945 1167 170 1351 2493 132 7232 4897 3225 1370 158 1400 1255 2335 1771 1504 718 638 925
internal_count=31457 20670 10787 10320 8551 6660 2606 10350 2457 1057 3660 5945 1167 170 1351 2493 132 7232 4897 3225 1370 158 1400 1255 2335 1771 1504 718 638 925
is_linear=0
shrinkage=0.025


Tree=28
num_leaves=31
num_cat=0
split_feature=68 69 66 69 61 57 11 66 62 12 22 56 40 54 0 54 24 53 60 49 33 38 0 49 62 47 18 22 0 15
split_gain=27564.3 29015.8 18628.1 6469.31 6177.17 9376.47 6004.59 5951.88 5925.97 4258.7 4205.1 4096.46 4593.4 4221.44 3848.51 4344.17 4411.78 4155.74 5272.3 3876.56 3785.7 3781.44 3812.82 3488.2 3469.02 3890.76 3461.41 3423.13 3317.1 4414.32
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -2 9 11 14 -3 -4 -1 -11 12 -6 -14 17 27 -17 18 -7 -20 23 26 -23 -8 25 -9 -10 -16 29 -27
right_child=3 7 8 -5 5 6 20 24 21 10 -12 -13 13 -15 15 16 -18 -19 19 -21 -22 22 -24 -25 -26 28 -28 -29 -30 -31
leaf_value=0.33884829339816208 -0.10985993986475145 -0.0050445028905779293 -0.067879704711095612 -0.32675717736289245 0.70390291474171729 0.57253338167984635 0.50459345697791658 -0.32175661388032595 0.19827130019738534 0.88088120144458815 -0.11636100471019746 0.26264447760734494 0.93507872687445759 -0.58284693540711152 0.2538457938387424 -0.41753385201274995 -1.841924589447677 -0.05036459245679617 0.15905771567582858 -0.62517627461089031 -0.44439439607991116 -0.011234180878512471 -0.73315972104417471 1.6101916977853485 -0.085562634072879229 0.078583025127047235 -0.085713080077601422 -0.96454728146049173 -0.71641562553339222 1.4416234330998527
leaf_weight=2217 6765 4746 3183 1726 503 310 211 1691 2828 274 50 1104 27 57 158 167 25 1111 506 72 36 411 89 33 2356 198 506 27 43 27
leaf_count=2217 6765 4746 3183 1726 503 310 211 1691 2828 274 50 1104 27 57 158 167 25 1111 506 72 36 411 89 33 2356 198 506 27 43 27
internal_value=0 0.0569183 0.147654 -0.15395 0.264477 0.192074 0.0748858 -0.0823242 0.0329786 0.388339 0.726986 0.376137 0.589588 -0.0949423 0.0232699 -0.269792 -0.603001 0.0785397 0.239815 0.0613677 0.512883 0.116712 -0.139737 0.654121 -0.167323 -0.265652 0.155171 0.0760263 0.0883485 0.242148
internal_weight=0 22966 13905 8491 6888 4347 2656 9061 7017 2541 324 1691 587 84 2376 377 192 1999 888 578 280 3834 500 244 4315 1959 3334 185 268 225
internal_count=31457 22966 13905 8491 6888 4347 2656 9061 7017 2541 324 1691 587 84 2376 377 192 1999 888 578 280 3834 500 244 4315 1959 3334 185 268 225
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=31
num_cat=0
split_feature=68 66 61 57 13 56 21 60 7 18 56 65 37 18 11 65 11 26 23 40 65 47 7 41 30 57 47 2 30 41
split_gain=22327.1 18195.9 8664.29 8094.82 7767.78 7307.89 6571.73 6304.46 6127.45 9064.29 5648.64 5645.07 6106.83 5436.72 4885.72 3896.58 6930.43 4703.36 3878.27 3873.04 4206.95 3830.65 3780.33 4976.42 3636.52 3519.96 3687.22 3467.44 3602.63 3434.98
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 15 8 14 6 -3 13 10 18 19 12 -2 25 -5 16 17 -1 -10 20 -4 -22 -13 24 -24 26 -7 -12 -29 -17
right_child=11 5 3 4 -6 7 -8 -9 9 -11 27 22 -14 -15 -16 29 -18 -19 -20 -21 21 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=0.26814602803462384 -0.10069403594805393 0.03839309461316745 0.87514201491088661 0.0026774654475556713 -0.36817848443639789 0.21572773060815434 0.49032332082330199 -0.15001114611944388 0.17495013205055576 -1.5262549194362429 0.10631305755427499 -0.24703598694085394 0.26138815393983278 -0.29335438033782674 0.33328926466860953 0.14102551832891774 1.0096981391588353 1.1547628736685194 -0.93270579850351487 -0.068213108202273207 0.24576494078600347 1.1361979387700558 0.022105791470676196 0.85404889059789257 -0.91877122806466149 0.024334260476354924 0.98426294788508351 0.36349188542366029 1.5062746692448856 0.48802305097700266
