Model Modified Night
Uploaded by
Alejandro Leon HerreraModel Modified Night
Uploaded by
Alejandro Leon Herreratree
version=v3
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=195
objective=binary sigmoid:1
feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6
Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14
Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22
Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30
Column_31 Column_32 Column_33 Column_34 Column_35 Column_36 Column_37 Column_38
Column_39 Column_40 Column_41 Column_42 Column_43 Column_44 Column_45 Column_46
Column_47 Column_48 Column_49 Column_50 Column_51 Column_52 Column_53 Column_54
Column_55 Column_56 Column_57 Column_58 Column_59 Column_60 Column_61 Column_62
Column_63 Column_64 Column_65 Column_66 Column_67 Column_68 Column_69 Column_70
Column_71 Column_72 Column_73 Column_74 Column_75 Column_76 Column_77 Column_78
Column_79 Column_80 Column_81 Column_82 Column_83 Column_84 Column_85 Column_86
Column_87 Column_88 Column_89 Column_90 Column_91 Column_92 Column_93 Column_94
Column_95 Column_96 Column_97 Column_98 Column_99 Column_100 Column_101 Column_102
Column_103 Column_104 Column_105 Column_106 Column_107 Column_108 Column_109
Column_110 Column_111 Column_112 Column_113 Column_114 Column_115 Column_116
Column_117 Column_118 Column_119 Column_120 Column_121 Column_122 Column_123
Column_124 Column_125 Column_126 Column_127 Column_128 Column_129 Column_130
Column_131 Column_132 Column_133 Column_134 Column_135 Column_136 Column_137
Column_138 Column_139 Column_140 Column_141 Column_142 Column_143 Column_144
Column_145 Column_146 Column_147 Column_148 Column_149 Column_150 Column_151
Column_152 Column_153 Column_154 Column_155 Column_156 Column_157 Column_158
Column_159 Column_160 Column_161 Column_162 Column_163 Column_164 Column_165
Column_166 Column_167 Column_168 Column_169 Column_170 Column_171 Column_172
Column_173 Column_174 Column_175 Column_176 Column_177 Column_178 Column_179
Column_180 Column_181 Column_182 Column_183 Column_184 Column_185 Column_186
Column_187 Column_188 Column_189 Column_190 Column_191 Column_192 Column_193
Column_194 Column_195
feature_infos=[0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:115]
[0:714] [0:230] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
[0:398.15106711926495] [9.4797068391568295:409.52364599156249]
[8.9073460138387635:404.48257785107631] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
[0:1] [0:1] [0:1] [-8.9133169999999993:9.5799439999999993] [-
4.3915176000000002:9.7687899999999992] [-6.993969250000001:9.7194798000000002]
[0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [-
4.9497169999999997:9.7778840000000002] [-1.7151552000000001:9.806559] [-
2.1507477000000002:9.7940588500000025] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
[0:1] [0:1] [0:1] [-9.3931009999999997:9.8050829999999998] [-
0.57069440000000005:9.8066479999999991] [-1.6995941599999995:9.8053186000000014]
[0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [-
163.50469367250003:101.78855685670929] [-148.95961287949245:359.67854003563383] [-
154.30917587975756:265.08257252507661] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
[0:1] [0:1] [0:1] [-121.18203074911693:361.81358500342498] [-
46.351529325000001:405.71431630582032] [-56.969974021432265:394.60860778293585]
[0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [-
243.74063411548804:169.92074039176799] [-174.14609117321967:178.05388709031394] [-
175.92157394554442:172.56529037873128] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
[0:1] [0:1] [0:1] [-3.1414169435467483:3.1363741477252827] [-
3.1291980450215591:3.1415816760614832] [-3.1345786664329864:3.1387897012091397]
[0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [-
1.5623701520941653:0.16939896743048252] [-1.4969839078474618:0.49695229111937367]
[-1.523521504673121:0.21135020510512009] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
[0:1] [0:1] [0:1] [-3.1412696111226266:2.1181377480806725] [-
1.3657440495055946:3.1243243209507199] [-2.0388135146967441:2.3769063255369351]
[0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:5432.3045806316904]
[0.040113390465010695:26421.98763808293] [0.038969787205841773:19308.459300107657]
[0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:0.29152857853110786]
[5.8176698965333307e-11:0.39044152610806238] [3.0493933317117942e-
11:0.35490529010947258] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
[0:428336.58590000018] [0:429018.65840000001] [0:428735.56666999997] [-1:1] [-1:1]
[-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-
0.99999999999999845:1]
Tree=0
num_leaves=29
num_cat=0
split_feature=155 115 101 129 23 115 24 140 23 88 23 48 116 155 193 116 181 156 117
141 142 156 142 23 61 155 89 179
split_gain=1610.61 373.386 410.87 701.503 306.963 251.905 221.991 200.721 220.644
174.418 160.437 188.463 160.304 147.617 116.263 110.62 171.04 77.6873 135.589
124.438 100.636 73.9925 67.9854 54.9446 62.2637 64.2518 49.4926 85.8665
threshold=12.526646 0.385553 -16.920471 -0.729558 25.286185 2.150944 50.002358
0.028362 11.572742 -1.597107 36.741573 0.888683 0.987897 3.320438 0.315778 2.160115
1.008215 0.206344 0.578666 0.043253 -0.049698 0.042881 -1.295915 35.263537 0.190752
41.118326 55.983149 0.25415
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
left_child=13 9 3 6 5 -4 -3 8 -7 21 11 14 -13 -1 -5 22 -17 18 -11 20 -20 -2 -15 24
25 -6 27 -12
right_child=1 2 4 10 23 7 -8 -9 -10 17 26 12 -14 15 -16 16 -18 -19 19 -21 -22 -23 -
24 -25 -26 -27 -28 -29
leaf_value=2.809157 2.238236 2.299144 2.654864 2.372789 2.606785 2.697174 1.623857
2.809713 2.166561 2.740269 2.671103 2.427988 1.911572 2.439831 2.621993 2.715938
2.226317 2.753865 2.496853 2.650078 2.006093 2.563834 2.754951 2.734829 2.675919
2.236148 2.802803 2.316534
leaf_weight=731.593726 9.875281 7.935494 42.851665 38.031588 13.167041 9.640155
13.225823 7.759149 41.969944 57.958494 25.687487 12.461664 11.815068 6.936209
36.973522 21.043753 10.698221 153.889794 10.757002 24.805765 6.877428 23.806481
269.101404 102.338476 59.898281 7.230116 13.284604 9.228685
leaf_count=12446 168 135 729 647 224 164 225 132 714 986 437 212 201 118 629 358
182 2618 183 422 117 405 4578 1741 1019 123 226 157
internal_value=2.70439 2.59181 2.53527 2.41159 2.60856 2.46989 1.87426 2.33667
2.26547 2.68088 2.48915 2.41652 2.17462 2.78472 2.49537 2.7266 2.55008 2.70923
2.64083 2.50522 2.30283 2.46735 2.74695 2.68626 2.62438 2.47387 2.63904 2.5766
internal_weight=0.0 741.469 453.499 168.644 284.855 102.221 21.1613 59.3692 51.6101
287.97 147.483 99.2818 24.2767 1039.37 75.0051 307.78 31.742 254.288 100.399
42.4402 17.6344 33.6818 276.038 182.634 80.2954 20.3972 48.2008 34.9162
internal_count=30296 12614 7715 2869 4846 1739 360 1010 878 4899 2509 1689 413
17682 1276 5236 540 4326 1708 722 300 573 4696 3107 1366 347 820 594
shrinkage=1
Tree=1
num_leaves=29
num_cat=0
split_feature=155 185 194 166 127 23 38 102 114 155 49 88 167 181 166 63 114 155
116 140 101 102 194 90 111 49 12 116
split_gain=1234.47 264.506 340.498 157.852 193.137 122.76 134.362 132.52 115.733
113.118 114.999 99.0449 97.7443 95.9163 95.535 85.4556 80.0309 71.8673 110.011
132.365 68.6457 83.7132 67.6068 65.2944 63.868 58.0105 55.8439 55.7959
threshold=8.556092 0.388655 0.537653 0.001206 -0.182211 24.485607 0.649052
25.646662 0.196036 35.437474 0.989472 15.457902 0.023092 0.810285 0.000426 6.615987
0.326218 3.320438 2.134706 -0.10678 -31.930289 -15.458354 -0.884426 46.337136
0.674588 5.686703 0.35 2.101231
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
left_child=17 5 9 4 8 6 7 27 11 -3 -11 -4 22 -9 15 -8 20 -1 -19 -20 21 -7 -12 -18 -
10 -5 -23 -2
right_child=1 2 3 25 -6 16 14 13 24 10 12 -13 -14 -15 -16 -17 23 18 19 -21 -22 26 -
24 -25 -26 -27 -28 -29
leaf_value=0.103911 -0.002664 -0.000168 -0.477098 -0.053141 -0.057416 0.014888 -
0.234812 -0.094867 -0.719762 0.032726 -0.077881 -0.143768 0.082952 -0.566034 -
0.132102 -0.646001 -0.101733 0.063559 -0.444117 0.02684 0.04477 -0.394878 -0.353798
0.072141 -0.4008 -0.328261 -0.061319 -0.226637
leaf_weight=667.124636 123.888944 104.798784 19.521013 30.220195 16.21552 34.524342
12.449896 9.300827 17.003258 22.571644 11.767982 16.565583 8.288197 8.063424
32.728249 8.64036 119.557919 168.077011 9.86841 14.858681 229.257568 10.821091
37.028134 26.278936 10.678434 10.2078 9.384869 12.131889
leaf_count=12446 1922 1676 262 441 234 550 176 138 207 342 176 246 130 107 470 106
1832 2966 136 230 3806 150 508 456 136 144 143 160
internal_value=0.0 -0.077338 -0.153929 -0.284674 -0.366042 -0.040665 -0.103874 -
0.056097 -0.444312 -0.068475 -0.158226 -0.324851 -0.233685 -0.315513 -0.239698 -
0.405346 -0.010176 0.08837 0.034564 -0.16199 0.020743 -0.079788 -0.287546 -0.070369
-0.598452 -0.123209 -0.240967 -0.022785
internal_weight=0.0 941.895 304.867 120.412 79.9838 637.028 207.204 153.385 63.7683
184.455 79.656 36.0866 57.0843 17.3643 53.8185 21.0903 429.825 859.929 192.804
24.7271 283.988 54.7303 48.7961 145.837 27.6817 40.428 20.206 136.021
internal_count=30296 14518 4502 1670 1085 10016 3079 2327 851 2832 1156 508 814 245
752 282 6937 15778 3332 366 4649 843 684 2288 343 585 293 2082
shrinkage=0.1
Tree=2
num_leaves=29
num_cat=0
split_feature=154 88 60 165 126 38 172 56 127 36 179 154 102 101 194 179 194 36 188
101 127 168 129 154 152 36 195 183
split_gain=921.133 168.48 171.065 139.524 78.4228 77.2197 92.7548 74.6003 69.566
87.8191 88.7162 61.0109 60.8009 64.224 55.5158 53.427 78.7391 53.1668 52.2561
46.6632 44.7332 58.6914 42.7219 42.4958 42.2809 41.6783 33.802 27.2574
threshold=13.057958 30.230968 0.374302 0.875099 0.111037 0.574078 0.019652 0.399316
-0.182211 -0.60031 0.84795 5.234988 15.616463 12.351819 0.847099 8.0324 0.239503 -
0.580427 0.667985 -20.255509 -0.126815 0.002963 -0.173573 55.902427 0.039683 -
0.291145 -0.860706 -0.454158
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 8 2
left_child=11 2 3 5 18 22 -7 17 9 10 -5 -1 -13 25 -11 -3 -17 26 20 -19 21 -4 23 -2
-8 -14 -6 -9
right_child=1 15 4 8 7 6 24 27 -10 14 -12 12 13 -15 -16 16 -18 19 -20 -21 -22 -23 -
24 -25 -26 -27 -28 -29
leaf_value=0.103875 -0.016719 0.037062 -0.300424 -0.088462 -0.123258 -0.381856
0.047869 0.057795 -0.03033 -0.196427 -0.412017 0.071409 -0.066064 0.024796 -
0.401285 0.05254 -0.373833 -0.217327 0.011206 -0.074067 -0.009374 -0.049142
0.058915 -0.142043 -0.170121 -0.391266 0.020951 -0.012233
leaf_weight=573.536255 62.457045 197.563717 32.11412 44.142012 21.532122 16.094485
13.27852 81.420124 17.957269 20.995994 10.428426 120.721885 8.054295 28.100969
37.255767 9.266611 8.00451 33.778678 18.377789 69.814362 11.854659 13.140016
32.717036 47.718328 26.6326 7.731068 65.368935 174.627834
leaf_count=11709 975 3233 384 541 325 193 200 1244 261 255 126 2242 142 510 377 155
119 453 262 1013 175 178 506 613 350 123 1008 2624
internal_value=0.0 -0.056832 -0.076792 -0.133181 -0.041162 -0.080361 -0.179802 -
0.025209 -0.213393 -0.242472 -0.150889 0.088472 0.034772 -0.065921 -0.327882
0.022293 -0.145906 -0.072582 -0.135375 -0.120939 -0.18251 -0.22773 -0.04129 -
0.071081 -0.09762 -0.226721 -0.014857 0.010043
internal_weight=0.0 1066.54 851.706 329.677 522.029 198.898 56.0056 446.542 130.779
112.822 54.5704 738.144 164.608 43.8863 58.2518 214.835 17.2711 190.494 75.4866
103.593 57.1088 45.2541 142.892 110.175 39.9111 15.7854 86.9011 256.048
internal_count=30296 15570 12063 4397 7666 2837 743 6667 1560 1299 667 14726 3017
775 632 3507 274 2799 999 1466 737 562 2094 1588 550 265 1333 3868
shrinkage=0.1
Tree=3
num_leaves=29
num_cat=0
split_feature=155 114 88 38 90 88 12 63 38 152 154 155 114 140 104 12 155 117 157
76 2 73 180 115 157 155 50 114
split_gain=842.216 148.289 162.22 123.223 118.061 116.126 108.638 91.1161 81.1067
80.8416 69.3591 69.3384 66.6043 95.5779 66.2035 63.4002 63.2164 63.079 109.234
66.265 53.6038 46.7833 37.4121 31.7836 29.7424 26.4958 25.7852 24.996
threshold=8.556092 0.326218 20.806818 0.649052 45.651741 -15.076688 0.0 9.673799 -
0.499696 0.02596 140.35192 3.320438 1.275987 -0.10678 0.638976 63.25 26.484638
0.489787 0.211295 5.547555 0.248786 0.6005 49.93955 -2.58913 0.085292 35.437474
2.604535 -2.383958
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
left_child=11 2 3 17 7 -5 -7 8 16 24 -8 -1 -13 20 26 -11 -3 27 19 -19 -14 -18 -16 -
4 -10 -20 -9 -2
right_child=1 4 23 5 -6 6 10 14 9 15 -12 12 13 -15 22 -17 21 18 25 -21 -22 -23 -24
-25 -26 -27 -28 -29
leaf_value=0.102387 -0.031885 0.040923 -0.164746 -0.361023 0.053582 -0.308361 -
0.005925 0.072495 -0.220319 -0.292786 -0.196429 0.066329 -0.065561 0.053161 -
0.05212 -0.123798 -0.258294 -0.024543 0.047933 -0.220093 -0.393597 0.009527 -
0.280273 0.045879 -0.045214 -0.050608 -0.108352 0.048837
leaf_weight=556.082533 64.155234 29.428769 7.307456 20.482466 39.335291 21.076186
69.963952 38.10496 13.243844 81.657344 26.215312 138.709835 9.632865 26.27996
15.899186 30.789972 19.030115 25.461006 51.599287 54.428656 10.345712 9.87672
13.129229 228.782949 35.950458 57.702766 9.846494 95.107823
leaf_count=12446 893 427 127 207 685 209 883 523 134 843 279 2627 132 469 208 369
219 300 798 610 104 124 153 3677 471 758 110 1511
internal_value=0.0 -0.054248 -0.028701 -0.061722 -0.109093 -0.141767 -0.103211 -
0.130655 -0.163415 -0.199887 -0.057997 0.084745 0.031678 -0.072125 -0.036942 -
0.24666 -0.062184 -0.03005 -0.069075 -0.157883 -0.23649 -0.166997 -0.155898
0.039295 -0.092694 -0.004077 0.035201 0.016313
internal_weight=0.0 1058.58 722.283 486.193 336.292 137.738 117.255 296.957 219.977
161.642 96.1793 741.051 184.968 46.2585 76.9799 112.447 58.3356 348.455 189.192
79.8897 19.9786 28.9068 29.0284 236.09 49.1943 109.302 47.9515 159.263
internal_count=30296 14518 10252 6448 4266 1578 1371 3581 2587 1817 1162 15778 3332
705 994 1212 770 4870 2466 910 236 343 361 3804 605 1556 633 2404
shrinkage=0.1
Tree=4
num_leaves=29
num_cat=0
split_feature=153 186 158 153 153 166 49 37 179 153 116 128 114 122 63 89 101 111
49 166 155 136 101 11 89 114 24 124
split_gain=1075.15 216.525 102.321 77.8444 72.0068 74.8983 89.7365 71.0118 66.2428
88.8153 126.158 64.1903 56.7933 54.9501 51.4046 49.7185 46.0826 55.5628 49.7434
44.4538 44.0522 43.3199 43.3185 54.3187 43.0196 59.3936 42.0334 39.1364
threshold=3.545321 -0.441093 0.151654 8.525224 27.788776 0.001005 0.141808 1.274947
0.50215 1.488033 1.437644 -0.616047 0.589575 0.528806 8.175951 0.0 -17.332938
0.442437 7.491521 0.00084 36.78209 0.520578 -12.991694 4.5 37.390635 0.326218
40.931922 0.372567
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
left_child=8 2 24 26 12 6 -6 13 -1 -10 -11 -7 15 -8 22 -3 17 21 -18 20 -16 -14 -5 -
24 -2 -26 27 -4
right_child=1 4 3 14 5 11 7 -9 9 10 -12 -13 16 -15 19 -17 18 -19 -20 -21 -22 -23 23
-25 25 -27 -28 -29
leaf_value=0.093883 -0.269897 -0.231414 0.0154 -0.310164 0.081194 -0.188448 -
0.269269 -0.413369 0.100276 0.038294 -0.296399 0.037301 -0.385119 -0.024775 -
0.042625 0.006858 0.002729 -0.058467 -0.201906 -0.007716 -0.260272 -0.11521
0.039871 -0.232786 -0.04974 -0.267975 0.071753 -0.258122
leaf_weight=762.505169 63.88049 8.894698 11.641456 24.330118 10.737258 17.517889
20.342075 15.677205 48.80476 28.910175 18.336073 44.160186 12.696511 16.76877
17.211474 346.594991 77.192365 32.773248 13.947075 38.405477 20.28688 11.347362
11.587722 19.549762 28.3979 22.241297 34.592283 9.384984
leaf_count=16589 535 102 165 200 146 206 241 124 979 498 206 606 124 219 209 5224
1057 389 172 470 192 133 164 216 318 179 511 122
internal_value=0.0 -0.071149 -0.140806 -0.09513 -0.037723 -0.105564 -0.181701 -
0.235245 0.084025 0.005743 -0.091888 -0.026977 -0.020833 -0.159151 -0.137088
0.000836 -0.072875 -0.143492 -0.02874 -0.083432 -0.160745 -0.258688 -0.210238 -
0.131454 -0.215243 -0.145919 0.004014 -0.107203
internal_weight=0.0 930.159 301.51 186.99 628.65 125.203 63.5253 52.7881 858.556
96.051 47.2462 61.6781 503.446 37.1108 131.371 355.49 147.957 56.8171 91.1394
75.9038 37.4984 24.0439 55.4676 31.1375 114.52 50.6392 55.6187 21.0264
internal_count=30296 12024 3281 2249 8743 1542 730 584 18272 1683 704 812 7201 460
1451 5326 1875 646 1229 871 401 257 580 380 1032 497 798 287
shrinkage=0.1
Tree=5
num_leaves=29
num_cat=0
split_feature=155 23 186 115 102 101 165 75 101 183 183 23 140 179 62 166 88 115
114 114 155 115 155 38 166 77 51 101
split_gain=612.425 148.262 129.784 68.1494 91.4411 69.656 64.4652 52.748 54.6019
51.3569 48.658 46.7359 51.5677 46.4161 55.9951 50.9694 45.1663 43.548 43.5373
42.8808 50.4636 42.1934 41.3842 34.877 32.3219 31.9775 29.9625 130.896
threshold=4.308879 36.741573 -0.449176 1.787429 25.259465 -34.433461 0.933142 -
17.71045 -3.169782 -0.813369 0.745814 22.961096 -0.146102 0.90475 9.650747 0.001954
7.052157 0.385553 0.589575 1.491708 30.249309 1.787429 37.454656 -0.443107 0.000869
28.775319 6.936241 -16.276127
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
left_child=-1 2 6 5 7 17 11 8 -5 -8 24 12 -2 26 15 18 -6 -4 22 20 -13 -14 -15 -9 -
11 -7 -3 -28
right_child=1 13 3 4 16 25 9 23 -10 10 -12 19 21 14 -16 -17 -18 -19 -20 -21 -22 -23
-24 -25 -26 -27 27 -29
leaf_value=0.096575 -0.249252 0.05898 -0.048479 -0.180817 -0.081417 0.020078 -
0.001265 0.05747 0.065509 -0.2707 -0.061479 0.068799 0.019381 0.062205 0.076422
0.082362 -0.320179 -0.307475 -0.254793 -0.183605 -0.079234 -0.17624 -0.205505 -
0.044049 -0.144426 -0.173842 -0.247983 0.062808
leaf_weight=506.228141 24.572182 208.871508 16.270611 43.266226 13.5417 303.839652
17.149076 46.001099 11.297499 53.29107 24.175164 48.025405 24.459577 12.999635
25.663816 11.812583 19.333378 10.774153 21.037478 15.060272 44.076261 19.948085
10.249714 127.223216 33.407745 8.65836 18.0673 53.338715
leaf_count=13279 215 3511 216 436 123 4765 166 654 151 391 219 761 312 215 423 188
184 111 208 146 443 177 129 1436 291 116 134 896
internal_value=0.0 -0.033545 -0.055192 -0.028214 -0.066663 0.001309 -0.1084 -
0.044109 -0.129769 -0.162398 -0.187288 -0.069083 -0.133237 0.020528 -0.045725 -
0.101658 -0.222355 -0.152377 -0.150836 -0.027699 -0.002039 -0.068643 -0.056101 -
0.017067 -0.222256 0.014653 0.039868 -0.016024
internal_weight=0.0 1266.41 904.371 600.206 260.663 339.543 304.165 227.788 54.5637
128.023 110.874 176.142 68.9798 362.041 81.7632 56.0994 32.8751 27.0448 44.2868
107.162 92.1017 44.4077 23.2493 173.224 86.6988 312.498 280.278 71.406
internal_count=30296 17017 11313 8192 2984 5208 3121 2677 587 1067 901 2054 704
5704 1163 740 307 327 552 1350 1204 489 344 2090 682 4881 4541 1030
shrinkage=0.1
Tree=6
num_leaves=29
num_cat=0
split_feature=166 88 37 115 101 166 127 191 157 74 12 37 115 51 115 113 101 38 127
90 115 52 157 141 99 115 171 11
split_gain=286.977 173.83 100.858 93.6636 77.6936 67.9482 59.8763 50.4679 62.4229
48.8203 44.845 40.8203 39.26 32.2497 31.6511 31.0551 38.7714 34.132 31.4295 28.0094
24.2305 26.9907 27.4237 30.8844 32.2283 24.1661 21.4024 20.8099
threshold=3.3e-05 30.230968 0.063844 1.787429 -34.433461 0.001298 -0.258034 -
0.22901 0.211295 0.423015 0.45 0.343603 3.024202 5.974517 0.190577 0.729731 -
18.54937 -0.465559 -0.271601 -6.661223 0.385553 0.665506 0.085292 0.168656 0.660053
-2.641715 0.55999 20.5
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
left_child=-1 2 15 4 9 6 12 8 -6 -4 -8 -7 -5 -13 -11 16 17 26 -19 -9 25 -22 23 24 -
23 -3 -2 -18
right_child=1 20 3 5 7 11 10 19 -10 14 -12 13 -14 -15 -16 -17 27 18 -20 -21 21 22 -
24 -25 -26 -27 -28 -29
leaf_value=0.099142 0.035912 -0.076306 -0.019238 -0.174031 -0.112385 -0.164977
0.057076 -0.15468 0.007502 -0.102179 -0.106677 0.047473 -0.060523 -0.063104 -
0.313592 0.051728 0.056068 -0.218929 -0.019739 0.03358 0.059668 -0.038034 0.028585
0.094811 -0.260258 0.095352 -0.104781 -0.041941
leaf_weight=267.135075 33.284866 8.739065 20.336458 138.726173 77.40812 18.361952
28.38888 8.118845 98.739332 12.746155 40.438108 56.802327 39.252303 49.080042
16.264526 134.41516 77.074404 20.137447 13.075812 212.232279 122.215721 15.289078
61.807428 7.544248 11.365176 118.211515 15.902741 30.030944
leaf_count=7341 457 192 225 1228 846 204 363 98 1442 148 441 678 416 507 118 2310
1379 217 200 3671 2476 242 1246 129 139 2908 189 486
internal_value=0.0 -0.01342 -0.032234 -0.050956 -0.020055 -0.088069 -0.118425 -
0.005312 -0.045206 -0.138266 -0.03913 -0.027716 -0.149048 -0.003782 -0.221347
0.014978 -0.011094 -0.062632 -0.14081 0.026578 0.048749 0.028513 -0.011153 -
0.082895 -0.133388 0.08348 -0.009658 0.028564
internal_weight=0.0 1485.99 1140.82 816.895 445.846 371.05 246.805 396.499 176.147
49.3471 68.827 124.244 177.978 105.882 29.0107 323.921 189.506 82.4009 33.2133
220.351 345.172 218.222 96.0059 34.1985 26.6543 126.951 49.1876 107.105
internal_count=30296 22955 15623 10385 6548 3837 2448 6057 2288 491 804 1389 1644
1185 266 5238 2928 1063 417 3769 7332 4232 1756 510 381 3100 646 1865
shrinkage=0.1
Tree=7
num_leaves=29
num_cat=0
split_feature=153 166 127 167 140 62 50 102 181 62 180 23 153 115 154 62 153 76 36
153 167 180 180 75 9 102 26 23
split_gain=715.733 102.783 133.92 102.841 85.8508 75.1734 92.4435 70.8969 70.4287
67.3067 62.1642 47.1183 45.2817 45.8762 58.0893 41.5357 35.3897 60.3446 41.3701
29.5688 26.4567 30.0802 38.2282 25.6023 25.3215 22.3312 20.7361 20.336
threshold=3.545321 0.002099 -0.24282 0.000648 -1.391401 8.830196 3.168829 6.938159
16.915865 7.440703 1.476 24.485607 1.488033 1.890063 16.558956 7.240955 24.798798
34.046735 -1.411117 8.525224 0.054782 11.41075 1.3592 -2.455371 0.051957 20.274122
0.098903 27.811877
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
left_child=10 2 3 -2 -4 9 8 -8 -7 11 -1 -5 27 25 -15 19 18 26 -6 -3 21 22 -21 -20 -
11 -14 -18 -12
right_child=1 15 4 5 16 6 7 -9 -10 24 12 -13 13 14 -16 -17 17 -19 23 20 -22 -23 -24
-25 -26 -27 -28 -29
leaf_value=0.095351 0.072433 0.058983 -0.271142 -0.156208 -0.139768 -0.039991 -
0.175791 -0.398021 -0.314936 -0.053563 -0.020092 -0.074427 0.088316 -0.233764
0.020046 0.069944 -0.111611 -0.216061 0.011886 -0.039652 0.078788 0.083908 -
0.194871 0.094734 0.041 -0.100214 0.051147 0.098033
leaf_weight=563.21826 35.565884 32.346971 11.19496 121.209763 12.347577 54.673545
39.760702 22.673997 11.154188 81.574916 18.446778 169.096617 27.777628 18.969414
17.074592 78.784184 10.423583 16.58261 81.142115 41.796061 13.101103 10.326761
25.573351 69.053557 43.255236 8.025627 30.547323 68.563625
leaf_count=15201 458 481 99 1043 137 661 377 173 91 959 339 1960 542 176 209 1167
115 153 1114 509 195 130 275 1043 517 134 367 1671
internal_value=0.0 -0.050544 -0.066451 -0.092143 -0.002121 -0.102927 -0.169849 -
0.25697 -0.086962 -0.082216 0.079769 -0.108615 0.024494 -0.034226 -0.113745
0.013279 0.011661 -0.055663 0.035524 -0.022988 -0.052233 -0.074407 -0.098771
0.050018 -0.02078 0.045877 0.009556 0.072981
internal_weight=0.0 1012.19 810.257 578.965 231.292 543.399 128.262 62.4347 65.8277
415.137 722.076 290.306 158.858 71.8473 36.044 201.928 220.097 57.5535 162.543
123.144 90.7973 77.6962 67.3694 150.196 124.83 35.8033 40.9709 87.0104
internal_count=30296 12024 9267 6239 3028 5781 1302 550 752 4479 18272 3003 3071
1061 385 2757 2929 635 2294 1590 1109 914 784 2157 1476 676 482 2010
shrinkage=0.1
Tree=8
num_leaves=29
num_cat=0
split_feature=166 88 127 102 101 102 77 140 101 101 179 180 115 88 12 50 166 50 179
180 89 101 114 101 102 77 12 102
split_gain=226.078 122.772 65.7793 73.3512 107.157 101.089 77.0705 70.7707 54.4128
52.7711 51.314 46.5337 41.6938 37.5619 32.3261 48.2864 26.9569 29.837 50.2018
20.2633 15.3014 30.2676 13.5879 23.2281 71.9415 22.6048 12.1994 11.5031
threshold=3.3e-05 30.230968 -0.234823 -13.541744 -16.276127 25.259465 -6.786094 -
1.427731 -44.005011 7.41785 0.89015 9.3782 0.870006 11.866725 27.65 2.272214
0.000405 1.202718 0.4198 1654.1206 31.294055 -27.28105 0.326218 -20.255509 -
10.78835 -19.045232 64.25 -15.992346
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
left_child=-1 2 3 8 10 9 -7 -4 -2 -6 12 22 -5 -12 15 -13 17 19 -19 -9 -18 -22 -3 24
-24 -25 -27 -10
right_child=1 11 7 4 5 6 -8 16 27 -11 13 14 -14 -15 -16 -17 20 18 -20 -21 21 -23 23
25 -26 26 -28 -29
leaf_value=0.097455 -0.121263 0.083132 -0.261412 -0.018538 -0.019404 0.011098 -
0.14694 0.062724 0.086118 0.066792 -0.090801 0.024371 -0.117668 -0.291111 0.063212
-0.219166 0.098263 0.008176 -0.174025 -0.108466 -0.100594 0.065455 0.095435 -
0.099954 -0.217966 0.100814 0.024186 0.015307
leaf_weight=224.049252 19.02719 138.077999 8.681733 63.147381 309.581454 44.89801
98.409354 62.388712 68.538324 92.075745 15.791715 15.551559 129.663069 23.38801
18.23697 16.940358 59.227529 48.801459 21.810592 7.688065 14.201677 47.255656
16.927141 7.956684 12.7717 61.320536 31.575091 34.596815
leaf_count=7341 166 3643 60 788 4355 594 965 1014 1138 1645 142 323 1002 182 351
191 1004 796 221 102 167 730 396 110 145 1460 713 552
internal_value=0.0 -0.010273 -0.025283 -0.038282 -0.049608 -0.025366 -0.097442
0.017989 0.033725 0.000363 -0.106516 0.044668 -0.085232 -0.210797 -0.0431 -0.102818
0.027361 -0.002379 -0.048234 0.043811 0.062017 0.026974 0.061256 0.038068 -0.039549
0.060952 0.07483 0.06241
internal_weight=0.0 1488.53 1169.17 899.117 776.955 544.965 143.307 270.055 122.162
401.657 231.99 319.358 192.81 39.1797 50.7289 32.4919 261.374 140.689 70.6121
70.0768 120.685 61.4573 268.629 130.551 29.6988 100.852 92.8956 103.135
internal_count=30296 22955 15623 11529 9673 7559 1559 4094 1856 6000 2114 7332 1790
324 865 514 4034 2133 1017 1116 1901 897 6467 2824 541 2283 2173 1690
shrinkage=0.1
Tree=9
num_leaves=29
num_cat=0
split_feature=154 194 117 157 90 180 166 76 157 183 166 167 128 50 192 129 154 141
116 102 88 10 154 123 161 90 180 114
split_gain=366.952 79.4638 71.799 62.1062 54.4353 65.3787 47.2013 37.8991 37.2209
34.3474 31.645 34.078 30.0799 32.065 29.8277 28.623 31.6031 30.6341 25.0184 24.4915
23.883 23.3446 20.5552 19.8039 26.8942 16.2199 15.6533 15.5182
threshold=5.234988 -0.87404 0.420668 0.211295 26.11443 4.58815 0.002154 -2.038044
0.718446 0.72 0.001033 0.003652 -0.258808 4.243069 -0.750415 -0.213868 150.867671
0.12356 -0.461138 -11.510669 32.765045 68.5 17.694507 0.379213 0.02325 16.293882
1.25375 0.421412
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
left_child=-1 18 8 4 6 22 7 -4 15 12 11 14 13 -5 -10 17 -17 19 -2 -3 23 -7 -6 -20 -
25 -26 -14 -12
right_child=1 2 3 9 5 21 -8 -9 10 -11 27 -13 26 -15 -16 16 -18 -19 20 -21 -22 -23 -
24 24 25 -27 -28 -29
leaf_value=0.100199 0.080579 0.05354 -0.027815 -0.216853 0.083865 -0.168174
0.028978 -0.157834 -0.210895 0.049381 0.059645 -0.210957 0.046793 -0.047795 -
0.010387 0.089453 -0.056977 0.046151 0.041462 -0.049473 0.094996 -0.020044 -
0.019624 -0.187297 0.069844 -0.046877 -0.028974 -0.057183
leaf_weight=320.054949 79.574014 28.774879 27.111611 12.019185 23.368963 41.534714
19.528063 131.318184 9.078153 61.008989 29.332511 17.635218 52.383455 155.730311
39.03869 82.717266 17.855111 87.550281 47.629087 115.084641 27.376755 14.353717
105.452936 10.689587 16.125878 44.688311 56.666139 18.43734
leaf_count=11709 1505 427 273 122 510 360 210 1067 121 878 483 214 830 1898 564
1439 215 1428 669 1512 591 165 1182 130 216 571 772 235
internal_value=0.0 -0.018698 -0.029387 -0.049347 -0.078081 -0.040014 -0.117546 -
0.13562 0.001997 -0.018482 -0.047407 -0.092365 -0.033456 -0.060024 -0.048564
0.018902 0.063417 -0.000456 0.035472 -0.028839 0.01093 -0.130245 -0.000796 -
0.008435 -0.041699 -0.015849 0.007419 0.014506
internal_weight=0.0 1372.06 1145.98 700.476 362.668 184.71 177.958 158.43 445.504
337.808 113.522 65.7521 276.799 167.749 48.1168 331.982 100.572 231.41 226.084
143.86 146.51 55.8884 128.822 119.133 71.5038 60.8142 109.05 47.7699
internal_count=30296 18587 14905 8267 3767 2217 1550 1340 6638 4500 1617 899 3622
2020 685 5021 1654 3367 3682 1939 2177 525 1692 1586 917 787 1602 718
shrinkage=0.1
Tree=10
num_leaves=29
num_cat=0
split_feature=23 168 179 180 179 180 63 101 64 36 114 129 24 88 63 24 50 104 63 114
11 64 195 75 63 59 113 109
split_gain=163.248 112.587 76.8355 56.4449 59.661 63.0197 57.9524 55.9726 52.5226
51.7005 44.7491 50.2241 62.2806 38.882 38.3568 37.7808 36.7865 35.5532 34.0018
38.4612 32.8399 42.6804 50.3798 38.3455 45.7607 29.679 29.6603 29.0828
threshold=24.842786 0.000257 0.84795 0.0 0.0099 1.22995 9.79356 -20.255509 9.429194
-0.062655 0.929188 -0.640479 63.884328 12.139078 9.7292 36.007846 7.231221 0.450918
7.528689 -0.332181 78.5 9.663077 -0.976057 -22.435447 9.686519 0.853308 0.292684
0.224182
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2
left_child=3 -2 7 9 8 18 15 10 16 -1 11 12 -3 -13 25 17 26 -7 19 -6 21 23 -23 27 -
25 -12 -5 -4
right_child=1 2 20 4 5 6 -8 -9 -10 -11 14 13 -14 -15 -16 -17 -18 -19 -20 -21 -22 22
-24 24 -26 -27 -28 -29
leaf_value=0.084746 0.093104 0.002352 -0.293792 -0.13315 0.027748 0.054206 0.076941
0.045631 -0.014235 -0.074353 -0.134276 -0.033923 -0.239416 0.085064 0.106877 -
0.120675 -0.073734 -0.092866 0.069233 -0.148076 0.033883 -0.155168 0.055439 -
0.020425 -0.213065 0.044677 -0.303692 -0.106291
leaf_weight=58.251212 198.557573 36.269104 14.586716 17.736921 32.714381 29.526283
23.67484 485.943415 27.826606 31.33843 54.802307 39.646379 14.991127 88.899582
9.830961 126.374556 22.190119 36.847857 64.467381 19.956528 45.203959 14.87931
46.997095 60.79548 15.393 11.093032 24.784146 19.413691
leaf_count=946 7017 480 105 174 431 355 332 10686 409 384 558 505 124 1839 202 987
236 383 805 187 703 176 806 746 155 144 218 203
internal_value=0.0 0.024584 0.010385 -0.043059 -0.058228 -0.038494 -0.070463
0.02571 -0.129242 0.029061 -0.012172 0.014984 -0.068624 0.048358 -0.076611 -
0.088602 -0.17859 -0.027438 0.02057 -0.038985 -0.041899 -0.061823 0.004624 -0.09912
-0.059566 -0.104112 -0.233012 -0.187328
internal_weight=0.0 1157.3 958.745 515.689 426.1 333.562 216.424 741.476 92.5378
89.5896 255.532 179.806 51.2602 128.546 75.7263 192.749 64.7112 66.3741 117.138
52.6709 217.269 172.065 61.8764 110.189 76.1885 65.8953 42.5211 34.0004
internal_count=30296 24449 17432 5847 4517 3480 2057 14538 1037 1330 3852 2948 604
2344 904 1725 628 738 1423 618 2894 2191 982 1209 901 702 392 308
shrinkage=0.1
Tree=11
num_leaves=29
num_cat=0
split_feature=153 186 180 114 153 23 102 56 141 166 62 181 64 154 60 102 166 161 76
102 15 141 40 75 13 153 104 62
split_gain=470.467 78.1128 63.6267 50.9349 48.6217 47.9704 39.3679 35.7877 35.359
32.2067 31.4621 31.1677 45.1958 33.0461 27.7233 27.65 26.3515 25.8313 24.9833
25.7352 24.5168 23.0904 21.028 20.2303 17.7958 17.3113 17.0437 16.7086
threshold=1.9966 -0.441093 260.2268 0.326218 8.731129 37.207013 -11.510669 0.459336
0.05297 0.001099 7.240955 0.033675 9.440836 15.16732 0.607895 -10.78835 0.001533
0.772281 28.720963 8.348836 0.415736 0.066399 0.789314 4.201615 0.162803 13.022193
0.270295 2.894054
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
left_child=2 3 -1 5 6 9 -3 17 11 18 21 12 -8 -13 24 -5 23 22 19 -2 -19 -11 -6 -17 -
9 -7 -18 -26
right_child=1 4 -4 15 7 25 8 14 -10 10 -12 13 -14 -15 -16 16 26 20 -20 -21 -22 -23
-24 -25 27 -27 -28 -29
leaf_value=0.093256 -0.017789 0.096491 -0.167685 -0.012015 -0.010131 0.102583 -
0.269039 0.022544 0.044563 -0.143949 0.068995 -0.10636 0.017313 0.025331 0.026042 -
0.120356 0.045515 -0.034808 -0.176495 -0.118806 -0.16328 -0.003445 -0.083913 -
0.215144 0.057016 -0.015281 -0.11059 -0.077701
leaf_weight=462.869943 51.14173 56.194665 9.454797 23.757757 100.404677 27.525711
12.243551 33.857454 107.689761 19.422473 31.032088 25.937106 9.933365 71.033926
135.766565 64.967906 12.068034 24.206565 26.721067 49.799983 38.715715 29.257721
62.766803 34.996293 10.319301 22.643 16.393824 80.42605
leaf_count=16011 504 1054 136 201 1160 529 127 411 1777 152 378 388 203 955 1849
448 129 255 189 416 374 284 677 238 123 234 176 918
internal_value=0.0 -0.030103 0.087999 -0.06537 -0.011318 -0.038238 0.02163 -0.03049
0.003049 -0.059464 -0.009556 -0.034468 -0.141168 -0.009946 -0.005206 -0.111228 -
0.129551 -0.059589 -0.090589 -0.0677 -0.113995 -0.05969 -0.038551 -0.153716 -
0.039256 0.04943 -0.044422 -0.062327
internal_weight=0.0 1179.22 472.325 409.728 769.496 257.544 283.032 486.463 226.838
207.375 79.7123 119.148 22.1769 96.971 260.369 152.184 128.426 226.094 127.663
100.942 62.9223 48.6802 163.171 99.9642 124.603 50.1687 28.4619 90.7454
internal_count=30296 14149 16147 3878 10271 2686 4504 5767 3450 1923 814 1673 330
1343 3301 1192 991 2466 1109 920 629 436 1837 686 1452 763 305 1041
shrinkage=0.1
Tree=12
num_leaves=29
num_cat=0
split_feature=153 114 153 181 102 101 114 62 90 90 190 60 141 36 9 76 195 129 63
102 155 128 195 140 62 181 89 39
split_gain=407.008 61.8902 86.8654 50.954 49.6574 88.2091 53.4428 65.7504 49.3281
47.1498 42.3571 41.8913 34.9298 34.7816 36.0396 39.3117 32.7396 35.4344 31.8861
30.8147 28.1715 28.0986 27.8612 24.6793 22.769 21.0576 18.4227 15.8122
threshold=1.9966 0.326218 21.726093 164.067945 -0.77802 -2.742181 -2.287159
3.402016 48.384511 12.066711 0.168508 0.862791 -0.0119 -1.284221 0.306624 14.132575
-0.78356 -0.70423 9.720511 10.44043 54.562425 -0.865263 inf -0.146102 0.0 3.574745
15.609484 0.195922
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 8 2 2 2 2 2
left_child=3 2 4 -1 16 6 7 -6 9 12 11 21 -3 25 15 27 17 -2 20 -8 -12 -11 -17 -16 -7
-4 -26 -15
right_child=1 8 13 -5 5 24 19 -9 -10 10 18 -13 -14 14 23 22 -18 -19 -20 -21 -22 -23
-24 -25 26 -27 -28 -29
leaf_value=0.091495 -0.167505 -0.114117 0.070127 -0.143432 0.088033 -0.073556
0.04081 -0.176721 0.075637 -0.245092 -0.038975 -0.00258 0.074465 -0.106693 -
0.066283 -0.166017 0.079864 0.030246 0.057204 -0.079098 -0.143067 -0.118039 -
0.020638 0.059053 -0.045529 -0.080838 0.064299 0.004557
leaf_weight=425.710865 11.436418 13.272275 30.234859 9.356107 11.221801 15.899061
47.696025 55.467561 26.139705 20.339753 116.368617 28.080298 36.980895 19.627568
35.494709 76.531772 138.716402 42.275361 26.151047 38.767622 33.46044 123.440782
15.978809 28.035707 17.142033 13.198661 135.040397 36.216286
leaf_count=16024 108 85 369 123 126 177 743 549 483 153 1096 327 413 155 307 584
2305 686 359 456 232 1040 134 329 240 138 2147 408
internal_value=0.0 -0.026566 -0.009646 0.086411 0.014048 -0.010014 -0.064894 -
0.132094 -0.057225 -0.065967 -0.079046 -0.114356 0.02452 -0.057308 -0.074015 -
0.100991 0.05421 -0.012045 -0.044516 -0.012965 -0.062301 -0.136162 -0.140964 -
0.010948 0.039993 0.024151 0.0519 -0.03463
internal_weight=0.0 1193.21 768.981 435.067 513.663 321.234 153.153 66.6894 424.234
398.094 347.841 171.861 50.2532 255.318 211.885 148.354 192.428 53.7118 175.98
86.4636 149.829 143.781 92.5106 63.5304 168.081 43.4335 152.182 55.8439
internal_count=30296 14149 9961 16147 7537 4438 1874 675 4188 3705 3207 1520 498
2424 1917 1281 3099 794 1687 1199 1328 1193 718 636 2564 507 2387 563
shrinkage=0.1
Tree=13
num_leaves=29
num_cat=0
split_feature=154 23 186 189 113 190 195 115 114 159 103 90 101 54 180 156 23 75
101 101 63 101 140 180 64 115 180 108
split_gain=242.743 65.8982 49.4394 36.1515 34.4779 42.4877 27.8354 25.3683 29.0198
28.4647 32.1326 25.0151 27.1071 23.3394 21.9203 21.7245 21.5787 28.4023 19.6029
15.7897 14.3429 34.6649 14.6312 11.8847 25.7651 10.2195 10.0263 6.40909
threshold=5.234988 45.883946 -0.133835 0.743061 0.75162 -0.949528 0.984447 -2.58913
0.819174 0.639311 19.810965 24.317622 -13.231006 0.696783 0.47275 0.154524
23.481348 -25.390868 -41.458675 -34.774642 7.327888 -16.276127 0.250104 49.93955
9.674317 2.725592 162.3751 0.664835
decision_type=2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=26 2 3 4 5 14 -7 -4 16 10 -10 15 -13 -11 -2 -6 17 -9 -18 -5 21 -3 -23 -
22 -25 27 -1 -21
right_child=1 20 7 19 11 6 -8 8 9 13 -12 12 -14 -15 -16 -17 18 -19 -20 25 23 22 -24
24 -26 -27 -28 -29
leaf_value=0.100472 0.052013 -0.148414 -0.157689 -0.089146 -0.09534 -0.075742 -
0.165962 -0.100258 0.020535 -0.113075 -0.156751 -0.035172 0.061325 0.026288 -
0.053007 -0.010955 -0.07667 0.00818 0.043017 0.107826 0.085205 0.093497 -0.084278 -
0.113975 0.088617 -0.023185 -0.104484 0.027951
leaf_weight=228.972162 34.722672 11.446881 9.917061 9.379431 58.454451 189.026529
41.836437 28.952173 93.681357 53.060759 11.384857 57.717523 58.545184 15.472384
46.22127 63.840138 14.450219 143.38322 233.093978 24.665603 87.368588 22.52059
5.739664 10.32091 15.720618 14.025502 2.337632 17.125058
leaf_count=11629 531 82 163 76 448 1911 369 248 1155 563 115 642 862 200 482 731
161 1894 4289 390 1952 470 92 82 308 151 80 220
internal_value=0.0 -0.012366 -0.020135 -0.040072 -0.048413 -0.070304 -0.092155
0.000205 0.002869 -0.031509 0.001196 -0.01978 0.013419 -0.0816 -0.007934 -0.05134
0.017089 -0.010073 0.036 0.030295 0.049448 -0.002248 0.057196 0.067546 0.008163
0.050499 0.098356 0.075254
internal_weight=0.0 1372.07 1218.96 615.56 550.364 311.807 230.863 603.396 593.479
173.599 105.066 238.557 116.263 68.5331 80.9439 122.295 419.88 172.335 247.544
65.1956 153.117 39.7071 28.2603 113.41 26.0415 55.8162 231.31 41.7907
internal_count=30296 18587 15601 6813 5976 3293 2280 8788 8625 2033 1270 2683 1504
763 1013 1179 6592 2142 4450 837 2986 644 562 2342 390 761 11709 610
shrinkage=0.1
Tree=14
num_leaves=28
num_cat=0
split_feature=155 62 166 102 194 185 116 155 113 169 57 180 64 127 167 155 155 106
116 116 149 147 175 188 51 154 157
split_gain=228.1 52.2026 63.7431 49.7271 48.1671 44.6024 44.1652 36.782 34.8086
31.8904 30.3817 18.7206 16.04 31.6399 16.4971 12.8311 10.093 9.04969 8.55196
7.76112 7.25853 3.85345 3.74882 1.31539 0.754363 0.463351 1.97316
threshold=2.671113 9.681614 0.002099 -15.992346 -0.999007 -0.055339 2.641676
37.454656 0.739485 0.028209 0.423868 757.2431 7.68162 -0.765329 0.054782 35.437474
86.010931 0.086845 -2.231491 1.654972 0.972128 0.751549 0.995841 0.891644 0.298081
4.827736 0.015831
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
left_child=25 2 3 7 17 10 12 19 -7 -9 -6 16 13 14 -4 -13 22 -5 -14 23 -20 -19 24 -2
-3 -1 -27
right_child=1 11 6 4 5 8 -8 9 -10 -11 -12 15 18 -15 -16 -17 -18 21 20 -21 -22 -23 -
24 -25 -26 26 -28
leaf_value=0.101806 0.109129 0.073399 0.011222 -0.019855 -0.047102 -0.081951 -
0.167192 0.044657 -0.030167 -0.148105 0.013057 0.049961 -0.042205 -0.173329
0.108801 -0.126254 0.002384 0.092438 0.08446 0.02486 -0.004424 0.027523 0.013623
0.056684 0.10668 0.013723 0.101643
leaf_weight=196.022166 42.997176 9.168987 103.303244 13.211701 146.955216
294.573756 10.886883 18.422697 232.465964 15.917825 195.510268 8.170218 6.578928
8.273628 20.745078 8.184367 14.327626 32.359836 86.484467 17.330931 10.239716
12.953649 5.288528 5.848114 52.537759 3.405441 10.936784
leaf_count=11108 960 200 1377 182 1897 2950 90 210 2580 126 2911 136 115 111 378 95
202 580 1465 211 158 222 104 135 1169 151 473
internal_value=0.0 -0.01137 -0.01677 -0.027716 -0.034953 -0.040866 0.028892
0.039064 -0.059121 -0.044811 -0.01276 0.059051 0.038017 0.014935 0.027617 -0.038355
0.078675 0.052793 0.067533 0.082608 0.075042 0.073998 0.094948 0.10299 0.101868
0.100433 0.081067
internal_weight=0.0 1372.74 1275.06 1028.55 928.03 869.505 246.512 100.517 527.04
34.3405 342.465 97.6775 235.625 132.322 124.048 16.3546 81.3229 58.5252 103.303
66.1762 96.7242 45.3135 66.9953 48.8453 61.7067 210.364 14.3422
internal_count=30296 18564 16658 12964 11322 10338 3694 1642 5530 336 4808 1906
3604 1866 1755 231 1675 984 1738 1306 1623 802 1473 1095 1369 11732 624
shrinkage=0.1
Tree=15
num_leaves=29
num_cat=0
split_feature=155 166 127 167 76 115 64 114 188 115 180 75 155 169 114 127 155 3 63
101 101 120 178 64 11 56 137 115
split_gain=203.625 41.3087 49.0487 60.857 46.5967 58.6881 43.1555 37.7262 34.2735
34.0112 31.9486 30.449 27.6089 28.3913 23.6416 19.3864 21.1845 17.4561 14.9435
28.5653 22.2887 13.3426 16.139 10.2362 9.57039 8.34358 6.97336 6.95164
threshold=2.671113 0.002099 -0.237477 0.000686 5.444382 -1.946346 2.665993 -
2.816892 -0.247346 1.03226 40.57355 -20.11123 39.624852 0.976756 2.299896 -0.185334
19.074499 0.165518 8.516381 -14.504838 -21.999994 0.346167 0.234552 9.733481 82.5
0.0 0.214213 -1.073504
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
left_child=-1 2 3 -2 8 7 17 -6 25 -7 15 -10 23 -14 18 16 -8 -4 19 20 -3 22 -21 -12
27 -5 -23 -20
right_child=1 14 6 4 5 9 10 -9 11 -11 12 -13 13 -15 -16 -17 -18 -19 24 21 -22 26 -
24 -25 -26 -27 -28 -29
leaf_value=0.100104 0.072201 0.027109 -0.030268 -0.050868 -0.073732 -0.008024
0.105227 -0.339635 -0.074531 -0.066166 -0.038002 0.006937 -0.006001 -0.156179 -
0.094938 0.082232 -0.028192 -0.18756 0.011537 0.060331 -0.155434 0.012432 -0.071762
0.071718 -0.022427 0.048962 0.089993 0.084831
leaf_weight=190.964413 54.068074 11.493746 16.28984 9.090844 10.000986 144.327932
16.633907 11.539686 86.552008 332.673049 11.415635 97.427236 32.744851 20.3869
14.760787 106.640523 41.169656 12.444515 15.522254 17.437049 15.801486 16.326965
19.491859 32.569833 11.762677 95.595144 40.483115 79.895101
leaf_count=11732 952 133 177 119 130 2005 419 156 874 3116 155 1345 392 166 132
2214 512 122 289 281 147 240 276 611 180 1356 652 1413
internal_value=0.0 -0.010074 -0.018108 -0.030338 -0.03739 -0.0559 0.017327 -
0.217053 -0.005409 -0.048581 0.030119 -0.0314 -0.015341 -0.063814 0.027328 0.056968
0.010284 -0.098803 0.035275 0.011168 -0.078685 0.037396 -0.009362 0.043195 0.062455
0.040245 0.067779 0.072943
internal_weight=0.0 1374.55 1131.57 841.275 787.207 498.542 290.296 21.5407 288.665
477.001 261.561 183.979 97.1172 53.1318 242.975 164.444 57.8036 28.7344 228.214
121.034 27.2952 93.739 36.9289 43.9855 107.18 104.686 56.8101 95.4174
internal_count=30296 18564 14821 10053 9101 5407 4768 286 3694 5121 4469 2219 1324
558 3743 3145 931 299 3611 1729 280 1449 557 766 1882 1475 892 1702
shrinkage=0.1
Tree=16
num_leaves=29
num_cat=0
split_feature=153 23 166 167 115 37 181 115 115 88 178 51 50 103 115 183 170 58 115
100 36 80 88 101 65 143 25 156
split_gain=268.473 48.0375 49.8007 45.7941 45.8008 42.7975 40.939 37.357 31.447
32.9835 30.5219 29.051 29.1992 28.7598 27.9671 27.861 26.9651 22.1374 21.1114
23.3748 19.0396 16.3106 16.2745 15.2027 15.1934 11.89 27.0688 21.9246
threshold=1.9966 54.324903 0.001298 0.003599 -1.946346 0.831588 164.067945 0.032137
0.809542 -3.778027 0.941196 6.882515 7.996609 12.034702 3.062526 0.804415 0.471022
0.675056 -1.623689 0.413767 0.055513 0.127703 -2.710387 -18.714326 0.800656
0.001414 32.394387 0.049616
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
left_child=6 2 3 5 -5 15 25 22 9 -6 11 18 -13 -10 -9 16 -2 21 19 -4 -14 -12 -7 -20
-23 26 27 -1
right_child=1 -3 10 4 8 7 -8 14 13 -11 17 12 20 -15 -16 -17 -18 -19 23 -21 -22 24 -
24 -25 -26 -27 -28 -29
leaf_value=-0.123794 0.020138 0.072309 -0.172514 -0.245241 -0.138928 -0.09652 -
0.119455 -0.091459 -0.062838 0.020411 0.04302 -0.13631 0.033988 -0.159668 0.034396
0.084652 -0.044944 0.019685 0.018328 0.061578 -0.086942 -0.119238 0.05714 0.083949
-0.007791 0.099446 0.08614 0.089862
leaf_weight=12.829782 149.678258 55.113359 8.504716 14.315804 16.089297 8.466252
9.74076 146.939132 124.690385 65.834135 10.854121 17.423031 58.412215 40.747685
20.0041 37.426063 110.631732 44.335075 54.465957 8.389973 16.655454 45.690252
35.368813 100.871404 16.743733 239.341246 70.540053 7.559241
leaf_count=406 2031 1021 107 139 111 63 123 1142 980 932 149 137 684 286 161 574
1224 629 674 134 163 523 562 1516 207 12288 3016 314
internal_value=0.0 -0.018818 -0.023182 -0.037827 -0.071814 -0.020326 0.081764 -
0.054795 -0.061687 -0.010984 0.006317 0.025151 -0.020032 -0.086768 -0.076361
0.004082 -0.007523 -0.036048 0.04942 -0.056479 0.007069 -0.069763 0.027298 0.060972
-0.089424 0.087733 0.056824 -0.044475
internal_weight=0.0 1207.65 1152.54 770.192 261.677 508.514 340.011 210.778 247.362
81.9234 382.346 264.723 92.4907 165.438 166.943 297.736 260.31 117.623 172.232
16.8947 75.0677 73.2881 43.8351 155.337 62.434 330.27 90.9291 20.389
internal_count=30296 14149 13128 8205 2448 5757 16147 1928 2309 1043 4923 3415 984
1266 1303 3829 3255 1508 2431 241 847 879 625 2190 730 16024 3736 720
shrinkage=0.1
Tree=17
num_leaves=29
num_cat=0
split_feature=153 153 24 101 190 49 60 166 11 62 89 75 178 166 141 112 166 154 49
39 89 179 77 75 36 39 89 107
split_gain=234.237 48.2439 44.6179 40.9583 36.3602 35.8075 33.9119 33.572 33.1501
32.9872 38.6603 34.7467 27.6585 27.5656 39.0611 26.7621 26.6703 25.9448 25.8209
23.0632 21.2827 20.8979 23.9618 20.7239 17.6455 15.7396 13.761 13.7288
threshold=1.651853 8.731129 49.611859 -13.973659 0.850776 1.084221 0.775662
0.000987 80.5 7.210191 47.66513 -27.091182 0.228457 0.000745 0.046573 0.104282
0.001533 28.044546 8.717719 0.496953 32.757676 1.1883 3.74385 -20.561354 -1.193178
0.349616 44.942195 0.245487
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
left_child=-1 2 4 9 6 -5 15 8 18 10 13 -11 17 23 -15 -2 19 -9 -7 -13 -17 -4 25 -3 -
14 -23 -18 -6
right_child=1 3 21 5 27 7 -8 12 -10 11 -12 16 24 14 -16 20 26 -19 -20 -21 -22 22 -
24 -25 -26 -27 -28 -29
leaf_value=0.084369 0.015023 -0.097886 0.079336 0.055637 0.099435 -0.104534
0.037841 -0.104994 0.084081 0.085973 -0.17834 -0.089424 0.038474 -0.230692 -0.04996
-0.10718 -0.010839 0.0715 -0.004142 -0.01847 -0.024052 -0.150229 0.105005 0.031583
-0.055466 0.01487 0.111611 0.014813
leaf_weight=288.374134 43.597856 18.406586 105.476584 72.766556 30.431768 88.578804
54.048967 9.366578 14.450095 22.905306 37.56098 106.943406 27.845804 18.166332
34.938691 80.596132 27.663235 70.024239 36.077465 80.278124 49.986374 11.709243
11.852874 37.190345 70.268345 11.256194 13.623539 51.777592
leaf_count=15428 645 122 1975 1046 526 724 957 123 156 248 243 831 338 108 292 896
328 864 350 927 707 103 207 260 713 142 195 842
internal_value=0.0 -0.015693 0.010392 -0.030632 -0.010758 -0.007571 -0.031299 -
0.022114 -0.058882 -0.053202 -0.090956 -0.031209 0.006709 -0.060628 -0.112092 -
0.052769 -0.042989 0.050567 -0.075512 -0.05903 -0.075407 0.057176 -0.00995 -
0.011347 -0.028781 -0.069511 0.029691 0.046227
internal_weight=0.0 1237.79 450.734 787.054 310.439 389.378 228.229 316.611 139.106
397.677 146.263 251.414 177.505 108.702 53.105 174.18 228.508 79.3908 124.656
187.222 130.583 140.295 34.8183 55.5969 98.1141 22.9654 41.2868 82.2094
internal_count=30296 14868 7000 7868 4573 4314 3205 3268 1230 3554 1025 2529 2038
782 400 2248 2281 987 1074 1758 1603 2427 452 382 1051 245 523 1368
shrinkage=0.1
Tree=18
num_leaves=29
num_cat=0
split_feature=153 153 102 23 25 102 24 101 101 101 62 11 102 75 50 62 11 89 64 166
23 156 77 129 47 178 116 116
split_gain=204.088 38.7572 48.4246 37.3767 36.3318 35.7393 63.8645 51.9039 41.6968
33.8468 31.6051 29.7785 36.0442 28.6888 26.9591 35.3799 29.9973 25.1035 23.7961
22.9485 22.2983 33.4934 30.7803 21.2745 19.7477 19.1436 16.6091 16.5487
threshold=1.651853 8.731129 -11.749083 12.200615 26.57769 20.274122 50.002358
11.807406 -6.697978 -13.973659 7.210191 4.5 9.978888 -27.091182 2.466161 8.895175
3.5 43.950982 9.429194 0.001821 27.923741 0.056635 10.967217 -0.05178 0.331402
0.895695 2.134706 1.437644
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
left_child=20 2 -2 25 11 8 7 -7 19 10 17 12 -4 -12 -11 16 -16 24 -17 -6 21 22 26 -
15 -5 -3 -1 -8
right_child=1 3 4 9 5 6 27 -9 -10 14 13 -13 -14 23 15 18 -18 -19 -20 -21 -22 -23 -
24 -25 -26 -27 -28 -29
leaf_value=0.048302 0.083505 0.091 -0.032616 0.014708 -0.025984 -0.199199 0.099648
-0.000925 0.083501 0.048214 0.08065 0.038497 -0.211144 -0.050724 0.053772 -0.188999
-0.028598 -0.146696 -0.030413 0.091439 0.098453 0.097902 -0.279304 0.070769 -
0.089493 -0.04344 -0.136885 -0.023723
leaf_weight=17.507467 73.932385 38.298704 24.069705 25.73578 99.875776 30.632818
25.786715 23.176142 90.398007 63.488043 20.626959 16.88451 21.339292 208.736861
56.861467 19.840782 197.541227 51.920996 18.131578 19.877296 204.254448 33.539204
4.739191 15.396518 61.581708 14.551633 6.592424 18.679232
leaf_count=629 1619 414 324 208 1354 274 489 295 1646 933 241 216 178 1941 743 119
1948 342 189 392 13067 1473 123 248 390 152 136 213
internal_value=0.0 -0.013969 0.009659 -0.027223 -0.005082 0.00899 -0.04076 -
0.113966 0.032268 -0.033029 -0.053617 -0.074685 -0.11679 -0.031952 -0.010802 -
0.023632 -0.01017 -0.091647 -0.113557 -0.00643 0.082473 0.030059 -0.048857 -
0.042348 -0.058783 0.05395 -0.002623 0.047851
internal_weight=0.0 1237.36 444.652 792.712 370.719 308.426 98.2749 53.809 210.151
739.862 383.999 62.2935 45.409 244.76 355.863 292.375 254.403 139.238 37.9724
119.753 266.633 62.3783 28.8391 224.133 87.3175 52.8503 24.0999 44.4659
internal_count=30296 14868 7000 7868 5381 4663 1271 569 3392 7302 3370 718 502 2430
3932 2999 2691 940 308 1746 15428 2361 888 2189 598 566 765 702
shrinkage=0.1
Tree=19
num_leaves=29
num_cat=0
split_feature=155 23 102 154 101 102 101 90 102 163 190 154 76 117 179 116 154 154
36 166 90 3 167 179 24 129 90 101
split_gain=135.44 34.7044 30.862 42.3057 38.7648 33.805 63.7855 39.6103 32.5829
23.8756 28.3271 23.756 21.3039 24.1815 21.1505 22.571 32.7194 27.5214 20.1222
18.8869 23.5312 18.1957 16.5281 21.439 18.2677 30.0817 15.7586 14.5528
threshold=2.577839 37.207013 25.259465 42.075256 7.41785 13.400086 -12.991694
5.556016 -9.401614 0.281792 0.233973 14.868444 5.547555 0.25014 0.249248 0.962705
150.867671 15.16732 -1.367897 0.000582 23.949514 0.394448 0.002019 0.0291 64.438106
-0.579332 36.813496 -5.772278
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
left_child=-1 2 4 19 5 6 8 -8 -2 -7 -11 21 -5 -14 22 16 -16 -17 -19 -4 -21 -6 -3 24
26 -26 -24 -20
right_child=1 14 3 12 11 9 7 -9 -10 10 -12 -13 13 -15 15 17 -18 18 27 20 -22 -23 23
-25 25 -27 -28 -29
leaf_value=0.099619 0.0062 0.097493 -0.032585 0.043366 0.061202 -0.003824 -0.065117
0.063895 -0.048264 -0.126224 -0.021235 0.087683 0.049667 -0.085638 0.069798 -
0.16075 -0.097063 -0.138309 -0.049547 -0.240074 -0.074048 -0.138848 0.097044
0.078323 -0.158406 0.058918 -0.018014 0.064228
leaf_weight=132.236542 193.617203 46.18004 13.607755 34.712907 8.697303 58.942535
27.868798 160.037841 253.597723 62.670427 43.643621 62.003725 17.475497 53.270185
55.490168 15.91192 14.814424 10.218977 19.346208 20.708836 14.711572 9.338537
20.364776 49.79293 16.072607 10.439182 28.389225 26.570416
leaf_count=11613 2572 1415 160 366 212 670 300 2769 2309 628 467 978 177 350 1264
180 173 108 203 128 164 130 404 1181 138 214 645 378
internal_value=0.0 -0.006398 -0.015229 -0.056442 -0.007991 -0.01463 -0.004142
0.044733 -0.024685 -0.054907 -0.08319 0.058321 -0.020706 -0.052177 0.022739 -
0.005737 0.034541 -0.045051 -0.01203 -0.133107 -0.171512 -0.042486 0.04641 0.02748
-0.006193 -0.072877 0.030111 0.016261
internal_weight=0.0 1348.5 1034.9 154.487 880.418 800.378 635.122 187.907 447.215
165.257 106.314 80.0396 105.459 70.7457 313.591 142.352 70.3046 72.0475 56.1356
49.0282 35.4204 18.0358 171.239 125.059 75.2658 26.5118 48.754 45.9166
internal_count=30296 18683 12380 1345 11035 9715 7950 3069 4881 1765 1095 1320 893
527 6303 2306 1437 869 689 452 292 342 3997 2582 1401 352 1049 581
shrinkage=0.1
Tree=20
num_leaves=29
num_cat=0
split_feature=155 194 36 105 190 62 195 89 168 115 142 174 38 102 101 49 101 89 89
89 160 190 89 49 155 76 89 108
split_gain=121.453 36.1208 34.4453 34.4259 35.7291 33.2463 26.456 26.4531 23.432
22.363 22.3444 19.328 24.8479 19.0952 17.1763 16.639 16.1259 30.6957 14.7894
30.4722 14.3211 14.1285 14.0264 15.4412 14.4097 11.8008 11.6196 12.1975
threshold=2.577839 -0.707516 -0.580427 0.079948 -0.855118 9.665281 -0.087121
41.867934 0.003888 -0.136174 -1.290506 0.008831 -0.013365 -11.510669 -25.064036
6.107909 -19.558948 25.388249 43.751443 46.228453 0.79054 -0.956272 37.390635
0.032098 16.694321 29.107026 30.142875 0.204445
decision_type=2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 9 6 22 11 7 8 -6 16 -2 -11 -5 -13 -8 26 -10 20 -18 25 -20 -3 -16 23 -
4 -25 -15 -12 -28
right_child=1 2 3 4 5 -7 13 -9 15 10 14 12 -14 18 21 -17 17 -19 19 -21 -22 -23 -24
24 -26 -27 27 -29
leaf_value=0.099342 0.071282 -0.060207 0.102337 0.082901 -0.081922 0.071699
0.087076 -0.021266 0.060859 -0.14833 0.04019 -0.136033 0.017074 0.048079 0.102797 -
0.059156 -0.115078 0.02995 -0.119092 0.018239 -0.182199 0.019018 0.053551 0.042378
-0.055247 -0.029054 -0.14061 -0.022259
leaf_weight=119.969419 76.283041 38.115706 10.301231 27.619284 247.208389 18.87968
43.612716 101.568818 42.604266 8.608655 14.89972 13.674042 46.01423 113.68206
23.230286 15.747903 21.407297 45.35384 22.096686 59.359162 12.890187 148.235283
53.264374 20.957957 53.59437 23.938794 13.321493 25.046203
leaf_count=11613 1839 367 175 545 2431 407 928 1238 623 56 215 151 579 1634 435 191
212 661 246 978 124 2298 823 376 434 285 134 298
internal_value=0.0 -0.00564 -0.014629 -0.030343 -0.043616 -0.057271 0.006609 -
0.064272 -0.023368 0.02431 0.008927 0.013867 -0.018132 0.026712 0.015013 0.028408 -
0.049035 -0.016628 0.014659 -0.01909 -0.091326 0.030423 0.01337 -0.011868 -0.027768
0.034643 -0.034538 -0.063615
internal_weight=0.0 1341.52 1031.89 593.082 454.964 367.657 438.809 348.777 176.119
309.625 233.342 87.3076 59.6883 262.689 224.733 58.3522 117.767 66.7611 219.077
81.4558 51.0059 171.466 138.118 84.8536 74.5523 137.621 53.2674 38.3677
internal_count=30296 18683 13408 7159 5351 4076 6249 3669 2178 5275 3436 1275 730
4071 3380 814 1364 873 3143 1224 491 2733 1808 985 810 1919 647 432
shrinkage=0.1
Tree=21
num_leaves=29
num_cat=0
split_feature=166 23 194 180 115 36 12 75 102 51 64 88 75 36 23 23 116 162 180 166
57 180 51 39 88 63 173 189
split_gain=61.7552 33.831 29.4522 29.087 32.8005 28.9722 40.6724 26.8462 26.6021
26.482 25.9044 27.7216 21.2418 22.0336 19.5467 14.7938 14.6522 14.5423 12.3155 11.6
11.1765 10.7974 18.6008 13.0252 12.933 15.1079 14.7478 8.76988
threshold=3e-05 45.19488 -0.889725 1.58615 -1.898731 -0.580427 0.15 1.500108
23.059252 2.528314 0.501255 10.925395 14.857237 -1.453387 17.90343 8.988146 -
0.461138 0.022557 0.19275 0.00366 0.317712 9.00295 1.127651 0.509486 24.496383
8.231183 0.008328 -0.086949
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
left_child=14 2 16 5 7 12 9 -5 -8 -7 -6 -12 15 -14 -1 -4 19 18 -18 -2 -19 24 -23 -
24 25 26 -3 -22
right_child=1 21 3 4 10 6 8 -9 -10 -11 11 -13 13 -15 -16 -17 17 20 -20 -21 27 22 23
-25 -26 -27 -28 -29
leaf_value=-0.128387 0.091957 -0.132212 -0.064777 -0.031943 -0.173978 -0.005537
0.04588 -0.24291 -0.047567 -0.083136 0.010752 -0.04209 -0.149817 0.023211 0.099504
0.041475 -0.140493 0.084229 0.003621 -0.054881 -0.032903 0.096989 -0.104861
0.038828 0.088977 0.07564 0.039411 0.043214
leaf_weight=3.880382 46.850086 9.829001 13.8302 11.266049 11.469692 75.4238
107.963867 13.0083 42.333456 105.556378 159.076037 263.748237 13.251381 16.34738
75.990671 224.185788 10.165048 26.588888 14.011908 6.005912 29.151442 12.930036
16.118932 10.251821 63.197546 21.052866 10.032161 31.282424
leaf_count=81 1351 80 175 187 83 1389 1827 118 526 1149 1659 3185 128 334 7134 4488
160 525 221 124 488 416 155 170 3000 397 163 583
internal_value=0.0 -0.002133 -0.007529 -0.013647 -0.032598 0.000864 -0.0189 -
0.145525 0.019538 -0.050822 -0.026254 -0.022208 0.025333 -0.05443 0.088286 0.035274
0.03188 0.011241 -0.057215 0.075184 0.030313 0.043797 -0.000835 -0.049012 0.060643
0.016749 -0.045673 0.006483
internal_weight=0.0 1364.93 1221.52 1057.46 458.568 598.892 331.278 24.2743 150.297
180.98 434.294 422.824 267.615 29.5988 79.8711 238.016 164.056 111.2 24.177 52.856
87.0228 143.412 39.3008 26.3708 104.112 40.914 19.8612 60.4339
internal_count=30296 23081 18700 15248 5232 10016 4891 305 2353 2538 4927 4844 5125
462 7215 4663 3452 1977 381 1475 1596 4381 741 325 3640 640 243 1071
shrinkage=0.1
Tree=22
num_leaves=29
num_cat=0
split_feature=153 60 114 153 115 168 168 115 153 88 88 190 166 63 23 156 153 156
180 75 77 116 69 91 179 190 72 57
split_gain=137.579 33.5133 29.8484 40.2711 32.5964 30.2846 42.6507 26.3593 25.7933
28.2243 24.5719 31.9481 22.8722 25.2776 22.1372 29.204 21.385 18.3804 24.5086
18.0115 17.9109 17.4919 16.5982 21.7829 16.5962 16.5658 14.3681 13.1076
threshold=1.651853 0.849237 0.326218 21.726093 -1.946346 0.003825 0.00214 -0.195806
3.986231 -3.778027 7.052157 0.399324 0.001033 8.175951 27.923741 0.056635 33.07599
0.408749 2.314303 -9.2197 10.967217 2.390935 0.295121 0.424397 0.90475 -0.322795
0.299212 0.828216
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
left_child=14 2 3 4 5 6 -2 17 -6 -10 16 22 25 -14 15 20 -4 18 -5 -13 -1 -21 26 -24
27 -9 -12 -3
right_child=1 24 10 7 8 -7 -8 12 9 -11 11 19 13 -15 -16 -17 -18 -19 -20 21 -22 -23
23 -25 -26 -27 -28 -29
leaf_value=-0.007759 -0.023831 0.024043 0.046519 0.044693 0.086835 0.106346 -
0.266159 -0.14727 -0.057385 0.024939 -0.191295 -0.070336 -0.076705 0.055263
0.096964 0.096241 -0.094294 0.080086 -0.127299 0.039837 -0.205069 -0.066164 -
0.006801 -0.094603 -0.016401 -0.058965 -0.088215 0.088784
leaf_weight=22.050777 18.617043 139.716713 48.835106 18.245657 53.429334 7.359033
11.853813 36.75355 49.624466 256.409502 20.205056 37.963007 31.050295 27.09279
154.509771 27.388039 13.744072 25.092498 15.027835 61.166249 5.731565 20.779531
48.658543 67.450678 78.8977 50.854862 41.841392 40.28403
leaf_count=765 352 2063 502 192 1405 150 104 230 457 3552 163 360 225 313 13067
1473 88 324 115 706 123 159 473 583 929 354 329 740
internal_value=0.0 -0.010113 -0.018708 -0.005063 0.013482 -0.074698 -0.118645 -
0.041157 0.022782 0.011573 -0.04145 -0.053409 -0.063888 -0.015201 0.077553 0.0231
0.015483 0.015597 -0.033083 -0.013475 -0.049036 0.0129 -0.080259 -0.057851 0.021817
-0.096137 -0.122029 0.038576
internal_weight=0.0 1220.95 962.054 601.411 397.293 37.8299 30.4709 204.117 359.463
306.034 360.644 298.064 145.751 58.1431 209.68 55.1704 62.5792 58.366 33.2735
119.909 27.7823 81.9458 178.156 116.109 258.898 87.6084 62.0464 180.001
internal_count=30296 14868 11136 7773 6020 606 456 1753 5414 4009 3363 2773 1122
538 15428 2361 590 631 307 1225 888 865 1548 1056 3732 584 492 2803
shrinkage=0.1
Tree=23
num_leaves=29
num_cat=0
split_feature=153 183 183 61 152 23 164 142 64 51 168 76 112 113 166 178 115 32 161
60 29 107 183 142 114 85 166 76
split_gain=120.368 35.0272 37.8851 27.0185 23.4322 21.6236 24.586 21.1323 33.0108
16.8806 26.8951 23.4211 16.0317 21.3664 14.9111 28.8595 15.7192 13.3565 13.8758
10.9609 10.5553 9.46573 9.31203 9.11106 8.45728 8.41592 8.32715 7.86462
threshold=1.651853 -0.922647 0.704548 0.357326 0.005258 27.923741 0.717472 0.007156
9.216564 1.764742 0.000554 2.898897 0.65457 0.060817 0.001099 0.972222 -0.281922
0.744816 0.92051 0.561921 0.263085 0.611431 -0.112448 0.114626 1.777114 0.3925
0.000144 8.314678
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
left_child=5 25 3 4 19 6 -1 8 -8 17 -11 -12 13 23 16 -16 -6 22 -19 27 -15 -22 -5 -4
-9 -2 -14 -3
right_child=1 2 12 9 14 -7 7 24 -10 10 11 -13 26 20 15 -17 -18 18 -20 -21 21 -23 -
24 -25 -26 -27 -28 -29
leaf_value=0.085216 0.076175 0.064384 0.063596 0.082941 -0.010121 0.096263 0.028551
0.084715 -0.299506 0.069922 0.01432 -0.039902 -0.017957 0.031272 0.013283 -0.093571
-0.084997 0.007265 -0.143861 -0.074956 -0.026701 -0.122158 0.015128 -0.050523 -
0.0978 0.011924 0.068845 -0.005085
leaf_weight=28.516414 54.296905 25.877227 44.473555 39.550354 34.040252 140.773204
5.787237 9.786598 6.388026 32.652676 111.385775 279.049365 12.803995 14.38848
69.262032 39.681281 160.632905 28.715199 7.609459 14.340755 24.418111 18.132301
41.606603 8.217358 3.329744 32.750927 78.267522 43.651463
leaf_count=1545 792 374 645 732 472 13067 155 362 203 552 1397 3141 166 212 744 340
1241 458 90 193 276 146 666 100 96 421 1199 511
internal_value=0.0 -0.009034 -0.01375 -0.02227 -0.042421 0.07566 0.021665 -0.04999
-0.144401 -0.007819 -0.017132 -0.02443 0.025635 -0.00012 -0.055342 -0.025671 -
0.071921 0.025699 -0.024636 0.004351 -0.042568 -0.067579 0.048246 0.04572 0.03794
0.052052 0.056622 0.020802
internal_weight=0.0 1215.8 1128.76 928.055 387.486 194.581 53.808 25.2916 12.1753
540.569 423.088 390.435 200.701 109.63 303.616 108.943 194.673 117.482 36.3247
83.8694 56.9389 42.5504 81.157 52.6909 13.1163 87.0478 91.0715 69.5287
internal_count=30296 14868 13655 10911 3875 15428 2361 816 358 7036 5090 4538 2744
1379 2797 1084 1713 1946 548 1078 634 422 1398 745 458 1213 1365 885
shrinkage=0.1
Tree=24
num_leaves=29
num_cat=0
split_feature=153 183 183 60 152 62 190 23 193 64 91 20 101 190 190 56 153 192 168
184 93 21 17 66 172 180 165 99
split_gain=105.485 29.4103 31.7416 25.3803 24.1991 21.8238 21.1526 20.909 19.2105
18.0565 15.3511 14.9182 14.6259 14.3847 14.8533 13.001 13.0752 11.773 12.7931
11.7661 11.3953 9.50134 9.13562 8.777 8.68803 8.68355 8.39462 6.23918
threshold=1.651853 -0.898766 0.72 0.836768 0.009867 9.671694 -0.99021 27.923741
0.998849 9.294853 0.0 0.523107 10.971289 0.510253 -0.759109 0.443536 3.730634 -
0.08565 0.00214 -0.894916 0.206605 0.596636 0.110141 0.798686 1.0 757.2431 0.999985
0.479011
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
left_child=7 11 3 4 10 6 -6 8 25 -10 -3 -2 -12 14 22 16 -5 18 -17 -18 -16 -15 -4 -7
-19 -1 -24 -13
right_child=1 2 13 15 5 23 -8 -9 9 -11 12 27 -14 21 20 17 19 24 -20 -21 -22 -23 26
-25 -26 -27 -28 -29
leaf_value=0.070539 0.06323 0.069151 -0.058863 0.087441 0.026812 0.096069 -0.04928
0.095532 0.03093 -0.195348 -0.021334 0.023423 0.079897 -0.019154 0.052171 -0.061362
-0.125917 0.082562 0.047307 -0.013245 -0.061805 0.073248 0.081879 -0.029019 -
0.031473 -0.106906 -0.010917 -0.093561
leaf_weight=35.704833 79.430028 29.559802 8.293216 11.402955 39.418858 16.04999
486.877746 128.303928 7.175485 6.790826 126.575433 8.728641 15.993118 13.348372
11.097723 19.876291 10.303623 48.419813 23.592869 86.360826 40.596331 65.277982
32.930725 8.525886 7.683161 2.904162 13.773682 9.359995
leaf_count=1990 1171 415 99 251 496 339 4716 13067 198 154 1572 130 267 182 151 295
95 780 408 985 432 1068 549 134 100 19 133 100
internal_value=0.0 -0.008066 -0.01267 -0.020196 -0.029046 -0.039271 -0.043575
0.073776 0.020588 -0.079549 0.003675 0.044571 -0.009927 0.025113 0.001175 0.010612
-0.013395 0.036667 -0.002378 -0.025373 -0.037265 0.057541 0.037331 0.052676
0.066898 0.056944 0.054518 -0.037206
internal_weight=0.0 1213.48 1115.96 930.64 723.001 550.872 526.297 180.879 52.5753
13.9663 172.128 97.5187 142.569 185.318 106.692 207.64 108.067 99.5721 43.4692
96.6644 51.6941 78.6264 54.9976 24.5759 56.103 38.609 46.7044 18.0886
internal_count=30296 14868 13467 10853 7939 5685 5212 15428 2361 352 2254 1401 1839
2614 1364 2914 1331 1583 703 1080 583 1250 781 473 880 2009 682 230
shrinkage=0.1
Tree=25
num_leaves=29
num_cat=0
split_feature=155 102 155 101 102 24 115 23 180 115 101 102 170 101 115 15 193 102
115 23 190 114 115 170 12 98 164 190
split_gain=76.8438 23.9825 36.7123 36.6418 41.2773 47.437 29.5912 30.5562 29.9246
27.5709 27.3031 34.0339 24.0989 16.969 25.4849 18.5759 17.24 14.7014 13.7216 20.922
13.4711 13.3751 12.651 11.8913 11.8448 8.30808 6.63956 4.27016
threshold=2.577839 -15.992346 37.454656 -20.255509 10.779049 54.934085 1.502596
10.02809 38.76915 -2.42354 -10.121401 -7.73099 0.040099 -21.054956 0.329392
0.365414 0.521061 -12.736188 2.923237 20.330693 -0.336496 1.63439 1.227577 0.757367
0.85 0.882818 0.258315 0.674777
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
left_child=-1 2 21 13 9 6 7 -6 -8 -5 11 -11 27 14 17 20 -17 23 19 -7 -16 -2 -14 -3
-15 -19 -12 -4
right_child=1 3 12 4 5 18 8 -9 -10 10 26 -13 22 24 15 16 -18 25 -20 -21 -22 -23 -24
-25 -26 -27 -28 -29
leaf_value=0.098103 0.10463 0.014917 0.099202 -0.133302 -0.166908 -0.121292 -
0.065101 0.005636 0.093651 0.096708 0.047641 -0.008957 -0.142742 -0.047959 -
0.058691 -0.096073 -0.019822 0.060839 0.120501 0.040555 0.02663 -0.014875 -0.01103
-0.149531 -0.177994 -0.035522 0.094713 0.00312
leaf_weight=79.085037 59.025701 9.519739 11.259004 9.741807 10.720516 8.627668
200.894291 202.869803 12.536135 38.266779 54.995485 148.365811 16.256381 14.659453
31.287546 87.813747 44.897 48.709261 18.441385 95.294004 45.007329 11.08316
13.234154 8.039855 13.548019 10.876686 67.074697 7.863491
leaf_count=11613 1699 184 162 161 101 63 1872 3253 167 919 1266 1824 139 146 239
650 442 737 228 1758 441 172 125 88 112 143 1478 114
internal_value=0.0 -0.003367 0.039459 -0.007672 0.002924 -0.013678 -0.029409 -
0.003085 -0.055736 0.031566 0.03681 0.012738 -0.027276 -0.036918 -0.029596 -
0.047724 -0.070317 0.019497 0.041191 0.027014 -0.008371 0.085726 -0.083889 -
0.060684 -0.110823 0.043202 0.073567 0.059953
internal_weight=0.0 1300.91 118.722 1182.19 867.828 549.384 427.021 213.59 213.43
318.445 308.703 186.633 48.613 314.359 286.151 209.006 132.711 77.1455 122.363
103.922 76.2949 70.1089 29.4905 17.5596 28.2075 59.5859 122.07 19.1225
internal_count=30296 18683 2411 16272 13090 7442 5393 3354 2039 5648 5487 2743 540
3182 2924 1772 1092 1152 2049 1821 680 1871 264 272 258 880 2744 276
shrinkage=0.1
Tree=26
num_leaves=29
num_cat=0
split_feature=23 180 183 113 24 100 183 75 89 76 128 127 182 23 23 36 105 115 101
76 101 114 128 115 165 141 136 167
split_gain=30.227 25.3653 24.7207 21.4769 23.4881 21.4045 34.707 21.9793 19.7698
24.3736 18.9431 18.2787 17.7677 19.249 19.7569 15.1284 16.4133 15.1936 14.6411
13.3772 12.7323 12.2572 11.1167 15.8615 10.7166 10.1961 10.1396 9.36939
threshold=37.207013 0.50615 0.930664 0.997486 48.914631 0.175309 -0.550836 20.78657
0.0 5.078648 0.0 -0.265158 0.011979 45.19488 42.331644 -0.580427 0.084443 -1.424213
-10.121401 22.143521 -34.433461 0.170904 -0.63799 2.632212 0.856507 0.158094
0.517162 0.002135
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 27 5 4 -3 6 22 8 -7 20 -11 -9 13 14 -6 19 24 -18 -15 25 -10 -14 23 -1
-17 -8 -23 -2
right_child=1 3 -4 -5 12 7 15 11 9 10 -12 -13 21 18 -16 16 17 -19 -20 -21 -22 26 -
24 -25 -26 -27 -28 -29
leaf_value=0.038968 0.092803 0.104896 0.054081 0.062659 -0.042671 -0.108672
0.049479 -0.148508 -0.055231 -0.014879 0.060453 0.043297 0.08656 -0.074607 -
0.178325 0.069911 -0.218361 -0.085703 0.052461 -0.090504 0.037026 -0.100542
0.060713 -0.144669 -0.075418 -0.035591 0.04672 0.040267
leaf_weight=12.329686 54.798999 14.002786 64.40187 45.607748 24.39156 15.718299
24.913687 17.513655 15.97304 423.593204 36.142932 6.862708 17.419793 16.313735
19.240202 10.346507 9.749751 75.028674 20.185085 21.730015 217.915619 9.654132
40.150739 7.48201 9.785807 32.184766 8.900829 90.06536
leaf_count=225 5785 683 1215 1328 297 196 456 209 146 5415 622 198 468 335 198 254
208 987 570 216 5165 133 728 76 135 575 150 3323
internal_value=0.0 0.029227 -0.005883 0.003673 -0.017023 -0.00984 -0.035511 -
0.001308 0.001904 0.004425 -0.008943 -0.094498 -0.031807 -0.058003 -0.102761 -
0.057065 -0.081931 -0.101187 -0.004344 -0.023902 0.030702 0.026508 0.030502 -
0.03066 -0.00069 0.001526 -0.029949 0.060194
internal_weight=0.0 320.58 1041.82 175.716 130.108 977.421 243.702 733.719 709.343
693.625 459.736 24.3764 116.105 80.1306 43.6318 183.739 104.911 84.7784 36.4988
78.8285 233.889 35.9748 59.9624 19.8117 20.1323 57.0985 18.555 144.864
internal_count=30296 13270 17026 4162 2834 15811 3860 11951 11544 11348 6037 407
2151 1400 495 2831 1584 1195 905 1247 5311 751 1029 301 389 1031 283 9108
shrinkage=0.1
Tree=27
num_leaves=29
num_cat=0
split_feature=155 166 62 178 91 167 23 12 180 187 143 121 64 64 62 127 141 38 9 179
180 155 163 116 114 72 51 115
split_gain=65.991 24.3576 23.2221 22.0808 20.4454 21.3179 25.0686 21.2583 24.3297
17.0913 15.8974 15.4037 14.4565 25.252 14.2452 13.941 14.218 13.6525 12.9226
15.6549 11.6159 10.5065 10.0329 9.58394 9.28019 8.94811 8.74561 7.05051
threshold=2.398014 0.001298 9.681614 0.859932 0.103121 0.000664 18.922523 80.95
4.40155 -0.509506 0.67329 0.683917 9.373632 8.473138 7.210191 -0.747738 0.113412 -
0.348631 0.053343 0.6192 757.2431 86.010931 0.673685 -0.594137 2.230344 0.597631
2.00487 -0.777444
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
left_child=-1 2 4 11 17 6 -6 8 -7 25 12 14 13 -11 15 16 -3 -2 19 -19 21 -4 -20 -12
27 -5 -8 -16
right_child=1 3 20 9 5 7 26 -9 -10 10 23 -13 -14 -15 24 -17 -18 18 22 -21 -22 -23 -
24 -25 -26 -27 -28 -29
leaf_value=0.099017 0.067325 -0.034082 0.089283 0.067137 -0.113248 -0.02281
0.009437 0.08016 -0.071806 -0.045638 -0.059883 0.072566 0.038607 -0.200963 0.003729
-0.110574 0.043333 -0.001685 0.086552 -0.109625 -0.03276 -0.022439 -0.015654
0.058414 -0.043575 -0.055004 0.085986 0.082822
leaf_weight=66.905345 38.067059 43.571035 41.523487 31.263118 10.745418 429.46374
26.985713 16.593692 132.696281 50.472502 9.541644 76.993017 12.685402 13.158014
14.481446 10.979394 51.854708 66.095078 23.853517 16.784231 15.070717 10.492073
15.968551 23.609383 8.772144 7.333994 33.481667 51.40575
leaf_count=11375 718 524 1391 519 94 5623 511 302 1253 636 169 1327 210 149 267 118
810 952 339 147 223 159 184 363 93 103 759 978
internal_value=0.0 -0.002787 -0.012156 0.017459 -0.016837 -0.024735 0.026859 -
0.031089 -0.034387 -0.013313 -0.03349 0.035118 -0.05859 -0.078014 0.01916 -0.00433
0.007974 0.015082 -0.001153 -0.023654 0.044343 0.066724 0.045594 0.024259 0.052618
0.043824 0.051908 0.065485
internal_weight=0.0 1283.94 877.821 406.122 810.735 649.967 71.2128 578.754 562.16
148.064 109.467 258.057 76.3159 63.6305 181.064 106.405 95.4257 160.768 122.701
82.8793 67.0863 52.0156 39.8221 33.151 74.6593 38.5971 60.4674 65.8872
internal_count=30296 18921 12655 6266 10882 8542 1364 7178 6876 2149 1527 4117 995
785 2790 1452 1334 2340 1622 1099 1773 1550 523 532 1338 622 1270 1245
shrinkage=0.1
Tree=28
num_leaves=29
num_cat=0
split_feature=166 186 90 187 76 115 90 142 75 158 23 34 165 166 185 193 128 64 179
193 78 178 179 62 37 24 24 161
split_gain=33.1192 21.3724 17.1753 15.5037 17.5629 23.4853 22.8993 22.8043 20.4401
15.5436 14.7095 12.7049 10.6754 12.4468 11.958 10.3054 9.74973 8.07288 8.00679
7.32411 7.121 9.24244 6.13738 8.43695 6.04293 5.44407 5.60359 4.6505
threshold=3e-05 -0.751643 49.074496 0.926339 3.092712 -2.42354 -3.466492 -1.290506
-2.556476 0.088853 17.90343 0.930298 0.566761 0.000643 0.7166 -0.087214 -0.501608
7.530318 18.2071 0.365159 0.533288 0.992937 0.2502 8.221115 0.201342 52.872171
43.691768 0.552948
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
left_child=10 11 3 4 6 -6 -3 -8 -7 15 -1 12 14 22 17 -5 19 -2 -4 -15 21 -16 23 -14
-18 26 -13 -11
right_child=1 2 18 9 5 8 7 -9 -10 27 -12 25 13 16 20 -17 24 -19 -20 -21 -22 -23 -24
-25 -26 -27 -28 -29
leaf_value=-0.09436 -0.122453 -0.08006 0.090637 0.066848 -0.129208 -0.026759 -
0.08557 0.035638 0.00891 0.048593 0.098268 -0.061272 0.037614 0.007814 0.030677 -
0.087341 -0.025149 0.013955 -0.044326 -0.102833 0.073472 -0.116456 -0.102922 -
0.074127 0.070158 -0.020689 -0.146072 0.107523
leaf_weight=4.26091 9.117549 21.095118 31.728736 6.652349 15.967537 286.734638
16.475963 246.443342 365.063048 33.318111 45.965521 18.241727 9.996239 11.647126
20.162058 12.055721 10.085423 8.146349 5.032068 12.143983 26.738766 5.320399
27.226949 20.409441 19.15912 12.675517 13.935934 22.787493
leaf_count=81 109 183 1527 147 207 3381 158 5714 6955 706 7134 217 245 131 472 217
119 192 78 110 670 74 211 211 251 135 144 517
internal_value=0.0 -0.000936 0.004988 0.002579 -0.000867 -0.009727 0.019957
0.028011 -0.006781 0.046384 0.081764 -0.02893 -0.017045 -0.036326 0.013653 -
0.032391 -0.001327 -0.058275 0.072067 -0.048787 0.037514 -0.000295 -0.06846 -
0.037348 0.037272 -0.076508 -0.09834 0.072683
internal_weight=0.0 1288.36 1063.35 1026.59 951.78 667.765 284.014 262.919 651.798
74.8137 50.2264 225.007 180.153 110.668 69.4851 18.7081 53.0357 17.2639 36.7608
23.7911 52.2212 25.4825 57.6326 30.4057 29.2445 44.8532 32.1777 56.1056
internal_count=30296 23081 19790 18185 16598 10543 6055 5872 10336 1587 7215 3291
2795 1278 1517 364 611 301 1605 241 1216 546 667 456 370 496 361 1223
shrinkage=0.1
Tree=29
num_leaves=29
num_cat=0
split_feature=155 167 114 101 102 180 181 169 88 102 101 178 89 156 115 179 167 154
90 86 115 114 154 36 110 108 163 161
split_gain=55.9944 21.399 20.5364 25.3746 26.036 24.5839 40.042 21.3783 29.9815
21.2066 23.089 27.5251 26.8669 20.302 17.2741 16.3433 14.9365 16.6864 14.4319
13.5141 13.1908 9.67527 9.24272 9.95713 9.06191 6.20666 2.88164 1.38385
threshold=2.398014 0.054782 0.326218 11.367268 13.932875 4.58815 0.20066 0.941176
3.188455 -11.510669 -19.720776 0.4375 28.438786 0.118502 2.056512 4.5095 0.003892
63.763348 23.949514 0.590971 -2.42354 1.63439 97.525418 -1.037668 0.477878 0.137023
0.085773 0.020142
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
left_child=-1 2 3 4 7 6 -6 20 -9 16 14 18 -13 -7 24 27 25 21 -12 -16 -2 -18 23 -5 -
11 -4 -27 -3
right_child=1 15 9 22 5 13 -8 8 -10 10 11 12 -14 -15 19 -17 17 -19 -20 -21 -22 -23
-24 -25 -26 26 -28 -29
leaf_value=0.098658 -0.063531 0.042894 -0.000975 -0.017409 -0.077186 -0.13005
0.032418 -0.07691 0.017094 -0.156625 -0.026346 0.040618 -0.069351 -0.027924 -
0.070862 -0.104286 0.114131 -0.124898 0.037353 0.03378 0.031562 -0.028439 -0.005172
0.101328 -0.070908 0.032891 0.109154 0.107406
leaf_weight=57.29907 15.205964 4.048294 9.208359 8.316507 49.889974 34.802875
99.975598 55.076377 88.027911 24.421611 56.546435 27.579632 112.84125 44.260156
31.972491 4.431002 8.124654 10.399735 95.494959 19.978155 314.863372 11.233274
15.279571 45.269178 25.529535 6.47226 23.330876 27.295741
leaf_count=11375 271 119 139 207 627 269 1344 495 1618 141 592 362 1263 486 216 45
141 75 1651 142 5796 165 183 1079 186 111 435 763
internal_value=0.0 -0.002327 -0.00454 0.005457 -0.000226 -0.027907 -0.004085
0.013166 -0.019102 -0.021182 -0.030119 -0.015821 -0.047731 -0.072991 -0.071094
0.073817 0.030023 -0.023272 0.013653 -0.030608 0.027161 0.031586 0.063343 0.082878
-0.113046 0.070668 0.092781 0.099259
internal_weight=0.0 1269.88 1234.1 770.967 702.102 228.929 149.866 473.174 143.104
463.133 394.364 292.462 140.421 79.063 101.902 35.775 68.7692 29.7577 152.041
51.9506 330.069 19.3579 68.8653 53.5857 49.9511 39.0115 29.8031 31.344
internal_count=30296 18921 17994 12375 10906 2726 1971 8180 2113 5619 4553 3868
1625 755 685 927 1066 381 2243 358 6067 306 1469 1286 327 685 546 882
shrinkage=0.1
Tree=30
num_leaves=29
num_cat=0
split_feature=154 105 189 190 183 61 136 172 10 11 14 13 165 74 104 20 95 78 12 163
93 70 61 76 182 16 188 88
split_gain=49.0292 20.835 21.5871 22.15 21.48 19.0862 18.1932 17.8014 17.9269
16.9691 15.0144 11.6412 11.2913 11.0455 11.982 10.7229 14.7495 10.2131 9.97929
9.17933 10.4118 10.1602 8.51692 7.31702 6.9842 6.93512 6.75373 6.62896
threshold=3.696441 0.079948 0.671214 -0.855118 -0.65708 0.16381 0.536115 0.000391
4.5 20.5 0.311354 0.926568 0.915648 0.371833 0.180425 0.33481 0.54686 0.974219
64.25 0.193205 0.592459 0.061106 0.625433 6.209781 0.396429 0.554865 0.472798
14.470559
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 10 2 2 2
left_child=-1 10 3 7 15 12 -7 -3 9 -9 26 13 -6 14 -12 25 -17 22 -10 -4 21 -21 -15 -
23 27 -5 -2 -13
right_child=1 2 19 4 5 6 -8 8 18 -11 11 24 -14 17 -16 16 -18 -19 -20 20 -22 23 -24
-25 -26 -27 -28 -29
leaf_value=0.10031 0.030081 0.060079 0.066449 0.073521 -0.037137 -0.040149 0.003036
-0.009029 0.110541 -0.114489 0.057899 -0.011191 -0.091608 -0.050623 -0.062284 -
0.070099 0.049041 -0.138537 0.014818 -0.105284 0.070028 0.05474 0.028413 -0.019172
0.117009 0.009616 0.08385 0.070132
leaf_weight=48.712412 50.074825 59.772548 43.948393 33.946338 87.219743 204.465593
186.37404 87.131294 15.776787 18.420654 31.885236 22.043026 67.882514 38.889447
11.111839 25.713331 17.30554 8.703427 34.963049 9.30323 22.200008 20.527121
20.876727 38.123594 10.525852 34.053435 44.128332 18.228664
leaf_count=10754 873 1405 861 566 1158 2876 2790 1233 285 173 557 268 560 514 151
351 310 102 588 116 368 409 421 553 203 524 929 398
internal_value=0.0 -0.001839 -0.00832 -0.014059 -0.023194 -0.031348 -0.019557
0.013708 -0.004043 -0.027527 0.023601 0.005148 -0.061024 -0.012926 0.026746
0.016886 -0.022141 -0.03786 0.044748 0.02902 0.010712 -0.008714 -0.022993 0.00672
0.044787 0.04159 0.055337 0.025663
internal_weight=0.0 1263.59 1007.13 873.025 656.961 545.942 390.84 216.064 156.292
105.552 256.467 162.264 155.102 111.467 42.9971 111.019 43.0189 68.4696 50.7398
134.102 90.154 67.9539 59.7662 58.6507 50.7975 67.9998 94.2032 40.2717
internal_count=30296 19542 15126 12819 9135 7384 5666 3684 2279 1406 4416 2614 1718
1745 708 1751 661 1037 873 2307 1446 1078 935 962 869 1090 1802 666
shrinkage=0.1
Tree=31
num_leaves=29
num_cat=0
split_feature=155 167 183 183 60 179 57 85 156 189 116 84 111 180 184 61 15 17 158
105 113 83 129 18 54 144 86 53
split_gain=45.7853 18.5182 17.5252 19.2178 15.7778 15.73 15.6832 15.0429 14.9966
15.8453 13.8444 11.5484 11.5577 9.6346 9.625 8.50129 8.21529 7.97167 9.31065
7.37627 10.7058 7.25372 6.53913 5.87897 6.58202 4.42448 2.88052 2.7562
threshold=2.398014 0.054782 0.72 -0.832759 0.836768 14.5455 0.828216 0.338742
0.666146 0.780992 -0.461138 0.427135 0.013561 0.73575 -0.923021 0.552546 0.098389
0.088747 0.231955 0.207616 0.078818 0.38286 -0.939906 0.345761 0.707965 0.067108
0.433944 0.979756
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
left_child=-1 2 3 7 8 -3 14 23 9 -5 -10 16 -13 22 -6 -8 25 -18 -19 26 -21 -15 -9 27
-25 -4 -14 -2
right_child=1 5 11 4 6 -7 15 13 10 -11 -12 12 19 21 -16 -17 17 18 -20 20 -22 -23 -
24 24 -26 -27 -28 -29
leaf_value=0.098166 0.099079 0.097883 -0.018345 -0.037187 -0.085318 -0.110309 -
0.019488 -0.050673 0.035576 0.03096 -0.016449 -0.045416 0.020875 -0.113702 0.004209
0.092277 -0.119094 -0.061387 0.034305 0.081101 -0.003465 -0.014415 0.065122 -
0.00666 0.080418 0.095592 0.096409 0.026458
leaf_weight=47.478709 29.585064 28.967016 5.194843 422.994067 12.979569 4.066194
8.698066 6.388848 72.478574 37.026107 173.212998 12.930565 5.952242 10.286651
147.764815 30.471071 8.126778 19.22158 21.377274 25.729381 35.548132 25.539394
19.674711 21.255195 14.541737 9.596236 37.325454 6.499306
leaf_count=11375 607 891 122 4771 161 36 109 88 1532 490 2288 178 111 114 2296 682
112 231 414 532 613 353 431 383 270 198 809 99
internal_value=0.0 -0.001785 -0.003788 -0.00879 -0.014018 0.07199 0.010774 0.026574
-0.021043 -0.031695 -0.00109 0.024919 0.043482 -0.009546 -0.003056 0.067439 -
0.009411 -0.029244 -0.011006 0.054517 0.032089 -0.043169 0.036615 0.057664 0.028792
0.055623 0.086113 0.086131
internal_weight=0.0 1253.43 1220.4 1039.4 905.625 33.0332 199.914 133.771 705.712
460.02 245.692 181.002 117.486 61.8896 160.744 39.1691 63.5167 48.7256 40.5989
104.555 61.2775 35.826 26.0636 71.8813 35.7969 14.7911 43.2777 36.0844
internal_count=30296 18921 17994 14674 12329 927 3248 2345 9081 5261 3820 3320 2243
986 2457 791 1077 757 645 2065 1145 467 519 1359 653 320 920 706
shrinkage=0.1
Tree=32
num_leaves=29
num_cat=0
split_feature=155 166 190 190 169 156 121 10 167 36 107 63 155 193 60 116 167 177
179 115 36 11 1 38 128 86 157 182
split_gain=41.2457 18.4113 18.8082 28.5279 21.1257 17.5621 17.9109 17.1619 16.6285
17.1092 16.7276 15.0691 20.9481 14.8535 14.1749 13.8574 13.5283 12.2968 11.842
11.3483 11.032 11.4605 14.2832 10.1601 9.99924 9.77408 9.72502 9.31465
threshold=2.398014 0.001206 0.0 -0.855118 0.002459 0.463545 0.500452 4.5 0.001717 -
0.500238 0.253304 9.630156 40.37762 0.170768 0.374302 1.771713 0.000609 0.871214
1.47235 -1.640266 -0.781198 80.5 0.696311 -1.190686 -0.521399 0.346536 0.295034
0.112698
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 10
left_child=-1 2 3 4 17 6 20 13 9 18 -10 25 -13 -6 27 16 -16 -2 -4 -12 26 22 -22 -21
-19 -11 -3 -5
right_child=1 5 8 14 7 -7 -8 -9 10 11 19 12 -14 -15 15 -17 -18 24 -20 23 21 -23 -24
-25 -26 -27 -28 -29
leaf_value=0.097885 0.07829 0.036156 0.103518 -0.089709 -0.081276 0.039632 0.029839
0.060997 0.019434 -0.014494 -0.110939 0.015984 -0.130091 0.009632 0.065814 0.043395
-0.054212 0.077488 0.002428 0.078843 -0.050073 -0.122536 0.067793 -0.030282 -
0.060066 0.059613 -0.053825 -0.004499
leaf_weight=43.078057 45.360475 40.496049 39.230976 85.763993 46.253397 175.16892
104.541469 18.58893 102.769311 27.970076 16.410664 24.383296 16.311905 29.294925
10.348986 22.992316 93.85653 8.08317 16.471552 9.033986 58.590658 16.212068
12.376574 131.33254 14.858635 48.594709 16.966831 15.130147
leaf_count=11375 1124 639 893 775 553 3109 1665 355 1522 469 251 632 137 364 233
265 1241 114 254 174 644 167 156 1651 232 817 278 207
internal_value=0.0 -0.00154 -0.010264 -0.02617 0.00585 0.015377 -0.001677 -0.024852
0.004098 0.028112 -0.011904 0.006407 -0.042694 -0.046039 -0.048972 -0.026726 -
0.042234 0.048159 0.073699 -0.032454 -0.024468 -0.046875 -0.029441 -0.023204 -
0.011435 0.03254 0.009524 -0.076958
internal_weight=0.0 1247.39 823.041 390.532 162.44 424.353 249.184 94.1373 432.509
172.963 259.547 117.26 40.6952 75.5483 228.092 127.198 104.206 68.3023 55.7025
156.777 144.642 87.1793 70.9672 140.367 22.9418 76.5648 57.4629 100.894
internal_count=30296 18921 12263 5463 2742 6658 3549 1272 6800 3202 3598 2055 769
917 2721 1739 1474 1470 1147 2076 1884 967 800 1825 346 1286 917 982
shrinkage=0.1
Tree=33
num_leaves=29
num_cat=0
split_feature=155 194 128 62 37 15 167 13 76 9 115 90 127 115 116 123 160 175 23 88
88 104 133 83 105 101 61 184
split_gain=37.1511 16.1746 16.6026 22.7545 15.938 18.0294 22.142 17.9961 17.0133
11.4611 11.2793 13.0062 11.8582 11.7838 10.4244 11.7367 12.3778 9.45381 9.13204
9.10512 12.5526 8.30489 7.20895 5.77858 5.57661 5.24679 4.16995 3.17028
threshold=2.398014 -0.87404 -0.0 1.812654 -0.136208 0.415736 0.025919 0.01929
3.092712 0.530331 -2.079787 14.175173 -1.306777 0.870006 -0.461138 0.379213
0.063245 0.525262 34.515896 7.282778 8.006814 0.999993 0.081851 0.799007 0.487905 -
20.723042 0.103142 0.736477
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
left_child=-1 14 4 -4 10 7 8 24 -7 -9 11 -3 -12 -14 22 25 -17 18 -18 -5 -21 -22 -2
-8 -6 -16 -19 -27
right_child=1 2 3 19 5 6 23 9 -10 -11 12 -13 13 -15 15 16 17 26 -20 20 21 -23 -24 -
25 -26 27 -28 -29
leaf_value=0.097585 -0.017315 -0.151618 -0.058333 0.105673 0.080154 -0.000526
0.099473 -0.01854 -0.043946 0.035477 -0.05675 0.031194 0.081438 0.016621 -0.002021
-0.092927 -0.059423 -0.011835 0.047001 -0.106998 0.075345 -0.033022 0.08389 -
0.00876 0.021065 0.087021 0.078065 0.000983
leaf_weight=39.092934 8.469029 7.797174 20.792363 27.305602 31.469838 122.879746
16.384471 218.31282 340.295139 47.795137 14.604777 7.614985 41.953106 84.656371
12.788502 15.097141 24.804891 7.01766 11.834537 5.553579 32.59128 8.951314
40.259016 6.993368 32.65905 27.247931 18.948755 5.11503
leaf_count=11375 224 62 203 508 594 1750 348 2780 3766 724 181 189 1013 1395 185
205 322 93 335 57 832 183 1294 122 484 632 339 101
internal_value=0.0 -0.001314 -0.005892 0.033945 -0.009792 -0.015396 -0.027634
0.002635 -0.032432 -0.008825 0.019418 -0.061555 0.028297 0.038151 0.027176 0.011622
-0.011929 0.007689 -0.024984 0.059788 0.033009 0.051945 0.066276 0.067133 0.050152
0.052121 0.053765 0.0735
internal_weight=0.0 1240.19 1068.61 95.1941 973.416 816.79 486.553 330.237 463.175
266.108 156.626 15.4122 141.214 126.609 171.582 122.854 77.703 62.6058 36.6394
74.4018 47.0962 41.5426 48.728 23.3778 64.1289 45.1515 25.9664 32.363
internal_count=30296 18921 15191 1783 13408 10568 5986 4582 5516 3504 2840 251 2589
2408 3730 2212 1294 1089 657 1580 1072 1015 1518 470 1078 918 432 733
shrinkage=0.1
Tree=34
num_leaves=29
num_cat=0
split_feature=155 102 155 101 102 101 102 155 169 114 101 102 168 171 49 89 117 193
190 183 109 114 114 63 115 193 114 89
split_gain=33.4593 16.1712 29.6424 23.9256 33.0283 24.4126 31.8812 24.3577 24.2425
22.1756 19.3546 20.0565 25.1127 18.5187 16.5809 31.4209 16.4227 19.7774 14.8672
14.2602 13.8015 13.3984 12.51 20.5285 12.2206 12.1363 11.6075 9.73372
threshold=2.398014 -15.992346 37.454656 -19.161869 10.779049 -0.0 19.511926
30.768915 0.018181 0.537658 -6.419184 -4.514127 0.002017 0.038517 5.649021
45.243666 0.607681 -0.393869 0.221693 0.31477 0.04749 2.230344 0.690282 9.630156
1.244102 -0.889526 1.63439 42.312791
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
left_child=-1 2 26 14 10 7 21 8 -6 -8 11 -5 -13 -4 16 19 17 25 -9 -16 -19 -7 23 -18
-15 -3 -2 -24
right_child=1 3 13 4 5 6 9 18 -10 -11 -12 12 -14 24 15 -17 22 20 -20 -21 -22 -23 27
-25 -26 -27 -28 -29
leaf_value=0.097263 0.102961 0.023705 0.064239 0.073172 -0.019429 0.074309 0.010898
-0.039696 -0.135149 -0.049099 0.081076 -0.037535 0.042162 -0.121212 -0.056045 -
0.143039 0.044731 -0.058657 0.036379 0.053025 0.063505 -0.036297 -0.115891 -
0.059585 0.007405 -0.079706 -0.014314 -0.019684
leaf_weight=35.484383 49.292955 18.920361 15.697335 50.233204 32.503175 74.119916
162.191547 64.081432 40.951628 99.200982 63.915271 82.335952 75.895051 18.128944
33.88714 32.242147 32.795293 10.801803 42.739635 18.429277 61.426543 12.776711
29.136567 44.150283 12.381056 28.092837 10.133365 16.545968
leaf_count=11375 1741 258 257 1294 392 1818 2553 639 394 1153 1901 1051 1239 153
243 202 432 150 459 138 933 105 189 470 130 313 174 140
internal_value=0.0 -0.001108 0.036287 -0.004616 0.004684 -0.009892 0.005568 -
0.039755 -0.084046 -0.011876 0.032967 0.018182 0.000686 -0.023746 -0.027432 -
0.06553 -0.014088 0.012326 -0.009241 -0.017575 0.045168 0.058011 -0.039772 -
0.015108 -0.06911 -0.038096 0.082952 -0.081179
internal_weight=0.0 1233.01 105.634 1127.37 800.945 528.565 348.289 180.276 73.4548
261.393 272.379 208.464 158.231 46.2073 326.428 84.5586 241.87 119.242 106.821
52.3164 72.2283 86.8966 122.628 76.9456 30.51 47.0132 59.4263 45.6825
internal_count=30296 18921 2455 16466 12998 7513 5629 1884 786 3706 5485 3584 2290
540 3468 583 2885 1654 1098 381 1083 1923 1231 902 283 571 1915 329
shrinkage=0.1
Tree=35
num_leaves=29
num_cat=0
split_feature=23 102 88 36 101 102 101 102 88 136 186 102 101 49 179 23 63 76 101
102 189 176 162 88 116 116 36 142
split_gain=17.5824 17.0772 22.6879 19.6444 16.7531 18.7105 41.4834 18.3355 17.4315
17.3287 18.4929 14.1975 21.1003 14.1538 14.0432 12.3083 12.2752 10.6608 12.0395
19.9942 9.05412 11.8416 6.64862 10.912 6.35564 5.40288 4.93175 4.71554
threshold=45.883946 33.872208 1.403949 -2.253039 11.807406 13.932875 -13.231006 -
9.609924 -3.778027 0.585842 0.078444 27.889021 15.528899 1.570664 0.58995 8.988146
8.496593 -24.235358 -6.046848 -0.533894 -0.111507 0.091844 0.066918 17.432211
1.471398 2.390935 -0.187152 -0.028141
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
left_child=1 3 -3 15 5 6 7 -5 -8 14 -11 25 -13 -4 -7 -1 -15 20 19 22 -2 -22 23 -19
-14 -6 -21 -17
right_child=17 2 13 4 11 9 8 -9 -10 10 -12 12 24 16 -16 27 -18 18 -20 26 21 -23 -24
-25 -26 -27 -28 -29
leaf_value=-0.063459 0.058356 0.052738 0.011198 0.010557 0.091579 -0.023369 -
0.030997 -0.02928 0.056155 -0.031009 0.049738 -0.123401 0.107125 -0.067397 -
0.081976 -0.033909 -0.182373 -0.129301 0.099278 -0.01499 -0.174889 0.033779 0.08367
0.08303 -0.022717 -0.026064 -0.128377 0.080205
leaf_weight=7.550958 6.941215 16.071377 12.146659 201.330364 39.197113 98.681992
26.757654 270.825361 158.397594 68.471362 48.282053 10.383324 10.054167 24.244692
69.945992 3.835113 15.204203 4.260167 35.404772 7.686517 6.33012 4.660648 31.256503
5.365443 5.935041 4.278543 7.677176 50.736294
leaf_count=92 219 159 193 5482 1563 1366 367 2789 6526 741 714 107 398 204 615 56
114 84 3037 159 143 147 2186 787 178 162 80 1628
internal_value=0.0 -0.002058 -0.05075 0.001011 -0.002339 -0.005843 0.003439 -
0.012292 0.043545 -0.027221 0.002385 0.044882 -0.012946 -0.083045 -0.047716
0.055554 -0.112054 0.039859 0.053653 0.0248 -0.030493 -0.086734 0.06134 -0.011144
0.058994 0.079943 -0.072144 0.072121
internal_weight=0.0 1142.33 67.6669 1074.66 1012.54 942.692 657.311 472.156 185.155
285.381 116.753 69.8482 26.3725 51.5956 168.628 62.1224 39.4489 109.583 91.6506
56.2458 17.932 10.9908 40.8821 9.62561 15.9892 43.4757 15.3637 54.5714
internal_count=30296 23454 670 22784 21008 18600 15164 8271 6893 3436 1455 2408 683
511 1981 1776 318 6842 6333 3296 509 290 3057 871 576 1725 239 1684
shrinkage=0.1
Tree=36
num_leaves=29
num_cat=0
split_feature=153 180 142 4 166 62 142 12 127 62 114 166 24 153 141 114 128 180 143
88 130 110 166 142 12 166 141 179
split_gain=38.7207 24.3014 25.0076 24.0383 18.898 21.0797 17.6509 17.0518 18.0182
22.5371 29.2272 28.5985 18.5094 22.4265 19.3775 16.6334 16.311 16.1296 15.6029
15.2522 15.8058 16.0704 14.8326 14.7885 14.717 21.192 14.3042 24.0881
threshold=3.616644 1.06575 0.014445 0.071797 0.001099 7.287753 -0.024314 79.05 -
0.312354 8.830196 -1.459467 0.000745 29.833115 24.798798 0.149706 0.722443 0.0
1.58615 0.601483 8.860398 0.743859 0.488973 0.000252 -0.222809 80.85 0.001018
0.066399 0.0
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
left_child=1 24 3 -3 7 26 15 8 9 11 -11 17 -10 14 -14 -5 -15 -2 -12 -7 -21 -22 -8 -
13 -1 -26 27 -6
right_child=4 2 -4 6 5 19 22 -9 12 10 18 23 13 16 -16 -17 -18 -19 -20 20 21 -23 -24
-25 25 -27 -28 -29
leaf_value=0.074413 0.019056 0.046277 0.070632 0.069238 -0.154297 0.085139 -
0.289984 0.074092 -0.085569 -0.165117 0.024399 0.019862 0.045436 -0.064934 -0.0901
-0.089521 0.050938 -0.036363 -0.096 0.043835 -0.095184 0.039292 -0.087428 -0.087707
0.095833 -0.4156 0.011926 -0.016655
leaf_weight=120.274313 133.63645 24.756726 35.981122 10.627782 15.120262 48.420605
5.640906 19.571368 21.77303 27.51749 22.462251 15.337589 126.548711 49.815263
11.418707 17.08728 15.971992 86.387283 20.506731 75.841613 20.283485 15.67753
10.201694 75.179145 1.68149 1.422797 132.989191 77.870088
leaf_count=14400 1429 763 1813 435 124 800 143 243 236 199 198 135 2091 382 99 185
216 779 141 1169 262 254 228 648 392 35 1724 773
internal_value=0.0 0.038805 0.00325 -0.032269 -0.006829 0.010564 -0.076943 -0.01756
-0.02053 -0.033787 -0.084808 -0.022181 0.001868 0.011251 0.034159 -0.028572 -
0.036752 -0.002703 -0.033112 0.038301 0.017953 -0.036572 -0.160851 -0.069465
0.068827 -0.143267 -0.009104 -0.039175
internal_weight=0.0 227.674 104.296 68.3144 1012.33 386.203 43.5577 626.126 606.555
381.027 70.4865 310.54 225.528 203.755 137.967 27.7151 65.7873 220.024 42.969
160.223 111.803 35.961 15.8426 90.5167 123.379 3.10429 225.98 92.9904
internal_count=30296 18394 3567 1754 11902 5106 991 6796 6553 3529 538 2991 3024
2788 2190 620 598 2208 339 2485 1685 516 371 783 14827 427 2621 897
shrinkage=0.1
Tree=37
num_leaves=29
num_cat=0
split_feature=153 195 38 38 103 186 59 90 88 137 25 76 114 116 166 167 62 50 153
142 156 195 50 102 23 180 143 14
split_gain=32.8685 23.3606 19.0873 18.0574 23.5289 17.9803 15.9078 14.7941 13.9266
13.2911 12.0726 17.2877 12.1593 11.8144 11.3426 19.9211 15.1952 21.8138 13.9299
13.8558 14.6776 13.8551 18.8767 18.3339 11.391 10.4849 10.4184 9.66053
threshold=3.616644 0.588312 -0.275398 0.056998 14.290609 0.282577 0.754738
50.063153 23.987398 0.82609 26.821356 8.039395 0.793423 1.082251 0.001165 0.003764
7.240955 6.614187 36.013293 -0.016865 0.433086 -0.85497 3.168829 -13.108933
27.503608 281.78115 0.029473 0.403719
decision_type=2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2
left_child=1 10 -3 5 -5 8 7 14 -4 26 11 -1 -13 -6 15 21 17 -16 -19 -18 -21 22 -2 -
23 -17 -10 -8 -28
right_child=6 2 3 4 13 -7 9 -9 25 -11 -12 12 -14 -15 16 24 19 18 -20 20 -22 23 -24
-25 -26 -27 27 -29
leaf_value=0.081934 0.013506 0.081955 -0.231142 0.060859 0.016206 0.065459 0.035311
0.088768 0.102073 0.050944 0.074216 0.028166 -0.174583 -0.170239 -0.139621 -0.02259
0.077806 0.008572 -0.070251 -0.039589 0.061192 0.07578 -0.081678 -0.009268 -
0.080409 -0.178447 0.018496 -0.032832
leaf_weight=11.710613 33.82662 18.281831 10.150368 25.821065 5.473773 4.347363
63.766312 13.627144 2.767351 71.848122 116.790747 5.101209 6.850449 8.765698
13.522803 57.927126 38.960679 113.072417 27.866511 35.601926 24.192636 29.075913
53.986864 193.475419 83.233988 2.407668 60.156262 93.569531
leaf_count=822 407 1717 208 1347 356 269 869 401 273 950 12906 267 60 151 109 463
585 1257 199 429 455 501 429 2008 746 18 875 1219
internal_value=0.0 0.036669 -0.00719 -0.034576 0.003974 -0.112801 -0.00611 -
0.014084 -0.163535 0.013682 0.061028 -0.004047 -0.088378 -0.098829 -0.016086 -
0.025585 0.000851 -0.018728 -0.007039 0.031476 0.001197 -0.011407 -0.045022
0.001864 -0.05672 -0.02902 0.001352 -0.012739
internal_weight=0.0 218.468 78.0151 59.7333 40.0605 19.6728 1007.71 718.37 15.3254
289.34 140.453 23.6623 11.9517 14.2395 704.743 451.526 253.217 154.462 140.939
98.7552 59.7946 310.365 87.8135 222.551 141.161 5.17502 217.492 153.726
internal_count=30296 18394 4339 2622 1854 768 11902 7989 499 3913 14055 1149 327
507 7588 4554 3034 1565 1456 1469 884 3345 836 2509 1209 291 2963 2094
shrinkage=0.1
Tree=38
num_leaves=29
num_cat=0
split_feature=153 143 89 191 183 46 59 189 126 62 159 183 141 105 17 62 191 181 137
144 120 86 107 183 128 170 97 35
split_gain=28.7187 18.5611 19.7781 14.2796 14.214 13.7088 12.9179 14.4159 13.5149
12.7139 12.0561 10.8171 10.5903 10.453 9.43715 9.14465 9.0988 8.76099 9.47619
8.71731 7.994 7.50076 7.0998 7.02095 7.00848 6.44761 5.98621 5.78213
threshold=1.651853 0.001414 36.813479 0.054177 -0.922647 0.445055 0.754738 0.883591
0.039882 9.675206 0.754368 0.704548 0.327464 0.175 0.864722 9.369396 -0.150389
0.00475 0.547317 0.429433 0.548478 0.467651 0.561062 -0.462616 -0.963279 0.973758
0.720766 0.932094
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
left_child=1 2 3 5 21 22 7 9 14 11 17 12 -6 -13 23 -9 -7 -10 -19 -12 -21 27 -1 -8 -
4 -11 -25 -2
right_child=4 -3 24 -5 6 16 8 15 10 25 19 13 -14 -15 -16 -17 -18 18 -20 20 -22 -23
-24 26 -26 -27 -28 -29
leaf_value=-0.1159 0.078488 0.08875 -0.155142 0.039443 -0.028692 0.045288 0.060508
0.072589 0.091789 0.07079 0.028806 0.053519 0.019491 -0.012131 -0.114402 -0.047147
-0.218999 0.002044 0.052835 -0.063713 0.03643 -0.014366 -0.327616 -0.003769
0.098068 -0.053638 -0.093159 -0.001694
leaf_weight=3.182044 39.574889 58.932005 1.092933 8.076894 521.565325 4.828444
10.114259 29.771436 24.228452 23.603152 30.923492 36.45586 49.894299 71.982178
11.306433 8.030881 1.682384 75.09142 71.935013 33.942017 10.327643 18.148712
3.448183 22.041045 15.495204 4.972062 11.289775 11.58775
leaf_count=175 785 11833 122 794 5593 476 114 441 494 658 489 612 690 967 109 130
81 1142 1138 427 192 250 122 259 1825 89 111 178
internal_value=0.0 0.053709 -0.000962 -0.064831 -0.003063 -0.128847 -0.005968 -
0.013023 0.011508 -0.016237 0.021496 -0.018986 -0.024481 0.009955 -0.033388
0.047068 -0.024861 0.036147 0.02692 -0.011861 -0.040297 0.040762 -0.229086 -
0.012084 0.080569 0.048997 -0.034252 0.060332
internal_weight=0.0 96.7381 37.8061 21.2179 1116.79 13.1411 1047.47 746.275 301.2
708.473 246.448 679.898 571.46 108.438 54.7515 37.8023 6.51083 171.255 147.026
75.1932 44.2697 69.3114 6.63023 43.4451 16.5881 28.5752 33.3308 51.1626
internal_count=30296 15428 3595 1648 14868 854 13655 9180 4475 8609 3882 7862 6283
1579 593 571 557 2774 2280 1108 619 1213 297 484 1947 747 370 963
shrinkage=0.1
Tree=39
num_leaves=29
num_cat=0
split_feature=153 25 142 75 102 62 62 109 139 102 75 154 101 180 142 102 58 194 195
47 157 179 62 90 114 151 154 100
split_gain=25.3402 21.6632 22.1826 20.8357 16.4076 16.2503 15.0834 14.114 12.8313
12.5285 11.6234 15.1854 14.2306 14.7231 12.7624 12.3028 11.5327 15.3753 12.2864
11.8752 11.4958 10.7444 10.6371 13.5328 12.4994 10.6254 13.6782 10.298
threshold=4.815948 37.578392 0.046169 7.694026 25.646662 9.43606 8.801396 0.64801
0.159786 14.284174 -1.262783 28.044546 7.97468 2.54315 0.063978 17.59351 0.443938 -
0.87404 -0.98656 0.967667 0.693912 0.95475 9.600605 5.556016 0.326218 0.164698
74.933091 0.256043
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2
left_child=1 2 3 7 -4 6 -5 -1 10 -7 11 20 13 14 -13 -15 17 -10 25 -20 -2 -3 23 -19
-25 27 -27 -18
right_child=8 21 4 5 -6 9 -8 -9 16 -11 -12 12 -14 15 -16 -17 18 22 19 -21 -22 -23 -
24 24 -26 26 -28 -29
leaf_value=0.044919 -0.060174 0.076409 0.096772 -0.016831 -0.25764 0.102569 -
0.214477 -0.037871 0.045908 -0.132393 0.005047 -0.030547 0.062695 -0.041652
0.073517 -0.142124 -0.137991 -0.088912 0.029856 -0.026004 -0.189258 0.009013
0.055004 0.000835 -0.047105 0.059807 -0.050283 -0.022891
leaf_weight=43.882818 20.682087 92.415884 27.251927 5.724747 1.2856 5.763463
11.967395 38.632275 38.143631 3.616201 82.188122 51.094436 15.754881 34.868571
15.219059 18.789238 12.267604 30.820547 257.374112 44.563434 10.405353 31.873693
16.837699 135.872721 90.53588 24.291611 20.917976 21.165167
leaf_count=2543 232 11096 2446 215 61 552 192 1553 603 21 1012 515 216 364 233 133
100 201 3444 447 124 782 304 1470 689 349 168 231
internal_value=0.0 0.028881 0.001611 -0.018842 0.080007 -0.094815 -0.150999
0.006144 -0.006252 0.011458 -0.025718 -0.040877 -0.026388 -0.038135 -0.006579 -
0.077035 0.000745 -0.013496 0.012431 0.021602 -0.103839 0.059154 -0.021781 -
0.026829 -0.018341 -0.022749 0.008844 -0.065418
internal_weight=0.0 262.414 138.124 109.587 28.5375 27.0718 17.6921 82.5151 941.792
9.37966 249.002 166.814 135.726 119.971 66.3135 53.6578 692.79 312.21 380.58
301.938 31.0874 124.29 274.067 257.229 226.409 78.6424 45.2096 33.4328
internal_count=30296 19461 7583 5076 2507 980 407 4096 10835 573 2829 1817 1461
1245 748 497 8006 3267 4739 3891 356 11878 2664 2360 2159 848 517 331
shrinkage=0.1
Tree=40
num_leaves=21
num_cat=0
split_feature=154 12 23 114 114 62 101 23 102 192 62 75 128 114 179 154 152 176 176
100
split_gain=21.8467 13.5248 12.1735 12.4206 16.9881 29.9962 22.9906 20.6118 19.8427
14.7246 13.6284 12.3801 14.2861 12.2193 10.6647 9.41708 12.7895 12.1603 3.83757
7.11966
threshold=3.696441 84.95 54.324903 0.326218 -1.281766 2.894054 -34.433461 16.223253
13.400086 0.131278 0.0 -36.860633 -0.873218 -0.428667 18.2071 39.557256 0.783155
0.782424 0.027252 0.644459
decision_type=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 4 5 10 13 -8 -7 11 -2 -5 -13 -6 18 17 -17 -11 19 -4
right_child=1 -3 14 9 6 8 7 -9 -10 15 -12 12 -14 -15 -16 16 -18 -19 -20 -21
leaf_value=0.099796 -0.005396 0.110345 0.10533 0.081006 -0.096166 0.000529 -
0.030555 0.054564 -0.045319 0.053466 0.090316 -0.104001 -0.029139 0.033242 -0.04676
-0.036698 0.039164 -0.029078 0.105628 -0.038961
leaf_weight=22.033346 22.892734 10.813245 7.00279 8.789589 21.00054 255.695914
34.386792 162.814884 149.495302 58.163371 42.222951 29.538275 184.658271 11.082576
8.682901 81.727536 30.415913 25.641605 19.52798 6.519206
leaf_count=10754 307 238 376 112 203 4317 494 4138 1866 1147 720 330 2527 144 144
761 287 366 856 209
internal_value=0.0 -0.000511 -0.001554 -0.003535 0.004618 -0.006261 0.026931
0.039708 -0.01639 -0.017151 0.056687 -0.034721 -0.039507 -0.051458 0.051415
0.002843 -0.016097 0.028191 0.077301 0.035876
internal_weight=0.0 1171.07 1160.26 1118.53 699.592 470.307 229.285 197.202 405.191
418.935 65.1157 222.986 214.197 32.0831 41.7329 195.948 112.143 83.805 33.05 13.522
internal_count=30296 19542 19304 17719 12189 7210 4979 4632 6183 5530 1027 2969
2857 347 1585 2561 1048 1513 1441 585
shrinkage=0.1
Tree=41
num_leaves=29
num_cat=0
split_feature=154 166 49 101 102 113 49 102 10 169 190 49 128 101 140 128 49 64 154
115 64 141 141 179 167 154 182 141
split_gain=19.7493 12.4108 15.1099 13.6524 16.7982 11.7249 18.0192 17.3719 15.3596
16.2518 17.6641 17.2808 15.316 11.4663 21.4633 15.4053 11.2717 11.1596 10.9275
16.9333 10.6356 10.7343 31.7999 13.6781 9.22097 9.52562 8.22358 6.8489
threshold=3.696441 0.001033 8.214811 -2.96376 25.259465 0.739485 8.717719 27.451953
69.5 0.0 -0.848505 -0.909729 -0.129641 -13.973659 -0.017871 -0.724643 6.361488
0.501255 7.766491 2.28419 9.649664 0.105683 0.100605 0.0 0.002664 43.514742 inf
0.113412
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 8 2
left_child=-1 5 20 -4 -5 6 8 13 9 10 -2 -11 16 14 15 -7 -9 -8 19 -15 21 22 23 -3 -
23 -26 -20 -22
right_child=1 2 3 4 -6 7 17 12 -10 11 -12 -13 -14 18 -16 -17 -18 -19 26 -21 27 24 -
24 -25 25 -27 -28 -29
leaf_value=0.099724 0.042467 -0.038962 -0.143534 0.093513 -0.084571 -0.112533 -
0.048044 -0.137987 0.061778 0.073606 -0.031653 -0.056102 0.045774 0.099231 0.054321
-0.009937 -0.01651 0.097424 0.061893 -0.210506 0.093658 -0.084734 -0.171805
0.021185 0.072041 0.019334 -0.004522 -0.022205
leaf_weight=19.950368 50.39651 48.953139 10.921446 9.355207 11.96929 16.799529
7.121266 19.02672 18.698043 10.7699 88.439874 191.624215 11.305 2.969276 48.900591
110.173741 12.80797 19.64926 82.329501 4.105788 27.098419 6.26059 10.292867
164.906727 53.580949 95.485369 24.034433 6.223295
leaf_count=10754 1343 766 88 170 97 111 83 191 423 215 1278 2325 281 323 1301 1420
147 408 1585 87 767 105 88 2328 1543 1453 484 132
internal_value=0.0 -0.000398 0.012724 -0.053102 -0.006323 -0.008521 -0.020359
0.005246 -0.026252 -0.031094 -0.00473 -0.049164 -0.053879 0.014081 -0.001904 -
0.02359 -0.089335 0.058651 0.038856 -0.080728 0.017879 0.01311 -0.000888 0.007401
0.033306 0.038319 0.046883 0.071981
internal_weight=0.0 1164.2 445.047 32.2459 21.3245 719.152 386.699 332.453 359.929
341.23 138.836 202.394 43.1397 289.313 175.874 126.973 31.8347 26.7705 113.439
7.07506 412.801 379.48 224.153 213.86 155.327 149.066 106.364 33.3217
internal_count=30296 19542 7537 355 267 12005 6075 5930 5584 5161 2621 2540 619
5311 2832 1531 338 491 2479 410 7182 6283 3182 3094 3101 2996 2069 899
shrinkage=0.1
Tree=42
num_leaves=25
num_cat=0
split_feature=154 12 91 62 156 111 190 179 13 21 156 181 12 179 179 152 44 168 154
98 127 148 108 82
split_gain=17.8513 11.7108 11.5974 13.3697 11.4574 10.6683 11.7915 16.3828 13.5509
9.07874 9.06348 8.58738 8.04226 8.2365 7.47897 8.0508 7.75287 6.91969 6.47968
6.58673 5.56263 4.32285 2.87638 1.00271
threshold=3.696441 84.95 0.084948 9.645827 0.890782 0.820997 -0.855118 3.9426
0.804403 0.834192 0.408749 880.98144 64.25 0.6914 16.726835 0.041264 0.871697
0.013418 146.277395 0.887796 -0.101197 0.927992 0.855328 0.91524
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
left_child=-1 2 4 5 14 6 7 -4 -8 17 -11 18 22 -14 15 21 -17 -7 19 -5 -20 -2 23 -6
right_child=1 -3 3 11 12 9 8 -9 -10 10 -12 -13 13 -15 -16 16 -18 -19 20 -21 -22 -23
-24 -25
leaf_value=0.099649 0.06319 0.108924 0.02037 0.086064 0.11245 -0.007112 -0.034451 -
0.075754 0.005437 0.009316 0.088024 -0.051228 0.072211 -0.105889 -0.06592 0.012265
-0.056478 0.07436 -0.064713 -0.024819 0.056366 -0.023042 0.040838 0.054684
leaf_weight=18.064778 37.048753 9.645706 132.47667 37.560695 21.896976 189.079071
343.512297 20.376925 113.139687 35.826187 24.714843 9.482906 5.265115 4.949978
12.662268 82.482209 20.383504 10.942357 7.698995 6.18635 7.306548 6.821615
10.329844 3.89073
leaf_count=10754 727 238 2580 1437 658 2704 4742 197 1864 532 501 124 161 71 154
1363 302 281 103 216 138 116 223 110
internal_value=0.0 -0.000289 -0.001219 -0.005935 0.020276 -0.00928 -0.01652
0.007511 -0.024567 0.00765 0.04155 0.036657 0.064 -0.014143 0.00753 0.013913 -
0.001382 -0.002618 0.050919 0.070337 -0.005691 0.049734 0.086116 0.104002
internal_weight=0.0 1153.68 1144.03 938.304 205.731 870.068 609.506 152.854 456.652
260.562 60.541 68.2355 46.3326 10.2151 159.398 146.736 102.866 200.021 58.7526
43.747 15.0055 43.8704 36.1176 25.7877
internal_count=30296 19542 19304 15419 3885 13401 9383 2777 6606 4018 1033 2018
1223 232 2662 2508 1665 2985 1894 1653 241 843 991 768
shrinkage=0.1
Tree=43
num_leaves=27
num_cat=0
split_feature=155 12 179 141 127 12 195 115 190 115 141 75 166 23 90 115 179 115
179 10 75 90 89 23 77 26
split_gain=15.9112 10.4817 10.5047 16.4354 16.9171 19.01 21.0055 19.7653 16.1907
16.9577 13.9583 15.5591 14.731 11.6798 10.5493 17.4497 10.4674 9.9795 8.30315
9.54144 7.62863 6.90457 5.31641 3.28701 2.22556 0.745592
threshold=2.398014 84.95 0.7998 0.313304 -0.316902 0.35 inf 0.901489 0.997393 -
1.495573 0.178224 -4.540512 0.000813 8.988146 24.954292 1.059162 0.2502 2.150944
0.25775 63.5 -9.832527 32.548598 30.237361 14.217126 15.984023 0.270705
decision_type=2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=23 2 3 4 5 6 -2 -7 9 20 12 -12 -11 -5 15 -6 -16 24 21 -20 -4 -15 -22 -1
25 -10
right_child=1 -3 8 13 14 7 -8 -9 17 10 11 -13 -14 18 16 -17 -18 -19 19 -21 22 -23 -
24 -25 -26 -27
leaf_value=-0.217491 -0.049399 0.107886 -0.012999 -0.057623 -0.029369 0.047943
0.007548 -0.009535 0.066987 -0.027698 -0.10313 0.03127 0.026026 0.108343 0.069002
0.053005 -0.015904 -0.025756 0.061488 -0.084769 -0.168367 0.031333 -0.073357
0.099639 0.035922 0.113161
leaf_weight=0.249194 167.36096 8.801606 9.002254 9.179691 62.664273 91.058763
105.542731 173.969894 5.885994 120.997692 32.023949 11.706162 88.126149 34.380232
69.331231 43.479487 18.294229 13.865488 11.310562 7.236907 11.988129 17.801508
12.102298 17.795178 8.570299 12.153464
leaf_count=66 2044 233 170 102 1232 2132 1861 2334 123 1284 280 199 1150 731 2218
771 419 141 188 124 88 575 147 11309 154 221
internal_value=0.0 -0.000268 -0.001114 0.004978 0.000271 -0.008853 -0.027376
0.010218 -0.016262 -0.024645 -0.015813 -0.067134 -0.005051 0.048013 0.025601
0.004378 0.051264 0.04286 0.061796 0.004222 -0.091871 0.082194 -0.121136 0.09414
0.078625 0.098568
internal_weight=0.0 1146.83 1138.03 811.61 731.702 537.932 272.904 265.029 326.422
285.947 252.854 43.7301 209.124 79.9089 193.769 106.144 87.6255 40.4752 70.7292
18.5475 33.0927 52.1817 24.0904 18.0444 26.6098 18.0395
internal_count=30296 18921 18688 14731 13011 8371 3905 4466 3957 3318 2913 479 2434
1720 4640 2003 2637 639 1618 312 405 1306 235 11375 498 344
shrinkage=0.1
Tree=44
num_leaves=29
num_cat=0
split_feature=153 102 23 23 101 178 184 102 101 89 114 114 24 177 77 102 101 54 175
163 77 23 77 117 100 90 0 90
split_gain=17.5767 30.081 22.0358 20.7973 15.6919 14.682 14.0241 13.0802 17.1567
12.621 11.8202 24.5809 20.0421 19.7236 18.2905 16.4432 12.1456 11.6103 11.5644
11.2831 10.9206 18.7044 10.9007 10.8395 10.9422 11.2365 10.749 10.5873
threshold=8.731129 -9.401614 22.773042 12.200615 -8.653267 0.803334 0.16498
10.953619 -0.488726 24.803322 0.326218 -2.060257 49.185423 0.676283 -1.985934
19.511926 -14.764034 0.582827 0.069041 0.954965 14.38095 29.938342 -2.140371
0.586454 0.0 -6.661223 0.087923 44.78976
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
left_child=1 20 4 5 9 -2 23 -6 -9 -3 11 12 14 16 -4 17 22 -15 -10 27 -1 -22 -12 24
-5 -26 -17 -8
right_child=3 2 10 6 7 -7 19 8 18 -11 13 -13 -14 15 -16 26 -18 -19 -20 -21 21 -23 -
24 -25 25 -27 -28 -29
leaf_value=0.095423 0.094833 -0.133539 0.077348 -0.049781 0.066485 -0.022731 -
0.0271 -0.135015 0.104788 -0.009263 -0.114798 0.084959 0.090768 0.078323 -0.07472 -
0.177193 0.054111 -0.05448 -0.031834 -0.082972 -0.100764 0.074824 0.028274 -
0.017515 -0.075103 0.030284 -0.043287 0.073039
leaf_weight=57.076601 31.592935 22.806126 10.239833 22.659315 17.743799 15.914036
228.983316 12.265732 8.282942 12.763401 9.330499 63.709258 16.159086 11.712071
33.707412 11.87934 56.823324 14.79539 23.734063 35.357159 8.818219 18.927496
12.166856 197.787168 10.681391 166.395542 12.224715 10.977321
leaf_count=4905 387 230 835 271 735 179 2419 95 162 201 88 5235 776 566 1236 239
3721 488 274 314 165 2049 189 1811 78 2163 239 246
internal_value=0.0 0.017029 0.004082 -0.008422 -0.036252 0.055456 -0.012941 -
0.005833 -0.034914 -0.089115 0.019669 0.041726 -0.004137 -0.001517 -0.039174 -
0.05013 0.029904 0.004218 0.003666 -0.030285 0.07043 0.01883 -0.033985 -0.000922
0.015504 0.023886 -0.109743 -0.022489
internal_weight=0.0 435.166 350.344 720.348 97.5961 47.507 672.841 62.0265 44.2827
35.5695 252.748 123.816 60.1063 128.932 43.9472 50.6115 78.3207 26.5075 32.017
275.318 84.8223 27.7457 21.4974 397.523 199.736 177.077 24.1041 239.961
internal_count=30296 22428 15309 7868 1697 566 7302 1266 531 431 13612 8082 2847
5530 2071 1532 3998 1054 436 2979 7119 2214 277 4323 2512 2241 478 2665
shrinkage=0.1
Tree=45
num_leaves=29
num_cat=0
split_feature=153 103 24 23 114 168 114 23 154 49 114 51 179 170 190 89 89 184 174
92 179 153 152 152 25 24 11 156
split_gain=14.7406 21.7524 17.6046 17.3941 15.7755 22.8277 21.2002 15.1941 14.3031
14.0851 13.4184 13.3973 11.8385 12.3078 11.4015 11.3226 17.8812 11.1729 10.4443
10.6548 12.0859 13.3631 10.2729 9.71957 9.49467 12.2978 10.6125 9.91386
threshold=8.731129 -17.530837 49.611859 12.200615 -2.09221 0.0037 -0.36014
11.572742 126.984009 2.078023 0.144584 -0.459005 0.249248 0.03268 0.885722
24.302049 44.229231 0.16498 0.6402 0.602404 0.19275 29.839064 0.005258 0.013522
49.685098 40.466489 80.5 0.526033
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
left_child=1 -1 4 8 5 15 7 -6 9 -2 -4 -8 -12 -14 -13 22 -17 18 19 20 21 -5 -3 -22
25 27 -27 -19
right_child=3 2 10 17 6 -7 11 -9 -10 -11 12 14 13 -15 -16 16 -18 24 -20 -21 23 -23
-24 -25 -26 26 -28 -29
leaf_value=0.069685 0.080471 -0.011963 0.094711 0.027768 -0.083423 0.083482 -
0.121868 0.083929 0.105559 -0.079769 0.070157 -0.018214 -0.1437 0.008352 0.048933
0.005179 -0.217871 -0.029616 0.020966 0.014451 0.00579 -0.061518 -0.14467 -0.073132
0.015776 -0.054731 0.036117 0.056116
leaf_weight=63.901342 10.046055 7.789657 34.040724 54.189325 6.083247 11.420947
9.978348 45.217561 23.81939 11.864972 21.251812 107.583162 6.886692 22.382347
32.957274 25.817325 4.083434 32.116114 141.43938 91.265573 20.486904 24.16224
23.593492 64.85341 43.702838 165.15025 13.866079 23.113745
leaf_count=5181 155 200 2525 666 94 557 231 3532 278 133 1805 3970 110 479 1830
1290 175 288 1605 1017 249 201 449 585 663 1576 151 301
internal_value=0.0 0.015969 0.006392 -0.007548 -0.005896 -0.045808 0.00849 0.06395
0.05207 -0.006216 0.046263 -0.010431 0.013484 -0.027711 -0.002438 -0.070009 -0.0258
-0.0116 -0.000817 -0.012908 -0.02817 0.00018 -0.111897 -0.054185 -0.026968 -
0.034951 -0.047673 0.006273
internal_weight=0.0 422.987 359.086 720.076 274.524 72.7049 201.82 51.3008 45.7304
21.911 84.5616 150.519 50.5209 29.269 140.54 61.2839 29.9008 674.346 396.397
254.957 163.692 78.3516 31.3831 85.3403 277.949 234.246 179.016 55.2299
internal_count=30296 22428 17247 7868 12328 2671 9657 3626 566 288 4919 6031 2394
589 5800 2114 1465 7302 4323 2718 1701 867 649 834 2979 2316 1727 589
shrinkage=0.1
Tree=46
num_leaves=29
num_cat=0
split_feature=153 102 51 193 129 109 38 103 166 62 115 114 101 115 101 126 12 114
64 168 88 102 101 189 153 90 153 114
split_gain=12.8303 17.0884 13.717 12.7231 15.6637 12.7123 12.2443 11.5663 11.4824
15.8653 22.8948 15.9871 18.0385 15.7494 12.9721 12.0876 11.8482 10.513 11.1328
10.2542 18.1941 13.7311 20.6297 19.4352 16.597 12.0122 11.3148 11.2391
threshold=3.616644 13.400086 8.490729 0.998849 -0.313791 0.861299 -0.215988
9.266053 0.001033 7.287753 3.102437 -2.932248 -14.504838 -1.379505 -21.999994
0.948505 79.05 1.353616 6.423325 0.001159 29.007755 -4.982385 -6.419184 -0.484503
60.929219 15.334688 12.703637 1.240034
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
left_child=1 3 5 -1 -5 7 -7 -3 16 10 11 -10 14 -14 -13 -11 19 -9 -19 21 -21 24 23 -
23 25 -2 -24 -22
right_child=8 2 -4 4 -6 6 -8 17 9 15 -12 12 13 -15 -16 -17 -18 18 -20 20 27 22 26 -
25 -26 -27 -28 -29
leaf_value=0.068451 0.096895 -0.122355 0.096113 0.093304 -0.093793 0.08098 -
0.139527 0.070509 0.075943 0.048828 -0.131182 -0.005845 -0.080139 0.023794 -
0.106211 -0.022184 0.069321 -0.105997 0.061519 -0.016385 -0.111307 0.026983
0.052935 -0.080711 -0.10815 0.017558 -0.024845 -0.002932
leaf_weight=84.694624 27.222731 6.501933 9.963393 7.149044 11.627701 2.974671
14.491011 19.790389 25.251352 123.198158 13.783031 24.439928 16.580591 116.10115
27.221516 29.673422 17.211295 9.633657 6.615854 255.766435 36.232976 22.82477
43.660652 62.413698 7.9909 63.705323 32.57244 13.030164
leaf_count=12364 381 138 756 582 664 298 501 2210 279 2129 107 282 171 1647 207 460
240 326 555 2445 464 220 687 549 49 1035 404 146
internal_value=0.0 0.026152 -0.011996 0.05195 -0.022388 -0.030083 -0.10168 -
0.000508 -0.003397 0.010218 -0.006766 0.001463 -0.008765 0.010752 -0.058846
0.035031 -0.01219 0.021689 -0.037756 -0.014684 -0.027124 -0.000103 -0.018078 -
0.051861 0.029216 0.041396 0.019695 -0.082724
internal_weight=0.0 173.442 69.9709 103.471 18.7767 60.0075 17.4657 42.5418 958.881
376.249 223.378 209.595 184.343 132.682 51.6614 152.872 582.631 36.0399 16.2495
565.42 305.03 260.391 161.472 85.2385 98.919 90.9281 76.2331 49.2631
internal_count=30296 18394 4784 13610 1246 4028 799 3229 11902 5282 2693 2586 2307
1818 489 2589 6620 3091 881 6380 3055 3325 1860 769 1465 1416 1091 610
shrinkage=0.1
Tree=47
num_leaves=28
num_cat=0
split_feature=154 167 179 186 115 75 187 105 63 36 36 88 187 190 165 11 47 172 100
122 77 89 85 32 31 73 148
split_gain=12.6203 10.3088 11.6542 10.0719 10.5745 10.4393 10.3331 11.015 10.0783
8.63996 14.2496 10.2523 8.56713 9.75032 8.28338 8.0766 8.00011 6.5898 6.55762
5.70265 5.01222 4.35535 4.16445 3.94774 2.34744 1.86103 1.56845
threshold=3.696441 0.054782 39.8283 -0.783284 0.901489 -4.865419 0.926339 0.084443
9.775264 -0.580427 -0.549263 23.589408 0.764854 -0.724553 0.765957 69.5 0.239893
0.362324 0.695212 0.392492 -9.7557 38.497619 0.111003 0.904209 0.776623 0.634795
0.049096
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
left_child=-1 3 26 4 5 18 7 12 15 11 -11 -9 13 -5 23 17 -16 -6 20 -14 -2 -18 -7 25
-24 -8 -3
right_child=1 2 -4 6 8 22 14 9 -10 10 -12 -13 19 -15 16 -17 21 -19 -20 -21 -22 -23
24 -25 -26 -27 -28
leaf_value=0.099372 -0.002146 0.030251 -0.106548 -0.064497 -0.090775 -0.017117
0.026145 0.020614 0.04506 -0.117556 -0.011942 -0.01857 -0.10633 0.037544 0.097792
0.02788 -0.066558 -0.033844 0.042602 0.007519 -0.092664 0.025871 0.10983 -0.001691
0.026306 0.098207 0.106134
leaf_weight=12.829054 11.193874 3.406896 3.310001 9.954023 44.765229 4.886828
4.31419 193.691479 11.38238 13.129073 385.367585 101.76789 7.7834 138.517889
6.349292 10.530219 12.61447 37.652579 10.37249 9.906599 13.486254 8.427444
12.393896 5.842048 4.75838 25.542136 16.883383
leaf_count=10754 165 185 25 114 500 98 111 2954 180 210 5850 2430 151 2814 172 143
169 388 226 229 161 204 313 139 113 759 739
internal_value=0.0 -4e-05 0.065216 -0.001467 -0.024506 0.010067 0.002562 -0.000303
-0.043429 -0.005843 -0.01545 0.007112 0.022815 0.03066 0.041596 -0.054311 0.000162
-0.064846 -0.023804 -0.042788 -0.051815 -0.029529 0.063872 0.073274 0.086987
0.087944 0.093642
internal_weight=0.0 1108.23 23.6003 1084.63 161.422 57.0917 923.208 860.118 104.33
693.956 398.497 295.459 166.162 148.472 63.0896 92.948 27.3912 82.4178 35.0526
17.69 24.6801 21.0419 22.0391 35.6984 17.1523 29.8563 20.2903
internal_count=30296 19542 949 18593 2287 1076 16306 14752 1211 11444 6060 5384
3308 2928 1554 1031 545 888 552 380 326 373 524 1009 426 870 924
shrinkage=0.1
Tree=48
num_leaves=29
num_cat=0
split_feature=154 15 13 14 13 193 145 155 114 62 187 101 191 155 126 90 155 160 152
62 166 160 24 175 156 114 105 113
split_gain=11.4177 8.97331 13.3176 11.4429 10.1983 9.59517 8.82461 11.3965 12.864
8.06092 8.88455 12.9205 8.9156 7.95482 11.107 10.6161 7.34546 6.85057 6.63417
6.37126 13.8042 8.29553 7.31436 7.11271 6.82842 6.24313 6.16516 10.1105
threshold=3.696441 0.378372 0.179707 0.813792 0.849411 -0.889526 0.237482 5.714829
-2.349433 9.701599 -0.308635 -13.665806 0.768215 63.098046 0.560872 5.026364
197.803713 0.427729 0.005258 7.193257 0.000426 0.532058 62.265661 0.017779 0.202149
1.372276 0.062392 0.091337
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
left_child=-1 2 16 5 19 -3 7 8 -5 10 11 -7 -12 15 -15 -8 18 -6 -2 22 21 -21 23 -4 -
22 -10 -20 -28
right_child=1 3 4 6 17 9 13 -9 25 -11 12 -13 -14 14 -16 -17 -18 -19 26 20 24 -23 -
24 -25 -26 -27 27 -29
leaf_value=0.099275 0.10264 0.017908 0.033741 -0.349225 0.064254 -0.039292 -
0.076209 0.044771 0.097537 0.056507 -0.042645 0.025415 0.021864 -0.080846 0.034716
0.021218 -0.078357 0.003996 0.075645 -0.070365 -0.001014 0.02873 -0.101963 -
0.037332 0.065429 -0.121165 0.063802 -0.003159
leaf_weight=11.619025 15.261261 68.962758 18.13402 1.411435 32.399803 55.768959
12.624158 85.268732 2.443286 12.368486 220.147713 68.849991 23.652673 25.840492
12.165294 92.763867 5.309253 45.141364 26.374664 28.908494 29.834366 11.841664
12.977887 61.802829 31.945389 2.602209 35.292871 62.058636
leaf_count=10754 453 1789 301 76 624 718 139 1495 338 425 2782 1130 407 241 163
1857 52 797 764 502 406 251 184 823 672 76 859 1218
internal_value=0.0 1e-06 0.01156 -0.007041 -0.001426 -0.016387 0.010831 0.035039 -
0.092151 -0.022604 -0.025276 -0.00354 -0.036376 -0.004658 -0.043829 0.009481
0.036122 0.029235 0.040552 -0.013604 0.003574 -0.041539 -0.032559 -0.021174
0.033368 -0.015165 0.032815 0.02114
internal_weight=0.0 1102.15 417.283 684.87 272.986 449.751 235.119 91.7257 6.45693
380.788 368.419 124.619 243.8 143.394 38.0058 105.388 144.297 77.5412 138.987
195.445 102.53 40.7502 92.9147 79.9368 61.7798 5.0455 123.726 97.3515
internal_count=30296 19542 7906 11636 4560 7251 4385 1985 490 5462 5037 1848 3189
2400 404 1996 3346 1421 3294 3139 1831 753 1308 1124 1078 414 2841 2077
shrinkage=0.1
Tree=49
num_leaves=16
num_cat=0
split_feature=155 77 114 12 89 47 142 127 36 141 177 142 171 23 115
split_gain=9.95636 9.00875 9.96409 23.1291 14.1459 9.94185 8.88172 17.2543 12.1252
14.761 10.8173 8.404 3.87728 3.06631 2.15019
threshold=2.398014 39.57794 2.230344 0.45 27.530351 0.436193 -1.290506 0.030653
2.163955 -0.149415 0.40822 -0.085805 0.400031 14.217126 -0.726495
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 2 6 4 -4 -5 10 8 9 -8 -2 -3 -7 -1 -13
right_child=1 11 3 5 -6 12 7 -9 -10 -11 -12 14 -14 -15 -16
leaf_value=-0.200617 0.030706 -0.02909 -0.044826 -0.018778 0.105733 -0.1491
0.059364 0.106833 -0.11271 -0.000495 -0.094479 0.033301 -0.075238 0.099312 0.112755
leaf_weight=0.26753 10.403698 7.883976 11.026626 17.404856 14.148697 15.386564
43.087267 15.608682 9.175277 897.411465 20.144335 4.663076 13.98828 11.770569
14.180503
leaf_count=66 169 137 143 201 225 114 686 520 113 15793 210 132 134 11309 344
internal_value=0.0 5e-06 -0.001431 -0.037345 0.039815 -0.078892 0.001166 0.002849
0.001129 0.002251 -0.05184 0.057252 -0.114304 0.091114 0.093408
internal_weight=0.0 1094.51 1067.79 71.955 25.1753 46.7797 995.831 965.283 949.674
940.499 30.548 26.7276 29.3748 12.0381 18.8436
internal_count=30296 18921 18308 817 368 449 17491 17112 16592 16479 379 613 248
11375 476
shrinkage=0.1
Tree=50
num_leaves=25
num_cat=0
split_feature=155 167 179 25 76 77 114 90 141 114 49 90 155 128 167 116 138 129 149
104 25 169 182 184
split_gain=8.92569 8.96343 9.96225 8.66465 10.8907 12.2498 8.12649 13.2376 16.5753
12.2049 21.6677 19.1478 16.3377 17.3113 11.2655 11.0326 8.83934 10.6385 6.95909
4.99109 2.37623 2.28409 2.18392 1.10733
threshold=2.398014 0.054782 39.8283 64.220216 19.603846 -3.598384 0.326218
12.066711 -0.01897 -1.281766 0.141808 5.556016 38.873166 -0.042064 0.005633
0.037255 0.894384 -0.973844 0.044842 0.968343 19.007091 1.0 0.972201 -0.861417
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2
left_child=20 3 22 6 5 21 9 8 -8 10 14 -12 13 -11 -2 -14 17 -9 -18 -10 -1 -5 -3 -6
right_child=1 2 -4 4 23 -7 7 16 19 12 11 -13 15 -15 -16 -17 18 -19 -20 -21 -22 -23
-24 -25
leaf_value=-0.137652 0.098194 0.105382 -0.096343 0.106129 0.042829 -0.087323 -
0.060182 -0.082563 0.107534 0.064766 -0.061039 -0.002421 0.029742 -0.032694 -
0.025607 -0.045933 -0.071123 -0.02098 0.026428 0.008276 0.099203 0.000647 0.005244
0.109527
leaf_weight=0.361245 28.434453 15.976697 3.237638 6.375285 3.214495 9.584349
11.322174 31.363958 20.648365 100.519449 67.018591 328.89863 35.260102 22.180974
9.839578 42.238103 8.335957 262.35624 55.194773 6.760866 10.624897 3.04399 2.560619
15.894637
leaf_count=79 785 797 25 308 94 191 93 334 370 3010 592 5280 523 659 199 539 140
3333 745 116 11296 54 105 629
internal_value=0.0 2.7e-05 0.063411 -0.001268 0.045495 -0.008075 -0.003003 -
0.014243 0.041213 0.004012 -0.005405 -0.012358 0.024434 0.047126 0.066349 -0.011492
-0.020268 -0.027583 0.013526 0.083202 0.090254 0.072497 0.091707 0.098623
internal_weight=0.0 1090.26 21.775 1068.48 38.1128 19.0036 1030.37 395.982 38.7314
634.39 434.191 395.917 200.199 122.7 38.274 77.4982 357.251 293.72 63.5307 27.4092
10.9861 9.41927 18.5373 19.1091
internal_count=30296 18921 927 17994 1276 553 16718 5131 579 11587 6856 5872 4731
3669 984 1062 4552 3667 885 486 11375 362 902 723
shrinkage=0.1
Tree=51
num_leaves=29
num_cat=0
split_feature=153 23 168 23 141 142 64 50 178 114 76 178 23 90 26 108 32 174 18 52
23 116 114 78 176 8 58 163
split_gain=9.27512 17.1218 15.8094 13.8972 13.8876 24.5641 16.1293 15.3548 13.4172
12.6712 15.3052 12.6291 12.5462 9.75137 9.47653 11.9548 11.7535 9.35948 10.9779
9.46165 9.29974 9.79098 9.53366 9.61678 9.50468 9.00495 8.27896 7.88761
threshold=8.731129 17.90343 0.000832 12.200615 0.058924 -0.008583 6.480848 1.573125
0.803334 -0.215676 39.393065 0.505319 10.02809 50.72658 0.045882 0.171724 0.668258
0.581619 0.442282 0.649172 31.541473 2.390935 -2.09221 0.43548 0.330702 0.302174
0.866665 0.229085
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
left_child=1 2 -1 8 5 6 9 -7 -2 10 -3 -11 -4 14 15 -5 -17 18 26 -20 21 22 23 -6 -23
-18 -16 -19
right_child=3 4 12 13 20 7 -8 -9 -10 11 -12 -13 -14 -15 17 16 25 27 19 -21 -22 24 -
24 -25 -26 -27 -28 -29
leaf_value=-0.114484 0.089846 0.099509 -0.084699 -0.07471 0.056386 0.100209
0.063905 -0.061987 -0.027406 0.01798 -0.120412 -0.08447 0.045945 0.079618 -0.005895
0.033232 -0.073686 0.041883 -0.009251 -0.054876 0.072582 0.060757 0.063269 -
0.064428 -0.17477 0.025909 0.057964 -0.00148
leaf_weight=18.454041 27.977271 17.215968 11.084978 48.531273 11.324235 6.391699
66.202633 58.894094 14.88866 23.863652 3.788392 24.094392 21.391943 11.93859
116.740505 33.436611 31.62709 60.741195 91.534737 90.433209 66.245595 2.638087
40.928019 15.489199 4.581994 12.643894 24.478995 134.953006
leaf_count=279 387 1702 136 472 373 2173 4143 2867 179 912 61 496 487 339 1238 388
311 744 1079 816 6294 283 1731 416 75 135 347 1433
internal_value=0.0 0.013218 -0.040816 -0.005983 0.021285 0.004351 0.028682 -
0.045973 0.04912 -0.005153 0.059443 -0.033528 0.001206 -0.009586 -0.01125 -0.035814
-0.011447 -0.005266 -0.015717 -0.031948 0.045296 0.021109 0.03295 -0.013341 -
0.088855 -0.045219 0.005196 0.011986
internal_weight=0.0 392.589 50.931 699.925 341.658 200.451 135.165 65.2858 42.8659
68.9624 21.0044 47.958 32.4769 657.059 645.121 126.239 77.7076 518.882 323.187
181.968 141.207 74.9615 67.7415 26.8134 7.22008 44.271 141.22 195.694
internal_count=30296 22428 902 7868 21526 12354 7314 5040 566 3171 1763 1408 623
7302 6963 1306 834 5657 3480 1895 9172 2878 2520 789 358 446 1585 2177
shrinkage=0.1
Tree=52
num_leaves=29
num_cat=0
split_feature=102 153 103 23 181 105 0 195 165 186 142 50 50 31 195 188 74 164 127
28 152 31 179 63 90 193 117 141
split_gain=8.14893 25.471 10.7917 24.6804 12.4962 11.231 10.6592 10.4804 10.4641
15.9369 14.167 14.1602 15.0716 13.0135 11.1179 9.23799 9.0281 8.18089 7.60553
7.89855 8.23348 7.31307 7.04615 6.52076 5.96293 5.83942 5.63581 4.54154
threshold=-15.992346 16.473412 -21.190089 29.4061 0.165135 0.079948 0.051463
0.481818 0.961499 0.606705 -1.290506 9.650366 2.331245 0.714807 0.292679 -0.588276
0.560387 0.5742 -0.209732 0.732972 0.118699 0.867071 0.7998 8.534052 29.71384 -
0.581292 0.476966 2.454578
decision_type=2 2 2 2 2 2 2 8 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 -2 18 17 -5 10 13 26 12 -12 14 -10 -15 -9 -3 19 20 -4 24 -22 -
11 -21 -25 -7 -13
right_child=2 6 5 7 -6 8 -8 16 9 23 11 27 -14 15 -16 -17 -18 -19 -20 21 22 -23 -24
25 -26 -27 -28 -29
leaf_value=0.07772 -0.033947 -0.038045 0.078702 -0.148251 0.095892 -0.139927 -
0.094919 0.048589 -0.021678 0.086316 0.042382 0.10873 -0.004565 -0.062 -0.077578
0.030048 -0.110762 0.086687 0.07319 -0.058783 0.032901 0.081851 -0.038576 -0.090877
0.019971 0.033097 -0.029931 -0.012575
leaf_weight=48.948806 16.379531 12.629338 26.8377 19.310133 13.388719 8.697513
15.543112 6.743343 73.548591 16.286915 82.296791 17.240167 402.094134 14.402971
69.150729 43.906151 7.326495 8.871759 26.614388 28.499397 50.785113 6.359893
18.825743 5.05191 14.401422 14.464164 10.122444 3.712482
leaf_count=4702 144 151 849 156 142 126 125 138 1520 503 3570 653 9398 317 1087 904
99 137 1678 495 1639 220 234 132 575 418 149 35
internal_value=0.0 0.030426 -0.001643 -0.041621 0.024522 0.001065 -0.03207 -
0.100552 -0.004155 -0.021598 0.003726 0.006907 0.003415 -0.03255 -0.048807 0.00723
-0.034477 0.013511 0.024111 0.015098 0.031732 -0.017443 0.013528 0.039785 -0.032331
0.000674 -0.081252 0.087217
internal_weight=0.0 85.993 996.447 63.1482 29.7683 933.299 37.0442 33.38 760.975
236.811 524.164 505.344 484.391 201.008 142.699 58.3091 14.0698 21.5011 172.324
145.709 96.4486 49.2607 69.6109 35.803 42.9008 19.5161 18.82 20.9526
internal_count=30296 5115 25181 679 286 24502 413 393 18812 4881 13931 13656 12968
3828 2607 1221 237 288 5690 4012 2722 1290 1873 1053 1070 550 275 688
shrinkage=0.1
Tree=53
num_leaves=29
num_cat=0
split_feature=12 179 141 50 12 102 181 23 115 166 154 128 88 154 156 180 180 78 179
23 88 101 103 76 130 154 9 12
split_gain=8.37503 8.58505 12.1418 13.0583 13.9599 23.3986 19.4555 17.2611 12.1499
11.7102 13.2857 11.3373 11.3181 10.4662 10.243 11.1846 12.6487 10.2916 11.4201
10.2418 9.87184 9.77876 9.17163 8.12417 7.72594 7.46064 7.16714 6.91814
threshold=84.95 0.7534 0.313304 3.168829 0.25 25.646662 0.00197 21.664649 1.119763
0.000405 146.277395 -0.873218 30.928651 117.728075 0.211723 1654.1206 54.18035
0.484671 1.04475 8.988146 12.677741 6.707354 -5.696269 0.506141 0.999998 244.859416
0.26748 64.25
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
left_child=1 2 3 9 6 11 7 -5 -7 12 -11 -6 22 19 20 16 17 24 -19 -4 26 -8 -1 -22 -16
-18 -3 -21
right_child=-2 14 13 4 5 8 21 -9 -10 10 -12 -13 -14 -15 15 -17 25 18 -20 27 23 -23
-24 -25 -26 -27 -28 -29
leaf_value=-0.040466 0.106856 -0.03119 -0.098071 0.090563 -0.015723 0.022989 -
0.0545 -0.011812 -0.069175 0.072934 -0.0317 0.041237 0.09323 0.108117 0.049039 -
0.107208 0.068394 -0.10963 -0.011054 0.06014 0.001511 0.05822 0.02109 -0.070738 -
0.049681 -0.045184 0.039069 -0.03212
leaf_weight=46.604713 7.316037 34.161086 6.182084 20.878689 46.054721 20.489516
132.311351 76.637206 46.882509 64.727737 14.857589 143.882694 12.222563 19.262148
35.227559 8.581767 40.9078 15.548288 47.548709 34.254999 20.142364 8.089751
50.14978 67.83839 10.13261 6.656045 25.112218 10.565533
leaf_count=2430 322 364 70 334 1372 567 1700 3413 630 2102 223 4732 3448 318 621
113 852 178 641 1607 297 388 1917 740 136 70 330 381
internal_value=0.0 0.000142 0.005914 0.001842 -0.006684 0.009456 -0.024141 0.010157
-0.041134 0.024232 0.053371 0.027418 0.002915 0.045473 -0.01381 0.003326 0.009471 -
0.00938 -0.035486 0.021642 -0.032964 -0.047963 -0.008557 -0.054199 0.026905
0.052419 -0.001389 0.038344
internal_weight=0.0 1065.91 754.054 683.789 495.226 257.309 237.917 97.5159 67.372
188.562 79.5853 189.937 108.977 70.2648 311.857 164.603 156.021 108.457 63.097
51.0026 147.254 140.401 96.7545 87.9808 45.3602 47.5638 59.2733 44.8205
internal_count=30296 29974 25632 23256 13136 7301 5835 3747 1197 10120 2325 6104
7795 2376 4342 2611 2498 1576 819 2058 1731 2088 4347 1037 757 922 694 1988
shrinkage=0.1
Tree=54
num_leaves=29
num_cat=0
split_feature=23 154 167 192 75 161 13 187 165 105 173 40 103 179 92 141 137 186
167 176 55 162 123 23 176 31 122 155
split_gain=7.90636 8.65186 8.19006 8.55516 9.63911 9.40852 8.08088 7.27455 11.4139
8.61627 7.99898 7.47385 7.08674 6.97581 6.85901 6.69343 5.5311 5.48179 3.76929
3.47088 4.34737 2.9247 2.84071 2.18068 2.0627 0.546495 0.169358 0.513627
threshold=54.324903 5.234988 0.054782 -0.896592 1.603851 0.649052 0.910805 0.878835
0.779607 0.292094 0.48334 0.614008 30.910735 18.2071 0.0 0.773237 0.153661 -
0.558541 0.006065 0.027252 0.127431 0.002989 0.375623 14.217126 0.0002 0.030908
0.999994 3.736435
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
left_child=1 12 3 4 5 6 -3 9 18 10 -5 -10 23 19 -11 -4 -7 -6 -9 20 24 -22 -19 -1 -2
-23 -25 -28
right_child=13 2 15 7 17 16 -8 8 11 14 -12 -13 -14 -15 -16 -17 -18 22 -20 -21 21 25
-24 26 -26 -27 27 -29
leaf_value=-0.117569 0.015304 -0.049705 0.104618 -0.003247 -0.043352 -0.160709
0.06302 0.08373 -0.034925 0.025403 0.02934 0.066825 -0.29413 -0.032954 -0.014384 -
0.030342 -0.05812 0.004362 0.016935 0.104895 -0.074195 0.01075 0.102965 0.103485 -
0.13781 0.105501 0.087923 -0.065539
leaf_weight=0.401116 1.677882 28.132608 12.559788 182.752796 7.220336 10.285599
8.118828 29.755805 29.800556 47.51426 127.966322 9.42556 0.40533 8.036937
481.422645 5.114417 11.082128 4.744466 11.928109 14.82812 1.110183 0.731783
7.664127 11.695033 1.695699 6.078735 0.722026 0.215521
leaf_count=67 211 388 718 3252 107 102 143 821 403 762 2169 231 70 152 7081 119 172
105 282 1424 158 100 194 9479 27 903 652 4
internal_value=0.0 -0.000704 -0.001763 -0.002962 -0.034907 -0.05551 -0.024333 -
0.000277 0.028341 -0.003039 0.010174 -0.010348 0.078738 0.048136 -0.010804 0.065539
-0.108024 0.025486 0.064723 0.073158 0.030886 0.071231 0.065663 0.092353 -0.062876
0.095769 0.099896 0.048815
internal_weight=0.0 1028.93 1015.49 997.814 77.2481 57.6192 36.2514 920.566 80.91
839.656 310.719 39.2261 13.439 34.1593 528.937 17.6742 21.3677 19.6289 41.6839
26.1224 11.2943 7.9207 12.4086 13.0337 3.37358 6.81052 12.6326 0.937547
internal_count=30296 27321 17049 16212 1211 805 531 15001 1737 13264 5421 634 10272
2975 7843 837 274 406 1103 2823 1399 1161 299 10202 238 1003 10135 656
shrinkage=0.1
Tree=55
num_leaves=23
num_cat=0
split_feature=12 154 189 115 153 167 153 115 90 167 94 167 180 157 153 153 179 63
172 154 83 185
split_gain=7.49347 7.21555 7.09978 8.71436 8.25448 20.9702 11.2915 9.47968 7.69877
6.9246 9.74586 6.53866 8.05613 6.41959 6.06066 7.31959 6.87194 5.72113 5.1223
3.25896 2.92465 0.772974
threshold=84.95 3.696441 0.671214 -2.42354 0.296328 0.001817 1.751523 0.762719
20.881606 0.000908 0.375621 0.003708 1.70755 0.105619 9.478967 11.774787 1.010611
9.660978 0.058912 46.285214 0.0 -0.479205
decision_type=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 -1 3 11 5 13 8 -8 -6 10 17 12 -3 -5 16 -16 20 -4 -17 -12 -11 -7
right_child=-2 2 9 4 6 21 7 -9 -10 14 19 -13 -14 -15 15 18 -18 -19 -20 -21 -22 -23
leaf_value=0.098735 0.105962 0.108314 -0.026172 -0.30468 -0.003677 -0.004122
0.011439 -0.011013 0.091038 -0.007983 0.094231 -0.111549 -0.099982 -0.091422 -
0.063308 -0.018126 -0.01276 -0.176687 0.047812 -0.011485 0.089265 0.101317
leaf_weight=7.283153 6.646787 3.728075 5.115797 3.245898 14.112694 0.839403
282.163909 563.243385 21.687672 3.380523 4.783856 12.784527 3.524536 2.667947
10.77767 17.270099 10.253857 5.013244 36.566829 7.176723 32.081354 3.284255
leaf_count=10670 322 169 168 114 724 128 5310 6688 2376 88 220 195 71 166 151 214
212 89 479 109 1233 400
internal_value=0.0 0.000153 -0.000543 -0.003688 -0.002217 -0.091987 -0.001184 -
0.003517 0.053751 0.021084 -0.029906 -0.068761 0.006937 -0.211473 0.03132 0.011553
0.059155 -0.101682 0.026642 0.031082 0.079964 0.079932
internal_weight=0.0 1050.99 1043.7 911.282 891.245 10.0375 881.208 845.407 35.8004
132.42 22.0896 20.0371 7.25261 5.91385 110.33 64.6146 45.7157 10.129 53.8369
11.9606 35.4619 4.12366
internal_count=30296 29974 19304 16341 15906 808 15098 11998 3100 2963 586 435 240
280 2377 844 1533 257 693 329 1321 528
shrinkage=0.1
Tree=56
num_leaves=29
num_cat=0
split_feature=14 32 14 36 179 102 36 115 88 88 50 116 102 26 25 82 179 113 180 9 47
90 73 49 180 106 192 36
split_gain=7.48976 9.29048 7.82659 7.68672 12.7847 13.657 12.0592 10.1995 14.2894
13.3152 10.1675 15.7547 11.8359 9.87078 9.58478 9.61335 9.25052 8.17995 11.2197
10.9678 7.43361 6.90385 10.905 9.88289 9.36983 9.72439 7.30019 6.98715
threshold=0.118657 0.699353 0.789342 -0.430462 0.0099 -11.510669 -0.408185 0.870006
-0.933496 1.911392 3.138443 -0.848024 -1.046723 0.577935 23.103134 0.575068 1.1883
0.228879 5.48275 0.110601 0.860862 22.032151 0.802626 0.141808 6.36295 0.270587 -
0.99585 -1.312589
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
left_child=1 -1 3 7 5 -5 -6 9 20 13 11 -7 -12 -2 -8 -16 -11 19 -19 -10 -9 22 23 -4
26 -26 -23 -27
right_child=2 -3 21 4 6 10 14 8 17 16 12 -13 -14 -15 15 -17 -18 18 -20 -21 -22 24 -
24 -25 25 27 -28 -29
leaf_value=0.035718 0.035566 -0.011608 0.091155 0.03356 -0.122 0.091836 0.098346
0.089661 -0.073723 0.070531 -0.02307 -0.064446 -0.131065 -0.083502 -0.025254
0.020554 -0.013575 0.020256 -0.060449 0.003789 -0.024761 -0.082828 0.048562 -
0.033385 0.072044 -0.129673 0.044424 -0.01739
leaf_weight=118.792651 12.471667 63.604706 6.805949 16.085039 8.572622 8.507766
9.087951 19.101237 50.295175 55.126436 14.884152 25.739268 32.311507 15.534387
110.652515 78.034512 17.071594 64.410265 23.411624 28.568428 7.995877 4.612779
26.821161 83.730264 9.328347 7.196016 110.66634 23.463524
leaf_count=3897 225 1794 252 1764 95 651 159 357 921 3257 336 1125 585 206 2199
1673 426 1782 318 501 104 332 584 1384 262 94 4635 378
internal_value=0.0 0.01921 -0.003071 -0.009475 -0.020625 -0.050445 -0.00651 0.00205
-0.011339 0.027942 -0.06707 -0.025448 -0.097141 -0.03049 -0.001445 -0.006302
0.050635 -0.022298 -0.001284 -0.045656 0.055882 0.010967 -0.007327 -0.023929
0.024798 -0.016863 0.039261 -0.044084
internal_weight=0.0 182.397 870.486 597.862 303.875 97.5277 206.348 293.987 193.783
100.204 81.4427 34.247 47.1957 28.0061 197.775 188.687 72.198 166.685 87.8219
78.8636 27.0971 272.624 117.357 90.5362 155.267 39.9879 115.279 30.6595
internal_count=30296 5691 24605 16684 8587 4461 4126 8097 3983 4114 2697 1776 921
431 4031 3872 3683 3522 2100 1422 461 7921 2220 1636 5701 734 4967 472
shrinkage=0.1
Tree=57
num_leaves=29
num_cat=0
split_feature=77 15 76 90 114 129 76 89 192 89 106 113 113 71 175 78 13 101 178 57
92 88 181 142 113 186 87 18
split_gain=6.94474 7.15902 9.34768 15.1781 12.5721 10.5528 10.0552 9.71166 10.4168
8.81976 8.61911 9.71235 9.17908 9.13846 8.60343 8.50765 8.6612 8.36802 9.1611
7.93829 7.96007 7.66051 6.9782 6.91175 6.2337 6.46169 5.8352 5.74115
threshold=39.57794 0.365414 3.092712 -3.466492 0.690282 -0.074005 36.853539