leaf_weight=1190 3430 2773 273 3776 518 517 364 5502 217 45 1534 4026 539 421 507 2236 161 63 37 110 352 56 384 66 46 1684 71 200 32 327
leaf_count=1190 3430 2773 273 3776 518 517 364 5502 217 45 1534 4026 539 421 507 2236 161 63 37 110 352 56 384 66 46 1684 71 200 32 327
internal_value=0 0.0512265 0.139075 0.0768805 -0.00242214 -0.038963 0.0908326 -0.088648 0.21019 -0.218152 0.260278 -0.138555 -0.0515224 0.0367214 0.0418136 0.258819 0.392083 0.312725 0.0135987 0.48236 0.571292 0.367981 -0.214944 0.0455491 -0.0785462 0.0978842 0.308527 0.160806 0.521117 0.185297
internal_weight=0 22966 11634 7657 4801 11332 3137 8195 2856 299 2557 8491 3969 2693 4283 3977 1414 1253 254 791 681 408 4522 496 430 2272 588 1766 232 2563
internal_count=31457 22966 11634 7657 4801 11332 3137 8195 2856 299 2557 8491 3969 2693 4283 3977 1414 1253 254 791 681 408 4522 496 430 2272 588 1766 232 2563
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=31
num_cat=0
split_feature=60 70 70 56 53 22 56 67 65 53 56 51 62 39 29 3 46 25 54 62 42 54 7 62 13 65 7 71 48 8
split_gain=24625.7 14004.4 7747.51 7419.74 5180.35 7453.19 6492.11 5044.91 10744.2 6619.02 4543.11 4270.55 4269.9 4221.5 4142.23 4299.5 3836.73 3762.61 3618.2 4239.84 3518.1 3513.68 4285.55 5087 3840.28 3506.01 3426.96 3518.84 3322.39 4269.62
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 7 14 5 11 17 8 -1 10 -10 16 20 -7 -2 28 -3 -6 19 -12 -9 22 -5 -24 -23 -15 -11 -28 29 -16
right_child=1 4 -4 21 6 13 -8 12 9 26 18 -13 -14 25 15 -17 -18 -19 -20 -21 -22 24 23 -25 -26 -27 27 -29 -30 -31
leaf_value=0.21676645615799486 0.059264980747421737 -0.084815323524982555 0.0069560848266283677 -0.0034573963510643175 -0.0054256907301293783 0.23663848510538921 -0.11138412356743928 -0.03653803753745815 0.40195326537671305 0.028678653919394465 -0.024233731329441073 0.096553096629235446 0.081737754910301691 0.16882352420261929 -0.013436565113040698 0.28028190025916472 0.066149692682549374 -0.17912340422826156 0.034892438158156382 0.56095754948373033 0.16313321866922911 -0.027300279301349584 -0.021493205311654631 0.27065649648978252 -0.13580560185798146 -0.56210046086992538 0.14582070138719347 -0.31993888399934262 -0.32576670232860527 -0.5769906491818636
leaf_weight=1104 3854 1702 3750 2886 1827 251 4151 1099 115 1035 32 319 2161 21 332 52 320 224 252 52 162 4521 174 211 590 21 36 93 87 23
leaf_count=1104 3854 1702 3750 2886 1827 251 4151 1099 115 1035 32 319 2161 21 332 52 320 224 252 52 162 4521 174 211 590 21 36 93 87 23
internal_value=0 -0.0239679 0.0522589 0.00288682 -0.0626575 -0.0156606 -0.0826172 0.079923 0.120596 0.0548542 0.184949 -0.0394649 0.047606 0.174531 0.0452871 -0.0637627 -0.0609237 -0.0243961 0.110676 0.338028 -0.0108864 -0.0191075 0.0132653 0.13862 -0.0398258 -0.196638 0.00444814 -0.189959 -0.104239 -0.0499485
internal_weight=0 21566 9891 12730 8836 2634 6202 6141 2719 1615 451 2341 3422 293 4348 494 2022 2051 336 84 1261 8382 3271 385 5111 42 1164 129 442 355
internal_count=31457 21566 9891 12730 8836 2634 6202 6141 2719 1615 451 2341 3422 293 4348 494 2022 2051 336 84 1261 8382 3271 385 5111 42 1164 129 442 355
is_linear=0
shrinkage=0.04


Tree=31
num_leaves=31
num_cat=0