23.23716 -0.595774 55.557472 0.393042 0.072412 0.968333 0.089455 0.867348 0.544453
0.00345 -46.809651 0.938059 0.933032 0.287091 16.296787 4.77345 -0.085805 0.316748
-0.271435 0.729277 0.894794
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
left_child=1 10 3 -3 15 9 -7 -6 -9 17 21 13 19 14 -12 16 -5 -4 -19 20 -13 27 -11 -2
25 -23 -14 -1
right_child=23 2 5 4 7 6 -8 8 -10 22 11 12 26 -15 -16 -17 -18 18 -20 -21 -22 24 -24
-25 -26 -27 -28 -29
leaf_value=0.020826 -0.025305 -0.080202 -0.099124 0.074829 0.094312 0.073932 -
0.046271 -0.111885 -0.005497 0.075167 0.008174 0.008944 0.063063 0.036253 -0.170925
0.071949 -0.013218 -0.009 -0.041623 0.04059 -0.060728 -0.08048 -0.025825 0.090717
0.069894 0.073611 -0.023117 -0.051282
leaf_weight=69.981742 7.427101 15.932821 13.534832 16.180562 7.145164 24.20818
9.668768 11.751118 41.497062 17.27458 7.023246 21.559211 19.038327 77.225913
4.230266 51.110793 35.54736 271.026299 126.194635 12.612456 67.750925 6.130942
11.20749 16.209968 52.528902 4.746316 13.244158 13.013539
leaf_count=1442 196 176 103 699 424 1392 222 354 1371 676 259 590 598 2426 62 2747
1602 6131 2006 320 1273 164 161 756 3292 312 338 204
internal_value=0.0 -0.000474 -0.006772 0.012673 0.021785 -0.01414 0.039558 -
0.014402 -0.029147 -0.018291 0.010653 -0.001734 -0.018692 0.023967 -0.05986
0.043042 0.014381 -0.022026 -0.019374 -0.03341 -0.043904 0.029493 0.035428 0.054252
0.055642 -0.013078 0.027703 0.009462
internal_weight=0.0 1021.37 652.28 179.165 163.232 473.115 33.8769 60.3933 53.2482
439.238 369.086 222.685 134.205 88.4794 11.2535 102.839 51.7279 410.756 397.221
101.923 89.3101 146.401 28.4821 23.6371 63.4062 10.8773 32.2825 82.9953
internal_count=30296 29344 18064 7373 7197 10691 1614 2149 1725 9077 11280 5866
3119 2747 321 5048 2301 8240 8137 2183 1863 5414 837 952 3768 476 936 1646
shrinkage=0.1
Tree=58
num_leaves=29
num_cat=0
split_feature=166 178 64 24 195 80 187 163 104 101 102 154 101 179 12 155 63 53 64
62 102 153 166 101 179 102 115 90
split_gain=7.88874 13.2351 13.5328 12.3521 16.3678 10.7801 10.9515 11.1953 10.4962
9.94634 13.0858 16.324 9.75583 13.9255 12.6948 8.76134 8.62487 8.41644 8.10632
14.3958 9.21552 15.8328 14.1602 10.3825 14.2537 12.8088 10.7313 12.5737
threshold=0.001033 0.941196 6.774807 30.080635 -0.988174 0.11069 -0.431567 0.281792
0.827655 -14.19544 23.750998 41.238742 -19.914504 1.15655 80.95 16.34916 7.416443
0.236983 0.0 0.739905 -2.684016 24.798798 0.001005 -13.973659 0.6192 1.80163
2.013044 -8.765463
decision_type=2 2 2 2 8 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=18 2 8 4 -4 -3 15 -8 9 -2 -11 -12 13 -5 -14 -7 -10 -9 -1 -20 21 22 -21
24 25 -22 27 -25
right_child=1 5 3 12 -6 6 7 17 16 10 11 -13 14 -15 -16 -17 -18 -19 19 20 23 -23 -24
26 -26 -27 -28 -29
leaf_value=-0.124411 -0.083236 0.061458 -0.145862 0.049637 0.0619 -0.051174
0.007411 0.015585 0.063524 0.048989 -0.132107 0.032759 0.086688 -0.063198 -0.023289
0.062243 -0.061388 -0.087686 0.067659 0.026329 -0.085185 -0.037952 -0.140971 -
0.115278 -0.099784 0.010948 -0.031102 0.015805
leaf_weight=5.653212 20.912763 16.362852 7.572637 39.394317 7.423064 9.973506
28.113964 9.473826 29.769545 25.317139 12.567514 11.356187 78.498075 15.036517
12.056044 20.983542 6.698505 45.891219 26.016973 177.311784 19.984 59.102921
5.117711 7.612364 32.759376 44.671338 115.160893 146.218483
leaf_count=55 176 397 102 949 267 279 502 215 580 719 170 154 2543 185 225 371 108
663 906 8986 208 483 63 80 230 471 2436 7773
internal_value=0.0 0.011814 0.024595 0.04298 -0.043179 -0.014228 -0.025101 -
0.043932 -0.002993 -0.025617 -0.001014 -0.053966 0.051921 0.018391 0.072024
0.025621 0.040452 -0.069996 -0.006125 -0.00505 -0.008174 0.006986 0.021562 -
0.018169 -0.046128 -0.018823 -0.008027 0.009248
internal_weight=0.0 397.401 266.602 159.981 14.9957 130.799 114.436 83.479 106.622
70.1536 49.2408 23.9237 144.985 54.4308 90.5541 30.957 36.4681 55.365 639.609
633.956 607.939 241.532 182.429 366.406 97.4147 64.6553 268.992 153.831
internal_count=30296 8605 6178 4271 369 2427 2030 1380 1907 1219 1043 324 3902 1134
2768 650 688 878 21691 21636 20730 9532 9049 11198 909 679 10289 7853
shrinkage=0.1
Tree=59
num_leaves=29
num_cat=0
split_feature=166 24 49 121 76 195 11 190 102 153 11 10 180 88 153 63 179 115 102
24 165 38 109 143 115 171 49 190
split_gain=6.88821 8.99476 10.9849 7.67884 7.85623 7.621 11.1844 8.45901 7.38532
17.0526 8.25812 11.0791 8.91962 11.4759 11.2676 11.214 12.6623 15.902 13.2972
12.1026 10.597 13.149 11.5992 10.1629 9.95063 8.07408 7.35377 6.25891
threshold=0.001533 55.862463 8.070796 0.671203 -12.986377 0.865969 66.5 0.835388 -
15.458354 16.473412 85.5 3.5 4.58815 10.925395 47.308573 9.697618 0.0564 3.032837
25.646662 29.833115 0.817654 -0.83139 0.081013 0.678565 -0.703373 0.038517 1.14328
0.98567
decision_type=2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 3 4 -2 -3 7 -7 9 -1 12 -12 15 14 24 16 17 -10 -18 23 21 -15 -22 -17
-14 -11 -21 -6
right_child=1 5 -4 -5 27 6 -8 -9 10 25 11 -13 13 20 -16 19 18 -19 -20 26 22 -23 -24
-25 -26 -27 -28 -29
leaf_value=0.069419 0.103755 0.08328 -0.071777 0.042279 -0.012806 0.09815 -0.098877
-0.050532 -0.033575 0.049414 -0.08684 0.10004 -0.062454 -0.139391 -0.105593 -
0.124266 0.0212 0.069932 -0.041733 0.076203 -0.16965 0.005004 -0.056355 0.05422
0.036718 -0.056369 -0.00871 0.064846
leaf_weight=40.657157 6.737312 30.900609 16.989666 58.270359 122.393994 11.93083
6.866288 5.534375 196.825988 10.066972 3.993992 14.222751 12.622292 7.376777
8.520213 7.697669 169.791375 15.962682 41.749306 41.782625 11.815522 40.479576
38.54668 5.324275 49.447244 24.822961 13.42806 11.249057
leaf_count=4520 193 819 201 1555 2517 316 100 83 6827 155 53 458 140 87 66 250 4808
305 915 2385 123 938 480 267 747 227 413 348
internal_value=0.0 0.014412 0.005175 0.011792 -0.000872 0.050387 0.008411 0.050948
-0.004173 0.025466 -0.007472 0.058776 -0.009307 -0.029138 0.001604 -0.002504 -
0.008558 -0.025778 0.008761 0.035094 -0.051227 -0.017447 -0.083214 -0.051323
0.01647 -0.025764 0.055548 -0.006222
internal_weight=0.0 270.872 215.64 198.651 140.38 55.2321 24.3315 17.4652 755.134
75.5471 679.587 18.2167 661.37 168.808 70.5897 492.562 424.329 212.789 211.541
68.2326 98.2186 47.8564 50.3622 13.0219 62.0695 34.8899 55.2107 133.643
internal_count=30296 6132 4814 4613 3058 1318 499 399 24164 4902 19262 511 18751
2581 953 16170 12855 7132 5723 3315 1628 1025 603 517 887 382 2798 2865
shrinkage=0.1
Tree=60
num_leaves=29
num_cat=0
split_feature=23 92 167 139 100 99 23 51 64 128 15 23 154 178 149 90 68 176 142 142
108 186 113 104 53 104 11 28
split_gain=6.54599 6.64428 9.51293 9.45761 8.39246 10.1685 9.20909 11.5086 9.98099
9.45665 8.65332 8.69878 8.3467 8.31601 8.12972 7.74302 7.59214 7.52268 7.17121
6.95567 6.88205 6.87901 6.20637 6.90432 6.13496 7.11252 5.72567 5.58202
threshold=54.324903 0.792492 0.000812 0.722415 0.206154 0.285804 42.331644 6.777313
4.621154 0.069585 0.389449 24.64081 58.130103 0.9308 0.099727 -3.466492 0.24134
0.623312 -0.211639 0.158164 0.633796 0.837518 0.05051 0.385224 0.89437 0.999993
68.5 0.178679
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
left_child=1 4 -3 13 5 21 9 12 26 10 11 -6 18 22 -7 -12 -16 19 -8 -5 -18 -1 27 -24
25 -15 -9 -4
right_child=-2 2 3 17 6 14 7 8 -10 -11 15 -13 -14 24 16 -17 20 -19 -20 -21 -22 -23
23 -25 -26 -27 -28 -29
leaf_value=0.007085 0.046088 0.070692 -0.017521 0.029271 -0.003189 -0.097822 -
0.069111 0.103633 -0.144437 0.07304 -0.072748 0.040567 -0.051766 0.008948 0.027438
-0.003962 -0.015835 0.084478 0.085725 -0.081825 -0.090961 -0.08437 0.029569 -
0.037733 -0.101648 -0.089504 -0.091207 0.090362
leaf_weight=89.996662 30.754716 26.373239 7.005969 40.864484 87.007965 23.745686
3.85812 3.06586 13.999561 19.528941 17.227209 94.856097 16.825843 24.469855
17.19411 299.416906 27.306114 22.246932 12.322306 6.443428 22.082088 8.960904
28.533119 32.50538 12.681453 10.372561 2.798276 14.826825
leaf_count=2311 2975 1788 192 966 1249 665 247 229 610 697 208 3392 320 550 486
6628 807 543 2084 184 538 250 813 637 204 167 83 473
internal_value=0.0 -0.000695 0.014341 0.006874 -0.005174 -0.023416 0.000875 -
0.038842 -0.0988 0.004937 0.002254 0.019635 -0.002552 -0.009003 -0.047658 -0.007728
-0.029643 0.036631 0.048553 0.013988 -0.049553 -0.001253 0.01011 -0.006255 -
0.042316 -0.02048 0.010479 0.055757
internal_weight=0.0 986.516 226.323 199.95 760.193 189.286 570.907 52.87 19.8637
518.037 498.508 181.864 33.0063 130.395 90.328 316.644 66.5823 69.5548 16.1804
47.3079 49.3882 98.9576 82.8713 61.0385 47.5239 34.8424 5.86414 21.8328
internal_count=30296 27321 6517 4729 20804 5057 15747 3573 922 12174 11477 4641
2651 3036 2496 6836 1831 1693 2331 1150 1345 2561 2115 1450 921 717 312 665
shrinkage=0.1
Tree=61
num_leaves=17
num_cat=0
split_feature=142 127 36 128 195 194 195 74 180 173 103 195 148 90 87 131
split_gain=6.56144 13.0706 10.8682 9.37194 8.84584 7.55553 7.48449 14.9318 9.68313
7.01075 5.95736 5.45098 4.63499 3.18369 2.34344 0.685685
threshold=-1.290506 0.030653 2.163955 0.044592 -0.754491 -0.999007 -1.0 0.492055
4.58815 0.082895 -26.93526 0.998977 0.130851 22.032151 0.563002 0.069315
decision_type=2 2 2 2 10 2 8 2 2 2 2 8 2 2 2 2
left_child=4 2 3 5 -1 9 7 -7 -8 10 -2 14 -11 -4 -6 -5
right_child=1 -3 13 15 11 6 8 -9 -10 12 -12 -13 -14 -15 -16 -17
leaf_value=0.068531 -0.199808 0.104762 -0.043772 0.042648 -0.139926 -0.050868
0.010143 0.016536 -0.014111 0.010388 0.008577 -0.004434 0.097564 -0.161672 -0.06176
0.107011
leaf_weight=5.459127 1.398523 12.156704 4.507348 2.344178 8.782094 79.220559
526.763323 56.026519 239.295526 8.882506 17.438248 8.129943 19.773217 4.847614
7.321765 8.542541
leaf_count=221 216 1152 92 90 125 1441 17968 1347 3816 494 1512 130 991 137 124 440
internal_value=0.0 0.002097 0.000798 0.00185 -0.045547 0.000785 -0.001263 -0.022944
0.002565 0.039623 -0.007702 -0.071453 0.070701 -0.105949 -0.105 0.093724
internal_weight=0.0 981.197 969.04 959.685 29.6929 948.798 901.306 135.247 766.059
47.4925 18.8368 24.2338 28.6557 9.35496 16.1039 10.8867
internal_count=30296 29696 28544 28315 600 27785 24572 2788 21784 3213 1728 379
1485 229 249 530
shrinkage=0.1
Tree=62
num_leaves=29
num_cat=0
split_feature=91 156 62 166 156 64 50 49 167 127 166 140 179 38 183 52 91 39 60 24
65 140 65 153 110 24 35 124
split_gain=6.49734 7.88612 7.46895 8.3979 11.5033 9.17933 10.9601 9.96549 8.49495
12.9677 9.21319 10.9406 13.0461 8.86169 8.36698 8.35572 11.123 8.55215 10.4634
7.94326 7.45517 7.39814 6.73288 6.63222 6.50512 10.8352 6.2719 6.06549
threshold=0.084948 0.890782 9.645827 0.001033 0.469108 7.630495 7.996609 8.257242
0.000664 -0.218216 0.000115 -0.045407 3.41695 -0.499696 0.501975 0.213867 0.226848
0.58141 0.866159 29.623706 0.628743 -0.236268 0.804208 34.225724 0.898621 38.823751
0.833645 0.290728
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
left_child=1 -1 3 8 15 6 23 -8 9 -2 13 14 -13 -10 -12 16 -5 20 -19 -7 -17 -15 26 -6
-3 -26 -11 -4
right_child=2 24 27 4 5 19 7 -9 10 22 11 12 -14 21 -16 17 -18 18 -20 -21 -22 -23 -
24 -25 25 -27 -28 -29
leaf_value=0.007047 0.067722 0.082835 0.081274 -0.087247 -0.013666 -0.058927
0.073499 -0.038098 0.078776 -0.01865 -0.011925 -0.021935 -0.102328 -0.007848
0.031456 -0.025632 0.053139 -0.092605 0.035317 0.072228 0.027389 -0.109048 0.062622
-0.127249 -0.1398 0.075715 -0.14496 0.010039
leaf_weight=137.780098 29.377905 28.071183 17.317145 6.612029 18.927438 4.992995
26.254419 11.410417 3.800125 11.163695 156.692344 130.999232 23.810753 10.128932
61.967324 71.190114 35.687628 26.856177 8.314439 51.684917 42.131316 25.461397
5.513723 6.997834 3.868976 5.588765 6.028792 38.410267
leaf_count=3808 3627 1576 1339 116 497 134 646 154 525 746 2607 3216 232 330 1147
1073 982 440 204 1541 721 901 364 47 127 257 256 2683
internal_value=0.0 0.018141 -0.003037 -0.005579 0.007135 0.031347 0.005225 0.039649
-0.014088 0.023929 -0.018891 -0.014027 -0.03436 -0.064845 0.000372 -0.008128
0.031028 -0.019302 -0.062316 0.060578 -0.005902 -0.080373 -0.032721 -0.044704
0.058727 -0.012804 -0.063535 0.032292
internal_weight=0.0 175.309 831.731 776.004 311.06 120.268 63.5901 37.6648 464.944
52.0841 412.86 373.47 154.81 39.3905 218.66 190.792 42.2997 148.492 35.1706 56.6779
113.321 35.5903 22.7062 25.9253 37.5289 9.45774 17.1925 55.7274
internal_count=30296 5768 24528 20506 6555 3019 1344 800 13951 4993 8958 7202 3448
1756 3754 3536 1098 2438 644 1675 1794 1231 1366 544 1960 384 1002 4022
shrinkage=0.1
Tree=63
num_leaves=27
num_cat=0
split_feature=77 36 167 50 168 36 37 37 166 91 167 38 23 80 168 77 37 36 142 77 103
110 162 166 154 184
split_gain=6.85531 6.56549 9.7484 8.16587 6.33912 6.02735 12.8479 7.29056 8.56483
10.3842 9.48544 6.92785 10.0127 7.44543 6.47027 9.65924 5.64737 7.95663 5.42735
4.47581 3.57228 1.95297 1.42116 0.311063 0.294827 1.13528
threshold=39.57794 -2.253039 0.054782 9.399614 0.002536 -1.7288 1.09474 -0.357661
0.000168 0.805477 0.019539 -1.063913 30.079511 0.604554 0.000816 17.256062 0.475514
-3.56184 -0.085805 -2.140371 -14.122148 0.972073 0.832786 0.001018 16.89659 -
0.992245
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
left_child=1 3 5 4 24 6 11 14 9 -9 -10 12 -3 -13 22 -16 17 -6 -2 -19 -18 23 -7 -20
25 -1
right_child=18 2 -4 -5 16 7 -8 8 10 -11 -12 13 -14 -15 15 -17 20 19 21 -21 -22 -23
-24 -25 -26 -27
leaf_value=-0.091016 -0.016999 0.056218 0.103585 -0.067695 -0.083743 0.107572
0.086215 -0.045023 0.003341 0.026156 -0.047496 -0.040602 -0.074542 -0.151725
0.057606 -0.063482 -0.004169 -0.009259 0.11336 0.099762 0.109453 0.005462 0.017238
0.064449 0.109591 0.096071
leaf_weight=0.324888 6.880794 10.567275 8.467048 7.097854 8.258866 11.92409
7.403464 89.752833 659.854222 26.466179 38.774844 13.274571 12.904849 11.161664
17.000349 10.627884 3.875826 8.700018 10.358872 6.507822 9.354384 2.343574 2.12021
2.118072 12.077717 1.507429
leaf_count=35 196 301 668 115 208 1483 168 6308 13024 1989 807 245 601 141 954 229
86 265 599 341 299 83 247 74 325 505
internal_value=0.0 -0.000597 -0.002651 0.032095 0.04621 -0.003649 -0.035617 -
0.00158 -0.00367 -0.028795 0.000512 -0.054595 -0.015631 -0.091778 0.039169 0.010928
0.024257 -0.005194 0.056112 0.037624 0.076271 0.090037 0.094217 0.105673 0.103512
0.059567
internal_weight=0.0 978.004 920.299 57.7048 50.6069 911.832 55.3118 856.521 814.848
116.219 698.629 47.9084 23.4721 24.4362 41.6725 27.6282 36.6969 23.4667 21.7013
15.2078 13.2302 14.8205 14.0443 12.4769 13.91 1.83232
internal_count=30296 29344 27165 2179 2064 26497 1456 25041 22128 8297 13831 1288
902 386 2913 1183 1199 814 952 606 385 756 1730 673 865 540
shrinkage=0.1
Tree=64
num_leaves=29
num_cat=0
split_feature=153 103 24 113 23 178 114 193 194 76 76 103 115 167 105 187 128 184
123 185 185 114 120 151 167 117 25 24
split_gain=6.5889 13.8641 12.328 10.0726 9.8168 10.8096 9.12249 9.0382 13.2293
8.96178 8.49945 8.31472 7.97027 7.55101 7.4886 7.25962 7.07629 6.64978 6.25791
10.074 8.32942 7.27685 6.4477 6.43821 5.94089 5.81881 5.78318 7.5535
threshold=8.731129 -19.574991 50.002358 0.999999 12.200615 0.803334 0.144584
0.964941 0.603565 -3.696366 16.734659 16.404516 -1.946346 0.002055 0.095411 -
0.71541 -0.088225 0.16498 0.33499 -0.785937 -0.055339 -1.586988 0.788402 0.808785
0.001479 0.424133 49.685098 40.466489
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
left_child=1 -1 3 7 5 -2 -4 9 11 24 15 -9 -11 -10 -5 -8 -17 18 19 -6 -20 -22 25 -23
-3 -21 27 -19
right_child=4 2 6 14 17 -7 10 8 13 12 -12 -13 -14 -15 -16 16 -18 26 20 22 21 23 -24
-25 -26 -27 -28 -29
leaf_value=0.073247 0.08445 -0.015041 0.091639 0.077955 -0.099845 -0.025881
0.087077 0.071079 -0.169043 -0.078311 0.079127 -0.128288 -0.006503 -0.048965
0.003932 -0.067926 0.075771 0.00743 0.031082 0.032907 0.022902 -0.045264 0.030803
0.03283 0.091075 -0.032252 0.015547 -0.037331
leaf_weight=33.021719 24.025062 8.284081 24.657528 21.610723 12.946113 13.97983
5.349135 8.610413 10.760134 17.68701 13.719495 2.664227 119.091315 10.392226
37.047131 18.506947 4.115475 48.67325 105.618429 16.547129 44.500245 52.111362
32.544033 13.144713 14.246582 77.605188 37.052045 166.10539
leaf_count=3787 387 686 2506 2297 126 179 385 493 416 662 866 52 5205 380 2413 771
493 589 1615 242 479 494 389 161 1016 817 663 1727
internal_value=0.0 0.011674 0.005232 -0.004923 -0.00537 0.043868 0.043528 -0.016021
-0.064072 -0.006202 0.014909 0.023221 -0.015843 -0.110561 0.031302 -0.016697 -
0.041535 -0.008462 0.000352 -0.016127 0.011044 -0.008236 -0.007498 -0.029491
0.052099 -0.020767 -0.020888 -0.027183
internal_weight=0.0 349.764 316.742 250.394 644.853 38.0049 66.3486 191.736 32.427
159.309 41.6911 11.2746 136.778 21.1524 58.6579 27.9716 22.6224 606.848 355.017
139.642 215.375 109.756 126.696 65.2561 22.5307 94.1523 251.831 214.779
internal_count=30296 22428 18641 13620 7868 566 5021 8910 1341 7569 2515 545 5867
796 4710 1649 1264 7302 4323 1574 2749 1134 1448 655 1702 1059 2979 2316
shrinkage=0.1
Tree=65
num_leaves=29
num_cat=0
split_feature=153 152 24 103 153 153 62 179 115 61 137 186 128 24 167 173 154 114
179 173 63 128 91 166 127 186 50 63
split_gain=6.13247 12.5887 15.4152 8.04998 9.23342 13.6298 9.3566 7.76163 7.72993
7.41965 6.84099 11.5536 7.13495 17.1842 9.32804 7.5072 6.80457 6.33566 16.8471
6.92497 12.3725 8.58393 6.19338 6.31334 5.90718 5.82994 5.77962 7.86762
threshold=3.616644 0.381512 39.236213 30.910735 0.296328 0.268724 9.572076 0.51575
-2.42354 0.895429 0.818199 -0.256305 -0.963279 50.150393 0.002709 0.831926 5.234988
2.266114 0.2491 0.054026 8.090863 -0.756846 0.495249 0.00084 -1.197948 -0.814858
2.703621 9.755245
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
left_child=1 7 9 4 5 6 -4 -1 -2 16 12 22 13 15 -15 24 -3 19 -19 21 -21 -14 23 -12 -
10 -24 27 -9
right_child=8 2 3 -5 -6 -7 -8 26 10 -11 11 -13 17 14 -16 -17 -18 18 -20 20 -22 -23
25 -25 -26 -27 -28 -29
leaf_value=0.090118 -0.070471 0.059072 0.085075 -0.123233 0.058549 -0.420808 -
0.151048 -0.110641 -0.006836 0.055817 -0.073187 0.038483 0.036295 0.102371 -
0.020493 -0.138908 -0.093256 0.034607 -0.109138 -0.016329 0.023072 -0.022401 -
0.039486 0.002269 -0.099765 0.046908 0.060634 0.095468
leaf_weight=31.626102 16.338454 3.245676 4.032026 3.111038 42.443843 0.834634
2.74054 6.199381 15.803788 4.970307 23.218009 100.915554 28.827069 9.948999
15.983538 13.2328 25.201764 14.645744 18.181216 124.809856 220.048425 179.754368
11.500458 21.082089 12.032244 23.846937 9.964952 2.540416
leaf_count=7773 202 1963 1775 289 3609 171 708 107 190 710 255 1701 353 178 175 107
554 162 132 1600 3402 2655 128 268 87 307 444 291
internal_value=0.0 0.020258 -0.002858 0.030566 0.040353 -0.060509 -0.011018
0.059981 -0.00254 -0.056008 -0.0012 0.016022 -0.005964 -0.036856 0.026787 -0.077044
-0.075702 -0.002426 -0.045049 0.000107 0.008808 -0.014271 -0.012433 -0.037318 -
0.04724 0.018736 0.008774 -0.050231
internal_weight=0.0 136.911 86.5798 53.1621 50.051 7.6072 6.77257 50.3309 850.17
33.4177 833.831 180.563 653.268 67.0014 25.9325 41.0688 28.4474 586.267 32.827
553.44 344.858 208.581 79.6475 44.3001 27.836 35.3474 18.7047 8.7398
internal_count=30296 18394 9779 6552 6263 2654 2483 8615 11902 3227 11700 2659 9041
737 353 384 2517 8304 294 8010 5002 3008 958 523 277 435 842 398
shrinkage=0.1
Tree=66
num_leaves=29
num_cat=0
split_feature=187 155 187 111 108 59 62 101 114 101 187 2 93 194 47 73 123 36 115
118 161 134 134 30 73 105 195 26
split_gain=5.87912 6.27797 6.16797 6.37316 12.427 8.11337 7.94486 7.64657 10.1251
9.91945 6.94113 6.68006 6.24955 5.62934 6.49566 5.07348 5.67822 5.40575 5.04335
4.7839 4.77983 4.68405 4.57504 4.33859 4.09701 3.3794 4.69903 2.91026
threshold=0.959355 2.398014 -0.890938 0.820997 0.633796 0.754738 9.65789 7.139051
0.902605 6.578719 0.671646 0.89039 0.913868 0.758103 0.239893 0.066071 0.875518
0.719716 0.530095 0.310725 0.302716 0.285531 0.318353 0.646456 0.571756 0.652642 -
0.96838 0.011051
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 10 2
left_child=1 -1 15 6 10 12 7 9 -9 -4 20 22 -6 24 -15 25 17 19 -16 -17 -5 -7 -8 -12
-2 26 -3 -26
right_child=13 2 3 4 5 21 11 8 -10 -11 23 -13 -14 14 18 16 -18 -19 -20 -21 -22 -23
-24 -25 27 -27 -28 -29
leaf_value=0.098592 -0.026282 -0.032574 -0.0159 0.022367 -0.032183 0.080078
0.006283 0.04085 -0.026759 -0.11418 0.041133 -0.064372 0.046886 0.108973 0.047128 -
0.065543 0.08409 0.079592 -0.078082 0.004352 0.07214 0.006899 0.095829 -0.057531
0.013018 0.099399 0.073354 0.089393
leaf_weight=6.167774 4.895833 7.108811 454.540178 35.238707 95.700155 12.013444
9.215745 54.559828 37.149458 10.42545 7.31158 4.957871 11.069915 3.550241 4.55269
14.364837 8.04886 6.377553 10.418082 30.241451 43.10072 31.775775 15.080052
11.104755 6.530372 11.564694 9.926031 22.102607
leaf_count=10628 234 135 7276 735 1482 252 321 1429 540 129 198 153 248 168 164 321
235 145 254 700 883 648 670 256 264 402 301 1125
internal_value=0.0 -0.001231 -0.00191 -0.004567 0.00889 -0.009073 -0.010249 -
0.012922 0.01345 -0.018128 0.036838 0.04046 -0.023941 0.033279 -0.010886 0.02331
0.006511 -0.005839 -0.03987 -0.018216 0.049818 0.027126 0.062061 -0.018284 0.057676
0.057814 0.029139 0.072112
internal_weight=0.0 927.044 920.876 833.244 247.315 150.559 585.929 556.675 91.7093
464.966 96.7558 29.2537 106.77 52.0498 18.521 87.6322 59.0327 50.9838 14.9708
44.6063 78.3394 43.7892 24.2958 18.4163 33.5288 28.5995 17.0348 28.633
internal_count=30296 28087 17459 15220 4702 2630 10518 9374 1969 7405 2072 1144
1730 2209 586 2239 1401 1166 418 1021 1618 900 991 454 1623 838 436 1389
shrinkage=0.1
Tree=67
num_leaves=29
num_cat=0
split_feature=193 192 168 180 43 101 154 11 180 51 180 25 103 38 137 75 141 113 90
116 109 89 17 172 89 83 194 186
split_gain=5.76498 8.15932 7.74259 6.63021 6.07717 5.75025 12.2117 12.1707 11.7582
10.1643 13.5401 9.52865 11.6545 11.7239 11.7567 11.6173 9.49452 15.2107 14.6307
9.44801 8.90056 8.69213 7.90172 7.73723 8.33466 7.37534 7.18589 7.14555
threshold=-0.953754 0.665646 0.003414 46.31375 0.729309 -13.665806 53.128904 66.5
13.18175 6.680657 1.476 49.103217 18.668938 -0.328584 0.82196 -12.505985 0.064112
0.372602 39.436687 -1.345676 0.02988 39.288788 0.213425 0.162462 47.477832 0.482616
0.934849 0.197338
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
left_child=1 3 4 -1 -3 9 11 23 22 16 19 12 13 -7 -15 26 18 20 -2 -11 -18 -21 -9 24
-8 -24 -14 -22
right_child=5 2 -4 -5 -6 6 7 8 -10 10 -12 -13 15 14 -16 -17 17 -19 -20 21 27 -23 25
-25 -26 -27 -28 -29
leaf_value=0.053602 -0.026088 -0.006345 0.071984 -0.028917 -0.120566 0.043226 -
0.005216 0.036287 0.048305 0.058903 -0.124872 0.060489 0.097552 -0.028249 0.040119
-0.082502 -0.085731 0.051375 0.071731 0.006114 -0.018309 -0.08124 -0.110946
0.064975 0.095787 -0.013736 -0.078781 0.05384
leaf_weight=61.278139 178.553602 10.49268 6.042344 11.493367 8.337543 43.933286
42.182751 9.806363 22.227164 11.609826 16.135545 18.920624 6.700777 129.764652
31.099769 37.980208 13.874484 66.387343 16.630211 20.733168 48.819201 25.091998
16.896393 71.591342 10.035292 14.551395 3.416537 18.991146
leaf_count=3429 4321 575 286 257 258 3158 675 118 276 148 119 2537 323 4172 1246
904 171 1976 1315 236 932 220 165 1349 260 174 98 598
internal_value=0.0 0.023639 -0.02571 0.040533 -0.057315 -0.001967 0.005751 0.025394
-0.010182 -0.01047 -0.044178 -0.007783 -0.012916 -0.002497 -0.015009 -0.057165 -
0.003233 0.015852 -0.017718 -0.021328 -0.013028 -0.041756 -0.04176 0.043639
0.014302 -0.06617 0.037717 0.001923
internal_weight=0.0 97.6441 24.8726 72.7715 18.8302 875.933 459.107 187.291 63.4813
416.827 73.5705 271.816 252.895 204.798 160.864 48.0975 343.256 148.072 195.184
57.435 81.6848 45.8252 41.2542 123.809 52.218 31.4478 10.1173 67.8103
internal_count=30296 4805 1119 3686 833 25491 15455 3017 733 10036 723 12438 9901
8576 5418 1325 9313 3677 5636 604 1701 456 457 2284 935 339 421 1530
shrinkage=0.1
Tree=68
num_leaves=16
num_cat=0
split_feature=12 11 167 62 153 91 152 11 184 92 95 174 131 145 37
split_gain=5.79594 6.04705 5.75722 5.78927 8.3813 6.58703 7.7484 6.8284 6.72485
5.59785 5.34589 5.28381 4.62112 3.77022 2.40618
threshold=84.95 114.0 0.054782 9.681614 24.798798 0.084948 0.041264 92.5 0.960638
0.055632 0.333308 0.998823 0.121359 0.02454 1.274947
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 5 11 6 10 9 -8 -7 -1 14 13 -4 -5
right_child=-2 -3 12 4 -6 7 8 -9 -10 -11 -12 -13 -14 -15 -16
leaf_value=-0.013133 0.104147 -0.090766 -0.107863 0.091254 -0.029884 0.018078
0.008943 0.113635 -0.088707 -0.009628 0.068411 -0.057158 0.104975 0.065329 -
0.069331
leaf_weight=10.2135 5.285893 7.191929 2.244102 22.703245 12.484375 81.905096
100.243569 4.666963 7.495539 657.700879 36.838969 2.873584 9.270781 2.632194
0.901743
leaf_count=338 322 113 52 3656 162 2487 2988 99 152 17496 1276 219 744 182 10
internal_value=0.0 1.7e-05 0.000712 -0.000244 0.037447 -0.001882 0.016879 -0.005788
0.00207 -0.006556 0.050693 0.069233 0.063828 -0.014636 0.084829
internal_weight=0.0 959.366 952.175 938.027 38.9629 899.065 154.792 744.273 107.739
739.606 47.0525 26.4786 14.1471 4.8763 23.605
internal_count=30296 29974 29861 28883 4047 24836 4754 20082 3140 19983 1614 3885
978 234 3666
shrinkage=0.1
Tree=69
num_leaves=29
num_cat=0
split_feature=183 150 153 193 90 189 112 90 109 8 174 64 50 128 65 62 192 162 191
25 91 101 110 91 190 174 157 128
split_gain=5.30979 7.22217 6.7828 9.72007 11.0559 6.30137 5.99368 9.34653 11.3775
8.91846 8.16649 6.14076 10.7288 6.30367 6.37275 5.93758 5.84128 5.78613 5.75505
5.71697 5.40323 4.31161 4.59902 3.96199 3.74459 3.59722 3.01623 2.90865
threshold=-0.922647 0.622113 1.651853 0.686865 27.809463 -0.274964 0.048097
32.671387 0.067016 0.220253 0.015157 0.501255 9.650366 -0.963279 0.934471 4.947423
-0.275313 0.263496 0.282147 41.110051 0.056068 -16.276127 0.375851 0.249236 -
0.782218 0.052376 0.08898 -0.963279
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
left_child=1 5 3 -2 15 -1 7 9 -9 10 26 -8 13 19 -15 -5 -12 -17 20 -13 -7 -10 -23 -
19 -22 -26 -4 -6
right_child=2 -3 6 4 27 18 11 8 21 -11 16 12 -14 14 -16 17 -18 23 -20 -21 24 22 -24
-25 25 -27 -28 -29
leaf_value=0.064932 0.090166 0.078516 0.011275 0.098405 -0.083211 0.041229 -
0.082719 -0.116191 -0.035041 0.082691 -0.048494 -0.067938 0.078056 -0.009768
0.015022 0.081552 0.022717 0.02452 0.063115 0.004261 -0.154587 0.106543 -0.0082 -
0.12618 -0.104458 0.011362 0.095266 0.101459
leaf_weight=11.633465 19.213177 19.938436 6.414012 2.170515 0.873758 4.926284
10.411757 10.076581 12.01068 26.262289 20.679988 30.966584 14.891441 528.593669
128.891203 1.935236 25.75895 2.047273 5.846 16.891593 4.478657 6.577303 7.274946
10.352402 5.149381 5.42678 13.114583 8.390054
leaf_count=534 9813 680 106 298 210 200 103 147 203 436 248 303 274 8371 2216 463
338 223 271 258 111 203 134 502 135 149 315 3052
internal_value=0.0 0.030038 -0.001304 0.036507 -0.003627 0.004077 -0.00329 0.016646
-0.026549 0.033501 0.013813 -0.00679 -0.005681 -0.00746 -0.004905 -0.052665 -0.009
-0.076093 -0.023417 -0.042469 -0.048964 0.00861 0.046528 -0.101203 -0.078627 -
0.045318 0.06792 0.083281
internal_weight=0.0 57.399 903.798 44.9824 25.7692 37.4606 858.816 128.169 35.9395
92.2298 65.9675 730.646 720.234 705.343 657.485 16.5054 46.4389 14.3349 25.8271
47.8582 19.9811 25.8629 13.8522 12.3997 15.0548 10.5762 19.5286 9.26381
internal_count=30296 2080 28216 14561 4748 1400 13655 2130 687 1443 1007 11525
11422 11148 10587 1486 586 1188 866 561 595 540 337 725 395 284 421 3262
shrinkage=0.1
Tree=70
num_leaves=29
num_cat=0
split_feature=188 92 14 183 14 136 22 98 18 185 191 41 115 79 68 77 144 20 77 19 84
49 181 82 47 41 92 25
split_gain=5.21656 5.83119 7.44515 5.82411 7.14645 7.26949 8.29092 5.62992 7.58529
5.61649 5.55987 7.31249 5.10116 5.0849 5.50439 5.46088 5.04192 4.81487 4.75578
4.57252 4.54236 5.2885 4.43676 4.27377 4.09541 3.88515 3.87717 3.76646
threshold=0.984001 0.00493 0.977869 -0.832759 0.223065 0.536115 0.242314 0.873518
0.17652 -0.949972 0.926506 0.821733 0.675246 0.862136 0.232994 -19.533806 0.377311
0.523107 -2.569667 0.061497 0.353562 4.950357 0.26668 0.256483 0.27595 0.387562
0.145757 38.397839
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
left_child=1 10 3 17 5 6 -5 12 -9 -2 13 -12 -6 15 -15 -1 26 20 25 -7 -3 -22 -19 -20
-16 -18 -4 -11
right_child=9 2 16 4 7 19 -8 8 -10 27 11 -13 -14 14 24 -17 18 22 23 -21 21 -23 -24
-25 -26 -27 -28 -29
leaf_value=-0.036938 -0.080116 0.064212 -0.030412 -0.075014 0.005483 -0.057781
0.000361 0.017297 -0.054369 0.087663 0.023229 -0.179383 -0.018894 0.086261 -
0.118901 0.058971 -0.014716 0.062654 0.043566 0.032511 0.043359 -0.047412 -0.058194
-0.038421 -0.006547 0.093231 0.068235 0.016068
leaf_weight=6.660355 3.422609 27.091782 4.539234 16.935303 127.880338 5.899888
101.946662 18.739852 68.567965 15.453319 4.333107 2.904426 260.422339 4.544377
4.373906 49.834529 5.289488 3.998156 8.544227 88.089068 15.444096 10.844696
11.741118 23.998848 12.017665 8.751642 29.259414 14.121621
leaf_count=176 95 961 163 508 5997 200 3039 525 1843 548 237 90 5839 171 110 1760
181 386 273 2989 525 286 216 723 389 331 1060 675
internal_value=0.0 -0.000834 -0.003364 -0.006436 -0.009216 0.006007 -0.010415 -
0.016032 -0.03897 0.039577 0.02416 -0.05911 -0.010863 0.032018 -0.01 0.047602
0.025554 0.021213 0.004168 0.026781 0.035543 0.005834 -0.027237 -0.016797 -0.037085
0.052644 0.054905 0.05367
internal_weight=0.0 922.652 837.984 757.601 688.481 212.871 118.882 475.61 87.3078
32.9975 84.6684 7.23753 388.303 77.4308 20.9359 56.4949 80.3829 69.1198 46.5842
93.989 53.3806 26.2888 15.7393 32.5431 16.3916 14.0411 33.7986 29.5749
internal_count=30296 28978 26045 23314 20940 6736 3547 14204 2368 1318 2933 327
11836 2606 670 1936 2731 2374 1508 3189 1772 811 602 996 499 512 1223 1223
shrinkage=0.1
Tree=71
num_leaves=29
num_cat=0
split_feature=153 37 103 107 102 153 182 101 102 24 24 170 62 116 142 179 154 89
102 167 172 101 114 114 114 116 143 118
split_gain=5.1791 6.96098 6.49594 5.82512 5.78689 13.0278 9.1409 5.63872 13.171
10.7528 10.0664 11.97 11.4029 9.36329 21.7618 11.0145 8.46362 10.7474 7.86322
11.2097 9.31107 7.75587 9.2044 6.00876 5.55601 9.02032 5.48009 5.17366
threshold=47.308573 0.866597 -4.178503 0.282267 -16.467312 16.473412 0.0 -24.669189
-8.717146 46.539539 45.832187 0.279424 1.642738 2.390935 -0.144507 0.0099 13.512279
24.302049 -7.283019 0.000961 0.198184 -28.387427 0.373007 -3.048873 1.439648
1.919654 0.24547 0.599682
decision_type=2 2 2 2 2 2 8 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 -3 -2 5 24 -7 9 16 21 13 12 -12 15 -15 -10 17 -9 19 -11 -20 -6 -23 -
13 -1 -26 -5 -22
right_child=1 2 -4 26 7 6 -8 8 10 18 11 23 -14 14 -16 -17 -18 -19 20 -21 27 22 -24
-25 25 -27 -28 -29
leaf_value=0.092814 0.072384 -0.085843 -0.0042 0.031803 0.064894 -0.07327 0.043233
-0.132103 -0.030099 0.037887 0.10468 -0.035153 -0.011537 0.062101 -0.098495
0.009061 0.081941 0.087503 -0.044304 -0.080468 0.098094 0.039106 -0.097148 0.044125
-0.115332 0.090851 -0.066863 -0.007191
leaf_weight=27.578347 10.039456 23.956668 16.457878 10.852441 22.288854 14.797189
12.205946 4.619608 109.590281 9.581404 8.905937 10.333598 137.093372 11.544339
30.69215 207.972122 32.826162 4.141245 24.162221 46.717835 10.021059 11.199637
8.748538 116.232946 3.700916 4.730722 11.498422 8.610221
leaf_count=3546 119 196 206 144 320 141 203 428 4229 149 323 179 4266 131 796 5959
1057 1602 311 525 149 205 70 3916 296 617 115 98
internal_value=0.0 -0.025068 -0.052708 0.009432 0.002671 0.031846 -0.020594
0.000411 0.004221 -0.017742 0.000631 0.015126 -0.00438 -0.010348 -0.054532 -
0.004454 0.058672 -0.028322 -0.035746 -0.060276 -0.003386 0.024455 -0.020756
0.037623 0.071157 0.0 -0.018965 0.04957
internal_weight=0.0 72.8049 40.4145 32.3903 878.295 63.0131 27.0031 815.282 673.952
141.33 632.365 272.566 145.999 359.799 42.2365 317.562 41.587 8.76085 99.0927
56.2992 42.7935 42.237 19.9482 126.567 36.01 8.43164 22.3509 18.6313
internal_count=30296 780 402 378 29516 4803 344 24713 22886 1827 19799 8684 4589
11115 927 10188 3087 2030 1232 674 558 595 275 4095 4459 913 259 247
shrinkage=0.1
Tree=72
num_leaves=27
num_cat=0
split_feature=77 187 155 165 47 36 127 101 102 140 102 101 156 101 38 37 155 38 112
162 109 138 23 110 67 93
split_gain=5.14219 4.96962 5.16001 4.71512 5.54414 4.68704 8.19131 6.01098 11.5595
10.6857 8.78952 12.2347 6.91612 5.14436 4.93026 4.54125 4.39214 4.08601 3.18637
2.98517 2.65138 1.73689 1.66158 1.21156 0.433978 0.379518
threshold=39.57794 0.959355 2.398014 0.659488 0.239893 -2.253039 -1.306777
11.807406 27.889021 -0.430795 14.879075 -19.161869 0.118502 -4.496314 -2.333906
1.317573 8.132693 2.288515 0.974522 0.790105 0.374163 0.102013 44.25763 0.972073
0.636978 0.097327
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
left_child=1 2 -1 17 -5 6 -4 10 16 -10 11 -7 -12 14 -8 23 -9 21 19 20 -6 -3 -15 25
-23 -2
right_child=15 3 5 4 18 7 13 8 9 -11 12 -13 -14 22 -16 -17 -18 -19 -20 -21 -22 24 -
24 -25 -26 -27
leaf_value=0.098223 0.052393 0.019431 -0.07941 0.108605 -0.014559 -0.014076 -
0.07294 -0.011597 0.111699 -0.025828 -0.043228 0.017079 -0.008607 0.105249 0.035827
-0.011119 0.09292 -0.069708 -0.082927 -0.064028 0.077336 0.10413 0.017087 0.014246
0.049741 0.111662
leaf_weight=4.99452 1.610799 3.698366 6.282896 4.115542 6.36956 277.946507 4.919648
4.851121 6.44412 41.636109 100.150277 230.511223 136.383883 12.184982 24.665912
7.154591 22.349529 1.895479 5.376037 4.504454 6.023308 12.702646 2.677329 1.894658
2.046023 8.475991
leaf_count=10318 103 211 67 226 166 4715 138 373 197 795 1136 5635 1990 532 639 221
581 57 128 134 234 824 121 81 127 547
internal_value=0.0 -0.000526 -0.002223 0.031215 0.003231 -0.002811 0.026656 -
0.004637 0.022272 -0.007197 -0.007361 4.6e-05 -0.023282 0.041806 0.017534 0.051727
0.074258 0.067283 -0.016541 0.004833 0.03024 0.081694 0.089646 0.08916 0.097013
0.102862
internal_weight=0.0 922.729 875.998 46.7314 26.3889 871.004 50.7308 820.273 75.2809
48.0802 744.992 508.458 236.534 44.4479 29.5856 19.136 27.2007 20.3425 22.2734
16.8973 12.3929 18.447 14.8623 11.9814 14.7487 10.0868
internal_count=30296 29344 27237 2107 888 16919 1497 15422 1946 992 13476 10350
3126 1430 777 952 954 1219 662 534 400 1162 653 731 951 650
shrinkage=0.1
Tree=73
num_leaves=29
num_cat=0
split_feature=166 178 64 50 66 81 116 115 49 153 179 75 116 76 193 140 64 62 171
154 101 105 63 187 92 115 82 152
split_gain=5.21579 8.922 8.33337 9.38377 8.1748 7.84112 7.71078 8.85863 7.41192
6.45255 6.03389 6.03113 13.8492 8.57401 7.7533 5.83615 8.26624 6.57655 7.42824
5.77025 5.73801 5.68306 7.59354 7.35586 6.04365 5.68265 5.61578 5.37458
threshold=0.001033 0.941196 6.774807 7.996609 0.870117 0.297018 2.513862 -1.623689
8.257242 9.090182 0.90475 -11.602186 -1.022809 0.682624 0.48904 0.404899 0.0
0.739905 0.9317 101.346164 -18.714326 0.092943 9.805513 0.578671 0.775502 3.062526
0.256483 0.695037
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
left_child=15 2 3 19 5 27 7 10 9 -5 -4 13 -13 14 -7 16 -1 18 -18 -2 -9 24 23 -23 -
19 -22 -11 -3
right_child=1 4 6 8 -6 11 -8 20 -10 26 -12 12 -14 -15 -16 -17 17 21 -20 -21 25 22 -
24 -25 -26 -27 -28 -29
leaf_value=-0.138594 -0.010531 0.078762 0.034366 0.092314 0.047055 0.073597 -
0.034315 0.026886 -0.035687 -0.032535 -0.083904 -0.111183 0.014663 -0.117124 -
0.082343 0.092639 0.091225 -0.000579 -0.049039 -0.112515 0.082783 -0.017858 -
0.136012 0.01365 0.05283 -0.026946 0.044228 -0.017183
leaf_weight=4.598336 12.03194 10.786 9.005711 14.415624 19.523794 5.87805 13.537998
42.625231 20.163293 15.515596 8.112884 11.488044 35.632382 18.084482 6.753713
5.9297 13.650494 84.581762 5.128343 10.285203 60.050151 339.000629 4.825261
94.69927 28.159066 5.062433 24.374272 12.516098
leaf_count=25 255 305 363 746 511 153 221 1037 249 191 109 175 708 224 92 400 604
4379 97 93 2434 11149 130 3477 1430 107 373 259
internal_value=0.0 0.010067 0.021408 -0.001091 -0.012026 -0.023475 0.037142
0.044919 0.015951 0.035174 -0.021759 -0.038708 -0.016145 -0.073132 -0.009675 -
0.005307 -0.006334 -0.005243 0.052804 -0.057848 0.055535 -0.007231 -0.01238 -
0.010974 0.012781 0.074208 0.014333 0.027307
internal_weight=0.0 355.843 235.18 96.7859 120.663 101.139 138.394 124.856 74.4688
54.3055 17.1186 77.8367 47.1204 30.7162 12.6318 580.573 574.643 570.045 18.7788
22.3171 107.738 551.266 438.525 433.7 112.741 65.1126 39.8899 23.3021
internal_count=30296 8605 6178 1907 2427 1916 4271 4050 1559 1310 472 1352 883 469
245 21691 21291 21266 701 348 3578 20565 14756 14626 5809 2541 564 564
shrinkage=0.1
Tree=74
num_leaves=29
num_cat=0
split_feature=12 102 155 114 171 121 114 101 102 101 76 102 101 114 102 180 25 74
180 25 102 190 86 51 101 104 114 89
split_gain=4.90284 4.53278 13.0082 9.32001 9.02185 6.88849 6.14804 5.60811 15.7786
11.2258 9.75611 10.7611 8.52375 14.4664 12.4387 10.8226 10.3923 8.97486 5.93371
5.25524 10.3831 7.32431 9.47659 6.83271 5.89845 7.54776 5.80809 5.43386
threshold=84.95 -15.992346 35.437474 1.63439 0.038517 0.391005 1.825669 -19.161869
10.648817 -6.419184 7.237931 -4.100441 -0.0 1.007166 19.511926 28.08535 42.05881
0.666844 0.3956 42.303103 10.132068 -0.848505 0.599035 6.833331 -29.833646 0.975828
0.929188 54.355919
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
left_child=1 2 3 -1 -4 -6 -5 19 9 10 11 -9 13 17 18 -16 -15 -10 -14 20 21 26 -23 24
27 -26 -3 -21
right_child=-2 7 4 6 5 -7 -8 8 12 -11 -12 -13 14 16 15 -17 -18 -19 -20 23 -22 22 -
24 -25 25 -27 -28 -29
leaf_value=0.100476 0.103027 0.06129 0.058044 -0.10361 -0.095218 0.008525 0.090816
0.068917 -0.021054 0.077087 0.038113 -0.031521 0.09722 0.073215 -0.017478 0.051403
-0.042922 -0.077385 0.024689 -0.077064 0.098468 -0.044635 0.010271 -0.088219
0.028288 -0.069935 -0.035791 0.01638
leaf_weight=24.6566 4.554074 21.98943 11.484913 4.275895 14.024454 11.649756
2.503402 13.069539 74.628937 36.328188 84.42718 56.200334 15.616082 21.507786
171.127127 26.22302 11.890884 45.638845 40.636948 23.392838 9.308243 70.760745
56.401972 18.158801 32.260636 10.227679 8.463475 8.402075
leaf_count=3795 322 419 268 120 135 157 595 1924 974 4394 2598 1114 2528 248 4560
477 198 501 1692 233 107 889 722 130 731 196 62 207
internal_value=0.0 1.4e-05 0.024733 0.071992 -0.01529 -0.048231 -0.031388 -0.001966
0.003364 0.027153 0.015305 -0.012489 -0.007736 -0.026314 0.003522 -0.0083 0.031826
-0.042482 0.044968 -0.014242 -0.003636 -0.009726 -0.020282 -0.03336 -0.019842
0.004518 0.034243 -0.052355
internal_weight=0.0 925.256 68.595 31.4359 37.1591 25.6742 6.7793 856.661 597.295
190.025 153.697 69.2699 407.27 153.666 253.603 197.35 33.3987 120.268 56.253
259.366 166.924 157.616 127.163 92.442 74.2832 42.4883 30.4529 31.7949
internal_count=30296 29974 5070 4510 560 292 715 24904 21208 10030 5636 3038 11178
1921 9257 5037 446 1475 4220 3696 2199 2092 1611 1497 1367 927 481 440
shrinkage=0.1
Tree=75
num_leaves=29
num_cat=0
split_feature=179 63 180 101 190 63 101 141 154 153 88 23 23 179 102 180 23 162 117
192 179 90 78 165 101 187 180 123
split_gain=4.49619 10.9177 11.1363 8.60197 9.95981 7.77362 9.00438 7.66679 9.35568
7.73622 9.01488 7.10778 6.84568 6.81323 16.8125 8.97619 6.79398 5.8447 7.4034
6.33873 5.17889 5.22852 6.76034 6.15086 8.83435 6.60388 5.58777 4.82773
threshold=0.84795 9.692701 31.05675 11.807406 0.997393 9.805513 -37.44305 0.313304
117.728075 44.271139 -1.597107 43.31256 47.03133 0.0663 -11.749083 0.28075
11.572742 0.879716 0.453842 0.123156 1.0998 11.693238 0.345808 0.997457 -18.54937 -
0.192073 152.53415 0.718674
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
left_child=1 2 7 4 20 6 -3 9 16 13 -11 -5 -13 14 -1 -15 -9 -8 -19 -20 -2 22 -22 24
-23 -25 -24 -18
right_child=3 5 -4 11 -6 -7 17 8 -10 10 -12 12 -14 15 -16 -17 27 18 19 -21 21 23 26
25 -26 -27 -28 -29
leaf_value=0.045121 -0.06469 -0.039873 0.099314 0.079392 0.041187 -0.085191
0.073299 -0.076595 0.101931 0.020967 -0.077956 -0.10756 0.045922 0.066685 -0.025686
0.003244 0.008478 0.103868 -0.090816 0.073366 0.08717 -0.04738 0.030574 -0.011563
0.012072 -0.089956 -0.071586 0.100493
leaf_weight=40.176125 27.55922 10.749638 10.965772 17.983248 25.998356 4.758615
55.518542 7.529443 14.475016 13.393176 29.077981 5.033162 6.62342 25.082238
200.377337 196.247515 27.455528 5.049572 7.690118 3.284614 9.826368 42.638344
12.645928 18.542295 60.104761 25.695757 9.143212 7.126562
leaf_count=3807 343 253 283 421 587 209 4321 105 300 144 269 84 180 2054 6515 4901
1397 418 248 190 184 606 191 224 1120 275 125 542
internal_value=0.0 0.004947 -7.5e-05 -0.010542 -0.017026 0.03792 0.045139 -0.002036
0.032834 -0.005955 -0.046753 0.040099 -0.02056 -0.002193 -0.013843 0.010464
0.008889 0.057963 0.004643 -0.041372 -0.024387 -0.018132 0.018698 -0.026069 -
0.012608 -0.057215 -0.012356 0.027686
internal_weight=0.0 658.958 571.907 261.794 232.154 87.0511 82.2925 560.941 56.5865
504.354 42.4712 29.6398 11.6566 461.883 240.553 221.33 42.1115 71.5428 16.0243
10.9747 206.156 178.597 31.6155 146.981 102.743 44.2381 21.7891 34.5821
internal_count=30296 25956 20317 4340 3655 5639 5430 20034 2344 17690 413 685 264
17277 10322 6955 2044 5177 856 438 3068 2725 500 2225 1726 499 316 1939
shrinkage=0.1
Tree=76
num_leaves=29
num_cat=0
split_feature=166 77 77 179 179 188 77 140 22 144 22 34 123 140 180 84 128 168 140
50 166 140 127 146 71 102 168 10
split_gain=4.89485 6.03752 8.0951 8.44825 8.01211 14.7265 11.1561 8.8853 8.57759
7.4774 7.24468 6.66327 7.12783 6.38116 6.134 5.72481 5.35075 5.25227 7.7955 5.97244
6.81576 12.0729 8.91565 5.99059 5.73607 5.63222 12.609 8.80759
threshold=0.001533 6.918869 11.197694 0.26615 0.0 -0.369973 0.797995 -0.22238
0.367876 0.29947 0.665632 0.436774 0.091057 -0.167451 2.76795 0.20661 -0.963279
0.000249 -1.346941 -1.02543 0.000168 -0.005981 -0.445466 0.110787 0.054028
25.646662 0.001074 69.5
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
left_child=17 4 -3 11 5 -2 -7 15 9 14 -5 12 -4 -10 -9 -6 -17 18 -1 -19 21 22 23 -21
-24 27 -27 -22
right_child=1 2 3 10 7 6 -8 8 13 -11 -12 -13 -14 -15 -16 16 -18 19 -20 20 25 -23 24
-25 -26 26 -28 -29
leaf_value=-0.062585 0.046393 0.093913 -0.100384 0.021378 -0.005589 -0.032786 -
0.168954 -0.020033 -0.060335 -0.001978 -0.080736 0.098588 0.048419 0.038186 -
0.156074 -0.001095 0.098051 0.09925 0.052753 -0.076387 -0.001236 0.043891 -0.161069
0.044544 -0.060421 0.066344 -0.044389 0.07325
leaf_weight=7.081705 13.925311 18.180327 4.36715 16.314805 12.461588 17.419075
9.174267 5.644463 7.817989 17.115706 11.959993 15.94355 11.495501 38.856249
8.123557 7.078961 23.096091 5.253879 31.985639 5.868956 448.765444 16.282358
6.516793 13.009682 43.026417 12.053045 67.068316 16.366662
leaf_count=114 491 541 62 281 267 529 208 200 153 502 177 452 332 1112 100 79 646
212 7326 383 10316 1687 123 597 1039 394 1015 958
internal_value=0.0 0.012836 0.035597 0.017817 0.001731 -0.036668 -0.080217 0.014704
-0.005449 -0.046272 -0.02189 0.053117 0.007042 0.021574 -0.100879 0.051325 0.074817
-0.00382 0.031719 -0.006015 -0.006911 -0.033284 -0.0517 0.006702 -0.073951 -
0.002799 -0.027449 0.001396
internal_weight=0.0 238.975 78.2613 60.081 160.713 40.5187 26.5933 120.195 77.558
30.8837 28.2748 31.8062 15.8627 46.6742 13.768 42.6366 30.1751 673.279 39.0673
634.212 628.958 84.7042 68.4218 18.8786 49.5432 544.253 79.1214 465.132
internal_count=30296 6132 1845 1304 4287 1228 737 3059 2067 802 458 846 394 1265
300 992 725 24164 7440 16724 16512 3829 2142 980 1162 12683 1409 11274
shrinkage=0.1
Tree=77
num_leaves=29
num_cat=0
split_feature=92 152 95 35 89 59 61 103 22 55 139 110 63 89 139 25 140 105 90 14
183 145 166 39 26 39 165 151
split_gain=4.4519 6.05527 7.79215 9.9979 7.1596 6.85586 11.0161 7.86234 6.84011
9.28744 6.18309 5.94166 5.93183 5.91857 5.5741 6.57513 5.87854 5.62678 5.45129
4.96358 6.9153 6.0346 5.54184 4.88116 4.85503 6.21007 6.40707 4.96091
threshold=0.792492 0.003475 0.371052 0.133426 43.751443 0.875403 0.598306 19.02364
0.914522 0.213288 0.958544 0.0358 9.10576 9.33558 0.722415 46.367944 0.081544
0.092943 50.063153 0.118657 -0.599423 0.639763 0.000108 0.999982 0.869808 0.997133
0.985589 0.398026
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
left_child=1 2 3 -1 -5 18 7 10 11 -10 -7 12 -4 -8 15 17 -16 -2 19 22 21 -21 -3 -24
25 26 -19 -26
right_child=14 5 8 4 -6 6 13 -9 9 -11 -12 -13 -14 -15 16 -17 -18 24 -20 20 -22 -23
23 -25 27 -27 -28 -29
leaf_value=-0.072375 0.040156 -0.076869 0.047583 0.037959 -0.062446 -0.023486 -
0.092702 -0.122613 -0.134434 0.026883 0.078494 0.059898 -0.089667 0.054954 0.046413
0.045695 -0.04889 0.004621 0.075609 0.020297 -0.027003 -0.03432 0.028683 -0.053301
-0.021893 -0.106311 -0.059957 0.094833
leaf_weight=19.228655 18.88142 6.648699 6.730785 31.114193 9.102313 29.821032
2.785518 6.390273 5.169016 11.016225 7.329774 59.575564 5.757379 49.823197
62.225579 27.075928 7.137 41.704062 6.723393 67.743053 281.720757 28.731407
57.431781 8.219072 7.652923 9.259568 24.196287 6.78836
leaf_count=607 740 578 178 1205 371 938 77 156 132 437 318 2637 131 2067 2272 1446
335 1199 1279 2107 7576 585 1499 208 222 268 488 240
internal_value=0.0 -0.003251 0.01473 -0.01323 0.015116 -0.008054 0.016202 -0.020963
0.033572 -0.025017 -0.003192 0.046762 -0.015783 0.046968 0.013501 0.001688 0.036539
-0.009313 -0.01316 -0.014502 -0.019092 0.004002 0.009485 0.018342 -0.01978 -
0.029992 -0.01912 0.033137
internal_weight=0.0 701.062 147.694 59.4452 40.2165 553.368 96.1498 43.5411 88.249
16.1852 37.1508 72.0637 12.4882 52.6087 204.921 135.559 69.3626 108.483 457.218
450.495 378.195 96.4745 72.2996 65.6509 89.6012 75.1599 65.9003 14.4413
internal_count=30296 23086 5698 2183 1576 17388 3556 1412 3515 569 1256 2946 309
2144 7210 4603 2607 3157 13832 12553 10268 2692 2285 1707 2417 1955 1687 462
shrinkage=0.1
Tree=78
num_leaves=29
num_cat=0
split_feature=183 101 186 115 112 10 168 77 194 92 92 89 138 178 162 140 154 152
121 41 168 183 78 174 128 166 156 175
split_gain=4.40029 4.31715 4.31065 5.39995 6.72145 5.28323 5.20161 5.14724 5.84286
4.92097 4.68761 6.10822 5.8094 6.69343 5.848 9.14966 5.54846 6.68041 8.11122
5.32482 5.19722 5.00433 4.61266 4.58994 4.51491 4.29054 4.16495 3.56714
threshold=0.991621 -30.514793 -0.800163 0.901489 0.713059 67.5 0.005324 4.5309
0.899393 0.50191 0.792492 72.251533 0.577218 0.889442 0.182833 -0.02963 1171.396971
0.019576 0.341601 0.996552 0.002876 -0.691846 0.595425 0.0 0.107369 0.001665
0.000711 0.989779
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
left_child=2 -2 3 7 5 -5 9 25 -9 -6 11 16 13 21 15 -14 17 18 -4 27 -19 -12 -11 -17
-16 -1 -23 -15
right_child=1 -3 10 4 6 -7 -8 8 -10 22 12 -13 14 19 24 23 -18 20 -20 -21 -22 26 -24
-25 -26 -27 -28 -29
leaf_value=0.014883 -0.051631 0.057669 -0.009403 -0.07003 0.037815 0.030335
0.102816 0.092967 -0.046136 -0.092255 0.092675 0.090463 0.056845 -0.031846 0.067122
-0.145021 -0.118859 -0.016895 0.038332 -0.133722 0.005828 -0.036027 0.021292 -
0.011255 -0.05923 -0.06959 0.026788 0.062604
leaf_weight=16.05936 4.2137 22.617433 65.9769 41.433006 10.611301 5.933777 4.360643
11.364638 4.025062 9.625793 8.386897 6.949868 11.753811 27.4708 43.898262 4.599932
4.032684 275.554437 77.063813 4.47955 158.408248 14.336011 5.593768 5.747276
2.944808 9.484617 39.20319 4.585441
leaf_count=1076 114 1109 1933 788 336 162 136 600 158 168 416 598 461 730 1691 233
75 9678 3361 98 3592 411 156 216 93 236 1545 126
internal_value=0.0 0.040344 -0.000703 -0.01843 -0.033929 -0.057398 0.002911
0.010918 0.05645 -0.014204 0.002078 -0.002124 0.016838 0.00123 0.03908 -0.003268 -
0.003247 -0.002419 0.016314 -0.032655 -0.008598 0.021259 -0.050562 -0.071573
0.059054 -0.016568 0.009913 -0.018161
internal_weight=0.0 26.8311 873.884 118.492 77.5583 47.3668 30.1915 40.9337 15.3897
25.8309 755.392 587.986 167.406 98.4619 68.9441 22.101 581.036 577.003 143.041
36.5358 433.963 61.9261 15.2196 10.3472 46.8431 25.544 53.5392 32.0562
internal_count=30296 1223 29073 3816 1746 950 796 2070 758 660 25257 19237 6020
3326 2694 910 18639 18564 5294 954 13270 2372 324 449 1784 1312 1956 856
shrinkage=0.1
Tree=79
num_leaves=29
num_cat=0
split_feature=77 37 15 13 152 183 77 90 115 141 72 77 129 115 89 55 30 114 156 66
132 132 162 161 161 38 15 41
split_gain=3.92143 4.18699 4.0564 6.16615 6.06034 5.94227 5.49378 6.72468 7.88045
8.52732 8.19823 7.92653 7.67049 7.6121 6.46636 6.85061 5.89857 5.84484 5.49618
4.73655 4.74764 6.63639 4.58471 4.41998 4.84983 5.17343 4.83433 5.64625
threshold=39.57794 1.317573 0.415736 0.198845 0.005258 -0.673673 20.075269 -
3.466492 0.292332 0.019981 0.273162 -30.168148 -1.039784 1.309263 41.34167 0.195715
0.401615 -1.17591 0.056635 0.010057 0.169291 0.233016 0.975426 0.120778 0.584297 -
0.019332 0.219788 0.466708
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
left_child=2 -2 3 4 -1 22 7 17 9 10 -9 -10 -11 -13 16 -16 18 -4 -8 -7 -21 -22 -5 26
-25 -26 -6 -28
right_child=1 -3 6 5 23 19 14 8 11 12 -12 13 -14 -15 15 -17 -18 -19 -20 20 21 -23 -
24 24 25 -27 27 -29
leaf_value=0.091242 0.0868 -0.01328 -0.101904 0.055846 0.01644 0.040294 -0.063535
0.059568 0.073665 -0.076513 -0.033339 -0.040778 0.057061 -0.002051 -0.082481
0.056885 -0.071211 0.000254 0.044635 0.019701 -0.094593 -0.014709 -0.049427
0.055593 0.052666 -0.021367 -0.131723 0.012237
leaf_weight=12.703048 10.518939 6.832585 12.127195 25.903458 18.408286 18.341427
8.243853 12.929414 11.602353 4.548174 35.00381 64.267098 59.7098 240.545751
4.681101 13.432338 37.011445 10.296581 10.673751 35.790711 11.192605 135.160687
4.835778 39.277452 14.939339 25.272383 5.987791 4.886693
leaf_count=797 731 221 125 990 816 716 187 679 363 167 1874 2116 3527 5469 125 529
928 221 413 1264 288 4294 132 1541 756 662 169 196
internal_value=0.0 0.047455 -0.00043 0.007861 0.026095 -0.001719 -0.006003 -
0.001853 0.000942 0.023706 -0.008189 -0.00713 0.047494 -0.01023 -0.031232 0.020573
-0.048038 -0.055126 -0.002516 -0.008006 -0.012894 -0.02088 0.039149 0.018407
0.030638 0.006163 -0.014744 -0.067348
internal_weight=0.0 17.3515 877.772 352.7 121.475 231.225 525.073 451.03 428.606
112.191 47.9332 316.415 64.258 304.813 74.0425 18.1134 55.929 22.4238 18.9176
200.485 182.144 146.353 30.7392 108.772 79.4892 40.2117 29.2828 10.8745
internal_count=30296 952 29344 12621 4937 7684 16723 14541 14195 6247 2553 7948
3694 7585 2182 654 1528 346 600 6562 5846 4582 1122 4140 2959 1418 1181 365
shrinkage=0.1
Tree=80
num_leaves=29
num_cat=0
split_feature=190 161 113 89 24 114 140 152 187 114 11 153 114 62 142 38 167 20 12
103 106 62 103 77 141 59 162 183
split_gain=4.1564 7.91738 4.53804 6.91525 7.60833 12.1155 8.26939 8.01639 8.18475
8.24986 7.18954 9.77475 9.07562 6.26707 7.57257 7.0697 6.21157 6.204 5.98595
5.97513 7.41748 5.89466 12.9034 7.06714 7.6766 6.88337 12.0557 7.28412
threshold=-0.999998 0.889947 0.739485 37.390635 48.684974 -2.795524 -0.017005
0.393088 -0.308635 -1.753528 3.5 25.580631 0.399866 3.402016 -1.295915 -1.451967
0.003829 0.229296 0.65 4.90349 0.372775 4.618517 -0.265478 -1.704717 0.044131
0.313575 0.056695 -0.309061
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
left_child=1 -1 13 4 7 -6 -7 16 9 -9 11 -5 19 14 -2 -16 -4 -14 -10 20 -12 22 -15 24
-24 -23 27 -27
right_child=2 -3 3 10 5 6 -8 8 18 -11 12 -13 17 21 15 -17 -18 -19 -20 -21 -22 25 23
-25 -26 26 -28 -29
leaf_value=0.045703 -0.044683 -0.041016 0.047236 0.067063 0.068957 -0.071947
0.048577 -0.049563 -0.006039 0.055068 0.043415 -0.010954 0.040562 0.082549 -
0.047508 0.060334 -0.004453 -0.053962 -0.083525 0.076378 -0.061696 -0.028943
0.052529 -0.115808 -0.096736 0.023418 0.012575 -0.066974
leaf_weight=46.116736 12.794463 13.544674 54.278898 54.806654 9.164516 42.349722
6.49838 11.553445 18.053048 21.261546 17.471615 22.632505 8.866324 6.068451 7.20397
36.59401 40.523464 30.850097 22.318218 18.404016 10.777601 113.415077 6.948361
18.407897 6.658501 11.865829 185.313729 35.091715
leaf_count=2445 187 473 2631 4076 158 636 403 355 1129 829 566 308 232 193 167 1476
1148 621 771 966 245 2972 170 306 161 444 5359 869
internal_value=0.0 0.025963 -0.001343 0.006512 -0.004823 -0.036019 -0.055828
0.005957 -0.018883 0.018158 0.022152 0.04426 0.002292 -0.0083 0.022734 0.042507
0.025145 -0.032786 -0.048995 0.032186 0.003202 -0.012884 -0.050184 -0.075542 -
0.020579 -0.008759 0.001098 -0.044105
internal_weight=0.0 59.6614 830.172 389.81 226.001 58.0126 48.8481 167.989 73.1863
32.815 163.809 77.4392 86.3697 440.362 56.5924 43.798 94.8024 39.7164 40.3713
46.6532 28.2492 383.77 38.0832 32.0148 13.6069 345.686 232.271 46.9575
internal_count=30296 2918 27378 15074 8060 1197 1039 6863 3084 1184 7014 4384 2630
12304 1830 1643 3779 853 1900 1777 811 10474 830 637 331 9644 6672 1313
shrinkage=0.1
Tree=81
num_leaves=29
num_cat=0
split_feature=12 179 63 180 167 140 91 115 75 114 103 153 116 189 115 116 141 85
140 38 153 114 113 153 88 141 114 187
split_gain=4.11251 4.20149 8.25299 8.72846 8.57497 9.44607 9.82925 8.50479 10.7519
9.40915 9.39034 7.97963 9.28087 7.96924 5.73172 7.41752 10.6698 7.25259 7.24654
7.11912 6.89045 6.24507 5.94477 5.02033 4.5995 6.1219 6.20819 4.4383
threshold=84.95 0.7534 9.692701 31.05675 0.001262 -0.013151 0.805477 0.739108 -
3.730107 -0.86934 -26.93526 3.087327 2.351273 0.872086 -1.495573 0.302518 0.153375
0.062895 -1.346941 0.013921 10.305227 -0.946479 0.072412 0.407313 10.925395
0.111784 1.968297 0.382882
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
left_child=1 2 3 4 5 6 -1 8 9 10 -4 12 -6 -13 27 16 20 -17 -19 -20 -16 -22 -18 -10
-9 26 -26 -3
right_child=-2 14 7 -5 11 -7 -8 24 23 -11 -12 13 -14 -15 15 17 22 18 19 -21 21 -23
-24 -25 25 -27 -28 -29
leaf_value=-0.016244 0.101953 -0.075871 -0.121664 0.095796 0.065248 0.087397
0.072201 0.111609 -0.080777 -0.122146 0.066513 -0.014537 -0.040905 0.049798
0.103197 -0.077141 0.034906 -0.095079 -0.026144 0.025074 0.00471 0.088642 -0.078981
0.08476 0.085134 -0.064171 -0.044617 0.001712
leaf_weight=44.563333 3.886806 21.707049 3.684383 9.265118 28.98933 20.128547
17.392701 14.022523 2.03704 9.210421 8.824593 386.157817 11.405263 20.170932
12.623126 18.794994 6.535842 9.223329 60.439004 49.094486 44.527832 10.994596
14.835947 13.52397 20.001886 4.525684 4.443671 11.091653
leaf_count=3174 322 333 107 255 5603 3339 1116 659 751 351 502 5544 642 408 719 230
149 72 1038 610 609 178 211 1033 1437 158 553 193
internal_value=0.0 2.3e-05 0.004509 4.2e-05 -0.001649 0.028037 0.008633 0.0344 -
0.000537 -0.045953 0.01052 -0.007111 0.035222 -0.01133 -0.010642 -0.004983 0.017403
-0.019563 -0.010389 -0.003175 0.036741 0.021468 -0.044095 0.062674 0.064662
0.041623 0.061422 -0.049664
internal_weight=0.0 878.215 618.347 538.073 528.808 82.0846 61.956 80.2742 37.2804
21.7194 12.509 446.723 40.3946 406.329 259.868 227.069 89.5173 137.552 118.757
109.533 68.1456 55.5224 21.3718 15.561 42.9938 28.9712 24.4456 32.7987
internal_count=30296 29974 25632 20081 19826 7629 4290 5551 2744 960 609 12197 6245
5952 4342 3816 1866 1950 1720 1648 1506 787 360 1784 2807 2148 1990 526
shrinkage=0.1
Tree=82
num_leaves=29
num_cat=0
split_feature=12 11 49 93 0 102 63 102 0 63 101 89 52 157 181 101 157 168 71 157 62
40 93 22 86 63 109 95
split_gain=3.70142 3.76364 4.42951 6.09668 5.4525 5.58561 6.85886 5.34028 6.7526
8.31391 5.92619 8.14036 5.49742 9.42719 6.85799 5.29062 4.5802 4.42344 4.13803
3.86339 3.8303 3.10103 3.08859 3.00001 2.41864 1.70017 1.65876 0.859181
threshold=84.95 114.0 0.989472 0.119206 0.638182 -8.167444 9.805513 -16.467312
0.831439 7.73735 -44.005011 32.051836 0.213867 0.461829 3.220665 -1.725351 0.211295
0.000887 0.478397 0.834003 9.504291 0.378645 0.287342 0.42916 0.42621 9.789097
0.79734 0.657049
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
left_child=1 2 3 17 5 22 -7 10 12 15 11 -4 13 -9 -14 -10 -12 21 -18 23 -11 25 -5 -6
-21 -1 -19 -23
right_child=-2 -3 7 4 19 6 -8 8 9 20 16 -13 14 -15 -16 -17 18 26 -20 24 -22 27 -24
-25 -26 -27 -28 -29
leaf_value=-0.003462 0.101281 -0.074222 -0.090275 -0.02123 -0.008234 0.014483 -
0.107981 0.03573 -0.037777 0.053254 0.113673 0.066345 -0.008181 -0.016968 -0.039139
0.024507 -0.013769 0.116469 0.086586 -0.023082 -0.053263 0.100353 0.084772 -
0.077736 0.109722 -0.136958 0.045663 0.008609
leaf_weight=2.212415 3.53964 6.674686 7.470851 3.251728 11.523021 77.154236
4.770721 65.064078 29.745424 49.862475 9.88403 5.823817 333.734986 70.763401
91.085423 25.018012 9.860711 10.441815 6.90958 2.536446 3.538956 2.331732 16.101418
13.551975 2.801051 1.620829 5.173269 1.850416
leaf_count=219 322 113 86 389 390 3169 113 2239 451 1689 1027 223 9876 2251 1240
1151 797 418 883 122 144 333 1704 437 134 61 196 119
internal_value=0.0 7.9e-05 0.000662 0.015952 0.00753 0.018687 0.007227 -0.002689 -
0.004814 0.018049 0.032782 -0.02159 -0.009229 0.008273 -0.014828 -0.009307 0.05993
0.06263 0.027746 -0.02953 0.046095 0.002004 0.066882 -0.045988 0.047046 -0.062058
0.093483 0.061078
internal_weight=0.0 870.757 864.083 155.321 131.691 101.278 81.925 708.762 668.813
108.165 39.949 13.2947 560.648 135.827 424.82 54.7634 26.6543 23.6305 16.7703
30.4125 53.4014 8.01539 19.3531 25.075 5.3375 3.83324 15.6151 4.18215
internal_count=30296 29974 29861 7804 6458 5375 3282 22057 19041 3435 3016 309
15606 4490 11116 1602 2707 1346 1680 1083 1833 732 2093 827 256 280 614 452
shrinkage=0.1
Tree=83
num_leaves=29
num_cat=0
split_feature=166 195 153 87 193 188 101 49 89 49 156 101 11 24 9 187 114 127 48
195 49 166 54 141 88 181 9 37
split_gain=4.44438 8.60018 6.71477 8.86951 8.13579 6.54842 7.97704 7.46529 10.1209
5.86848 7.71292 7.56367 7.35485 5.85134 6.4435 5.66198 5.5843 5.3119 5.19684
4.60514 11.2463 7.54137 7.86479 6.33893 11.34 9.95601 7.48951 7.68406
threshold=0.001206 0.740465 16.827212 0.50665 0.351048 -0.643489 -17.332938
7.400533 32.160135 2.306163 0.88648 -21.999994 3.5 45.470049 0.496269 0.205764 -
0.1675 -0.610391 0.449932 0.980922 5.154172 0.000504 0.606013 0.031971 -4.771847
0.02823 0.261387 0.678073
decision_type=2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2
left_child=19 5 4 15 -3 -2 9 -8 -9 12 11 -11 -7 14 -6 -4 -10 -15 -5 23 -21 -22 -23
24 -1 -26 -25 -28
right_child=1 2 3 18 13 6 7 8 16 10 -12 -13 -14 17 -16 -17 -18 -19 -20 20 21 22 -24
26 25 -27 27 -29
leaf_value=-0.06081 0.063325 0.056282 -0.030779 -0.046394 -0.007227 0.090781
0.048789 -0.073298 0.099841 -0.012121 0.044837 -0.115299 -0.034267 0.065846 -
0.131267 -0.11839 -0.02687 -0.051303 0.062324 -0.00749 0.081304 0.065437 -0.037464
-0.034489 -0.099613 0.021114 0.026347 -0.052878
leaf_weight=23.082572 33.525218 23.095429 15.280186 7.620469 9.572171 9.552509
71.047485 13.694442 8.221711 14.285688 8.41244 14.150293 9.095217 10.201301
7.402636 14.416934 5.906517 6.11242 10.134584 142.689696 28.496856 13.528172
16.24337 151.139652 7.117117 130.501871 48.087914 16.32022
leaf_count=276 1260 812 208 122 240 291 2609 184 213 278 175 136 143 322 111 129
102 164 158 8593 1995 398 317 3925 304 4388 2139 304
internal_value=0.0 0.01055 -0.012532 -0.040222 0.010776 0.023312 0.014582 0.031607
-0.01224 -0.015729 -0.038846 -0.063708 0.029852 -0.020825 -0.061797 -0.07358
0.046946 0.021838 0.015595 -0.004592 0.007624 0.044611 0.009309 -0.01112 0.003905
0.014801 -0.022325 0.006208
internal_weight=0.0 291.728 103.836 47.4522 56.384 187.892 154.366 98.8702 27.8227
55.4961 36.8484 28.436 18.6477 33.2885 16.9748 29.6971 14.1282 16.3137 17.7551
577.207 200.958 58.2684 29.7715 376.249 160.702 137.619 215.548 64.4081
internal_count=30296 7657 2266 617 1649 5391 4131 3108 499 1023 589 414 434 837 351
337 315 486 280 22639 11303 2710 715 11336 4968 4692 6368 2443
shrinkage=0.1
Tree=84
num_leaves=29
num_cat=0
split_feature=166 25 114 180 137 180 195 145 115 102 112 151 38 22 195 154 38 114
195 194 102 101 75 76 36 153 153 104
split_gain=3.74928 5.57496 7.43218 6.29266 7.53682 6.26377 5.58068 5.33192 7.89643
6.23875 5.47573 5.27115 5.19188 5.01106 4.33545 4.28065 6.76365 4.90978 9.07394
8.66141 8.85116 11.0704 7.72592 8.29874 9.19132 7.64659 7.35336 16.3578
threshold=0.001533 43.797402 0.929188 22.3676 0.864752 457.1086 0.927974 0.233273 -
0.758894 23.383918 0.931967 0.200363 0.606926 0.046605 0.510018 329.237998 0.373366
0.626184 -0.85497 -0.692516 -4.982385 4.844567 2.866875 -1.030701 -0.031197
29.839064 17.597424 0.01823
decision_type=2 2 2 2 2 2 8 2 2 2 2 2 2 2 10 2 2 2 8 2 2 2 2 2 2 2 2 2
left_child=15 3 6 4 7 -5 -3 8 -2 -10 12 -4 -9 -8 -12 17 -17 18 22 -20 25 -22 23 -1
-25 -21 -19 -28
right_child=1 2 11 5 -6 -7 13 10 9 -11 14 -13 -14 -15 -16 16 -18 26 19 20 21 -23 -
24 24 -26 -27 27 -29
leaf_value=0.016325 -0.065679 0.103812 -0.063606 0.082338 0.046673 -0.046516 -
0.067469 -0.021186 0.062076 -0.031896 0.089975 0.040062 -0.079781 0.060451 -
0.027048 0.015049 -0.090743 -0.024574 0.049639 0.057911 -0.020507 0.042714 0.02135
-0.073554 0.021639 -0.030071 -0.043731 0.064307
leaf_weight=23.2576 9.751384 19.125576 9.21121 16.641304 24.087989 4.793816
4.354647 45.533924 25.069957 9.739557 6.184078 10.281399 22.691835 9.751577
6.304295 10.689513 13.696676 162.807222 56.817159 45.97047 123.911119 35.568914
35.007319 48.542149 12.748797 12.49416 24.766251 32.033231
leaf_count=1009 201 987 251 485 694 89 92 1130 694 130 216 343 350 360 110 207 164
6890 4176 3355 2819 2527 1070 912 343 129 235 328
internal_value=0.0 0.011625 0.040022 0.002836 -0.004439 0.05339 0.068719 -0.014303
0.013427 0.035734 -0.029625 -0.008931 -0.040772 0.020699 0.031031 -0.003421 -
0.044434 -0.001784 0.004888 0.014895 0.005815 -0.006383 -0.018096 -0.034448 -
0.053731 0.039071 -0.013766 0.017183
internal_weight=0.0 223.523 52.7244 170.798 149.363 21.4351 33.2318 125.275 44.5609
34.8095 80.7141 19.4926 68.2258 14.1062 12.4884 638.311 24.3862 613.924 394.318
274.762 217.945 159.48 119.556 84.5485 61.2909 58.4646 219.607 56.7995
internal_count=30296 6132 2033 4099 3525 574 1439 2831 1025 824 1806 594 1480 452
326 24164 371 23793 16340 13006 8830 5346 3334 2264 1255 3484 7453 563
shrinkage=0.1
Tree=85
num_leaves=29
num_cat=0
split_feature=128 166 156 43 164 38 67 192 114 179 75 75 114 190 37 51 76 11 157 39
162 44 61 66 190 162 152 157
split_gain=3.53518 3.53433 7.32966 6.29067 9.52362 6.67509 5.79177 5.13568 4.92395
4.9224 4.51674 10.8073 8.12187 5.23063 4.44985 4.47045 4.3993 4.33003 4.04225
6.51082 6.79984 4.86716 4.60927 11.887 4.4879 4.02919 4.52689 3.05793
threshold=-1.448849 0.001033 0.469108 0.664196 0.346436 0.210299 0.298589 0.478675
-2.795524 1.5259 -32.354033 -16.306906 -1.568731 -0.782218 -1.667418 -1.407009
0.506141 4.5 0.968595 0.894906 0.122255 0.662948 0.564651 0.212546 -0.953327
0.659585 0.176684 0.334484
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
left_child=-1 14 3 7 25 9 -7 16 -4 -6 -10 12 -12 -13 -2 -16 -3 -18 22 21 -21 -20 24
-24 -17 26 -5 -9
right_child=1 2 8 4 5 6 -8 27 10 -11 11 13 -14 -15 15 18 17 -19 19 20 -22 -23 23 -
25 -26 -27 -28 -29
leaf_value=0.082346 0.101381 0.05137 0.075763 -0.103794 0.047712 -0.086445 -
0.003962 0.07863 0.085349 -0.037772 0.033237 0.080956 -0.096816 0.016409 0.087258
0.020644 0.017215 -0.033736 -0.037142 -0.139627 0.007747 0.041569 0.048937 -
0.006461 -0.017758 -0.126054 0.020428 0.001054
leaf_weight=5.153431 3.810136 14.327406 17.999179 5.551187 26.455361 13.544778
22.778036 16.112416 9.294948 8.936617 7.358896 16.019158 13.47522 57.607268 5.0186
34.990527 31.655411 35.028386 23.434 9.431465 4.628475 11.699757 51.38197
156.354459 228.931331 10.162642 6.034991 7.453568
leaf_count=606 684 431 506 94 808 186 340 529 306 130 216 664 262 2052 214 1528 908
668 969 257 250 598 2416 6001 8172 150 147 204
internal_value=0.0 -2e-05 0.008278 -0.003588 -0.022434 -0.004803 -0.034891 0.013249
0.027578 0.026051 0.019149 0.012548 -0.050875 0.030551 -0.005033 -0.005824 0.001262
-0.00954 -0.006738 -0.033992 -0.091283 -0.010857 -0.003887 0.00725 -0.012657 -
0.080257 -0.039324 0.054242
internal_weight=0.0 849.476 319.795 198.041 93.4636 71.7148 36.3228 104.577 121.755
35.392 103.755 94.4605 20.8341 73.6264 529.681 525.871 81.0112 66.6838 520.852
49.1937 14.0599 35.1338 471.658 207.736 263.922 21.7488 11.5862 23.566
internal_count=30296 29690 8601 4595 1855 1464 526 2740 4006 938 3500 3194 478 2716
21089 20405 2007 1576 20191 2074 507 1567 18117 8417 9700 391 241 733
shrinkage=0.1
Tree=86
num_leaves=29
num_cat=0
split_feature=115 62 62 102 115 12 75 75 115 154 115 12 62 116 24 154 142 62 62 154
25 102 75 102 62 77 67 177
split_gain=3.51308 7.52494 8.01298 4.45152 11.4578 8.81325 8.39229 9.08802 11.6288
8.97442 10.1509 11.7958 7.63287 9.04308 8.10018 6.67352 8.21159 7.15531 6.39666
7.82122 6.5355 6.21761 12.4106 6.12244 5.69908 5.36673 4.72556 4.38468
threshold=-2.42354 6.453244 9.298743 14.879075 3.108237 70.65 -8.928949 -12.02125
2.785616 43.514742 3.054131 0.55 7.210191 0.617945 61.715375 15.16732 -0.211639
9.43606 8.5241 24.155295 25.933557 18.299749 -14.497383 19.732179 -0.204996 -
5.839251 0.438857 0.91346
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
left_child=1 -1 -3 5 15 6 7 12 -9 18 11 -11 14 -14 -2 17 24 23 20 -20 -8 22 -18 -5
-17 -23 -26 -25
right_child=3 2 -4 4 -6 -7 9 8 -10 10 -12 -13 13 -15 -16 16 21 -19 19 -21 -22 25 -
24 27 26 -27 -28 -29
leaf_value=0.108969 -0.007339 -0.099838 0.099232 0.018296 -0.090533 0.105761 -
0.016547 -0.07157 0.066522 -0.030198 0.075061 0.028886 0.050943 -0.011655 -0.092954
-0.04689 -0.1201 0.089129 -0.005871 0.055987 0.084734 0.032068 -0.000862 -0.049396
0.017565 -0.008689 0.082342 -0.136943
leaf_weight=2.687806 67.316137 13.197768 2.304698 7.740232 15.842356 8.824204
7.658596 37.762334 7.186958 88.75402 16.428701 54.428729 47.649001 44.574162
13.146827 6.85467 13.475986 3.54556 48.63738 35.110303 36.511991 42.60572 24.5459
15.073022 22.36002 132.687585 22.848117 9.377907
leaf_count=320 1442 517 620 968 203 1193 288 907 171 1477 273 1074 1767 1076 182 73
170 752 5612 897 4459 945 521 1040 424 2130 499 296
internal_value=0.0 -0.042883 -0.069764 0.001434 -0.007883 0.007183 0.00544 -
0.009369 -0.049375 0.016653 0.000826 -0.007725 0.001057 0.020692 -0.021431 -
0.003505 0.001959 -0.044018 0.036378 0.02008 0.067148 -0.00673 -0.043338 -0.058928
0.037533 0.001222 0.050428 -0.083401
internal_weight=0.0 18.1903 15.5025 830.946 316.957 513.989 505.165 217.635 44.9493
287.53 159.611 143.183 172.686 92.2232 80.463 301.115 265.378 35.7367 127.918
83.7477 44.1706 213.315 38.0219 32.1912 52.0628 175.293 45.2081 24.4509
internal_count=30296 1457 1137 28839 8021 20818 19625 5545 1078 14080 2824 2551
4467 2843 1624 7818 4762 3056 11256 6509 4747 3766 691 2304 996 3075 923 1336
shrinkage=0.1
Tree=87
num_leaves=29
num_cat=0
split_feature=188 88 153 154 166 195 64 23 51 114 114 114 114 1 89 115 194 62 23 89
115 36 156 37 20 144 186 121
split_gain=3.33938 4.55677 3.87607 3.26618 3.25832 5.94775 6.22328 6.77748 7.71604
5.40089 5.16808 16.5602 8.94476 4.51947 4.51286 6.91693 8.54567 8.79592 6.68699
5.94421 5.43368 5.26162 4.10468 2.87006 2.39572 1.45159 0.838976 0.822993
threshold=0.984001 32.599126 13.022193 3.696441 0.001206 0.427245 9.644207
21.004185 4.725545 -1.586988 -1.79315 -1.513675 0.170904 0.292893 0.0 0.329392 -
0.435305 8.830196 11.572742 55.983149 0.554709 9.268807 0.955845 0.381965 0.017011
0.801127 -0.278031 0.271998
decision_type=2 2 2 2 2 10 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 24 -1 14 10 7 9 -9 -7 13 -12 -13 22 20 16 21 -18 -17 -20 -5 -16 -6 -
15 -2 26 -3 -8
right_child=1 25 -4 4 5 6 27 8 -10 -11 11 12 -14 23 15 18 17 -19 19 -21 -22 -23 -24
-25 -26 -27 -28 -29
leaf_value=0.097125 -0.016512 -0.067455 0.005199 -0.116664 0.011114 -0.01174
0.029877 -0.044884 0.020704 -0.099982 -0.101316 0.073933 0.003004 0.021215 0.06557
0.060574 0.031069 -0.027381 -0.016421 0.038829 -0.001745 -0.074067 0.106453
0.114359 0.103403 -0.116251 0.089566 0.103481
leaf_weight=3.310643 1.902373 0.542113 10.680593 7.848278 29.411895 13.440451
2.405004 26.416158 55.392208 14.380507 12.146789 24.582176 63.818319 4.636231
35.644746 12.560626 48.235997 55.014807 350.353325 20.522485 8.593638 2.837576
5.261388 12.217317 11.39018 2.282955 0.645214 4.865361
leaf_count=10445 45 72 200 86 649 202 97 497 1280 167 196 1067 1431 127 1970 172
1343 1333 6197 806 143 50 199 286 727 103 171 235
internal_value=0.0 0.034733 0.050291 -0.000677 -0.001088 0.007905 -0.009044 -
0.015019 -0.000486 -0.05757 0.02094 0.007714 0.022796 0.046668 -0.005557 -0.003935
0.014932 -5.9e-05 -0.010914 -0.013352 -0.057008 0.055094 0.025853 0.089056 0.086154
-0.07096 0.01721 0.079959
internal_weight=0.0 27.4434 23.9731 813.896 810.585 268.974 116.9 109.629 81.8084
27.821 152.074 100.547 88.4005 51.5268 541.611 525.17 141.733 103.251 383.436
370.876 16.4419 38.4823 34.6733 16.8535 13.2926 3.47028 1.18733 7.27037
internal_count=30296 1318 972 28978 18533 6433 2478 2146 1777 369 3955 2694 2498
1261 12100 11871 4696 2676 7175 7003 229 2020 848 413 772 346 243 332
shrinkage=0.1
Tree=88
num_leaves=29
num_cat=0
split_feature=77 142 77 141 73 23 109 111 107 99 72 167 115 142 31 13 111 90 98 119
189 109 113 115 115 51 97 118
split_gain=3.20838 3.85719 3.54522 9.39742 5.4379 4.22409 5.21502 3.74765 7.94337
8.37905 6.77347 5.06299 4.94665 6.27808 5.04964 4.93483 4.82776 5.07347 4.74256
4.7306 4.69257 6.92299 9.10563 5.31092 5.43557 5.00989 4.54312 4.50213
threshold=39.57794 -0.085805 28.775319 0.201769 0.880428 37.207013 0.810648
0.820997 0.321534 0.419525 0.566624 0.004772 2.762654 0.0 0.654209 0.253039
0.744043 35.933028 0.873518 0.863483 0.671214 0.20381 0.463414 -2.42354 -0.136174
2.528314 0.185058 0.798856
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
left_child=2 -2 7 4 5 -4 -7 16 10 12 -9 19 14 -14 -10 26 20 27 -17 -12 23 22 -22 25
-25 -1 -11 -18
right_child=1 -3 3 -5 -6 6 -8 8 9 15 11 -13 13 -15 -16 18 17 -19 -20 -21 21 -23 -24
24 -26 -27 -28 -29
leaf_value=0.057985 -0.021715 0.081232 -0.092851 0.107307 0.041568 0.072195 -
0.085664 0.069094 0.022858 -0.060991 0.080332 -0.033106 -0.067318 0.060265 0.09412
-0.015426 -0.062239 0.041853 -0.071316 -0.032738 -0.060553 0.060049 0.069848
0.019833 -0.007776 -0.111747 0.040418 0.009119
leaf_weight=2.150122 5.550052 10.22645 19.05957 4.274426 5.455072 4.087872 4.102108
37.056554 36.016931 5.5563 11.670725 16.153264 10.405663 6.006263 13.73391
49.588674 34.896377 7.932265 21.891186 5.320885 14.632305 29.360638 8.324256
90.001391 341.742881 7.916362 20.190968 11.765628
leaf_count=332 196 756 237 176 253 449 194 1440 1419 182 742 446 169 197 631 1564
1007 847 509 242 446 1424 413 4777 9615 357 865 411
internal_value=0.0 0.04502 -0.00038 -0.0306 -0.048905 -0.067138 -0.006795 0.00105
0.011656 -0.000429 0.039766 0.006843 0.026995 -0.020479 0.042689 -0.01911 -0.003465
-0.031658 -0.032627 0.044866 -0.000342 0.027948 -0.013128 -0.0037 -0.002015 -
0.075182 0.018351 -0.044238
internal_weight=0.0 15.7765 819.293 36.979 32.7046 27.2496 8.18998 782.314 233.591
163.39 70.2014 33.1449 66.1628 16.4119 49.7508 97.2271 548.722 54.5943 71.4799
16.9916 494.128 52.3172 22.9566 441.811 431.744 10.0665 25.7473 46.662
internal_count=30296 952 29344 1309 1133 880 643 28035 8406 5536 2870 1430 2416 366
2050 3120 19629 2265 2073 984 17364 2283 859 15081 14392 689 1047 1418
shrinkage=0.1
Tree=89
num_leaves=29
num_cat=0
split_feature=153 37 102 103 89 114 12 102 115 153 62 89 115 25 37 140 77 85 128
180 51 167 115 128 107 143 85 100
split_gain=3.29371 5.09654 4.3835 13.6815 10.91 8.48273 10.7054 9.91401 9.63662
9.37621 8.59473 7.16078 6.62354 6.8771 6.59526 6.25669 9.09429 5.32998 4.99427
14.5745 11.3585 4.60321 4.28064 7.23139 4.04699 3.75846 2.20723 4.07559
threshold=47.308573 0.866597 6.708085 -3.3626 0.0 0.84175 34.65 0.457028 1.420763
18.312197 7.240955 15.609484 3.108237 17.669933 0.879151 -0.058389 -17.759276
0.570741 -0.412257 28.08535 2.865774 0.004601 2.785616 -0.59997 0.282267 0.24547
0.928942 0.928896
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
left_child=2 24 3 5 -4 7 8 9 -7 10 -1 -10 13 -6 -11 16 -9 -17 19 -15 -20 -14 23 -3
-2 -26 -5 -28
right_child=1 22 4 26 12 6 -8 15 11 14 -12 -13 21 18 -16 17 -18 -19 20 -21 -22 -23
-24 -25 25 -27 27 -29
leaf_value=0.002008 0.068382 -0.123188 -0.126436 0.094182 -0.069692 -0.108653
0.112139 -0.068079 0.088146 -0.024716 0.061582 -0.02049 -0.003786 0.005524 0.054489
-0.014499 0.062677 -0.114159 0.006066 0.110943 -0.056233 -0.10417 0.00318 -0.011758
0.031611 -0.056456 0.087525 -0.112417
leaf_weight=34.572287 8.318411 12.469049 7.158382 21.119606 13.480691 11.826166
6.036327 8.657069 6.394335 43.543276 81.143193 94.073664 8.092176 210.963385
13.757998 10.85454 13.478688 10.644685 101.828778 13.89844 40.956623 10.499148
11.391206 10.948025 9.121796 10.126471 2.689517 1.51966
leaf_count=1658 119 92 74 2166 218 515 80 73 355 600 6338 2999 181 7278 182 191 272
131 4107 404 1206 135 126 184 144 115 282 71
internal_value=0.0 -0.021608 0.002271 0.010303 -0.00484 0.004931 -0.016588 0.016692
-0.023603 0.027436 0.043809 -0.013491 -0.002631 0.000215 -0.005622 -0.025852
0.011416 -0.064168 0.002798 0.012086 -0.01182 -0.060769 -0.047004 -0.071387
0.010464 -0.014704 0.081038 0.014216
internal_weight=0.0 62.375 767.189 360.311 406.878 334.982 118.33 216.652 112.294
173.017 115.715 100.468 399.719 381.128 57.3013 43.635 22.1358 21.4992 367.647
224.862 142.785 18.5913 34.8083 23.4171 27.5667 19.2483 25.3288 4.20918
internal_count=30296 780 29516 15913 13603 13394 3949 9445 3869 8778 7996 3354
13529 13213 782 667 345 322 12995 7682 5313 316 402 276 378 259 2519 353
shrinkage=0.1
Tree=90
num_leaves=29
num_cat=0
split_feature=138 117 163 93 54 92 177 170 54 16 180 51 175 140 128 128 24 25 34
135 123 46 88 94 44 62 185 107
split_gain=3.01288 5.26671 4.95351 5.13797 5.69584 4.27797 5.86518 5.48506 4.86313
4.33521 4.27325 4.10173 4.51089 4.07865 6.29205 6.6396 6.45948 8.81344 4.97563
6.54852 4.83644 4.82096 5.17277 4.55599 4.49182 4.30765 3.92464 3.81999
threshold=0.849014 0.179453 0.271289 0.574389 0.22987 0.537738 0.000292 0.392336
0.47582 0.766088 112.04575 2.528314 0.995841 -1.427731 -1.242032 -0.963279
50.979342 29.69255 0.075057 0.416784 0.664162 0.15872 15.983229 0.246462 0.48001
2.419056 -0.136426 0.707787
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
left_child=13 2 3 -2 -5 7 27 10 -8 -9 11 -3 -13 -1 -15 16 17 -16 19 20 -17 23 -23 -
20 -21 -18 -19 -7
right_child=1 5 -4 4 -6 6 8 9 -10 -11 -12 12 -14 14 15 18 25 26 21 24 -22 22 -24 -
25 -26 -27 -28 -29
leaf_value=-0.051139 0.050616 0.035647 0.074888 -0.164408 0.021036 -0.052031
0.090144 0.039105 0.017568 -0.041418 -0.116737 -0.021814 -0.118112 0.072571
0.007077 0.109425 -0.06697 -0.16146 0.05891 -0.165252 -0.07112 -0.013104 0.008111
0.009205 -0.036918 0.054366 -0.065719 0.044881
leaf_weight=16.853357 8.854436 9.298254 22.45485 3.012976 3.493577 12.951192
15.168615 26.040442 23.663379 8.891463 5.392081 27.176737 5.868341 11.197977
9.646132 3.340645 4.222757 8.308846 24.60889 5.209712 2.526332 233.7469 225.861504
73.307111 5.821274 9.00085 9.295792 5.819019
leaf_count=230 598 655 1265 113 284 619 508 830 705 242 71 935 101 741 185 242 101
199 1094 189 142 4806 11396 2954 249 259 280 303
internal_value=0.0 0.011972 0.045048 0.001165 -0.065717 0.003023 0.023931 -0.011541
0.046091 0.018521 -0.033559 -0.022714 -0.039225 -0.002723 -0.001411 -0.002771 -
0.041871 -0.069637 -7e-06 -0.053324 0.031576 0.001615 -0.002676 0.021752 -0.09848
0.015338 -0.111563 -0.021852
internal_weight=0.0 178.085 37.8158 15.361 6.50655 140.27 57.6022 82.6673 38.832
34.9319 47.7354 42.3433 33.0451 642.948 626.095 614.897 40.4744 27.2508 574.422
16.898 5.86698 557.524 459.608 97.916 11.031 13.2236 17.6046 18.7702
internal_count=30296 7229 2260 995 397 4969 2135 2834 1213 1072 1762 1691 1036
23067 22837 22096 1024 664 21072 822 384 20250 16202 4048 438 360 479 922
shrinkage=0.1
Tree=91
num_leaves=29
num_cat=0
split_feature=179 25 115 90 90 49 115 101 115 102 41 190 36 159 114 134 194 152 186
75 10 115 37 145 128 36 49 102
split_gain=3.09748 7.94024 6.94253 9.47519 7.64526 14.4041 11.1596 8.75001 10.5693
8.12512 7.17696 9.72719 7.75667 6.55777 6.33007 6.84335 6.42418 8.22332 6.35806
6.2442 7.84426 6.19195 6.10567 5.9835 5.9267 5.42982 4.48838 4.41796
threshold=0.25415 62.40687 3.073517 32.671387 24.954292 1.520157 3.046068 -
24.669189 1.704349 -16.467312 0.762184 -0.828312 -0.630259 0.623149 2.230344
0.289444 0.793464 0.003475 -0.234388 -9.087169 69.5 3.102437 -0.039462 0.403052 -
0.170258 -0.960624 3.95528 13.278838
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
left_child=1 2 4 -4 10 6 24 9 -9 -7 11 25 -13 -12 15 27 17 -17 -16 20 -19 -21 -18 -
20 -6 -1 -24 -2
right_child=14 -3 3 -5 5 7 -8 8 -10 -11 13 12 -14 -15 18 16 22 19 23 21 -22 -23 26
-25 -26 -27 -28 -29
leaf_value=-0.024518 -0.002851 0.091013 0.082105 -0.062772 -0.128318 0.05594 -
0.197727 -0.006156 0.054641 -0.052665 0.046535 -0.000855 -0.054281 -0.022008 -
0.099141 0.06724 0.054656 -0.025918 0.049736 0.041117 0.075587 -0.065201 -0.055109
-0.064023 0.094056 0.065601 0.001877 -0.042751
leaf_weight=11.138168 56.260243 10.642127 21.919596 5.598543 1.166175 8.255789
1.36524 75.84376 45.765833 39.42556 32.664191 40.845148 81.402067 24.22429 13.97952
28.485091 9.661058 59.437021 8.76266 56.388454 8.638256 5.977753 32.57469 9.584813
31.412256 16.440951 23.880384 54.836917
leaf_count=314 1277 1784 565 178 25 805 19 6649 1980 487 1175 1275 2326 662 170
1037 234 1032 114 1510 281 83 486 130 3541 736 407 1014
internal_value=0.0 0.006026 0.003938 0.052477 0.000666 0.014438 0.073802 0.002495
0.016737 -0.033766 -0.012869 -0.024351 -0.036454 0.017338 -0.006349 -0.002275
0.007746 0.018645 -0.048553 0.007985 -0.012937 0.030828 -0.018423 -0.009648
0.085729 0.0292 -0.031017 -0.022575
internal_weight=0.0 448.11 437.468 27.5181 409.949 203.235 33.9437 169.291 121.61
47.6813 206.715 149.826 122.247 56.8885 368.467 336.14 225.043 158.927 32.327
130.441 68.0753 62.3662 66.1161 18.3475 32.5784 27.5791 56.4551 111.097
internal_count=30296 22521 20737 743 19994 13506 3585 9921 8629 1292 6488 4651 3601
1837 7775 7361 5070 3943 414 2906 1313 1593 1127 244 3566 1050 893 2291
shrinkage=0.1
Tree=92
num_leaves=29
num_cat=0
split_feature=166 195 154 78 101 62 38 102 175 179 191 154 23 166 14 101 14 166 11
168 165 102 11 175 113 188 11 76
split_gain=3.04495 5.72029 5.72753 6.64045 5.28501 7.12295 8.62306 6.43365 6.38535
6.37582 5.25655 5.06494 7.88186 4.97558 4.96974 4.69511 4.66766 4.25204 4.22706
4.59579 4.04783 3.83379 10.6737 9.32509 6.24124 7.02032 6.99181 8.42666
threshold=0.001206 0.740465 99.117222 0.924047 -13.665806 7.440703 0.088748
10.779049 0.92828 0.47275 -0.054097 35.163891 22.773042 0.004232 0.125955 -
29.123886 0.758622 0.001996 66.5 0.004449 0.062408 25.646662 51.5 0.631971 0.790067
0.606918 47.5 -9.231878
decision_type=2 10 2 2 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=21 4 3 14 5 13 9 -6 11 20 -10 12 -9 15 -3 -2 -16 -17 19 -4 -7 24 -23 -24
26 -26 -1 -28
right_child=1 2 18 -5 7 6 -8 8 10 -11 -12 -13 -14 -15 16 17 -18 -19 -20 -21 -22 22
23 -25 25 -27 27 -29
leaf_value=-0.018023 0.016157 0.054594 -0.065076 0.067602 0.103901 -0.022808
0.109104 -0.07663 0.026854 -0.043687 -0.094136 0.061293 0.041296 0.041095 -0.040642
-0.014931 0.029238 -0.103887 -0.107512 0.04802 0.097881 0.00911 -0.104844 0.004847
0.003672 0.051027 -0.049205 0.047888
leaf_weight=219.285503 8.61512 9.745732 8.902804 13.212872 12.160308 4.241935
10.411642 8.108768 6.989075 14.096278 7.204862 40.212753 18.264944 8.062755
37.885634 8.74218 12.680919 14.146238 8.788127 5.891787 7.737297 41.719368
21.973596 11.902988 160.38671 38.836241 11.759208 36.29443
leaf_count=7847 118 299 139 420 1278 200 357 96 160 223 164 997 936 188 790 135 362
177 109 147 362 1470 474 292 8259 2029 602 1666
internal_value=0.0 0.009206 -0.010121 0.003633 0.020319 0.000748 0.032591 0.036304
0.02601 0.001724 -0.03468 0.038994 0.004856 -0.028593 -0.01044 -0.046534 -0.023073
-0.070154 -0.052906 -0.019936 0.05519 -0.003853 -0.02473 -0.066355 -0.000464
0.012928 -0.010449 0.024056
internal_weight=0.0 266.102 97.1079 73.5252 168.994 76.0534 36.4872 92.9407 80.7804
26.0755 14.1939 66.5865 26.3737 39.5663 60.3123 31.5035 50.5666 22.8884 23.5827
14.7946 11.9792 542.158 75.596 33.8766 466.562 199.223 267.339 48.0536
internal_count=30296 7657 2266 1871 5391 1760 1142 3631 2353 785 324 2029 1032 618
1451 430 1152 312 395 286 562 22639 2236 766 20403 10288 10115 2268
shrinkage=0.1
Tree=93
num_leaves=22
num_cat=0
split_feature=167 168 36 63 24 153 188 192 190 36 167 98 38 102 103 181 24 116 173
51 182
split_gain=3.06789 4.3757 4.1292 5.08034 5.111 4.47509 5.19145 4.30548 5.68183
4.54821 5.97991 4.15466 4.10167 3.67089 3.67059 3.63106 3.36725 3.24496 2.25321
2.22374 2.01196
threshold=0.054782 0.037088 -2.253039 4.496523 23.130824 44.271139 0.412838 -
0.896592 0.99287 -1.87151 0.00906 0.941121 0.711952 4.040004 13.666886 164.067945
55.656542 -0.111409 0.0 5.667268 0.997642
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10
left_child=1 2 3 -1 -5 7 13 8 17 10 -9 -11 18 -7 -15 20 -8 -4 -6 -10 -2
right_child=15 -3 5 4 12 6 16 9 19 11 -12 -13 -14 14 -16 -17 -18 -19 -20 -21 -22
leaf_value=-0.054256 0.102715 -0.116912 0.000943 -0.063746 0.043746 -0.077034
0.05886 -0.066721 0.094865 0.008292 0.039198 -0.015798 -0.069171 0.013995 -0.065006
-0.053444 -0.027355 -0.054608 0.105197 -0.052702 -0.027776
leaf_weight=5.482446 7.381256 3.114975 15.220455 3.42913 11.74472 20.076957
9.476589 19.07807 4.839832 525.866945 7.299633 82.757491 2.035692 14.006454
9.995733 2.455816 8.508247 33.598034 12.724542 1.214118 1.347372
leaf_count=164 855 40 983 44 730 191 127 497 1039 19976 295 2842 22 181 116 30 138
952 916 43 115
internal_value=0.0 -0.000294 0.000179 0.033505 0.049733 -0.001393 -0.027093
0.000921 -0.025927 0.003246 -0.03733 0.005012 0.064626 -0.045548 -0.018973 0.052241
0.018072 -0.037293 0.076019 0.064735 0.082356
internal_weight=0.0 790.47 787.355 35.4165 29.9341 751.939 62.064 689.875 54.8724
635.002 26.3777 608.624 26.505 44.0791 24.0022 11.1844 17.9848 48.8185 24.4693
6.05395 8.72863
internal_count=30296 29296 29256 1876 1712 27380 753 26627 3017 23610 792 22818
1668 488 297 1000 265 1935 1646 1082 970
shrinkage=0.1
Tree=94
num_leaves=29
num_cat=0
split_feature=168 36 166 115 181 140 152 181 50 101 24 102 76 75 154 101 155 76 115
76 178 115 10 168 141 128 154 171
split_gain=2.85252 6.51292 5.48094 6.31281 9.36209 8.24815 4.86843 5.69678 4.67416
9.72141 6.01491 6.17703 5.83523 8.57144 8.13778 16.007 8.12253 7.80624 7.28612
8.15984 9.9701 6.84582 5.88276 5.52711 5.32544 5.2278 4.97784 4.16076
threshold=0.000241 -0.297234 0.000168 0.958686 12.35376 -0.007318 0.978483 0.178225
2.549433 -20.052881 27.720747 12.668463 3.186602 -20.11123 46.285214 -1.725351
42.575237 -2.880716 -1.946346 11.683353 0.941196 0.78298 0.0 0.000851 0.085202 -
0.125541 55.902427 0.373945
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
left_child=1 -1 3 4 -2 27 7 -3 9 25 23 -12 13 14 15 -10 -16 -15 22 20 -20 -21 -14 -
11 -13 -4 -19 -5
right_child=2 6 8 5 -6 -7 -8 -9 12 10 11 24 18 17 16 -17 -18 26 19 21 -22 -23 -24 -
25 -26 -27 -28 -29
leaf_value=0.091662 0.048083 -0.031279 -0.114886 -0.092381 -0.072601 0.042483 -
0.071404 0.099873 -0.077259 -0.117689 0.08587 0.038279 -0.089972 0.097486 0.084678
0.059726 -0.004064 0.0013 -0.004489 0.034737 -0.061948 -0.003423 0.01954 0.056078 -
0.081221 -0.004181 0.075163 -0.026191
leaf_weight=10.980851 20.487437 6.806577 4.657555 24.569594 9.256527 8.267811
6.896717 6.285434 29.509672 4.141908 29.999127 31.288046 18.078261 18.33685
14.567096 11.898157 34.707555 34.947127 85.877544 62.040679 46.543045 192.976494
6.657872 3.142515 4.142088 42.43795 12.276942 15.698008
leaf_count=2596 2110 2825 94 680 236 657 1172 727 519 79 1511 1034 234 1331 367 673
519 1912 2518 1632 915 3466 209 198 106 1311 305 360
internal_value=0.0 0.030124 -0.000788 -0.025847 0.010379 -0.048051 -0.003878
0.031844 0.002063 0.020007 0.042915 0.052521 -0.001719 0.014729 -0.005177 -0.037824
0.022252 0.042251 -0.007959 -0.00459 -0.024722 0.005865 -0.060482 -0.042789
0.024104 -0.015352 0.020634 -0.066723
internal_weight=0.0 30.9696 766.506 78.2794 29.744 48.5354 19.9887 13.092 688.226
119.809 72.7137 65.4293 568.417 156.243 90.6825 41.4078 49.2747 65.5609 412.174
387.438 132.421 255.017 24.7361 7.28442 35.4301 47.0955 47.2241 40.2676
internal_count=30296 7320 22976 4043 2346 1697 4724 3552 18933 4333 2928 2651 14600
5626 2078 1192 886 3548 8974 8531 3433 5098 443 277 1140 1405 2217 1040
shrinkage=0.1
Tree=95
num_leaves=29
num_cat=0
split_feature=92 172 81 93 65 99 61 124 66 108 13 51 0 163 64 167 24 61 178 66 134
91 4 185 91 91 167 157
split_gain=2.86382 4.64435 5.77812 6.62332 4.47208 4.02318 3.76598 6.7438 4.57766
5.9679 4.98483 4.49196 6.51976 5.38814 4.89707 4.51356 4.63768 4.42692 5.49775
4.85859 3.70766 3.52891 3.46993 3.46497 3.36587 4.73559 3.60629 3.30348
threshold=0.00493 0.742783 0.804949 0.393041 0.077351 0.285804 0.020364 0.54977
0.06342 0.231214 0.676309 1.568708 0.41523 0.427862 2.665993 0.00057 28.393287
0.999988 0.0 0.769687 0.645951 0.037244 0.371232 -0.017037 0.63473 0.124031
0.002709 0.321836
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
left_child=1 2 3 -1 -4 -3 7 21 9 10 20 12 14 -14 -10 16 -13 19 -19 -17 -8 -2 -15 -
11 25 -9 27 -26
right_child=6 5 4 -5 -6 -7 8 24 11 23 -12 15 13 22 -16 17 -18 18 -20 -21 -22 -23 -
24 -25 26 -27 -28 -29
leaf_value=-0.042578 0.057702 -0.044623 -0.036325 0.043014 0.104578 0.077693 -
0.068117 -0.00452 -0.024733 0.070553 0.061558 -0.087767 0.039311 -0.018198 0.052049
-0.011289 0.06472 -0.056637 -0.004673 0.014485 0.030771 -0.005362 -0.11438 0.019128
0.105612 -0.082284 -0.048269 -0.012491
leaf_weight=27.220981 10.191283 3.096449 3.025134 13.419852 8.202014 17.627099
13.748742 11.100616 10.009745 25.009083 6.205306 2.215219 8.671356 9.01419
46.908354 214.548276 14.892144 37.532882 44.537972 110.842588 5.142537 64.609861
6.431743 27.786562 3.851169 26.869556 11.117097 5.85643
leaf_count=1021 479 104 135 764 425 613 435 435 229 1447 350 175 534 287 3818 5811
2590 888 1101 3328 236 2210 197 1145 226 799 264 250
internal_value=0.0 0.019335 0.003291 -0.014253 0.066517 0.059244 -0.001496 -
0.016636 0.00197 0.024523 -0.015551 -0.001506 0.020053 -0.02343 0.038507 -0.005627
0.044549 -0.007746 -0.028488 -0.002504 -0.041115 0.003272 -0.058756 0.043589 -
0.041952 -0.059646 -0.009516 0.034774
internal_weight=0.0 72.5915 51.868 40.6408 11.2271 20.7235 717.093 133.596 583.497
77.8922 25.0966 505.604 81.0354 24.1173 56.9181 424.569 17.1074 407.462 82.0709
325.391 18.8913 74.8011 15.4459 52.7956 58.7949 37.9702 20.8247 9.7076
internal_count=30296 3062 2345 1785 560 717 27234 4663 22571 3613 1021 18958 5065
1018 4047 13893 2765 11128 1989 9139 671 2689 484 2592 1974 1234 740 476
shrinkage=0.1
Tree=96
num_leaves=29
num_cat=0
split_feature=153 103 77 113 141 105 154 181 181 25 155 188 141 179 141 180 115 10
115 141 45 180 114 166 11 27 153 40
split_gain=2.95705 8.03066 6.83281 6.39185 6.20298 5.77058 5.19823 8.26081 13.4278
6.33595 5.95542 10.0841 7.2389 7.01161 6.17896 7.576 6.06324 6.86711 6.24239
5.40839 6.61591 5.83867 5.01545 4.95127 5.36192 4.55979 6.70963 4.55871
threshold=8.731129 -19.574991 -32.277685 0.997486 0.201769 0.095411 29.124854
0.02823 0.18139 30.164259 38.172331 0.830405 0.421243 0.19275 0.327464 6.58275 -
0.281922 62.5 2.034067 0.088878 0.506484 16.35595 -1.602509 0.000885 4.5 0.589439
5.079639 0.771178
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
left_child=1 -1 -3 4 -4 -5 7 -2 -9 22 11 12 13 -11 16 -16 17 -12 -18 21 -21 -10 23
24 -8 -6 -27 -24
right_child=6 2 3 5 25 -7 9 8 19 10 14 -13 -14 -15 15 -17 18 -19 -20 20 -22 -23 27
-25 -26 26 -28 -29
leaf_value=0.066352 0.0642 0.105421 -0.015794 0.0745 0.076289 0.00717 0.059079 -
0.146127 0.033132 0.061941 -0.002536 -0.072405 -0.078417 0.006535 0.087892 -
0.040519 -0.046349 0.108645 -0.00979 -0.123558 -0.004977 -0.065047 -0.018877
0.085764 -0.037617 0.078523 -0.063961 0.047084
leaf_weight=22.242137 8.097173 6.342692 155.840889 19.357935 13.715041 37.049802
13.113744 10.316973 21.51538 40.485188 33.285552 12.201004 6.411697 52.442245
12.035 7.314935 87.912028 6.57336 99.88416 9.099526 9.704198 8.325258 33.815128
19.306233 10.042826 5.518781 7.954686 15.073139
leaf_count=3787 161 658 9136 3077 1463 3174 230 104 325 770 569 221 121 903 275 86
1177 167 1135 113 149 115 482 427 98 980 153 240
internal_value=0.0 0.008932 0.003709 0.000971 -0.008096 0.030379 -0.004009 -
0.029963 -0.042993 -0.000133 -0.006126 0.01304 0.023602 0.030723 -0.014788 0.039322
-0.019406 0.015971 -0.026925 -0.020866 -0.062739 0.005588 0.023362 0.048466
0.017107 0.03589 -0.005376 0.001484
internal_weight=0.0 268.022 245.78 239.437 183.029 56.4077 516.955 67.0585 58.9613
449.896 358.545 111.54 99.3391 92.9274 247.005 19.3499 227.655 39.8589 187.796
48.6444 18.8037 29.8406 91.3511 42.4628 23.1566 27.1885 13.4735 48.8883
internal_count=30296 22428 18641 17983 11732 6251 7868 967 806 6901 5424 2015 1794
1673 3409 361 3048 736 2312 702 262 440 1477 755 328 2596 1133 722
shrinkage=0.1
Tree=97
num_leaves=29
num_cat=0
split_feature=187 195 24 116 89 49 180 73 126 179 24 103 141 103 179 114 24 153 116
180 10 10 154 180 180 25 167 109
split_gain=2.87239 3.08639 6.27387 7.00741 5.47693 4.58584 5.9713 4.85353 4.81102
4.32613 9.46636 5.22875 7.51926 12.1239 7.41931 6.34309 11.4602 7.16136 4.5899
8.04226 7.00218 7.2665 5.58388 7.10375 5.57058 4.98532 4.77486 4.75082
threshold=0.959355 -1.0 29.434389 1.471398 34.332344 1.8313 13.18175 0.724504
0.984962 0.25415 73.398684 -15.007462 0.027882 17.595284 0.0099 0.875615 52.333446
27.788776 1.437644 2.314303 62.5 68.5 329.237998 9.99175 0.918004 50.304984
0.001017 0.983293
decision_type=2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 5 -5 6 -4 8 -7 10 11 15 14 -14 -13 17 -17 -3 19 20 25 -22 23 -21
-20 -11 -26 -28
right_child=-2 9 3 4 -6 7 -8 -9 -10 18 -12 12 13 -15 -16 16 -18 -19 24 22 21 -23 -
24 -25 26 -27 27 -29
leaf_value=-0.085336 0.027491 0.030777 0.056557 -0.008536 0.086928 -0.0353 -
0.056037 0.015522 -0.114561 0.077826 0.105731 -0.029489 0.043649 -0.042797 0.025733
-0.075228 0.080953 -0.043127 -0.102671 -0.031036 -0.046283 0.102005 -0.085269
0.014523 -0.067326 -0.043202 0.00211 -0.075548
leaf_weight=11.685152 37.235584 39.360117 13.376677 12.011679 11.867199 32.07993
7.151421 12.866782 10.070606 28.971213 9.866276 56.710982 109.174691 18.964983
42.460162 27.324746 5.585885 19.545387 8.241477 59.646676 14.543704 4.177713
9.139095 80.018546 15.685303 3.78352 67.888857 8.817962
leaf_count=237 2209 3639 691 344 410 901 174 424 194 835 1019 3035 6166 710 2081
927 483 211 164 1110 339 317 102 2154 213 147 956 104
internal_value=0.0 -0.000939 -0.0163 -0.008104 0.039003 -0.023039 0.0172 -0.038079
-0.054469 0.00177 0.009696 0.006694 0.01483 0.030824 -0.005832 -0.01343 -0.048535
0.006206 -0.006892 0.001859 0.035899 -0.012799 -0.009923 -0.004933 -0.024306
0.063729 -0.01721 -0.006879
internal_weight=0.0 741.017 111.109 99.4243 23.8789 75.5454 20.5281 55.0173 42.1505
629.907 328.993 319.127 227.311 128.14 99.1711 91.8161 32.9106 58.9055 300.914
200.28 51.4761 18.7214 148.804 139.665 100.634 32.7547 92.3921 76.7068
internal_count=30296 28087 3375 3138 754 2384 865 1519 1095 24712 18271 17252 11992
6876 5116 5260 1410 3850 6441 5004 1638 656 3366 3264 1437 982 1273 1060
shrinkage=0.1
Tree=98
num_leaves=29
num_cat=0
split_feature=188 185 92 172 93 14 29 126 0 40 55 72 193 61 189 58 194 116 34 69
193 162 116 188 91 40 86 95
split_gain=2.6856 3.57846 3.12531 4.7958 4.23906 3.70842 3.47479 4.16428 3.23547
3.68618 3.28146 4.01604 3.23397 3.22236 5.14347 4.9106 7.38031 6.39411 5.23571
7.54611 4.65569 4.04968 5.12937 3.94773 3.59613 2.96968 2.90093 3.65479
threshold=0.984001 -0.488389 0.00493 0.700113 0.393041 0.977869 0.893342 0.660587
0.758378 0.901055 0.896166 0.130268 -0.393869 0.195882 0.897239 0.336669 -0.836682
-0.663258 0.37006 0.494883 -0.841253 0.281888 0.94056 0.865511 0.47047 0.828136
0.599035 0.510126
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
left_child=2 25 3 4 6 13 7 -1 9 10 11 -7 -12 14 21 16 23 -18 19 -17 -20 22 -4 -15 -
23 -2 -6 -28
right_child=1 -3 5 -5 26 8 -8 -9 -10 -11 12 -13 -14 15 -16 18 17 -19 20 -21 -22 24
-24 -25 -26 -27 27 -29
leaf_value=0.032688 0.055517 0.058301 -0.014159 0.061011 0.086526 0.06452 -0.082623
-0.049279 0.067016 0.073642 -0.029884 -0.031136 0.093208 0.058174 0.066724 0.054221
-0.054299 -0.007919 0.033542 0.001127 -0.010948 -0.025102 -0.06621 -0.097141
0.012716 -0.075351 -0.091352 0.056231
leaf_weight=14.877557 2.712397 16.886895 44.097524 19.890403 8.083268 5.090473
6.530431 10.488804 12.000183 7.489348 3.203583 28.582691 6.032049 17.386457 7.11886
48.370621 43.173984 95.372117 28.256437 59.919914 137.971415 50.089239 33.273759
1.719301 50.278929 4.458222 2.670365 4.189918
leaf_count=636 182 967 1965 738 585 253 215 410 513 399 125 1178 263 1269 419 2265
1332 2665 1629 2419 5094 1467 966 74 1750 169 140 209
internal_value=0.0 0.033239 -0.000645 0.019989 0.00246 -0.002676 -0.018102 -
0.001211 0.020535 0.009344 -0.00198 -0.016506 0.050503 -0.005028 -0.016074 -
0.000297 -0.014362 -0.022407 0.007777 0.024879 -0.003364 -0.019429 -0.03661
0.043746 -0.006151 -0.025605 0.046276 -0.001476
internal_weight=0.0 24.0575 746.158 66.7307 46.8403 679.427 31.8968 25.3664 62.3983
50.3981 42.9088 33.6732 9.23563 617.029 184.858 432.17 157.652 138.546 274.518
108.291 166.228 177.739 77.3713 19.1058 100.368 7.17062 14.9436 6.86028
internal_count=30296 1318 28978 2933 2195 26045 1261 1046 2731 2218 1819 1431 388
23314 6567 16747 5340 3997 11407 4684 6723 6148 2931 1343 3217 351 934 349
shrinkage=0.1
Tree=99
num_leaves=29
num_cat=0
split_feature=15 13 152 183 139 107 42 141 13 114 166 27 130 115 41 112 194 45 112
181 91 166 114 58 153 189 79 154
split_gain=2.7879 4.42948 4.21083 4.00526 3.83088 4.73304 4.61339 4.57536 3.84597
3.68967 4.6032 5.0931 4.5053 7.86396 3.77619 3.66427 4.64802 5.75223 4.68407
4.80375 4.09726 3.61178 3.87038 3.57961 4.95849 5.67559 4.67787 3.5313
threshold=0.415736 0.198845 0.005258 -0.673673 0.109001 0.634896 0.818175 0.12356
0.373271 0.326218 0.000622 0.736233 0.058036 1.262038 0.62316 0.997135 -0.824618
0.536345 0.207296 0.33412 0.246114 0.003985 1.872013 0.340674 29.839064 -0.858201
0.00376 394.645803
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
left_child=1 2 -1 -3 5 6 8 -7 -5 10 11 -6 13 -11 -12 16 17 18 -2 20 -20 23 -23 24
25 -18 -25 -4
right_child=15 3 27 4 9 7 -8 -9 -10 12 14 -13 -14 -15 -16 -17 21 -19 19 -21 -22 22
-24 26 -26 -27 -28 -29
leaf_value=0.085266 0.059483 0.03568 0.02148 -0.088614 0.01851 -0.10255 0.070393
0.005518 0.006924 -0.081917 0.014673 -0.059325 -0.035128 0.072119 0.075972 0.024624
0.080391 0.052584 0.056379 0.015007 -0.094649 0.053044 -0.07269 0.047787 -0.068712
-0.023606 -0.010226 -0.082514
leaf_weight=10.184724 7.527381 26.053414 91.748609 6.652246 22.575332 12.974421
6.233449 5.553269 11.150153 4.579821 26.356296 13.267736 40.590453 11.331658
16.275042 39.244065 5.473178 27.001046 2.059496 12.401205 11.321159 14.762162
2.843244 14.823177 23.656319 92.169601 203.732345 3.294609
leaf_count=835 668 1149 4204 260 1162 446 278 188 566 131 747 686 1304 467 536 1469
230 2052 345 462 720 678 52 479 257 3127 6751 47
internal_value=0.0 0.007748 0.024398 -0.000858 -0.006242 -0.032368 -0.002987 -
0.070222 -0.028972 0.002003 0.016033 -0.010343 -0.017456 0.027496 0.038213 -0.00455
-0.007298 0.018355 -0.009421 -0.029722 -0.071092 -0.011633 0.032404 -0.013926 -
0.027698 -0.017696 -0.006268 0.017788
internal_weight=0.0 308.821 105.228 203.593 177.54 42.5635 24.0358 18.5277 17.8024
134.976 78.4744 35.8431 56.5019 15.9115 42.6313 457.014 417.77 60.3103 33.3092
25.7819 13.3807 357.46 17.6054 339.855 121.299 97.6428 218.556 95.0432
internal_count=30296 13006 5086 7920 6771 1738 1104 634 826 5033 3131 1848 1902 598
1283 17290 15821 4247 2195 1527 1065 11574 730 10844 3614 3357 7230 4251
shrinkage=0.1
Tree=100
num_leaves=29
num_cat=0
split_feature=77 115 37 77 104 24 50 22 102 37 24 195 37 37 111 95 98 106 168 75
129 166 116 90 166 102 102 81
split_gain=2.74442 3.10652 3.40688 2.94652 5.41241 3.97578 3.30708 3.22063 3.10386
7.40071 7.2374 4.80881 6.07387 5.71048 4.26087 6.04562 5.5828 5.61684 4.34771
4.33667 8.37081 6.70377 5.99075 6.0145 4.95923 4.44922 3.93494 3.77751
threshold=39.57794 2.262333 0.937001 28.775319 0.158143 52.618101 2.14941 0.401176
27.451953 2.34998 38.453864 0.441382 0.937001 0.475514 0.820997 0.683004 0.873518
0.332649 0.000685 11.095838 -0.213868 0.002099 1.888615 32.548598 0.000286
14.284174 49.836445 0.124061
decision_type=2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 8 -5 7 -7 -6 14 10 -10 13 -13 -12 19 16 18 -18 -16 22 21 -21 23 -
1 -24 -22 -11 -17
right_child=1 -3 -4 4 5 6 -8 -9 9 26 11 12 -14 -15 15 27 17 -19 -20 20 25 -23 24 -
25 -26 -27 -28 -29
leaf_value=0.005538 0.072153 0.10766 -0.050313 -0.076306 -0.090779 -0.032806
0.088435 0.028135 -0.092583 0.101673 -0.036609 0.008609 -0.069799 0.043601 0.063247
-0.011155 0.021793 -0.072461 0.005722 -0.058426 0.097156 0.070323 -0.01918 -
0.024453 0.046868 -0.05674 -0.037971 0.055621
leaf_weight=224.073774 4.304533 4.896749 4.60902 14.098538 5.441441 3.284734
6.718015 3.793633 13.20282 7.546914 14.235174 17.062603 23.238809 23.226939
15.737252 10.28155 10.170107 16.408646 77.881609 41.035583 7.046474 4.401407
14.971344 95.184971 46.310459 2.471894 2.67365 46.592243
leaf_count=7088 451 340 161 682 127 111 227 162 191 335 628 402 369 640 1792 386
531 445 2474 1470 693 142 978 6305 1008 108 98 1952
internal_value=0.0 0.044422 0.008821 -0.000423 -0.029443 0.005032 0.048562 -
0.041998 0.000934 -0.015281 -0.02437 -0.01268 -0.036627 0.013075 0.003617 0.016692
0.003961 -0.036398 0.015456 -0.0017 -0.027936 -0.045813 0.002092 -0.003404 0.030708
0.056906 0.065011 0.043529
internal_weight=0.0 13.8103 8.91355 747.091 33.3364 19.2378 10.0027 9.23507 713.754
101.187 90.9663 77.7635 40.3014 37.4621 612.567 177.071 120.198 26.5788 93.6189
435.496 54.9554 45.437 380.541 319.259 61.2818 9.51837 10.2206 56.8738
internal_count=30296 952 612 29344 1309 627 338 289 28035 2663 2230 2039 771 1268
25372 7580 5242 976 4266 17792 2413 1612 15379 13393 1986 801 433 2338
shrinkage=0.1
Tree=101
num_leaves=24
num_cat=0
split_feature=64 49 128 49 127 113 167 76 115 76 51 167 180 88 115 88 102 190 128
88 183 7 151
split_gain=2.51535 6.00676 4.2254 4.27305 4.6004 5.58759 4.59458 4.35422 3.49855
6.09125 5.1541 3.18296 3.8858 3.04589 13.6044 11.2354 9.24833 7.34073 6.59265
4.97856 2.12812 1.29911 0.686794
threshold=0.501255 9.239868 -0.963279 8.157771 -1.306777 0.945937 0.005065 -
9.231878 -2.42354 -0.642256 2.528314 0.000883 15.0658 13.463147 -0.078665 10.925395
14.429481 0.194522 -0.04735 11.262255 0.423105 0.663522 0.692307
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
left_child=-1 2 3 -2 -5 7 -7 -6 9 -4 21 12 -3 15 16 18 -15 -16 -10 -17 -12 -11 -13
right_child=1 11 8 4 5 6 -8 -9 13 10 20 22 -14 14 17 19 -18 -19 -20 -21 -22 -23 -24
leaf_value=-0.047715 -0.098508 0.096924 0.103868 -0.085756 -0.032381 0.001616 -
0.115284 0.067405 -0.002434 0.100059 -0.050366 0.108628 -0.107822 0.087004 -
0.013724 -0.125156 0.01065 0.017029 0.044494 -0.034348 -0.142394 -0.070143 0.053422
leaf_weight=10.626087 7.360879 1.57214 2.228561 7.586868 6.463135 7.731451 5.828939
13.07564 202.405703 1.801566 4.737062 7.309903 2.005006 33.530648 170.648313
6.906562 30.16606 142.231085 35.033537 46.027962 5.790597 0.508783 3.832187
leaf_count=191 162 574 545 101 159 233 98 558 4253 475 180 250 22 5290 5847 108
1644 6955 1450 961 76 70 94
internal_value=0.0 0.001081 -0.000197 -0.028833 -0.016008 0.00013 -0.04897 0.034337
0.001822 -0.045682 -0.072276 0.064133 -0.017333 0.002903 0.008838 -0.004789
0.050929 0.000253 0.004499 -0.04641 -0.101874 0.060849 0.090326
internal_weight=0.0 744.783 730.063 48.0469 40.686 33.0992 13.5604 19.5388 682.016
15.0666 12.838 14.7192 3.57715 666.95 376.576 290.374 63.6967 312.879 237.439
52.9345 10.5277 2.31035 11.1421
internal_count=30296 30105 29165 1311 1149 1048 331 717 27854 1346 801 940 596
26508 19736 6772 6934 12802 5703 1069 256 545 344
shrinkage=0.1
Tree=102
num_leaves=29
num_cat=0
split_feature=50 141 141 141 103 11 180 88 142 50 180 154 102 37 11 101 181 70 101
116 154 103 169 147 114 114 184 176
split_gain=2.53889 2.81416 6.26246 8.07505 7.40029 7.90289 9.05962 6.03433 5.79372
8.47473 7.68217 7.95644 7.59517 7.53471 15.2946 8.68143 6.25247 5.66737 5.50765
5.29783 8.25738 5.03911 4.96387 4.93356 4.47184 5.15902 4.4582 4.4504
threshold=-1.164617 0.059617 0.085202 0.075025 -26.93526 79.5 4.58815 -5.779882 -
0.01125 1.925473 10.5586 259.760904 27.451953 1.340063 72.5 -13.665806 880.98144
0.904338 7.97468 1.109989 15.16732 23.532786 0.179547 0.727007 -1.459467 1.518115
0.770706 0.571429
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
left_child=-1 8 3 17 -4 6 7 -6 10 16 13 12 -12 14 15 -2 -10 -3 -8 21 -21 -15 -16 24
27 -26 -5 -11
right_child=1 2 4 26 5 -7 18 -9 9 23 11 -13 -14 19 22 -17 -18 -19 -20 20 -22 -23 -
24 -25 25 -27 -28 -29
leaf_value=0.07683 0.00022 0.026513 0.081858 0.110074 0.05241 0.068613 -0.047726 -
0.002178 0.062698 -0.046218 0.07739 -0.075818 -0.016391 -0.04144 -0.14154 0.060282
-0.081351 -0.072802 0.037412 -0.056895 0.03413 0.058836 -0.000435 0.000474 0.006814
-0.063563 -0.00756 -0.136547
leaf_weight=4.228807 54.729722 34.369975 10.608408 16.289648 23.011957 14.519723
62.364919 163.808976 15.374764 11.682329 31.667086 5.403399 11.796481 84.708562
7.602352 42.921561 3.654669 6.80377 8.567306 14.328047 32.174656 5.239631 3.715313
23.502087 17.981516 24.522122 3.973107 10.477334
leaf_count=386 1800 1354 577 868 565 1144 1020 7478 2955 674 843 72 154 2558 149
2686 79 211 251 590 505 404 232 909 1091 513 90 138
internal_value=0.0 -6.8e-05 0.006563 0.035477 0.00027 -0.00293 -0.006988 0.004562 -
0.005757 -0.025652 0.001491 0.037664 0.051927 -0.005718 0.013876 0.026664 0.034717
0.00995 -0.037392 -0.021374 0.006002 -0.035532 -0.095693 -0.038717 -0.052962 -
0.033809 0.087016 -0.089359
internal_weight=0.0 745.799 344.318 61.4365 282.881 272.273 257.753 186.821 401.482
107.195 294.287 48.867 43.4636 245.42 108.969 97.6513 19.0294 41.1737 70.9322
136.451 46.5027 89.9482 11.3177 88.1654 64.6633 42.5036 20.2628 22.1597
internal_count=30296 29910 13558 2523 11035 10458 9314 8043 16352 6359 9993 1069
997 8924 4867 4486 3034 1565 1271 4057 1095 2962 381 3325 2416 1604 958 812
shrinkage=0.1
Tree=103
num_leaves=29
num_cat=0
split_feature=153 23 140 140 23 154 76 27 54 116 183 27 42 153 12 50 140 12 179 142
78 153 63 187 134 88 61 142
split_gain=2.79208 5.63315 5.63979 10.896 5.28572 7.8007 7.31306 5.20099 4.30694
4.17916 4.04533 3.8218 5.88095 4.3285 5.34301 8.19095 5.23127 4.53284 6.4649
5.92061 4.4357 3.53216 5.68108 4.68134 4.25608 4.00434 3.82314 3.2386
threshold=8.731129 17.90343 0.012586 0.0 12.200615 126.984009 12.586131 0.667454
0.777569 0.575425 -0.495295 0.083624 0.856589 47.308573 64.25 7.010642 -0.123561
0.45 0.9226 -0.114013 0.312164 5.874853 4.892807 0.594966 0.140209 29.368047
0.537751 -0.144507
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
left_child=1 7 3 21 5 6 -2 9 -9 -1 -5 12 27 14 17 20 -17 19 -19 -13 -16 23 -23 24 -
3 -24 -25 -6
right_child=4 2 -4 10 11 -7 -8 8 -10 -11 -12 13 -14 -15 15 16 -18 18 -20 -21 -22 22
25 26 -26 -27 -28 -29
leaf_value=0.050478 -0.073322 -0.047176 0.050328 0.035867 0.044044 0.094722
0.067998 -0.02006 -0.120356 -0.041746 -0.096817 -0.045271 -0.075638 -0.033398 -
0.035843 -0.019148 -0.088623 0.041644 -0.001382 0.005138 0.051223 -0.030875
0.071794 0.014693 0.006404 -0.004567 0.100476 -0.021657
leaf_weight=10.589394 8.272072 18.430377 37.417854 2.744621 8.901386 12.939154
6.422735 9.247756 8.011358 9.006168 12.535911 29.519355 18.798658 40.839119
8.860234 24.691385 19.398709 69.026752 70.467686 109.160489 16.800616 9.607664
30.378764 14.06638 74.155098 8.814113 8.223276 45.098064
leaf_count=359 114 1532 7208 364 155 278 174 218 124 201 1116 372 246 555 163 312
224 1293 1089 1885 308 139 778 1600 7071 315 1403 700
internal_value=0.0 0.008902 0.015063 0.007661 -0.004031 0.038373 -0.011434 -
0.027181 -0.067067 0.008032 -0.072835 -0.00658 -0.027595 -0.002636 0.000979 -
0.023746 -0.049861 0.007189 0.019913 -0.005606 0.021093 0.015219 0.037736 0.005621
-0.004284 0.054619 0.04667 -0.01075
internal_weight=0.0 253.229 216.374 178.956 489.196 27.634 14.6948 36.8547 17.2591
19.5956 15.2805 461.562 72.7981 388.764 347.925 69.7509 44.0901 278.174 139.494
138.68 25.6608 163.676 48.8005 114.875 92.5855 39.1929 22.2897 53.9995
internal_count=30296 22428 21526 14318 7868 566 288 902 342 560 1480 7302 1101 6201
5646 1007 536 4639 2382 2257 471 12838 1232 11606 8603 1093 3003 855
shrinkage=0.1
Tree=104
num_leaves=29
num_cat=0
split_feature=190 161 133 54 59 183 51 62 88 165 151 115 115 25 23 54 62 103 37 36
34 140 169 88 152 74 133 121
split_gain=2.31794 5.14223 3.30822 4.51692 3.26413 3.23025 4.05852 5.76819 4.53638
7.31623 3.64086 3.31914 5.90291 3.20222 8.00164 6.15299 4.37628 4.87159 4.79474
4.07405 5.74308 5.69086 3.85776 4.65978 3.54805 2.98124 4.96251 2.94833
threshold=-0.999998 0.889947 0.859055 0.575757 0.358221 -0.558518 6.360253 3.521924
7.717361 0.985589 0.929491 3.078171 3.013005 21.738002 12.200615 0.726957 9.681614
-23.041175 0.275768 -0.738799 0.159644 -0.041678 0.943393 8.860398 0.950814 0.0
0.258724 0.648216
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
left_child=1 2 25 -4 -3 6 10 -8 -9 -10 11 12 -2 15 -15 22 19 18 -18 20 -16 -21 23 -
7 27 26 -1 -17
right_child=5 4 3 -5 -6 13 7 8 9 -11 -12 -13 -14 14 16 24 17 -19 -20 21 -22 -23 -24
-25 -26 -27 -28 -29
leaf_value=-0.079075 0.018853 0.058335 0.101167 -0.068613 -0.063188 0.064149
0.045272 -0.079494 0.030163 -0.091637 0.074172 0.085423 -0.080622 0.089541 0.046451
0.021091 0.062708 0.094324 -0.098394 -0.004841 -0.002255 -0.035282 -0.073327 -
0.061235 -0.141011 0.072267 0.086984 -0.097348
leaf_weight=3.791394 72.828942 2.79785 2.114604 5.325967 9.36549 10.330759
13.121354 12.819956 16.66374 6.898021 12.432024 6.352624 6.405543 9.138194
29.930808 4.005195 3.73969 9.159896 3.477733 243.822195 124.814145 82.073394 4.9079
4.053138 6.135689 22.673528 3.265502 4.242314
leaf_count=182 3576 148 229 215 325 325 497 175 795 230 567 205 108 206 1464 131
630 2071 107 7415 4771 3733 91 105 73 1504 315 103
internal_value=0.0 0.021293 0.039757 -0.01957 -0.034913 -0.001128 0.011979 -0.01133
-0.031839 -0.005655 0.023763 0.016357 0.010714 -0.004714 -0.002721 -0.034535 -
0.004436 0.046248 -0.015006 -0.006174 0.007179 -0.012518 0.002367 0.028573 -
0.083823 0.05466 -0.001934 -0.040075
internal_weight=0.0 49.3343 37.171 7.44057 12.1633 687.353 147.522 49.5031 36.3817
23.5618 98.0191 85.5871 79.2345 539.831 506.156 33.675 497.018 16.3773 7.21742
480.641 154.745 325.896 19.2918 14.3839 14.3832 29.7304 7.0569 8.24751
internal_count=30296 2918 2445 444 473 27378 6153 1697 1200 1025 4456 3889 3684
21225 20397 828 20191 2808 737 17383 6235 11148 521 430 307 2001 497 234
shrinkage=0.1
Tree=105
num_leaves=29
num_cat=0
split_feature=166 15 23 181 181 90 137 171 73 187 74 114 58 56 37 155 123 21 144
157 117 122 115 165 117 159 112 195
split_gain=2.57405 4.41985 5.55885 5.50857 5.71178 4.91686 4.59689 4.08909 4.14119
5.0337 4.07636 3.89712 3.75511 3.51521 3.30951 3.25193 3.64917 3.19243 3.08038
3.06515 4.43622 4.1392 4.1873 4.05638 3.71739 5.92842 4.51247 4.4654
threshold=0.001206 0.143074 23.309798 0.00475 0.221838 14.73622 0.864752 0.256975
0.736941 -0.316965 0.297644 -2.117539 0.675056 0.224492 -1.667418 15.744552
0.057241 0.429271 0.277296 0.968595 0.125826 0.214351 1.292806 0.008362 0.436372
0.895446 0.879923 0.998977
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 8
left_child=14 15 3 -3 18 -6 7 10 9 -9 13 -7 -12 -4 -1 16 -2 -18 -5 24 23 -22 -23 -
21 25 27 -27 -16
right_child=1 2 6 4 5 11 -8 8 -10 -11 12 -13 -14 -15 19 -17 17 -19 -20 20 21 22 -24
-25 -26 26 -28 -29
leaf_value=0.099922 -0.116075 0.070655 0.114312 -0.035864 0.042461 0.019598
0.060637 0.04678 0.074053 -0.020798 -0.053342 -0.049034 0.01461 0.002381 0.006214
0.055739 -0.052121 0.082062 -0.131094 0.004687 0.063233 0.032219 -0.054315 -
0.109037 -0.009064 -0.051995 0.039764 0.044663
leaf_weight=2.968582 2.384303 6.145091 3.705211 6.798323 12.333955 11.496657
19.030257 20.601192 13.472821 23.481828 24.522019 28.861441 12.060422 10.871766
95.165178 29.749419 3.008663 4.054288 6.984765 4.483854 6.439194 8.21965 17.005744
10.139277 273.449191 22.881405 6.902739 44.252642
leaf_count=711 80 232 147 138 303 189 937 719 623 694 677 448 480 457 3900 855 157
411 110 413 428 717 447 262 10724 843 425 3769
internal_value=0.0 0.008868 0.002847 -0.019223 -0.027633 -0.012552 0.015407
0.007435 0.025709 0.010786 -0.013108 -0.029452 -0.030925 0.031439 -0.00377 0.03954
-0.011385 0.024795 -0.084746 -0.00442 -0.028881 -0.007732 -0.026056 -0.074266 -
0.001854 0.009789 -0.030632 0.018448
internal_weight=0.0 239.562 200.366 72.6202 66.4751 52.6921 127.746 108.715 57.5558
44.083 51.1594 40.3581 36.5824 14.577 491.907 39.1967 9.44725 7.06295 13.7831
488.939 46.2877 31.6646 25.2254 14.6231 442.651 169.202 29.7841 139.418
internal_count=30296 7657 6154 1420 1188 940 4734 3797 2036 1413 1761 637 1157 604
22639 1503 648 568 248 21928 2267 1592 1164 675 19661 8937 1268 7669
shrinkage=0.1
Tree=106
num_leaves=29
num_cat=0
split_feature=77 80 75 25 90 80 58 71 68 142 115 51 188 90 115 155 115 90 154 124
63 183 65 170 149 175 73 16
split_gain=2.29303 6.48688 5.10931 3.57686 4.0157 2.92398 6.32806 4.26463 3.46485
4.59014 2.78878 4.21897 3.3539 3.27251 13.5246 8.38818 5.30453 4.87499 9.12871
4.38672 3.21616 3.75724 2.7399 2.68674 2.61036 2.40222 2.62754 2.27041
threshold=-28.25728 0.498929 -54.164458 38.882363 28.918382 0.017309 0.377415
0.378422 0.622956 0.018666 -2.42354 2.528314 0.984001 24.954292 0.213977 39.624852
-1.424213 15.67931 112.068107 0.832366 9.332494 0.819741 0.008923 0.533333 0.465962
1.0 0.933074 0.224536
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
left_child=1 2 -1 -4 -5 6 7 23 -8 24 11 -7 13 17 16 -16 -15 18 -12 -19 21 -13 -3 -2
-10 26 -14 -9
right_child=5 22 3 4 -6 10 8 27 9 -11 12 20 25 14 15 -17 -18 19 -20 -21 -22 -23 -24
-25 -26 -27 -28 -29
leaf_value=-0.084395 -0.017501 -0.007517 -0.052956 0.099812 -0.023832 0.065329
0.071669 0.089433 -0.07301 0.094245 -0.014517 0.070778 0.073088 0.007289 0.008045 -
0.029989 0.070789 -0.030438 0.042067 0.013315 -0.118637 -0.129026 0.085797 -
0.109846 0.035343 -0.057529 -0.02694 -0.004929
leaf_weight=6.864952 7.219434 3.93404 4.742308 6.465086 4.312569 2.524398 21.861494
3.625781 5.758361 4.074446 90.844008 2.435073 12.999771 20.721983 154.236179
92.77378 36.263146 130.690416 41.440601 27.687585 6.603463 1.410585 14.921701
5.612033 3.500708 2.144724 3.214732 8.032678
leaf_count=187 253 112 145 324 130 647 1106 187 198 273 2996 490 844 1977 8382 1401
3956 3311 771 874 104 32 662 118 162 88 164 402
internal_value=0.0 0.02324 -0.013113 0.018642 0.050435 -0.001013 0.020116 -0.018845
0.047239 0.006881 -0.003032 -0.048757 -0.002056 -0.00336 0.00389 -0.00624 0.047767
-0.010946 0.003216 -0.022778 -0.076756 -0.003466 0.06632 -0.058465 -0.031966
0.039931 0.053142 0.024771
internal_weight=0.0 41.2407 22.3849 15.52 10.7777 685.675 59.6849 24.4899 35.195
13.3335 625.99 12.9735 613.017 594.658 303.995 247.01 56.9851 290.663 132.285
158.378 10.4491 3.84566 18.8557 12.8315 9.25907 18.3592 16.2145 11.6585
internal_count=30296 1560 786 599 454 28736 2699 960 1739 633 26037 1273 24764
23668 15716 9783 5933 7952 3767 4185 626 522 774 371 360 1096 1008 589
shrinkage=0.1
Tree=107
num_leaves=29
num_cat=0
split_feature=102 12 154 62 156 180 116 36 0 90 137 99 25 168 24 63 166 168 76 172
37 104 110 112 37 37 78 22
split_gain=2.31666 6.97479 5.22535 5.56587 4.93333 5.6364 5.40633 6.1101 6.16598
4.86942 4.71022 4.35996 4.14071 4.10883 4.5647 8.66177 6.8709 5.2287 5.05123 4.6958
4.38623 3.75754 3.65771 3.5494 3.60418 3.49382 3.20312 3.03409
threshold=14.879075 70.65 15.16732 9.43606 0.118502 23.993665 -1.117683 -0.860203
0.774423 18.627234 0.088922 0.542379 28.929113 0.000241 63.884328 8.262934 0.000826
0.020959 -23.130186 0.00918 0.565606 0.885656 0.302395 0.039157 2.34998 0.866597
0.587816 0.576932
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
left_child=1 13 3 11 6 10 9 21 12 -4 -6 22 -9 25 17 -16 19 18 -15 -17 -20 -8 -2 -12
-25 -1 -24 -13
right_child=2 -3 4 -5 5 -7 7 8 -10 -11 23 27 -14 14 15 16 -18 -19 20 -21 -22 -23 26
24 -26 -27 -28 -29
leaf_value=0.083593 0.062208 0.104318 0.00131 0.084147 -0.040419 0.066097 0.080242
0.02735 0.053619 -0.082133 0.063866 -0.126794 -0.048621 0.073408 -0.084009 0.076694
0.084298 0.086912 -0.008346 -0.045889 0.013896 -0.004533 -0.089347 -0.001549
0.066933 -0.016503 0.032101 -0.039375
leaf_weight=11.140366 4.185151 6.844245 10.703118 3.002535 20.069893 16.347245
11.640753 8.683718 9.326984 19.920252 11.817905 9.757188 39.394884 9.90753
17.325355 3.70117 7.884477 7.543886 203.420277 17.690717 157.005462 9.369227
6.390071 74.840745 8.471304 4.992918 3.191198 6.923091
leaf_count=4854 452 1284 166 873 381 465 307 118 178 253 335 553 635 401 254 307
444 841 7718 499 4440 191 499 1689 277 980 362 540
internal_value=0.0 0.004796 -0.006878 -0.043857 -0.001717 0.011312 -0.017442 -
0.003491 -0.020393 -0.05301 0.003481 -0.05673 -0.034849 0.003226 0.001335 -0.028159
0.005006 0.004982 0.003289 -0.024392 0.00134 0.042521 -0.014813 0.012786 0.005464
0.05262 -0.048848 -0.090988
internal_weight=0.0 447.456 274.035 33.4492 240.586 131.547 109.039 78.4156 57.4056
30.6234 115.2 30.4467 48.0786 440.612 424.479 46.6017 29.2764 377.877 370.333
21.3919 360.426 21.01 13.7664 95.13 83.312 16.1333 9.58127 16.6803
internal_count=30296 22022 8274 3279 4995 3147 1848 1429 931 419 2682 2406 753
20738 14904 1504 1250 13400 12559 806 12158 498 1313 2301 1966 5834 861 1093
shrinkage=0.1
Tree=108
num_leaves=29
num_cat=0
split_feature=166 166 102 63 38 168 37 93 187 159 120 113 180 36 180 180 38 37 89
89 67 104 91 3 194 23 130 128
split_gain=2.27514 2.75036 3.89912 3.74915 4.23714 3.15486 3.49311 2.78773 2.72685
7.20486 5.21571 4.82991 4.69286 6.90051 7.95264 5.18713 4.77141 6.91083 6.30851
4.50986 4.24626 2.74905 2.68845 2.52496 2.43775 1.97935 1.79665 1.49939
threshold=8e-06 6.5e-05 -7.928717 5.547566 9.362096 0.000249 0.461028 0.48567 -
0.562969 0.749307 0.262868 0.656021 4.58815 -0.04268 11.41075 59.89355 0.600451
0.222788 32.160135 24.803322 0.447102 0.751134 0.712635 0.497967 -0.435305
26.424913 0.141308 -0.040278
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
left_child=-1 2 23 4 -4 6 -3 -8 9 11 24 21 16 15 -15 -14 17 -10 -18 -13 -12 -7 26 -
2 -11 -24 27 -5
right_child=1 5 3 22 -6 8 7 -9 12 10 20 19 13 14 -16 -17 18 -19 -20 -21 -22 -23 25
-25 -26 -27 -28 -29
leaf_value=0.08175 0.10171 0.100328 0.066956 0.091704 -0.06395 -0.020886 -0.049377
0.062534 -0.007783 -0.015586 0.076511 0.006141 -0.046418 -0.039022 0.06295 -
0.003274 -0.043547 0.025273 0.005931 0.072762 -0.014088 0.022611 -0.075816 -
0.053551 -0.090781 0.097995 -0.1198 -0.114381
leaf_weight=3.328835 3.144038 6.598659 4.670979 0.758847 5.054773 21.634396
4.558318 4.17971 116.261218 7.061684 6.446608 15.313144 71.251301 12.515582
19.352745 45.859012 44.757516 138.399944 60.447275 30.464026 24.692635 43.72075
1.221742 1.469951 11.341675 1.217921 9.303204 0.514406
leaf_count=5757 837 617 386 282 100 594 109 153 4903 245 273 534 1512 206 491 1193
870 4440 1756 1198 948 1588 35 111 232 290 616 20
internal_value=0.0 -2.6e-05 -0.031068 -0.048094 -0.000918 0.001216 0.045927
0.004106 0.000184 0.011539 -0.020138 0.025677 -0.0034 -0.018322 0.022867 -0.029549
0.002776 0.01018 -0.015126 0.050559 0.004794 0.008184 -0.083004 0.051907 -0.062209
0.010866 -0.104681 0.0055
internal_weight=0.0 712.212 27.3559 22.7419 9.72575 684.856 15.3367 8.73803 669.52
160.675 49.5426 111.132 508.845 148.979 31.8683 117.11 359.866 254.661 105.205
45.7772 31.1392 65.3551 13.0161 4.61399 18.4034 2.43966 10.5765 1.27325
internal_count=30296 24539 2677 1729 486 21862 879 262 20983 5612 1698 3914 15371
3402 697 2705 11969 9343 2626 1732 1221 2182 1243 948 477 325 918 302
shrinkage=0.1
Tree=109
num_leaves=29
num_cat=0
split_feature=166 25 38 29 184 55 21 143 67 29 96 167 184 127 102 101 154 38 179 24
17 64 184 49 87 133 75 75
split_gain=2.27067 4.47384 5.53727 5.2114 4.45789 5.27442 3.87511 4.41698 3.48704
3.44473 2.84042 3.98983 4.37584 2.82713 3.09634 6.34271 5.58488 4.60231 4.38403
5.18497 4.62011 4.20961 5.94823 3.66279 3.53597 3.51228 3.38362 9.75866
threshold=0.001703 36.669646 3.848925 0.32229 -0.7505 0.403829 0.215883 0.558629
0.169636 0.613804 0.229392 0.006261 -0.106966 0.121441 27.451953 12.351819
38.892112 -1.746692 0.0196 50.442845 0.357745 7.416877 0.16498 1.323058 0.816355
0.342007 -10.362776 -5.329714
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
left_child=13 3 4 -2 5 -3 7 9 -5 -6 -10 -12 -13 14 15 17 18 -1 24 -20 -21 22 -18 -
23 -16 -17 -19 -28
right_child=1 2 -4 8 6 -7 -8 -9 10 -11 11 12 -14 -15 16 25 21 26 19 20 -22 23 -24 -
25 -26 -27 27 -29
leaf_value=0.079612 0.035084 -0.07993 -0.094673 0.031854 -0.051747 0.060661
0.059817 0.084559 0.011569 0.058908 -0.086642 0.038414 -0.058495 0.081985 0.103045
0.007 0.082825 -0.014653 -0.108837 -0.093393 0.052343 0.032982 -0.02767 -0.055455 -
0.082406 0.104401 0.040469 -0.006038
leaf_weight=6.647561 21.579499 6.728299 3.438378 9.450043 10.523205 4.294315
44.656743 5.180317 10.116677 3.737088 15.17553 7.954584 10.975094 3.831645 2.717706
6.483187 10.933571 173.699338 15.231994 3.790172 4.858219 6.563542 8.64653
15.735474 1.534621 8.673863 55.94211 231.444525
leaf_count=1043 754 193 44 297 277 270 1926 323 289 185 298 293 270 318 370 621 247
4741 368 166 294 217 170 212 138 1239 2049 12684
internal_value=0.0 0.011106 0.027788 -0.006304 0.033515 -0.024999 0.043617 0.006239
-0.022998 -0.022476 -0.034788 -0.048569 -0.017719 -0.002616 -0.003218 -0.000364 -
0.022858 -0.002436 -0.057241 -0.07388 -0.011688 0.000283 0.034064 -0.029342
0.035516 0.063105 -0.003636 0.00302
internal_weight=0.0 153.81 78.5583 75.2514 75.12 11.0226 64.0974 19.4406 53.6719
14.2603 44.2219 34.1052 18.9297 556.734 552.902 482.891 70.0118 467.734 28.1327
23.8804 8.64839 41.8791 19.5801 22.299 4.25233 15.1571 461.086 287.387
internal_count=30296 5419 3218 2201 3174 463 2711 785 1447 462 1150 861 563 24877
24559 22377 2182 20517 1336 828 460 846 417 429 508 1860 19474 14733
shrinkage=0.1
Tree=110
num_leaves=29
num_cat=0
split_feature=153 102 76 37 102 37 193 50 155 142 153 153 89 24 167 155 192 4 89 24
101 193 101 76 76 142 10 102
split_gain=2.71623 8.06938 5.02501 4.00639 6.59244 5.44263 4.5927 4.98411 3.9914
3.88572 3.84931 5.4395 3.69094 3.57745 4.4668 3.10848 3.00552 2.89931 2.8225
2.98792 7.49443 7.35322 5.84342 5.73063 7.80634 6.36058 5.44396 4.6004
threshold=8.731129 -13.108933 -26.69745 0.201342 19.511926 -0.045614 0.751576
5.428815 10.279827 -0.122314 7.696169 5.079639 11.717051 33.126762 0.003764
6.130789 -0.298769 0.019139 0.0 40.31633 -3.784151 -0.405394 -1.274335 16.734659
4.379584 0.005109 79.5 26.519695
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
left_child=1 12 -3 5 6 10 9 -8 17 -5 11 -4 15 -6 -15 -1 -10 -7 -2 20 23 22 -22 24 -
20 -26 -21 -23
right_child=18 2 3 4 13 8 7 -9 16 -11 -12 -13 -14 14 -16 -17 -18 -19 19 26 21 27 -
24 -25 25 -27 -28 -29
leaf_value=-0.105841 -0.0518 0.101577 0.03736 0.013571 0.067674 0.054566 -0.031548
0.047746 -0.014085 0.069728 0.09635 -0.038316 0.088276 -0.052573 0.007768 0.098818
-0.092007 -0.052984 0.065822 -0.009456 -0.049246 -0.025002 0.072251 0.085136 -
0.056977 0.047257 0.061467 -0.116754
leaf_weight=1.92409 11.99105 5.011434 17.518296 20.650207 4.563291 5.474672
20.105697 12.958902 7.100421 30.880593 4.211227 20.527111 16.777972 25.842121
23.185918 1.086352 16.853135 4.468478 18.133618 340.625724 5.955618 17.628627
11.38359 16.441821 16.360134 8.99661 11.085776 7.909191
leaf_count=390 143 678 4960 1686 180 1037 934 1068 168 2703 157 447 5171 1105 971
78 386 309 315 5681 78 313 263 377 204 193 230 71
internal_value=0.0 0.009018 0.003482 0.001141 0.011294 -0.017257 0.028672 -0.000388
-0.047055 0.04731 0.006665 -0.003433 0.070031 -0.016117 -0.02405 -0.030872 -
0.069098 0.006069 -0.004087 -0.002816 0.012169 -0.019709 0.03041 0.034992 0.01587 -
0.01991 -0.007202 -0.053774
internal_weight=0.0 239.14 219.352 214.34 138.187 76.1533 84.5954 33.0646 33.8967
51.5308 42.2566 38.0454 19.7884 53.5913 49.028 3.01044 23.9536 9.94315 466.512
454.521 102.809 42.877 17.3392 59.9322 43.4904 25.3567 351.712 25.5378
internal_count=30296 22428 16789 16111 8647 7464 6391 2002 1900 4389 5564 5407 5639
2256 2076 468 554 1346 7868 7725 1814 725 341 1089 712 397 5911 384
shrinkage=0.1
Tree=111
num_leaves=29
num_cat=0
split_feature=153 157 34 153 46 122 150 139 122 122 35 101 93 34 16 100 24 65 82 72
186 44 178 156 176 31 39 100
split_gain=2.35688 6.89373 4.86014 4.40935 3.3731 2.8722 2.84141 3.73453 3.96194
3.67153 3.48913 3.34523 3.33202 4.20594 5.01553 3.69393 3.07631 3.06615 3.95227
3.16511 3.06042 2.93561 3.31577 3.68301 3.56108 2.82962 5.29037 2.93861
threshold=1.651853 0.36739 0.015303 0.355301 0.628337 0.632432 0.039467 0.164438
0.450054 0.481816 0.812074 -44.005011 0.119206 0.186081 0.686987 0.791319 57.068024
0.941133 0.80137 0.826313 -0.082752 0.596721 0.0 0.143498 0.115999 0.366269
0.310288 0.129785
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
left_child=1 2 -1 4 5 -4 21 8 10 -10 -8 16 25 14 -14 -15 -9 19 -19 -11 -18 -2 -23 -
24 -25 26 -13 -27
right_child=6 -3 3 -5 -6 -7 7 11 9 17 -12 12 13 15 -16 -17 20 18 -20 -21 -22 22 23
24 -26 27 -28 -29
leaf_value=-0.099104 -0.000819 0.097773 -0.111182 0.059748 0.066718 0.056609
0.067912 -0.095855 -0.099741 -0.044066 -0.001657 -0.035156 0.037751 0.004999 -
0.009663 -0.023404 -0.054537 0.043685 -0.058692 0.006527 0.050364 -0.000412 -
0.096035 -0.079541 0.017537 -0.026218 0.053917 0.061458
leaf_weight=4.199816 54.259825 9.517506 4.702951 10.993336 2.199412 1.225276
8.083712 5.707697 6.110117 45.654279 60.861326 14.308554 66.722509 172.227723
33.394746 62.25776 5.883769 13.643066 5.105711 16.862045 5.111286 17.006662
12.727074 6.401931 8.946914 4.334334 12.325126 28.767039
leaf_count=824 1279 8112 1015 3139 1445 893 200 67 103 916 1308 223 1608 3861 753
1321 113 328 103 374 145 395 185 109 229 90 340 818
internal_value=0.0 0.02648 -0.002826 0.01862 -0.036904 -0.075972 -0.000926 0.001804
-0.011344 -0.025479 0.00656 0.006809 0.008672 0.004779 0.021929 -0.002543 -0.036893
-0.019776 0.015594 -0.030411 -0.005648 -0.016521 -0.035353 -0.056406 -0.023101
0.030413 0.00606 0.049901
internal_weight=0.0 32.8383 23.3208 19.121 8.12764 5.92823 666.703 567.361 156.32
87.3752 68.945 411.041 394.338 334.603 100.117 234.485 16.7028 81.2651 18.7488
62.5163 10.9951 99.3424 45.0826 28.0759 15.3488 59.7351 26.6337 33.1014
internal_count=30296 15428 7316 6492 3353 1908 14868 12671 3332 1824 1508 9339 9014
7543 2361 5182 325 1721 431 1290 258 2197 918 523 338 1471 563 908
shrinkage=0.1
Tree=112
num_leaves=28
num_cat=0
split_feature=77 115 102 84 77 21 113 11 62 180 23 90 90 114 115 195 115 88 99 74
191 69 25 183 191 74 121
split_gain=2.13541 2.44864 2.51194 2.62406 2.37667 4.15395 3.53234 2.7485 3.14208
4.92151 3.2259 3.19849 7.91518 6.23185 6.13911 5.62778 5.14617 4.57606 2.39359
2.31501 1.74662 1.6182 2.1546 1.10439 0.805893 0.549918 0.355643
threshold=39.57794 2.262333 -0.533894 0.50651 28.775319 0.741567 0.286332 121.5
9.681614 1654.1206 11.572742 5.556016 13.155232 -1.257961 0.057118 -0.70719
0.329392 4.36124 0.902524 0.471903 -0.158322 0.491176 42.443354 -0.240349 -0.350141
0.330571 0.275645
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 26 -4 7 6 20 8 11 10 -10 13 17 15 -15 -1 -14 -13 -12 -7 -6 22 -8 -23
-21 -24 -2
right_child=1 -3 3 -5 5 19 21 -9 9 -11 18 12 16 14 -16 -17 -18 -19 -20 24 -22 23 25
-25 -26 -27 -28
leaf_value=-0.085571 0.027458 0.105172 -0.099515 0.045102 -0.036373 -0.039239 -
0.091444 -0.075205 -0.113378 -0.052626 0.091136 0.026359 0.016812 -0.067939
0.047835 -0.011485 -0.006552 0.1052 -0.006319 0.023873 0.055863 -0.059539 -0.006433
-0.128785 0.107726 0.095663 0.102788
leaf_weight=18.293012 1.078292 3.984743 2.698419 2.195493 4.69928 2.613326 2.229902
4.623901 0.899908 4.596952 13.434718 35.670987 124.062862 5.987966 18.484367
23.361589 391.688109 9.249418 3.055342 1.995689 3.501825 4.331019 0.92454 5.882268
2.988329 1.048527 2.043099
leaf_count=209 68 340 137 162 129 123 69 111 17 63 2945 791 9456 158 474 403 12180
756 472 77 167 153 62 149 200 180 245
internal_value=0.0 0.042006 0.009638 -0.034747 -0.000391 -0.027769 -0.049238
0.000877 0.001432 0.038511 0.062819 0.000124 0.00258 -0.020659 0.019313 -0.044164 -
0.000927 0.042797 0.073068 0.035812 0.003041 -0.078898 -0.025568 -0.100312 0.075405
0.049026 0.078638
internal_weight=0.0 12.0 8.0153 4.89391 683.624 30.2147 22.6174 653.409 648.785
21.9869 17.39 626.798 560.671 66.1269 24.4723 41.6546 515.751 44.9204 16.4901
7.59734 8.20111 14.4163 4.20297 10.2133 4.98402 1.97307 3.12139
internal_count=30296 952 612 299 29344 1309 909 28035 27924 3497 3434 24427 23183
1244 632 612 21636 1547 3417 400 296 613 311 302 277 242 313
shrinkage=0.1
Tree=113
num_leaves=29
num_cat=0
split_feature=128 128 24 89 136 62 128 90 23 129 104 193 143 11 140 50 48 24 167 11
25 65 92 76 159 179 144 23
split_gain=2.06922 2.17739 5.71165 4.91965 3.99294 3.23071 3.10266 8.0379 8.54116
5.66457 5.10485 4.88689 4.83386 3.96039 3.67963 3.44102 3.26284 2.99043 2.90157
2.88522 2.83702 2.83016 2.43863 2.43566 2.27928 2.14223 1.68418 0.940965
threshold=-1.448849 -0.963279 50.979342 39.51054 0.346809 0.739905 -0.756846
22.032151 42.797752 -0.791577 0.25342 0.446542 0.65606 68.5 -0.22965 7.996609
0.511645 29.833115 0.002709 64.5 30.959575 0.591387 0.431379 -12.986377 0.275352
0.3064 0.064326 19.287754
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
left_child=27 2 3 4 21 -3 7 12 14 10 24 -10 19 -12 -9 17 -14 -11 -4 -7 25 -2 -22 -
20 -8 -6 -25 -1
right_child=1 5 18 -5 20 6 9 8 11 15 13 -13 16 -15 -16 -17 -18 -19 23 -21 22 -23 -
24 26 -26 -27 -28 -29
leaf_value=-0.03102 -0.099893 0.105009 0.085294 -0.107213 0.098299 -0.069319 -
0.034518 0.09777 -0.097351 -0.024545 0.024562 0.085981 0.094 -0.06762 0.038127
0.083571 -0.018415 0.002816 -0.055699 0.006356 -0.07439 -0.008777 0.018178 -
0.010189 -0.109878 0.006077 0.078073 0.100201
leaf_weight=0.610749 8.291849 2.92481 5.932883 8.166342 4.095045 15.695917 6.938441
15.962902 5.965421 43.760334 14.097238 1.830389 5.012813 6.848361 30.032544
4.933271 5.148032 448.149321 4.691922 7.337534 5.749945 5.830173 5.464283 4.31518
10.024525 6.437854 4.165051 2.848726
leaf_count=12 162 191 330 216 191 248 211 464 371 2029 383 208 123 138 1472 343 114
21244 78 143 138 155 200 90 175 108 165 594
internal_value=0.0 -6.1e-05 -0.017747 -0.037547 -0.021425 0.001727 0.001224 0.01873
0.04259 -0.001624 -0.038839 -0.053663 -0.019909 -0.005679 0.059003 0.001219
0.037261 0.000376 0.02779 -0.045228 0.00544 -0.062655 -0.02939 0.001396 -0.079468
0.042573 0.03338 0.076491
internal_weight=0.0 687.802 63.1405 44.0355 35.8691 624.662 621.737 86.9856 53.7913
534.751 37.9086 7.79581 33.1943 20.9456 45.9954 496.843 10.1608 491.91 19.105
23.0335 21.7471 14.122 11.2142 13.1722 16.963 10.5329 8.48023 3.45948
internal_count=30296 29690 1833 1170 954 27857 27666 3143 2515 24523 907 579 628
521 1936 23616 237 23273 663 391 637 317 338 333 386 299 255 606
shrinkage=0.1
Tree=114
num_leaves=29
num_cat=0
split_feature=166 156 102 166 153 161 91 18 150 183 102 101 75 61 89 104 121 139
156 114 101 62 192 167 25 138 155 22
split_gain=2.14882 4.50784 3.62102 8.14455 5.66266 5.63514 6.65941 5.69911 5.62264
4.47968 4.10655 7.118 3.99119 3.96112 3.94518 3.55073 3.53962 3.08424 4.3541 3.0615
3.15075 3.3092 4.34734 3.91888 3.7919 3.15525 3.0481 3.03112
threshold=0.001033 0.469108 -1.282244 0.000987 24.798798 0.077413 0.502324 0.493209
0.286029 -0.54359 1.603022 -16.276127 11.646992 0.308978 0.0 0.301279 0.554672
0.41948 0.000136 -2.795524 -26.06276 4.693073 -0.022194 0.002445 27.058568 0.679483
4.651911 0.481391
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
left_child=2 16 3 4 5 6 -1 26 -6 -8 11 -4 -9 -10 -12 27 -2 18 -18 -3 25 22 -22 -23
-25 -21 -7 -13
right_child=1 19 10 -5 8 7 9 12 13 -11 14 15 -14 -15 -16 -17 17 -19 -20 20 21 23 -
24 24 -26 -27 -28 -29
leaf_value=0.053284 -0.013666 0.06936 -0.107337 -0.106234 -0.065928 -0.046959
0.082852 0.02639 -0.034405 -0.067768 -0.079433 0.035652 -0.041516 0.044826 -
0.004945 0.051952 -0.046738 0.041245 0.031491 0.016395 -0.053441 -0.058554 0.049135
-0.013653 0.059655 -0.083067 0.066973 -0.100958
leaf_weight=9.112382 102.803383 13.261468 11.474193 5.981185 16.209149 2.414634
2.152136 38.214839 11.338635 16.810928 7.249314 2.50849 11.086901 13.987554
232.681016 6.560089 13.44411 27.680697 14.90378 7.091103 10.152178 3.750444
6.831693 8.53578 39.140911 5.649075 41.543191 4.28317
leaf_count=1357 2656 509 125 123 176 1803 199 2630 118 1085 105 171 902 197 10730
323 334 1123 483 241 267 156 267 344 2086 139 1441 206
internal_value=0.0 0.007638 -0.003953 0.007483 0.011723 0.022634 -0.016575 0.034455
-0.020101 -0.050301 -0.011251 -0.049903 0.011047 0.00931 -0.00723 -6.9e-05 -
0.002643 0.017552 -0.005597 0.024933 0.01759 0.026102 -0.012067 0.03873 0.046504 -
0.027883 0.060604 -0.050516
internal_weight=0.0 253.245 433.608 168.852 162.87 121.335 28.0754 93.2596 41.5353
18.9631 264.756 24.8259 49.3017 25.3262 239.93 13.3517 158.832 56.0286 28.3479
94.4127 81.1512 68.411 16.9839 51.4271 47.6767 12.7402 43.9578 6.79166
internal_count=30296 8605 21691 10031 9908 9417 2641 6776 491 1284 11660 825 3532
315 10835 700 4596 1940 817 4009 3500 3120 534 2586 2430 380 3244 377
shrinkage=0.1
Tree=115
num_leaves=29
num_cat=0
split_feature=153 157 23 146 62 183 150 93 60 65 59 193 179 159 88 100 7 41 192 152
91 177 187 187 143 46 151 60
split_gain=2.06667 6.091 4.06101 3.33828 2.79076 2.7835 2.70285 2.58965 2.52808
2.34723 2.26922 4.82159 3.71568 4.47299 4.07384 4.45084 3.68262 4.02558 5.00837
3.52772 4.04136 3.94533 4.86299 3.62492 3.56196 4.54831 3.97673 3.41921
threshold=1.651853 0.36739 30.767966 0.002343 4.482966 -0.922647 0.622113 0.05807
0.420616 0.44493 0.754738 -0.028854 1.3402 0.793523 18.711691 0.746074 0.993902
0.769561 0.023961 0.019576 0.01325 0.048882 0.315753 -0.580041 0.097982 0.564346
0.549204 0.730637
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
left_child=1 2 4 7 -1 6 -2 -4 -6 -10 19 12 14 -14 27 -16 17 18 -13 20 -7 22 -22 24
26 -26 -21 -12
right_child=5 -3 3 -5 8 10 -8 -9 9 -11 11 16 13 -15 15 -17 -18 -19 -20 23 21 -23 -
24 -25 25 -27 -28 -29
leaf_value=0.095506 0.007331 0.096917 -0.186649 0.099577 0.024377 0.058055 0.068172
0.084364 0.004756 -0.098597 -0.010567 -0.016159 -0.007968 -0.090924 -0.044254
0.038686 -0.024571 0.063233 0.053169 -0.024917 -0.044326 0.020888 0.035588 -
0.016498 -0.049461 0.015818 0.05863 0.055215
leaf_weight=1.532749 22.448854 8.538164 0.754711 5.219045 3.9859 14.929802
10.790455 0.528443 3.065751 7.408564 12.964001 23.720722 17.475477 10.313336
22.808225 8.925501 12.715665 27.80852 18.429205 7.733839 27.456713 47.848783
10.431633 267.653295 17.118619 27.994478 20.928764 19.937281
leaf_count=318 774 8112 85 5086 546 502 439 483 385 413 252 564 359 153 617 314 287
810 547 170 568 1213 346 4924 310 626 521 572
internal_value=0.0 0.02548 -0.001856 0.064197 -0.028996 -0.000898 0.027249 -
0.075921 -0.042783 -0.068447 -0.002419 0.00721 -0.008472 -0.038993 0.004667 -
0.020844 0.024746 0.033748 0.014172 -0.006236 0.010202 0.001803 -0.022259 -0.011088
0.008519 -0.008974 0.036037 0.0293
internal_weight=0.0 31.0333 22.4952 6.5022 15.993 650.433 33.2393 1.28315 14.4602
10.4743 617.194 175.098 92.4238 27.7888 64.635 31.7337 82.6741 69.9584 42.1499
442.096 100.667 85.7371 37.8883 341.429 73.7757 45.1131 28.6626 32.9013
internal_count=30296 15428 7316 5654 1662 14868 1213 568 1344 798 13655 4475 2267
512 1755 931 2208 1921 1111 9180 2629 2127 914 6551 1627 936 691 824
shrinkage=0.1
Tree=116
num_leaves=29
num_cat=0
split_feature=186 58 116 102 101 101 90 194 119 149 182 124 15 99 190 99 67 151 186
114 90 8 23 62 35 14 138 97
split_gain=2.03635 2.88219 3.15159 2.95814 4.6377 3.17588 3.78451 2.73168 2.70181
2.65298 2.57959 4.55571 2.37511 4.80262 5.22441 4.49446 4.45747 4.47933 3.90546
3.8006 3.79075 3.71737 5.09224 6.96082 3.84796 3.75385 3.71345 3.64164
threshold=-0.800163 0.948593 0.664056 9.480742 -5.421321 -16.276127 22.412401
0.91048 0.284603 0.174505 -0.174078 0.586376 0.34859 0.0 0.477471 0.419525 0.751165
0.804297 0.872103 -2.772979 28.415606 0.224014 26.975263 9.43606 0.705251 0.809604
0.407144 0.300619
decision_type=2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 5 -5 6 -1 -8 -6 -10 -4 -12 13 14 -2 21 18 20 19 -17 -18 22 23 -14
-23 -24 -26 -21
right_child=12 -3 10 4 8 -7 7 -9 9 -11 11 -13 15 -15 -16 16 17 -19 -20 27 -22 24 25
-25 26 -27 -28 -29
leaf_value=-0.041265 -0.064526 0.05403 -0.060578 -0.082135 -0.081125 0.101193
0.093204 -0.036025 -0.038188 0.068889 0.025842 -0.08052 -0.037665 0.017013 0.035401
0.010455 -0.026063 0.055829 0.035373 -0.056024 0.033382 0.055215 0.005226 0.053486
0.030846 0.062686 -0.06087 -0.019605
leaf_weight=8.033615 15.564096 5.748853 22.879023 8.50426 2.396052 4.501323
5.551683 2.231051 3.319115 7.134357 11.92371 5.965095 45.267322 175.34307 7.771721
26.668009 29.418655 16.715329 11.907198 39.940718 16.759159 30.779672 38.905281
10.184301 12.261304 16.018466 6.779473 88.575834
leaf_count=223 505 401 891 97 133 604 360 133 209 442 378 119 810 8701 447 751 870
700 658 1473 1021 1383 2810 486 443 1241 215 3792
internal_value=0.0 -0.013851 -0.018653 0.000667 -0.025241 0.027947 0.006572
0.056014 0.012627 0.034739 -0.038389 -0.009781 0.002436 0.011334 -0.031186 -
0.002094 -0.011052 0.011616 -0.019593 -0.023837 -0.004439 0.010758 0.000506 -
0.020843 0.033406 0.022081 -0.001877 -0.030964