split_feature=59 60 70 69 56 69 70 65 55 2 29 15 22 48 16 70 72 10 30 53 23 56 52 58 22 56 60 6 63 20
split_gain=24091.4 14810.6 8534.59 8657.46 8193.13 7449.35 8346.17 6630.2 4734.52 4269.28 3976.31 3973.02 3948.94 3491.84 5472.41 3445.53 3770.67 4801.26 4204.39 4663.99 3998.39 3330.24 4668.04 3210.45 3958.37 3177.84 4490.15 3746.74 3653.34 3770.97
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 8 -2 6 -3 9 -1 -5 -9 -11 -8 -6 -15 21 17 18 20 -20 -17 22 -7 24 -23 -4 27 28 -27 -30
right_child=1 5 25 7 13 15 12 10 -10 11 -12 -13 -14 14 -16 16 -18 -19 19 -21 -22 23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=0.46515407453338203 0.23013828562366162 0.041179010948967421 0.18124984568030425 0.27886023363793283 -0.040008345007202767 -0.0076489133700225953 -0.18465663237521043 -0.16838740776518704 0.22110234258219755 -0.48128711673948504 0.39526296346745593 0.94057762104531994 0.095567454884290332 0.10488896511810722 1.0242894377973346 -0.36827741201972342 0.064983904801007644 -1.0514909532247929 -0.73103650527841912 0.69327431295959041 -1.1413279050910796 -0.46028312667804222 -0.81774540348847724 -0.15336612115531942 0.16065000622955145 0.53697681365268568 -0.11788420766973023 0.76074324846267705 0.058321436050758568 -0.78405139525731415
leaf_weight=1167 1976 4109 819 1193 4623 1379 4328 1114 2493 135 141 23 569 642 72 698 173 114 34 71 74 838 75 1632 117 140 2090 93 465 60
leaf_count=1167 1976 4109 819 1193 4623 1379 4328 1114 2493 135 141 23 569 642 72 698 173 114 34 71 74 838 75 1632 117 140 2090 93 465 60
internal_value=0 -0.0594499 0.128823 0.199734 0.0561852 -0.118956 -0.0639142 0.060433 0.298919 0.214167 -0.105061 -0.274307 -0.152096 -0.00822017 0.197602 -0.214192 -0.365787 -0.440988 -0.361629 0.232069 -0.442378 -0.170525 -0.0494352 -0.238583 -0.384211 0.00765418 -0.0422668 0.16623 0.0830874 -0.0379497
internal_weight=0 21524 9933 6266 7313 14211 9006 2606 3660 1351 1255 158 4897 5337 714 5205 1164 991 877 105 772 4041 1454 2587 955 3667 2848 758 665 525
internal_count=31457 21524 9933 6266 7313 14211 9006 2606 3660 1351 1255 158 4897 5337 714 5205 1164 991 877 105 772 4041 1454 2587 955 3667 2848 758 665 525
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=31
num_cat=0
split_feature=57 60 56 56 55 53 60 54 61 18 27 10 53 67 6 38 55 54 3 18 42 62 41 8 71 62 54 54 32 54
split_gain=22532.1 12531.3 9000 7620.86 6595.28 6281.64 5780.77 5684.12 5682.86 4883.9 5808.54 5453.12 4584.23 4487.67 4570.04 4446.79 3905.94 7102.87 3887.77 4390.56 3782.98 3536.04 4671.38 3476.87 3400.43 7792.14 3377.57 3235.18 3230.12 3218.94
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 4 7 6 -2 9 -1 15 12 10 26 24 -4 16 -15 23 17 -14 -7 21 -19 -20 -23 -3 25 -11 -5 -6 -26 -10
right_child=1 2 8 5 27 18 -8 -9 29 11 -12 -13 13 14 -16 -17 -18 20 19 -21 -22 22 -24 -25 28 -27 -28 -29 -30 -31
leaf_value=0.48588779177210006 0.16741152761991179 0.10661460089151006 0.072214390017373981 0.61051275161961882 0.090642169138009182 -0.0076411460553905399 0.16752439968682076 -0.062556718156835389 -0.12717101018033564 -1.8355372189765884 -0.07209922141312658 0.82738228059477281 0.48593766717185749 -0.093477392320142211 0.34032331213329053 0.50524434130752616 -0.40880475921481763 -0.19031751803302951 0.083377187314825685 -0.24782359490877595 -1.2042581215072636 0.66770603328212164 -0.32934976973685254 -0.50042708306280892 0.10817839908011165 -0.12778160197829658 0.2640891708296037 -0.051244109380147305 -0.98075135864994734 -0.25532082614160012
leaf_weight=496 2061 1300 1190 241 1600 4867 1966 3516 2531 28 311 36 114 1441 191 191 566 215 233 116 29 231 38 69 135 55 1034 3689 22 2945
leaf_count=496 2061 1300 1190 241 1600 4867 1966 3516 2531 28 311 36 114 1441 191 191 566 215 233 116 29 231 38 69 135 55 1034 3689 22 2945
internal_value=0 -0.0474749 -0.0929333 0.104775 0.0409555 0.0622545 0.231663 -0.00381762 -0.141985 0.194505 0.250806 -0.129021 -0.0628917 -0.125793 -0.0427078 0.128571 -0.272542 -0.0571085 0.0173591 0.214246 -0.310827 0.321019 0.526858 0.0760186 -0.272481 -0.703892 0.32957 -0.00832143 -0.0444105 -0.19609
internal_weight=0 21648 14298 9809 7350 7347 2462 5076 9222 1862 1586 276 3746 2556 1632 1560 924 358 5485 618 244 502 269 1369 240 83 1275 5289 157 5476
internal_count=31457 21648 14298 9809 7350 7347 2462 5076 9222 1862 1586 276 3746 2556 1632 1560 924 358 5485 618 244 502 269 1369 240 83 1275 5289 157 5476
is_linear=0
shrinkage=0.0833333


Tree=33
num_leaves=31
num_cat=0
split_feature=59 69 70 68 54 66 60 26 68 70 10 68 69 27 12 51 71 60 66 53 63 61 14 66 39 7 54 63 31 72
split_gain=21186.2 11631.4 11887.3 8492.29 7147.63 6999.2 5567.69 5731.39 4745.46 4971.33 4593.16 4548.5 4265.3 4165.84 4231.06 4064.38 4013.18 3970.87 3904.67 3799.45 6134.44 3847.38 3747.75 3462.5 3524.89 4692.9 3829.06 4103.4 5222.2 3380.35
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 11 5 -1 10 7 19 9 18 -4 17 -8 -14 16 23 -15 -2 -3 20 -6 22 -21 24 26 -26 27 -5 -29 -7
right_child=1 8 3 15 6 29 12 -9 -10 -11 -12 -13 13 14 -16 -17 -18 -19 -20 21 -22 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=0.26205233882399409 0.27980131170039763 0.022712054858273465 0.16439971025464664 -0.29756029405517553 -0.34234761180885043 -0.177481194147009 0.08022860280781946 0.9054967590740749 -0.33141641267905325 -0.28203405240710661 -0.27626041235374427 -0.011336876898289869 -0.045298877124075168 -1.2657821351203367 0.53961744755506513 0.06911551899335891 -0.35917861343077023 0.080002293558579532 -0.15596863287494292 0.49872526030386655 0.62799048279677783 0.010093490234274201 -0.62224577502770861 -0.64707488595090057 -0.79104876951147352 0.66422550249099732 -0.30454297722917845 0.46337444302745356 -0.88037271842812048 0.12836000472737377
leaf_weight=2633 1649 2318 2015 205 81 2185 3466 112 1270 1455 268 2504 1521 69 36 346 167 2507 2589 310 333 1172 33 254 195 25 1039 234 33 433
leaf_count=2633 1649 2318 2015 205 81 2185 3466 112 1270 1455 268 2504 1521 69 36 346 167 2507 2589 310 333 1172 33 254 195 25 1039 234 33 433
internal_value=0 -0.0557502 -0.00126353 -0.0900337 0.120806 -0.0153007 0.0698608 0.210047 -0.154929 -0.119698 0.112671 0.0951307 0.0154549 -0.109757 -0.470204 -0.247162 -0.624245 0.159278 -0.0715623 0.169669 0.438142 0.0963038 0.390877 -0.302291 -0.251699 -0.625677 -0.197249 0.0389353 0.297293 -0.126897
internal_weight=0 21524 13892 7232 9933 4901 7300 2041 7632 6362 2283 6660 5259 1793 272 2331 236 4156 4907 1929 414 1515 343 1985 1731 220 1511 472 267 2618
internal_count=31457 21524 13892 7232 9933 4901 7300 2041 7632 6362 2283 6660 5259 1793 272 2331 236 4156 4907 1929 414 1515 343 1985 1731 220 1511 472 267 2618
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=31
num_cat=0
split_feature=68 69 66 70 55 70 69 70 66 62 3 41 13 65 65 50 0 65 66 7 44 4 61 16 38 56 57 61 29 18
split_gain=37248.4 30727.5 18675.3 12435.1 8797.44 8362.56 8559.2 6921.14 5846.56 5334.38 5910.25 4855.39 8760.95 4780.82 4616.47 4691.7 4385.05 4349.91 4846.37 4449.89 4214.93 4000.52 4097.79 5250.03 3917.43 4237.97 3823.93 5711.77 5260.07 8138.66