internal_weight=0.0 88.1881 82.4393 41.6715 21.3538 20.3177 15.8163 7.78273 12.8495
10.4535 40.7678 17.8888 588.86 198.679 23.3358 390.181 229.985 62.8931 167.092
155.185 46.1778 160.196 110.375 55.4516 49.8204 54.9237 19.0408 128.517
internal_count=30296 3990 3589 2201 881 1320 716 493 784 651 1388 497 26306 9653
952 16653 9265 2591 6674 6016 1891 7388 5347 1296 2041 4051 658 5265
shrinkage=0.1
Tree=117
num_leaves=29
num_cat=0
split_feature=153 102 166 78 121 163 99 98 13 107 148 116 75 38 87 141 116 90 154
180 180 25 160 114 114 102 116 116
split_gain=2.00604 6.88667 3.77305 3.49908 3.28295 4.85518 3.67063 3.44326 3.31238
2.97128 2.86018 2.65675 2.57403 5.65724 3.5562 4.10594 3.22139 2.55171 2.37085
5.2055 5.85376 3.54584 4.83735 4.62869 5.62148 5.16986 3.96954 3.87173
threshold=8.731129 -16.467312 0.002154 0.091283 0.418997 0.861594 0.598948 0.515195
0.750315 0.778627 0.515871 2.513862 -10.362776 0.177477 0.326302 0.025038 -2.249035
23.247995 29.124854 0.0564 0.416 30.164259 0.967871 1.191311 1.968297 13.571529 -
0.367029 -1.401807
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
left_child=1 -1 3 12 6 8 7 -5 -6 -8 -7 -4 13 17 15 -14 -16 -3 19 -2 -21 27 23 -23 -
25 -26 -24 -20
right_child=18 2 11 4 5 10 9 -9 -10 -11 -12 -13 14 -15 16 -17 -18 -19 21 20 -22 22
26 24 25 -27 -28 -29
leaf_value=0.101542 0.057359 0.036332 0.05552 0.057047 -0.04464 0.004093 0.007524 -
0.010117 -0.000908 -0.058619 0.104037 -0.041023 -0.10478 0.063377 -0.045948
0.084681 0.075795 -0.092253 0.067446 -0.091389 -0.01395 -0.007031 0.012365 0.054393
0.032339 -0.068552 -0.060455 0.008214
leaf_weight=7.520219 7.181588 1.962854 20.534415 21.51225 48.529073 8.758154
20.10128 11.723712 27.000254 10.13607 4.190449 3.226129 2.932835 6.296901 2.378919
1.752165 19.047933 6.319604 13.265794 12.844681 40.200032 224.401801 10.417554
29.561253 11.003251 9.273315 26.043077 64.166586
leaf_count=4095 153 177 1993 2168 3877 728 1584 1110 2285 520 484 92 203 416 192
236 1904 364 362 154 660 4133 201 484 161 92 353 1115
internal_value=0.0 0.008032 0.004736 8.5e-05 -0.006886 -0.019332 0.010447 0.033355
-0.029042 -0.014716 0.037023 0.042256 0.026102 -0.007464 0.044851 -0.033407
0.062087 -0.06157 -0.003556 -0.022001 -0.032847 -0.000686 -0.005462 -0.000902
0.026632 -0.013841 -0.039636 0.018444
internal_weight=0.0 223.923 216.403 192.642 151.951 88.4779 63.4733 33.236 75.5293
30.2373 12.9486 23.7605 40.6912 14.5794 26.1119 4.685 21.4269 8.28246 448.359
60.2263 53.0447 388.133 310.7 274.24 49.8378 20.2766 36.4606 77.4324
internal_count=30296 22428 18333 16248 12756 7374 5382 3278 6162 2104 1212 2085
3492 957 2535 439 2096 541 7868 967 814 6901 5424 4870 737 253 554 1477
shrinkage=0.1
Tree=118
num_leaves=29
num_cat=0
split_feature=179 101 190 115 63 115 103 115 111 24 141 11 142 115 115 11 190 115
167 115 194 77 24 127 101 117 101 115
split_gain=1.86454 4.01337 4.2291 5.4104 3.85461 4.59687 5.91235 6.59954 5.00842
4.87984 5.64723 4.68855 4.19014 4.85227 7.64859 6.83318 5.79098 4.30441 6.83171
5.45228 4.757 4.65764 3.83111 3.6406 3.42806 3.38963 4.32605 3.38163
threshold=0.84795 11.807406 0.994261 2.461028 9.692701 0.739108 -6.156959 -0.798483
0.620139 49.185423 0.111784 16.5 0.4 -0.195806 -0.854116 65.5 -0.336496 2.882302
0.001674 2.843004 0.750568 -33.7508 47.149971 -0.865922 -20.723042 0.476966 -
40.548312 -1.379505
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
left_child=4 2 27 -4 12 6 7 -6 9 10 22 -8 13 14 15 16 -1 19 24 21 -20 -15 -7 -21 -
19 26 -9 -2
right_child=1 -3 3 -5 5 8 11 25 -10 -11 -12 -13 -14 17 -16 -17 -18 18 20 23 -22 -23
-24 -25 -26 -27 -28 -29
leaf_value=0.038376 -0.05385 0.034361 0.064932 -0.052576 0.100945 0.058048 0.090041
-0.121554 0.096328 0.09363 -0.15125 -0.068926 0.069088 0.086454 0.071319 0.097173 -
0.033254 0.119031 0.01868 -0.125526 -0.045336 -0.01098 -0.087249 -0.022729 0.029677
-0.097515 0.100467 -0.012214
leaf_weight=16.507245 22.926675 19.916127 13.610024 5.399966 2.678357 6.28125
8.337308 1.332582 14.623576 5.367274 2.499715 2.298596 8.581835 4.917116 21.789754
6.587056 35.157609 7.693065 34.658529 6.739807 17.338036 240.726747 2.446578
7.120826 9.867703 10.145674 2.200454 129.760042
leaf_count=1459 478 685 523 99 805 434 1152 20 1605 641 89 133 706 241 2106 854
2973 217 1015 77 342 9621 48 163 543 353 359 2555
internal_value=0.0 -0.008018 -0.012957 0.031399 0.003662 0.027749 -0.002441 -
0.040145 0.053824 0.01598 -0.021479 0.055283 0.000297 -0.001158 0.020906 0.001947 -
0.010317 -0.006533 0.015537 -0.012456 -0.002683 -0.008994 0.016707 -0.073287
0.069296 -0.068337 0.015453 -0.018502
internal_weight=0.0 191.613 171.697 19.01 475.897 58.2114 26.993 16.3571 31.2184
16.5948 11.2275 10.6359 417.685 409.103 80.0417 58.2519 51.6649 329.062 69.5573
259.504 51.9966 245.644 8.72783 13.8606 17.5608 13.6787 3.53304 152.687
internal_count=30296 4340 3655 622 25956 5639 2822 1537 2817 1212 571 1285 20317
19611 7392 5286 4432 12219 2117 10102 1357 9862 482 240 760 732 379 3033
shrinkage=0.1
Tree=119
num_leaves=21
num_cat=0
split_feature=12 11 168 194 112 45 88 134 102 169 187 167 89 194 65 65 38 60 131 56
split_gain=1.83125 1.89014 2.3776 1.89979 6.26691 4.21023 4.60232 4.07425 3.58469
7.60429 6.7225 3.49185 3.00271 2.82696 4.3347 4.07535 2.74349 1.23781 0.554992
0.059059
threshold=84.75 114.0 0.048638 -0.692516 0.054401 0.543024 15.721655 0.334329 -
11.02162 0.00511 0.189431 0.004004 44.768292 -0.645068 0.892228 0.960573 -0.507534
0.225226 0.032868 0.326112
decision_type=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 4 12 7 -7 -6 9 11 -11 -5 17 14 -10 -15 -14 -1 -4 -2
right_child=19 -3 18 8 5 6 -8 -9 13 10 -12 -13 16 15 -16 -17 -18 -19 -20 -21
leaf_value=0.032694 0.048229 -0.059238 0.004153 0.085649 -0.045814 -0.006126
0.05416 0.004929 0.003625 -0.036927 0.043984 0.008633 -0.089309 -0.009258 -0.106474
0.015836 0.057158 0.107052 0.102311 0.097537
leaf_weight=3.068906 0.772375 5.253776 0.767235 17.799761 25.463935 25.414821
25.05289 41.419053 7.315672 27.998675 16.091536 8.862512 1.997059 350.253654
6.856846 79.272715 3.213999 10.06229 2.72504 1.694045
leaf_count=239 96 111 69 2911 1419 982 2945 2880 310 737 665 607 97 11583 132 2879
233 762 399 240
internal_value=0.0 -2e-06 0.00048 3.1e-05 0.010554 0.002028 0.023819 -0.014407 -
0.002744 0.018142 -0.00734 0.060209 0.064765 -0.00608 -0.04989 -0.004621 0.000235
0.090105 0.081731 0.084805
internal_weight=0.0 658.89 653.637 650.144 135.693 117.351 50.4677 66.883 514.451
70.7525 44.0902 26.6623 18.3423 443.699 14.1725 429.526 5.21106 13.1312 3.49227
2.46642
internal_count=30296 29960 29849 29381 9557 8226 3927 4299 19824 4920 1402 3518
1331 14904 442 14462 330 1001 468 336
shrinkage=0.1
Tree=120
num_leaves=29
num_cat=0
split_feature=166 76 63 24 51 90 64 36 50 140 89 166 194 140 64 87 141 102 166 115
114 19 115 12 153 62 76 140
split_gain=2.1265 3.3507 5.30268 5.77323 4.84048 6.36114 6.03715 4.4812 3.93885
3.57826 3.54076 3.42085 2.90572 2.8619 3.83253 2.80855 2.77956 2.67649 6.21804
5.23384 6.93947 4.83817 4.2031 7.56795 5.74958 4.8061 5.10619 3.58762
threshold=0.001033 -1.469243 5.999383 57.624698 7.474019 21.476761 6.774807 -
1.172882 7.342435 -0.11783 40.124467 0.001344 0.758103 0.485608 0.0 0.56666
0.125217 -1.282244 0.001005 2.056512 0.979417 0.544963 2.013044 79.05 3.545321
2.894054 34.569547 -1.369978
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
left_child=13 9 -3 4 6 -6 10 -8 -5 15 -4 -11 -13 14 -1 -2 -10 18 19 20 -16 -21 23
24 -19 27 -27 -24
right_child=1 2 3 8 5 -7 7 -9 16 11 -12 12 -14 -15 17 -17 -18 22 -20 21 -22 -23 25
-25 -26 26 -28 -29
leaf_value=-0.106533 0.097946 -0.038014 -0.005959 0.087113 -0.052819 0.073566
0.043253 -0.006387 -0.059126 0.083764 -0.091622 -0.046209 0.07361 0.09999 0.008509
0.024637 0.051626 0.050572 -0.106809 0.059232 -0.05955 0.001816 -0.024449 0.090903
-0.012862 -0.039804 0.032645 0.07622
leaf_weight=3.574371 10.765529 27.60122 8.319144 14.5301 5.077472 17.364179
22.720446 89.539371 3.948204 3.735127 11.549803 10.646404 2.403829 2.537639
77.138868 10.339041 5.072205 16.344793 4.623735 32.212314 18.494727 26.990274
6.443832 8.801435 109.203627 89.790913 10.822678 7.640694
leaf_count=25 423 572 258 802 113 625 1250 2702 118 246 224 564 122 296 6201 380
206 5261 75 1321 1272 1081 78 1119 2198 2173 313 278
internal_value=0.0 0.007736 0.002691 0.009021 0.001973 0.044821 -0.005321 0.003676
0.055047 0.035029 -0.056003 0.000463 -0.023694 -0.004033 -0.004699 0.062346
0.002911 -0.003781 0.006327 0.009774 -0.004684 0.03312 -0.010259 0.001737 -0.004564
-0.024312 -0.031976 0.030213
internal_weight=0.0 243.612 205.722 178.121 154.57 22.4417 132.129 112.26 23.5505
37.8899 19.8689 16.7854 13.0502 414.62 412.082 21.1046 9.02041 408.508 159.46
154.836 95.6336 59.2026 249.048 134.35 125.548 114.698 100.614 14.0845
internal_count=30296 8605 6870 6298 5172 738 4434 3952 1126 1735 482 932 686 21691
21395 803 324 21370 9950 9875 7473 2402 11420 8578 7459 2842 2486 356
shrinkage=0.1
Tree=121
num_leaves=29
num_cat=0
split_feature=166 76 101 179 50 114 37 36 105 101 153 37 69 114 169 99 76 111 102
132 128 62 35 55 107 76 62 127
split_gain=1.91078 3.89271 5.90434 4.94011 3.85242 3.66877 4.94728 3.70711 4.07621
3.28043 3.19409 3.22339 3.15439 3.03811 3.31422 2.65689 3.58379 3.57644 3.64695
3.42983 3.91023 3.82405 3.3654 4.58597 3.83792 3.15298 2.94662 2.85963
threshold=0.001703 19.023422 7.139051 0.26215 4.471653 -2.754609 0.785073 -0.056099
0.646128 -15.518951 47.308573 0.866597 0.94468 0.34209 0.083001 0.30389 -37.321941
0.803868 26.915295 0.491364 -0.488932 9.650747 0.517971 0.521976 0.197872 -
25.747446 4.693073 -0.312354
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
left_child=10 2 4 -3 12 6 -6 9 -9 -7 15 -12 -2 -4 -15 17 -17 19 -19 22 26 -22 24 -
24 -1 -18 -21 -27
right_child=1 3 13 -5 5 7 -8 8 -10 -11 11 -13 -14 14 -16 16 25 18 -20 20 21 -23 23
-25 -26 27 -28 -29
leaf_value=-0.046419 0.056283 0.07419 0.103196 0.002715 -0.037158 -0.050299
0.086482 -0.017656 -0.116297 0.008545 0.000605 -0.059589 -0.064112 -0.035223
0.07682 -0.114674 0.059963 0.043291 -0.036112 -0.006825 -0.017841 0.080693 0.004149
-0.086191 0.033233 -0.012685 0.068355 0.008033
leaf_weight=9.289773 12.344473 18.830636 7.087551 19.868526 6.101756 15.548535
6.691361 7.894046 9.010448 23.912833 16.682653 18.869058 2.550917 5.445575 4.953631
2.896473 7.299895 42.651446 6.60346 7.321382 30.885541 4.421576 9.7797 13.015076
16.93651 210.4015 17.650003 97.324937
leaf_count=448 646 837 760 504 128 407 175 168 113 1175 245 258 74 186 246 216 443
2454 233 350 1405 603 492 500 1023 8429 846 6932
internal_value=0.0 0.010669 0.000362 0.037616 -0.010637 -0.020587 0.027567 -
0.031564 -0.070642 -0.014671 -0.002502 -0.031378 0.035323 0.053088 0.018231 -
0.000339 -0.005615 0.010228 0.032575 0.000129 0.016104 -0.005294 -0.019484 -
0.047514 0.00491 -0.004576 0.046319 -0.006128
internal_weight=0.0 140.24 101.541 38.6992 84.0544 69.159 12.7931 56.3659 16.9045
39.4614 512.029 35.5517 14.8954 17.4868 10.3992 476.477 317.923 158.554 49.2549
109.3 60.2785 35.3071 49.0211 22.7948 26.2263 315.026 24.9714 307.726
internal_count=30296 5419 4078 1341 2886 2166 303 1863 281 1582 24877 503 720 1192
432 24374 16020 8354 2687 5667 3204 2008 2463 992 1471 15804 1196 15361
shrinkage=0.1
Tree=122
num_leaves=29
num_cat=0
split_feature=115 76 76 116 38 50 180 179 36 76 10 180 145 180 155 166 142 140 102
153 114 23 153 76 76 36 51 195
split_gain=1.89313 3.65383 3.26729 2.91548 3.49893 2.51682 2.00141 5.54799 4.93001
4.9839 6.81286 4.92719 4.54302 4.24392 4.55155 3.85776 3.6128 6.98224 5.90168
5.76641 4.93848 4.98784 4.52081 2.57579 1.71369 1.44552 0.706346 1.83012
threshold=-2.42354 -0.642256 25.302529 -2.409956 -1.031156 3.138443 4.58815 0.075 -
0.04268 11.445581 69.5 3.92835 0.135676 10.5586 119.513133 0.00022 -0.114013 -
0.236268 -3.666838 25.580631 0.770481 47.650584 9.478967 4.083032 1.901411 -
1.037668 3.123091 -1.0
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 8
left_child=1 -1 5 4 -2 25 11 15 9 10 -9 16 -11 23 -15 -8 17 19 -19 -5 22 -22 -18 -
10 -13 -3 -7 -28
right_child=3 2 -4 6 -6 26 7 8 13 12 -12 24 -14 14 -16 -17 20 18 -20 -21 21 -23 -24
-25 -26 -27 27 -29
leaf_value=0.100701 -0.052908 -0.109825 0.062415 0.013897 0.098563 -0.128374 -
0.048438 -0.052052 0.020351 0.046646 0.032438 0.11589 -0.016425 0.060333 -0.051476
0.102186 0.040457 0.045523 -0.088463 -0.044453 -0.011469 0.100658 0.007589 -
0.067012 0.029681 0.095595 -0.13827 0.007374
leaf_weight=1.585718 1.959661 0.396231 1.824125 67.170113 5.994725 4.715266
2.158617 62.351814 6.131999 15.251661 11.183998 4.882657 44.590976 21.854279
4.281892 7.065289 60.014252 3.957829 17.752169 22.545992 121.235336 4.010668
138.398088 7.286114 4.541496 1.08024 1.592645 1.722742
leaf_count=564 71 2 147 3549 408 40 156 1340 149 508 556 97 1157 652 67 308 9351
168 489 371 4548 1669 2909 112 204 466 39 199
internal_value=0.0 -0.037441 -0.057517 0.001099 0.060921 -0.081024 0.000329 -
0.008494 -0.012544 -0.02174 -0.039162 0.003949 -0.000285 0.018415 0.041855 0.066678
0.002389 -0.013131 -0.063894 -0.000782 0.007737 -0.0078 0.01755 -0.027126 0.075145
0.036559 -0.102958 -0.064026
internal_weight=0.0 12.917 11.3312 634.62 7.95439 9.50712 626.665 182.157 172.933
133.378 73.5358 444.509 59.8426 39.5543 26.1362 9.22391 435.084 111.426 21.71
89.7161 323.658 125.246 198.412 13.4181 9.42415 1.47647 8.03065 3.31539
internal_count=30296 1457 893 28839 479 746 28360 5005 4541 3561 1896 23355 1665
980 719 464 23054 4577 657 3920 18477 6217 12260 261 301 468 278 238
shrinkage=0.1
Tree=123
num_leaves=29
num_cat=0
split_feature=100 188 107 97 141 167 156 130 123 91 93 95 36 179 109 112 139 19 150
38 9 166 82 109 98 106 104 164
split_gain=1.75386 4.82739 3.14965 3.55751 3.2876 3.88198 3.29654 2.88841 4.064
4.01105 3.82533 3.40345 3.95415 3.81258 3.33955 3.3079 3.09789 3.22551 3.07194
3.06608 3.94481 3.02881 2.9736 2.91446 4.63935 3.26452 3.67121 3.26566
threshold=0.206154 -0.821773 0.971456 0.447585 -0.386569 0.00071 0.988285 0.735112
0.282035 0.832703 0.794262 0.882357 -0.580427 0.26215 0.789038 0.988043 0.180485
0.826594 0.030686 -0.499696 0.496269 0.002099 0.593836 0.027207 0.525623 0.316636
0.87085 0.151405
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
left_child=1 -1 4 -4 -3 -6 -7 8 10 11 14 12 13 -10 15 21 17 -11 -13 20 -18 -2 -14
24 -9 -25 -27 -28
right_child=7 2 3 -5 5 6 -8 23 9 16 -12 18 22 -15 -16 -17 19 -19 -20 -21 -22 -23 -
24 25 -26 26 27 -29
leaf_value=0.040434 -0.019081 -0.064672 0.008666 -0.075385 0.065692 -0.01544
0.029574 -0.073172 0.047745 0.039819 0.03586 -0.037563 -0.025018 -0.006792 -
0.040092 0.070411 0.051278 -0.095602 0.058217 0.079313 -0.09825 0.052472 0.014419
0.015733 0.011402 -0.037353 0.057702 -0.010234
leaf_weight=18.243407 40.263663 9.422278 7.403269 15.383759 7.48928 99.815569
19.333859 15.26971 31.264508 4.511735 17.477861 3.865245 49.186071 21.589109
33.29883 5.881747 6.107762 2.755378 22.061002 22.824575 2.375779 6.838843 31.124293
61.740986 11.151626 37.544648 9.365073 27.987152
leaf_count=1283 1794 487 355 402 1715 3101 1091 469 2012 266 860 196 2220 654 1094
285 314 65 1007 1174 127 314 1600 3374 398 1600 809 1230
internal_value=0.0 -0.008145 -0.013752 -0.048097 -0.007963 -0.003691 -0.008109
0.003548 0.009349 0.01776 -0.006665 0.010722 0.004246 0.025471 -0.015322 0.000264
0.046662 -0.011899 0.04381 0.06029 0.008672 -0.008586 -0.00972 -0.007167 -0.037512
-0.00127 -0.015304 0.006863
internal_weight=0.0 177.091 158.848 22.787 136.061 126.639 119.149 464.486 301.426
197.665 103.761 159.09 133.164 52.8536 86.2831 52.9843 38.5752 7.26711 25.9262
31.3081 8.48354 47.1025 80.3104 163.059 26.4213 136.638 74.8969 37.3522
internal_count=30296 8434 7151 757 6394 5907 4192 21862 13982 9635 4347 7689 6486
2666 3487 2393 1946 331 1203 1615 441 2108 3820 7880 867 7013 3639 2039
shrinkage=0.1
Tree=124
num_leaves=29
num_cat=0
split_feature=91 161 164 146 32 71 123 181 46 184 117 115 49 116 195 91 167 178 112
149 164 54 191 136 162 115 172 54
split_gain=1.67495 3.85279 3.60931 3.5101 3.69781 3.06425 2.47039 3.52213 4.19404
3.19224 2.68798 2.23978 2.8627 2.42239 3.1401 2.49402 6.03512 4.60077 3.28986
4.1213 4.70932 3.90525 3.79117 3.28021 3.157 3.09558 2.73864 2.34002
threshold=0.094034 0.134546 0.818104 0.675889 0.909247 0.303441 0.025861 2.57259
0.066563 0.800041 0.279082 -2.42354 1.14328 -2.362282 -0.998519 0.849768 0.001325
0.992937 0.110703 0.189915 0.264216 0.255171 0.934404 0.79455 0.091929 3.121767
0.347518 0.806098
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 6 -5 -4 -3 8 -8 -10 -9 12 -2 14 -13 18 27 24 19 26 -21 22 -20 -19
-18 -23 -15 -17
right_child=11 3 5 4 -6 -7 7 10 9 -11 -12 13 -14 15 -16 16 17 23 21 20 -22 25 -24 -
25 -26 -27 -28 -29
leaf_value=0.067257 0.103271 -0.072877 -0.098293 0.044259 -0.049308 0.041693 -
0.074862 0.028545 0.04054 -0.050928 -0.065068 -0.009287 -0.066194 0.016317 0.110625
0.06981 -0.024758 -0.045597 0.016552 0.071461 0.007249 -0.015545 -0.060611 0.032914
0.023825 -0.080543 -0.05078 0.001007
leaf_weight=19.017805 1.031248 6.100382 2.716237 25.434307 4.972445 3.439532 4.6324
3.933442 24.94338 4.41184 12.945037 4.27835 9.185039 10.65687 4.308086 19.604114
17.139875 28.247075 65.054196 16.753886 35.716357 212.063825 6.964425 6.464944
59.566454 7.518138 13.91608 6.651752
leaf_count=1400 263 224 82 1361 187 178 294 177 1548 210 283 214 891 689 248 1732
678 742 2865 839 1335 9483 432 254 2451 147 464 625
internal_value=0.0 0.01138 0.045776 0.001419 0.028818 -0.020403 -0.013207 -0.005911
0.012608 0.026639 -0.043144 -0.002059 -0.048221 -0.001132 0.051256 -0.002032
0.009445 -0.000721 -0.006323 0.012038 0.027862 -0.01118 0.009007 -0.030893 0.012937
-0.017808 -0.021678 0.052489
internal_weight=0.0 112.547 25.1736 87.3732 30.4068 6.15577 56.9665 50.8661 33.9876
29.3552 16.8785 525.121 10.2163 514.904 8.58644 506.318 137.674 111.418 368.644
77.0432 52.4702 291.601 72.0186 34.712 76.7063 219.582 24.573 26.2559
internal_count=30296 5944 1660 4284 1548 260 2736 2512 2052 1758 460 24352 1154
23198 462 22736 6482 4125 16254 3327 2174 12927 3297 996 3129 9630 1153 2357
shrinkage=0.1
Tree=125
num_leaves=29
num_cat=0
split_feature=101 133 129 190 167 167 49 178 64 64 64 195 155 16 11 77 166 115 116
195 49 24 140 149 24 159 84 190
split_gain=2.0019 4.85133 4.41153 5.63631 5.21269 5.40843 5.0644 4.18879 4.16578
5.225 4.66153 4.5931 4.82237 4.13404 3.65932 3.71721 3.80195 3.61554 6.15925
4.29861 3.56496 3.45754 3.45366 3.37696 3.31003 3.28144 3.54205 3.21012
threshold=-13.231006 0.239575 -0.753959 0.841028 0.007749 0.004433 6.788254 1.0
9.541254 9.082605 9.416632 0.998977 31.852139 0.554865 49.5 26.8337 0.000405
1.119763 -0.214448 -0.998519 5.361357 44.868435 -0.024735 0.925361 29.434389
0.441669 0.300195 0.063534
decision_type=2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2
left_child=2 13 3 6 5 14 -1 8 9 11 -11 12 -3 22 15 16 -4 18 19 -7 21 -9 -2 -24 -6 -
23 -27 -26
right_child=1 7 4 -5 24 17 -8 20 -10 10 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22
25 23 -25 27 26 -28 -29
leaf_value=-0.046199 0.023588 0.000291 -0.00979 -0.081594 -0.065878 0.035898
0.025567 0.007163 0.059519 -0.080985 0.022241 0.102237 0.041217 -0.036806 0.069826
-0.046681 0.024362 -0.053063 0.080524 -0.064742 0.02123 -0.078567 -0.047196
0.100681 0.013566 -0.074488 0.061371 0.072896
leaf_weight=19.813748 34.435687 67.359398 72.201618 15.706116 3.016811 6.22706
19.33299 17.346416 24.971514 9.848502 7.733081 6.74348 50.277992 41.839122 7.867613
15.078747 59.241196 33.89433 6.454705 12.85779 25.604372 15.239125 14.820214
1.633933 19.426354 3.331237 4.28071 17.288122
leaf_count=282 1446 4539 4840 229 55 231 347 861 2636 385 446 1364 1322 2089 450
1085 1860 629 247 246 1225 533 1029 134 732 100 203 751
internal_value=0.0 0.005776 -0.005466 -0.031155 9.6e-05 -0.006084 -0.010748
0.013484 0.021905 0.015247 -0.03563 0.022469 0.017811 -0.013551 0.00378 0.000185
0.005599 -0.031694 -0.003202 -0.031827 -0.007863 -0.02643 0.005575 -0.031972
0.033321 -0.051913 0.001581 0.041646
internal_weight=0.0 325.465 308.407 54.8529 253.554 213.823 39.1467 232.736 166.934
141.962 17.5816 124.381 117.637 92.729 154.389 146.522 131.443 59.4339 25.5396
19.0848 65.8019 40.1975 50.8898 16.4541 39.7313 22.8511 7.61195 36.7145
internal_count=30296 18312 11984 858 11126 9588 629 13614 10692 8056 831 7225 5861
4698 8235 7785 6700 1353 724 477 2922 1697 2609 1163 1538 836 303 1483
shrinkage=0.1
Tree=126
num_leaves=29
num_cat=0
split_feature=101 115 49 49 66 93 21 48 84 1 165 189 59 127 179 180 173 115 24 51
181 166 88 88 165 143 195 22
split_gain=1.74395 5.50798 3.52761 2.85015 2.37126 3.8794 4.41407 3.57481 3.15965
3.1535 2.94223 2.53696 3.66447 2.44493 5.07933 4.49384 4.13476 4.47041 4.11541
5.71778 5.84367 4.33415 4.97655 4.02645 4.52187 5.06325 3.81666 4.48664
threshold=-44.005011 2.177825 0.763561 0.928847 0.114486 0.606308 0.902675 0.252692
0.022876 0.546312 0.16987 0.249678 0.704457 -0.312354 0.44795 59.89355 0.839374 -
0.740482 45.470049 3.63226 0.00197 0.001795 23.589408 15.983229 0.08717 0.90697 -
0.592866 0.238316
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 10 2
left_child=1 3 -3 -1 5 7 -7 10 9 -9 -2 -10 -13 15 23 18 -16 -18 19 -6 -21 22 -20 24
-15 -26 -25 -28
right_child=4 2 -4 -5 13 6 -8 8 11 -11 -12 12 -14 14 16 -17 17 -19 21 20 -22 -23 -
24 26 25 -27 27 -29
leaf_value=0.002343 -0.017749 -0.032244 0.105417 -0.085188 -0.052905 0.059356 -
0.020241 -0.00714 -0.02309 -0.169437 0.067571 0.063593 -0.040608 0.079188 -0.024517
0.05367 -0.052908 0.064759 0.011544 0.058153 -0.015416 0.029541 -0.026799 0.089564
-0.03176 0.095299 -0.041587 0.059958
leaf_weight=5.425135 6.07016 3.2242 4.178279 11.531225 38.018578 29.119195 9.072725
2.363316 27.851411 2.389264 11.710164 9.766178 5.043295 6.378126 48.151951
12.249609 4.312704 12.041973 73.500539 11.717368 125.748213 45.487034 62.565837
15.733794 22.557914 3.549572 6.820363 11.653617
leaf_count=125 445 83 174 232 1075 1904 424 195 1392 42 720 692 308 706 1397 427
134 421 1578 1458 4541 1764 3510 3968 924 282 439 936
internal_value=0.0 -0.025881 0.045626 -0.057245 0.001362 0.015144 0.040412 0.000287
-0.014037 -0.090608 0.038432 -0.005306 0.027995 -0.001485 0.010234 -0.005653 -
0.009753 0.033537 -0.007704 -0.018622 -0.009103 0.002845 -0.006084 0.029571
0.004288 -0.014171 0.053472 0.022383
internal_weight=0.0 24.3588 7.40248 16.9564 603.873 103.386 38.1919 65.1938 47.4135
4.75258 17.7803 42.6609 14.8095 500.487 131.2 369.287 64.5066 16.3547 357.038
175.484 137.466 181.553 136.066 66.6934 32.4856 26.1075 34.2078 18.474
internal_count=30296 614 257 357 29682 6122 2328 3794 2629 237 1165 2392 1000 23560
9207 14353 1952 555 13926 7074 5999 6852 5088 7255 1912 1206 5343 1375
shrinkage=0.1
Tree=127
num_leaves=29
num_cat=0
split_feature=9 193 102 183 154 154 188 67 171 152 50 88 154 113 114 141 167 51 114
75 189 23 167 102 114 114 78 129
split_gain=1.76365 4.67838 3.71527 2.97571 3.03108 3.95283 4.26727 3.57421 4.97882
4.85404 2.42127 2.39638 5.13529 5.11161 4.54395 4.28335 4.656 4.48621 4.08366
3.78358 4.54829 4.39535 5.76847 4.636 4.36162 4.47927 4.006 3.6977
threshold=0.302174 -0.889526 -13.945767 0.991621 59.300393 77.671437 -0.507923
0.714761 0.271261 0.440542 9.033727 15.226927 74.933091 0.968333 -2.24495 0.168656
0.008168 6.882515 1.518115 -32.354033 -0.151572 21.664649 0.006502 -7.928717 -
0.428667 -1.234494 0.091283 -0.73506
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
left_child=11 10 -3 4 7 -6 -7 8 -4 -9 -2 19 15 14 -14 -13 -17 -18 -16 20 -1 23 26 -
21 25 -25 -23 -24
right_child=1 2 3 -5 5 6 -8 9 -10 -11 -12 12 13 -15 18 16 17 -19 -20 21 -22 22 27
24 -26 -27 -28 -29
leaf_value=0.070696 0.072894 0.066666 -0.051302 0.087099 0.068133 0.05468 -0.017351
-0.037978 0.003863 0.049203 -0.016787 0.006604 0.013081 0.024916 -0.077175 0.085222
0.100887 -0.059362 0.01233 0.062696 -0.008776 0.004226 -0.036645 -0.00482 -0.040532
0.072512 -0.053363 0.058348
leaf_weight=11.684909 15.337918 8.599408 36.0327 3.682636 11.38934 11.128709
30.716156 10.087083 29.813576 17.043885 3.677658 147.624039 11.958025 17.282242
25.137543 15.150123 2.455503 5.476027 6.331834 10.31407 18.441635 14.852129
6.599129 42.205339 27.334919 9.009002 63.430493 10.480922
leaf_count=379 1315 748 1303 240 326 337 603 434 1460 924 165 12226 255 480 502
1852 565 345 143 359 489 577 165 948 472 374 1912 398
internal_value=0.0 0.008736 0.003091 -0.000586 -0.002855 0.016146 0.001852 -
0.013752 -0.026335 0.016726 0.055488 -0.003048 0.004004 -0.020948 -0.039242
0.012892 0.052873 -0.009026 -0.059143 -0.010666 0.022126 -0.016043 -0.030943 -2.4e-
05 -0.008337 0.008862 -0.042429 0.021575
internal_weight=0.0 177.509 158.493 149.894 146.211 53.2342 41.8449 92.9772 65.8463
27.131 19.0156 445.768 231.415 60.7096 43.4274 170.706 23.0817 7.93153 31.4694
214.353 30.1265 184.226 95.3627 88.8633 78.5493 51.2143 78.2826 17.0801
internal_count=30296 7855 6375 5627 5387 1266 940 4121 2763 1358 1480 22441 16368
1380 900 14988 2762 910 645 6073 868 5205 3052 2153 1794 1322 2489 563
shrinkage=0.1
Tree=128
num_leaves=29
num_cat=0
split_feature=92 191 119 93 32 89 79 153 68 92 98 141 79 105 49 21 55 95 189 24 14
93 98 21 138 87 155 158
split_gain=1.72689 3.41146 3.04942 2.88437 3.08962 3.69247 2.82947 4.54173 3.25759
3.78545 3.4696 3.0638 2.84638 3.20723 4.13139 2.89829 3.13055 4.11667 3.92484
2.97241 3.02745 2.77191 2.66492 3.12093 2.63506 4.0632 3.78513 3.28614
threshold=0.00493 0.909463 0.136719 0.301435 0.264702 39.937026 0.844334 37.682564
0.293833 0.480229 0.999939 -0.181772 0.740372 0.734133 6.472685 0.634886 0.572836
0.620704 0.579849 52.333446 0.265131 0.179731 0.708988 0.139837 0.845704 0.209976
30.768915 0.177193
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
left_child=1 3 -3 4 5 -1 12 8 10 11 -8 -10 15 -14 -15 24 19 21 -19 -17 -21 -18 23 -
11 27 -26 -27 -2
right_child=6 2 -4 -5 -6 -7 7 -9 9 22 -12 -13 13 14 -16 16 17 18 -20 20 -22 -23 -24
-25 25 26 -28 -29
leaf_value=0.029208 0.002792 -0.134748 0.006845 0.052893 0.02871 -0.095482 0.058723
-0.039647 0.097337 0.064286 -0.046675 -0.024422 -0.045056 -0.017641 0.102355
0.032473 0.061087 -0.040946 0.070538 0.023155 -0.043895 0.000936 0.076355 -0.004397
0.057742 0.029629 -0.04016 -0.02579
leaf_weight=4.114216 63.082544 2.531356 3.568614 21.904838 17.844884 5.387426
27.355475 14.73124 2.11912 9.116353 3.444173 31.791551 33.802862 13.109866 3.575024
62.427565 9.651719 34.437226 3.387208 14.776584 12.210952 36.097359 8.999163
23.382101 13.380973 14.3245 16.761599 110.487281
leaf_count=227 2623 104 256 1439 872 164 1818 254 193 612 156 1671 1525 650 189
3099 634 1177 242 691 519 1823 555 1242 807 1347 338 5069
internal_value=0.0 0.017157 -0.052814 0.025928 0.004182 -0.041594 -0.001341
0.012202 0.019433 0.008198 0.046796 -0.01654 -0.005055 -0.02738 0.008406 -0.002164
0.007495 -0.006405 -0.030787 0.020495 -0.007182 0.013747 0.028436 0.014956 -
0.009833 0.011853 -0.007969 -0.015399
internal_weight=0.0 55.3513 6.09997 49.2514 27.3465 9.50164 562.452 120.939 106.208
75.4083 30.7996 33.9107 441.513 50.4878 16.6849 391.026 172.989 83.5735 37.8244
89.4151 26.9875 45.7491 41.4976 32.4985 218.037 44.4671 31.0861 173.57
internal_count=30296 3062 360 2702 1263 391 27234 6501 6247 4273 1974 1864 20733
2364 839 18369 8185 3876 1419 4309 1210 2457 2409 1854 10184 2492 1685 7692
shrinkage=0.1
Tree=129
num_leaves=29
num_cat=0
split_feature=92 51 62 168 27 184 150 105 91 35 89 111 105 87 58 45 82 107 27 185
190 171 190 72 66 71 97 73
split_gain=1.64226 2.66597 2.43812 3.19075 3.0329 2.95174 3.60377 2.78776 2.47878
2.47259 2.47144 2.29935 2.26628 2.22499 1.99512 3.52147 3.72777 3.37294 3.4713
2.97184 3.29524 6.13124 4.68945 3.63016 3.54841 3.132 2.96569 3.8383
threshold=0.834508 -1.407009 4.618517 0.000324 0.757802 0.127232 0.20082 0.062392
0.942763 0.348556 41.867934 0.630136 0.211338 0.0 0.443938 0.452841 0.631018
0.424327 0.930417 -0.888087 0.409655 0.271261 -0.976552 0.291921 0.723056 0.501783
0.684249 0.728852
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
left_child=1 -1 4 -4 9 8 13 -8 -5 -2 -9 -6 -10 -7 19 16 26 -18 -19 -3 22 23 24 -22
-21 -24 -16 -28
right_child=2 14 3 5 11 6 7 10 12 -11 -12 -13 -14 -15 15 -17 17 18 -20 20 21 -23 25
-25 -26 -27 27 -29
leaf_value=0.090369 0.065446 -0.054849 0.099727 0.048752 -0.004369 -0.026911
0.059872 -0.052351 0.061085 -0.013893 0.009776 -0.100865 -0.035705 0.078608 -
0.00178 0.019923 -0.007984 0.053418 -0.030631 0.066168 0.027965 0.038997 -0.040485
-0.034219 -0.026433 -0.005808 -0.047893 0.015473
leaf_weight=3.003033 5.485642 13.701288 4.590833 29.887733 4.458991 2.709594
3.737465 18.540327 3.386612 13.178956 9.673268 5.54648 7.852079 6.99982 75.890942
84.226272 31.811214 26.313882 5.955476 10.734386 13.187414 36.687143 58.777082
31.908772 6.612742 46.941623 39.803939 12.489358
leaf_count=198 300 588 1154 1526 182 125 220 497 201 658 351 159 378 499 4022 4086
1777 1576 354 732 794 1717 1875 1997 497 1725 1408 700
internal_value=0.0 -0.00218 0.011025 0.019329 -0.014223 0.014753 -0.003984 -
0.020233 0.033731 0.009561 -0.031043 -0.058403 -0.006178 0.049059 -0.00276 0.002881
-0.004585 0.015086 0.037827 -0.0099 -0.006865 0.008678 -0.017202 -0.015988 0.030844
-0.025117 -0.014432 -0.032735
internal_weight=0.0 498.045 116.048 87.3777 28.6701 82.7869 41.6605 31.9511 41.1264
18.6646 28.2136 10.0055 11.2387 9.70941 495.042 276.491 192.265 64.0806 32.2694
218.55 204.849 81.7833 123.066 45.0962 17.3471 105.719 128.184 52.2933
internal_count=30296 24046 6250 4951 1299 3797 1692 1068 2105 958 848 341 579 624
23848 13923 9837 3707 1930 9925 9337 4508 4829 2791 1229 3600 6130 2108
shrinkage=0.1
Tree=130
num_leaves=29
num_cat=0
split_feature=186 115 168 49 136 76 194 102 137 91 159 18 13 3 38 170 16 100 140 50
49 153 170 81 108 186 116 9
split_gain=1.62977 2.50484 2.69246 2.40851 3.27192 2.17952 2.3504 2.19558 2.13222
3.57112 2.97131 3.94959 3.66288 3.18529 2.7281 2.99336 2.57882 2.5473 2.16321
4.09169 2.73521 4.24132 3.3797 3.30901 3.67547 2.99108 2.8788 1.99122
threshold=-0.800163 0.901489 0.006048 0.353965 0.471821 13.656167 0.821107 -
2.964618 0.880085 0.603941 0.080823 0.301185 0.038999 0.688988 -0.190005 0.67313
0.611054 0.893204 -1.427731 9.650366 7.950635 5.46434 0.03042 0.736018 0.199652
0.007477 2.321514 0.07435
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
left_child=1 5 3 4 -3 7 -7 -1 18 10 14 -12 -13 -14 -10 -16 -11 -18 -2 20 23 22 -22
26 -25 -23 -20 -5
right_child=8 2 -4 27 -6 6 -8 -9 9 16 11 12 13 -15 15 -17 17 -19 19 -21 21 25 -24
24 -26 -27 -28 -29
leaf_value=0.074755 -0.040717 0.101119 0.038215 -0.056021 -0.048339 0.090668 -
0.00928 -0.027148 0.049076 0.07062 0.060924 0.065158 -0.037045 0.079991 -0.092557
0.024037 0.033989 -0.074291 -0.000281 0.074383 -0.039934 -0.00261 0.101669 -
0.009886 0.029942 -0.073302 -0.032355 -0.007635
leaf_weight=2.435309 12.872688 2.859749 5.801057 29.177311 2.820413 5.676542
3.914093 12.858493 2.75544 16.729125 12.878835 5.733344 20.210742 2.536103 7.958709
2.967023 10.010647 2.676396 259.274538 7.326525 2.850767 9.586895 3.874611
34.295407 70.865991 16.037425 31.292108 12.121041
leaf_count=532 215 138 287 959 128 493 174 946 318 1165 737 359 995 155 339 85 663
106 12571 661 303 164 459 1603 4052 214 1142 333
internal_value=0.0 -0.013211 -0.025537 -0.033493 0.027096 0.012879 0.050042 -
0.010501 0.002287 0.016853 0.00178 0.015169 -0.005605 -0.02368 -0.038443 -0.060845
0.044925 0.01069 -0.000458 0.000738 -0.000535 -0.028454 0.04173 0.00175 0.016944 -
0.047003 -0.003749 -0.041896
internal_weight=0.0 77.664 52.7796 46.9785 5.68016 24.8844 9.59064 15.2938 532.733
84.4564 55.0402 41.359 28.4802 22.7468 13.6812 10.9257 29.4162 12.687 448.277
435.404 428.078 32.3497 6.72538 395.728 105.161 25.6243 290.567 41.2984
internal_count=30296 3990 1845 1558 266 2145 667 1478 26306 4922 2988 2246 1509
1150 742 424 1934 769 21384 21169 20508 1140 762 19368 5655 378 13713 1292
shrinkage=0.1
Tree=131
num_leaves=29
num_cat=0
split_feature=101 103 23 50 51 90 112 67 136 185 132 111 11 65 23 90 152 155 114 63
63 195 195 12 179 163 120 158
split_gain=1.58525 3.48597 4.61728 3.23979 3.10498 5.21477 7.28617 3.46346 3.07304
4.56445 4.05242 3.84679 3.51387 3.00202 2.975 3.02033 3.49897 3.48529 4.56815
5.50853 4.45041 2.97328 3.29156 3.16269 2.76315 2.68194 2.49616 2.47419
threshold=-13.231006 -1.631679 48.749457 -0.515977 6.680657 33.671707 0.818861
0.385365 0.190601 0.135817 0.697019 0.107434 14.5 0.676587 10.70121 39.130413
0.249411 197.803713 0.537658 9.651457 9.720511 -1.0 0.977016 2.95 0.6275 0.44991
0.971186 0.015457
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 10 2 2 2 2 2
left_child=4 21 3 -3 14 6 7 -6 9 10 -5 27 -13 -9 -1 17 25 18 19 -16 -20 -2 -23 -24
-11 -17 -4 -10
right_child=1 2 26 8 5 -7 -8 13 11 24 -12 12 -14 -15 15 16 -18 -19 20 -21 -22 22 23
-25 -26 -27 -28 -29
leaf_value=0.089685 -0.026782 0.099512 0.081795 -0.069601 0.07637 -0.077374 -
0.061506 0.042349 -0.030811 0.032261 0.00226 0.012917 -0.016488 -0.048606 0.027063
0.047267 0.06774 -0.073113 -0.031514 -0.015196 0.032117 0.074181 0.061305 -0.067999
-0.028404 -0.051127 -0.054379 0.043729
leaf_weight=3.54191 5.903039 3.083141 9.937974 23.277845 8.895262 14.66862
14.989042 7.220427 5.097323 18.087461 11.758425 77.145157 85.650559 7.113579
72.284851 4.770397 12.747978 7.227342 68.45049 53.640252 12.997508 18.248729
3.610827 3.777979 12.692032 6.344875 1.480174 31.541166
leaf_count=115 388 502 2151 769 159 235 213 118 226 1010 574 4399 3445 129 3412 697
1570 111 1813 2336 644 2484 324 125 237 432 241 1437
internal_value=0.0 0.005284 0.001721 -0.000934 -0.004946 -0.026874 -0.007324
0.027687 -0.00214 -0.020864 -0.045505 0.00404 -0.002547 -0.002726 -0.00014 -
0.001513 0.032161 -0.005275 -0.002874 0.009054 -0.021321 0.036753 0.051472 -
0.004668 0.007196 -0.008749 0.06375 0.033276
internal_weight=0.0 311.292 279.751 268.333 294.893 52.8869 38.2183 23.2293 265.25
65.8158 35.0363 199.434 162.796 14.334 242.006 238.464 23.8633 214.6 207.373
125.925 81.448 31.5406 25.6375 7.38881 30.7795 11.1153 11.4181 36.6385
internal_count=30296 18312 14991 12599 11984 854 619 406 12097 2590 1343 9507 7844
247 11130 11015 2699 8316 8205 5748 2457 3321 2933 449 1247 1129 2392 1663
shrinkage=0.1
Tree=132
num_leaves=29
num_cat=0
split_feature=142 76 90 38 104 38 116 24 24 102 103 36 115 89 154 90 24 103 116 87
23 98 159 154 164 38 194 195
split_gain=1.54409 1.88987 5.87287 5.7933 4.5218 4.04262 3.64776 3.27334 4.04576
3.86272 5.87465 5.63747 8.71539 4.85951 4.39637 3.81478 3.6477 4.62923 4.80661
3.17317 3.92746 3.68721 3.13588 3.02601 2.56293 2.52557 2.33865 2.29878
threshold=-1.343189 3.092712 -6.661223 0.513646 0.867426 9.362096 0.76391 29.434389
33.126762 15.616463 2.370786 -0.781198 2.304377 25.217185 55.902427 6.052613
26.652111 4.075361 1.00621 0.707923 21.909673 0.439508 0.424888 181.758611 0.325968
1.123558 0.934849 -0.809108
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 10
left_child=-1 2 -2 4 19 26 -6 16 15 10 14 12 -11 -13 -10 -9 17 18 -3 21 -21 -4 -8 -
12 -7 -17 -5 -28
right_child=1 7 3 5 6 24 22 8 9 11 23 13 -14 -15 -16 25 -18 -19 -20 20 -22 -23 -24
-25 -26 -27 27 -29
leaf_value=-0.040853 -0.055024 0.103455 0.043574 0.069139 0.070956 -0.081679
0.047951 -0.038157 0.016854 0.066975 0.067938 0.016712 -0.028958 -0.038526 -
0.011487 0.079133 -0.065649 -0.063687 -0.059466 0.030878 -0.05836 -0.021237 -
0.042692 -0.059791 0.058092 -0.001768 -0.053628 0.054592
leaf_weight=8.889022 12.404222 5.607512 15.462182 31.794591 14.164078 3.666832
7.192335 5.056497 93.52422 18.158721 18.924073 19.617036 19.589647 82.940716
131.688017 14.897561 16.501351 5.861429 2.574302 6.309657 21.505765 20.048593
7.930568 1.976298 1.928486 5.152211 3.361265 4.45637
leaf_count=120 235 439 1751 2335 1810 160 490 191 6886 881 2282 475 361 2247 2675
936 472 135 68 242 1913 1878 488 69 194 139 164 260
internal_value=0.0 0.000929 0.010617 0.016566 0.002216 0.045874 0.034659 -0.002362
-1.1e-05 -0.002545 0.005 -0.015784 0.017207 -0.027943 0.000279 0.038812 -0.033897
0.003505 0.051957 -0.012797 -0.03804 0.006987 0.000365 0.055598 -0.033134 0.058367
0.057114 0.007827
internal_weight=0.0 592.295 150.225 137.821 92.6132 45.2075 29.287 442.07 411.525
386.419 246.113 140.306 37.7484 102.558 225.212 25.1063 30.5446 14.0432 8.18181
63.3262 27.8154 35.5108 15.1229 20.9004 5.59532 20.0498 39.6122 7.81764
internal_count=30296 30176 11920 11685 8572 3113 2788 18256 17142 15876 11912 3964
1242 2722 9561 1266 1114 642 507 5784 2155 3629 978 2351 354 1075 2759 424
shrinkage=0.1
Tree=133
num_leaves=29
num_cat=0
split_feature=92 191 41 39 106 107 178 188 79 153 108 154 1 19 150 99 87 100 159
150 61 106 16 110 13 19 167 5
split_gain=1.50983 2.56595 2.69326 2.36063 3.07028 2.25422 2.50591 2.21707 2.56472
3.47831 2.56608 3.01917 2.4482 2.30156 2.75777 2.27628 2.20071 2.14271 2.14326
2.2186 2.06308 3.46039 3.09688 3.93542 3.82257 3.60704 3.34 3.05488
threshold=0.00493 0.909463 0.877863 0.298563 0.176707 0.805591 0.0 0.984001
0.844334 37.682564 0.231214 7.453344 0.572751 0.830821 0.734666 0.853114 0.807738
0.112634 0.040706 0.589473 0.629236 0.169964 0.456333 0.162217 0.035565 0.97196
0.024333 0.105823
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
left_child=1 3 16 4 -1 6 -6 8 20 10 13 15 -13 14 -10 -12 -3 -5 19 -19 22 -22 24 -24
-2 -26 -25 -23
right_child=7 2 -4 17 5 -7 -8 -9 9 -11 11 12 -14 -15 -16 -17 -18 18 -20 -21 21 27
23 26 25 -27 -28 -29
leaf_value=0.072638 0.048227 0.092299 -0.120927 -0.056417 0.019664 0.026817 -
0.084266 0.036718 -0.012773 -0.034964 0.012701 0.041916 -0.006258 -0.070157
0.061454 -0.164747 -0.06375 0.05822 0.066022 -0.076898 0.027914 -0.015805 0.010119
-0.036394 0.000428 -0.058881 0.045758 0.015926
leaf_weight=4.35004 14.347804 1.685555 2.546206 1.892271 3.421678 6.070731 6.82753
14.849796 20.642761 14.421327 1.464327 53.497723 13.055389 4.682268 6.505599
1.294357 1.748752 2.357161 19.988498 2.321701 40.058651 92.84765 28.303061
94.097669 80.525332 11.654434 5.136041 44.935794
leaf_count=321 909 196 82 94 270 259 231 1189 1105 253 1584 2100 465 262 375 332 82
147 1287 93 2348 4215 1181 4288 3984 506 287 1851
internal_value=0.0 0.016371 -0.044824 0.024216 -0.001083 -0.021096 -0.049581 -
0.001267 -0.002345 0.010811 0.017375 0.028161 0.032452 -0.006087 0.005112 -0.072686
0.01289 0.043888 0.051808 -0.008755 -0.00604 0.002073 -0.012208 -0.022715 0.000368
-0.007107 -0.032093 -0.005444
internal_weight=0.0 53.2101 5.98051 47.2296 20.67 16.3199 10.2492 542.32 527.47
115.564 101.142 69.3118 66.5531 31.8306 27.1484 2.75868 3.43431 26.5596 24.6674
4.67886 411.906 177.842 234.064 127.537 106.528 92.1798 99.2337 137.783
internal_count=30296 3062 360 2702 1081 760 501 27234 26045 6476 6223 4481 2565
1742 1480 1916 278 1621 1527 240 19569 8414 11155 5756 5399 4490 4575 6066
shrinkage=0.1
Tree=134
num_leaves=29
num_cat=0
split_feature=77 37 77 190 74 167 190 76 129 75 80 86 155 116 65 143 107 189 90 88
75 75 76 155 75 88 64 180
split_gain=1.78634 1.78445 1.58764 3.30543 2.47075 2.64049 1.95 4.07118 4.88066
4.77459 5.57253 4.42406 4.26564 3.65082 3.45896 4.65596 3.75926 3.94436 3.32888
3.28902 3.20433 3.24244 2.99736 3.07522 2.9845 2.83094 2.61677 2.60753
threshold=39.57794 1.317573 28.775319 0.456503 0.548271 0.003764 0.018886 3.092712
-0.058305 -2.288047 0.266881 0.525233 35.437474 1.956405 0.667637 0.024484 0.310433
0.12648 -12.330096 32.322605 16.458021 7.424884 7.237931 82.433758 -24.24841
4.011274 7.906427 0.1056
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
left_child=2 -2 6 4 5 -4 7 11 9 13 -11 18 24 -9 19 -16 17 -17 -1 20 21 -8 -21 -24 -
13 -14 -20 -18
right_child=1 -3 3 -5 -6 -7 14 8 -10 10 -12 12 25 -15 15 16 27 -19 26 22 -22 -23 23
-25 -26 -27 -28 -29
leaf_value=-0.073697 0.076571 -0.010649 -0.055043 -0.064357 0.071553 0.053102 -
0.002798 -0.038773 0.059492 0.038356 -0.015148 -0.075381 -0.020963 0.020279
0.056018 0.00848 -0.056569 0.083513 0.02398 -0.004342 0.069022 -0.042855 0.098045 -
0.051058 -0.005325 0.0837 0.078389 0.002386
leaf_weight=2.456031 5.917353 3.779491 6.729406 11.485316 4.160419 3.28318
130.708007 85.501635 8.878812 26.941104 69.470115 10.046083 4.231813 11.843163
28.11583 21.139083 10.030512 10.439817 23.789457 9.061913 5.357097 23.835683
8.558941 1.576978 15.3424 6.370346 14.190098 28.841448
leaf_count=55 731 221 261 704 232 112 5071 1961 711 1308 2730 382 77 238 1551 1118
644 760 1601 2285 484 750 1641 56 1576 196 1572 1268
internal_value=0.0 0.042664 -0.000417 -0.024695 0.007562 -0.019304 0.000704 -
0.005196 -0.012616 -0.015953 -0.000163 0.014452 -0.011012 -0.031565 0.006638
0.021675 0.007898 0.03349 0.037123 -0.001637 -0.006346 -0.009005 0.037365 0.074484
-0.033261 0.041984 0.044478 -0.01289
internal_weight=0.0 9.69684 582.385 25.6583 14.173 10.0126 556.726 279.061 202.635
193.756 96.4112 76.4262 35.9906 97.3448 277.665 98.5667 70.4509 31.5789 40.4356
179.099 159.901 154.544 19.1978 10.1359 25.3885 10.6022 37.9796 38.872
internal_count=30296 952 29344 1309 605 373 28035 12407 6948 6237 4038 5459 2231
2199 15628 5341 3790 1878 3228 10287 6305 5821 3982 1697 1958 273 3173 1912
shrinkage=0.1
Tree=135
num_leaves=29
num_cat=0
split_feature=115 76 98 186 180 187 24 115 165 71 115 60 114 157 168 76 188 115 114
24 33 25 80 115 167 77 172 60
split_gain=1.5125 2.85737 2.59044 1.66813 2.25776 3.20404 3.47936 3.13142 3.88481
4.5579 4.52487 4.37752 4.31258 4.02777 3.81221 4.9831 3.9919 2.94639 4.9122 3.24254
2.73044 2.1035 2.09369 2.00044 3.35917 2.42969 2.33553 3.45665
threshold=-2.42354 -0.642256 0.772942 -0.800163 4.58815 -0.960972 34.475383
2.882302 0.783864 0.461964 2.843004 0.469363 0.326218 0.844964 0.000798 19.603846
0.684407 2.843004 -2.898638 44.337924 0.75822 20.851143 0.843616 0.901489 0.017477
4.5309 0.342951 0.171158
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
left_child=1 -1 -3 23 7 -6 21 8 9 12 13 -11 -5 -10 22 16 -16 18 -8 -19 -17 -7 -9 25
26 -2 -25 -28
right_child=3 2 -4 4 5 6 17 14 10 11 -12 -13 -14 -15 15 20 -18 19 -20 -21 -22 -23 -
24 24 -26 -27 27 -29
leaf_value=0.098234 -0.013487 -0.074632 0.069973 0.001231 0.057304 -0.016225
0.079747 0.095999 0.026244 0.039086 -0.080423 -0.007041 -0.042167 -0.062844 0.05795
-0.001822 -0.027058 -0.081789 -0.012572 -0.013923 -0.087408 0.076282 0.009431 -
0.054338 0.050972 0.053488 -0.048366 0.031723
leaf_weight=1.311192 14.512093 8.605748 1.363556 43.371844 7.223825 3.704912
6.037926 10.451671 101.960545 32.808051 4.41921 54.776971 48.280801 5.249429
23.700884 11.977863 7.113855 12.35553 96.559181 16.437782 5.345099 6.952091
3.874141 23.957369 5.238886 8.512364 10.815469 10.555715
leaf_count=564 1183 668 225 3374 329 97 161 637 6011 2610 84 3894 2090 154 877 324
202 221 2888 347 106 461 205 974 255 739 303 313
internal_value=0.0 -0.035816 -0.054285 0.001014 0.003076 -0.007229 -0.010553
0.007433 0.003062 -0.006053 0.017702 0.010246 -0.021636 0.021822 0.027734 0.014163
0.038264 -0.015026 -0.007062 -0.04325 -0.028614 0.044141 0.072877 -0.013035 -
0.024154 0.011332 -0.032947 -0.008784
internal_weight=0.0 11.2805 9.9693 576.194 502.602 149.271 142.047 353.33 290.867
179.238 111.629 87.585 91.6526 107.21 62.4635 48.1377 30.8147 131.39 102.597
28.7933 17.323 10.657 14.3258 73.5919 50.5674 23.0245 45.3286 21.3712
internal_count=30296 1457 893 28839 25072 4504 4175 20568 18217 11968 6249 6504
5464 6165 2351 1509 1079 3617 3049 568 430 558 842 3767 1845 1922 1590 616
shrinkage=0.1
Tree=136
num_leaves=29
num_cat=0
split_feature=194 153 150 181 134 49 101 102 169 115 48 101 102 25 36 170 101 102
153 21 30 47 141 181 166 82 175 49
split_gain=1.44655 2.85598 2.95284 3.11808 3.20649 2.89752 3.51243 2.5338 6.26706
4.48068 4.57456 3.19528 8.74885 3.72131 3.6552 4.61169 3.48033 3.26297 3.70757
3.0423 3.63309 3.2006 2.98346 5.70441 4.64282 3.28772 2.87197 2.77487
threshold=-0.692516 1.751523 0.237421 0.08624 0.731462 5.773648 -27.833518 -
11.02162 0.00511 0.958686 0.537805 -13.231006 10.779049 16.425914 -1.101645 0.33488
-6.419184 -1.282244 7.359252 0.766292 0.642297 0.239893 0.05297 1.75384 0.000541
0.740468 0.995841 5.832753
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
left_child=1 -1 3 -3 5 6 -5 8 26 27 -11 19 16 -14 -15 -16 17 -13 -19 22 21 -21 -9
24 -24 -25 -2 -10
right_child=7 2 -4 4 -6 -7 -8 11 9 10 -12 12 13 14 15 -17 -18 18 -20 20 -22 -23 23
25 -26 -27 -28 -29
leaf_value=0.098121 0.073791 -0.05036 0.020669 -0.055784 0.061669 -0.048091
0.050874 -0.040755 -0.025048 -0.02338 0.068456 0.102092 -0.105203 0.026156 -
0.025812 0.008338 0.08714 -0.036376 0.044506 0.048866 0.043009 -0.034109 0.06538 -
0.01954 -0.008641 -0.097092 -0.019964 -0.124623
leaf_weight=3.486312 19.086702 14.425155 68.632837 4.347116 7.634223 11.839546
10.050882 56.758254 14.226345 10.706173 10.807035 4.402913 3.654252 32.233658
89.280715 70.794721 13.007152 10.068086 12.72002 5.852712 16.823589 21.216699
12.103906 15.118286 27.655547 8.575715 3.87497 3.434547
leaf_count=5821 3363 435 2384 102 347 266 491 1016 658 341 379 1000 52 1814 3217
2430 2804 500 391 158 350 416 304 247 613 116 228 53
internal_value=0.0 0.010052 0.007343 -0.011572 0.005 -0.011596 0.018441 -0.002249
0.01652 -0.00778 0.022789 -0.005169 0.002275 -0.006442 -0.004511 -0.010705 0.044721
0.024166 0.008715 -0.015884 0.006617 -0.016022 -0.024109 -0.009163 0.013958 -
0.04792 0.0579 -0.045013
internal_weight=0.0 120.416 116.93 48.2969 33.8718 26.2375 14.398 462.402 62.1358
39.1741 21.5132 400.266 236.162 195.963 192.309 160.075 40.1982 27.191 22.7881
164.105 43.893 27.0694 120.212 63.4535 39.7595 23.694 22.9617 17.6609
internal_count=30296 9846 4025 1641 1206 859 593 20450 5022 1431 720 15428 12208
7513 7461 5647 4695 1891 891 3220 924 574 2296 1280 917 363 3591 711
shrinkage=0.1
Tree=137
num_leaves=29
num_cat=0
split_feature=77 101 102 89 115 115 113 10 116 12 155 101 127 180 89 70 183 152 195
77 91 36 175 139 36 88 161 50
split_gain=1.54936 2.00432 1.83315 1.58378 4.50802 7.3224 5.58834 6.23885 6.21287
5.75205 7.16963 4.97047 4.76422 4.73839 4.09412 4.07096 3.7839 3.45737 5.72472
5.20534 4.8456 4.26737 5.44489 4.74757 4.16358 3.7105 3.66556 3.61474
threshold=39.57794 -16.276127 -0.533894 37.285451 0.292332 -1.424213 0.209708 79.5
1.934905 0.95 39.624852 -5.235381 -1.185112 0.46135 49.007079 0.275911 -0.210465
0.312253 0.089339 13.524261 0.645441 -0.580427 0.969698 0.291148 -0.738799
20.632643 0.40672 6.327847
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 17 5 -5 7 8 12 10 -8 16 -6 -12 -13 -10 -11 18 25 20 -20 22 23 -19
-22 -1 -27 -25
right_child=1 -3 -4 4 6 -7 9 -9 15 11 13 14 -14 -15 -16 -17 -18 21 19 -21 24 -23 -
24 27 -26 26 -28 -29
leaf_value=-0.021747 0.071562 0.102315 -0.039471 -0.015661 0.064847 0.065859
0.07258 0.102516 -0.045637 0.015046 -0.030027 0.002462 -0.04586 0.053995 0.091295
0.084324 -0.054988 -0.035826 0.069564 -0.012367 0.078779 -0.026362 0.089874
0.072692 -0.024212 -0.013757 0.097818 -0.003237
leaf_weight=67.251777 2.415884 3.284458 3.563022 18.073574 4.061247 27.942733
27.492189 3.791418 3.48146 11.236235 18.021419 22.684365 61.950941 10.573615
6.650953 7.358204 24.139034 24.615232 30.130959 23.622302 5.399008 110.761162
6.898498 9.872727 13.680842 6.147548 5.499989 16.820391
leaf_count=1812 424 450 78 1991 302 3668 2330 218 110 325 350 828 2214 246 822 305
530 1012 2178 1118 404 4656 341 857 704 679 605 739
internal_value=0.0 0.040664 0.005586 -0.000369 0.005638 0.033846 -0.000812 -0.02119
-0.02742 0.012788 0.036204 -0.007511 -0.038952 0.001071 0.022861 0.042439 -0.032726
-0.005008 0.005941 0.026148 0.044649 -0.014846 0.007053 -0.004196 0.005099 -
0.012705 0.039168 0.024949
internal_weight=0.0 9.26336 5.97891 568.158 247.457 46.0163 201.441 80.6433 76.8519
120.798 56.0872 64.7106 66.0122 28.595 29.3353 10.8397 35.3753 320.7 151.732
72.8331 49.2108 168.968 58.2068 51.3083 19.0798 78.8993 11.6475 26.6931
internal_count=30296 952 502 29344 14239 5659 8580 3149 2931 5431 2926 2505 2516
596 1650 415 855 15105 7500 4404 3286 7605 2949 2608 1108 3096 1284 1596
shrinkage=0.1
Tree=138
num_leaves=29
num_cat=0
split_feature=93 117 95 94 54 96 153 156 25 36 38 93 160 120 87 172 102 92 168 62
125 69 25 183 145 104 94 172
split_gain=1.4521 2.43457 3.37137 2.41442 3.59 2.59156 2.30935 5.03431 3.46564
2.27811 2.38985 2.18556 3.53061 2.91368 2.66695 2.65914 2.90278 2.68039 2.59135
2.56121 2.57701 4.07405 2.54144 2.3863 2.3735 2.31168 2.21829 2.83276
threshold=0.073767 0.279082 0.863833 0.3002 0.281192 0.63682 1.651853 0.049616
39.244754 -1.172882 0.20065 0.396239 0.672241 0.527238 0.95601 0.725255 10.44043
0.040732 0.003825 9.681614 0.821055 0.036096 29.375287 -0.558518 0.398337 0.033291
0.213656 0.828343
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
left_child=1 2 -1 4 -3 9 7 8 -2 -6 -11 12 15 -14 24 16 18 -17 -8 20 26 -22 -23 -19
-15 -18 -13 -28
right_child=6 3 -4 -5 5 -7 11 -9 -10 10 -12 19 13 14 -16 17 25 23 -20 -21 21 22 -24
-25 -26 -27 27 -29
leaf_value=0.066321 -0.031842 0.049615 -0.024366 0.029236 0.07901 -0.0648 -0.003573
0.099664 0.098111 -0.062348 0.028741 0.021689 -0.04898 0.068536 -0.068611 0.08778 -
0.064362 0.074581 0.070905 0.048814 -0.046924 0.070811 0.016933 -0.004679 -0.014717
-0.012214 -0.001282 -0.027235
leaf_weight=15.325142 10.140739 6.827903 5.507686 20.188937 2.70155 12.236874
27.95238 6.959016 2.476584 6.343916 5.121192 28.070533 37.185781 5.951728 4.226501
5.182541 13.640095 4.527784 5.512096 11.05213 8.424282 10.768712 46.358245 21.25836
7.807413 22.664659 159.434679 57.094209
leaf_count=1315 1872 323 228 1219 178 364 836 8932 2466 297 258 747 710 238 126 174
265 141 241 853 215 343 1365 496 255 564 3944 1331
internal_value=0.0 0.013366 0.042285 0.002013 -0.014523 -0.031267 -0.001619
0.031959 -0.005726 -0.001991 -0.021647 -0.003005 -0.012717 -0.03303 0.0 -0.001561 -
0.012394 0.022772 0.008814 0.001707 1.1e-05 0.017609 0.027206 0.009401 0.021417 -
0.03195 -0.004705 -0.00814
internal_weight=0.0 74.2532 20.8328 53.4204 33.2314 26.4035 496.688 19.5763 12.6173
14.1667 11.4651 477.112 155.909 55.1714 17.9856 100.738 69.7692 30.9687 33.4645
321.203 310.151 65.5512 57.127 25.7861 13.7591 36.3048 244.599 216.529
internal_count=30296 4182 1543 2639 1420 1097 26114 13270 4338 733 555 12844 4046
1329 619 2717 1906 811 1077 8798 7945 1923 1708 637 493 829 6022 5275
shrinkage=0.1
Tree=139
num_leaves=29
num_cat=0
split_feature=166 156 57 164 38 191 76 64 50 146 156 12 168 24 101 167 162 142 19
162 21 141 141 91 75 162 77 188
split_gain=1.50716 3.03761 3.2162 4.56337 2.95175 2.93273 2.82045 2.79365 3.10529
2.72989 2.67839 2.69666 2.99266 2.6557 2.99546 3.55506 2.59493 2.58724 2.42793
2.53367 2.36798 2.33376 5.02986 2.06039 3.68941 3.17769 3.62265 3.35753
threshold=0.001033 0.469108 0.415981 0.353011 -0.296293 -0.269298 2.362659 7.713596
6.614187 0.143771 0.001719 80.75 0.01057 29.434389 -34.433461 0.002315 0.228096
0.25763 0.755052 0.820914 0.778981 0.003307 0.054214 0.103121 23.920488 0.064236
26.8337 -0.880911
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
left_child=23 2 3 5 17 -2 -6 8 -3 -8 11 12 16 -9 -15 -16 -4 -5 19 -12 21 -10 -23 -1
25 27 -27 -25
right_child=1 7 10 4 6 -7 9 13 20 -11 18 -13 -14 14 15 -17 -18 -19 -20 -21 -22 22 -
24 24 -26 26 -28 -29
leaf_value=0.012639 0.004092 -0.075048 -0.054376 0.080971 0.039254 -0.090518
0.027935 -0.032712 0.050881 -0.047063 0.002588 -0.08428 -0.053812 -0.039809 -
0.052627 0.07588 0.032516 -0.03285 0.081948 0.074106 0.058125 -0.091496 0.014418
0.047744 0.05539 -0.000872 -0.058703 -0.037365
leaf_weight=63.807828 4.49177 4.181867 3.999263 6.591494 7.270601 11.710741
6.165357 3.883001 6.912657 21.600553 23.119753 3.939155 7.253044 2.966027 2.283033
24.775336 21.393797 2.77197 7.407388 6.231198 9.412532 6.146292 15.851578 4.987856
9.038286 214.316633 11.322648 53.26543
leaf_count=4325 159 130 85 417 263 238 150 182 270 411 827 83 351 106 91 1854 759
104 396 353 462 124 790 404 1515 11565 273 3609
internal_value=0.0 0.007044 -0.002026 -0.019065 -0.002422 -0.064336 -0.015792
0.022943 0.005806 -0.03033 0.012043 -0.00708 0.002402 0.044317 0.054387 0.064855
0.01864 0.047154 0.031081 0.017992 0.014815 0.000537 -0.01537 -0.003626 -0.007176 -
0.009189 -0.003802 -0.029995
internal_weight=0.0 210.358 133.946 60.6025 44.4 16.2025 35.0365 76.4123 42.5049
27.7659 73.3436 36.5853 32.6461 33.9074 30.0244 27.0584 25.3931 9.36346 36.7583
29.351 38.3231 28.9105 21.9979 356.739 292.931 283.893 225.639 58.2533
internal_count=30296 8605 4596 1742 1345 397 824 4009 1776 561 2854 1278 1195 2233
2051 1945 844 521 1576 1180 1646 1184 914 21691 17366 15851 11838 4013
shrinkage=0.1
Tree=140
num_leaves=29
num_cat=0
split_feature=187 158 142 128 23 54 112 124 132 3 136 15 57 115 158 158 74 40 97
106 59 28 35 69 127 76 145 61
split_gain=1.40964 2.62929 1.70385 1.82754 1.56534 1.55644 1.55395 2.54848 2.38649
2.6864 2.51756 1.75873 2.90083 3.06466 2.50074 3.51518 3.20476 2.4465 2.23128
3.16677 3.32188 2.88546 2.76586 2.14057 2.0518 3.27684 3.4415 2.90445
threshold=0.959355 0.111015 0.008407 -0.504662 29.047301 0.761799 0.995738 0.816922
0.956699 0.994012 0.436894 0.412032 0.947211 -1.051908 0.895993 0.086016 0.388375
0.679307 0.098551 0.870722 0.038416 0.953795 0.999991 0.360319 -0.185334 34.046735
0.143359 0.011015
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
left_child=6 5 3 -3 -5 -2 11 8 9 10 -8 12 14 -14 15 16 -1 -16 19 20 -13 -22 -21 -17
-20 27 -27 -26
right_child=1 2 -4 4 -6 -7 7 -9 -10 -11 -12 18 13 -15 17 23 -18 -19 24 22 21 -23 -
24 -25 25 26 -28 -29
leaf_value=0.016511 0.02217 0.075574 0.094738 -0.053619 0.041505 -0.054361 0.042023
0.064288 0.085942 -0.071055 -0.01514 0.04409 -0.041066 0.057075 0.002537 -4.4e-05 -
0.03408 -0.054656 -0.007125 0.078459 -0.058715 0.04778 -0.054022 0.030944 -0.032288
0.070118 -0.080829 0.055652
leaf_weight=20.307507 5.203493 4.269316 5.19025 3.465899 3.274297 5.236228
13.053027 8.913647 3.269965 4.809194 18.505341 4.145351 3.796409 17.607267
15.029632 38.386657 32.296298 14.707423 217.577049 4.578719 30.677819 2.694661
2.291963 52.815399 4.592539 2.02591 5.211187 19.018492
leaf_count=1037 388 244 770 105 441 261 611 673 210 218 792 216 312 1124 1043 2019
1363 589 9436 373 1345 182 73 3388 445 150 287 2201
internal_value=0.0 0.022734 0.047873 0.025083 -0.007291 -0.016235 -0.000796
0.016246 0.00529 -0.002121 0.008516 -0.002497 0.004857 0.039512 0.000558 0.006027 -
0.014531 -0.025788 -0.007397 -0.028029 -0.039468 -0.049974 0.033963 0.0179 -
0.003697 0.020392 -0.038066 0.038438
internal_weight=0.0 26.6395 16.1998 11.0095 6.7402 10.4397 536.311 48.5512 39.6375
36.3676 31.5584 487.76 194.947 21.4037 173.543 143.806 52.6038 29.7371 292.814
44.3885 37.5178 33.3725 6.87068 91.2021 248.425 30.8481 7.2371 23.611
internal_count=30296 2209 1560 790 546 649 28087 2504 1831 1621 1403 25583 10875
1436 9439 7807 2400 1632 14708 2189 1743 1527 446 5407 12519 3083 437 2646
shrinkage=0.1
Tree=141
num_leaves=26
num_cat=0
split_feature=166 64 33 62 62 193 112 167 103 178 140 12 142 140 64 103 140 115 49
75 99 29 75 155 189
split_gain=1.38683 2.39719 3.08062 2.70668 2.59745 5.34346 4.24443 3.46187 3.18222
5.81688 2.8342 2.23423 1.84584 2.11469 3.31449 2.71422 3.08976 2.73008 2.46509
2.41866 2.48224 1.16783 1.04155 0.88271 0.153079
threshold=0.002099 9.294853 0.218432 2.659927 4.482966 -0.055358 0.292958 0.03021 -
10.077883 0.228457 -0.065337 83.15 -1.343189 -0.430795 5.373271 5.484353 -1.250971
3.096177 -0.566413 31.971041 0.419525 0.32229 -8.928949 129.191854 -0.425644
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
left_child=11 3 -3 22 5 21 -7 8 10 -10 -6 12 -1 14 15 16 -14 -17 -15 20 -20 -5 -2 -
21 -4
right_child=1 2 24 4 7 6 -8 -9 9 -11 -12 -13 13 18 -16 17 -18 -19 19 23 -22 -23 -24
-25 -26
leaf_value=-0.049882 0.103281 -0.022126 0.055245 -0.033482 0.026398 -0.069857
0.073256 0.103341 0.076255 -0.008395 -0.07845 0.099403 0.012586 0.098722 0.097104
0.041042 -0.079922 -0.082544 0.003837 0.083696 -0.011805 -0.109794 0.013696 -
0.040823 0.101139
leaf_weight=7.921877 3.618118 3.34547 1.415212 3.183047 3.876675 3.102089 5.816365
3.729637 11.796402 25.495773 7.318751 2.080656 9.198805 2.249497 4.805794 21.554461
5.814212 1.859629 178.874538 4.029625 233.888583 6.172945 2.096394 0.591432 5.76747
leaf_count=108 220 221 146 129 156 117 216 539 788 809 188 396 846 336 215 1568 152
17 9638 960 11785 193 123 28 402
internal_value=0.0 0.011931 0.056462 0.005704 0.000281 -0.032057 0.023142 0.011658
0.004403 0.018468 -0.042114 -0.001818 -0.002287 -0.00146 0.01957 0.009639 -0.02342
0.030897 -0.003634 -0.004209 -0.005024 -0.084524 0.071345 0.067026 0.093057
internal_weight=0.0 86.7343 10.5282 76.2062 70.4917 18.2744 8.91845 52.2172 48.4876
37.2922 11.1954 472.869 470.788 462.867 43.2329 38.4271 15.013 23.4141 419.634
417.384 412.763 9.35599 5.71451 4.62106 7.18268
internal_count=30296 4247 769 3478 3135 655 333 2480 1941 1597 344 26049 25653
25545 2798 2583 998 1585 22747 22411 21423 322 343 988 548
shrinkage=0.1
Tree=142
num_leaves=29
num_cat=0
split_feature=23 169 142 132 23 182 143 55 39 98 146 168 166 34 59 171 65 53 129
166 167 58 22 20 149 116 49 57
split_gain=1.42487 4.92416 4.26629 4.45285 3.99887 4.06714 3.61012 3.48138 4.55378
3.47003 3.29035 3.11508 2.77017 3.23979 3.204 2.77289 2.68261 2.25234 2.18608
2.20009 2.84072 4.63368 3.65307 6.22409 3.92723 2.9992 2.96758 2.91421
threshold=22.961096 1.0 -0.051622 0.668984 21.909673 0.60303 0.985599 0.635676
0.944926 0.842118 0.187058 0.001347 0.000273 0.489355 0.610982 0.300037 0.314777
0.564448 -1.474276 0.001206 0.00415 0.575408 0.532468 0.655539 0.112049 -1.197738
4.497366 0.420119
decision_type=2 2 2 2 2 8 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 5 -3 12 8 9 -4 -9 -12 -1 15 -15 -14 17 -5 -2 20 21 22 23 -20 -24
26 -22 -27
right_child=18 4 3 16 -6 -7 -8 10 -10 -11 11 -13 13 14 -16 -17 -18 -19 19 -21 25 -
23 24 -25 -26 27 -28 -29
leaf_value=-0.067842 0.098956 0.013686 0.067102 0.078717 -0.089753 -0.054848
0.043051 -0.061706 -0.049414 -0.022663 -0.041018 0.05315 -0.0175 -0.0612 0.015453
0.070985 0.079104 -0.024219 0.026709 0.014634 -0.084205 -0.01166 -0.007769 -
0.049797 0.063469 -0.028772 0.004804 0.01398
leaf_weight=12.83297 2.314768 18.016023 17.847349 3.120874 10.400643 16.496311
8.284338 12.442108 6.325931 5.593474 6.540535 7.37455 7.484608 16.53046 8.036834
6.559007 15.016712 6.188701 34.526181 116.422714 11.273146 83.202445 10.570234
15.256871 28.321399 31.953153 5.536151 31.616574
leaf_count=271 538 415 560 180 150 377 233 281 152 128 151 285 141 254 166 124 589
170 3118 5976 456 7150 1134 1230 2995 1047 456 1569
internal_value=0.0 -0.006848 0.002382 0.017413 -0.03563 -0.019094 -0.01784 0.001879
0.025299 0.045626 -0.024522 0.008821 -0.027727 -0.014236 -0.03611 0.023927 0.053064
0.010579 0.003891 0.003267 -0.001977 0.005275 0.021174 0.00319 0.044103 -0.017488 -
0.054947 -0.0075
internal_weight=0.0 185.091 140.178 80.4502 44.913 34.5123 59.7282 56.1239 29.7668
23.4408 26.3572 13.9151 51.4439 38.6109 24.5673 14.0436 24.3263 9.30958 370.994
368.679 252.256 171.877 88.6747 49.7831 38.8916 80.379 16.8093 63.5697
internal_count=30296 4627 3685 2496 942 792 1189 1557 840 688 717 436 956 685 420
265 939 350 25669 25131 19155 15627 8477 4348 4129 3528 912 2616
shrinkage=0.1
Tree=143
num_leaves=29
num_cat=0
split_feature=183 103 79 183 21 186 111 32 153 145 160 114 24 35 42 75 86 167 75 89
49 65 10 54 114 3 113 104
split_gain=1.37045 1.87296 1.71208 1.35547 2.51504 3.40411 1.73678 1.52015 1.50231
1.47207 3.10556 2.3976 2.27539 3.04562 2.73605 2.35931 2.15452 1.99943 1.76177
5.7728 5.34647 5.03914 4.16265 3.49573 3.22896 3.58267 4.03963 2.89768
threshold=0.991621 -22.17704 0.394214 -0.922647 0.244522 0.282577 0.896503 0.470653
10.969853 0.910131 0.233315 -3.010377 42.634973 0.526854 0.386734 -11.807565
0.825065 0.005576 -8.928949 33.109633 0.353965 0.964262 77.5 0.162347 -1.883109
0.20794 0.274674 0.899819
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
left_child=3 -2 -3 4 7 6 -6 -1 -9 18 11 -11 13 14 -12 17 -17 -14 24 20 -20 22 -21 -
22 25 27 -27 -5
right_child=1 2 -4 9 5 -7 -8 8 -10 10 12 -13 15 -15 -16 16 -18 -19 19 21 23 -23 -24
-25 -26 26 -28 -29
leaf_value=0.077677 -0.052772 0.074124 -0.003315 -0.02446 -0.063822 0.100072
0.029955 0.069124 -0.013437 -0.028287 -0.067099 0.055753 0.068943 0.073481 0.028354
-0.05179 0.052024 -0.021091 0.059765 0.016079 0.017436 0.068781 -0.045701 -0.02855
-0.020629 -0.006626 0.082083 0.029963
leaf_weight=7.736007 2.185741 7.75074 4.431936 33.600976 7.303388 2.04728 2.613736
3.418571 5.822835 4.027896 4.651505 19.490198 4.402806 7.440888 8.091364 17.659003
2.16872 5.372207 8.986099 95.074286 20.16631 16.164968 12.223486 89.602592
124.563865 9.449125 11.056393 13.687295
leaf_count=687 151 747 325 1055 410 228 113 464 178 99 260 1219 246 536 417 832 221
178 888 6999 1089 1289 679 4586 5029 343 470 558
internal_value=0.0 0.030685 0.046034 -0.000514 0.020499 -0.014482 -0.038937 0.04517
0.017342 -0.001717 0.011379 0.041255 -0.002758 0.023045 -0.006618 -0.020409 -
0.040191 0.019595 -0.00393 0.001739 -0.013991 0.016879 0.008997 -0.020083 -0.011074
0.006469 0.041294 -0.008655
internal_weight=0.0 14.3684 12.1827 536.822 28.9418 11.9644 9.91712 16.9774 9.24141
507.88 73.3046 23.5181 49.7865 20.1838 12.7429 29.6027 19.8277 9.77501 434.575
242.218 118.755 123.463 107.298 109.769 192.358 67.7938 20.5055 47.2883
internal_count=30296 1223 1072 29073 2080 751 523 1329 642 26993 4008 1318 2690
1213 677 1477 1053 424 22985 15530 6563 8967 7678 5675 7455 2426 813 1613
shrinkage=0.1
Tree=144
num_leaves=25
num_cat=0
split_feature=179 89 116 76 188 175 23 142 140 49 101 156 39 164 102 142 154 49 101
182 154 91 140 178
split_gain=1.42526 3.03154 2.60459 2.6508 4.77445 2.58285 2.48942 2.55651 4.02266
3.33087 3.91869 3.14251 2.96678 2.57229 2.23085 3.61363 3.32059 2.77264 2.76535
2.08484 2.08453 1.43795 1.33315 1.30832
threshold=0.84795 72.251533 2.844465 -20.712881 0.583623 0.031891 11.572742 -
1.318593 -0.430795 6.107909 11.807406 0.99554 0.85828 0.377364 33.872208 0.456307
195.310154 1.570664 -3.571147 -0.0 109.337805 0.151604 -1.327794 0.898818
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2
left_child=1 2 3 4 21 -6 -2 -8 22 10 11 -10 13 -11 15 16 -5 18 -16 -19 -12 -1 -9 -4
right_child=6 -3 23 14 5 -7 7 8 9 12 20 -13 -14 -15 17 -17 -18 19 -20 -21 -22 -23 -
24 -25
leaf_value=0.016301 0.057281 0.100964 0.107163 -0.00115 -0.099014 0.050473 -
0.085617 0.015704 -0.016362 -0.020728 0.092227 0.032559 0.02436 -0.091213 -0.046263
0.101077 0.041047 -0.079919 0.101871 -0.015678 -0.014822 0.107276 0.105034 -
0.031663
leaf_weight=2.385692 5.597829 3.081502 3.379423 318.208052 2.743038 1.867781
4.267568 3.039804 92.136831 9.431364 6.023335 15.212435 5.100738 11.723289 2.133232
3.581722 19.717719 9.102604 2.829529 11.471025 2.531708 7.070204 3.827327 0.784846
leaf_count=219 131 834 522 21328 125 174 45 105 2267 271 351 630 141 173 47 502 655
162 317 217 70 743 156 111
internal_value=0.0 0.003575 0.00277 0.001898 0.04436 -0.03839 -0.007665 -0.010076 -
0.007855 -0.011489 -0.004178 -0.009397 -0.043591 -0.060066 0.000257 0.002395
0.001319 -0.028197 0.038262 -0.044383 0.060581 0.08482 0.066378 0.080594
internal_weight=0.0 388.356 385.275 381.111 14.0667 4.61082 158.892 153.294 149.027
142.16 115.904 107.349 26.2554 21.1547 367.044 341.507 337.926 25.5364 4.96276
20.5736 8.55504 9.4559 6.86713 4.16427
internal_count=30296 25956 25122 24489 1261 299 4340 4209 4164 3903 3318 2897 585
444 23228 22485 21983 743 364 379 421 962 261 633
shrinkage=0.1
Tree=145
num_leaves=29
num_cat=0
split_feature=14 155 81 146 89 24 69 78 63 138 52 166 82 54 24 135 135 127 103 167
103 103 28 91 69 134 108 10
split_gain=1.27897 3.01555 3.06762 3.49817 2.84673 2.23546 2.22653 3.41108 2.16222
2.08185 2.03227 1.89635 1.84075 3.09057 2.47156 2.49775 2.95056 2.42364 2.61444
2.60027 2.53296 2.96237 2.92155 2.44215 2.36589 3.68717 2.40333 3.06268
threshold=0.118657 21.652797 0.289008 0.858031 48.186819 53.91615 0.134635 0.262277
7.369725 0.226879 0.831414 0.000108 0.578462 0.052489 61.715375 0.544781 0.33398 -
0.255481 -28.345189 0.000686 -5.696269 10.912085 0.720629 0.246114 0.959793
0.364843 0.231214 3.5
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
left_child=1 11 4 5 9 6 -4 -8 -7 -3 -10 -1 13 14 15 16 -2 18 -15 -20 22 -22 -19 -24
26 -26 27 -14
right_child=12 2 3 -5 -6 8 7 -9 10 -11 -12 -13 24 17 -16 -17 -18 20 19 -21 21 -23
23 -25 25 -27 -28 -29
leaf_value=-0.033153 0.048424 -0.010874 -0.105056 0.050521 -0.041612 -0.056988
0.020664 -0.066488 0.072868 0.072668 -0.024438 0.0461 -0.018621 0.053719 -0.048321
0.077705 -0.03889 -0.034495 0.054201 -0.019412 0.057825 -0.012455 -0.034159
0.084313 -0.066593 0.015806 0.01949 0.042041
leaf_weight=3.323161 9.079287 3.970031 5.099852 6.468411 4.135391 3.774044 7.592807
10.727067 5.100075 11.379633 3.575372 26.487101 42.608503 5.200714 3.964389 8.98033
6.601241 18.361436 4.832704 186.539145 15.736539 9.573503 2.704385 4.545535
10.612861 10.932084 101.260288 10.24292
leaf_count=1524 512 126 77 207 197 87 236 191 201 344 96 2405 2023 269 245 679 282
1504 1331 6555 1245 825 221 464 402 638 6673 737
internal_value=0.0 0.011077 -0.001512 -0.016637 0.031216 -0.028878 -0.047028 -
0.030376 0.005261 0.051044 0.032786 0.037151 -0.001874 -0.006967 0.02408 0.035901
0.011577 -0.01057 -0.015608 -0.017522 0.008846 0.031243 -0.013272 0.040076 0.006123
-0.024834 0.01047 -0.00679
internal_weight=0.0 91.6329 61.8227 42.3376 19.4851 35.8692 23.4197 18.3199 12.4495
15.3497 8.67545 29.8103 451.776 276.119 28.6252 24.6609 15.6805 247.494 196.573
191.372 50.9214 25.31 25.6114 7.24992 175.657 21.5449 154.112 52.8514
internal_count=30296 5691 1762 1095 667 888 504 427 384 470 297 3929 24605 14132
1718 1473 794 12414 8155 7886 4259 2070 2189 685 10473 1040 9433 2760
shrinkage=0.1
Tree=146
num_leaves=29
num_cat=0
split_feature=179 24 115 102 154 115 153 129 180 37 25 137 179 23 154 23 180 65 154
153 102 114 90 114 190 131 101 98
split_gain=1.24439 4.69349 3.2494 5.27965 4.0754 5.91287 3.55499 4.74642 3.44243
4.73095 3.31248 3.27111 3.23103 5.67401 6.40396 5.1577 4.32955 4.17275 4.12757
4.38558 4.68038 3.71853 3.45687 3.98503 3.38575 3.28783 3.22266 3.5024
threshold=0.25415 73.398684 1.502596 -10.589754 30.514961 -1.379505 15.773981 -
0.65784 2.314303 1.24966 39.500553 0.543221 0.0819 32.373707 121.209794 37.465736
3.3406 0.28013 181.758611 29.839064 -15.676066 -2.482258 5.026364 1.938561 0.52081
0.201831 -17.332938 0.644163
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
left_child=1 12 4 10 5 -2 26 11 9 -6 -4 -8 16 14 22 17 18 -15 19 20 -1 -18 -14 -24
-16 -17 -5 -28
right_child=2 -3 3 6 8 -7 7 -9 -10 -11 -12 -13 13 15 24 25 21 -19 -20 -21 -22 -23
23 -25 -26 -27 27 -29
leaf_value=0.078341 -0.019943 0.086025 0.101456 -0.080936 0.075105 0.090095 -
0.067947 0.024398 -0.012147 -0.031983 0.003334 0.007526 -0.014807 0.025425 0.035357