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 9 11 6 17 8 -3 10 -4 -1 -13 -10 -11 -16 -17 18 21 -20 -9 22 23 -2 -15 -26 28 -28 -6 -30
right_child=5 7 3 -5 26 -7 -8 20 13 14 -12 12 -14 24 15 16 -18 -19 19 -21 -22 -23 -24 -25 25 -27 27 -29 29 -31
leaf_value=0.096365550208738673 0.18236770769495231 0.012552079393633092 0.022832660983441704 -0.015800398830735033 0.074015140745281496 -0.05974341370548842 -0.060424369374254043 -0.05590591680944644 -0.0077520808122886267 0.10942436831423351 -0.11117006072646951 0.05329113021860888 -0.25053966132707373 -0.070110626764553222 0.023728193814284055 0.09284003351355942 0.37089735139299324 -0.019467889819772131 0.0025560379803525228 -0.17544074096376935 0.071531683195721021 -0.076545140884424517 0.040765524115109503 -0.12018636501752412 0.19584192762983604 -0.030741038299627134 0.057545552428757134 -0.0018669246575063231 0.017851342160576655 -0.34595194532953455
leaf_weight=2164 195 3425 1340 3765 1509 3457 1446 1846 2465 546 146 324 43 1057 1051 142 27 2280 519 63 110 76 429 26 47 111 1116 1541 162 29
leaf_count=2164 195 3425 1340 3765 1509 3457 1446 1846 2465 546 146 324 43 1057 1051 142 27 2280 519 63 110 76 429 26 47 111 1116 1541 162 29
internal_value=0 0.0132331 0.0319078 0.00894371 0.055302 -0.0357922 -0.0193442 -0.0154251 -0.00625371 0.0375912 0.00966685 0.0849578 0.0176924 -0.0237564 0.0610881 0.0394556 0.137263 -0.0027885 0.0262857 -0.0167117 -0.0487392 0.0607546 0.0768081 0.146773 -0.056226 0.0366602 0.0380748 0.0230877 0.0614989 -0.0373858
internal_weight=0 22966 13905 7017 6888 8491 5034 9061 7105 3252 1486 2531 367 3680 1766 1220 169 3588 1308 582 1956 726 650 221 1215 158 4357 2657 1700 191
internal_count=31457 22966 13905 7017 6888 8491 5034 9061 7105 3252 1486 2531 367 3680 1766 1220 169 3588 1308 582 1956 726 650 221 1215 158 4357 2657 1700 191
is_linear=0
shrinkage=0.02


Tree=35
num_leaves=31
num_cat=0
split_feature=68 69 60 57 69 59 57 57 55 47 24 55 5 50 57 63 59 55 72 30 61 54 54 24 59 61 59 32 38 54
split_gain=80981.3 49935.5 15115.1 10190.2 9444.69 8290.18 7658.8 7067.24 6413.24 5668.5 5972.99 5516.55 6149.26 5383.74 5194.53 5146.35 5035.82 4758.88 4697.05 4458.8 4362.95 4379.43 4003.61 4140.68 5370.74 4164.69 4329.55 3994.56 3907.71 4424.82
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 11 14 9 28 -3 -8 -5 27 18 13 -13 -2 -15 -9 -16 -4 -14 -17 -22 -10 25 -25 26 -24 -11 29 -1
right_child=4 7 3 5 -6 -7 8 16 22 10 -12 12 19 15 17 20 -18 -19 -20 -21 21 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=0.16172381168032854 -0.012274471239073863 0.00834273436248106 0.093860669150440529 0.04496643136876554 -0.078778831705290209 -0.0057883816549541712 0.08143787816325912 -0.0025363405469943246 0.062320800921652264 0.021666342129961387 -0.22360715540046364 0.012853101825587349 0.083665097696592097 -0.033854995450162469 -0.02148341647421112 0.25675557170962465 -0.034160956623411017 -0.056438714199304546 -0.0037947805728686689 0.29664853375445133 0.20246984539609966 0.013295321571134895 0.13575089089025741 -0.19035277050093743 0.0073835063219806285 0.0033667613589367664 0.029933842781214613 -0.15802091673792651 0.022271007573096781 0.086632529264717373
leaf_weight=294 1965 2711 880 2031 1726 3504 1043 2080 778 244 39 1824 229 67 1647 58 4270 3153 162 31 55 89 159 59 108 858 331 40 179 843
leaf_count=294 1965 2711 880 2031 1726 3504 1043 2080 778 244 39 1824 229 67 1647 58 4270 3153 162 31 55 89 159 59 108 858 331 40 179 843
internal_value=0 0.01626 0.0360987 0.0237776 -0.043979 0.0104625 0.0606057 -0.0141845 0.0471742 0.0346525 -0.030201 0.0467525 0.0326146 0.0231184 -0.0351003 0.0927237 -0.023802 -0.0444447 0.0786782 0.109059 0.134708 0.0855495 0.0315889 0.0158071 -0.0624754 0.0255053 0.0642704 -0.00364172 0.0946539 0.106049
internal_weight=0 22966 13905 9253 8491 5858 4652 9061 3336 2354 323 3395 2353 2093 6765 269 6350 4800 1042 260 202 144 2293 1515 167 1348 490 284 1316 1137
internal_count=31457 22966 13905 9253 8491 5858 4652 9061 3336 2354 323 3395 2353 2093 6765 269 6350 4800 1042 260 202 144 2293 1515 167 1348 490 284 1316 1137
is_linear=0
shrinkage=0.0166667


Tree=36
num_leaves=31
num_cat=0
split_feature=68 69 66 70 70 55 69 70 11 49 66 38 62 44 71 25 41 13 20 57 32 20 56 18 55 50 45 69 12 27
split_gain=23781.9 21696.8 14325.4 10185.9 7693.92 7329.84 6253.54 5653.38 5445.21 5252.85 4428.18 4362.62 4740.46 4018.32 3998.79 4009.22 3896.35 7998.73 4152.23 3858.08 4457.75 3885.17 3760.13 4159.74 8991.04 3696.17 3578.11 3837.69 3566.92 3516.36
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 11 6 8 -2 10 16 19 -3 12 -4 -9 -13 -16 18 -18 -1 20 21 -7 -14 -24 -25 -10 27 -6 -28 -20
right_child=4 7 3 -5 26 9 -8 13 25 -11 -12 14 22 -15 15 -17 17 -19 29 -21 -22 -23 23 24 -26 -27 28 -29 -30 -31
leaf_value=0.31803508297758548 0.0066424887262673069 0.055738624316973295 0.063015610430681823 -0.081206436270617868 -0.18603993856061993 0.33598024090156531 -0.23968296668454903 -0.25307022008140806 0.94037787635993753 -0.11215712268154221 -0.10225526142409408 0.36369287832679914 0.54191352179692343 0.36907906013286929 -0.46087295027908565 0.588619924159277 0.19138596576556827 -1.2717708568240322 0.94773282167734585 0.11826599838294552 -0.14414292306213056 0.93795472734560414 0.299870758737589 0.68461003045122781 -0.84059552976489071 -0.12293443711180436 -0.426336087095254 -0.59431763498550394 -1.3417443720623852 -0.072459105020616116
leaf_weight=1698 3588 3425 1275 3765 2782 1173 1446 1846 234 629 3680 117 522 110 273 42 285 43 192 2260 177 118 860 63 100 38 376 251 48 41
leaf_count=1698 3588 3425 1275 3765 2782 1173 1446 1846 234 629 3680 117 522 110 273 42 285 43 192 2260 177 118 860 63 100 38 376 251 48 41
internal_value=0 0.0528691 0.131331 0.0307677 -0.142997 0.233777 -0.0641137 -0.0675382 0.369124 0.155154 -0.0260935 0.160406 0.205739 -0.218082 -0.135519 -0.320941 0.318228 -0.000430325 0.372355 0.200255 0.326478 0.391002 0.32352 0.212082 -0.251099 0.791827 -0.257866 -0.219828 -0.529967 0.768214
internal_weight=0 22966 13905 7017 8491 6888 5034 9061 2531 4357 7105 3252 2820 1956 432 315 2259 328 1931 3728 1468 1291 1545 1023 163 272 3457 3033 424 233
internal_count=31457 22966 13905 7017 8491 6888 5034 9061 2531 4357 7105 3252 2820 1956 432 315 2259 328 1931 3728 1468 1291 1545 1023 163 272 3457 3033 424 233
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=31
num_cat=0
split_feature=68 69 66 70 70 55 69 70 11 49 59 66 62 3 25 25 37 39 24 44 72 60 10 18 61 28 37 8 71 50
split_gain=19263.4 17574.4 11603.6 8250.62 6232.08 5937.17 5065.37 4579.24 4410.62 4254.81 4393 3586.82 3535.06 5607.25 4041.42 3500.48 3391.59 3322.82 3310.14 3254.84 3249.68 3585.37 5742.55 4384.19 3406.8 3249.44 3248.16 3252.17 3204.69 3165.48
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 12 6 8 -2 11 26 10 15 -3 13 -4 28 -7 -8 -17 -13 -9 21 22 25 -23 -22 -11 27 -1 -15 -14