-0.030264 -0.02259 -0.077341 0.057974 -0.04726 -0.007514 0.107231 0.084387 -
0.022734 -0.067103 0.085728 -0.005523 -0.053621
leaf_weight=6.531483 7.811181 6.839884 5.674978 12.716438 11.58128 12.748347
13.225942 30.55646 64.408434 6.29819 8.616869 10.021621 5.280065 5.5569 5.745531
3.886886 3.344873 13.155712 9.201761 27.331676 154.202942 6.168874 29.441586
3.878096 7.115461 6.276449 36.241755 26.02133
leaf_count=3435 588 1302 262 179 449 1479 168 588 1720 229 227 160 185 363 158 689
156 555 288 453 10749 467 1555 147 162 1857 1103 623
internal_value=0.0 0.004694 -0.004945 -0.01469 0.008601 0.048324 -0.021101 -
0.001457 -0.00135 0.037343 0.04277 -0.035455 0.002726 0.019736 0.039625 -0.015681 -
0.003883 -0.046783 -0.007077 -0.010292 -0.003976 0.061675 0.059962 0.071855 -
0.021307 0.041372 -0.035163 -0.025692
internal_weight=0.0 293.958 245.923 143.075 102.847 20.5595 128.784 53.804 82.2879
17.8795 14.2918 23.2476 287.118 80.3367 51.4607 28.8759 206.782 18.7126 197.268
188.066 160.734 9.51375 38.5997 33.3197 12.861 10.1633 74.9795 62.2631
internal_count=30296 22521 7775 3310 4465 2067 2821 916 2398 678 489 328 21219 5671
2207 3464 15548 918 14925 14637 14184 623 1887 1702 320 2546 1905 1726
shrinkage=0.1
Tree=147
num_leaves=29
num_cat=0
split_feature=186 191 29 182 90 179 142 92 95 79 70 173 33 115 49 128 90 24 179 142
184 114 173 171 58 142 146 8
split_gain=1.2092 2.02651 2.41906 1.69066 2.04644 1.69787 3.53113 2.48576 3.59313
3.05491 3.14297 2.70626 2.49367 2.48732 2.38709 2.24689 2.67495 4.00646 2.94338
2.252 2.40902 1.65359 2.45342 1.79545 2.08644 1.82576 1.44843 1.74457
threshold=-0.800163 -0.946492 0.721324 -0.915476 -8.765463 0.58995 -1.318593
0.512338 0.80768 0.674809 0.556495 0.771511 0.222887 -1.661926 9.239868 -0.963279
24.954292 41.129186 0.0819 0.052847 -0.501089 -2.514208 0.056956 0.975252 0.208491
0.007156 0.157741 0.208818
decision_type=2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 -2 14 -7 9 12 13 -11 -10 -9 -8 15 19 18 -18 -17 20 -5 -6 -23 24
-24 -25 27 -3
right_child=3 26 -4 5 21 6 7 8 11 10 -12 -13 -14 -15 -16 16 17 -19 -20 -21 -22 22
23 25 -26 -27 -28 -29
leaf_value=-0.010983 -0.059011 -0.06603 0.059272 0.018412 0.068691 -0.102182 -
0.068333 0.06248 0.005083 -0.008858 -0.077778 -0.083269 0.008727 0.005762 0.10098 -
0.014081 0.065156 0.010047 0.018379 0.054182 -0.061554 -0.059249 -0.020517 0.033114
0.060549 -0.059974 -0.010918 0.012241
leaf_weight=14.295447 2.857445 12.409505 7.336366 5.106649 7.698239 3.859183
5.029375 11.323617 7.374396 12.507839 14.12872 6.396941 35.867705 39.251364
2.457652 89.544833 14.760665 119.758818 40.477782 2.858247 13.701225 3.630061
3.925111 4.293638 15.317067 3.960861 29.587496 3.623021
leaf_count=1126 62 571 497 178 435 36 112 401 270 374 348 140 1115 1153 607 4270
3098 9487 1681 326 419 226 247 165 1008 148 1557 239
internal_value=0.0 -0.012202 0.012933 0.002132 0.021328 0.00024 -0.008977 -0.006173
0.008615 -0.018897 -0.045599 -0.036142 0.021745 -0.002747 0.00458 0.003717 0.006259
0.016142 -0.003961 -0.027167 -0.039793 0.027395 0.016975 0.027241 0.043931 -
0.011571 -0.02415 -0.048296
internal_weight=0.0 67.2518 21.6318 466.087 41.6824 424.405 135.739 131.88 60.9627
70.9173 26.6366 13.7713 47.1913 44.2807 288.666 286.208 264.542 134.519 130.023
21.6661 18.8079 38.825 31.1267 27.4967 19.2422 8.2545 45.62 16.0325
internal_count=30296 3990 1623 26306 2291 24015 3949 3913 1926 1987 722 410 1516
1265 20066 19459 18536 12585 5951 923 597 2229 1794 1568 1255 313 2367 810
shrinkage=0.1
Tree=148
num_leaves=21
num_cat=0
split_feature=155 115 116 38 74 150 101 115 128 102 115 23 102 189 110 160 106 187
110 92
split_gain=1.22102 1.2173 1.78663 2.62484 1.69556 1.75358 1.38406 3.81949 2.90741
2.89412 2.17171 3.91569 3.25842 2.16976 2.13591 1.55932 1.15155 0.643672 0.217997
0.019707
threshold=2.398014 -2.42354 -2.409956 -1.007874 0.011311 0.205024 -44.005011
2.177825 -0.072783 -21.091854 0.901489 11.572742 -3.337936 0.067029 0.013307
0.986016 0.626967 0.999992 0.999995 0.338949
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=17 4 3 -3 -2 -6 7 13 -9 14 12 -12 -11 -4 -8 -16 -7 -1 -19 -5
right_child=1 2 6 19 5 16 9 8 -10 10 11 -13 -14 -15 15 -17 -18 18 -20 -21
leaf_value=0.09578 -0.093569 -0.050715 -0.00908 0.070418 0.069468 0.010646 -
0.068874 0.103397 -0.033549 0.035735 0.060297 -0.006642 0.001675 -0.089219 0.085732
-0.036469 -0.086913 0.04557 -0.093865 0.104596
leaf_weight=1.853111 3.188218 1.644976 6.004879 1.511966 2.052375 2.299081 1.177874
3.238396 2.820927 36.401835 8.897298 313.752227 122.404536 7.812354 7.910916
1.134961 2.380148 0.096987 0.213027 2.8473
leaf_count=10873 101 73 165 118 188 153 85 163 83 2288 287 8841 5030 157 829 86 81
486 16 193
internal_value=0.0 -1.3e-05 0.000652 0.05448 -0.034557 -0.005567 8e-06 -0.025799
0.039882 0.001059 -6.1e-05 -0.004776 0.009506 -0.054762 0.053474 0.070058 -0.039421
0.073765 -0.046738 0.094672
internal_weight=0.0 527.48 517.56 6.00424 9.91982 6.7316 511.556 19.8766 6.05932
491.68 481.456 322.65 158.806 13.8172 10.2238 9.04588 4.67923 2.16313 0.310014
4.35927
internal_count=30296 18921 18398 384 523 422 18014 568 246 17446 16446 9128 7318
322 1000 915 234 11375 502 311
shrinkage=0.1
Tree=149
num_leaves=29
num_cat=0
split_feature=23 195 128 142 23 166 114 11 193 23 128 28 179 170 140 166 103 167
133 165 177 116 24 28 23 50 50 84
split_gain=1.20387 4.2546 5.18432 4.3673 4.2868 4.09248 3.93382 2.81678 3.47255
3.71437 4.3832 3.60649 3.2454 2.51275 3.59176 3.36218 4.13539 3.28534 3.69814
3.17374 3.43761 3.16996 3.06024 2.78358 2.71459 2.63854 2.44899 2.43295
threshold=22.961096 0.977016 -0.660635 -0.051622 22.327246 0.000855 -0.510785 0.0 -
0.668258 16.223253 -0.667924 0.875585 0.230902 0.238095 -0.041678 0.000135 -
19.766548 0.005498 0.663524 0.331697 0.074808 1.888615 48.385576 0.855968 29.689045
3.591276 9.779455 0.279166
decision_type=2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -3 -4 7 -5 -7 -1 11 10 -10 -9 -11 26 19 -16 24 22 -19 20 25 23 -18 -
22 -17 -15 -2 -21
right_child=13 2 3 5 -6 6 -8 8 9 12 -12 -13 -14 14 15 16 17 18 -20 27 21 -23 -24 -
25 -26 -27 -28 -29
leaf_value=-0.048091 -0.006094 0.065862 -0.044182 0.055618 -0.072131 0.030613 -
0.081972 0.077189 -0.038355 0.025141 0.047818 -0.0368 -0.041591 0.061062 0.068553
0.029917 0.004969 0.009961 -0.075013 0.010355 -0.007345 0.10441 0.073685 0.098253 -
0.064505 -0.04129 0.103748 0.054203
leaf_weight=16.850603 174.121272 15.032507 15.674765 15.554256 12.755905 6.647257
5.661934 9.298084 8.898275 8.928182 17.089155 3.860993 37.927827 2.862173 5.80702
3.631536 21.11707 12.306778 8.636047 18.973703 14.201933 4.55399 9.299139 2.932939
16.962474 17.068169 1.963375 38.673089
leaf_count=373 14986 341 401 754 204 294 128 353 147 249 603 99 681 351 1817 125
1161 735 328 822 1007 181 623 233 501 839 138 1822
internal_value=0.0 -0.006515 0.015416 -0.002073 -0.01764 0.021638 -0.021293 -
0.010814 -0.003453 -0.012018 0.018234 0.043629 -0.028826 0.003641 0.012054 -
0.004025 -0.009978 0.005197 -0.025191 0.024654 0.003563 0.031077 0.026172 0.011075
-0.047738 -0.026323 -0.004811 0.039831
internal_weight=0.0 174.18 58.5707 43.5382 115.609 27.8634 12.3092 102.853 86.0025
72.8434 25.9874 13.1591 46.856 353.111 177.026 77.7601 71.953 51.359 20.9428 99.266
41.6192 21.6889 30.4162 17.1349 20.594 19.9303 176.085 57.6468
internal_count=30296 4627 1918 1577 2709 1176 422 2505 2132 1680 750 452 930 25669
10545 5290 3473 2847 1063 5255 2611 1421 1784 1240 626 1190 15124 2644
shrinkage=0.1
Tree=150
num_leaves=29
num_cat=0
split_feature=67 70 174 90 18 90 109 187 85 71 86 76 86 34 154 174 138 109 102 71
48 13 158 37 37 37 9 56
split_gain=1.14486 1.9393 2.6467 1.98585 2.35965 1.94101 2.2121 2.48362 2.14271
1.73454 2.71238 2.96413 2.87419 2.66018 2.55317 2.485 2.4793 2.63437 2.39147
2.12241 2.11731 2.07192 2.16449 1.9495 2.86625 3.67949 2.28476 2.92748
threshold=0.944625 0.181944 0.955269 21.290988 0.188162 33.414047 0.922076 -
0.281884 0.008414 0.49825 0.845188 3.526333 0.745932 0.285526 329.237998 0.581619
0.619684 0.827084 -13.758693 0.610726 0.433979 0.244104 0.002479 -0.370202 0.565606
0.678073 0.132704 0.724972
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
left_child=9 2 -2 4 -3 8 7 -7 -5 23 12 15 14 19 18 -12 17 -15 -11 -14 -20 -13 -23 -
1 26 -26 -25 -28
right_child=1 3 -4 5 -6 6 -8 -9 -10 10 11 21 13 16 -16 -17 -18 -19 20 -21 -22 22 -
24 24 25 -27 27 -29
leaf_value=0.023077 0.069682 0.038157 -0.029473 -0.034338 -0.03859 0.022922
0.080748 -0.064818 0.062977 0.04886 -0.042586 0.076342 -0.066603 -0.001943 -
0.055894 0.04754 -0.131348 -0.096584 0.017839 0.072883 -0.007216 -0.060873 0.037293
-0.032664 0.058232 -0.005228 0.030473 -0.038227
leaf_weight=19.038303 10.738136 5.22362 3.506156 2.687672 16.158348 6.21733
2.414065 6.509428 12.34742 12.302203 8.790252 12.292395 1.503881 8.667364 6.704661
4.573055 3.266579 4.386802 56.867831 3.371445 82.5456 2.559109 14.64571 69.125271
9.87212 110.273507 15.062365 10.409331
leaf_count=2223 664 188 104 88 631 576 222 448 808 2194 753 875 63 456 149 352 145
139 3259 304 4252 83 738 4013 657 4544 881 487
internal_value=0.0 0.012613 0.045158 0.003536 -0.019703 0.020052 -0.005158 -
0.021998 0.0454 -0.001487 0.004829 0.027405 -0.000562 -0.035071 0.004064 -0.011542
-0.054394 -0.034281 0.006754 0.029184 0.003 0.045072 0.022381 -0.007503 -0.010228
1.6e-05 -0.023239 0.002314
internal_weight=0.0 65.8022 14.2443 51.5579 21.382 30.1759 15.1408 12.7268 15.0351
456.258 222.477 42.8605 179.616 21.1961 158.42 13.3633 16.3207 13.0542 151.716
4.87533 139.413 29.4972 17.2048 233.781 214.743 120.146 94.597 25.4717
internal_count=30296 3729 768 2961 819 2142 1246 1024 896 26567 13762 2801 10961
1107 9854 1105 740 595 9705 367 7511 1696 821 12805 10582 5201 5381 1368
shrinkage=0.1
Tree=151
num_leaves=29
num_cat=0
split_feature=166 25 172 180 188 188 180 129 75 188 30 52 154 141 184 154 61 168
152 75 90 154 89 154 69 194 180 103
split_gain=1.1874 2.49883 3.58532 3.26739 2.67555 2.34257 2.17222 3.18391 3.4029
1.86326 1.46782 1.37141 1.28126 2.86762 3.06836 1.83546 3.18529 1.92339 3.51925
2.18372 2.07946 3.7117 3.63142 3.20069 2.88416 2.64237 1.81023 2.38481
threshold=0.002099 44.03715 0.069726 16.35595 -0.619781 -0.657804 6.07075 -0.293021
-21.805051 0.557144 0.265993 0.947878 329.237998 -0.024793 0.02879 195.310154
0.343808 0.000249 0.978483 -2.455371 5.556016 109.337805 17.940792 109.337805
0.144106 -0.853998 0.32175 3.336208
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
left_child=12 3 9 5 -5 10 7 8 -7 11 -2 -3 15 -14 -15 17 -17 18 26 -20 21 25 24 -24
-22 -19 27 -1
right_child=1 2 -4 4 -6 6 -8 -9 -10 -11 -12 -13 13 14 -16 16 -18 20 19 -21 22 -23
23 -25 -26 -27 -28 -29
leaf_value=0.067324 -0.012279 0.080579 0.085003 -0.032905 0.097968 0.067671 -
0.064945 0.084803 -0.025452 -0.068482 0.078582 -0.03004 -0.0888 -0.04741 0.065641 -
0.01934 0.058872 0.032846 -0.063734 0.085296 -0.038274 0.040355 0.001089 -0.026017
0.075284 -0.047825 0.102084 -0.069444
leaf_weight=3.689984 2.748779 2.516073 9.693403 2.077026 5.659702 4.371387 7.174604
3.471144 32.385702 2.906622 4.732198 1.881474 5.308263 5.366059 4.196898 8.58804
12.930801 4.576767 4.583793 1.156774 2.784673 7.281893 278.145563 51.544903
10.159245 31.485581 5.714972 1.833006
leaf_count=2996 164 242 981 108 332 196 146 279 1248 108 356 87 101 146 158 197 409
260 643 1242 160 173 14424 1035 829 766 923 1587
internal_value=0.0 0.01151 0.04541 0.002237 0.062702 -0.006352 -0.014597 -0.005463
-0.014206 -0.007362 0.045284 0.033322 -0.001756 -0.03052 0.002227 -0.000739 0.02765
-0.002264 0.03058 -0.032644 -0.003719 -0.024333 -0.001102 -0.003151 0.050665 -
0.037497 0.062987 0.02133
internal_weight=0.0 79.6181 16.9976 62.6205 7.73673 54.8838 47.4028 40.2282 36.7571
7.30417 7.48098 4.39755 439.347 14.8712 9.56296 424.476 21.5188 402.957 16.9785
5.74057 385.979 43.3442 342.634 329.69 12.9439 36.0623 11.238 5.52299
internal_count=30296 4247 1418 2829 440 2389 1869 1723 1444 437 520 329 26049 405
304 25644 606 25038 7391 1885 17647 1199 16448 15459 989 1026 5506 4583
shrinkage=0.1
Tree=152
num_leaves=29
num_cat=0
split_feature=93 13 119 160 166 172 117 153 143 25 154 179 108 66 154 114 77 170
179 180 114 71 114 92 48 189 156 84
split_gain=1.14666 2.01842 2.25485 2.81779 2.32904 1.8027 2.43872 1.7309 4.32906
2.45946 2.13704 2.91386 2.02813 3.21867 2.99307 2.88928 3.59058 2.76659 2.70192
2.63044 2.53176 2.14872 2.43723 1.90595 1.92507 1.86758 1.76336 1.4597
threshold=0.073767 0.042772 0.411909 0.933488 0.000335 0.480165 0.805786 1.651853
0.001414 39.244754 8.062203 0.249248 0.231214 0.099518 20.329959 -1.773309 1.4597
0.996395 64.3879 0.09 -2.287159 0.49825 1.353616 0.531167 0.683634 0.210612
0.049616 0.499562
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
left_child=1 -1 3 27 -4 -6 -7 8 9 26 11 -9 14 23 21 20 -17 18 -15 -19 -16 22 -12 25
-25 -14 -2 -3
right_child=7 2 4 -5 5 6 -8 10 -10 -11 12 -13 13 17 15 16 -18 19 -20 -21 -22 -23 -
24 24 -26 -27 -28 -29
leaf_value=0.05424 -0.045977 0.081347 -0.047789 -0.033434 -0.015665 0.087999 -
0.009757 0.034083 0.093839 0.096335 0.037787 -0.078219 -0.020428 0.005836 -0.005631
-0.049833 -0.006204 -0.080609 -0.046455 -0.013267 0.066762 0.070702 -0.07709
0.075504 0.014704 0.036337 0.091795 0.020429
leaf_weight=9.805036 8.085405 8.092543 11.154817 5.045497 14.157902 5.037907
5.008778 3.171469 6.429483 1.746181 4.794439 7.908197 11.552345 192.973608
40.324437 39.114789 36.549278 7.17975 10.322235 29.326839 5.395514 6.973756
2.878244 12.098702 9.285114 11.435319 0.959168 7.857355
leaf_count=773 745 668 997 195 534 274 149 525 10184 1742 298 217 327 5704 950 934
933 149 279 693 269 318 45 465 318 420 599 592
internal_value=0.0 0.012568 0.005221 0.031124 -0.010164 0.007238 0.039486 -0.001526
0.029475 -0.009219 -0.002772 -0.045948 -0.001621 0.003182 -0.01166 -0.016823 -
0.028806 -0.001394 0.003155 -0.026709 0.002999 0.030887 -0.005541 0.027896 0.049332
0.007789 -0.030476 0.051695
internal_weight=0.0 66.1598 56.3548 20.9954 35.3594 24.2046 10.0467 448.504 17.2202
10.7908 431.284 11.0797 420.204 284.174 136.03 121.384 75.6641 239.802 203.296
36.5066 45.72 14.6464 7.67268 44.3715 21.3838 22.9877 9.04457 15.9499
internal_count=30296 4182 3409 1455 1954 957 423 26114 13270 3086 12844 742 12102
8355 3747 3086 1867 6825 5983 842 1219 661 343 1530 783 747 1344 1260
shrinkage=0.1
Tree=153
num_leaves=29
num_cat=0
split_feature=64 63 88 115 101 132 23 195 115 88 180 49 88 114 114 154 168 21 128
23 195 115 115 38 161 128 84 23
split_gain=1.13115 1.433 1.27276 2.81246 4.73593 4.76973 2.74631 3.96039 3.5873
3.37783 3.31157 2.77015 2.59362 3.19576 3.61374 3.86381 3.12484 3.29657 3.07763
2.9089 2.95867 2.58048 2.38486 2.28278 1.96143 1.38203 0.828066 0.617695
threshold=9.788871 9.805513 15.226927 0.714258 6.096317 0.366081 27.644769 -
0.557281 1.474551 32.765045 4.58815 2.306163 10.925395 -3.095654 -1.320879
45.303626 0.00404 0.657195 -0.139763 24.485607 0.109884 -1.424213 -2.58913 0.238934
0.163115 -0.714144 0.08578 21.664649
decision_type=2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2
left_child=1 2 12 4 5 22 8 11 23 -9 -10 -8 13 -1 15 -15 19 25 -16 24 -21 -7 -4 -5 -
14 -18 -2 -6
right_child=26 -3 3 6 27 21 7 9 10 -11 -12 -13 16 14 18 -17 17 -19 -20 20 -22 -23 -
24 -25 -26 -27 -28 -29
leaf_value=0.075476 -0.049429 -0.057991 -0.048129 0.100395 0.007628 -0.03642
0.04507 -0.033201 0.018497 0.011523 -0.04662 -0.00414 -0.012362 -0.0423 0.004666
0.000127 -0.058214 0.094181 0.053474 -0.041028 0.037065 0.014776 0.064542 0.007744
-0.067382 0.024622 0.098314 0.101551
leaf_weight=5.54705 0.402595 4.140656 2.021599 7.323078 0.818756 17.081555
18.070812 64.163912 37.333096 22.807848 9.776507 30.769748 9.220605 31.904203
59.960838 65.051121 3.734959 4.182728 16.410627 9.684049 9.540521 22.958697
17.778679 4.218672 22.576019 4.154492 1.817373 7.571233
leaf_count=233 74 212 237 209 20 1759 933 2846 1372 3104 156 1651 180 981 2002 1821
60 178 1280 400 557 2821 2600 140 396 173 521 3380
internal_value=0.0 -2.9e-05 0.000455 0.005276 0.02273 0.012775 -0.00085 -0.008665
0.017211 -0.021459 0.004894 0.014091 -0.004774 0.001371 -0.001032 -0.013848 -
0.022192 0.02337 0.01522 -0.033019 -0.002217 -0.007067 0.052812 0.066955 -0.051545
-0.014653 0.070113 0.092707
internal_weight=0.0 508.802 504.661 262.694 68.2305 59.8405 194.464 135.812 58.6514
86.9718 47.1096 48.8406 241.967 178.874 173.327 96.9553 63.0934 12.0722 76.3715
51.0212 19.2246 40.0403 19.8003 11.5417 31.7966 7.88945 2.21997 8.38999
internal_count=30296 29701 29489 21228 10817 7417 10411 8534 1877 5950 1528 2584
8261 6317 6084 2802 1944 411 3282 1533 957 4580 2837 349 576 233 595 3400
shrinkage=0.1
Tree=154
num_leaves=29
num_cat=0
split_feature=92 191 93 122 118 32 182 34 186 164 120 23 90 93 3 114 111 156 116 92
173 180 90 75 129 113 143 122
split_gain=1.09618 2.10306 1.86939 2.57195 1.74101 1.66121 1.66072 1.65531 1.60572
5.39722 2.77538 3.48486 3.44171 2.65048 2.64937 2.65768 2.50672 2.33885 2.76026
2.49665 2.51918 2.2889 4.25607 3.27756 3.24567 2.9584 2.44254 2.20783
threshold=0.00493 0.909463 0.301435 0.842182 0.108136 0.429847 -0.168605 0.198264
0.315696 0.432655 0.588132 13.51891 28.540536 0.613698 0.643651 -2.383958 0.013561
0.171905 -1.401807 0.863459 0.283778 1.94095 25.976382 10.635769 -1.010425 0.463414
0.890023 0.341986
decision_type=2 2 2 2 2 2 10 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 5 -3 6 7 -1 17 10 11 -10 13 -12 15 -13 -11 21 -19 20 -20 22 23 26
-24 -26 -2 -22
right_child=8 4 -4 -5 -6 -7 -8 -9 9 16 12 14 -14 -15 -16 -17 -18 18 19 -21 27 -23
24 -25 25 -27 -28 -29
leaf_value=-0.059639 -0.020511 -0.093794 0.048033 0.079909 0.021619 0.017671 -
0.080302 0.066083 0.102394 -0.022452 0.051459 -0.073539 0.090132 -0.053039 0.026175
-0.020447 0.035122 0.037534 -0.022374 0.027853 0.033905 -0.027614 -0.056217 -
0.071407 0.000634 0.056365 0.050992 -0.006441
leaf_weight=1.922725 30.37401 2.928253 17.05318 3.628286 2.231371 9.546766 4.936559
2.091366 2.092282 8.565677 4.112037 13.187104 5.372653 5.650486 8.054194 33.301241
59.824113 20.518274 58.305694 23.906612 19.925445 67.700027 4.9266 11.075434
18.574659 19.563162 5.572353 41.914706
leaf_count=92 1055 159 1439 261 201 553 189 168 112 370 389 438 891 243 525 2149
3784 2460 3975 1715 1068 1773 246 423 1464 2015 282 1857
internal_value=0.0 0.015298 0.023238 0.003955 -0.044131 -0.01119 -0.041979 0.005577
-0.001147 0.007783 -0.011355 -0.02153 0.026541 -0.008832 -0.026466 -0.035646
0.027873 -0.005034 0.0033 -0.001588 -0.007473 -0.013731 -0.003267 -0.024058
0.019409 0.029319 -0.009294 0.00657
internal_weight=0.0 44.3385 39.1789 22.1257 5.15962 18.4974 8.95065 4.01409 462.517
140.16 71.77 56.6348 15.1352 9.76252 54.5425 46.4883 68.3898 322.357 164.571
144.052 120.146 157.786 90.0862 47.0218 43.0644 38.1378 35.9464 61.8402
internal_count=30296 3062 2702 1263 360 1002 449 260 27234 8901 4747 3224 1523 632
3112 2587 4154 18333 11075 8615 6900 7258 5485 1760 3725 3479 1337 2925
shrinkage=0.1
Tree=155
num_leaves=29
num_cat=0
split_feature=91 156 110 182 109 114 148 190 183 175 114 186 145 138 187 181 97 91
62 178 147 61 58 87 123 61 169 94
split_gain=1.06962 3.02884 3.06628 2.84265 2.65742 2.34365 2.29687 2.09142 1.93376
2.50754 1.78758 2.52985 3.15226 2.21835 2.21092 2.13469 2.07837 1.93417 3.19007
2.80384 3.17847 2.87711 2.50788 2.78799 2.43947 3.24702 2.89699 2.43511
threshold=0.098422 0.890782 0.898621 -0.764615 0.955255 2.434236 0.999958 0.866569
0.679879 0.939783 2.201427 -0.240948 0.403052 0.670999 -0.075342 0.340005 0.698773
0.514477 9.600605 0.750991 0.052187 0.990558 0.906114 0.5546 0.594953 0.779054
0.045908 0.95134
decision_type=2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -3 -4 5 6 8 -6 -1 -10 17 15 13 -13 -14 -12 -16 24 19 20 -19 -22 23 -
21 -2 -26 -27 -20
right_child=10 2 3 -5 7 -7 -8 -9 9 -11 11 12 14 -15 16 -17 -18 18 27 22 21 -23 -24
-25 25 26 -28 -29
leaf_value=-0.011727 0.001871 0.074381 0.084127 -0.065879 0.081239 0.09419 -
0.073107 -0.008253 0.081592 -0.064887 0.007646 0.001784 -0.074232 0.099191 0.071071
-0.087661 -0.07461 0.054147 0.061321 -0.034738 0.014093 -0.029217 0.032735 0.004768
-0.035892 0.071569 -0.01609 -0.041231
leaf_weight=46.635574 96.67862 12.370641 1.819411 3.639363 6.592849 2.104742
5.325119 4.223487 4.816055 1.45122 3.194794 6.645549 6.986861 3.542732 2.588871
8.431831 1.452479 15.816072 15.529465 42.263324 82.260384 18.750291 11.096724
30.774148 49.155896 5.820426 10.306367 2.639065
leaf_count=2517 5359 1652 225 176 364 138 228 177 481 74 545 300 244 187 250 218 67
1259 2158 1651 5080 935 625 1288 2602 723 504 269
internal_value=0.0 0.010228 0.046975 -0.01511 0.000955 -0.007229 -0.011055 0.046401
-0.004673 0.047046 -0.001852 -0.024204 -0.003531 0.036343 -0.040475 -0.061509
0.017934 7.7e-05 0.006203 0.00256 0.012585 0.006023 -0.011344 -0.01809 -0.008204 -
0.023126 0.015692 0.046229
internal_weight=0.0 88.9785 17.8294 5.45877 71.149 60.3327 58.228 10.8163 52.9028
6.26727 413.934 32.8431 21.2165 10.1883 11.0282 11.6266 4.04135 381.091 219.129
200.961 116.827 101.011 84.1342 73.0375 161.961 65.2827 16.1268 18.1685
internal_count=30296 6032 2053 401 3979 3438 3300 541 3072 555 24264 1811 1048 487
561 763 317 22453 13265 10838 7274 6015 3564 2939 9188 3829 1227 2427
shrinkage=0.1
Tree=156
num_leaves=29
num_cat=0
split_feature=166 163 163 140 177 104 22 59 187 140 195 177 15 44 171 170 98 95 10
154 154 103 146 23 162 152 166 166
split_gain=1.06472 2.11519 3.14012 2.10139 2.70739 2.23801 2.04448 2.683 2.03507
2.90647 2.9172 2.40183 2.10737 2.70791 2.10171 2.28295 2.05577 1.88752 1.76115
6.56384 2.02895 2.1002 2.11126 2.03832 2.63002 2.20939 1.96638 1.8759
threshold=0.001033 0.281792 0.518492 0.004964 0.549631 0.931774 0.901728 0.785165 -
0.159075 -0.3447 -0.989623 0.136175 0.397272 0.746462 0.46319 0.993846 0.392818
0.897631 69.5 18.456366 18.781097 -18.465765 0.011286 27.923741 0.240408 0.019576
0.000745 0.000855
decision_type=2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=18 3 6 17 5 -5 7 -3 9 -4 -11 12 -10 -14 16 -16 -13 -2 20 26 21 -1 -23 25
-25 -24 -20 -22
right_child=1 2 8 4 -6 -7 -8 -9 11 10 -12 14 13 -15 15 -17 -18 -19 19 -21 27 22 23
24 -26 -27 -28 -29
leaf_value=0.101191 0.023905 -0.032176 -0.029645 -0.063474 0.080531 0.045915 -
0.068258 0.039162 0.075398 -0.018775 0.060341 0.007095 0.04784 -0.04671 0.038782 -
0.050775 -0.054395 0.084154 0.0 0.079513 -0.004903 -0.053432 0.085601 -0.004478
0.07933 -0.015377 -0.125742 -0.030224
leaf_weight=2.583962 40.103785 18.856455 6.834011 7.638746 2.331221 2.382644
8.697915 7.208849 5.974321 5.903964 21.060386 7.988083 6.29263 5.673286 10.172011
3.845534 16.596309 5.944581 2.487394 9.412335 225.276131 4.609855 2.376491 6.268343
9.080392 17.727295 2.3771 33.586611
leaf_count=3065 2055 777 250 410 218 201 308 364 355 216 1202 331 360 196 430 111
458 363 1156 439 6866 1056 396 2924 3569 1308 195 717
internal_value=0.0 0.006339 -0.00099 0.022038 -0.014438 -0.037169 -0.0265 -0.012333
0.008829 0.02821 0.042968 -0.002761 0.027363 0.002896 -0.016824 0.01396 -0.034412
0.031858 -0.003237 0.030961 -0.004869 0.015311 0.009528 0.017863 0.045196 -0.003053
-0.062475 -0.008202
internal_weight=0.0 183.505 125.104 58.401 12.3526 10.0214 34.7632 26.0653 90.3405
33.7984 26.9643 56.5422 17.9402 11.9659 38.6019 14.0175 24.5844 46.0484 315.786
14.2768 301.509 42.6463 40.0624 35.4525 15.3487 20.1038 4.86449 258.863
internal_count=30296 8605 5358 3247 829 611 1449 1141 3909 1668 1418 2241 911 556
1330 541 789 2418 21691 1790 19901 12318 9253 8197 6493 1704 1351 7583
shrinkage=0.1
Tree=157
num_leaves=29
num_cat=0
split_feature=101 103 154 101 88 154 129 26 89 149 153 106 63 102 50 51 37 77 162
168 136 177 80 184 25 178 145 90
split_gain=1.13613 2.60286 3.568 3.21609 3.74028 2.20145 2.49199 2.3017 2.05396
1.56031 2.68835 2.29245 2.22642 2.1362 2.06656 2.01846 1.86121 2.88934 1.77862
1.38427 1.21135 1.04552 1.5878 1.03838 1.03443 2.06227 0.757616 0.700139
threshold=15.528899 19.810965 51.077459 12.351819 0.474307 15.16732 -0.808805
0.999998 36.138884 0.084338 4.815948 0.997892 6.392231 13.400086 4.243069 -1.352769
-0.357661 17.952325 0.945509 0.000496 0.040928 0.745228 0.436186 -0.113217
33.715203 0.984945 0.473997 82.052717
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
left_child=1 3 24 9 -5 6 21 19 -4 10 13 12 -12 20 -15 -11 17 -17 -18 -7 -1 22 -2 -
10 -3 -26 -21 -8
right_child=5 2 8 4 -6 7 27 -9 23 15 11 -13 -14 14 -16 16 18 -19 -20 26 -22 -23 -24
-25 25 -27 -28 -29
leaf_value=-0.017915 -0.08808 -0.104745 0.062914 -0.076068 0.104536 -0.010649
0.097113 -0.033625 -0.068134 0.099409 -0.050701 -0.076973 -0.005025 -0.084887
0.053145 0.047688 0.002965 -0.020408 -0.018055 0.046908 0.0731 -0.103539 0.080297
0.010638 0.01603 -0.097596 0.098381 -0.070353
leaf_weight=1.752106 1.109191 5.334158 4.053477 1.362829 5.533473 2.557515 1.496671
3.490158 3.08806 2.055221 13.363691 6.370292 52.127205 2.57567 1.740052 19.816747
278.461064 8.97929 46.962153 7.180094 7.423972 2.80511 0.959806 3.444803 2.994256
3.244773 5.267907 0.220847
leaf_count=432 177 52 107 13 931 114 1187 167 97 215 264 130 1354 98 325 2982 14139
530 1959 336 3277 215 227 142 168 73 384 201
internal_value=0.0 -0.000822 -0.034208 0.000832 0.068153 0.020981 -0.028262
0.038649 0.007658 -0.000231 -0.01237 -0.020071 -0.01442 0.028422 -0.029007 0.002677
0.002087 0.026414 -6.9e-05 0.05564 0.055584 -0.064676 -0.009311 -0.02683 -0.072375
-0.043415 0.069336 0.072483
internal_weight=0.0 470.683 22.1595 448.524 6.8963 25.0873 6.59163 18.4957 10.5863
441.627 85.353 71.8612 65.4909 13.4918 4.31572 356.274 354.219 28.796 325.423
15.0055 9.17608 4.87411 2.069 6.53286 11.5732 6.23903 12.448 1.71752
internal_count=30296 27288 639 26649 944 3008 2007 1001 346 25705 5880 1748 1618
4132 423 19825 19610 3512 16098 834 3709 619 404 239 293 241 720 1388
shrinkage=0.1
Tree=158
num_leaves=29
num_cat=0
split_feature=183 150 71 189 188 93 95 109 97 107 148 98 91 101 73 73 79 15 138 162
30 64 95 70 21 173 50 167
split_gain=1.06343 2.0661 1.97394 2.36629 1.21596 1.19741 2.3347 2.17691 2.05302
1.70129 1.64506 2.10887 2.07987 1.6298 1.53534 3.68362 2.84 1.98658 1.86413 2.76553
2.56752 2.29895 2.09193 2.02668 1.89507 1.70921 1.69827 1.63001
threshold=-0.922647 0.622113 0.728797 -0.274964 -0.963138 0.073767 0.488271
0.892711 0.379073 0.273638 0.557657 0.673432 0.529407 -13.665806 0.992031 0.909008
0.077411 0.889048 0.862232 0.091929 0.519923 6.041684 0.949124 0.965304 0.98655
0.627824 9.075701 0.005967
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
left_child=1 2 3 -1 -5 6 7 -2 9 -8 12 -12 13 -10 15 18 -16 25 22 21 -21 -20 23 -7 -
24 -18 -17 -19
right_child=5 -3 -4 4 -6 14 8 -9 10 -11 11 -13 -14 -15 16 26 17 27 19 20 -22 -23 24
-25 -26 -27 -28 -29
leaf_value=0.052705 0.053267 0.063285 0.061848 -0.076772 -0.007544 -0.00662
0.025708 -0.012695 -0.067806 -0.077153 -0.002795 0.085367 0.042837 0.01281 0.047865
0.046449 -0.055521 0.099238 0.048058 -0.002274 0.041965 -0.045974 0.028155 -
0.034342 -0.052863 -0.002816 -0.035904 -0.03566
leaf_weight=3.532887 18.405772 7.647751 4.059564 4.890523 5.305488 219.228526
2.147015 6.780235 6.447124 5.745472 5.710805 5.026117 4.631247 3.992133 5.010041
21.401918 21.48166 1.894846 3.217384 23.600484 29.286947 12.065002 24.850927
29.9418 3.172712 8.692612 2.75073 1.550293
leaf_count=388 1700 680 409 263 340 12360 137 404 185 279 259 317 295 330 402 1706
1351 213 254 1585 1646 973 1557 1425 181 458 123 76
internal_value=0.0 0.020143 0.001302 -0.016797 -0.041247 -0.000818 0.012498
0.035479 -0.00469 -0.049044 0.00895 0.038726 -0.012286 -0.037014 -0.002744 -
0.000756 -0.021691 -0.032192 -0.003403 0.011395 0.02223 -0.025934 -0.007049 -
0.009967 0.0188 -0.040432 0.036921 0.038822
internal_weight=0.0 25.4362 17.7885 13.7289 10.196 467.032 58.8859 25.186 33.6999
7.89249 25.8074 10.7369 15.0705 10.4393 408.146 369.516 38.6295 33.6194 345.364
68.1698 52.8874 15.2824 277.194 249.17 28.0236 30.1743 24.1526 3.44514
internal_count=30296 2080 1400 991 603 28216 3906 2104 1802 416 1386 576 810 515
24310 21810 2500 2098 19981 4458 3231 1227 15523 13785 1738 1809 1829 289
shrinkage=0.1
Tree=159
num_leaves=20
num_cat=0
split_feature=11 11 167 194 62 195 91 180 36 115 101 180 147 153 148 131 134 132
100
split_gain=1.07551 1.27735 1.27206 2.87708 1.25223 3.63117 2.21581 1.4281 3.5205
3.37437 2.99356 2.93365 2.15847 1.36844 1.23697 1.15965 0.655654 0.780945 0.057554
threshold=121.5 92.5 0.054782 0.998666 9.706339 -0.976057 0.642206 4.58815 -
0.158279 -1.546243 10.971289 3.92835 0.910684 24.798798 0.895879 0.580413 0.949962
0.9983 0.241871
decision_type=2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -4 7 6 13 11 10 -10 -9 12 -1 -6 18 -13 -7 -18 -3
right_child=-2 14 3 -5 5 16 -8 8 9 -11 -12 15 -14 -15 -16 -17 17 -19 -20
leaf_value=-0.002432 -0.050212 0.055086 0.099575 -0.066977 0.006152 0.100319
0.082281 -0.027795 -0.050092 0.030084 0.034382 0.1082 0.020399 -0.106273 -0.021528
0.023463 0.082449 -0.097666 0.099735
leaf_weight=288.857906 4.09604 1.000941 3.422152 1.390007 1.809077 5.017985
1.375904 76.685464 6.292582 29.405532 8.518913 3.365094 48.240296 2.503274 1.464766
3.235334 0.450305 0.344612 2.112894
leaf_count=18674 144 86 869 104 299 2609 197 1942 150 976 495 140 2831 27 62 107
324 26 234
internal_value=0.0 0.000695 0.000187 0.050872 -0.000332 0.032131 -0.024376 -
0.001144 -0.010489 0.015827 -0.021534 0.002142 0.000836 -0.059665 0.052754 0.067717
0.087165 0.000998 0.087705
internal_weight=0.0 485.493 480.914 4.81216 476.102 11.5012 5.68825 464.601 120.902
35.6981 85.2044 343.699 337.098 4.31235 4.5786 6.60043 5.8129 0.794916 3.11383
internal_count=30296 30152 29770 973 28797 3482 523 25315 3563 1126 2437 21752
21505 326 382 247 2959 350 320
shrinkage=0.1
Tree=160
num_leaves=29
num_cat=0
split_feature=36 141 23 89 88 47 11 89 114 36 26 103 141 115 153 104 49 178 76 11
152 39 91 171 179 136 39 24
split_gain=1.00635 3.26605 3.94477 4.04115 3.71328 3.40066 3.34111 3.19672 4.34374
3.87393 3.27086 3.18073 3.07434 2.95413 2.94015 3.67673 2.96387 2.89947 2.85396
3.17098 2.75329 3.33781 3.44595 3.3807 2.9568 2.62905 3.27434 2.67396
threshold=-0.580427 0.085202 29.689045 37.285451 -5.779882 0.90378 79.5 41.867934 -
3.040635 -0.023595 0.898499 -26.93526 -0.020927 -0.173144 4.45162 0.945098 6.788254
0.997506 38.416157 68.5 0.651182 0.399498 0.977402 0.98311 1.04475 0.165108
0.525231 35.339789
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
left_child=1 2 -1 -4 5 13 11 20 12 10 17 -6 -9 -3 15 -13 -16 -10 19 -11 25 24 23 -
23 -22 26 -2 -27
right_child=7 4 3 -5 6 -7 -8 8 9 18 -12 14 -14 -15 16 -17 -18 -19 -20 -21 21 22 -24
-25 -26 27 -28 -29
leaf_value=0.083874 0.009133 -0.003763 -0.051069 0.058554 0.074245 -0.02853 0.05625
-0.100738 0.038987 0.076713 -0.048732 0.083852 0.016511 0.092835 -0.023697 -
0.016413 0.011952 -0.032698 -0.033338 -0.000784 -0.055117 -0.023719 0.074597
0.076685 0.013051 0.03566 -0.061675 -0.002518
leaf_weight=11.043078 12.246803 4.425081 6.714366 6.557554 4.484163 5.168817
8.518747 5.199044 19.184115 21.779307 9.968095 6.987503 3.809175 10.771292
98.395206 7.484976 30.445578 7.882474 3.80122 6.916641 35.953881 34.607907 4.864702
3.620803 7.65668 24.692285 13.789631 70.405232
leaf_count=645 820 147 472 715 426 165 1122 86 1799 2018 645 3451 288 539 2390 1388
881 400 217 529 1859 1961 348 178 236 1896 684 3991
internal_value=0.0 0.005679 0.039971 0.003033 0.000935 0.041008 -0.004298 -0.00355
0.013621 0.022111 0.0 -0.007829 -0.051349 0.064769 -0.01045 0.03213 -0.015261
0.018026 0.047258 0.058047 -0.010047 -0.023642 -0.003854 -0.01402 -0.043119 -
0.000296 -0.028405 0.007406
internal_weight=0.0 200.996 24.315 13.2719 176.681 20.3652 156.316 286.378 78.5401
69.5319 37.0347 147.797 9.00822 15.1964 143.313 14.4725 128.841 27.0666 32.4972
28.6959 207.838 86.704 43.0934 38.2287 43.6106 121.134 26.0364 95.0975
internal_count=30296 12341 1832 1187 10509 851 9658 17955 5982 5608 2844 8536 374
686 8110 4839 3271 2199 2764 2547 11973 4582 2487 2139 2095 7391 1504 5887
shrinkage=0.1
Tree=161
num_leaves=28
num_cat=0
split_feature=183 101 73 90 179 24 127 76 37 62 179 179 77 77 11 100 70 166 139 23
79 79 120 186 24 90 183
split_gain=1.00359 1.99839 1.58143 1.18546 3.01189 1.16444 5.82666 3.6279 3.33774
3.33171 2.60963 2.4333 2.08822 1.94994 2.19999 1.80855 1.72294 1.67584 1.45358
1.13377 0.923593 0.640069 0.896675 0.567486 0.106013 0.038698 0.015824
threshold=0.991621 -30.514793 0.999987 50.72658 10.3087 62.265661 -0.646607 -
24.882311 1.24966 3.64252 0.67635 3.7182 38.981542 28.775319 23.5 0.206154 0.257861
0.000373 0.585589 30.767966 0.441543 0.445507 0.21279 -0.751643 59.169256 39.296866
-0.883242
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
left_child=3 -2 21 5 -5 7 9 19 11 10 -7 26 13 15 -15 -9 -11 -10 -13 -1 -18 23 -23 -
3 -21 -25 -8
right_child=1 2 -4 4 -6 6 8 12 17 16 -12 18 -14 14 -16 -17 20 -19 -20 24 -22 22 -24
25 -26 -27 -28
leaf_value=0.003303 -0.051153 0.024243 -0.058585 0.099547 -0.023321 0.10061
0.061378 -0.010813 -0.063607 -0.016263 -0.044652 0.061839 0.098282 0.001077 -
0.073407 0.004358 -0.10828 0.023047 -0.041734 0.101342 -0.056258 -0.047628 0.066912
0.104686 0.047014 0.061275 0.103273
leaf_weight=1.870241 2.440176 1.500302 1.13824 3.876251 3.934835 2.291363 0.741298
108.56594 4.6816 5.09521 2.483086 2.486466 2.030087 7.983451 7.722571 283.789742
7.796073 4.099782 2.763944 4.459457 6.96073 1.065477 1.578743 3.713 0.743511
0.886857 5.590819
leaf_count=54 114 125 81 2514 114 193 107 6055 161 136 61 120 318 707 183 16208 143
156 118 717 158 65 221 458 74 159 776
internal_value=0.0 0.028337 0.04837 -0.00047 0.037934 -0.001129 -0.016398 0.000518
0.023083 -0.049061 0.025379 0.058178 -0.000711 -0.001228 -0.035678 0.000155 -
0.067059 -0.023188 0.007301 0.071075 -0.084311 0.062883 0.020262 0.0806 0.094736
0.097906 0.099483
internal_weight=0.0 12.3228 9.88262 469.966 7.81109 462.155 44.9904 417.165 20.3639
24.6265 4.77445 11.5825 410.092 408.062 15.706 392.356 19.852 8.78138 5.25041
7.07321 14.7568 8.74438 2.64422 6.10016 5.20297 4.59986 6.33212
internal_count=30296 1223 1109 29073 2628 26445 2129 24316 1438 691 254 1121 23471
23153 890 22263 437 317 238 845 301 1028 286 742 791 617 883
shrinkage=0.1
Tree=162
num_leaves=29
num_cat=0
split_feature=75 88 88 114 89 52 154 181 64 87 88 127 125 167 75 76 24 116 102 194
188 76 167 160 102 173 101 64
split_gain=1.08426 2.71724 2.96942 3.74839 4.04614 3.09777 3.00106 3.66755 2.83564
2.82503 2.53103 3.57525 2.74745 2.40348 2.39831 2.53958 2.70743 2.40834 2.23362
2.38529 2.03609 2.83381 3.19462 3.11519 2.9329 2.83026 4.21489 3.40764
threshold=-2.556476 -17.429119 -3.778027 1.6974 44.942195 0.240443 99.117222
0.72337 5.153738 0.267305 15.721655 -0.258034 0.570882 0.001643 -5.136794 11.304768
55.362602 2.844465 12.071698 0.63102 0.201259 5.078648 0.004538 0.755957 3.795104
0.377008 -33.080764 8.89846
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
left_child=14 -2 18 6 5 9 10 -8 -6 -5 11 -4 -12 -9 17 -16 -17 20 19 -3 21 23 24 -1
-23 -22 -27 -28
right_child=1 2 3 4 8 -7 7 13 -10 -11 12 -13 -14 -15 15 16 -18 -19 -20 -21 25 22 -
24 -25 -26 26 27 -29
leaf_value=0.03446 0.060835 0.071938 -0.013449 -0.062701 -0.07764 -0.054848 -
0.04482 -0.03262 0.103983 0.046322 0.05275 0.054812 0.010937 0.05171 -0.058767
0.029793 -0.068892 0.09012 -0.082626 -0.059948 -0.025957 -0.013057 -0.027479 -
0.010378 0.048211 -0.060342 0.038987 -0.021656
leaf_weight=48.952728 8.550098 2.568575 31.378198 3.44181 1.02836 22.24798
16.619382 5.013468 3.751199 7.167542 36.809655 10.054761 27.622229 9.90803 15.2922
9.419552 3.838718 2.80351 6.673343 2.741388 61.99663 16.593225 38.056384 22.549206
14.591591 7.919393 27.79824 13.777827
leaf_count=3884 388 157 1024 213 98 1278 428 99 625 345 5273 1152 4176 236 1534 364
126 159 119 81 2902 475 1105 1296 484 189 1447 639
internal_value=0.0 0.005996 0.003454 0.006766 -0.021148 -0.033704 0.014429 -
0.012595 0.063945 0.01061 0.022496 0.003169 0.034884 0.023269 -0.00368 -0.03112
0.000858 -0.000594 -0.044503 0.003757 -0.001639 0.00635 -0.008052 0.020307 0.015627
-0.011732 0.006075 0.018858
internal_weight=0.0 195.576 187.026 175.043 37.6369 32.8573 137.406 31.5409 4.77956
10.6094 105.865 41.433 64.4319 14.9215 283.589 28.5505 13.2583 255.039 11.9833
5.30996 252.235 140.743 69.2412 71.5019 31.1848 111.492 49.4955 41.5761
internal_count=30296 15692 15304 14947 2559 1836 12388 763 723 558 11625 2176 9449
335 14604 2024 490 12580 357 238 12421 7244 2064 5180 959 5177 2275 2086
shrinkage=0.1
Tree=163
num_leaves=29
num_cat=0
split_feature=15 162 73 194 95 102 81 110 154 18 36 141 52 52 194 177 115 87 111
159 159 42 186 121 124 95 173 106
split_gain=0.98797 2.24739 2.37363 2.50648 2.29615 2.55557 3.06177 2.75087 2.46306
2.83044 2.13932 3.68019 2.13202 1.96555 2.46947 2.03064 2.95763 1.94039 2.27997
1.92024 1.83684 1.72481 2.67202 2.31968 1.69171 1.66482 3.62235 3.05232
threshold=0.412032 0.069638 0.406907 0.91048 0.646532 14.879075 0.629085 0.964823
104.09076 0.862885 -0.031197 0.129863 0.414025 0.803076 0.384192 0.92925 2.661497
0.729277 0.798118 0.817461 0.085816 0.363779 0.882335 0.814702 0.536261 0.417714
0.689776 0.90023
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
left_child=1 2 10 -4 8 7 17 21 13 19 11 -1 -13 15 -15 24 -17 18 -7 20 -10 23 -23 -6
-3 26 27 -2
right_child=25 4 3 -5 5 6 -8 -9 9 -11 -12 12 -14 14 -16 16 -18 -19 -20 -21 -22 22 -
24 -25 -26 -27 -28 -29
leaf_value=-0.097287 -0.031746 0.08298 0.025107 -0.066407 -0.052952 -0.046428
0.043233 0.089741 -0.006495 -0.05995 0.019421 0.107638 -0.038273 0.044472 -0.019641
0.042386 -0.063926 -0.079756 0.060352 -0.031362 0.068285 0.037972 -0.0635 0.039147
0.035469 0.003314 0.013146 0.019097
leaf_weight=9.196492 72.466926 14.211305 15.738592 3.598726 9.058989 6.774932
4.530677 4.006304 5.722386 6.818649 4.124933 1.499535 2.61292 10.56599 13.665792
8.21741 3.728026 9.341824 2.729132 6.11373 7.490671 16.069336 3.000509 3.810173
16.537227 159.75378 39.11391 14.008914
leaf_count=490 4704 1437 1545 233 453 271 234 319 143 130 385 137 199 1057 841 581
99 333 145 169 302 1204 145 323 1732 9720 1922 1043
internal_value=0.0 0.005865 -0.016284 0.007785 0.011224 -0.004131 -0.029823
0.012576 0.021018 -0.004957 -0.042956 -0.06238 0.015799 0.031178 0.008325 0.044075
0.008877 -0.047572 -0.015361 0.014568 0.035981 0.002634 0.02172 -0.025508 0.057644
-0.003452 -0.012065 -0.023484
internal_weight=0.0 189.164 36.7712 19.3373 152.393 59.3219 23.3766 35.9453 93.0712
26.1454 17.4339 13.3089 4.11246 66.9258 24.2318 42.694 11.9454 18.8459 9.50406
19.3268 13.2131 31.939 19.0698 12.8692 30.7485 285.344 125.59 86.4758
internal_count=30296 12907 2989 1778 9918 3427 983 2444 6491 744 1211 826 336 5747
1898 3849 680 749 416 614 445 2125 1349 776 3169 17389 7669 5747
shrinkage=0.1
Tree=164
num_leaves=29
num_cat=0
split_feature=114 89 166 76 76 114 114 89 166 153 37 89 77 181 167 179 166 142 171
154 179 128 102 103 167 154 153 37
split_gain=1.00188 2.38378 3.43785 2.94998 3.15709 3.59506 3.64052 3.60873 2.50177
2.38338 3.25656 2.66167 2.4381 3.52682 3.42268 2.52542 2.42534 3.00752 2.40657
2.34962 2.33154 6.6474 3.61529 5.67322 3.25936 3.06252 2.46833 2.36474
threshold=0.326218 13.784393 0.000327 -0.642256 -6.791415 -0.827346 -2.918326
39.145754 0.00014 20.608471 -0.10258 25.848547 5.006567 0.18139 0.012855 46.58015
0.001533 0.048441 0.954 85.42 0.230902 -0.139763 1.603022 13.09676 0.000422
17.694507 33.07599 3.20826
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
left_child=1 2 -1 4 5 6 -3 -8 -6 12 18 -12 13 14 -5 -15 17 -14 -11 -4 21 22 25 24 -
24 -2 -26 -22
right_child=20 3 19 9 8 -7 7 -9 -10 10 11 -13 16 15 -16 -17 -18 -19 -20 -21 27 -23
23 -25 26 -27 -28 -29
leaf_value=0.053035 0.054484 0.087167 -0.055631 -0.014344 -0.023861 0.076143 -
0.049014 0.098317 0.084594 0.085382 0.032878 -0.023968 0.032794 0.024221 -0.111726
-0.072725 0.068118 -0.019501 -0.01712 0.00842 -0.011708 0.081571 -0.089061 -
0.020804 0.080624 -0.030419 -0.043342 -0.07109
leaf_weight=5.080238 4.63243 3.001684 18.554705 18.976861 2.474943 6.051243
13.834761 1.799116 13.10533 5.701324 9.289373 67.22965 34.603335 33.876514 4.391061
2.826358 10.931911 15.999846 3.71827 8.191099 90.266236 10.246861 1.331636
17.774173 16.262193 42.131685 1.711826 7.175109
leaf_count=826 1807 309 582 2709 563 1100 861 433 1252 228 247 1442 3621 2526 335
109 923 1244 71 225 2935 2348 355 986 1178 875 54 152
internal_value=0.0 0.00407 -0.021646 0.007384 0.032125 0.009745 -0.01201 -0.031518
0.06725 0.002566 -0.010167 -0.01702 0.011576 -0.002738 -0.033052 0.016563 0.025553
0.01623 0.045011 -0.036007 -0.005316 0.0059 -0.00341 0.019865 0.057295 -0.021895
0.068594 -0.016154
internal_weight=0.0 279.638 31.826 247.812 40.2671 24.6868 18.6356 15.6339 15.5803
207.545 85.9386 76.519 121.606 60.0708 23.3679 36.7029 61.5351 50.6032 9.41959
26.7458 191.532 94.0908 83.8439 37.0798 19.3057 46.7641 17.974 97.4413
internal_count=30296 19606 1633 17973 4518 2703 1603 1294 1815 13455 1988 1689
11467 5679 3044 2635 5788 4865 299 807 10690 7603 5255 2573 1587 2682 1232 3087
shrinkage=0.1
Tree=165
num_leaves=14
num_cat=0
split_feature=128 64 49 171 51 9 170 106 195 89 153 46 20
split_gain=0.961284 1.28967 2.04908 2.14538 1.80369 1.14066 3.47989 3.25758 1.82536
3.62768 3.46446 1.72024 0.630702
threshold=-1.448849 0.576054 9.239868 0.91672 9.181531 0.302174 0.002661 0.90023
0.98283 32.160135 12.065994 0.353661 0.039983
decision_type=2 2 2 2 2 2 2 2 8 2 2 2 2
left_child=12 -2 4 -4 5 8 7 -7 9 -3 -10 -8 -1
right_child=1 2 3 -5 -6 6 11 -9 10 -11 -12 -13 -14
leaf_value=-0.04211 -0.044294 -0.023641 0.099068 -0.025201 -0.064971 -0.035978 -
0.000212 0.063813 0.025484 0.003144 -0.008692 0.027891 0.095894
leaf_weight=0.345513 6.400955 88.504502 4.062709 2.021006 4.167326 23.97762
33.84104 3.694983 55.317584 117.59991 63.696169 60.582579 1.561424
leaf_count=65 150 3696 311 65 169 1225 2026 309 10169 6276 1505 3789 541
internal_value=0.0 -2.9e-05 0.000597 0.057821 -0.000183 0.000431 0.008671 -0.022446
-0.002662 -0.008357 0.00719 0.017815 0.069508
internal_weight=0.0 463.866 457.465 6.08371 451.382 447.214 122.096 27.6726 325.118
206.104 119.014 94.4236 1.90694
internal_count=30296 29690 29540 376 29164 28995 7349 1534 21646 9972 11674 5815
606
shrinkage=0.1
Tree=166
num_leaves=29
num_cat=0
split_feature=61 154 124 145 37 109 109 166 37 167 29 94 82 190 169 195 12 184 32
124 171 107 106 181 122 113 127 190
split_gain=0.985897 1.72401 1.69421 1.50267 2.05928 1.71335 1.47043 2.72695 2.41973
2.3668 2.88955 2.23702 2.21924 2.15718 3.18206 2.96223 2.48253 1.93116 3.03352
2.58343 1.87353 1.71032 1.60887 1.46698 1.44083 1.37089 2.44241 1.73618
threshold=0.020364 5.234988 0.54977 0.876287 0.0 0.016813 0.032675 0.000341
1.340063 0.000812 0.580611 0.145874 0.407928 -0.828312 0.016747 -0.908719 80.45 -
0.62624 0.387452 0.42294 0.428054 0.236882 0.955354 0.827835 0.49679 0.259812 -
0.99562 -0.874379
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 25 5 -5 -4 7 23 11 10 22 -9 -12 14 16 -16 -11 19 -19 -15 -14 -13 -8
24 -3 27 -27 -1
right_child=1 6 3 4 -6 -7 9 8 -10 13 12 21 20 17 15 -17 -18 18 -20 -21 -22 -23 -24
-25 -26 26 -28 -29
leaf_value=0.017373 0.078265 0.038631 0.040147 -0.06343 0.062401 -0.04077 0.078435
0.059119 0.049351 0.056719 0.055798 -0.049748 -0.051781 -0.042283 0.033446 -
0.024073 -0.05721 0.020012 -0.007028 0.000613 0.043038 0.006871 -0.011623 -0.078177
-0.055534 -0.038151 0.035337 -0.041589
leaf_weight=8.7052 2.884435 2.815539 2.786043 1.838136 3.902045 29.338665 11.841415
3.516925 7.890607 21.757967 4.864734 12.538143 7.434546 25.615546 15.269096
21.381134 2.014124 63.108777 120.629479 30.810885 2.791704 9.145858 2.326193
8.216646 3.588324 5.75494 19.855543 11.441971
leaf_count=627 9527 180 178 150 209 1673 977 154 276 1308 365 391 343 760 636 767
70 2778 4367 1141 173 328 145 231 164 316 1595 467
internal_value=0.0 0.002414 -0.009572 -0.025197 0.021542 -0.033623 0.001813 -
0.014573 0.001312 0.004191 0.031299 -0.013803 0.000713 0.001539 0.018417 -5.3e-05
0.046836 -0.002707 0.002258 -0.018875 -0.025629 -0.025881 0.063582 -0.050399 -
0.013982 0.003355 0.0187 -0.016088
internal_weight=0.0 380.442 83.6225 37.8649 5.74018 32.1247 377.558 47.712 33.0915
329.846 29.2586 25.2009 15.091 300.587 60.4223 36.6502 23.7721 240.165 183.738
56.4264 10.2262 21.684 14.1676 14.6205 6.40386 45.7577 25.6105 20.1472
internal_count=30296 25081 5215 2210 359 1851 15554 1724 1149 13830 2003 873 881
11827 2781 1403 1378 9046 7145 1901 516 719 1122 575 344 3005 1911 1094
shrinkage=0.1
Tree=167
num_leaves=29
num_cat=0
split_feature=50 166 88 76 128 88 167 167 49 10 48 123 27 187 99 153 122 167 123
159 26 8 162 158 168 103 24 157
split_gain=0.973366 0.999781 1.9998 3.48731 2.2996 1.84634 3.14752 2.41691 1.95245
1.70718 1.70225 2.8806 2.23526 1.83263 2.46829 2.10342 1.96471 1.93759 1.79911
2.1351 2.21234 1.99961 1.91784 2.20814 1.7965 1.8552 1.64692 1.64135
threshold=-1.164617 0.001033 -8.192242 -18.889225 -0.624355 19.847998 0.002315
0.02773 8.214811 76.5 0.197096 0.682216 0.358611 0.578671 0.614346 4.578915
0.234891 0.004274 0.578803 0.100558 0.103097 0.891813 0.934256 0.064794 0.003888
0.693509 46.679365 0.968595
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
left_child=-1 10 4 -4 -3 8 -7 -8 9 -5 11 13 26 14 15 -2 -15 -16 19 20 -12 -22 27 -
24 -20 -26 -13 -21
right_child=1 2 3 5 -6 6 7 -9 -10 -11 18 12 -14 16 17 -17 -18 -19 24 22 21 -23 23 -
25 25 -27 -28 -29
leaf_value=0.067036 0.074238 -0.014151 0.107631 0.001002 0.071318 -0.072759
0.025061 -0.028161 -0.054694 -0.04849 0.034292 0.054234 0.075915 -0.002473 -
0.014244 -0.001705 0.080421 -0.080192 -0.022345 0.022792 -0.039628 0.057125 0.06039
-0.039028 0.087144 -0.022311 -0.043574 -0.021231
leaf_weight=2.082193 4.136219 4.702653 3.018554 63.963116 9.151427 4.021103
58.438428 9.891616 8.563563 7.726487 5.976717 3.092424 9.855715 6.258312 13.541283
26.408644 5.124714 6.633667 87.32457 56.474284 26.964445 2.231336 2.593044
13.237975 3.068419 2.954864 3.660228 9.859526
leaf_count=386 1304 149 365 2366 447 192 3813 933 153 174 549 406 1206 443 930 550
578 186 6314 4363 1650 258 197 758 193 216 343 874
internal_value=0.0 -6.9e-05 0.006026 0.002765 0.042313 0.000621 0.012206 0.017312 -
0.009809 -0.004369 -0.003643 0.00889 0.045764 -0.001003 -0.009172 0.008725 0.035076
-0.036247 -0.008333 -7.8e-05 -0.020675 -0.03204 0.008737 -0.022418 -0.018686
0.033707 0.001162 0.016211
internal_weight=0.0 458.873 169.477 155.623 13.8541 152.604 72.3511 68.33 80.2532
71.6896 289.396 78.7112 16.6084 62.1028 50.7198 30.5449 11.383 20.175 210.685
117.337 35.1725 29.1958 82.1648 15.831 93.3479 6.02328 6.75265 66.3338
internal_count=30296 29910 8592 7996 596 7631 4938 4746 2693 2540 21318 5946 1955
3991 2970 1854 1021 1116 15372 8649 2457 1908 6192 955 6723 409 749 5237
shrinkage=0.1
Tree=168
num_leaves=29
num_cat=0
split_feature=115 62 129 116 38 188 185 73 159 180 36 62 180 155 89 115 116 54 115
159 191 187 161 187 125 6 185 68
split_gain=0.985193 1.95979 1.51581 1.33896 2.11178 1.17326 1.23008 1.43899 1.13788
1.01054 2.73334 2.88034 2.76748 2.61118 2.53818 4.1561 3.91892 3.48625 3.59194
2.66418 2.58479 2.48416 2.42517 0.887349 1.18207 0.75019 0.703589 0.679598
threshold=-2.42354 6.453244 -0.26133 -2.409956 -1.031156 0.984001 -0.546268
0.833263 0.419925 5.48275 -0.04268 9.594277 10.5586 119.513133 32.891202 -0.078665
1.956405 0.162347 3.032837 0.612581 0.892081 -0.777144 0.861217 -0.238338 0.662792
0.992857 0.870321 0.24134
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
left_child=1 -1 23 4 -2 9 8 26 -7 14 11 21 -12 -14 17 20 -17 19 -19 -5 -16 -11 -13
-3 -25 -4 -8 -9
right_child=3 2 25 5 -6 6 7 27 -10 10 12 22 13 -15 15 16 -18 18 -20 -21 -22 -23 -24
24 -26 -27 -28 -29
leaf_value=0.095156 -0.048778 -0.098183 0.092065 0.056176 0.092225 0.04823 0.095545
-0.056671 -0.064952 0.03453 -0.035598 0.03526 0.058142 -0.043786 0.064998 -0.002962
0.038309 -0.020864 0.037546 -0.006419 -0.044009 -0.031653 -0.038476 -0.077898
0.056218 -0.076117 0.001357 0.04066
leaf_weight=0.965338 1.415853 3.984226 0.922522 13.482395 3.583866 1.423811
4.730922 1.349931 2.054188 6.118288 6.21629 16.247202 15.052874 2.931048 18.491433
122.127004 28.244388 104.198292 11.614599 13.530993 2.386815 65.439875 6.04048
1.448995 1.055671 0.275932 0.98416 1.334726
leaf_count=320 71 233 583 1071 408 175 618 90 137 308 192 1200 673 68 3497 7901
1629 6776 575 655 488 1800 262 165 115 41 90 155
internal_value=0.0 -0.032999 -0.050159 0.000895 0.051898 0.000308 0.031196 0.051781
-0.018227 -0.000544 -0.008431 -0.016165 0.021459 0.041327 0.002417 0.010628 0.0048
-0.007419 -0.014971 0.024859 0.052343 -0.025941 0.015147 -0.069232 -0.020909
0.049793 0.079807 -0.008088
internal_weight=0.0 8.65268 7.68735 448.999 4.99972 444.0 11.8777 8.39974 3.478
432.122 118.046 93.8458 24.2002 17.9839 314.076 171.25 150.371 142.826 115.813
27.0134 20.8782 71.5582 22.2877 6.48889 2.50467 1.19845 5.71508 2.68466
internal_count=30296 1457 1137 28839 479 28360 1265 953 312 27095 4503 3570 933 741
22592 13515 9530 9077 7351 1726 3985 2108 1462 513 280 624 708 245
shrinkage=0.1
Tree=169
num_leaves=29
num_cat=0
split_feature=163 123 121 2 24 118 70 92 93 122 135 190 100 52 179 76 86 63 180 116
159 154 179 76 190 170 116 101
split_gain=0.931786 2.36181 2.38315 1.65372 1.61381 1.34758 1.64595 1.23262 1.67415
2.32662 2.04663 1.95659 1.58135 1.49214 1.47327 1.91771 2.21928 2.00067 2.85253
2.27394 2.73963 2.09252 2.07385 1.64629 2.83803 2.82402 2.35484 2.28228
threshold=0.000189 0.053414 0.090591 0.57735 35.484921 0.048545 0.681246 0.00493
0.301435 0.842182 0.130882 0.937676 0.582293 0.95896 0.84795 -20.712881 0.552996
9.692701 31.05675 0.594914 0.769457 195.310154 0.372 8.920613 -0.941 0.46529 -
0.891473 -19.914504
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
left_child=1 -1 -3 4 -4 -6 -7 8 9 10 -2 13 -13 -10 15 16 -9 18 21 20 -19 -17 -21 24
25 -16 -25 -28
right_child=7 2 3 -5 5 6 -8 14 11 -11 -12 12 -14 -15 23 17 -18 19 -20 22 -22 -23 -
24 26 -26 -27 27 -29
leaf_value=-0.075218 0.058461 0.105896 0.072355 0.073005 -0.066806 -0.015812
0.057447 0.088968 0.079599 0.081092 -0.031764 -0.080982 0.043693 -0.008114 -
0.021321 -0.007369 -0.007868 -0.01276 0.090325 0.074539 0.085969 0.030457 -0.045676
-0.028905 -0.034962 0.097569 -0.021688 0.029521
leaf_weight=2.451393 2.95192 3.171459 2.831133 3.993125 3.096231 10.807526 4.175062
5.162259 9.304524 2.780949 14.346103 1.970577 1.916934 2.393355 4.609902 214.90022
4.244365 17.530492 3.106203 10.163089 3.253567 15.594736 1.593803 19.886535
44.65493 3.387047 12.692893 27.120506
leaf_count=179 187 244 352 319 174 717 370 642 881 282 850 201 234 200 138 15157
453 1911 219 1825 617 578 83 557 1454 148 383 941
internal_value=0.0 0.017097 0.025415 0.014774 0.003332 -0.007713 0.004741 -0.000967
0.016795 -0.002256 -0.016075 0.041291 -0.019597 0.061624 -0.002607 0.001325
0.045483 -0.000246 -0.003489 0.022944 0.002939 -0.004793 0.057917 -0.012255 -
0.025129 0.029405 -0.000859 0.013152
internal_weight=0.0 30.5259 28.0745 24.9031 20.91 18.0788 14.9826 423.565 35.6644
20.079 17.298 15.5854 3.88751 11.6979 387.901 275.549 9.40662 266.142 233.601
32.541 20.7841 230.495 11.7569 112.352 52.6519 7.99695 59.6999 39.8134
internal_count=30296 2355 2176 1932 1613 1261 1087 27941 2835 1319 1037 1516 435
1081 25106 21485 1095 20390 15954 4436 2528 15735 1908 3621 1740 286 1881 1324
shrinkage=0.1
Tree=170
num_leaves=29
num_cat=0
split_feature=14 18 33 108 85 162 41 72 191 116 70 183 154 168 182 45 72 61 66 68
179 127 161 135 179 90 194 18
split_gain=0.932404 2.34051 2.23385 1.78238 1.52302 1.63602 1.6298 2.38771 1.81807
1.87129 1.72191 1.49595 1.48287 1.42089 1.34687 1.32002 1.22226 1.21977 2.52715
2.37076 2.17353 1.99078 4.25085 1.98032 2.54108 2.54924 2.34266 2.2937
threshold=0.114587 0.885947 0.521621 0.250548 0.111003 0.780172 0.34714 0.626941
0.934404 2.476869 0.663906 0.679879 41.238742 0.00404 0.272727 0.926928 0.537827
0.537751 0.053681 0.759185 0.4935 -0.237477 0.861217 0.227146 0.2875 24.954292
0.779484 0.345761
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 -3 5 -1 7 13 9 14 -9 -12 -4 15 -8 -6 -10 23 19 -19 -21 -20 -23 24
25 27 -25 -2
right_child=17 2 12 -5 6 -7 8 10 16 -11 11 -13 -14 -15 -16 -17 -18 18 21 20 -22 22
-24 26 -26 -27 -28 -29
leaf_value=0.005813 0.060002 -0.044544 0.01337 0.052236 0.039196 -0.104607 0.079897
-0.063762 -0.086975 -0.034925 0.088566 -0.041297 -0.08225 0.097706 0.032949 -
0.048283 0.046828 0.058788 -0.005041 0.042888 -0.0876 0.049755 -0.033034 -0.004428
-0.011932 0.064839 -0.031599 -0.034819
leaf_weight=4.717101 3.862108 2.98232 2.113087 4.899373 6.065334 1.771147 12.45743
6.119033 1.688781 2.377715 1.695569 1.672142 6.319586 2.690511 12.575198 2.302871
1.022634 14.343395 133.957764 2.518266 2.408294 19.773701 8.925823 101.201861
24.717733 12.407469 46.252026 7.106368
leaf_count=372 304 131 303 406 546 121 960 334 153 121 146 126 164 198 1215 138 160
1408 7127 234 55 2742 641 7035 740 1637 2368 411
internal_value=0.0 0.010566 -0.022721 0.015373 0.020109 -0.025156 0.025964 0.004149
0.040746 0.048494 -0.032426 0.024332 -0.058257 0.035643 0.056563 0.014722 -0.036188
-0.00174 0.004148 0.038303 -0.02108 7.5e-05 0.023942 -0.007224 0.010369 0.033958 -
0.012973 -0.001105
internal_weight=0.0 73.4698 16.3144 7.88169 57.1555 6.48825 50.6672 20.5455 30.1218
27.4103 9.48674 3.36771 8.43267 11.0587 25.0326 8.3682 2.71142 377.475 181.927
19.27 4.92656 162.657 28.6995 195.548 48.0937 23.3759 147.454 10.9685
internal_count=30296 5594 1004 537 4590 493 4097 1488 2609 2296 606 272 467 882
2175 684 313 24702 12207 1697 289 10510 3383 12495 3092 2352 9403 715
shrinkage=0.1
Tree=171
num_leaves=29
num_cat=0
split_feature=141 106 103 141 141 103 160 88 24 154 141 88 76 88 184 54 110 184 188
170 38 193 179 24 187 49 59 49
split_gain=0.936683 2.53796 2.44901 2.40571 3.92421 2.53118 2.35798 2.30024 2.75421
2.72538 4.82077 4.33217 2.72425 2.32561 2.25836 2.24938 2.21811 2.15159 2.09693
3.13921 1.94881 1.91436 3.74623 3.34603 3.10683 2.88324 2.16743 1.75514
threshold=0.059617 0.166192 -3.770819 0.085202 0.075025 -26.93526 0.184132 -
5.779882 45.470049 109.337805 0.327464 -1.597107 28.426866 -17.429119 -0.784752
0.6653 0.74558 0.770706 -0.821773 0.084821 -0.360921 -0.417272 0.0196 36.291614 -
0.571747 1.8313 0.747411 0.032098
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
left_child=1 2 16 4 6 -5 -2 8 13 11 15 -9 -13 -7 -4 -11 27 -6 19 -3 -20 22 25 -24 -
23 -22 -26 -1
right_child=3 18 14 5 17 7 -8 9 -10 10 -12 12 -14 -15 -16 -17 -18 -19 20 -21 21 24
23 -25 26 -27 -28 -29
leaf_value=0.07389 0.053905 -0.021342 -0.042458 0.068469 0.103295 -0.049959 -
0.013543 -0.068201 0.067797 -0.02433 0.038845 0.013542 -0.02915 0.053009 0.045765 -
0.085108 0.043032 -2.1e-05 -0.081643 0.059606 0.017239 0.014098 0.088921 0.008502 -
0.037913 -0.061726 -0.001139 -0.025782
leaf_weight=1.814671 7.294104 9.009958 3.20268 5.187948 8.280947 5.394355 17.273488
8.285535 9.702542 13.16381 7.34755 90.011668 17.821122 3.562356 24.598558 11.532517
7.459429 2.623827 4.035559 10.02041 7.522998 21.590803 6.427164 25.448084 61.799694
11.698244 21.730082 24.105054
leaf_count=197 519 848 252 577 868 170 1046 157 502 355 291 7823 786 138 2196 239
675 90 403 745 1043 1256 553 1513 2957 1039 1344 1714
internal_value=0.0 -0.003989 0.013576 0.00518 0.028857 0.000277 0.006555 -0.001872
0.031121 -0.006051 -0.031827 0.00107 0.006456 -0.008751 0.035454 -0.052966 -
0.004655 0.078527 -0.009993 0.021296 -0.013726 -0.011918 0.003935 0.024959 -
0.019633 -0.03082 -0.028372 -0.018526
internal_weight=0.0 240.463 61.1804 207.482 35.4724 172.009 24.5676 166.821 18.6593
148.162 32.0439 116.118 107.833 8.95671 27.8012 24.6963 33.3792 10.9048 179.283
19.0304 160.253 156.217 51.0965 31.8752 105.121 19.2212 83.5298 25.9197
internal_count=30296 16735 5034 13561 2523 11038 1565 10461 810 9651 885 8766 8609
308 2448 594 2586 958 11701 1593 10108 9705 4148 2066 5557 2082 4301 1911
shrinkage=0.1
Tree=172
num_leaves=29
num_cat=0
split_feature=114 101 180 179 140 49 180 113 12 180 177 24 179 115 75 179 101 89 24
101 179 154 128 128 89 12 175 12
split_gain=0.940938 2.28778 2.21823 7.22887 5.82396 3.45289 3.1659 3.75571 3.1483
3.51665 3.03856 2.95896 2.61758 2.14066 3.83764 3.66597 5.65105 4.54999 4.19752
3.01457 3.37615 3.04816 2.56767 2.13588 2.2167 2.13167 2.54958 2.05653
threshold=0.326218 18.056333 2.314303 0.154048 -0.154885 -0.664531 1.31535 0.00965
63.95 0.38755 0.549631 45.343269 0.1204 1.309263 17.115387 0.29415 -24.135855
46.228453 52.872171 -28.110952 0.39375 53.935479 -0.300759 -0.133787 19.2757 0.45
0.413135 18.55
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
left_child=1 2 3 4 5 12 7 -6 25 -10 -11 -7 -1 14 -2 16 18 23 -15 -17 -21 22 -22 24
-18 26 -5 -23
right_child=13 -3 -4 8 6 11 -8 -9 9 10 -12 -13 -14 15 -16 19 17 -19 -20 20 21 27 -
24 -25 -26 -27 -28 -29
leaf_value=0.095515 -0.038369 0.072178 -0.008429 -0.033503 0.070359 -0.073479 -
0.068157 0.007983 0.099203 -0.067449 0.038299 -0.014611 -0.074357 -0.05583 0.093402
0.036522 0.076605 0.091433 0.047984 -0.089605 0.00026 0.058041 -0.055057 0.090785
0.004383 0.078593 0.071227 -0.013447
leaf_weight=3.160581 29.804786 4.755456 104.382472 4.407641 11.724631 17.787797
4.324848 53.303536 2.971101 6.219081 4.680605 16.568748 1.17483 15.953591 2.297324
8.839419 4.634035 9.809324 5.05538 7.194579 13.795658 7.32432 21.154046 3.586691
43.058513 21.977416 4.717059 8.698756
leaf_count=385 1931 1268 4440 150 1774 857 187 6030 750 350 304 882 69 418 341 234
470 1629 495 215 502 204 466 822 2758 1858 302 205
internal_value=0.0 0.004088 0.0028 0.010469 -0.003551 -0.034599 0.013776 0.01933
0.044117 0.004356 -0.021984 -0.045236 0.048633 -0.005281 -0.028667 -0.000224
0.013927 0.029315 -0.030693 -0.017575 -0.025861 -0.016698 -0.033242 0.01727
0.011556 0.061747 0.02067 0.019296
internal_weight=0.0 262.156 257.4 153.018 108.045 38.692 69.353 65.0282 44.9729
13.8708 10.8997 34.3565 4.33541 181.206 32.1021 149.104 82.0975 61.0886 21.009
67.0068 58.1674 50.9728 34.9497 51.2792 47.6925 31.1021 9.1247 16.0231
internal_count=30296 19606 18338 13898 10184 2193 7991 7804 3714 1404 654 1739 454
10690 2272 8418 6592 5679 913 1826 1592 1377 968 4050 3228 2310 452 409
shrinkage=0.1
Tree=173
num_leaves=29
num_cat=0
split_feature=67 70 20 174 83 177 177 155 90 156 44 67 70 16 124 102 115 84 135 115
57 162 189 135 93 31 156 83
split_gain=0.91213 1.33151 1.68724 1.85052 1.46634 1.49602 1.29964 1.2745 1.27763
1.18515 2.41857 1.95468 2.33943 2.85788 1.96199 1.80408 1.94004 1.77293 1.68894
1.66601 1.55257 2.87505 2.48879 2.14503 1.94388 1.99212 1.88368 1.67718
threshold=0.944625 0.181944 0.441099 0.890595 0.731081 0.975344 0.498493 23.706009
8.930117 0.949062 0.879671 0.572385 0.899865 0.390196 0.658167 -20.573974 0.925161
0.413369 0.979415 2.567364 0.359191 0.399787 -0.65986 0.762928 0.831926 0.388884
0.793348 0.334446
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
left_child=9 2 -2 -4 5 7 -6 8 -3 15 11 12 17 -14 18 16 -1 -11 -13 -19 27 22 -22 -24
25 -23 -26 -17
right_child=1 4 3 -5 6 -7 -8 -9 -10 10 -12 14 13 -15 -16 20 -18 19 -20 -21 21 24 23
-25 26 -27 -28 -29
leaf_value=-0.023522 0.080988 -0.040897 0.047151 -0.066933 0.008095 -0.048828
0.080752 -0.011146 0.054481 0.058046 0.050873 0.01913 0.086323 -0.061359 -0.050701
0.002557 0.066432 0.031799 -0.074442 -0.02947 -0.053095 0.024701 0.004933 -0.034919
0.056212 -0.006576 -0.042508 -0.023412
leaf_weight=3.537338 5.654108 1.668255 3.728071 2.174297 6.334879 6.498951 4.007457
17.250778 6.970212 12.236049 11.925606 12.47523 1.55143 6.429069 11.163723
36.839769 7.014457 11.901776 2.187802 6.946471 13.557506 32.387885 48.226455
18.64291 14.013041 54.431161 2.158404 75.83149
leaf_count=897 391 136 309 68 561 245 300 529 1190 1593 1345 1321 218 390 914 2035
664 1911 138 321 703 2204 2855 1079 1151 3093 91 3644
internal_value=0.0 0.012399 0.042387 0.004548 0.004189 -0.006265 0.036817 0.004504
0.03569 -0.001439 0.009656 0.002003 0.016118 -0.031858 -0.019282 -0.004225 0.036217
0.028531 0.004718 0.009121 -0.005681 0.0 -0.014163 -0.006191 0.011056 0.005091
0.042799 -0.014915
internal_weight=0.0 54.287 11.5565 5.90237 42.7305 32.3882 10.3423 25.8892 8.63847
383.458 76.8172 64.8915 39.0648 7.9805 25.8268 306.64 10.5518 31.0843 14.663
18.8482 296.089 183.417 80.4269 66.8694 102.99 86.819 16.1714 112.671
internal_count=30296 3729 768 377 2961 2100 861 1855 1326 26567 8151 6806 4433 608
2373 18416 1561 3825 1459 2232 16855 11176 4637 3934 6539 5297 1242 5679
shrinkage=0.1
Tree=174
num_leaves=15
num_cat=0
split_feature=142 127 3 25 50 49 14 80 136 12 92 162 108 57
split_gain=0.910314 3.11669 2.50529 2.54325 2.24168 2.69802 1.24948 2.37401 2.53038
1.84451 1.24851 3.10212 1.47816 0.345089
threshold=-1.290506 0.030653 0.165518 29.69255 0.0 -0.566413 0.114587 0.26248
0.144332 5.05 0.807921 0.41483 0.681401 0.371919
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 -1 -2 -6 7 9 -9 -7 12 -12 -8 -5
right_child=1 -3 -4 13 5 6 10 8 -10 -11 11 -13 -14 -15
leaf_value=-0.047205 -0.095984 0.098835 -0.068086 0.035812 0.098846 0.056053
0.000977 -0.051153 0.010573 0.003531 -0.011081 0.031936 -0.013744 0.102916
leaf_weight=3.09502 2.313033 3.147525 6.707232 1.558246 2.703329 16.61208
165.447155 8.51725 28.955994 11.25926 33.914269 32.942653 115.766683 1.973988
leaf_count=63 114 1152 226 111 448 1502 11735 543 2277 863 2469 2355 6238 200
internal_value=0.0 0.001087 -0.025364 0.018022 0.000328 0.000887 0.000222 0.012903
-0.003512 0.034958 -0.002158 0.010111 -0.005081 0.075268
internal_weight=0.0 421.579 13.3345 6.62725 418.432 416.119 413.415 65.3446 37.4732
27.8713 348.071 66.8569 281.214 3.53223
internal_count=30296 29696 600 374 28544 28430 27982 5185 2820 2365 22797 4824
17973 311
shrinkage=0.1
Tree=175
num_leaves=29
num_cat=0
split_feature=194 112 45 153 104 25 161 115 115 183 102 195 155 49 194 177 114 101
102 155 195 54 154 155 101 102 86 153
split_gain=0.886625 3.2937 1.93367 1.97082 1.92045 1.77102 2.16072 1.84571 1.74604
1.6859 1.42089 4.12456 2.90307 2.88732 2.82959 2.24634 2.07857 2.05394 5.34074
2.77388 3.49727 2.81432 2.4821 2.31032 2.19415 2.15862 2.14851 2.14675
threshold=-0.692516 0.048097 0.543024 37.682564 0.013415 30.464331 0.02325 0.329392
-1.712026 0.982322 -11.02162 0.253462 30.768915 2.161018 0.358349 1.0 -2.150542 -
13.231006 10.779049 31.304819 0.441382 0.094422 112.068107 41.118326 -6.419184 -
1.282244 0.904198 7.359252
decision_type=2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2
left_child=1 9 5 4 -4 6 -3 8 -7 -1 11 12 13 -2 -14 -13 -15 26 24 21 22 -20 -21 -22
25 -19 -12 -27
right_child=10 2 3 -5 -6 7 -8 -9 -10 -11 17 15 14 16 -16 -17 -18 18 19 20 23 -23 -
24 -25 -26 27 -28 -29
leaf_value=0.074124 0.098427 -0.051864 0.071897 -0.040232 0.01388 -0.032461
0.056599 -0.030933 0.077986 -0.062738 -0.020282 0.068084 -0.07488 -0.091791 0.00768
-0.013094 0.031394 0.099978 0.028745 0.065004 0.034303 -0.024379 0.004331 -0.02516
0.082634 -0.030576 0.014972 0.040233
leaf_weight=9.552367 3.829085 2.418023 7.943721 4.486945 20.167642 2.422317
6.776226 30.569919 3.242027 0.915377 103.237822 14.806382 8.872576 2.034603
7.659698 4.355968 3.758998 2.999616 11.450239 14.80798 8.609534 73.025105 12.425979
26.092338 8.914414 7.561302 20.650263 9.61792
leaf_count=1259 519 170 1830 116 2110 565 646 1838 1250 62 2624 3476 169 89 158 342
269 1000 883 547 300 4763 370 650 2804 500 596 391
internal_value=0.0 0.009183 0.002071 0.020638 0.030494 -0.011239 0.027717 -0.021201
0.030771 0.061609 -0.002033 0.014446 -0.011339 0.032077 -0.03672 0.049592 -0.012396
-0.004535 0.002419 -0.005357 0.010697 -0.017141 0.03747 -0.010322 0.041488 0.022966
-0.01439 0.008999
internal_weight=0.0 88.4946 78.0268 32.5983 28.1114 45.4285 9.19425 36.2343 5.66434
10.4677 344.71 45.3173 26.155 9.62269 16.5323 19.1623 5.7936 299.393 175.504
146.411 61.9358 84.4753 27.234 34.7019 29.0933 20.1788 123.888 17.1792
internal_count=30296 9846 8525 4056 3940 4469 816 3653 1815 1321 20450 5022 1204
877 327 3818 358 15428 12208 7513 1867 5646 917 950 4695 1891 3220 891
shrinkage=0.1
Tree=176
num_leaves=29
num_cat=0
split_feature=163 123 121 5 9 157 194 82 130 183 99 79 156 99 82 87 18 140 53 95 92
16 187 187 112 194 125 140
split_gain=0.832632 2.17941 2.00396 1.3616 1.57281 1.26486 1.20843 0.958055 2.12802
1.87093 2.63681 2.49001 2.64111 1.93953 1.84187 2.11094 2.1358 2.22902 2.05746
1.95395 2.46708 2.42555 1.76735 2.55951 2.23679 2.21212 2.48474 1.89838
threshold=8e-06 0.053414 0.090591 0.943651 0.551923 0.999985 0.52014 0.568125
0.046794 0.528154 0.321425 0.481795 0.000265 0.110947 0.13169 0.699407 0.675932 -
0.025974 0.514187 0.553912 0.512338 0.718438 -0.308635 0.375204 0.955344 0.421689
0.694028 -0.109048
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
left_child=1 -1 -3 4 5 6 -4 14 -9 11 -11 12 -10 -14 15 16 17 18 -2 21 -21 -17 24 -
24 -16 27 -27 -25
right_child=7 2 3 -5 -6 -7 -8 8 9 10 -12 -13 13 -15 22 19 -18 -19 -20 20 -22 -23 23
25 -26 26 -28 -29
leaf_value=-0.076129 0.055132 0.103712 0.040272 -0.038795 0.097399 -0.040753 -
0.044875 0.029592 -0.052783 -0.013991 0.045752 0.007883 0.055082 -0.015279 -0.00572
0.033727 -0.022896 0.083576 -0.007693 -0.055283 0.019747 -0.054355 -0.03352 -
0.008507 0.04701 -0.040942 0.030838 0.048338
leaf_weight=2.219723 9.372365 2.807693 11.480728 3.79181 2.583418 3.234736 1.85815
28.807316 18.401969 12.334494 18.115647 56.227081 4.482899 27.172067 48.717299
14.572793 7.185158 7.683651 11.502139 13.03371 6.49342 3.880729 55.104002 11.572945
9.53934 18.708816 6.393623 11.733012
leaf_count=161 492 232 937 243 257 183 132 2720 704 778 1433 4525 371 1704 3262
1093 589 947 588 527 533 175 3312 621 623 987 560 1607
internal_value=0.0 0.016927 0.02523 0.015209 0.026093 0.014441 0.028099 -0.000889
0.004935 -0.000266 0.021541 -0.006539 -0.022748 -0.005149 -0.004989 0.008095
0.025517 0.037774 0.020571 -0.008289 -0.030294 0.014964 -0.01096 -0.018798 0.002952
-0.001984 -0.022566 0.020134
internal_weight=0.0 27.9763 25.7565 22.9488 19.157 16.5736 13.3389 401.034 165.541
136.734 30.4501 106.284 50.0569 31.655 235.493 73.724 35.7433 28.5582 20.8745
37.9807 19.5271 18.4535 161.769 103.512 58.2566 48.4084 25.1024 23.306
internal_count=30296 2145 1984 1752 1509 1252 1069 28151 12235 9515 2211 7304 2779
2075 15916 4944 2616 2027 1080 2328 1060 1268 10972 7087 3885 3775 1547 2228
shrinkage=0.1
Tree=177
num_leaves=23
num_cat=0
split_feature=101 140 89 63 167 144 168 113 147 81 16 101 153 71 190 58 194 139 183
32 98 45
split_gain=0.841598 1.48962 1.96542 2.95853 1.21361 1.88849 1.27163 1.12035 1.8692
1.75842 1.91747 1.7313 1.63871 1.55011 2.57333 2.48921 2.73262 2.26449 2.19862
2.19193 0.990672 0.990065
threshold=-44.005011 0.002955 32.999786 9.646642 0.054782 0.008683 0.037088
0.739485 0.902344 0.841375 0.246859 -24.669189 19.632727 0.65954 -0.6605 0.420731 -
0.863465 0.018448 -0.857987 0.241759 0.860252 0.441239
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 6 -6 7 13 9 10 -9 -11 20 15 19 16 -2 -17 -16 -15 -10 -14
right_child=4 -3 3 -5 5 -7 -8 8 12 11 -12 -13 21 14 18 17 -18 -19 -20 -21 -22 -23
leaf_value=-0.078703 0.033647 0.039468 0.081904 -0.053637 -0.044636 0.099678 -
0.079997 0.017984 0.067898 -0.015188 -0.009636 0.042778 -0.027541 -0.014344
0.086961 -0.028877 -0.03124 0.009939 -0.016742 0.041109 0.005147 0.033961
leaf_weight=5.98294 7.206654 3.025039 2.584811 3.958286 1.24457 2.804608 1.859014
34.521568 11.24446 7.048719 91.633897 18.425479 5.403945 9.518006 2.082593
19.057949 58.534627 69.747205 34.264869 27.526871 3.309218 4.906378
leaf_count=132 859 186 175 121 154 808 40 3144 1434 466 6780 2023 121 731 185 1159
2821 4508 2000 2001 306 142
internal_value=0.0 -0.022496 -0.037731 0.000106 0.001138 0.055019 0.000586 0.000977
0.006959 0.002775 -0.002061 0.026694 0.032326 -0.00365 0.008301 -0.009335 -0.024072
0.001574 -0.010568 0.026828 0.053832 0.001649
internal_weight=0.0 15.5511 12.526 6.5431 410.341 4.04918 406.291 404.432 176.494
151.63 126.155 25.4742 24.864 227.939 73.3923 154.546 65.7413 88.8052 36.3475
37.0449 14.5537 10.3103
internal_count=30296 614 428 296 29682 962 28720 28680 14416 12413 9924 2489 2003
14264 4917 9347 3680 5667 2185 2732 1740 263
shrinkage=0.1
Tree=178
num_leaves=29
num_cat=0
split_feature=166 77 101 62 22 77 101 154 77 90 99 22 2 64 153 193 50 155 55 129
108 195 180 180 102 173 102 23
split_gain=0.924623 2.21318 2.82015 2.25137 2.04934 3.57452 2.03621 2.02841 1.95826
2.65132 2.79644 1.9335 1.90013 1.77862 4.19572 2.43096 2.19843 2.08001 1.55127
1.54946 1.22457 1.20094 2.72153 2.52113 3.93165 3.43489 2.38181 2.23019
threshold=0.001252 6.215123 7.41785 2.659927 0.665632 11.197694 -26.353666
40.531088 -7.477487 23.5427 0.139219 0.196213 0.123387 7.744618 24.798798 -0.252736
6.614187 64.881592 0.30014 -1.070563 0.95472 0.980922 0.09 0.307537 -10.78835
0.532612 -12.088143 30.079511
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2
left_child=21 2 3 -2 6 -6 11 8 -4 -10 -11 -3 18 16 15 -15 -5 -18 -7 -8 -21 22 -1 24
-24 -26 -23 -28
right_child=1 4 7 13 5 12 19 -9 9 10 -12 -13 -14 14 -16 -17 17 -19 -20 20 -22 26 23
-25 25 -27 27 -29
leaf_value=-0.052949 0.061109 -0.063719 0.100405 -0.100658 0.073786 -0.041702 -
0.020328 0.100846 -0.094052 -0.059005 0.075858 0.044717 -0.06797 0.023331 0.072261
-0.040117 -6e-06 -0.052146 0.051552 0.074939 0.008705 0.046024 -0.054509 -0.008863
0.011208 0.101518 0.012627 -0.020293
leaf_weight=12.270062 4.045052 3.148472 2.091417 3.872038 4.518864 3.288829
2.379714 3.683977 2.363077 2.307216 4.199737 3.246473 6.262261 9.568294 6.664255
15.995452 18.75329 12.889155 3.68306 16.86946 3.423037 12.83718 4.554805 156.373199
10.148887 7.18406 53.635824 33.265788
leaf_count=795 273 112 409 88 308 111 77 359 75 123 462 119 205 828 309 875 925 234
273 1087 166 4355 410 7333 1427 1522 2715 4321
internal_value=0.0 0.007154 -0.002322 -0.010503 0.024644 -0.002066 0.040956
0.037516 0.015477 -0.005214 0.027701 -0.008624 -0.02838 -0.014872 0.002106 -
0.016323 -0.030281 -0.021371 0.007417 0.054973 0.063914 -0.002905 -0.00756 -
0.004404 0.027301 0.049039 0.005975 3e-06
internal_weight=0.0 133.253 86.433 71.7875 46.8202 17.753 29.0672 14.6454 10.9614
8.87003 6.50695 6.39494 13.2342 67.7425 32.228 25.5637 35.5145 31.6424 6.97189
22.6722 20.2925 290.27 190.531 178.261 21.8878 17.3329 99.7388 86.9016
internal_count=30296 7418 4960 3532 2458 897 1561 1428 1069 660 585 231 589 3259
2012 1703 1247 1159 384 1330 1253 22878 11487 10692 3359 2949 11391 7036
shrinkage=0.1
Tree=179
num_leaves=29
num_cat=0
split_feature=114 101 102 101 166 115 23 142 166 23 114 61 76 76 153 62 12 155 88
102 12 75 115 179 102 101 102 186
split_gain=0.849903 1.8504 2.08834 6.05559 2.95839 3.07899 2.74791 2.68718 2.55754
2.41736 2.41345 4.11375 3.51039 5.67447 2.92613 2.75189 2.4249 2.22213 1.95862
2.37863 1.90329 1.69992 2.45639 2.7815 3.91748 4.05123 3.36243 2.46429
threshold=0.326218 18.056333 0.457028 -28.836097 9.6e-05 -1.980046 21.244462
0.002121 0.00012 14.217126 -1.257961 0.357326 -11.230463 4.687388 5.341348 2.894054
0.0 34.784349 -4.771847 15.062683 0.15 17.115387 1.309263 0.26215 1.603022 4.584498
-8.717146 0.266064
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
left_child=1 2 3 6 7 -6 -1 -5 -8 -7 12 14 18 16 -12 -15 -14 -10 -4 -20 -16 22 -2 24
27 -26 -25 -24
right_child=21 -3 10 4 5 9 8 -9 17 -11 11 -13 13 15 20 -17 -18 -19 19 -21 -22 -23
23 26 25 -27 -28 -29
leaf_value=0.076438 -0.034524 0.068526 -0.09784 -0.092463 -0.016481 -0.008057
0.064701 0.077306 0.010987 0.072816 0.09744 0.045122 -0.021731 0.031878 -0.072709 -
0.023517 0.058688 -0.045904 0.051146 -0.06015 -0.005552 0.03085 -0.029039 0.050405
0.070658 -0.001682 -0.025144 0.024818
leaf_weight=3.089027 28.383036 4.279198 6.392024 2.799457 5.759964 4.194558
3.114185 1.289801 9.713383 28.503062 1.96771 23.239472 4.73955 10.153571 6.275802
71.626104 16.837278 22.837644 2.740157 5.880986 12.706507 12.088752 24.022024
6.484534 17.037792 14.060845 56.367999 13.015985
leaf_count=81 1931 1268 90 1004 455 157 832 1264 876 3299 1124 2346 376 609 138
2464 1703 535 332 194 459 1530 1683 257 1117 1697 1504 971
internal_value=0.0 0.004007 0.002845 0.015924 0.041939 0.050552 -0.012636 -0.038114
-0.020557 0.06241 -0.003694 0.016216 -0.011144 -0.004546 -0.015846 -0.016597
0.04095 -0.028907 -0.056186 -0.024473 -0.028056 -0.005146 -0.0079 -0.002102
0.011876 0.038 -0.01727 -0.010065
internal_weight=0.0 248.139 243.86 81.3011 42.5468 38.4576 38.7542 4.08926 35.6652
32.6976 162.559 44.1895 118.37 103.357 20.95 81.7797 21.5768 32.551 15.0132 8.62114
18.9823 171.461 159.372 130.989 68.1366 31.0986 62.8525 37.038
internal_count=30296 19606 18338 8503 6179 3911 2324 2268 2243 3456 9835 4067 5768
5152 1721 3073 2079 1411 616 526 597 10690 9160 7229 5468 2814 1761 2654
shrinkage=0.1
Tree=180
num_leaves=29
num_cat=0
split_feature=166 76 75 191 114 57 116 101 74 175 127 41 195 89 73 79 73 167 15 158
114 91 85 114 170 12 170 156
split_gain=0.881618 1.70471 3.47003 2.83111 2.48114 1.96143 1.72441 1.65739 1.82066
1.77115 1.70605 1.61078 1.57231 1.1285 1.08285 1.9725 1.9382 2.14393 1.6065 1.41182
1.55924 1.30704 2.44543 2.0626 1.77007 1.54264 1.55604 1.50892
threshold=0.002099 19.023422 -18.94095 -0.698137 -2.383958 0.939517 1.62977 7.41785
0.46375 0.572503 -0.537153 0.666256 0.990298 34.332344 0.985438 0.130069 0.909008
0.001949 0.889048 0.045716 0.84175 0.094034 0.004374 -1.513675 0.082003 81.55
0.867968 0.913754
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=14 2 3 -2 13 7 -6 8 12 -9 -10 -11 -4 -3 16 -16 21 -18 -17 -19 -21 22 -1
24 -24 -23 -27 -25
right_child=1 4 5 -5 6 -7 -8 9 10 11 -12 -13 -14 -15 15 18 17 19 -20 20 -22 25 23
27 -26 26 -28 -29
leaf_value=-0.045787 -0.026522 -0.055005 -0.071331 0.088106 0.100166 0.06055
0.010524 0.096141 -0.020175 0.060456 0.073886 -0.075964 0.021158 0.028498 0.034742
-0.037541 0.08092 -0.039681 0.036734 0.059073 -0.023182 -0.005947 0.035262 0.02623
-0.029417 0.101483 -0.034006 0.087075
leaf_weight=6.272499 3.029875 2.868499 11.293353 6.975681 6.48304 3.215199 3.268068
2.239244 11.98054 1.437631 2.203766 1.903788 2.126902 3.473929 5.707968 25.5676
5.822085 4.110325 3.196397 6.287591 3.521074 240.694989 6.52857 23.658331 11.621276
2.530377 1.18228 4.914788
leaf_count=324 130 99 465 665 579 368 175 321 540 161 228 104 227 185 559 1986 979
178 369 491 163 16674 649 1677 606 402 107 885
internal_value=0.0 0.011212 0.001436 0.053346 0.039162 -0.012896 0.070616 -0.020192
-0.030256 0.029063 -0.005103 -0.016867 -0.056539 -0.009317 -0.001669 -0.018478
0.000159 0.030433 -0.029156 0.008845 0.029479 -0.001855 0.012362 0.020267 -0.006025
-0.004946 0.05823 0.036978
internal_weight=0.0 62.4995 46.406 10.0056 16.0935 36.4004 9.75111 33.1852 27.6046
5.58066 14.1843 3.34142 13.4203 6.34243 351.616 34.472 317.144 19.7411 28.764
13.919 9.80866 297.403 52.9955 46.723 18.1498 244.408 3.71266 28.5731
internal_count=30296 4247 3209 795 1038 2414 754 2046 1460 586 768 265 692 284
26049 2914 23135 1811 2355 832 654 21324 4141 3817 1255 17183 509 2562
shrinkage=0.1
Tree=181
num_leaves=29
num_cat=0
split_feature=102 101 52 11 180 1 37 143 103 37 101 170 91 137 38 36 116 2 69 186
101 23 181 180 64 11 182 116
split_gain=0.834776 3.75207 2.63631 2.25529 2.28322 1.67085 1.81831 1.94782 1.6307
1.59648 1.52944 1.52796 1.47569 1.46338 1.43966 1.41189 1.86626 1.24775 1.18391
1.35881 1.11785 2.65798 2.75366 2.90964 1.74218 3.35136 3.10425 2.83128
threshold=25.259465 12.351819 0.055436 3.5 0.154048 0.304952 2.032064 0.563906
19.810965 1.47078 15.528899 0.993846 0.603941 0.609535 1.496787 -2.609845 -1.918075
0.269536 0.667894 -0.076181 7.41785 31.190813 1.07016 6.36295 6.879423 51.5 -
0.15587 -1.428922
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 8 2
left_child=1 15 11 4 18 10 7 -7 -6 -10 17 -2 -12 -9 -3 16 -1 -5 19 -4 24 -22 -23 -
24 27 -26 -27 -17
right_child=2 14 3 5 8 6 -8 13 9 -11 12 -13 -14 -15 -16 20 -18 -19 -20 -21 21 22 23
-25 25 26 -28 -29
leaf_value=-0.044698 0.062444 0.101967 0.016984 -0.071282 0.088501 -0.04536
0.055075 0.07496 0.07535 -0.055259 -0.027418 -0.04509 0.081222 -0.023505 -0.016244
0.035141 0.074391 -0.016707 0.043972 -0.092447 0.060764 0.085411 -0.1018 0.039678 -
0.001421 -0.006361 0.061918 -0.020362
leaf_weight=1.665738 6.945381 5.025679 1.723899 15.194925 4.852139 10.622956
3.923604 2.933206 1.540031 2.108853 5.057164 1.544847 1.561657 2.923806 1.240504
10.375014 5.249466 5.950939 1.623705 3.013302 9.294816 1.882143 3.875397 2.21828
195.854576 10.78259 17.128671 75.06505
leaf_count=170 564 1746 224 315 183 380 167 144 207 143 402 60 191 108 189 1013
1074 152 183 125 850 1684 173 182 14278 688 1587 3114
internal_value=0.0 0.002358 -0.009521 -0.016594 0.017333 -0.0271 -0.005266 -
0.019926 0.051062 2.1e-05 -0.043033 0.042468 -0.000861 0.025986 0.078473 0.000904
0.045325 -0.056116 -0.027636 -0.052794 -4.6e-05 0.024642 -0.017508 -0.050271 -
0.001435 0.003199 0.035561 -0.013578
internal_weight=0.0 339.658 71.5204 63.0302 14.8619 48.1683 20.4036 16.48 8.50102
3.64888 27.7647 8.49023 6.61882 5.85701 6.26618 333.392 6.9152 21.1459 6.36091
4.7372 326.477 17.2706 7.97582 6.09368 309.206 223.766 27.9113 85.4401
internal_count=30296 26748 3548 2924 1065 1859 799 632 533 350 1060 624 593 252
1935 24813 1244 467 532 349 23569 2889 2039 355 20680 16553 2275 4127
shrinkage=0.1
Tree=182
num_leaves=29
num_cat=0
split_feature=183 21 191 147 141 141 141 11 155 88 114 167 146 47 106 141 104 151
184 105 107 34 179 101 31 104 88 110
split_gain=0.799087 1.3878 1.50091 1.306 0.962403 2.10121 3.03244 2.2992 2.4043
2.3931 2.41985 2.05289 2.0236 2.01131 1.98651 1.85883 1.84322 1.81141 1.79367
1.78718 2.1201 1.86442 2.98709 1.7831 2.11361 1.76765 1.72281 1.72276
threshold=-0.922647 0.244522 0.190046 0.357589 0.059617 0.085202 0.073096 79.5
10.019116 -5.779882 -0.510785 0.002315 0.71041 0.768979 0.166192 0.049535 0.966631
0.105433 0.620565 0.921336 0.935755 0.393152 0.0099 -16.276127 0.846703 0.176787
14.288587 0.700963
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
left_child=1 -1 3 -3 14 6 12 8 11 13 -11 16 17 -10 23 19 -7 -6 -8 21 -21 22 -16 27
25 26 -25 -2
right_child=4 2 -4 -5 5 7 18 -9 9 10 -12 -13 -14 -15 15 -17 -18 -19 -20 20 -22 -23
-24 24 -26 -27 -28 -29
leaf_value=0.041614 -0.020925 -0.068566 0.063632 0.019731 0.075654 0.092377
0.094246 0.053886 0.060754 0.004526 -0.024201 0.093376 0.054873 -0.012305 -0.030164
-0.041334 -0.063308 -0.031376 0.007673 -0.000486 0.064931 -0.02421 0.020095
0.004728 0.085588 -0.018517 0.081205 0.038012
leaf_weight=11.867709 20.417413 4.060225 1.998212 2.725635 1.734861 1.062801
8.089841 7.357607 9.041953 53.648607 64.353534 4.535766 5.410139 6.331027 18.571637
17.870955 2.141321 11.700259 3.451957 18.521483 6.654888 61.412431 32.183721
6.392091 5.34185 8.791912 5.45108 6.44598
leaf_count=1329 1328 278 264 209 232 1432 842 1122 452 2316 1870 2276 408 208 1738
918 494 704 161 1388 803 4330 1777 389 587 657 1184 600
internal_value=0.0 0.019414 -0.010558 -0.033127 -0.000733 0.004642 0.028559 -
0.00026 -0.003124 -0.006289 -0.011137 0.05072 0.003691 0.03069 -0.005358 -0.011062
-0.010188 -0.017056 0.068717 -0.00709 0.016926 -0.012501 0.00166 0.011364 0.030008
0.015253 0.040376 -0.006658
internal_weight=0.0 20.6518 8.78407 6.78586 386.915 178.86 30.3871 148.473 141.115
133.375 118.002 7.73989 18.8453 15.373 208.055 155.215 3.20412 13.4351 11.5418
137.344 25.1764 112.168 50.7554 52.8403 25.9769 20.6351 11.8432 26.8634
internal_count=30296 2080 751 487 28216 12517 2347 10170 9048 4846 4186 4202 1344
660 15699 10954 1926 936 1003 10036 2191 7845 3515 4745 2817 2230 1573 1928
shrinkage=0.1
Tree=183
num_leaves=29
num_cat=0
split_feature=75 188 140 113 102 89 75 12 25 23 23 140 25 104 165 55 63 75 149 41
190 17 183 183 102 11 77 166
split_gain=0.915869 2.48103 3.77569 3.11986 3.04398 2.22373 2.12195 2.75749 2.31225
2.12962 3.91843 2.59678 2.25849 2.11812 2.04557 2.03876 2.29203 1.92024 1.90925
2.36575 2.12925 1.88927 2.17713 1.80379 1.77169 1.9155 2.67861 2.3046
threshold=-8.928949 0.274352 -0.021894 0.069373 5.636451 48.007693 -11.807565 81.65
25.933557 34.639475 43.31256 0.036607 62.40687 0.111224 0.471262 0.054732 8.877182
-16.624376 0.27942 0.568708 0.0 0.127095 0.484835 0.384597 25.259465 10.5 1.370432
0.000229
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
left_child=6 5 3 -3 -5 24 7 8 -1 11 17 14 -12 -13 -10 -8 23 -11 20 -20 -6 22 -4 -17
-2 26 -26 -28
right_child=1 2 21 4 18 -7 15 -9 9 10 12 13 -14 -15 -16 16 -18 -19 19 -21 -22 -23 -
24 -25 25 -27 27 -29
leaf_value=0.038299 -0.002269 0.087181 0.013652 0.060997 -0.028462 0.031585 0.04014
0.100751 -0.035475 0.062796 -0.041903 -0.019562 0.043406 0.104504 -0.003388 -
0.026248 -0.062571 -0.013591 -0.047228 0.029552 0.079853 0.005084 -0.09887 0.051382
-0.072066 -0.059571 -0.020979 0.10408
leaf_weight=13.117263 115.910629 9.593089 2.808037 13.703744 2.697274 16.550116
4.022889 2.605561 38.523043 14.690097 12.394921 2.337416 4.037379 3.127237
41.161962 14.052416 15.437735 4.165458 10.078725 6.53266 5.154601 22.564874
4.201145 3.70308 3.099872 12.08531 2.865604 2.863303
leaf_count=742 10264 975 244 1251 144 2461 207 398 1301 1457 1441 164 690 232 1315
636 695 385 407 332 410 2738 304 268 144 328 188 175
internal_value=0.0 0.004435 0.01903 0.036398 0.023428 -0.002923 -0.005182 0.000599
-0.001412 -0.005773 0.014841 -0.014337 -0.020747 0.051756 -0.018938 -0.026312 -
0.034489 0.045872 0.002187 -0.016963 0.042589 -0.009002 -0.054014 -0.009813 -
0.007124 -0.033852 0.001461 0.041954
internal_weight=0.0 230.709 77.3341 47.7601 38.167 153.375 173.376 136.16 133.555
120.438 35.2879 85.1497 16.4323 5.46465 79.685 37.2161 33.1932 18.8556 24.4633
16.6114 7.85188 29.5741 7.00918 17.7555 136.825 20.9141 8.82878 5.72891
internal_count=30296 20365 6805 3519 2544 13560 9931 8125 7727 6985 3973 3012 2131
396 2616 1806 1599 1842 1293 739 554 3286 548 904 11099 835 507 363
shrinkage=0.1
Tree=184
num_leaves=29
num_cat=0
split_feature=102 115 76 115 101 102 24 101 102 24 76 76 114 24 75 65 61 156 24 44
101 167 102 93 11 87 112 165
split_gain=0.769587 1.61223 1.58333 1.40624 1.30355 4.30544 2.43615 2.14715 2.05902
2.04327 3.2981 1.93508 2.04396 2.59296 2.42257 1.6749 1.95521 1.76501 2.3336
2.56633 1.96758 2.20595 2.02931 1.68931 1.63712 1.53457 1.97939 1.7174
threshold=-23.288563 0.925161 1.583351 -0.078665 -24.669189 -8.717146 41.547612 -
25.646018 -7.928717 39.236213 20.262997 32.24912 -1.197054 55.362602 -9.087169
0.973107 0.956554 0.469108 45.924877 0.490748 -16.643224 0.009832 6.938159 0.588849
80.5 0.85715 0.012197 0.86133
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
left_child=1 3 -3 -1 6 9 8 11 -2 10 -6 12 13 -8 -14 17 25 20 19 -19 21 -7 -22 -18 -
20 26 -17 -27
right_child=4 2 -4 -5 5 15 7 -9 -10 -11 -12 -13 14 -15 -16 16 23 18 24 -21 22 -23 -
24 -25 -26 27 -28 -29
leaf_value=0.051801 0.088187 -0.017556 0.084167 -0.065154 0.075198 -0.043213
0.047438 -0.069832 -0.004682 0.076918 -0.070612 -0.042936 -0.048216 -0.025282
0.006598 -0.025742 -0.049267 -0.028612 0.020251 0.015482 0.026968 0.025163 -
0.009873 0.04526 0.093456 -0.032381 0.049075 0.045183
leaf_weight=1.529724 4.147933 2.106795 5.094239 2.721071 3.104786 27.939312
13.519919 6.99673 5.395239 10.972069 2.924864 15.496004 14.856075 7.570172
17.396494 4.047407 7.037771 25.458196 31.498171 27.195359 17.56143 5.587739
97.395072 2.482224 3.323295 7.704303 24.583765 4.411631
leaf_count=1194 396 248 584 175 1608 608 508 244 128 3008 144 520 347 364 529 261
425 2229 2970 2492 2067 130 5484 293 382 606 2115 237
internal_value=0.0 0.025757 0.054388 -0.022583 -0.000444 0.002626 -0.011355 -
0.017366 0.036 0.051382 0.00427 -0.011932 -0.002846 0.021281 -0.018676 -0.000281
0.016271 -0.003817 0.007438 -0.005827 -0.010457 -0.031744 -0.004218 -0.024301
0.027494 0.025813 0.038408 -0.003914
internal_weight=0.0 11.4518 7.20103 4.2508 388.606 303.227 85.3786 75.8354 9.54317
17.0017 6.02965 68.8387 53.3427 21.0901 32.2526 286.226 50.2671 235.959 87.475
52.6536 148.484 33.5271 114.957 9.51999 34.8215 40.7471 28.6312 12.1159
internal_count=30296 2201 832 1369 28095 25059 3036 2512 524 4760 1752 2268 1748
872 876 20299 3937 16362 8073 4721 8289 738 7551 718 3352 3219 2376 843
shrinkage=0.1
Tree=185
num_leaves=29
num_cat=0
split_feature=102 103 12 115 90 29 154 154 11 114 172 70 115 115 38 12 142 68 140
34 169 49 102 101 153 153 114 128
split_gain=0.779105 3.30381 2.49991 2.32519 2.27903 1.59172 1.58171 3.18 3.35761
3.20671 2.11424 2.16521 2.01938 3.00519 5.78493 4.80268 2.14358 2.05235 1.81339
1.78098 1.69202 1.62073 1.50306 3.68076 2.06001 1.92116 2.2691 1.91866
threshold=14.879075 5.738369 70.65 3.108237 22.412401 0.58439 54.975417 101.346164
20.5 -2.719061 0.129398 0.400079 -1.379505 1.396672 0.480403 0.45 -0.211639
0.293833 -0.180098 0.089698 0.999409 9.712374 10.648817 -6.419184 8.31852 54.824695
0.793423 -0.624355
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
left_child=1 2 22 6 5 -3 12 10 -9 -10 11 -8 16 14 21 -16 -2 20 -12 -19 -15 -14 23
25 -24 26 -1 -27
right_child=3 4 -4 -5 -6 -7 7 8 9 -11 18 -13 13 17 15 -17 -18 19 -20 -21 -22 -23 24
-25 -26 27 -28 -29
leaf_value=0.010395 0.046828 0.05836 0.099253 -0.05702 0.088934 -0.046977 0.059922
0.034926 0.03703 -0.052829 0.02821 -0.027099 0.077827 -0.071935 -0.073547 0.046254
-0.062494 0.054013 0.099694 -0.016553 0.021078 -0.053759 -0.077532 0.062187 -
0.007231 -0.083756 -0.012549 -0.00258
leaf_weight=119.263122 2.032213 2.698712 2.473129 8.149337 7.369003 2.861846
4.418964 10.834729 5.045335 17.474016 7.882969 7.71717 12.418168 10.32209 8.007992
5.612119 11.782345 4.089989 6.620178 24.586645 2.341763 0.938951 5.455082 9.784502
17.079168 5.263603 67.351274 6.467898
leaf_count=9800 96 461 514 203 3179 307 185 539 150 432 280 248 1554 591 239 847
670 253 365 1410 155 57 208 2804 460 95 4016 178
internal_value=0.0 0.003772 0.001028 -0.005364 0.052799 0.004044 -0.002359 0.009965
-0.010577 -0.032575 0.035679 0.004693 -0.011377 -0.004282 0.021617 -0.024115 -
0.046126 -0.021222 0.061335 -0.006309 -0.054612 0.06819 -5.8e-05 0.002597 -0.024543
-0.000363 0.002106 -0.039464
internal_weight=0.0 246.067 233.138 150.275 12.9296 5.56056 142.126 59.9934 33.3541
22.5194 26.6393 12.1361 82.1323 68.3177 26.9772 13.6201 13.8146 41.3405 14.5031
28.6766 12.6639 13.3571 230.665 208.13 22.5343 198.346 186.614 11.7315
internal_count=30296 22022 18075 8274 3947 768 8071 2199 1121 582 1078 433 5872
5106 2697 1086 766 2409 645 1663 746 1611 17561 16893 668 14089 13816 273
shrinkage=0.1
Tree=186
num_leaves=29
num_cat=0
split_feature=166 76 115 101 115 75 191 100 116 48 110 120 102 109 102 115 102 101
166 10 75 75 64 75 102 25 167 116
split_gain=0.768998 1.8729 3.00184 2.19317 2.01537 1.79545 1.57554 1.50506 1.8476
1.37807 1.35833 1.33052 1.28151 1.4241 1.22445 2.49517 1.09984 3.19937 2.78113
2.30566 1.88437 2.59411 3.27556 2.31073 2.64061 2.3088 1.84641 1.75102
threshold=0.001703 15.127498 3.062526 7.139051 -1.946346 -32.354033 -0.517845
0.306384 2.026308 0.268717 0.041382 0.158761 -5.431268 0.789038 12.668463 1.201786
23.383918 0.0 0.00097 68.5 -10.362776 -12.02125 7.135646 -6.651856 10.953619
41.810764 0.009574 -0.367029
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
left_child=16 3 4 5 -3 6 -2 14 9 -9 -6 -5 13 -12 15 -7 17 19 27 20 21 22 -1 25 -25
-22 -18 -19
right_child=1 2 -4 11 10 7 -8 8 -10 -11 12 -13 -14 -15 -16 -17 26 18 -20 -21 23 -23
-24 24 -26 -27 -28 -29
leaf_value=-0.036286 -0.024077 -0.031913 -0.07229 -0.011252 -0.008874 0.076832
0.091147 -0.048758 0.061369 0.003052 0.078543 0.074294 0.074683 -0.034416 -0.070685
-0.054998 -0.006795 0.064144 0.082513 0.097863 0.059581 -0.059303 0.007359 0.004656
-0.035323 -0.018179 -0.056609 0.000834
leaf_weight=27.519274 1.875587 3.31862 2.535973 2.667306 3.222893 2.068081 2.94385
7.594085 3.675206 15.324816 1.822792 5.338716 14.865238 2.583472 7.666975 4.193439
48.886898 5.423388 7.548396 2.127116 12.533588 11.930755 45.446026 93.31714
19.977203 5.394106 8.714846 21.257367
leaf_count=813 66 150 86 242 175 306 216 445 179 910 171 886 1016 123 168 280 2850
2377 904 344 665 428 2528 9545 461 336 294 3332
internal_value=0.0 0.008929 0.029659 -0.002095 0.039937 -0.010658 0.046434 -
0.017565 -0.003526 -0.014184 0.050676 0.045833 0.060693 0.012674 -0.04409 -0.010795
-0.001971 0.000871 0.029258 -0.003586 -0.00463 -0.016233 -0.00911 0.002873 -
0.002405 0.036143 -0.014429 0.01392
internal_weight=0.0 81.697 28.349 53.3481 25.813 45.342 4.81944 40.5226 26.5941
22.9189 22.4944 8.00602 19.2715 4.40626 13.9285 6.26152 310.076 252.474 34.2292
218.245 216.118 84.8961 72.9653 131.222 113.294 17.9277 57.6017 26.6808
internal_count=30296 5419 1721 3698 1635 2570 282 2288 1534 1355 1485 1128 1310 294
754 586 24877 21733 6613 15120 14776 3769 3341 11007 10006 1001 3144 5709
shrinkage=0.1
Tree=187
num_leaves=29
num_cat=0
split_feature=115 128 64 183 115 101 102 101 89 180 181 171 23 23 168 77 128 154
102 168 166 195 75 37 62 185 90 147
split_gain=0.750814 1.60517 1.20429 1.1004 0.962618 2.62725 2.32745 3.32323 2.22451
2.40327 2.37699 2.08086 2.02258 2.25239 2.19763 2.23746 2.15433 1.90045 1.78803
1.7614 1.8578 1.54733 1.54188 1.41027 1.33366 1.27727 1.02566 0.894134
threshold=-2.42354 -0.124145 9.190148 0.819741 0.901489 -41.458675 -4.100441 -
29.521512 -0.0 457.1086 0.206205 0.720057 11.572742 17.90343 0.002017 -2.569667 -
1.242032 8.062203 -1.282244 0.000324 0.000172 0.311421 -10.22391 0.363615 -0.204996
-0.077431 7.97117 0.837533
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2
left_child=1 2 3 -1 5 25 7 11 -8 10 -10 22 21 14 18 -16 24 26 -14 23 -21 -6 -7 -18
-15 -2 -9 -19
right_child=4 -3 -4 -5 12 6 8 17 9 -11 -12 -13 13 16 15 -17 19 27 -20 20 -22 -23 -
24 -25 -26 -27 -28 -29
leaf_value=0.066797 0.007315 0.095556 -0.077689 -0.069769 0.09243 -0.008819 -
0.060577 -0.096133 -0.010425 -0.07182 0.024234 -0.056189 -0.00353 0.002769 0.071761
-0.028417 0.088999 0.099136 -0.075457 -0.034918 -0.001526 -0.007727 0.084077
0.011853 0.100777 -0.070502 0.081162 0.038304
leaf_weight=1.356796 3.177042 0.799201 4.369409 0.904603 3.794482 4.064893 4.86351
0.925987 30.965303 3.503628 54.342911 4.262948 4.989464 2.439188 3.300358 6.414269
3.407096 9.246128 11.501278 18.234215 185.036531 2.501917 3.049421 7.605454
3.233004 5.94629 0.394309 3.58075
leaf_count=577 133 355 489 36 189 249 127 125 3996 114 4655 216 167 75 155 205 1961
1367 239 1339 8664 102 679 947 328 200 2272 335
internal_value=0.0 -0.030988 -0.047492 0.01107 0.00092 0.007972 0.011948 0.038668
0.004624 0.008266 0.011642 -0.001507 -0.002661 -0.004106 -0.031768 0.005835 -
0.000793 0.07087 -0.053906 -0.00242 -0.004542 0.052889 0.031379 0.036356 0.059542 -
0.043462 -0.040523 0.082632
internal_weight=0.0 7.43001 6.63081 2.2614 380.78 128.323 119.2 25.5244 93.6754
88.8118 85.3082 11.3773 252.457 246.161 26.2054 9.71463 219.955 14.1472 16.4907
214.283 203.271 6.2964 7.11431 11.0125 5.67219 9.12333 1.3203 12.8269
internal_count=30296 1457 1102 613 28839 14468 14135 5243 8892 8765 8651 1144 14371
14080 766 360 13314 4099 406 12911 10003 291 928 2908 403 333 2397 1702
shrinkage=0.1
Tree=188
num_leaves=29
num_cat=0
split_feature=154 166 129 49 154 12 60 6 115 90 21 102 89 89 63 63 153 168 36 89
180 142 166 101 26 154 106 137
split_gain=0.75407 2.02887 1.64198 1.26945 1.08956 3.00987 2.19148 1.59963 0.963553
3.84842 2.01757 2.21428 3.44177 2.22696 1.69357 3.28453 3.2015 3.07414 3.08111
2.86424 2.69397 1.80155 1.59579 1.7231 1.43457 1.1049 1.05232 1.03476
threshold=329.237998 0.000168 -0.327461 6.147486 195.310154 1.15 0.316292 0.022347
0.329392 5.556016 0.3111 -3.337936 46.43594 48.796702 9.417592 9.315085 44.271139
0.006388 -0.014644 15.203918 54.18035 0.027715 4.2e-05 -16.447924 0.485563
62.490416 0.338019 0.902679
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
left_child=4 -2 3 -3 8 -6 -7 -8 9 24 22 13 -13 -12 15 16 20 18 21 -20 -10 -16 -11 -
24 26 -26 -1 -19
right_child=1 2 -4 -5 5 6 7 -9 14 10 11 12 -14 -15 17 -17 -18 27 19 -21 -22 -23 23
-25 25 -27 -28 -29
leaf_value=-0.049767 -0.092195 0.099775 -0.034607 -0.012507 0.084755 -0.05061 -
0.027266 0.067727 -0.004266 -0.055876 0.063064 -0.01276 0.100713 -0.036907 -
0.016951 -0.072157 -0.061024 0.105858 -0.069166 0.063796 0.091027 0.017584 0.0153
0.071248 -0.091513 -0.016898 0.043652 -0.001099
leaf_weight=2.018575 3.133703 2.112323 5.673415 1.790645 5.672565 5.351389 2.731356
4.693712 153.935782 1.506748 10.413917 38.738326 2.780202 2.747547 45.077222
7.755553 9.82845 4.011813 1.785731 12.060836 2.934767 22.586782 9.662924 13.099767
5.487382 3.224874 2.723155 1.129139
leaf_count=166 109 152 195 98 319 144 103 236 8864 1222 2748 4105 815 569 2715 315
204 436 45 1233 219 1923 906 1803 270 110 188 84
internal_value=0.0 -0.023567 -0.000338 0.048829 0.001118 0.024749 -0.002202
0.032712 -0.000118 0.008649 0.017092 0.006391 -0.004932 0.041993 -0.003227 -
0.008905 -0.005918 0.008187 0.003399 0.046227 -0.002425 -0.005397 0.041041 0.047704
-0.040589 -0.064486 0.003444 0.082515
internal_weight=0.0 12.7101 9.57638 3.90297 371.959 18.449 12.7765 7.42507 353.509
92.4034 78.9494 54.68 41.5185 13.1615 261.106 174.455 166.699 86.6515 81.5106
13.8466 156.871 67.664 24.2694 22.7627 13.454 8.71226 4.74173 5.14095
internal_count=30296 554 445 250 29742 802 483 339 28940 12902 12168 8237 4920 3317
16038 9602 9287 6436 5916 1278 9083 4638 3931 2709 734 380 354 520
shrinkage=0.1
Tree=189
num_leaves=29
num_cat=0
split_feature=67 68 152 71 98 87 89 114 186 78 160 156 92 88 73 78 18 39 72 20 120
59 20 147 102 160 186 39
split_gain=0.735317 1.24297 0.95633 1.62067 1.32411 1.20011 1.57804 1.14029 1.12476
1.76853 1.01222 0.937157 2.23883 1.43473 2.01097 1.96893 1.62956 2.36747 1.48462
1.63171 1.3659 1.89926 1.29242 1.25154 1.24944 1.4171 1.34123 1.25193
threshold=0.944625 0.221871 0.748748 0.266709 0.435979 0.307991 32.160135 1.068456
0.882335 0.123854 0.596358 0.949062 0.179973 30.804136 0.37985 0.385583 0.679701
0.26569 0.674613 0.614599 0.607005 0.276904 0.828187 0.059641 -20.573974 0.622752
0.212058 0.835434
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
left_child=11 -2 5 -4 -5 6 10 8 9 -7 -3 24 20 16 15 -15 18 -18 19 -14 -13 -22 -19 -
20 25 -1 -27 -26
right_child=1 2 3 4 -6 7 -8 -9 -10 -11 -12 12 13 14 -16 -17 17 22 23 -21 21 -23 -24
-25 27 26 -28 -29
leaf_value=0.07534 0.07487 0.0382 0.066551 0.049077 -0.026439 0.080421 0.062716 -
0.051735 -0.076682 -0.01086 -0.069626 0.076941 0.015537 -0.072388 0.096535 0.097277
0.035078 -0.068462 -0.021215 -0.041454 -0.061423 0.058354 0.01307 0.060755 -0.00899
0.049384 -0.053805 0.007604
leaf_weight=4.083442 2.864919 1.414938 6.247402 3.601019 6.167252 2.693403 5.073299
6.30946 1.591377 8.820888 1.973756 6.894439 12.594206 1.953714 3.37447 0.937386
3.993432 9.923483 2.415784 8.218121 2.154587 3.132694 2.350739 7.276048 201.134401
2.344588 2.517678 58.587035
leaf_count=879 337 155 499 393 516 324 451 284 88 564 118 1069 1098 378 1693 509
422 581 185 500 231 516 219 750 12127 420 262 4728
internal_value=0.0 0.012025 0.007751 0.02716 0.001468 -0.003408 0.027785 -0.017131
-0.000141 0.010842 -0.024427 -0.001353 0.009386 0.000456 0.045064 -0.015696 -
0.005568 -0.031053 0.008034 -0.006989 0.04788 0.009107 -0.052767 0.040191 -0.003967
0.032574 -0.003807 -0.005241
internal_weight=0.0 46.7577 43.8928 16.0157 9.76827 27.8771 8.46199 19.4151 13.1057
11.5143 3.38869 333.886 65.2191 53.0374 6.26557 2.8911 46.7718 16.2677 30.5042
20.8123 12.1817 5.28728 12.2742 9.69183 268.667 8.94571 4.86227 259.721
internal_count=30296 3729 3392 1408 909 1984 724 1260 976 888 273 26567 8151 6335
2580 887 3755 1222 2533 1598 1816 747 800 935 18416 1561 682 16855
shrinkage=0.1
Tree=190
num_leaves=29
num_cat=0
split_feature=77 86 155 144 75 89 23 194 116 117 12 115 88 155 115 64 155 49 195 76
114 101 166 146 58 12 88 36
split_gain=0.734623 2.40382 2.361 1.97056 1.02635 2.05732 2.29581 3.46382 3.16033
3.10512 2.64452 2.78042 3.02972 2.48419 2.40767 2.38944 2.29577 2.23357 2.10985
2.41961 1.94467 1.91207 1.86629 1.84798 1.83715 1.82802 2.17657 2.08155
threshold=-28.25728 0.525233 69.430563 0.478188 -8.928949 33.109633 31.190813
0.750568 -0.543844 0.833277 0.85 1.03226 35.520795 39.624852 1.98441 9.604583
10.76979 0.353965 0.675676 42.017591 -3.010377 -34.433461 0.000144 0.932011
0.361239 5.05 7.282778 0.696444
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -3 21 17 7 13 -9 -10 14 15 -13 -7 16 -12 -8 22 19 -19 -16 -2 -6 -
23 -15 27 -27 -20
right_child=4 3 -4 -5 5 6 10 8 9 -11 11 12 -14 24 20 -17 -18 18 25 -21 -22 23 -24 -
25 -26 26 -28 -29
leaf_value=0.081175 -0.0376 -0.051298 -0.029097 0.042082 -0.025948 0.079824
0.094071 -0.05753 0.066842 -0.042774 0.093789 -0.052523 0.02677 -0.023345 -0.025536
-0.028638 -0.007894 -0.029951 0.004134 0.055935 0.088807 -0.007264 0.07975 0.031168
0.050268 -0.013142 0.098245 -0.072653
leaf_weight=7.485754 18.128812 6.007162 2.539317 3.496879 2.387191 14.844084
2.401993 6.841825 7.242881 3.901648 3.525896 19.913251 6.263467 5.568573 1.813794
2.771627 19.267761 48.538199 36.457889 3.426904 7.084223 109.847391 5.106609
14.023798 8.355051 2.964685 4.081832 3.816801
leaf_count=751 697 366 102 341 468 934 3632 163 259 105 1763 751 1211 140 108 634
931 2364 3967 280 830 6773 726 901 278 204 397 220
internal_value=0.0 0.019134 0.053112 -0.01674 -0.000738 0.00359 0.0132 0.029969 -
0.004391 0.028322 0.000719 -0.019106 -0.033477 0.051441 0.021816 0.040069 0.003692
-0.006283 -0.01028 -0.024177 0.06534 -0.007345 0.046009 -0.002884 0.020779 0.004972
0.051632 -0.003258
internal_weight=0.0 19.5291 10.0251 9.50404 358.576 216.576 109.796 46.7541 17.9864
11.1445 63.042 32.4742 26.1767 28.7677 30.5678 6.29752 21.6698 106.78 99.2863
51.9651 8.89802 142.0 7.4938 123.871 13.9236 47.3212 7.04652 40.2747
internal_count=30296 1560 853 707 28736 20365 11739 1879 527 364 9860 4359 1962
1352 5501 2397 4563 8626 7432 2644 938 8371 1194 7674 418 4788 601 4187
shrinkage=0.1
Tree=191
num_leaves=29
num_cat=0
split_feature=15 13 152 81 97 50 114 161 107 182 33 28 174 59 188 162 44 44 141 181
28 26 8 98 49 183 48 121
split_gain=0.714656 1.63447 1.79308 1.44604 2.62902 2.32398 1.9233 1.5824 1.49786
1.46223 1.41853 1.39476 1.25096 1.24121 1.17574 1.24508 1.97508 1.43964 1.41538
1.38708 1.1685 1.67527 1.1399 2.47285 1.51784 2.35062 1.73642 2.50065
threshold=0.415736 0.202638 0.005258 0.455352 0.404306 8.417685 -3.070153 0.090821
0.487002 -0.111111 0.3874 0.982761 0.602034 0.014366 -0.999969 0.066918 0.916277
0.731804 -0.386569 400.43951 0.45073 0.854181 0.211032 0.952265 1.8313 -0.330951
0.50785 0.437104
decision_type=2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 5 10 7 -6 -4 -7 -8 -5 14 -13 20 -3 16 17 -16 -17 -20 -2 -22 24 -
24 25 -15 27 -27
right_child=13 11 3 4 6 8 9 -9 -10 -11 -12 12 -14 22 15 18 -18 -19 19 -21 21 -23 23
-25 -26 26 -28 -29
leaf_value=0.080414 0.047613 0.059584 0.002431 0.014775 -0.086122 -0.053422 -
0.009676 0.064716 0.045668 0.07828 -0.064816 0.007722 0.093203 0.033001 -0.022254 -
0.055307 0.064455 -0.088975 0.00538 -0.063217 -0.025683 0.063357 0.014072 -0.039249
-0.017643 -0.015766 -0.03635 0.082188
leaf_weight=4.432513 8.794804 2.624133 5.799655 3.149742 1.120774 4.548736 2.791096
14.059018 2.180873 5.509368 7.243662 4.638786 2.674848 17.607802 10.491262 4.475239
1.82328 4.696122 64.292056 2.998498 7.724843 2.805917 53.941804 10.271731 96.308445
8.377072 15.082072 3.671998
leaf_count=844 765 333 581 256 47 233 184 1635 237 710 414 541 207 1867 1163 409
202 230 4711 69 591 277 3779 487 6919 625 1300 680
internal_value=0.0 0.005662 0.020215 0.014294 -0.006093 0.029503 0.031935 0.04668 -
0.020952 0.04877 -0.040659 -0.001832 0.0399 -0.003258 -0.00522 -0.007208 -0.03146 -
0.043365 -0.00141 0.002225 0.020899 -0.001509 -0.005546 0.005481 -0.010575 0.004617
-0.013806 0.01437
internal_weight=0.0 149.55 50.8354 46.4029 19.8146 26.5883 9.42124 19.8587 6.72961
8.30046 10.3934 98.7142 7.31363 224.586 91.4006 88.7765 17.0107 15.1874 71.7658
67.2906 19.3256 10.5308 205.261 64.2135 141.047 44.7389 27.1311 12.0491
internal_count=30296 13006 5141 4297 1611 2686 941 2216 470 894 670 7865 748 17290
7117 6784 1595 1393 5189 4780 1633 868 15657 4266 11391 4472 2605 1305
shrinkage=0.1
Tree=192
num_leaves=29
num_cat=0
split_feature=115 76 76 116 38 108 66 126 108 23 155 128 76 105 19 25 186 103 168
14 194 162 109 119 91 13 76 76
split_gain=0.698212 1.36717 1.04728 0.78667 1.6548 0.959201 2.33139 1.97894 1.87983
2.76512 1.96605 2.60133 1.90803 2.10868 2.01376 1.80058 1.73474 1.70566 2.07154
1.83951 1.69004 1.5974 1.63248 1.56883 1.54023 1.53756 1.5075 1.25353
threshold=-2.42354 -0.642256 25.302529 -2.409956 -1.031156 0.231214 0.777458
0.530539 0.681401 23.481348 74.107079 -0.568578 11.683353 0.842564 0.481692
27.058568 0.503737 -17.530837 0.001372 0.238371 -0.177088 0.563106 0.38376 0.056714
0.561069 0.758534 10.683362 39.393065
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
left_child=1 -1 -3 4 -2 6 7 15 9 16 27 -12 13 26 -15 -5 20 19 -19 -14 -7 24 -23 -8
-9 -17 -10 -11
right_child=3 2 -4 5 -6 8 23 21 12 10 11 -13 17 14 -16 25 -18 18 -20 -21 -22 22 -24
-25 -26 -27 -28 -29
leaf_value=0.090961 -0.049891 -0.063919 0.049578 0.053772 0.088794 0.016943
0.088622 0.015759 -0.020516 0.037896 -0.08377 0.027227 0.045971 -0.016056 0.047344
-0.018552 0.038812 -0.00907 0.030993 -0.034912 -0.032964 -0.060268 0.022021
0.009863 -0.035849 0.030689 -0.080094 -0.017245
leaf_weight=0.724575 1.175508 5.234047 0.878785 5.381095 2.637249 9.834439 2.733076
10.798021 45.551047 51.960955 3.44623 5.144024 3.402917 11.192034 8.909102
28.722008 6.635911 20.167268 35.403477 14.282306 21.301521 18.583091 2.697963
25.356126 12.21693 8.032276 4.636052 4.394989
leaf_count=564 71 746 147 297 408 526 283 1011 3532 8051 73 264 271 1073 1080 1900
347 1294 1611 847 675 927 174 1892 763 809 121 539
internal_value=0.0 -0.031149 -0.046925 0.000898 0.045559 0.000411 -0.007143 -
0.015282 0.00393 0.014255 0.026758 -0.017566 -0.003454 -0.01522 0.012068 0.000211 -
0.007224 0.007824 0.01644 -0.019127 -0.017158 -0.030018 -0.04973 0.017827 -0.011615
-0.007709 -0.026176 0.033553
internal_weight=0.0 6.83741 6.11283 364.596 3.81276 360.783 114.521 86.4314 246.262
102.718 64.9462 8.59025 143.544 70.2882 20.1011 42.1354 37.7719 73.256 55.5707
17.6852 31.136 44.296 21.2811 28.0892 23.015 36.7543 50.1871 56.3559
internal_count=30296 1457 893 28839 479 28360 8056 5881 20304 10475 8927 337 9829
5806 2153 3006 1548 4023 2905 1118 1201 2875 1101 2175 1774 2709 3653 8590
shrinkage=0.1
Tree=193
num_leaves=29
num_cat=0
split_feature=186 180 76 179 46 153 102 147 164 24 102 24 77 35 116 50 189 184 62
166 46 76 26 149 94 118 26 42
split_gain=0.718934 1.06423 1.70046 1.40574 1.94355 1.66077 1.98764 1.52679 1.86452
1.44511 1.33964 1.29427 1.28243 2.69843 1.41797 1.68113 1.96357 1.3962 2.44995
1.67682 1.71451 2.03974 1.62259 1.97131 1.53632 1.45285 1.39451 1.23542
threshold=-0.800163 1.58615 -15.597719 0.3219 0.675727 2.771173 19.732179 0.920417
0.079612 44.99545 6.938159 63.884328 18.650975 0.101232 -1.117683 1.573125 0.096302
-0.007294 6.087361 0.000869 0.232132 0.682624 0.586303 0.658827 0.166763 0.861094
0.342961 0.522889
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
left_child=-1 2 11 5 -5 6 -4 8 -7 -9 -6 -2 17 -14 26 16 -16 19 -19 22 -21 -22 27 -
24 -20 -26 -15 -3
right_child=1 12 3 4 10 7 -8 9 -10 -11 -12 -13 13 14 15 -17 -18 18 24 20 21 -23 23
-25 25 -27 -28 -29
leaf_value=-0.011287 0.079838 -0.020585 0.063721 0.070906 0.063154 -0.026141 -
0.02576 0.056741 0.002306 0.001915 -0.027336 -0.012275 -0.031599 0.065521 0.079021
0.089539 -0.06417 -0.047203 0.034605 0.067621 0.064472 -0.008991 -0.045674 0.019918
-0.022092 0.035208 -0.032383 0.055116
leaf_weight=46.761659 5.30394 3.62872 8.492473 7.304255 2.224258 31.003811 3.41206
8.20073 88.682227 11.575356 5.493203 2.066689 7.869033 2.123276 1.778602 6.975242
1.873305 20.36814 7.829092 5.978772 4.76998 16.868342 16.232518 6.280544 31.169323
5.058178 4.155501 5.032697
leaf_count=3990 1070 193 9992 657 130 1153 1377 411 3417 443 260 250 323 133 176
435 137 766 431 395 321 698 689 298 1407 316 196 232
internal_value=0.0 0.001971 0.00728 0.005175 0.034264 0.002261 0.037971 -0.000801 -
0.005067 0.024865 -0.000674 0.054008 -0.004254 0.016451 0.038937 0.061049 0.005463
-0.008436 -0.018596 0.002689 0.020615 0.007346 -0.013166 -0.027315 -0.005275 -
0.013991 0.000988 0.023374
internal_weight=0.0 321.75 173.759 166.388 15.0217 151.367 11.9045 139.462 119.686
19.7761 7.71746 7.37063 147.991 24.775 16.9059 10.6271 3.65191 123.216 64.4247
58.7916 27.6171 21.6383 31.1745 22.5131 44.0566 36.2275 6.27878 8.66142
internal_count=30296 26306 19160 17840 1047 16793 11369 5424 4570 854 390 1320 7146
1400 1077 748 313 5746 2920 2826 1414 1019 1412 987 2154 1723 329 425
shrinkage=0.1
Tree=194
num_leaves=29
num_cat=0
split_feature=111 95 108 68 47 116 15 118 111 53 16 98 115 92 16 194 68 194 69 62
108 95 35 149 77 43 184 93
split_gain=0.701803 1.97346 2.17984 1.91283 1.78637 1.74435 1.81615 1.79943 1.64136
1.97561 1.54574 1.52581 2.06335 1.42792 1.83858 1.42671 1.89324 1.57884 1.3263
1.37878 1.5794 1.97814 1.65489 1.454 1.34978 1.28256 1.27213 2.44076
threshold=0.824751 0.683004 0.704162 0.259687 0.926014 1.979387 0.232403 0.287835
0.751274 0.841814 0.880408 0.515195 0.901489 0.720946 0.333031 0.793464 0.24134 -
0.963106 0.567185 9.633003 0.062125 0.762423 0.013782 0.449526 -28.25728 0.463103 -
0.312895 0.048351
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
left_child=8 2 10 -3 5 6 -4 -8 18 11 15 12 -10 14 -5 17 -17 -2 24 20 -20 22 -22 -23
25 -1 -26 -28
right_child=1 3 4 13 -6 -7 7 -9 9 -11 -12 -13 -14 -15 -16 16 -18 -19 19 -21 21 23 -
24 -25 26 -27 27 -29
leaf_value=-0.011888 -0.021805 0.067187 0.044236 -0.038153 0.033491 -0.058806
0.024636 -0.041499 0.077 0.025799 -0.024832 -0.066218 -0.03909 0.061069 0.025115 -
0.04887 0.034644 0.05973 -0.021523 0.058807 -0.01772 -0.034306 0.030341 0.017249
0.006832 0.069602 0.034167 -0.020715
leaf_weight=3.360857 2.791446 8.799863 4.752162 7.454414 5.92111 10.829412 5.53835
15.181936 2.00146 5.339511 6.995309 11.091427 5.613777 4.772844 11.652739 4.600649
6.353719 13.808035 16.876287 5.152743 8.429401 12.966732 44.812666 9.307192
36.440515 4.313043 8.901399 81.457178
leaf_count=305 526 799 445 474 483 420 588 878 536 610 554 779 407 556 989 255 576
1547 1107 1139 694 864 3718 662 3034 388 822 6141
internal_value=0.0 0.006994 -0.001758 0.027541 -0.016999 -0.02533 -0.010894 -
0.023733 -0.002569 -0.027388 0.016828 -0.042685 -0.007879 0.012684 0.000305
0.027495 -0.000432 0.045902 7e-06 0.008885 0.006034 0.012226 0.022692 -0.012726 -
0.006425 0.034029 -0.008905 -0.015266
internal_weight=0.0 109.452 76.7721 32.6799 42.223 36.3019 25.4724 20.7203 256.064
24.0462 34.5492 18.7067 7.61524 23.88 19.1072 27.5538 10.9544 16.5995 232.018
97.545 92.3923 75.516 53.2421 22.2739 134.473 7.6739 126.799 90.3586
internal_count=30296 9090 6272 2818 2814 2331 1911 1466 21206 2332 3458 1722 943
2019 1463 2904 831 2073 18874 8184 7045 5938 4412 1526 10690 693 9997 6963
shrinkage=0.1
Tree=195
num_leaves=29
num_cat=0
split_feature=115 76 127 180 10 115 115 128 87 126 12 128 163 36 183 146 153 88 102
36 180 88 109 164 103 115 128 113
split_gain=0.690554 1.49895 1.48037 1.90366 1.33391 1.17655 2.76375 2.6536 2.36315
2.06181 2.82144 1.94614 1.64238 1.61397 1.4288 1.40022 1.16971 2.61377 4.28983
2.36554 2.81505 2.12872 2.28805 2.18086 2.03147 1.94702 2.10528 1.81669
threshold=-1.946346 -3.696366 -0.27503 122.6363 62.5 -0.281922 -0.647576 -0.155296
0.691731 0.827875 80.75 0.034268 0.177678 -3.161761 -0.362629 0.243304 22.265196
9.287943 -11.02162 -1.172882 3.3406 15.983229 0.093755 0.868286 -12.377199 3.121767
-0.139763 0.940958
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
left_child=1 -1 4 -4 -3 6 7 8 13 10 -10 12 -9 -2 -14 -11 17 18 -7 20 -18 22 -21 24
-23 26 -20 -19
right_child=5 2 3 -5 -6 16 -8 11 9 15 -12 -13 14 -15 -16 -17 19 27 25 21 -22 23 -24
-25 -26 -27 -28 -29
leaf_value=0.056862 -0.080582 -0.054668 0.104467 -0.071499 0.037601 0.090272
0.071144 0.043593 0.061548 -0.097225 -0.084382 0.094303 0.012981 0.057501 -0.067419
-0.001635 0.057083 -0.01013 0.004711 0.017882 -0.02447 -0.026932 -0.042752 -
0.049366 0.048846 -0.069839 0.068257 0.012772
leaf_weight=2.206744 0.813491 11.731443 1.579668 0.887417 1.725639 7.93194 7.440544
2.103719 5.71236 3.009693 1.627653 1.138248 2.759877 14.906351 10.084597 3.089941
9.668211 113.773325 29.221522 7.411335 7.380562 5.137671 36.591455 5.246596
10.845293 2.753588 6.275169 49.665205
leaf_count=762 74 816 852 38 319 1020 1541 522 973 157 78 580 291 2437 576 297 397
8666 1252 205 176 118 820 131 404 77 778 5939
internal_value=0.0 -0.018684 -0.029489 0.040405 -0.042576 0.001291 0.015033
0.005656 0.023642 -0.007062 0.028396 -0.026822 -0.036633 0.049862 -0.050078 -
0.049723 -0.001189 0.002772 0.023758 -0.01129 0.021763 -0.019965 -0.032496 0.005979
0.024397 0.009754 0.016123 -0.00316
internal_weight=0.0 18.1309 15.9242 2.46708 13.4571 344.588 52.6865 45.2459 29.1595
13.4396 7.34001 16.0864 14.9482 15.7198 12.8445 6.09963 291.902 209.621 46.1822
82.2811 17.0488 65.2324 44.0028 21.2296 15.983 38.2503 35.4967 163.439
internal_count=30296 2787 2025 890 1135 27509 7526 5985 4016 1505 1051 1969 1389
2511 867 454 19983 17732 3127 2251 573 1678 1025 653 522 2107 2030 14605
shrinkage=0.1
Tree=196
num_leaves=29
num_cat=0
split_feature=50 36 14 36 169 88 88 155 73 81 63 14 23 88 115 155 153 106 183 106
88 28 144 92 162 177 167 142
split_gain=0.654942 0.713368 1.7557 1.61038 1.55731 2.96908 2.46716 2.51312 2.10416
1.84847 2.38937 2.07421 1.7307 1.66012 2.8452 2.31403 1.61017 1.59031 1.58007
1.38107 1.38512 1.3618 1.60359 1.39638 1.44347 1.69971 1.37064 1.34629
threshold=-1.164617 -0.580427 0.758622 -0.549263 0.096285 23.589408 14.288587
74.107079 0.798646 0.575356 8.677877 0.701852 46.026859 1.403949 0.714258 23.706009
9.617208 0.04712 -0.582756 0.8069 17.66711 0.953795 0.983303 0.161847 0.122255
0.378441 0.000936 0.25763
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
left_child=-1 4 21 -4 5 6 13 -8 9 10 16 -12 27 14 -2 -15 -6 -10 -19 20 -5 23 -23 -3
26 -26 -25 -7
right_child=1 2 3 19 8 12 7 -9 17 -11 11 -13 -14 15 -16 -17 -18 18 -20 -21 -22 22 -
24 24 25 -27 -28 -29
leaf_value=0.065506 -0.004802 0.010373 -0.060577 -0.007804 0.030456 -0.010706
0.079829 -0.027419 -0.039562 -0.031237 0.06596 -0.015151 0.077436 0.068759 0.093634
-0.025075 -0.033386 -0.020002 0.061117 0.045502 0.028974 0.033283 -0.063057
0.022887 0.004762 -0.023459 -0.043544 -0.089746
leaf_weight=1.443477 6.052739 22.344371 2.875097 25.879452 5.136757 20.577996
13.611816 2.534372 2.789965 28.626986 8.436209 4.923831 1.927626 3.179007 5.55808
13.2893 16.0332 3.05432 10.231451 11.627496 16.791721 12.328858 1.915547 3.436826
40.047948 45.395005 26.392872 2.332208
leaf_count=386 316 2139 129 1249 950 2340 1295 77 203 1714 697 301 964 475 512 536
391 254 938 1152 2480 1351 154 1436 3820 2222 1440 375
internal_value=0.0 0.0 -0.00376 0.011155 0.005306 0.016276 0.031799 0.062861 -
0.004248 -0.012486 0.003064 0.036074 -0.011329 0.013751 0.04257 -0.006613 -0.017774
0.027932 0.042367 0.01507 0.00667 -0.009386 0.019929 -0.01244 -0.016878 -0.010226 -
0.035804 -0.019124
internal_weight=0.0 357.331 209.035 57.1738 148.296 69.0631 44.2253 16.1462 79.2327
63.157 34.53 13.36 24.8378 28.0791 11.6108 16.4683 21.17 16.0757 13.2858 54.2987
42.6712 151.861 14.2444 137.617 115.273 85.443 29.8297 22.9102
internal_count=30296 29910 17572 5010 12338 6890 3211 1372 5448 4053 2339 998 3679
1839 828 1011 1341 1395 1192 4881 3729 12562 1505 11057 8918 6042 2876 2715
shrinkage=0.1
Tree=197
num_leaves=29
num_cat=0
split_feature=194 112 111 83 153 95 135 176 114 71 166 95 85 194 75 52 159 73 145
29 187 159 131 145 138 116 40 30
split_gain=0.762393 1.97206 1.49191 1.50639 1.4288 1.25105 2.04225 1.45406 1.44963
1.23201 1.1888 1.147 1.14423 1.06059 1.62012 1.08791 2.43095 2.61085 2.04384
2.06798 1.7065 1.80787 1.68011 1.64787 1.56266 1.53858 1.43918 1.38519
threshold=-0.692516 0.054401 0.851834 0.011103 5.46434 0.767809 0.767545 0.623312
0.48981 0.411491 0.000347 0.725325 0.544543 -0.645068 -2.966076 0.226316 0.944896
0.683912 0.166471 0.812729 -0.281884 0.8647 0.166463 0.910131 0.877703 2.390935
0.71556 0.97084
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
left_child=1 9 4 -4 -3 6 7 -6 -7 11 -5 -1 -12 14 -2 16 17 18 -15 -20 -17 23 -18 25
27 -22 -19 -23
right_child=13 2 3 10 5 8 -8 -9 -10 -11 12 -13 -14 15 -16 20 22 26 19 -21 21 24 -24
-25 -26 -27 -28 -29
leaf_value=0.060352 -0.062094 0.038742 -0.05396 0.074194 -0.032918 -0.003016
0.05161 0.022011 -0.075117 0.099276 -0.004864 -0.035524 0.068866 0.04965 0.032031
0.007708 0.051453 0.00925 -0.019483 0.051766 -0.016287 0.015639 -0.052482 0.017736
0.07968 -0.061375 0.075538 -0.067273
leaf_weight=2.981883 6.427654 5.991979 1.906022 5.74457 15.160995 5.299303 5.589012
6.944271 5.902663 3.50822 7.04506 2.008604 2.89042 7.942326 2.458247 75.980549
1.816889 4.901254 23.913347 4.813122 96.445662 14.692472 8.405624 13.007612
3.206306 8.171111 10.242044 2.241748
leaf_count=447 277 4350 194 1339 598 270 314 299 129 733 500 195 478 1090 293 5161
175 591 1654 458 6133 1076 482 915 297 500 1230 118
internal_value=0.0 0.009552 0.00335 0.027974 -0.006307 -0.013351 -0.00186 -0.015588
-0.041411 0.054493 0.038262 0.021576 0.016887 -0.002026 -0.035859 -0.00092 0.010724
0.019536 0.005031 -0.007379 -0.004308 -0.010945 -0.033604 -0.01569 0.016656 -
0.01987 0.054344 0.004295
internal_weight=0.0 70.973 62.4743 17.5861 44.8882 38.8962 27.6943 22.1053 11.202
8.49871 15.68 4.99049 9.93548 284.666 8.8859 275.78 62.0346 51.8121 36.6688 28.7265
213.745 137.765 10.2225 117.624 20.1405 104.617 15.1433 16.9342
internal_count=30296 9846 8471 2511 5960 1610 1211 897 399 1375 2317 642 978 20450
570 19880 5680 5023 3202 2112 14200 9039 657 7548 1491 6633 1821 1194
shrinkage=0.1
Tree=198
num_leaves=29
num_cat=0
split_feature=156 143 168 67 171 160 62 143 154 84 192 120 26 134 81 166 144 24 67
116 62 182 115 154 78 156 112 117
split_gain=0.622303 1.41102 2.03579 1.46779 1.62195 1.58747 1.57647 1.57097 1.4263
1.42532 1.36817 1.30775 1.39306 1.28982 1.23337 1.39419 1.1871 1.18696 1.15611
2.09087 3.12881 2.12983 1.75042 1.72942 1.57823 1.92339 1.42369 1.61829
threshold=0.949062 0.029473 0.000868 0.417347 0.11357 0.474683 9.548282 0.769432
44.341964 0.477701 -0.870611 0.082883 0.013899 0.607222 0.538964 0.001018 0.873108
71.265763 0.759444 -1.226127 6.453244 0.2 2.843004 65.111129 0.906784 0.001719
0.99909 0.540708
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2
left_child=18 2 13 4 7 -6 11 -3 -9 -7 -4 12 -5 -2 15 -13 -16 -8 26 20 -20 22 23 -21
25 -24 -1 -28
right_child=1 3 10 6 5 9 17 8 -10 -11 -12 14 -14 -15 16 -17 -18 -19 19 21 -22 -23
24 -25 -26 -27 27 -29
leaf_value=-0.007867 -0.051602 0.041812 -0.030041 -0.063415 0.074706 -0.05475
0.085692 0.021858 -0.07494 0.073998 0.07282 -0.060284 0.076611 0.057616 -0.018263
0.003969 0.065902 -0.066897 0.054857 0.041392 -0.050158 0.060468 -0.051375 -
0.003836 -0.068675 0.03702 0.058865 -0.005626
leaf_weight=195.329218 3.424645 3.934254 1.428044 0.899067 7.283372 2.217694
2.423425 2.391937 3.873762 1.279325 9.424292 12.422906 2.459026 1.469745 6.420941
4.563166 2.165369 0.559221 3.68493 19.054961 11.324713 9.595678 3.974397 15.032606
4.469778 6.149701 6.990496 8.539277
leaf_count=14103 509 661 77 76 1051 195 904 972 141 219 806 1093 367 329 928 434
420 95 428 2389 918 838 140 548 158 310 604 583
internal_value=0.0 0.008825 0.035013 0.00096 0.021475 0.04837 -0.012512 -0.007005 -
0.038007 -0.006636 0.059038 -0.019722 0.038093 -0.018113 -0.027469 -0.043021
0.003282 0.055568 -0.001778 0.009028 -0.024123 0.017612 0.009043 0.021453 -0.019812
0.002053 -0.005542 0.023496
internal_weight=0.0 68.6402 15.7467 52.8935 20.9803 10.7804 31.9131 10.2 6.2657
3.49702 10.8523 28.9305 3.35809 4.89439 25.5724 16.9861 8.58631 2.98265 284.146
73.2868 15.0096 58.2771 48.6814 34.0876 14.5939 10.1241 210.859 15.5298
internal_count=30296 9277 1721 7556 3239 1465 4317 1774 1113 414 883 3318 443 838
2875 1527 1348 999 21019 5729 1346 4383 3545 2937 608 450 15290 1187
shrinkage=0.1
Tree=199
num_leaves=29
num_cat=0
split_feature=102 89 23 135 101 102 24 187 101 23 155 25 76 24 78 9 65 191 116 38
24 70 37 112 7 136 147 116
split_gain=0.678842 1.79409 2.00757 1.28583 0.946332 3.33986 1.60565 1.77482
1.60451 2.02467 2.30949 1.77775 1.54623 1.99138 1.66764 1.46565 1.3242 1.32973
1.27199 1.674 2.29099 1.30481 1.40749 1.35414 1.1933 1.38232 1.18356 1.11692
threshold=-23.288563 31.749219 33.438423 0.999974 -24.669189 -8.717146 41.547612 -
0.605554 -25.646018 21.456855 18.365864 59.238901 24.18469 39.436442 0.046488
0.222576 0.973107 0.942264 2.424888 0.842501 45.592417 0.174315 0.734052 0.262612
0.746255 0.632586 0.433584 2.321514
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
left_child=1 2 -1 -3 6 12 7 -2 9 -8 11 -11 27 -14 -15 -12 18 24 21 20 -20 23 -23 -7
26 -26 -18 -6
right_child=4 3 -4 -5 5 16 8 -9 -10 10 15 -13 13 14 -16 -17 17 -19 19 -21 -22 22 -
24 -25 25 -27 -28 -29
leaf_value=0.08031 -0.05433 0.094851 -0.051249 -0.059045 0.098737 -0.009316
0.044824 0.056317 -0.064212 0.084118 -0.029918 -0.06414 -0.076739 -0.053318
0.081102 0.018283 0.009257 -0.051636 -0.071216 0.031328 0.008644 0.00492 -0.014038
0.03288 -0.03982 0.051307 0.047342 0.006714
leaf_weight=1.559767 1.787421 3.742519 3.808969 0.560259 6.106216 12.044533
5.855966 6.296105 6.077119 3.519782 42.61974 0.961055 1.725937 1.166877 3.449944
7.306594 16.384685 2.672474 9.917561 3.720302 5.536447 75.092918 81.522748
20.226313 5.836083 2.221519 16.466446 1.73015
leaf_count=407 115 1067 658 69 3325 848 185 409 244 459 1130 166 55 137 805 328
1508 275 626 117 436 7564 4908 1863 447 329 1378 438
internal_value=0.0 0.026282 -0.012113 0.073739 -0.000464 0.002324 -0.010427
0.031374 -0.015574 -0.010561 -0.016608 0.051418 0.049389 0.012173 0.0465 -0.022819
-0.00034 0.015486 -0.003666 -0.028147 -0.042642 -0.001162 -0.004943 0.017111
0.020004 -0.014258 0.028461 0.078879
internal_weight=0.0 9.67152 5.36874 4.30278 340.245 265.821 74.4238 8.08353 66.3403
60.2631 54.4072 4.48084 14.1791 6.34276 4.61682 49.9263 251.642 43.5812 208.061
19.1743 15.454 188.887 156.616 32.2708 40.9087 8.0576 32.8511 7.83637
internal_count=30296 2201 1065 1136 28095 25059 3036 524 2512 2268 2083 625 4760
997 942 1458 20299 3937 16362 1179 1062 15183 12472 2711 3662 776 2886 3763
shrinkage=0.1
Tree=200
num_leaves=29
num_cat=0
split_feature=61 85 126 170 154 86 109 32 163 159 122 195 178 147 189 3 97 122 47 3
112 140 169 195 68 134 15 192
split_gain=0.708145 1.46248 1.38344 1.47268 1.42333 2.07716 1.98924 1.78437 1.74519
1.60214 1.96767 1.71336 1.61547 1.89997 1.56119 1.47239 1.41867 1.40843 1.35779
1.31406 1.24441 1.29157 1.39615 1.78721 1.2228 1.21948 1.20882 1.57231
threshold=0.560866 0.0 0.539456 0.095071 20.782554 0.388791 0.038204 0.387452
0.44991 0.332936 0.165513 0.895514 0.986223 0.339759 -0.971869 0.580171 0.115589
0.667993 0.639975 0.030536 0.048097 0.02068 0.994931 0.775915 0.467389 0.977663
0.365414 0.053967
decision_type=2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2
left_child=1 18 3 24 5 7 8 17 19 10 11 -8 14 -14 -11 -12 -7 -4 -1 -6 21 22 23 -3 -2
-9 27 -22
right_child=2 20 4 -5 6 16 9 25 -10 12 15 -13 13 -15 -16 -17 -18 -19 -20 -21 26 -23
-24 -25 -26 -27 -28 -29
leaf_value=-0.060223 -0.032901 0.057166 -0.07252 0.049848 -0.025252 -0.009314
0.01265 0.049305 -0.059348 -0.090951 0.044041 -0.058363 -0.013755 0.069656 -
0.011912 -0.015152 0.068452 0.086768 -0.005721 0.063822 -0.007255 0.075438 -
0.035479 -0.015861 0.038775 -0.076255 -0.011034 0.02896
leaf_weight=8.356516 5.403782 7.901782 4.322352 12.96993 4.978564 2.99856 9.63418
4.69565 10.639083 2.569966 22.366068 5.125035 5.603287 5.157949 44.356007 5.08734
9.973691 0.551643 10.129935 2.368479 27.667682 3.569913 4.825525 5.681259 4.108067
0.833564 93.992062 20.980797
leaf_count=511 705 813 712 1336 201 613 403 1362 348 76 1210 128 259 335 1953 234
3067 411 819 152 2634 485 299 338 774 152 7664 2302
internal_value=0.0 -0.003995 0.005054 0.028045 0.00137 0.023869 -0.003095 -0.009296
-0.033627 0.002415 0.017209 -0.012129 -0.0084 0.026357 -0.016431 0.033014 0.050441
-0.053005 -0.030595 0.003721 -0.000985 0.021106 0.010189 0.026628 -0.001744
0.029245 -0.004408 0.008363
internal_weight=0.0 183.105 163.743 22.4818 141.261 23.3755 117.886 10.4032 17.9861
99.8998 42.2126 14.7592 57.6872 10.7612 46.926 27.4534 12.9723 4.874 18.4865
7.34704 164.619 21.9785 18.4086 13.583 9.51185 5.52921 142.641 48.6485
internal_count=30296 15865 14431 2815 11616 6317 5299 2637 701 4598 1975 531 2623
594 2029 1444 3680 1123 1330 353 14535 1935 1450 1151 1479 1514 12600 4936
shrinkage=0.1
Tree=201
num_leaves=29
num_cat=0
split_feature=114 180 181 37 76 114 160 49 116 154 101 176 114 164 67 112 11 192
154 64 166 153 37 23 153 76 186 34
split_gain=0.672588 1.41039 2.67365 3.58916 3.02578 2.54564 2.72254 2.52325 2.44057
2.42547 2.35048 2.08845 1.98014 1.79852 1.74994 1.62605 1.93283 1.5207 1.48287
2.28785 2.05626 1.35437 3.193 1.75525 1.90798 1.66558 1.64896 1.3178
threshold=0.326218 2.385953 0.20066 1.387938 9.740354 -2.287159 0.362421 -0.664531
-1.428922 171.743097 -39.320291 0.868139 -3.100793 0.626145 0.596894 0.262612 69.5
-0.488871 72.020875 6.879423 0.000313 20.608471 1.09474 34.146686 13.582648 -
9.672038 0.571467 0.393152
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
left_child=1 2 3 5 15 9 14 -5 17 12 -8 18 -1 -13 -7 16 -4 -9 20 -20 -6 22 23 25 -25
-3 -27 -23
right_child=-2 21 4 7 11 6 10 8 -10 -11 -12 13 -14 -15 -16 -17 -18 -19 19 -21 -22
27 -24 24 -26 26 -28 -29
leaf_value=0.094752 -0.004997 -0.066271 0.055219 0.06878 0.060239 -0.020677 -
0.039788 -0.056378 -0.063331 0.099161 0.085842 0.091197 -0.032954 0.006777 0.057415
0.084818 -0.063111 0.082014 -0.040818 0.053528 -0.042103 0.003634 0.053216 0.082345
-0.028547 -0.018749 0.055316 -0.035621
leaf_weight=1.216396 142.374534 5.995031 4.718604 1.98105 2.250021 9.355764
1.665377 1.174732 16.067468 1.660643 10.480251 4.998212 17.103248 5.105293 4.029958
11.008654 1.845207 2.048834 3.749158 7.678789 12.102093 13.738915 10.569198
3.783399 2.507386 19.296938 3.464681 22.268564
leaf_count=277 10690 212 695 372 331 1818 71 103 866 98 2889 384 1616 296 1192 2145
365 255 159 339 664 436 783 1084 160 1140 254 602
internal_value=0.0 0.003975 0.010862 -0.002465 0.027512 0.013365 0.034249 -0.036303
-0.047426 -0.013295 0.068351 0.010763 -0.023988 0.049094 0.002968 0.061416 0.021368
0.031051 -0.004329 0.022393 -0.025699 -0.006156 0.005265 -0.009259 0.038173 -
0.019764 -0.007249 -0.020637
internal_weight=0.0 201.864 120.24 66.7837 53.456 45.5116 25.5314 21.2721 19.291
19.9803 12.1456 35.8836 18.3196 10.1035 13.3857 17.5725 6.56381 3.22357 25.7801
11.4279 14.3521 81.6241 45.6166 35.0474 6.29079 28.7567 22.7616 36.0075
internal_count=30296 19606 14935 9557 5378 7961 5970 1596 1224 1991 2960 2173 1893
680 3010 3205 1060 358 1493 498 995 4671 3633 2850 1244 1606 1394 1038
shrinkage=0.1
Tree=202
num_leaves=29
num_cat=0
split_feature=163 123 56 2 82 82 109 20 98 75 69 191 84 26 181 183 150 60 98 134
183 57 31 12 27 67 68 133
split_gain=0.666048 1.3219 1.21917 0.946657 0.716262 1.36081 1.28449 2.02253
1.59166 1.65925 1.48515 1.31086 1.68244 1.51483 1.39545 1.24846 1.3997 1.23574
1.22725 1.19031 1.17515 1.13151 1.10944 1.07363 1.06632 1.0051 1.23719 1.33184
threshold=8e-06 0.053414 0.090388 0.57735 0.568125 0.436794 0.152999 0.213052
0.432896 -2.455371 0.999981 -0.780209 0.85677 0.060087 1.197035 -0.767265 0.281754
0.1851 0.41226 0.341309 0.39174 0.396133 0.633711 2.25 0.292626 0.075995 0.031895
0.935574
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
left_child=1 -1 -3 -4 5 15 7 -6 23 -10 11 12 -8 18 -15 16 21 -18 -13 -12 -7 -2 -22
-9 -21 26 -17 -28
right_child=4 2 3 -5 6 20 10 8 9 -11 19 13 -14 14 -16 25 17 -19 -20 24 22 -23 -24 -
25 -26 -27 27 -29
leaf_value=-0.064105 -0.061259 0.092704 0.005126 0.067778 0.032349 -0.028991 -
0.03388 -0.069269 -0.029212 0.040885 -0.064877 0.027137 0.051159 0.040564 0.009393
0.09141 -0.004039 0.073677 -0.031743 -0.052151 -0.012776 0.02868 0.053903 -0.013511
0.044299 -0.006535 -0.004322 0.083631
leaf_weight=1.737789 2.510617 2.24949 14.756603 2.811422 8.154741 34.476897
10.014793 8.605104 7.837098 5.792767 4.321962 5.728935 2.92898 33.58944 25.370249
2.052219 2.884194 6.645039 8.923228 1.765856 7.970301 2.928554 3.518382 5.918283
2.900059 110.784401 11.111766 1.942169
leaf_count=161 209 224 1453 307 659 2509 1170 569 480 542 250 613 329 4659 1415 275
239 783 740 143 668 333 392 360 306 9236 1075 197
internal_value=0.0 0.017262 0.024715 0.015514 -0.000865 -0.00485 0.004772 -0.011204
-0.023925 0.000563 0.010861 0.014893 -0.014324 0.020058 0.027206 2.1e-05 0.027243
0.050209 -0.008613 -0.027599 -0.019772 -0.012932 0.007798 -0.046854 0.007245 -
0.003224 0.020879 0.009151
internal_weight=0.0 21.5553 19.8175 17.568 318.676 186.825 131.851 36.308 28.1533
13.6299 95.5435 86.5556 12.9438 73.6119 58.9597 140.859 14.9684 9.52923 14.6522
8.98788 45.9656 5.43917 11.4887 14.5234 4.66591 125.891 15.1062 13.0539
internal_count=30296 2145 1984 1760 28151 15916 12235 2610 1951 1022 9625 8926 1499
7427 6074 12347 1564 1022 1353 699 3569 542 1060 929 449 10783 1547 1272
shrinkage=0.1
Tree=203
num_leaves=29
num_cat=0
split_feature=155 63 92 53 151 167 76 89 76 92 110 115 24 89 63 37 26 63 76 111 89
95 37 22 73 83 49 23
split_gain=0.644506 0.615885 0.712817 1.29637 1.29143 1.21713 1.43835 1.22631
0.991715 0.990652 0.886518 0.773333 1.52507 1.836 1.66844 1.54082 1.29538 1.15313
1.28099 1.19889 1.10872 0.939817 0.599923 0.525257 0.413719 0.352478 0.276178
0.088554
threshold=2.398014 9.805513 0.834508 0.145735 0.417281 0.000733 3.186602 37.076854
11.08384 0.898732 0.901936 0.675246 60.194571 13.784393 9.660978 1.10862 0.500549
9.80022 -26.69745 0.483538 37.390635 0.185123 0.072399 0.386161 0.244413 0.999998
5.023509 14.217126
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
left_child=25 2 11 4 8 9 10 -8 23 -5 -7 12 13 16 -15 21 -2 18 -13 -20 -19 -14 -3 -4
-6 -1 -17 -27
right_child=1 22 3 5 24 6 7 -9 -10 -11 -12 17 15 14 -16 26 -18 20 19 -21 -22 -23 -
24 -25 -26 27 -28 -29
leaf_value=0.092736 0.011533 -0.088776 -0.059453 -0.012014 0.031781 0.018577 -
0.028848 0.007389 0.059614 0.089424 0.098639 0.061311 -0.055058 0.028868 -0.007426
-0.041196 -0.056499 -0.008624 -0.015772 0.000443 0.101488 0.035625 -0.004451
0.015936 0.104441 -0.067947 -0.091105 0.031389
leaf_weight=1.032199 5.030892 1.439732 1.748889 1.403555 1.26522 9.371603 18.107895
19.044339 2.46048 2.726783 1.564531 2.658974 1.534948 43.279599 17.777891 2.569802
6.078987 1.652872 88.568708 93.55896 1.872568 3.745651 1.977591 1.761151 2.975395
0.146269 2.593936 0.058777
leaf_count=10437 270 84 102 104 127 737 826 1033 190 368 155 215 118 3715 1229 221
255 126 3526 4140 188 526 204 145 261 9 56 929
internal_value=0.0 0.0 0.000441 0.010069 0.042504 0.003641 -0.000851 -0.010266
0.011916 0.05514 0.03085 -0.001776 0.00628 0.011468 0.018285 -0.029245 -0.025736 -
0.005317 -0.006414 -0.007439 0.050588 0.008559 -0.041686 -0.02183 0.08415 0.069838
-0.067626 -0.034425
internal_weight=0.0 336.771 333.354 62.4298 10.2111 52.2187 48.0884 37.1522 5.97052
4.13034 10.9361 270.924 82.6117 72.1674 61.0575 10.4443 11.1099 188.312 184.787
182.128 3.52544 5.2806 3.41732 3.51004 4.24061 1.23724 5.16374 0.205046
internal_count=30296 18921 18633 4048 825 3223 2751 1859 437 472 892 14585 6390
5469 4944 921 525 8195 7881 7666 314 644 288 247 388 11375 277 938
shrinkage=0.1
Tree=204
num_leaves=29
num_cat=0
split_feature=102 1 126 121 62 63 159 101 102 193 166 178 115 87 86 150 53 138 23
101 155 59 22 155 116 179 128 182
split_gain=0.657245 2.35331 1.91301 1.24151 1.23039 1.1323 1.08183 1.04891 2.83905
1.60902 1.36658 2.07668 1.92364 1.18028 1.17692 1.44153 1.18109 0.993391 0.856742
0.948823 0.745829 0.697552 0.684928 0.651973 1.03162 0.450423 0.355868 0.248303
threshold=-16.467312 0.515207 0.778552 0.337826 9.725226 9.805513 0.29417 -
20.255509 -8.717146 -0.945825 0.000912 0.755105 1.923302 0.514462 0.904198 0.062591
0.717921 0.0 12.200615 -39.320291 43.509189 0.524714 0.881533 38.172331 1.654972
1.010611 -0.675305 -0.596296
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 8
left_child=1 2 20 6 5 7 22 9 25 13 12 -12 -10 -2 15 -11 -16 -5 -6 -20 27 -22 -4 24
-3 -9 -19 -1
right_child=4 23 3 17 18 -7 -8 8 10 14 11 -13 -14 -15 16 -17 -18 26 19 -21 21 -23 -
24 -25 -26 -27 -28 -29
leaf_value=0.023098 -0.010652 0.088559 0.092025 -0.063968 -0.038392 -0.067087 -
0.073923 0.101353 0.006211 -0.052544 0.023204 -0.005678 -0.019319 0.070075 -
0.012097 -0.013027 0.049619 -0.028207 -0.049332 0.097925 -0.002706 0.070821 -
0.053939 -0.081724 -0.06228 0.004751 0.098779 0.100931
leaf_weight=0.571368 3.152486 0.672163 0.742323 0.516534 0.739454 2.525638 2.826382
3.23713 60.845755 10.988198 53.33272 46.46511 57.078519 4.032012 7.310631 57.220639
5.234962 0.197293 0.448468 2.757199 2.456808 2.543873 0.438022 2.390564 1.030257
0.606692 1.621114 4.032595
leaf_count=87 130 307 246 69 21 121 296 1927 8409 340 4361 2606 2854 164 292 2026
191 46 23 1909 108 135 63 74 89 53 934 2415
internal_value=0.0 0.017793 0.035193 -0.007241 -0.000842 -0.001555 -0.040881 -
0.000997 0.002667 -0.010235 0.001139 0.009752 -0.006141 0.034789 -0.014289 -
0.019472 0.013728 0.049358 0.054019 0.076172 0.063146 0.035044 0.036909 -0.049006 -
0.000592 0.086872 0.083682 0.092157
internal_weight=0.0 20.0393 15.9463 6.34167 315.976 312.03 4.00673 309.505 221.566
87.9389 217.722 99.7978 117.924 7.1845 80.7544 68.2088 12.5456 2.33494 3.94512
3.20567 9.60464 5.00068 1.18035 4.09298 1.70242 3.84382 1.81841 4.60396
internal_count=30296 4869 4399 1654 25427 23474 605 23353 20210 3143 18230 6967
11263 294 2849 2366 483 1049 1953 1932 2745 243 309 470 396 1980 980 2502
shrinkage=0.1
Tree=205
num_leaves=29
num_cat=0
split_feature=102 52 36 193 36 24 36 168 42 12 141 25 171 94 74 49 12 12 37 139 183
153 153 190 150 87 190 25
split_gain=0.613624 1.78226 1.50799 1.87571 1.81222 1.78532 2.78892 1.81716 1.44017
1.41291 1.81096 1.94987 1.28669 1.27117 1.22605 1.69534 1.11549 1.10993 1.07896
0.978836 0.937665 2.12836 1.3304 1.24868 1.24138 1.11642 1.11011 2.7958
threshold=23.383918 0.055436 0.900119 -0.369768 -0.257909 41.547612 -0.44967
0.003642 0.237947 70.85 0.070375 35.836791 0.183819 0.946253 0.251489 3.614445 1.65
69.95 2.243488 0.547848 -0.558518 19.632727 0.276803 -0.98616 0.281754 0.118343 -
0.988445 42.953425
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
left_child=9 13 3 4 14 -5 7 -7 -4 17 11 19 -8 16 -3 -16 -2 20 -6 -11 21 22 -1 -24 -
23 -26 27 -22
right_child=1 2 8 5 18 6 12 -9 -10 10 -12 -13 -14 -15 15 -17 -18 -19 -20 -21 26 24
23 -25 25 -27 -28 -29
leaf_value=-0.059338 0.001372 -0.057803 -0.029206 -0.063871 0.087832 0.070855 -
0.07019 -0.010724 0.063015 -0.066215 0.099526 0.089263 -0.012774 -0.040151 -
0.056486 0.053906 0.083742 -0.069893 -0.020168 0.029654 0.052087 -0.042224 -
0.014503 0.043 0.044733 -0.014633 -0.003745 -0.032581
leaf_weight=1.497679 2.672701 3.784905 2.609726 11.743215 3.55905 4.32116 8.602476
7.065321 4.457664 2.655035 3.258686 1.934427 7.281046 1.766694 2.074808 3.794174
4.326941 2.096673 1.177359 1.652159 11.186684 7.863397 4.344352 25.684941 4.976081
8.338405 183.026423 5.869597
leaf_count=969 243 194 131 293 429 470 463 300 392 145 1097 560 419 82 91 252 444
120 37 160 1201 252 530 3278 194 265 16405 880
internal_value=0.0 -0.008104 -0.014236 -0.02 0.010747 -0.03137 -0.017167 0.02044
0.02885 0.002465 0.040151 0.007989 -0.044166 0.033775 -0.014045 0.014412 0.052877
0.001042 0.060856 -0.029307 0.00166 0.013517 0.029964 0.034622 -0.010934 0.007614 -
0.001462 0.02286
internal_weight=0.0 69.2372 60.4709 53.4035 14.3903 39.0132 27.27 11.3865 7.06739
264.385 9.50031 6.24162 15.8835 8.76634 9.65389 5.86898 6.99964 254.884 4.73641
4.30719 252.788 52.7049 31.527 30.0293 21.1779 13.3145 200.083 17.0563
internal_count=30296 4240 3471 2948 1003 1945 1652 770 523 26056 1962 865 882 769
537 343 687 24094 466 305 23974 5488 4777 3808 711 459 18486 2081
shrinkage=0.1
Tree=206
num_leaves=29
num_cat=0
split_feature=183 101 89 180 51 101 24 76 51 154 103 142 171 64 12 154 89 194 10
154 84 91 80 57 123 106 32 119
split_gain=0.597045 0.908862 0.740744 1.19922 2.2453 1.89888 1.18598 1.91635
1.69921 2.26978 1.79861 1.24674 1.19936 1.12489 1.03988 2.01842 2.11801 1.33004
2.57528 1.27819 0.688296 0.626023 0.625903 0.590284 0.574779 0.561276 0.551951
0.25052
threshold=0.991621 -30.514793 55.983149 10.5586 6.360253 -1.039872 62.265661 -
24.882311 5.368603 156.875228 -4.380363 -1.306584 0.452062 9.701438 0.85 195.310154
33.109633 -0.863465 2.5 54.975417 0.612918 0.132045 0.075801 0.798478 0.111372
0.591785 0.354077 0.162346
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
left_child=2 -2 6 4 -4 -6 7 21 9 11 -10 -8 -12 25 15 16 -9 18 -16 -19 23 -1 -13 24
-3 -5 -15 -26
right_child=1 20 3 13 5 -7 8 14 10 -11 12 22 -14 26 17 -17 -18 19 -20 -21 -22 -23 -
24 -25 27 -27 -28 -29
leaf_value=0.005343 -0.039644 -0.030118 0.093367 0.001453 -0.064409 0.092319 -
0.063044 -0.009179 -0.075456 -0.040291 0.063578 0.0 -0.046241 -0.007284 0.079928
0.073313 0.016075 -0.01886 -0.006043 0.001251 0.082667 0.088941 0.092414 -0.038071
0.009948 -0.06432 0.095398 0.096155
leaf_weight=1.306713 1.53486 0.685722 4.509026 2.368441 2.296296 1.0526 0.710163
67.127297 8.145334 5.13218 1.853928 0.928194 1.942538 0.843551 4.915868 4.161901
65.507176 72.498409 11.35781 55.764411 2.612051 3.10074 3.441603 1.26045 0.525772
2.677693 1.162286 1.244215