right_child=4 7 3 -5 -6 9 16 19 -10 20 -12 18 29 14 -16 17 -18 -19 -20 -21 24 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.27457577419617613 0.0059782394211842609 0.050164759241887472 0.094824194667457756 -0.073085790250010066 -0.23207944511052836 0.25385419964957451 -0.27919334083387243 -0.22776319546982463 0.71264419413363456 -0.31571308082677951 0.091754726879132387 -0.12602596556800952 0.18703773984235433 -1.1948024475213255 -1.8783562302589418 0.9147682337830656 0.15377907791649395 -0.11722338474713839 0.17255667426350008 0.33217115188186819 1.0538173714085766 -0.26426530664237285 1.2531404814808758 -1.3492923643699912 -0.11238429513844578 0.86299213511603223 0.61533224363372019 -0.2688299182133797 -0.047758674044762889 0.57841616370812621
leaf_weight=1877 3588 3425 1340 3765 3457 1293 1234 1846 272 142 2240 3261 1527 33 20 156 212 39 419 110 46 278 37 43 55 28 265 117 93 239
leaf_count=1877 3588 3425 1340 3765 3457 1293 1234 1846 272 142 2240 3261 1527 33 20 156 212 39 419 110 46 278 37 43 55 28 265 117 93 239
internal_value=0 0.0475822 0.118198 0.0276909 -0.128698 0.2104 -0.0577023 -0.0607844 0.332212 0.139638 0.18023 -0.0234842 0.144365 0.0307048 -0.557789 0.313418 -0.215715 0.70837 -0.0920297 -0.196274 -0.100941 -0.200353 0.124148 -0.409612 0.418757 -0.121573 0.286405 0.242691 -0.348175 0.240005
internal_weight=0 22966 13905 7017 8491 6888 5034 9061 2531 4357 3728 7105 3252 1486 146 1488 1446 195 3680 1956 629 528 207 321 101 170 2259 1994 126 1766
internal_count=31457 22966 13905 7017 8491 6888 5034 9061 2531 4357 3728 7105 3252 1486 146 1488 1446 195 3680 1956 629 528 207 321 101 170 2259 1994 126 1766
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=31
num_cat=0
split_feature=57 59 65 60 67 53 60 54 60 54 51 35 55 53 45 47 61 11 55 54 6 43 11 49 1 37 30 9 62 59
split_gain=18039.5 13340.5 9478.32 8169.53 7205.01 6642.63 7187.97 5384.21 5384.05 4990.27 7150.75 4727.32 4255.23 4517.25 5057.52 4034.11 4464.6 7387.36 3982.77 3621.98 3602.61 4069.79 4581.96 3545.59 3521.46 3448.24 3417.28 3342.28 3332.77 4659.87
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 8 4 11 5 26 -7 12 20 -8 18 19 13 -5 -15 16 -10 23 -11 25 21 -2 -23 -18 -17 -3 -1 -25 -4 -30
right_child=1 3 28 7 -6 6 9 -9 15 10 -12 -13 -14 14 -16 24 17 -19 -20 -21 -22 22 -24 27 -26 -27 -28 -29 29 -31
leaf_value=0.7938715585637971 0.20679819917827566 0.086140125735099604 -0.09806220132523398 0.42522754721754208 0.12306654494505725 0.5628988698506967 0.39648892432995086 -0.23056853858246062 0.18851114110774145 0.11194155748984586 0.87148448511958121 -0.40721404626437113 -0.14882904703374064 -0.12078266637078648 0.54446114394673728 -0.29992046956029716 -0.03028880776069022 0.41513557281898106 -0.54837738735845587 -0.042399966660585632 0.56471337004540823 -0.40617913141917283 0.82925007394381933 -0.44961215635649182 0.38271889250812147 0.54483715198973914 -0.080557606697082521 0.33138409612001851 0.26517989651344148 0.0052392323182958184
leaf_weight=421 1583 1326 1644 288 2966 468 274 5265 1395 146 60 282 2478 812 133 623 2433 340 244 3492 234 211 35 381 86 187 50 64 939 2597
leaf_count=421 1583 1326 1644 288 2966 468 274 5265 1395 146 60 282 2478 812 133 623 2433 340 244 3492 234 211 35 381 86 187 50 64 939 2597
internal_value=0 -0.050975 0.112499 -0.107462 0.216485 0.3831 0.257469 -0.165546 0.0581206 0.0600365 -0.144826 -0.00884976 -0.0732943 0.0785104 -0.0271558 0.00495983 0.0390923 -0.0256806 -0.301181 0.0135955 0.195261 0.147994 -0.230407 -0.0777576 -0.217118 0.142833 0.701045 -0.337289 0.0195745 0.0742676
internal_weight=0 21648 9809 14263 4629 1663 1192 8976 7385 724 450 5287 3711 1233 945 5322 4613 3218 390 5005 2063 1829 246 2878 709 1513 471 445 5180 3536
internal_count=31457 21648 9809 14263 4629 1663 1192 8976 7385 724 450 5287 3711 1233 945 5322 4613 3218 390 5005 2063 1829 246 2878 709 1513 471 445 5180 3536
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=31
num_cat=0
split_feature=68 69 70 57 65 37 57 69 70 41 18 73 33 11 46 35 63 1 23 26 25 23 71 70 11 61 55 21 71 21
split_gain=20126.1 18931.2 9427.97 6101.76 5419.31 4580.03 4477.71 3855.33 4614.76 4452.12 3728.97 4781.6 3770.13 4696.18 3405.34 4469.97 3776.16 3798.11 4469.8 3906.01 3364.56 3770.8 6982.52 3244.8 3137.67 3039.46 5568.03 3909.85 3158.45 4187.34
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=1 2 3 10 5 -2 -3 8 -6 24 12 -12 -1 -14 -4 16 17 18 19 -16 21 -10 -23 -8 -9 26 28 -28 -5 -30
right_child=4 6 14 25 7 -7 23 9 20 -11 11 -13 13 -15 15 -17 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 27 -29 29 -31
leaf_value=0.21468153777152452 -0.044428717131860848 0.021875786174663108 0.0074707707615027409 0.41513990082571078 -0.038344515466331427 0.11235577014511614 -0.035588879358655651 -0.30152995076806305 -0.090535375552039735 0.12006532455032522 0.081279105873983029 -0.50272604975944912 0.077572129969819326 -0.66091237540046377 0.27508000672055211 -0.31343470438052035 -0.33932454697787762 -0.1156210401439452 -0.13748382447626104 -0.1930409240225951 -0.35931844784938105 -0.76090788706427537 -0.12266438280704861 -0.12109108914751808 0.059125723755534959 0.031520096758514062 0.019426269942408914 0.32372989184775597 0.22291557236247767 -0.25966383928761766
leaf_weight=1888 3430 2711 6205 180 2280 539 4917 533 1185 88 346 39 209 24 622 59 40 111 88 48 171 63 134 1433 68 2497 1001 118 379 51
leaf_count=1888 3430 2711 6205 180 2280 539 4917 533 1185 88 346 39 209 24 622 59 40 111 88 48 171 63 134 1433 68 2497 1001 118 379 51
internal_value=0 0.024318 0.0609634 0.103462 -0.0657741 -0.023137 -0.031918 -0.103197 -0.0836232 -0.212089 0.165278 0.0221201 0.191263 0.00150506 0.0210779 0.108301 0.135675 0.157539 0.19754 0.241543 -0.150098 -0.12421 -0.326773 -0.0548841 -0.260724 0.0668052 0.117764 0.0515155 0.239291 0.165679
internal_weight=0 22966 13905 6732 8491 3969 9061 4522 3833 689 2506 385 2121 233 7173 968 909 869 758 670 1553 1382 197 6350 601 4226 1729 1119 610 430
internal_count=31457 22966 13905 6732 8491 3969 9061 4522 3833 689 2506 385 2121 233 7173 968 909 869 758 670 1553 1382 197 6350 601 4226 1729 1119 610 430
is_linear=0
shrinkage=0.05


end of trees

feature_importances:
BON4=77
BON2=76
BON3=73
BON8=69
BON7=60
brown=60
blue=57
BON9=55
BON5=50
yellow=49
green=46
BON10=40
grey=36
black=32
BON1=29
no_players=17
x0_SCORE8=16
x1_SCORE3=13
x0_map1=12
x5_SCORE6=11
x2_SCORE1=10
x3_SCORE1=10
x5_SCORE8=10
x2_SCORE5=9
x2_SCORE7=9
x4_SCORE2=9
x5_SCORE4=9
x0_SCORE2=8
x0_SCORE6=8
x2_SCORE9=8
x4_SCORE3=8
x4_SCORE6=8
x5_SCORE3=8
x5_SCORE7=8
BON6=8
x0_map2=8
x0_SCORE1=7
x0_SCORE7=7
x1_SCORE8=7
x2_SCORE3=7
x2_SCORE8=7
x3_SCORE2=7
x3_SCORE6=7
x3_SCORE9=7
x4_SCORE7=7
x0_map3=7
x0_SCORE4=6
x1_SCORE5=6
x1_SCORE6=6
x2_SCORE2=6
x2_SCORE4=6
x2_SCORE6=6
x0_SCORE5=5
x3_SCORE3=5
x3_SCORE4=5
x4_SCORE4=5
x4_SCORE5=5
x4_SCORE8=5
x5_SCORE5=5
x1_SCORE2=4
x1_SCORE4=4
x1_SCORE7=4
x3_SCORE5=4
x3_SCORE7=4
x4_SCORE9=4
x5_SCORE2=4
x0_SCORE3=3
x0_SCORE9=3
x1_SCORE9=3
x5_SCORE9=3
x1_SCORE1=2
x3_SCORE8=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:[]