leaf_count=173 114 89 1663 131 202 330 24 6210 189 211 126 124 105 97 872 225 7024
6076 1690 1856 498 672 790 157 80 111 172 285
internal_value=0.0 0.027328 -0.000406 0.02129 0.047956 -0.01367 -0.001466 0.000261
-0.023708 0.006135 -0.049186 0.05316 0.007301 -0.008481 -0.00077 0.005473 0.003287
-0.006686 0.020147 -0.010112 0.044089 0.065028 0.073206 0.015344 0.043618 -0.033723
0.053164 0.072918
internal_weight=0.0 7.86307 322.804 14.9099 7.85792 3.3489 307.894 285.74 22.1539
10.2121 11.9418 5.07996 3.79647 7.05197 281.333 136.796 132.634 144.536 16.2737
128.263 6.32821 4.40745 4.3698 3.71616 2.45571 5.04613 2.00584 1.76999
internal_count=30296 1223 29073 2706 2195 532 26367 24798 1569 1149 420 938 231 511
23953 13459 13234 10494 2562 7932 1109 845 914 611 454 242 269 365
shrinkage=0.1
Tree=207
num_leaves=29
num_cat=0
split_feature=166 178 64 64 189 37 80 187 166 106 190 163 174 182 49 45 68 73 68 82
102 101 193 140 185 159 115 45
split_gain=0.580139 1.41535 2.50916 1.62277 1.54559 1.76482 1.38449 1.47072 1.52696
1.53132 1.37029 1.3075 1.27514 1.79651 1.21861 1.20027 1.19498 1.23332 1.10524
1.09112 1.07216 1.05328 1.04787 0.95173 0.93743 1.55447 1.57051 1.50475
threshold=0.001206 0.941196 6.774807 6.041684 -0.484503 0.713666 0.242531 -0.458108
0.002195 0.65437 -0.103974 0.317772 0.052376 0.403704 7.714513 0.641407 0.825865
0.281461 0.467389 0.79763 13.278838 -4.038797 -0.224512 -0.312246 -0.048034
0.151767 3.032837 0.222093
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=24 2 3 10 5 -4 22 19 11 -10 20 -9 13 15 18 -6 -14 -18 -12 -8 -2 -22 -3 -
15 -1 26 -26 -27
right_child=1 6 4 -5 12 -7 7 8 9 -11 14 -13 16 23 -16 -17 17 -19 -20 -21 21 -23 -24
-25 25 27 -28 -29
leaf_value=0.004909 0.100008 0.092387 -0.037849 -0.041253 0.020572 0.048842
0.051248 -0.003267 0.039218 -0.036964 -0.013286 -0.069434 0.074024 -0.045706 -
0.037903 -0.082188 0.074827 -0.023242 0.084619 -0.035493 -0.044851 0.046916
0.006142 0.063233 -0.027472 -0.02394 0.033845 0.008563
leaf_weight=94.282712 2.164351 1.917407 5.809825 9.413222 2.081691 3.809011
4.493089 4.285788 5.063504 5.317429 2.691791 10.145662 13.577093 0.85273 7.174661
2.303741 2.070157 3.05736 1.880114 2.029894 1.752384 3.789961 4.894354 5.65493
45.761313 18.716914 4.502868 58.587962
leaf_count=10454 216 209 489 452 138 388 355 224 327 237 223 323 1398 49 252 99 153
206 214 136 45 318 345 861 4126 1517 232 6310
internal_value=0.0 0.006342 0.014982 -0.00735 0.03143 -0.00326 -0.009045 -0.017958
-0.029072 9.6e-05 0.009106 -0.05001 0.042721 0.015198 -0.012303 -0.0337 0.058535
0.016721 0.027564 0.023955 0.041662 0.017432 0.03148 0.048346 -0.002641 -0.008231 -
0.021904 0.000659
internal_weight=0.0 106.23 68.083 28.8665 39.2165 9.61884 38.1471 31.3354 24.8124
10.3809 19.4533 14.4315 29.5977 10.8931 11.7466 4.38543 18.7046 5.12752 4.57191
6.52298 7.7067 5.54235 6.81176 6.50766 221.852 127.569 50.2642 77.3049
internal_count=30296 7657 5501 1720 3781 877 2156 1602 1111 564 1268 547 2904 1147
689 237 1757 359 437 491 579 363 554 910 22639 12185 4358 7827
shrinkage=0.1
Tree=208
num_leaves=29
num_cat=0
split_feature=61 31 26 66 109 129 191 85 91 45 102 1 165 58 31 88 47 50 141 175 160
49 55 58 137 87 143 134
split_gain=0.561699 1.45565 1.73558 1.44012 2.01524 1.41241 1.38617 1.37828 1.36499
1.34398 1.31056 1.32681 1.28457 1.1957 1.57107 1.50426 2.04878 1.454 1.43606
1.51172 1.36662 1.39726 1.37524 1.31685 1.28632 1.27919 1.19007 1.16824
threshold=0.560866 0.851084 0.28794 0.06342 0.402082 -0.849698 0.661 0.0 0.63473
0.804352 -13.758693 0.491933 0.277518 0.443938 0.571785 29.368047 0.154603 2.466161
0.004384 0.867348 0.495834 1.8313 0.896166 0.505858 0.883698 0.315926 0.702364
0.472937
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
left_child=1 7 5 4 6 -3 -2 9 -7 -1 11 -9 -6 14 15 16 -5 -16 -19 -20 21 22 -15 -23 -
17 -25 -4 -18
right_child=3 2 26 13 12 8 -8 10 -10 -11 -12 -13 -14 20 17 24 27 18 19 -21 -22 23 -
24 25 -26 -27 -28 -29
leaf_value=-0.051594 -0.030044 0.051851 0.06329 0.077749 0.012672 -0.045057
0.057673 0.053346 0.021128 0.023573 -0.0074 -0.033883 0.090521 0.069914 0.018817 -
0.052113 0.043747 -0.070798 0.000672 -0.062314 -0.003184 0.084844 -0.039097 -
0.025665 0.065296 0.022643 0.003218 -0.011471
leaf_weight=11.885179 5.989015 3.267688 9.02718 4.67959 3.363162 8.358964 2.468729
6.897485 4.840436 2.887243 117.622056 2.237023 5.997645 8.639628 6.072132 5.814881
5.260898 7.814355 12.037298 5.459525 38.842325 2.134651 1.260319 8.771036 1.02074
14.257587 5.251977 13.372876
leaf_count=763 599 252 992 357 608 617 304 2165 435 318 9378 277 782 1505 673 720
318 346 722 168 3626 217 222 848 231 1386 668 799
internal_value=0.0 -0.003651 0.016027 0.004668 0.031322 -0.006038 -0.003961 -
0.007942 -0.020714 -0.036767 -0.00455 0.031729 0.063066 0.001134 -0.009146 0.007118
0.019247 -0.024785 -0.035322 -0.019129 0.00971 0.024 0.055688 0.011332 -0.033786
0.004162 0.041438 0.004188
internal_weight=0.0 172.275 30.7462 153.256 17.8186 16.4671 8.45774 141.529 13.1994
14.7724 126.757 9.13451 9.36081 135.438 61.5323 30.149 23.3134 31.3833 25.3112
17.4968 73.9055 35.0632 9.89995 25.1633 6.83562 23.0286 14.2792 18.6338
internal_count=30296 15865 2964 14431 2293 1304 903 12901 1052 1081 11820 2442 1390
12138 4334 2425 1474 1909 1236 890 7804 4178 1727 2451 951 2234 1660 1117
shrinkage=0.1
Tree=209
num_leaves=25
num_cat=0
split_feature=154 141 179 150 167 154 23 186 54 88 167 102 141 116 179 113 181 71
113 179 49 194 39 147
split_gain=0.606814 1.77791 1.75087 1.334 0.972442 0.844096 1.79624 2.17137
0.971951 0.879158 2.06592 1.94939 1.8329 1.36744 2.31831 2.96662 2.55584 1.35287
2.65643 2.43748 0.804128 0.786246 0.773123 0.42844
threshold=329.237998 -0.01897 18.2071 0.139166 0.054782 195.310154 13.833142 -
0.352576 0.621523 -3.778027 0.00787 6.708085 0.075025 0.337657 0.0819 0.024506
1.701535 0.422542 0.218841 0.25415 7.865591 1.0 0.223799 0.528498
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
left_child=4 -2 3 -3 5 9 -7 -8 23 10 11 12 -1 14 15 -11 -16 18 -15 -19 -13 -6 -12 -
9
right_child=1 2 -4 -5 21 6 7 8 -10 13 22 20 -14 17 16 -17 -18 19 -20 -21 -22 -23 -
24 -25
leaf_value=-0.031651 -0.079457 -0.01716 -0.056484 0.094264 0.096071 0.082933 -
0.046105 0.10273 -0.011105 0.049069 0.090403 -0.039047 0.038042 -0.03714 0.052849 -
0.016082 0.007978 0.021097 0.000875 -0.013356 -0.099043 -0.038744 0.010631 0.034636
leaf_weight=10.376332 3.587907 1.829215 2.606535 2.384414 1.747789 3.731923 4.87297
2.042883 2.159579 8.275567 1.864235 6.047485 5.805948 30.242913 19.903456 42.303405
35.102118 42.138583 46.490944 39.852493 3.782321 0.496582 3.399296 1.999891
leaf_count=510 133 156 53 212 823 214 171 126 124 1927 113 232 438 1774 3764 6432
2461 5290 3136 1717 74 73 224 119
internal_value=0.0 -0.023379 0.006591 0.046257 0.001062 0.000574 0.023802 0.003263
0.042349 -0.000592 -0.016424 -0.028018 -0.006499 0.001282 0.0101 -0.00533 0.024296
-0.004579 -0.014118 0.00434 -0.062941 0.065375 0.040153 0.070821
internal_weight=0.0 10.4081 6.82016 4.21363 312.637 310.392 14.8072 11.0753 6.20235
295.585 31.2756 26.0121 16.1823 264.309 105.585 50.579 55.0056 158.725 76.7339
81.9911 9.82981 2.24437 5.26353 4.04277
internal_count=30296 554 421 368 29742 28846 754 540 369 28092 1591 1254 948 26501
14584 8359 6225 11917 4910 7007 306 896 337 245
shrinkage=0.1
Tree=210
num_leaves=29
num_cat=0
split_feature=101 102 24 115 154 134 129 89 119 169 195 62 132 18 75 74 158 111 82
23 114 89 53 84 183 128 189 59
split_gain=0.587694 3.24966 2.01705 1.86027 2.62921 1.68515 1.5697 1.87803 2.03079
1.69055 1.49448 1.49326 1.46269 1.8055 1.72331 1.67587 1.536 1.47671 1.42197
1.40133 1.56309 2.60394 1.6189 1.59287 1.82291 1.39192 1.35811 1.45847
threshold=-13.231006 6.708085 54.934085 2.923237 101.346164 0.334329 -0.746732
44.438134 0.534825 0.879283 0.977016 9.611419 0.737403 0.486853 -25.832012 0.560387
0.811796 0.591422 0.701277 35.595642 1.518115 41.977444 0.112446 0.852038 -0.263573
-0.47082 -0.597673 0.415285
decision_type=2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 10 5 4 -4 -3 7 8 9 -1 -2 18 19 15 -15 -14 -16 -17 25 20 23 22 -22 -8 -
25 -7 -21 -28
right_child=1 2 3 -5 -6 11 12 -9 -10 -11 -12 -13 13 14 16 17 -18 -19 -20 26 21 -23
-24 24 -26 -27 27 -29
leaf_value=0.05838 0.061103 -0.020658 0.051964 0.100441 -0.021621 0.005586 0.001373
-0.060366 -0.042259 -0.022141 -0.005413 0.081247 0.043185 0.064627 -0.055718 -
0.045282 0.021344 0.039922 0.024924 0.09859 0.026941 0.061662 -0.062132 -0.019816
0.075696 -0.02688 -0.012409 0.046938
leaf_weight=5.829995 13.447864 45.936538 9.728674 2.918691 9.505783 33.941565
47.168096 9.849551 8.642114 4.566146 4.438902 2.307407 7.543646 1.502834 16.330537
6.646417 2.995605 2.820756 18.561082 2.53307 2.447572 2.668881 10.574719 2.809312
6.433734 21.456691 7.333426 9.258489
leaf_count=265 4455 3399 2062 251 592 2996 2631 259 266 101 613 561 829 144 1327
457 389 413 1866 624 114 76 526 173 415 1517 1132 1843
internal_value=0.0 0.004488 -0.000496 0.027194 0.015603 -0.005543 -0.004079 -
0.025112 -0.006613 0.02301 0.044583 0.003559 0.000634 -0.015863 -0.035552 0.008234
-0.043667 -0.019631 0.001023 0.007499 0.001085 -0.026723 -0.045228 0.008872
0.046623 -0.00699 0.031498 0.020708
internal_weight=0.0 162.243 144.356 22.1531 19.2345 122.203 157.955 28.8878 19.0383
10.3961 17.8868 76.2667 129.067 37.8398 20.829 17.0108 19.3261 9.46717 73.9593
91.2273 72.1023 15.6912 13.0223 56.4111 9.24305 55.3983 19.125 16.5919
internal_count=30296 18312 13244 2905 2654 10339 11984 891 632 366 5068 6940 11093
3559 1860 1699 1716 870 6379 7534 3935 716 640 3219 588 4513 3599 2975
shrinkage=0.1
Tree=211
num_leaves=29
num_cat=0
split_feature=153 163 179 29 60 138 153 186 137 124 160 99 158 132 180 142 127 127
62 66 140 180 6 57 128 147 72 4
split_gain=0.581199 1.9985 1.3611 1.0196 0.819496 0.747975 0.745511 0.649859
0.942929 1.87855 1.99714 1.04932 1.53772 1.04904 1.19416 0.986712 1.20985 2.19608
1.48704 2.10315 1.39071 1.22485 0.788187 1.1552 1.13226 0.898595 0.906538 0.898449
threshold=1.651853 0.559565 0.19675 0.270468 0.420616 0.984378 0.089328 -0.751643
0.880085 0.554038 0.888747 0.726043 0.014064 0.004068 40.57355 -1.290506 -0.312354
-0.280362 9.021711 0.337074 -0.057032 0.011047 0.26748 0.059903 -0.512519 0.549265
0.200891 0.139943
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
left_child=1 5 3 -3 -5 -1 -4 22 15 10 11 12 -10 -11 -15 -9 18 -18 21 -20 -19 -17 23
-2 -24 -25 -27 -28
right_child=7 2 6 4 -6 -7 -8 8 9 13 -12 -13 -14 14 -16 16 17 20 19 -21 -22 -23 24
25 -26 26 27 -29
leaf_value=0.09598 0.042935 0.041805 -0.063588 0.031201 -0.069716 -0.016616
0.085107 -0.037676 -0.069561 -0.013567 0.073103 -0.046201 0.019696 0.064312 -
0.012239 0.023834 0.083429 0.032285 0.020997 -0.050378 -0.004706 -0.004137 -
0.020952 -0.038406 0.039136 -0.050135 0.0267 -0.036834
leaf_weight=3.454502 2.69916 1.466098 0.329964 0.922524 4.092922 0.657536 1.851915
7.075926 2.307096 2.928949 2.841109 6.960585 9.810807 11.9035 2.392624 17.866399
4.046967 14.944685 5.728947 14.138039 31.191687 122.017792 5.918794 18.701257
6.45129 3.302505 7.895445 2.989384
leaf_count=8647 137 1422 192 1188 1692 1153 1134 210 81 159 188 300 568 851 155
1027 261 1055 214 396 2144 5256 226 777 319 129 322 93
internal_value=0.0 0.02109 -0.006165 -0.029298 -0.050692 0.077713 0.060461 -
0.000608 0.001389 0.015658 -0.003724 -0.015517 0.002217 0.040285 0.051419 -0.001185
5.5e-05 0.013591 -0.004195 -0.029732 0.007289 -0.000543 -0.011283 -0.018842
0.010343 -0.024052 -0.004922 0.008982
internal_weight=0.0 12.7755 8.66342 6.48154 5.01545 4.11204 2.18188 304.113 256.155
39.1447 21.9196 19.0785 12.1179 17.2251 14.2961 217.01 209.935 50.1833 159.751
19.867 46.1364 139.884 47.9578 35.5878 12.3701 32.8886 14.1873 10.8848
internal_count=30296 15428 5628 4302 2880 9800 1326 14868 12865 2302 1137 949 649
1165 1006 10563 10353 3460 6893 610 3199 6283 2003 1458 545 1321 544 415
shrinkage=0.1
Tree=212
num_leaves=17
num_cat=0
split_feature=154 141 88 167 168 90 153 154 146 114 103 116 182 102 181 16
split_gain=0.563651 1.49997 1.53627 0.848867 0.783407 0.772339 1.65979 0.925048
0.865706 0.830105 1.53639 1.35022 0.769512 0.698381 0.623842 0.30582
threshold=329.237998 -0.01897 6.453121 0.054782 0.037088 49.074496 2.166389
5.234988 0.047621 0.326218 24.723479 1.222564 0.997642 36.485652 164.067945
0.064301
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2
left_child=3 -2 -3 4 5 7 14 13 -8 10 -9 -11 -5 15 -7 -1
right_child=1 2 -4 12 -6 6 8 9 -10 11 -12 -13 -14 -15 -16 -17
leaf_value=-0.004909 -0.07568 0.079589 -0.025854 0.095382 -0.073557 0.06579 -
0.018107 0.002875 0.097144 -0.025454 0.066428 -0.000706 -0.044262 -0.078429 -
0.103969 0.098569
leaf_weight=0.303739 3.429017 1.873022 4.568899 1.598909 1.328716 0.206688 0.781369
165.906043 2.874696 28.566238 3.806746 96.081598 0.443067 0.229109 0.827708
1.694743
leaf_count=1220 133 203 218 796 32 2168 93 10607 640 1165 557 3642 100 56 17 8649
internal_value=0.0 -0.023144 0.005287 0.001029 0.000581 0.000934 0.040813 0.000287
0.072341 -0.000204 0.004342 -0.006402 0.06392 0.063226 -0.06642 0.082719
internal_weight=0.0 9.87094 6.44192 304.649 302.607 301.279 4.69046 296.588 3.65606
294.361 169.713 124.648 2.04198 2.22759 1.0344 1.99848
internal_count=30296 554 421 29742 28846 28814 2918 25896 733 15971 11164 4807 896
9925 2185 9869
shrinkage=0.1
Tree=213
num_leaves=29
num_cat=0
split_feature=115 109 168 167 75 115 115 63 86 118 182 152 87 165 191 92 27 153 34
167 63 63 181 142 88 141 187 156
split_gain=0.572146 1.16196 0.935963 1.24184 0.931511 0.886106 1.99029 1.95825
1.74528 1.77181 1.68079 1.58789 1.12286 1.65549 1.10443 0.985468 0.959364 0.909137
1.48439 1.7509 1.02523 2.48432 2.11484 1.53112 2.25003 2.79188 1.71706 1.45988
threshold=-1.946346 0.33513 0.003762 0.002357 -3.428143 -0.281922 -0.647576
9.651457 0.804403 0.204318 -0.102564 0.266201 0.978542 0.405347 0.526327 0.923133
0.8219 1.698298 0.623256 0.001985 9.417592 9.315085 41.528165 -0.033573 14.053522 -
0.024793 0.736798 0.99554
decision_type=2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -3 -4 6 7 8 10 -10 -2 -12 13 -9 -15 -8 -11 18 19 -7 21 22 -19 24
25 -22 -26 -25
right_child=5 2 4 -5 -6 17 15 12 9 16 11 -13 -14 14 -16 -17 -18 20 -20 -21 23 -23 -
24 27 26 -27 -28 -29
leaf_value=0.023781 0.072532 0.017895 0.093688 -0.068665 -0.04103 -0.04078 0.085357
0.071404 -0.07466 0.047899 0.069826 -0.017285 -0.077997 -0.047716 0.039668 -
0.017601 -0.053979 -0.00593 0.08389 0.063981 -0.052632 -0.06781 0.078791 -0.00595
0.094322 0.061346 -0.001124 0.041675
leaf_weight=4.534739 8.124259 2.085002 0.941108 7.105993 0.932704 3.898355 5.010374
1.960406 3.111236 3.476476 2.976534 6.480396 3.016501 6.537653 1.761421 1.080435
1.156298 154.134668 3.1739 2.569025 4.930711 6.327976 2.913043 55.076894 6.51639
3.666319 2.599117 7.196447
leaf_count=865 2158 1226 200 352 144 3434 1346 673 329 601 558 624 240 437 195 195
170 6239 3647 2296 179 177 182 2499 366 198 123 643
internal_value=0.0 -0.018365 -0.0358 -0.048913 0.027194 0.001227 0.014195 0.005711
0.022021 -0.017286 0.039404 0.010402 -0.025249 -0.00908 -0.028798 0.066905 0.02167
-0.001063 0.028902 0.000952 -0.002265 -0.006809 -0.004306 0.006999 0.032862 -
0.003752 0.067228 -0.000375
internal_weight=0.0 15.5995 11.0648 9.191 1.87381 297.695 44.692 38.6012 25.3252
7.74401 17.5812 9.45693 13.276 10.2595 8.29907 6.09081 4.63277 253.003 9.64128
6.46738 243.362 163.376 157.048 79.9859 17.7125 8.59703 9.11551 62.2733
internal_count=30296 2787 1922 1578 344 27509 7526 5985 4440 1100 3340 1182 1545
1305 632 1541 771 19983 9377 5730 10606 6598 6421 4008 866 377 489 3142
shrinkage=0.1
Tree=214
num_leaves=29
num_cat=0
split_feature=105 68 183 13 47 39 89 95 179 22 71 168 97 82 81 143 170 111 187 163
60 88 129 66 149 66 151 111
split_gain=0.551097 1.3776 1.13604 1.5115 1.47869 1.29311 1.18485 0.980004 1.79766
1.82854 1.45982 1.13845 1.01918 1.00175 0.980414 0.94705 0.925623 0.921139 0.896701
0.928715 1.29696 0.896003 0.879539 0.85957 1.88133 1.52871 1.77849 1.74592
threshold=0.137192 0.92104 0.68781 0.933353 0.222945 0.999982 55.557472 0.886982
2.7159 0.893214 0.680762 0.001831 0.760675 0.260506 0.199432 0.558629 0.001017
0.591422 0.878835 0.948233 0.32835 14.470559 -0.246647 0.010057 0.575338 0.415733
0.687567 0.119844
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
left_child=1 2 3 4 5 16 15 18 9 11 14 12 13 -9 -11 -6 -1 -7 23 20 22 -5 -20 24 -2
27 -27 -25
right_child=7 -3 -4 21 6 17 -8 8 -10 10 -12 -13 -14 -15 -16 -17 -18 -19 19 -21 -22
-23 -24 25 -26 26 -28 -29
leaf_value=-0.000966 0.047946 0.043876 0.033555 0.003836 -0.038368 -0.07401
0.061076 0.066503 -0.031507 -0.04236 -0.071003 0.059711 0.072603 -0.026091 0.062638
-0.003321 0.079556 0.036063 0.032817 -0.035692 0.062683 0.056112 -0.049704 0.008533
-0.023453 -0.010874 0.015502 -0.0318
leaf_weight=2.19337 8.252942 9.136341 10.012011 7.698436 20.726888 1.760256
1.575484 1.389336 6.980509 1.35864 3.008157 11.885177 2.037698 5.444652 2.208694
12.403968 3.835777 1.202251 2.683025 2.370261 6.115385 5.71236 2.323014 14.131918
6.518358 75.171994 38.609577 43.545727
leaf_count=591 858 1228 1564 474 1811 138 409 257 285 142 199 1034 324 691 248 1739
501 264 347 208 969 1152 208 1061 588 6432 3235 3339
internal_value=0.0 0.007635 0.002632 -0.002812 -0.011846 0.024064 -0.021223 -
0.002148 0.013433 0.02502 -0.020605 0.039558 0.012096 -0.006473 0.022256 -0.025328
0.050476 -0.02919 -0.004836 0.019954 0.032113 0.026418 -0.005437 -0.006647 0.016404
-0.008648 -0.001908 -0.021898
internal_weight=0.0 76.2571 67.1208 57.1088 43.698 8.99165 34.7063 234.035 34.3129
27.3324 6.57549 20.7569 8.87169 6.83399 3.56733 33.1309 6.02915 2.96251 199.722
13.4917 11.1214 13.4108 5.00604 186.231 14.7713 171.459 113.782 57.6776
internal_count=30296 9871 8643 7079 5453 1494 3959 20425 3180 2895 589 2306 1272
948 390 3550 1092 402 17245 1732 1524 1626 555 15513 1446 14067 9667 4400
shrinkage=0.1
Tree=215
num_leaves=29
num_cat=0
split_feature=102 117 141 12 77 76 25 90 103 64 62 166 52 187 24 166 62 166 77 114
64 127 115 114 75 49 172 102
split_gain=0.591597 1.34195 1.78057 1.10599 2.00656 1.56778 1.52512 2.48404 1.28483
1.41254 1.14407 1.08399 1.15405 0.984997 1.36293 0.995111 1.42734 0.837176 1.52371
2.06692 1.63607 2.54951 1.54263 1.61968 1.63277 1.28698 1.8287 1.16456
threshold=30.705809 0.523496 0.057514 72.75 -7.902877 11.08384 35.836791 38.757035
10.376009 7.744618 7.90681 0.001665 0.455378 -0.257605 54.285304 0.00072 8.959018
0.001298 6.038984 -1.666962 7.744618 -1.028233 -1.946346 -3.090008 9.448581
8.070796 0.677068 25.259465
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
left_child=3 2 11 17 -5 6 8 -8 9 -6 -9 12 -2 14 -3 16 -15 27 19 20 21 -19 -20 -24 -
25 26 -21 -1
right_child=1 13 -4 4 5 -7 7 10 -10 -11 -12 -13 -14 15 -16 -17 -18 18 22 25 -22 -23
23 24 -26 -27 -28 -29
leaf_value=-0.001218 -0.06062 -0.055983 0.069707 0.099499 -0.069752 0.087989
0.101668 0.058832 -0.06992 0.089829 -0.113831 0.044474 0.039539 0.09121 0.045113 -
0.064968 -0.052876 0.061459 -0.045793 -0.025378 0.086529 -0.032277 -0.064477
0.069102 0.014677 -0.069575 0.032475 -0.032569
leaf_weight=180.286066 4.515503 2.172333 3.62121 3.023173 0.852365 2.014158
2.467656 0.503553 4.091933 1.258273 1.036034 2.229934 1.44869 1.05125 3.155465
8.562901 1.638291 5.163552 2.435259 18.807039 3.587653 6.384185 1.406632 11.534984
10.729771 3.923108 7.587949 12.602215
leaf_count=19366 376 133 344 959 130 225 343 237 185 255 214 161 216 126 291 288
211 360 160 1542 496 381 47 1099 785 99 729 538
internal_value=0.0 -0.013472 0.012155 0.001655 0.027763 0.009328 -0.006701 0.040703
-0.037665 0.02461 -0.056476 -0.013609 -0.035864 -0.031774 0.003423 -0.048443
0.004125 0.000136 0.009371 -0.001671 0.02838 0.009682 0.028583 0.03643 0.043092 -
0.016753 -0.008647 -0.003287
internal_weight=0.0 28.3956 11.8153 279.696 15.2471 12.224 10.2098 4.00724 6.20257
2.11064 1.53959 8.19413 5.96419 16.5802 5.3278 11.2524 2.68954 264.448 71.5601
45.4535 15.1354 11.5477 26.1066 23.6714 22.2648 30.3181 26.395 192.888
internal_count=30296 2146 1097 28150 2548 1589 1364 794 570 385 451 753 592 1049
424 625 337 25602 5698 3607 1237 741 2091 1931 1884 2370 2271 19904
shrinkage=0.1
Tree=216
num_leaves=28
num_cat=0
split_feature=64 51 23 128 90 37 32 188 190 108 89 116 104 54 70 181 194 141 75 141
12 108 163 86 51 24 157
split_gain=0.552402 0.758409 1.56728 1.09206 1.0371 2.05553 1.59876 1.08077 0.82233
1.4102 1.66978 1.63269 1.72941 1.51108 1.44209 1.43467 1.15835 1.23322 2.0436
2.02808 1.05805 1.05406 0.796833 0.590975 0.209403 0.113703 0.117959
threshold=0.0 9.527629 24.485607 -0.963279 14.981035 1.911074 0.448016 0.449539
0.018886 0.681401 37.390635 2.292219 0.008978 0.212021 0.181944 0.327635 -0.999007
0.12356 16.023027 0.111784 0.35 0.204445 0.100664 0.628785 1.320189 39.719244
0.051092
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
left_child=-1 3 -3 4 6 7 -2 22 16 10 13 12 -11 -10 -12 -13 20 19 -19 -18 21 -5 -6 -
9 -22 26 -4
right_child=1 2 25 8 5 -7 -8 23 9 11 14 15 -14 -15 -16 -17 17 18 -20 -21 24 -23 -24
-25 -26 -27 -28
leaf_value=-0.046599 0.06914 -0.005246 -0.029855 -0.065007 -0.005384 0.068969 -
0.029898 -0.04146 0.03961 -0.007601 0.074267 0.021212 0.039566 -0.004743 0.021989 -
0.063974 -0.007971 0.017258 -0.05019 -0.065031 0.01417 0.056576 -0.077762 0.072913
0.099715 0.099208 0.065215
leaf_weight=2.405477 2.619342 4.161523 0.146188 1.287425 1.917755 1.48925 3.993294
0.7366 9.384983 35.323752 6.609787 2.607944 9.865854 40.381003 26.248308 7.415981
85.651327 35.508965 5.047239 6.643071 0.406223 1.388163 8.348716 0.903171 2.11026
2.363711 0.19823
leaf_count=71 148 139 35 139 219 122 175 79 1244 3085 1157 312 1041 4698 4128 224
7034 3166 286 275 189 366 435 199 510 601 219
internal_value=0.0 0.000646 0.033277 -0.000118 -0.022627 -0.038559 0.009549 -
0.052525 0.001517 0.006982 0.015248 -0.00537 0.002728 0.003652 0.032715 -0.041698 -
0.003931 -0.005762 0.008742 -0.012151 0.041974 -0.001694 -0.064524 0.02134 0.087337
0.091186 0.024203
internal_weight=0.0 302.758 6.86965 295.888 20.0081 13.3955 6.61264 11.9062 275.88
137.838 82.6241 55.2135 45.1896 49.766 32.8581 10.0239 138.043 132.851 40.5562
92.2944 5.19207 2.67559 10.2665 1.63977 2.51648 2.70813 0.344418
internal_count=30296 30225 994 29231 1377 1054 323 932 27854 15889 11227 4662 4126
5942 5285 536 11965 10761 3452 7309 1204 505 654 278 699 855 254
shrinkage=0.1
Tree=217
num_leaves=29
num_cat=0
split_feature=153 102 77 166 147 30 153 58 84 43 102 188 62 167 166 101 12 62 24
180 161 62 28 103 115 88 115 37
split_gain=0.519798 2.11429 1.30713 1.11638 1.33038 1.33862 1.32184 1.21718 1.19794
1.4112 1.18694 0.943757 0.942728 1.74344 1.49604 1.9486 2.35438 2.3992 2.06481
2.01602 1.84541 1.611 1.40448 1.65532 1.50501 1.39489 1.63794 1.3166
threshold=8.731129 -16.467312 -32.277685 0.002154 0.65129 0.861976 6.703009
0.356701 0.640595 0.622308 1.002026 0.149329 7.210191 0.006396 0.000304 -14.504838
2.85 4.551737 62.265661 22.3676 0.159146 2.719643 0.665235 -17.682305 -1.158142 0.0
0.329392 0.849945
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
left_child=1 -1 -3 4 8 7 -7 -6 9 -4 -10 -5 14 -14 20 18 17 21 25 27 -2 -17 23 -15 -
25 -16 -27 -18
right_child=12 2 3 11 5 6 -8 -9 10 -11 -12 -13 13 22 15 16 19 -19 -20 -21 -22 -23 -
24 24 -26 26 -28 -29
leaf_value=0.097287 0.082036 0.093542 -0.033333 0.067268 0.000375 -0.051164
0.057158 0.053886 0.050147 0.004747 -0.003517 0.001916 -0.001953 -0.056687 0.025075
0.043232 -0.050895 0.067254 -0.088155 0.049924 -0.002605 -0.044259 0.072436 -
0.03706 0.053139 0.015652 -0.048325 -0.008061
leaf_weight=2.396774 3.576445 1.508892 25.388503 4.545238 7.127017 4.208942
1.435689 10.620972 5.463955 15.630671 15.814197 4.309609 91.942678 2.613088
5.015872 3.462738 12.645106 8.032703 5.694872 3.800193 8.558224 5.063275 5.734413
2.352683 7.561186 5.189538 16.517814 16.720796
leaf_count=4095 206 662 4300 1189 1293 689 61 2368 1484 2730 2718 839 3503 130 153
220 368 440 148 188 376 188 345 116 433 183 306 565
internal_value=0.0 0.006218 0.003845 0.002313 -0.001181 0.019092 -0.022937 0.032576
-0.00883 -0.018814 0.010358 0.035936 -0.002622 0.003649 -0.009962 -0.014815 -
0.002338 0.028337 -0.033857 -0.017725 0.022659 -0.008504 0.031795 0.012713 0.031471
-0.021984 -0.032973 -0.026646
internal_weight=0.0 98.4505 96.0537 94.5448 85.6899 23.3926 5.64463 17.748 62.2973
41.0192 21.2782 8.85485 204.482 110.204 94.2776 82.1429 49.7248 16.5587 32.4181
33.1661 12.1347 8.52601 18.2614 12.527 9.91387 26.7232 21.7074 29.3659
internal_count=30296 22428 18333 17671 15643 4411 750 3661 11232 7030 4202 2028
7868 4527 3341 2759 1969 848 790 1121 582 408 1024 679 549 642 489 933
shrinkage=0.1
Tree=218
num_leaves=29
num_cat=0
split_feature=183 50 18 21 188 72 82 98 85 45 44 106 21 100 75 93 19 186 63 182 103
98 54 112 95 160 110 93
split_gain=0.508947 0.905137 0.877525 0.868198 0.816967 0.658303 1.10842 1.28211
1.23296 1.67779 1.05524 1.49297 0.953318 1.19712 1.21938 1.48836 2.24501 1.07889
1.03561 0.977228 1.34886 1.0889 1.08467 0.989101 2.18469 1.54116 1.43827 1.87333
threshold=-0.957509 6.046494 0.629526 0.244522 -0.453634 0.066867 0.58221 0.26015
0.792264 0.872622 0.674986 0.693979 0.113617 0.033554 6.589849 0.539746 0.212792 -
0.807761 9.623857 -0.899102 -27.357566 0.143038 0.643544 0.076688 0.712978 0.071613
0.401302 0.168949
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 -3 6 8 -8 10 -10 -2 -12 13 -7 15 16 -15 -17 -16 20 -14 -22 -23
24 25 -21 27 -25
right_child=5 3 -4 -5 -6 12 7 -9 9 -11 11 -13 19 14 18 17 -18 -19 -20 23 21 22 -24
26 -26 -27 -28 -29
leaf_value=0.07057 -0.030577 0.068275 -0.005742 -0.052973 -0.039388 -0.048541 -
0.007658 0.056683 0.075992 -0.042558 0.048551 -0.03737 -0.057684 0.049112 -0.057914
-0.039142 -0.035359 0.048496 0.02763 -0.022321 -0.02002 0.07038 0.010913 0.024055 -
0.023969 0.045628 0.002369 -0.025286
leaf_weight=4.368904 12.257108 1.738498 2.214038 2.444452 1.057354 8.845791
4.659188 8.858761 3.903734 1.620406 5.126756 3.20738 1.771638 4.059501 6.740328
1.604832 12.889595 8.214666 1.705667 4.052417 3.111494 7.244382 5.431453 9.037875
9.953974 17.193042 97.868891 48.683136
leaf_count=667 1018 315 323 244 79 675 475 1074 411 117 415 200 132 460 518 138
1116 986 319 456 295 809 620 953 912 1677 10980 3912
internal_value=0.0 0.020512 0.044988 -0.010244 0.027174 -0.000579 0.011369 0.034512
-0.000641 0.040875 -0.011966 0.015293 -0.002494 -0.01582 -0.007463 0.002979 -
0.014904 0.033825 -0.040386 0.000379 0.022877 0.032269 0.04525 -0.001739 0.014476
0.032571 -0.005005 -0.017514
internal_weight=0.0 11.8232 6.58294 5.2403 2.79585 288.042 39.6333 13.5179 26.1154
5.52414 20.5912 8.33414 248.409 44.0604 35.2146 26.7686 16.9491 9.8195 8.44599
204.348 17.559 15.7873 12.6758 186.789 31.1994 21.2455 155.59 57.721
internal_count=30296 1628 990 638 394 28668 3710 1549 2161 528 1633 615 24958 4212
3537 2700 1576 1124 837 20746 1856 1724 1429 18890 3045 2133 15845 4865
shrinkage=0.1
Tree=219
num_leaves=29
num_cat=0
split_feature=102 88 159 32 101 102 36 154 116 102 102 67 56 73 12 36 150 155 9 88
75 75 80 23 60 36 164 118
split_gain=0.535637 1.315 1.20768 1.56463 1.01124 1.67839 1.6087 1.04985 1.027
0.99969 1.01046 0.922373 0.804819 0.764829 0.756386 1.2937 0.738454 1.21933 1.06525
1.05194 0.838532 1.48735 1.40964 0.716137 0.611678 0.542231 0.269487 0.169436
threshold=30.705809 1.403949 0.571537 0.524192 12.351819 27.889021 -0.527823
140.35192 2.160115 28.880385 27.451953 0.855315 0.56833 0.558781 9.05 -0.353101
0.039467 13.578729 0.222576 20.056357 -10.362776 -11.807565 0.299438 25.612328
0.357924 -0.257909 0.655312 0.481744
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
left_child=4 13 11 12 9 7 -7 8 -6 10 16 14 -4 -2 15 -3 17 19 -19 -1 21 -18 -22 -10
-16 -17 -5 -8
right_child=1 2 3 26 5 6 27 -9 23 -11 -12 -13 -14 -15 24 25 20 18 -20 -21 22 -23 -
24 -25 -26 -27 -28 -29
leaf_value=-0.011604 0.079219 0.050798 -0.061282 0.089565 0.100719 -0.066021
0.01503 -0.030471 -0.065616 0.044839 -0.050553 0.024966 0.02974 -0.011966 -0.030895
-0.102005 -0.000261 -0.031438 0.007288 0.073814 0.02434 -0.041228 0.001132 0.065293
-0.086566 -0.021485 0.022509 0.095721
leaf_weight=2.862604 2.137767 1.82283 2.5168 1.880494 4.398706 2.565895 0.487619
1.009321 0.689519 4.86263 3.884996 2.035008 1.459188 1.496116 3.569959 1.234528
70.887966 23.207529 10.110207 2.732635 36.065917 10.049081 95.23912 0.809559
5.075546 2.602663 1.051252 0.763859
leaf_count=690 174 180 165 244 1985 153 121 52 40 179 132 225 174 125 147 35 5094
1137 532 2175 4612 539 10339 206 244 352 81 164
internal_value=0.0 -0.01319 -0.021991 0.012817 0.001587 0.031551 -0.021117 0.060733
0.076768 0.000336 -0.000523 -0.036769 -0.027656 0.041962 -0.045737 -0.016655
0.000263 -0.012379 -0.019662 0.030403 0.002591 -0.005402 0.007528 0.004003 -0.06427
-0.049438 0.067305 0.068297
internal_weight=0.0 26.8822 23.2483 6.90773 270.627 10.7245 3.81737 6.9071 5.89778
259.903 255.04 16.3405 3.97599 3.63388 14.3055 5.66002 251.155 38.913 33.3177
5.59524 212.242 80.937 131.305 1.49908 8.6455 3.83719 2.93175 1.25148
internal_count=30296 2146 1847 664 28150 2721 438 2283 2231 25429 25250 1183 339
299 958 567 25118 4534 1669 2865 20584 5633 14951 246 391 387 325 285
shrinkage=0.1
Tree=220
num_leaves=29
num_cat=0
split_feature=179 116 142 64 85 189 99 167 179 129 115 97 12 23 76 142 10 12 12 182
92 179 195 64 129 23 132 36
split_gain=0.509667 1.40809 1.29224 1.17222 1.11729 1.10201 1.18409 2.21064 1.61132
1.41268 1.35606 1.26549 1.15569 1.06757 1.71327 1.06541 2.1045 1.72143 1.31456
1.19252 1.15272 1.28268 1.03587 1.01792 1.2901 1.09022 0.887117 0.895567
threshold=0.58995 2.844465 -1.343189 0.870965 0.857379 0.833701 0.769894 0.000936
0.0819 -0.188864 0.762719 0.39208 0.65 23.164381 -7.107842 -0.000766 1.5 19.55
71.05 -0.899102 0.46961 1.3875 -0.983003 7.881174 -0.939906 19.971985 0.358711 -
0.55723
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 10 2 2 2 2 2
left_child=1 3 -2 -1 15 6 7 9 12 -5 -9 -10 -8 -6 -15 19 20 -18 -19 -4 -17 -22 -16
24 -21 -25 27 -7
right_child=2 -3 4 5 13 26 8 10 11 -11 -12 -13 -14 14 22 16 17 18 -20 23 21 -23 -24
25 -26 -27 -28 -29
leaf_value=0.095302 -0.072437 0.082748 0.047645 0.075286 -0.016657 0.063441 -
0.020035 0.015527 -0.027527 0.008571 -0.006798 0.028965 -0.075167 -0.03824 -
0.013422 -0.056164 0.070339 -0.027463 0.056682 0.015527 0.046391 -0.030221 0.074666
0.073047 -0.042301 0.002583 0.054946 -0.029599
leaf_weight=1.255347 2.729459 2.10885 5.200953 6.672642 5.193941 1.392106 23.147722
39.680898 5.956746 6.116629 86.052399 11.392219 4.526362 2.247249 1.585641
13.794199 3.597065 8.317819 2.28995 6.023795 2.647838 10.679281 7.015203 2.566302
10.340768 12.963747 6.65613 3.335295
leaf_count=661 50 623 269 3330 212 304 2666 5296 541 2729 5612 1213 629 164 96 474
516 536 336 263 196 399 570 147 413 536 1143 372
internal_value=0.0 0.003144 -0.005692 0.002244 -0.003684 0.001595 -0.000277
0.004296 -0.014356 0.043756 0.000244 0.009456 -0.02931 0.020268 0.038051 -0.008617
-0.019647 0.011424 -0.008861 0.003656 -0.035949 -0.0147 0.058314 -0.003592 -
0.020971 0.014657 0.031663 -0.001277
internal_weight=0.0 198.293 97.1932 196.184 94.4637 194.929 183.546 138.523 45.023
12.7893 125.733 17.349 27.6741 16.042 10.8481 78.4217 41.3262 14.2048 10.6078
37.0956 27.1213 13.3271 8.60084 31.8946 16.3646 15.53 11.3835 4.7274
internal_count=30296 25119 5177 24496 5127 23835 22016 16967 5049 6059 10908 1754
3295 1042 830 4085 2457 1388 872 1628 1069 595 666 1359 676 683 1819 676
shrinkage=0.1
Tree=221
num_leaves=29
num_cat=0
split_feature=73 73 79 153 178 74 128 139 113 188 60 174 150 15 105 74 113 88 109
113 146 7 183 113 195 93 174 159
split_gain=0.517906 1.17252 1.10652 0.813122 1.18281 0.832785 0.780396 1.06442
0.99177 0.964671 0.708893 0.708811 0.677422 0.646263 0.643504 1.21602 1.03488
1.26171 1.31299 1.02047 0.89037 0.76212 0.999558 0.759481 1.88451 1.90525 1.57445
1.3062
threshold=0.988769 0.909008 0.130069 7.209025 0.941196 0.354684 -0.445825 0.543324
0.729731 -0.813921 0.440882 0.912247 0.491655 0.602672 0.077864 0.795675 0.01564
14.288587 0.884216 0.945937 0.045416 0.045804 0.474191 0.040708 0.998977 0.356947
0.836257 0.29417
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 8 2 2 2
left_child=1 14 10 5 13 -3 7 12 -9 -8 -2 -11 -4 -5 15 16 -1 19 -19 -18 -17 22 -22
24 25 27 -26 -16
right_child=2 3 6 4 -6 -7 9 8 -10 11 -12 -13 -14 -15 23 20 17 18 -20 -21 21 -23 -24
-25 26 -27 -28 -29
leaf_value=-0.074401 -0.008343 -0.053974 0.065404 0.059784 -0.027558 0.081759
0.038895 -0.067535 0.023434 -0.05712 0.069092 0.01302 -0.008215 0.001794 0.007908
0.056343 0.038809 0.067503 -0.004403 -0.011756 -0.026366 -0.056029 0.071399 -
0.00622 0.056276 0.015222 -0.027051 -0.045769
leaf_weight=0.996829 2.225821 0.441005 2.669075 4.805562 4.293149 3.615431 1.378273
3.048996 1.854455 10.016547 2.334202 1.613915 2.204388 3.246616 7.036649 1.365823
6.221402 9.439674 3.405073 10.731498 3.920709 4.719217 1.324856 148.417389
11.029976 25.436437 2.76848 12.364591
leaf_count=58 257 134 319 309 185 1414 333 197 308 1089 368 169 182 189 606 379 374
2150 473 842 792 356 314 12729 2484 2324 173 789
internal_value=0.0 0.001592 -0.012838 0.027416 0.014303 0.06586 -0.021874 -0.000365
-0.033082 -0.037832 0.031598 -0.047257 0.03231 0.03683 -0.000112 0.011136 0.021444
0.024905 0.048448 0.006835 -0.016721 -0.02727 -0.000661 -0.00241 0.007209 -0.00273
0.039403 -0.026291
internal_weight=0.0 265.58 27.3457 16.4018 12.3453 4.05644 22.7857 9.77692 4.90345
13.0087 4.56002 11.6305 4.87346 8.05218 249.179 42.1251 30.7945 29.7976 12.8447
16.9529 11.3306 9.96478 5.24557 207.054 58.6361 44.8377 13.7985 19.4012
internal_count=30296 27074 3222 2231 683 1548 2597 1006 505 1591 625 1258 501 498
24843 5738 3897 3839 2623 1216 1841 1462 1106 19105 6376 3719 2657 1395
shrinkage=0.1
Tree=222
num_leaves=29
num_cat=0
split_feature=102 153 1 157 121 101 102 76 24 101 102 24 187 136 167 171 49 187 162
101 102 84 163 195 143 24 168 115
split_gain=0.503476 1.78991 1.92903 1.98321 1.1984 0.785697 2.10451 1.65244 1.39869
1.50881 1.33637 1.23198 1.2274 1.2171 1.17481 1.16232 1.65572 1.0601 0.950607
0.940713 2.23803 1.77023 1.66204 1.6092 1.60035 1.58331 1.4073 1.39654
threshold=-16.467312 8.895596 0.515207 0.391305 0.478051 -24.669189 -8.717146 -
11.781446 46.539539 -28.387427 -8.717146 38.986158 0.406418 0.436894 0.001442
0.00831 2.161018 0.858395 0.016775 -13.973659 10.648817 0.951212 0.013832 0.996802
0.034659 54.934085 0.001372 2.923237
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 10 2 2 2 2
left_child=1 -1 3 -3 -5 7 12 -2 9 13 14 -11 15 -9 -10 18 -17 -12 -7 22 21 -21 -8 26
-25 -22 -24 -27
right_child=5 2 -4 4 -6 6 19 8 10 11 17 -13 -14 -15 -16 16 -18 -19 -20 20 25 -23 23
24 -26 27 -28 -29
leaf_value=0.097072 0.059842 0.070908 -0.067197 -0.04384 0.040467 -0.034084
0.044945 0.092576 0.001274 0.020063 0.004693 -0.067578 0.100035 0.008003 -0.057819
0.075942 -0.053738 -0.058859 0.089978 0.039192 -0.007005 -0.029203 -0.050903
0.079072 -0.010466 0.014295 -0.012178 0.098544
leaf_weight=2.305499 2.951882 4.797914 2.955837 4.360018 2.619227 0.711708 4.752572
2.857634 4.297671 3.126647 14.943243 3.106134 2.862841 4.155673 14.702841 1.37249
2.916443 3.086154 2.890066 24.559908 103.560309 4.382077 13.262738 3.161062
5.077457 16.701263 32.31419 2.159607
leaf_count=4109 128 311 113 164 172 228 219 127 191 170 600 106 1163 194 421 343
222 91 1144 6242 8403 812 530 150 158 2420 1133 232
internal_value=0.0 0.01687 0.003727 0.022003 -0.011915 -0.000801 0.001825 -0.011699
-0.016023 0.011743 -0.025992 -0.023758 0.044786 0.043368 -0.044445 0.02369 -
0.011255 -0.006355 0.064899 -0.000388 0.00377 0.028736 -0.011145 -0.016187 0.024222
-0.002138 -0.023552 0.024426
internal_weight=0.0 17.0385 14.733 11.7772 6.97925 273.913 220.685 53.2279 50.276
13.2461 37.0299 6.23278 10.7535 7.01331 19.0005 7.89071 4.28893 18.0294 3.60177
209.931 151.363 28.942 58.568 53.8154 8.23852 122.421 45.5769 18.8609
internal_count=30296 4869 760 647 336 25427 23399 2028 1900 597 1303 276 3100 321
612 1937 565 691 1372 20299 18109 7054 2190 1971 308 11055 1663 2652
shrinkage=0.1
Tree=223
num_leaves=29
num_cat=0
split_feature=115 128 128 186 64 12 75 75 77 61 54 98 115 105 159 137 17 170 81 53
141 177 12 115 110 157 36 55
split_gain=0.510296 0.986772 0.818012 0.569335 0.554945 0.58373 0.548714 1.36356
1.44815 1.29367 1.84979 1.49212 1.23125 1.4501 1.38234 1.20572 1.4568 1.19656
1.18213 1.2761 1.26989 1.12292 1.098 1.45508 1.08781 1.65303 1.23076 1.07413
threshold=-2.42354 -0.124145 -0.465594 0.999979 9.440836 0.95 -2.556476 -5.136794
3.01086 0.420374 0.319151 0.927399 0.901489 0.796199 0.109554 0.505499 0.343899
0.003263 0.727584 0.804838 0.201769 0.504605 81.65 -1.691062 0.153024 0.109321 -
1.367897 0.765981
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
left_child=1 2 3 -1 -4 -6 7 22 21 10 15 18 13 14 -12 -8 -17 -10 19 20 -11 -9 -2 -24
25 -14 -26 -13
right_child=6 -3 4 -5 5 -7 9 8 17 11 12 27 24 -15 -16 16 -18 -19 -20 -21 -22 -23 23
-25 26 -27 -28 -29
leaf_value=0.061194 -0.001184 0.08845 -0.090959 -0.074593 0.080707 -0.081591
0.078948 -0.017104 0.070648 -0.001111 -0.05687 -0.033966 -0.041848 0.065604
0.022941 0.093063 -0.034361 -0.019319 0.048578 0.051499 0.065029 -0.087921 -
0.035053 0.091431 0.015439 0.05581 -0.04232 0.066674
leaf_weight=0.932558 145.774607 0.531679 2.696427 0.351541 0.394262 0.31794
3.792386 4.175682 1.830794 29.709308 3.482673 8.090198 3.049441 3.659041 5.425281
1.161901 3.077873 6.326341 12.95946 7.253111 3.123834 5.009481 1.265003 2.742111
4.358344 3.772419 21.693437 1.127407
leaf_count=451 11370 355 238 19 310 84 637 954 171 3436 553 815 167 790 1384 226
431 325 2155 1093 621 471 106 543 327 324 1672 268
internal_value=0.0 -0.030447 -0.045577 0.02069 -0.070782 0.005705 0.00083 -0.00283
-0.029301 0.006123 -0.005264 0.015916 -0.013118 0.013375 -0.008381 0.038673
0.001478 0.001272 0.022379 0.013789 0.005304 -0.056335 0.000242 0.051308 -0.023292
0.012002 -0.032591 -0.021003
internal_weight=0.0 5.22441 4.69273 1.2841 3.40863 0.712202 282.86 167.124 17.3423
115.736 53.4728 62.2633 45.4406 12.567 8.90795 8.03216 4.23977 8.15714 53.0457
40.0863 32.8331 9.18516 149.782 4.00711 32.8736 6.82186 26.0518 9.21761
internal_count=30296 1457 1102 470 632 394 28839 13940 1921 14899 6511 8388 5217
2727 1937 1294 657 496 7305 5150 4057 1425 12019 649 2490 491 1999 1083
shrinkage=0.1
Tree=224
num_leaves=29
num_cat=0
split_feature=139 153 152 183 55 63 115 142 40 83 36 79 65 142 103 16 173 95 40 195
67 190 56 182 138 92 167 110
split_gain=0.487582 1.14968 1.14785 1.49783 1.3209 1.13094 1.00945 0.995638 1.43407
1.08844 1.16803 1.02858 0.929442 0.897109 0.805913 0.80012 1.52827 2.20514 1.63979
1.46851 1.1665 1.16621 1.15197 1.14315 1.47855 1.31924 1.31875 1.82406
threshold=0.164438 1.698298 0.226443 -0.558518 0.308387 9.10576 1.808698 0.059523
0.190887 0.167083 -0.158279 0.32373 0.979679 -0.127696 -18.735045 0.459092 0.48334
0.643277 0.373859 -0.754491 0.935873 -0.86881 0.83837 -0.168605 0.459801 0.558366
0.003599 0.659418
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 8 2 2 2 2
left_child=1 -1 7 5 6 -4 -5 9 -9 -3 11 -11 14 -12 -6 23 17 20 22 21 -17 -19 -18 24
-2 -25 -27 -28
right_child=15 2 3 4 12 -7 -8 8 -10 10 13 -13 -14 -15 -16 16 18 19 -20 -21 -22 -23
-24 25 -26 26 27 -29
leaf_value=0.062129 -0.039888 0.039779 -0.008592 0.039727 0.001392 0.062969 -
0.02506 -0.03307 0.083325 0.022351 -0.016 -0.049839 0.007528 0.057021 -0.051685 -
0.030489 0.053794 0.063435 -0.002536 0.039739 0.015511 -0.026106 -0.004911 0.004394
0.011567 0.054789 -0.012056 0.059809
leaf_weight=2.269882 9.458241 4.911964 5.948764 4.445098 3.240308 3.384949 5.020197
1.445336 3.39018 2.489445 3.327452 8.379701 3.874553 3.215346 21.517739 41.03302
11.471687 1.634001 30.040876 10.946585 6.272752 9.148575 4.630553 41.670478
13.329584 13.628337 10.40905 5.225581
leaf_count=4746 563 283 348 291 182 278 174 87 300 193 172 317 202 234 789 4408
1196 302 2471 1008 673 1237 382 4794 1229 2031 832 574
internal_value=0.0 -0.006554 -0.008733 -0.018115 -0.026913 0.017581 0.005324
0.007613 0.048317 -0.001306 -0.013111 -0.033146 -0.037596 0.019985 -0.044709
0.002756 -0.002818 -0.012238 0.011245 0.014058 -0.024346 -0.012014 0.036903
0.009615 -0.009808 0.015877 0.032124 0.012089
internal_weight=0.0 76.8609 74.591 47.4316 38.0979 9.33371 9.46529 27.1594 4.83552
22.3239 17.4119 10.8691 28.6326 6.5428 24.758 208.899 115.178 69.0349 46.1431
21.7292 47.3058 10.7826 16.1022 93.7213 22.7878 70.9334 29.263 15.6346
internal_count=30296 8596 3850 2264 1638 626 465 1586 387 1199 916 510 1173 406 971
21700 11677 7628 4049 2547 5081 1539 1578 10023 1792 8231 3437 1406
shrinkage=0.1
Tree=225
num_leaves=29
num_cat=0
split_feature=115 116 189 166 168 167 148 179 181 54 77 26 90 37 138 23 100 188 85
138 188 155 75 146 102 85 146 106
split_gain=0.48854 1.24856 1.02162 1.01408 0.999545 1.35321 1.74717 0.938946
0.825813 0.733524 0.708362 0.648622 1.73235 1.13713 1.28285 1.1983 0.766418 1.11649
1.01511 0.943757 0.907443 1.53857 1.33462 0.605421 0.49123 0.391876 0.179827
0.083197
threshold=-1.946346 -1.989598 -0.165941 0.000768 0.003825 0.003652 0.511079 1.64435
1447.19307 0.731514 25.888118 0.0 42.997924 0.705867 0.735282 29.4061 0.206154 -
0.729503 0.202071 0.942153 0.598639 48.371257 -9.2197 0.495076 -21.091854 0.0
0.423316 0.07159
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
left_child=4 2 -2 -4 5 6 9 -6 11 10 24 12 13 15 -15 -3 17 18 -13 -19 21 -18 -22 -7
-1 -14 -8 -27
right_child=1 8 3 -5 7 23 26 -9 -10 -11 -12 16 25 14 -16 -17 20 19 -20 -21 22 -23 -
24 -25 -26 27 -28 -29
leaf_value=-0.050573 0.087291 0.024902 -0.035866 0.05686 0.095521 -0.022261
0.012029 -0.029462 0.076965 -0.083442 -0.073633 0.069658 -0.005142 -0.03801
0.041928 -0.026361 0.009274 -0.017935 -0.003465 0.022285 0.00031 -0.014585 0.042985
-0.087245 0.081048 0.026815 0.09229 0.098145
leaf_weight=0.30404 2.866584 10.330972 2.233375 2.298773 1.284119 2.547911 0.412016
0.989476 1.299197 1.635464 0.6429 3.226882 0.530916 21.543886 2.125092 8.012149
87.67119 46.044638 4.352202 6.575889 14.899089 38.953227 14.447938 3.656411
0.988156 0.328683 1.631096 1.616642
leaf_count=70 320 761 212 207 429 175 219 46 117 406 155 531 65 1199 213 1273 11289
4149 704 827 1247 1589 2122 153 576 141 558 543
internal_value=0.0 0.001206 0.041468 0.011091 -0.017835 -0.02959 0.005817 0.041554
5.1e-05 -0.03597 0.005462 -0.000354 -0.011342 -0.016206 -0.03065 0.002425 0.001905
-0.007663 0.027958 -0.012856 0.005608 0.00192 0.021428 -0.061449 0.047922 0.068391
0.077863 0.088405
internal_weight=0.0 269.357 7.39873 4.53215 14.0916 11.818 5.61367 2.27359 261.959
3.57056 1.9351 260.659 44.4883 42.0121 23.669 18.3431 216.171 60.1996 7.57908
52.6205 155.971 126.624 29.347 6.20432 1.2922 2.47624 2.04311 1.94532
internal_count=30296 27509 739 419 2787 2312 1984 475 26770 1207 801 26653 4195
3446 1412 2034 22458 6211 1235 4976 16247 12878 3369 328 646 749 777 684
shrinkage=0.1
Tree=226
num_leaves=25
num_cat=0
split_feature=102 49 155 140 64 62 167 12 77 184 171 62 11 188 90 37 102 159 118
118 62 69 29 43
split_gain=0.46354 1.16844 1.45707 1.05776 1.04176 1.21477 1.22324 0.940383 1.65248
1.36931 0.914025 0.890079 2.01815 1.16368 0.953309 0.862043 0.737925 0.680589
2.0505 1.90485 0.531806 0.432075 0.044459 0.004998
threshold=30.705809 1.323058 197.803713 0.404899 0.576054 0.739905 0.000908 72.75 -
7.902877 -0.359628 0.9317 8.959018 64.5 0.25819 23.949514 1.340063 62.536948
0.596505 0.420153 0.510833 9.298743 0.660117 0.456528 0.101013
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
left_child=3 2 16 4 -1 6 10 17 -9 -10 -6 12 14 15 -3 -14 23 18 -7 -19 -13 -18 -16 -
2
right_child=1 11 -4 -5 5 7 -8 8 9 -11 -12 20 13 -15 22 -17 21 19 -20 -21 -22 -23 -
24 -25
leaf_value=-0.049901 0.050392 -0.003117 -0.052384 0.093436 0.082705 0.019035
0.095773 0.09841 0.077713 -0.009214 -0.088065 -0.102879 -0.088113 0.011189 0.05281
-0.0233 0.053913 -0.019539 -0.005469 0.010084 -0.022023 -0.079021 0.097409 0.098781
leaf_weight=3.856096 0.44999 2.521736 1.366971 1.156972 0.410301 54.749597 2.5519
2.514557 2.209999 8.416908 0.749548 1.92053 4.1136 3.669135 0.935879 4.310389
0.384325 52.503207 90.338318 36.831192 1.544875 0.411675 1.500824 2.092118
leaf_count=186 101 189 76 427 279 6749 337 956 573 1016 46 62 110 180 119 208 162
4763 8558 4260 202 67 166 504
internal_value=0.0 -0.012656 0.031772 0.001528 0.001074 0.001879 0.057986 0.001012
0.026951 0.009248 -0.025076 -0.022998 -0.01334 -0.035363 0.039803 -0.055687 0.06706
-0.000447 0.003775 -0.007314 -0.06864 -0.014492 0.083243 0.092686
internal_weight=0.0 25.222 4.70508 256.289 255.132 251.276 3.71175 247.564 13.1415
10.6269 1.15985 20.517 17.0516 12.0931 4.95844 8.42399 3.33811 234.422 145.088
89.3344 3.46541 0.796001 2.4367 2.54211
internal_count=30296 2146 910 28150 27723 27537 662 26875 2545 1589 325 1236 972
498 474 318 834 24330 15307 9023 264 229 285 605
shrinkage=0.1
Tree=227
num_leaves=29
num_cat=0
split_feature=166 195 64 142 115 37 156 165 115 104 154 78 14 154 120 177 173 13 19
183 103 155 48 122 118 159 145 170
split_gain=0.514977 0.986283 1.52133 1.4506 1.34832 1.44269 1.1892 1.58031 1.36305
1.08381 1.05266 1.41852 1.15693 1.04946 1.04162 1.29546 1.03441 1.03383 1.01223
1.02221 1.09752 1.32127 0.847135 1.57654 1.59587 1.17934 1.14876 0.928887
threshold=0.001206 0.740465 6.717359 -0.010383 -0.854116 2.243488 0.990213 0.482652
2.488754 0.117294 99.117222 0.953367 0.125955 45.303626 0.326277 0.973666 0.862789
0.33542 0.761451 0.466605 -4.178503 16.694321 0.183637 0.322528 0.872164 0.607135
0.868689 0.021161
decision_type=2 10 2 2 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=22 2 18 4 13 -6 7 9 -9 -5 11 12 17 -4 -14 -16 -7 -3 19 20 -2 -22 23 24 -
1 27 -27 -25
right_child=1 10 3 6 5 16 -8 8 -10 -11 -12 -13 14 -15 15 -17 -18 -19 -20 -21 21 -23
-24 25 -26 26 -28 -29
leaf_value=-0.014735 -0.055812 0.097203 -0.056802 0.042268 0.096673 0.070938
0.084227 0.069399 -0.009869 -0.042162 -0.037751 0.059961 -0.042269 0.057137 -
0.024598 0.046606 -0.067094 -0.016069 0.032702 -0.059341 -0.039762 0.034349 -
0.006647 0.08403 0.076246 0.022176 -0.054349 0.026908
leaf_weight=24.988402 2.988919 1.774667 1.566144 1.820582 7.002631 0.972228
1.962321 4.791342 3.825942 7.344593 8.26501 3.661021 8.320658 1.48948 6.035391
4.288764 1.021501 1.351673 5.516744 4.083883 3.377294 7.737814 140.835278 4.587334
1.997054 7.535619 2.549894 7.877913
leaf_count=2203 155 218 121 336 876 180 548 681 161 643 395 382 421 148 422 343 55
85 417 268 354 448 16536 1288 251 1049 312 1000
internal_value=0.0 0.006517 0.014708 0.028978 0.056218 0.075545 0.01211 0.003702
0.034325 -0.025012 -0.006942 0.003119 -0.006589 -0.000826 -0.016125 0.00501 0.0
0.048764 -0.004418 -0.015849 -0.002874 0.011583 -0.002687 0.00854 -0.007727
0.028014 0.0024 0.048476
internal_weight=0.0 89.1986 55.5014 31.7968 12.052 8.99636 19.7448 17.7825 8.61728
9.16517 33.6972 25.4322 21.7712 3.05562 18.6448 10.3242 1.99373 3.12634 23.7047
18.1879 14.104 11.1151 190.371 49.5362 26.9855 22.5508 10.0855 12.4652
internal_count=30296 7657 5391 3749 1380 1111 2369 1821 842 979 2266 1871 1489 269
1186 765 235 303 1642 1225 957 802 22639 6103 2454 3649 1361 2288
shrinkage=0.1
Tree=228
num_leaves=29
num_cat=0
split_feature=183 86 134 161 166 76 12 103 62 114 154 154 81 78 43 129 116 174 154
175 14 140 114 12 154 155 155 116
split_gain=0.43312 0.682209 0.669562 0.560664 0.477031 1.06191 1.30052 1.3985
1.36541 1.28054 1.71087 1.45925 1.39611 1.31496 1.3693 1.17505 1.0785 0.9121
0.904745 0.871764 0.853382 0.831329 0.81475 1.00185 2.0469 0.917155 0.917821
0.829913
threshold=0.991621 0.790618 0.375428 0.057556 0.001252 14.879798 63.75 -10.380915
4.187894 -1.79315 47.126195 99.117222 0.376373 0.935976 0.279102 -0.791577 -
1.174181 0.824723 146.277395 0.934485 0.331943 -0.0 2.4798 79.25 15.16732 8.337311
3.736435 2.321514
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
left_child=4 2 -2 -3 22 9 7 20 17 10 12 13 -6 14 -11 -8 -10 -9 -12 -15 -7 -22 23 27
-25 26 -24 -1
right_child=1 3 -4 -5 5 6 15 8 16 11 18 -13 -14 19 -16 -17 -18 -19 -20 -21 21 -23
25 24 -26 -27 -28 -29
leaf_value=-0.003709 0.052444 -0.01348 -0.032605 0.090548 0.055453 0.052896 -
0.050643 0.050673 0.021481 0.040413 0.074613 -0.050135 -0.044569 0.08182 -0.022194
0.029355 0.095114 -0.046361 0.001332 -0.012914 0.012507 -0.051655 0.086523 -
0.052913 0.081839 0.058247 -0.067289 -0.030474
leaf_weight=164.523664 1.374267 0.64171 2.425786 1.936262 1.872589 2.749751
4.209173 1.813688 2.983436 4.138738 5.57945 8.137027 4.723473 2.704295 19.879366
3.108067 6.628666 1.88224 2.450901 1.424442 5.600368 3.031636 0.443776 1.56922
3.450861 4.181107 1.331755 12.399856
leaf_count=18690 234 87 409 493 335 279 162 157 221 586 448 392 470 535 1621 226
794 79 148 143 386 146 915 1054 405 189 53 639
internal_value=0.0 0.025837 -0.001033 0.06461 -0.000346 0.005963 0.020213 0.031179
0.053088 -0.002992 0.021873 -0.013078 -0.015628 -0.002197 -0.011245 -0.016553
0.072795 0.001004 0.052659 0.049265 0.005241 -0.010186 -0.003138 -0.004342 0.039288
0.032956 -0.025881 -0.005607
internal_weight=0.0 6.37803 3.80005 2.57797 270.818 82.9173 32.007 24.6898 13.308
50.9103 14.6264 36.2839 6.59606 28.1468 24.0181 7.31724 9.6121 3.69593 8.03035
4.12874 11.3818 8.632 187.9 181.944 5.02008 5.95664 1.77553 176.924
internal_count=30296 1223 643 580 29073 7128 2450 2062 1251 4678 1401 3277 805 2885
2207 388 1015 236 596 678 811 532 21945 20788 1459 1157 968 19329
shrinkage=0.1
Tree=229
num_leaves=29
num_cat=0
split_feature=127 127 62 66 105 127 167 103 180 25 44 103 89 90 36 102 18 192 106
122 132 101 89 99 189 165 17 103
split_gain=0.457353 1.73562 1.5642 1.60217 2.17103 1.42397 1.48711 1.29944 1.32718
1.33869 1.28535 1.22079 1.57782 1.37265 1.33907 1.31004 1.13406 1.46155 1.33932
1.05483 0.995004 0.992003 1.66461 0.934444 0.89893 0.811211 1.06158 0.780337
threshold=-0.312354 -0.280362 9.021711 0.337074 0.826164 -0.271601 0.007059 -
24.823044 59.89355 69.876801 0.181065 -17.682305 48.565834 50.72658 -0.076078 -
11.02162 0.567601 -0.999993 0.089823 0.700829 0.174853 -44.005011 32.051836
0.169971 -0.741722 0.745363 0.518248 -27.357566
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
left_child=2 10 7 4 -4 -3 16 21 11 -10 -2 12 14 15 -9 -13 17 -7 -19 24 -5 22 -1 -22
-18 26 27 -23
right_child=1 5 3 20 -6 6 -8 8 9 -11 -12 13 -14 -15 -16 -17 19 18 -20 -21 23 25 -24
-25 -26 -27 -28 -29
leaf_value=-0.076765 -0.013964 -0.064469 0.050736 0.005073 -0.052806 -0.052567
0.08421 -0.022691 0.084255 -0.038742 0.085723 0.079058 -0.072584 0.094724 0.053986
-0.001353 0.046962 0.063889 0.010972 0.024122 0.001475 0.043905 0.069993 -0.066086
-0.028297 0.099219 0.083366 -0.070132
leaf_weight=1.641106 1.755717 2.959594 5.140647 3.475557 3.211 2.902388 2.222938
12.477751 3.295067 1.122739 4.411128 1.96717 5.158922 1.452439 2.688526 135.910455
1.627891 5.752117 27.273409 6.088371 2.438412 1.018974 1.304608 11.510163 20.534644
2.715829 1.781345 1.213202
leaf_count=72 182 238 499 217 172 596 575 805 426 25 536 540 402 900 151 12119 313
1197 4110 1398 174 154 199 583 2878 373 302 160
internal_value=0.0 0.006899 -0.002233 -0.025178 0.010644 0.002327 0.005406 0.001175
-0.000926 0.052576 0.057352 -0.002443 -0.025283 0.000894 -0.008781 -0.000146
0.002543 0.014331 0.020374 -0.012402 -0.042384 0.036619 -0.011217 -0.054254 -
0.022548 0.057611 0.027607 -0.017861
internal_weight=0.0 75.5282 199.524 25.7758 8.35165 69.3614 66.4018 173.748 164.073
4.41781 6.16685 159.655 20.3252 139.33 15.1663 137.878 64.1788 35.9279 33.0255
28.2509 17.4241 9.67506 2.94571 13.9486 22.1625 6.72935 4.01352 2.23218
internal_count=30296 12023 18273 1645 671 11305 11067 16628 15368 451 718 14917
1358 13559 956 12659 10492 5903 5307 4589 974 1260 271 757 3191 989 616 314
shrinkage=0.1
Tree=230
num_leaves=29
num_cat=0
split_feature=102 101 179 155 23 153 128 115 166 144 173 189 155 75 42 166 49 174
45 79 140 10 155 179 127 103 49 113
split_gain=0.468781 2.08937 1.57297 1.66934 1.72318 1.03591 0.91866 1.10073 1.41483
1.27722 1.14083 1.14076 1.00946 0.963285 0.979724 0.922441 0.75976 1.20259 1.40343
1.13781 1.2304 0.981661 2.68727 2.25507 1.98173 1.39678 0.978754 0.995448
threshold=25.259465 7.41785 0.6192 8.337311 31.850209 24.798798 -0.139763 2.013044
0.001367 0.654024 0.608945 -0.19646 197.803713 10.635769 0.003302 0.001005 7.400533
0.900392 0.448575 0.406902 -0.28806 13.5 25.964977 0.29415 -0.894451 10.220327
7.070917 0.823527
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
left_child=1 16 5 -4 -5 -3 7 9 -9 11 -10 -2 13 14 -8 -11 21 18 -18 20 -20 26 -23 25
-25 -24 27 -1
right_child=6 2 3 4 -6 -7 12 8 10 15 -12 -13 -14 -15 -16 -17 17 -19 19 -21 -22 22
23 24 -26 -27 -28 -29
leaf_value=-0.008483 0.023517 0.076022 -0.070332 0.088647 -0.028073 -0.051566 -
0.051247 -0.053638 0.042574 0.000304 -0.037695 -0.036216 -0.046973 -0.050493
0.087699 0.074578 -0.032791 -0.053019 0.042583 0.050247 -0.050596 0.092171 0.084266
-0.082732 0.007891 -0.027444 0.046244 0.007585
leaf_weight=95.471885 4.750369 7.879655 2.109645 2.607957 2.297314 0.618583
0.520709 11.539485 3.540111 3.439997 3.363237 9.290143 1.339369 0.739722 3.435456
3.228077 9.299567 6.563933 2.311651 5.767218 3.357064 4.269499 4.079257 3.611469
6.836999 1.460312 4.228929 64.490007
leaf_count=8291 401 4316 264 219 152 32 77 533 185 254 107 644 79 167 784 317 594
272 122 471 283 1720 377 113 380 58 239 8845
internal_value=0.0 0.002133 0.03745 0.002111 0.034214 0.066152 -0.009009 -0.014635
-0.032342 0.001146 0.003311 -0.015899 0.026972 0.048804 0.068379 0.036954 -0.000463
-0.01601 -0.004058 0.019275 -0.012314 0.001838 0.022558 0.003483 -0.023752 0.054631
-0.000722 -0.001997
internal_weight=0.0 227.261 15.5132 7.01492 4.90527 8.49824 45.1867 39.1514 18.4428
20.7086 6.90335 14.0405 6.03526 4.69589 3.95616 6.66807 211.748 27.2994 20.7355
11.4359 5.66872 184.448 20.2575 15.988 10.4485 5.53957 164.191 159.962
internal_count=30296 26748 4983 635 371 4348 3548 2441 825 1616 292 1045 1107 1028
861 571 21765 1742 1470 876 405 20023 2648 928 493 435 17375 17136
shrinkage=0.1
Tree=231
num_leaves=29
num_cat=0
split_feature=186 182 46 94 36 64 116 76 20 183 106 67 66 93 22 150 113 186 102 71
15 155 26 15 161 133 144 150
split_gain=0.441081 0.847388 0.999115 1.47224 0.927081 0.924947 0.880505 0.846198
0.755152 1.54615 1.31168 1.41709 1.27321 1.21554 1.25163 1.33036 1.21464 1.45539
1.14959 1.10553 1.10023 1.32874 1.05448 1.02544 0.998995 0.9911 0.990355 1.13273
threshold=-0.751643 -0.174078 0.335141 0.307294 -1.808547 7.217111 -0.346319
11.683353 0.486829 0.132926 0.709826 0.791902 0.961097 0.308586 0.440708 0.724648
0.058789 0.677071 23.383918 0.177173 0.797866 48.371257 0.956363 0.307322 0.02325
0.589548 0.04775 0.941762
decision_type=2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 7 -4 -1 -5 -6 -3 13 10 11 12 22 14 15 -2 19 -18 20 -12 23 -22 -10 -
15 25 -11 27 -26
right_child=8 2 3 5 6 -7 -8 -9 9 24 16 -13 -14 18 -16 -17 17 -19 -20 -21 21 -23 -24
-25 26 -27 -28 -29
leaf_value=0.03263 -0.006548 0.013486 -0.024654 0.004486 0.004537 0.066795 -
0.042662 -0.069883 -0.051991 -0.044309 -0.029112 0.016828 0.042181 0.03715 -
0.027428 0.046558 -0.030242 0.072985 -0.007664 0.061211 0.070765 0.004974 0.005644
0.003955 -0.028288 0.030036 0.019392 0.034962
leaf_weight=2.604722 16.262338 2.095259 5.068825 4.126526 5.350636 5.741259
14.401679 2.673199 21.840025 6.536382 1.752235 5.61559 1.767177 13.504899 16.333478
6.529999 9.451225 1.502423 16.558428 5.100808 8.538718 4.852177 3.64843 29.907682
10.354902 2.366661 41.430035 3.787294
leaf_count=348 1644 220 444 358 1080 603 1492 123 2309 572 203 773 263 1984 1726
777 710 196 1289 766 1610 256 510 3277 1115 470 4726 452
internal_value=0.0 -0.009118 0.005941 0.018714 -0.022417 0.041136 -0.029852 -
0.033424 0.002017 -0.003667 -0.016729 -0.02855 -0.037969 0.007845 -0.006358
0.008736 0.005058 -0.015496 0.015434 0.037863 0.022191 0.047208 -0.043702 0.014365
0.006589 -0.024308 0.011592 -0.01115
internal_weight=0.0 42.0621 19.7051 14.9366 22.357 9.86778 19.7523 4.76846 227.641
115.153 50.6779 32.8712 27.2556 112.488 39.1258 22.7923 17.8067 10.9536 73.3619
6.85304 56.8035 13.3909 25.4885 43.4126 64.4753 8.90304 55.5722 14.1422
internal_count=30296 4668 1748 1405 2920 961 2572 343 25628 13065 5730 3855 3082
12563 4147 2421 1875 906 8416 969 7127 1866 2819 5261 7335 1042 6293 1567
shrinkage=0.1
Tree=232
num_leaves=29
num_cat=0
split_feature=163 68 191 73 174 79 136 107 153 102 37 102 103 114 12 155 102 153
127 24 25 49 75 156 24 184 102 89
split_gain=0.436558 0.954667 0.901552 0.881534 0.738459 0.71521 0.742835 0.603229
0.504773 1.34207 0.827296 0.584643 1.48331 1.46933 1.91117 1.64311 1.60049 2.38876
1.41454 1.31177 1.29081 1.25223 2.1812 1.12271 0.982913 1.04111 1.15304 1.0235
threshold=8e-06 0.323454 0.988812 0.659948 0.887923 0.603713 0.47967 0.043924
54.824695 5.200538 1.067741 10.779049 -3.559049 0.84175 34.65 74.107079 0.457028
18.312197 -0.312354 22.193701 16.425914 3.204307 -19.79187 0.836712 54.934085 -
0.70903 25.259465 52.782806
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
left_child=1 7 3 4 5 -3 -7 -1 11 -10 -11 12 13 16 15 -15 17 -2 21 -20 -13 -14 -23 -
18 27 -26 -27 -22
right_child=8 2 -4 -5 -6 6 -8 -9 9 10 -12 20 18 14 -16 -17 23 -19 19 -21 24 22 -24
-25 25 26 -28 -29
leaf_value=-0.016611 0.034864 -0.044861 -0.080915 0.062693 0.061841 0.07014 -
0.024121 0.070587 -0.055436 0.053016 -0.021436 -0.077757 -0.028759 -0.02393
0.084423 0.066255 -0.02968 -0.00965 -0.064698 0.092305 -0.006143 -0.022658 0.083985
0.030421 -0.03211 0.067957 0.007988 -0.087777
leaf_weight=0.930403 32.430057 4.13087 1.12748 2.363706 1.294289 1.393737 1.817291
3.82895 5.673946 2.637174 3.193099 2.303612 4.44435 37.302031 1.777539 2.044126
13.873775 19.049057 0.526243 4.656575 90.822381 3.335361 4.284451 3.901256 3.182403
5.085066 8.648528 1.476401
leaf_count=114 7391 407 128 436 142 146 156 616 207 151 158 64 532 3542 71 101 546
762 164 1871 7741 343 1749 201 366 973 1172 46
internal_value=0.0 0.015789 0.000687 0.009747 -0.005098 -0.017667 0.017214 0.053296
-0.00078 -0.021159 0.012326 0.000203 0.004828 0.000545 -0.014397 -0.019074 0.009443
0.01838 0.032022 0.075303 -0.005079 0.01291 0.037425 -0.016334 -0.003473 0.018605
0.030577 -0.007546
internal_weight=0.0 16.8867 12.1274 10.9999 8.63619 7.3419 3.21103 4.75935 250.647
11.5042 5.83027 239.143 127.625 110.378 41.1237 39.3462 69.2541 51.4791 17.247
5.18282 111.518 12.0642 7.61981 17.775 109.215 16.916 13.7336 92.2988
internal_count=30296 2145 1415 1287 851 709 302 730 28151 516 309 27635 17273 12614
3714 3643 8900 8153 4659 2035 10362 2624 2092 747 10298 2511 2145 7787
shrinkage=0.1
Tree=233
num_leaves=29
num_cat=0
split_feature=93 171 189 13 110 161 89 47 138 23 145 99 73 99 73 138 73 172 143 138
72 142 89 110 148 73 153 88
split_gain=0.429594 0.89836 1.25228 0.945016 0.939247 0.775491 0.784089 0.74842
0.649079 0.646462 0.863289 0.606494 0.603769 0.991974 0.942063 0.84176 1.13943
1.02207 1.26713 0.794428 1.0734 0.787403 1.06148 0.891952 0.783831 0.757246
0.719041 0.674843
threshold=0.037162 0.055056 -0.151572 0.042772 0.512291 0.628111 30.4941 0.971556
0.880646 41.113344 0.803105 0.861788 0.988769 0.068562 0.909008 0.849014 0.89792
0.995554 0.125168 0.814068 0.573714 -0.122314 32.160135 0.047587 0.06987 0.005274
10.305227 4.695924
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
left_child=1 3 5 -1 8 6 -3 9 -5 -4 -11 -6 14 -14 15 19 17 25 -19 21 -21 22 -2 -23 -
16 -17 -26 -28
right_child=12 2 7 4 11 -7 -8 -9 -10 10 -12 -13 13 -15 24 16 -18 18 -20 20 -22 23 -
24 -25 26 -27 27 -29
leaf_value=0.069717 -0.034921 -0.037248 0.070296 0.037219 -0.059369 -0.0449
0.064525 -0.014553 -0.05815 0.085248 -0.068882 0.00893 0.038165 -0.024809 -0.016784
-0.019361 -0.092994 0.041448 -0.053706 -0.061079 0.030731 -0.017516 0.00033
0.004907 0.076928 0.026106 0.067317 -0.001219
leaf_weight=1.273014 16.154398 1.136244 7.53122 3.412417 4.928595 2.970878 1.887604
1.564244 0.804144 0.530493 0.78622 1.686308 2.77348 19.468294 3.10658 4.061662
0.928979 1.978443 4.23024 4.980214 1.618869 21.601693 17.869886 97.19228 3.403351
30.635277 1.981719 4.57015
leaf_count=303 1165 98 754 516 614 185 198 149 104 266 95 214 477 2356 417 509 68
146 296 399 229 1786 1827 11400 1176 4162 125 262
internal_value=0.0 0.011844 0.02705 -0.008713 -0.018539 -0.009121 0.025918 0.047892
0.017916 0.059104 -0.004439 -0.041888 -0.00113 -0.01678 0.000495 -0.001194 0.011408
0.014007 -0.023031 -0.004513 -0.038264 -0.003026 -0.016419 0.000809 0.026429
0.020712 0.040066 0.019954
internal_weight=0.0 28.5114 16.4069 12.1045 10.8315 5.99473 3.02385 10.4122 4.21656
8.84793 1.31671 6.6149 236.556 22.2418 214.314 201.252 41.8346 40.9056 6.20868
159.417 6.59908 152.818 34.0243 118.794 13.0618 34.6969 9.95522 6.55187
internal_count=30296 3496 1745 1751 1448 481 296 1264 620 1115 361 828 26800 2833
23967 21987 5181 5113 442 16806 628 16178 2992 13186 1980 4671 1563 387
shrinkage=0.1
Tree=234
num_leaves=29
num_cat=0
split_feature=115 116 84 60 76 50 88 10 142 115 64 75 75 63 101 102 76 129 23 113
134 97 42 64 93 76 100 147
split_gain=0.458443 0.933848 1.43466 1.4975 0.80759 0.856088 1.25659 0.775801
1.32618 0.730871 0.568139 0.985914 1.35742 0.594608 0.605792 2.44155 1.50541 1.219
1.46441 1.24942 1.0909 0.449072 0.427895 0.427842 0.338205 0.318125 0.24909
0.135106
threshold=-1.946346 -1.989598 0.395001 0.383223 -3.696366 3.030856 7.282778 0.0 -
0.182967 -1.980046 9.757505 -9.673797 -18.045223 9.805513 -13.231006 10.648817
6.499076 -0.746732 11.572742 0.888458 0.334329 0.552876 0.829514 9.769262 0.179731
36.853539 0.695212 0.624838
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
left_child=4 2 -2 -4 9 6 -6 22 -9 -1 13 12 -12 14 17 16 -16 19 -19 -3 -17 -14 27 -8
25 -13 -5 -7
right_child=1 10 3 26 5 7 23 8 -10 -11 11 24 21 -15 15 20 -18 18 -20 -21 -22 -23 -
24 -25 -26 -27 -28 -29
leaf_value=0.093208 0.089654 -0.007381 0.094419 -0.00981 -0.06278 -0.085477
0.099246 -0.084612 0.083767 -0.046385 0.092342 0.075407 0.002453 -0.059905 0.00705
-0.014847 0.063065 0.086846 -0.002197 -0.056485 0.006611 -0.072012 -0.017215 -
0.0407 0.097055 -0.048841 -0.070333 -0.044357
leaf_weight=1.039509 2.898465 13.409505 1.052386 1.449125 0.934323 3.244906 1.31122
0.691279 1.073709 0.481841 1.040988 0.301766 1.542544 1.591537 9.026289 38.026955
10.347785 1.795167 92.021772 8.461105 62.47544 1.535022 2.120599 0.194503 1.901242
0.341385 1.357682 1.725625
leaf_count=716 333 504 166 143 36 223 781 84 510 46 485 381 132 72 3429 3105 2381
136 7765 287 6242 115 106 144 1643 93 97 141
internal_value=0.0 0.001197 0.03762 -0.002295 -0.018127 -0.027464 0.024008 -
0.041881 0.016257 0.048114 0.000169 0.028776 -0.001459 -0.00064 -0.000212 0.004763
0.037183 -0.005377 -0.000399 -0.026586 -0.001502 -0.035287 -0.056545 0.07913
0.076568 0.009874 -0.040778 -0.072481
internal_weight=0.0 250.576 6.75766 3.85919 12.8175 11.2962 2.44005 8.85612 1.76499
1.52135 243.819 6.66295 4.11855 237.156 235.564 119.876 19.3741 115.688 93.8169
21.8706 100.502 3.07757 7.09113 1.50572 2.54439 0.64315 2.80681 4.97053
internal_count=30296 27509 739 406 2787 2025 961 1064 594 762 26770 2849 732 23921
23849 15157 5810 8692 7901 791 9347 247 470 925 2117 474 240 364
shrinkage=0.1
Tree=235
num_leaves=29
num_cat=0
split_feature=179 116 88 112 60 175 116 58 164 180 114 114 129 127 70 88 129 101 77
188 186 156 183 85 109 70 54 181
split_gain=0.467823 1.05853 0.904514 1.65749 1.26682 1.45723 1.1369 1.66874 1.42201
1.71109 1.64017 1.11536 1.28155 1.81978 1.13068 1.09078 1.07291 2.061 1.22957
1.00362 0.975664 1.12946 0.947365 0.898944 0.884461 0.856814 0.849964 0.746072
threshold=0.7534 2.844465 13.463147 0.454919 0.793677 0.519117 2.351273 0.512582
0.377364 0.09 -0.194245 0.071301 -0.842205 -0.316902 0.653943 10.925395 -0.206374 -
39.320291 1.270181 -0.951098 0.503737 0.768891 -0.322745 0.94512 0.194342 0.061106
0.429402 0.317975
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
left_child=1 2 4 11 15 20 8 -8 10 -10 -5 12 19 -14 -13 16 18 -18 -1 -4 -6 -22 -17 -
2 -16 -7 -25 -9
right_child=23 -3 3 6 5 25 7 27 9 -11 -12 14 13 -15 24 22 17 -19 -20 -21 21 -23 -24
26 -26 -27 -28 -29
leaf_value=0.007308 -0.009894 0.076465 -0.048424 0.043937 -0.026867 -0.020145
0.045024 0.00308 0.001726 0.056241 -0.013181 -0.032362 -0.020172 0.050777 -0.045919
0.003521 -0.068096 0.058362 -0.028093 0.080519 0.078671 -0.017882 -0.060973
0.073823 0.033318 0.073125 0.003569 -0.081667
leaf_weight=16.930309 70.107399 1.85267 0.647511 7.508353 7.151093 1.151328
2.622374 1.507312 8.230177 19.494654 14.738917 18.794711 13.096626 4.890567
1.781255 3.175835 1.591892 5.434911 23.000779 3.585414 2.369821 2.302818 7.583653
2.401442 5.57055 5.085775 5.744246 3.028854
leaf_count=1221 3994 640 96 3087 608 85 316 280 2315 2957 2507 2110 2085 1477 324
211 72 1055 1107 839 295 200 397 211 819 504 374 110
internal_value=0.0 0.003011 0.002217 0.008205 -0.006105 0.016923 0.01973 -0.017273
0.025077 0.04016 0.00614 -0.005393 0.011021 -0.000658 -0.01938 -0.013347 -0.006699
0.029045 -0.01307 0.059916 -0.003679 0.031388 -0.041952 -0.006221 0.013634 0.055673
0.025007 -0.053727
internal_weight=0.0 183.128 181.275 105.497 75.7782 18.0608 57.1306 7.15854 49.9721
27.7248 22.2473 48.3666 22.2201 17.9872 26.1465 57.7174 46.9579 7.0268 39.9311
4.23293 11.8237 4.67264 10.7595 78.2531 7.35181 6.2371 8.14569 4.53617
internal_count=30296 25717 25077 19322 5755 1692 11572 706 10866 5272 5594 7750
4497 3562 3253 4063 3455 1127 2328 935 1103 495 608 4579 1143 589 585 390
shrinkage=0.1
Tree=236
num_leaves=29
num_cat=0
split_feature=77 101 103 194 25 45 155 51 133 177 170 80 20 23 58 52 102 155 152
115 194 23 62 51 173 101 102 90
split_gain=0.431489 0.850518 0.905967 0.440825 0.94215 1.11375 1.32214 1.103
0.851915 1.03163 1.35629 1.00705 0.818056 0.960441 0.813944 1.19486 0.811152
1.78413 1.59974 1.27961 1.41135 1.19967 1.15648 0.949116 0.86998 0.851857 1.58185
1.53293
threshold=39.57794 -16.276127 -10.380915 -0.692516 30.632155 0.460416 38.172331 -
0.459005 0.303753 0.027625 0.002054 0.604554 0.630052 12.200615 0.385324 0.69924 -
11.02162 35.437474 0.329862 1.201786 0.254073 26.883504 9.725226 2.528314 0.065805
-13.973659 13.932875 7.014474
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
left_child=3 2 -2 4 7 8 14 -1 -6 11 -11 -10 -9 -14 -7 -16 17 18 -5 24 -21 -20 25 -
23 -19 -18 27 -27
right_child=1 -3 -4 16 5 6 -8 12 9 10 -12 -13 13 -15 15 -17 22 19 21 20 -22 23 -24
-25 -26 26 -28 -29
leaf_value=-0.075777 0.064072 0.095607 -0.053445 0.091397 -0.044425 0.06994 -
0.008545 0.063749 -0.059987 -0.033535 0.05856 0.030653 -0.056723 0.041235 0.068007
-0.033877 -0.013829 0.000627 0.095563 -0.031318 0.059437 0.067749 0.078128 -
0.024154 -0.07342 -0.028533 -0.006977 0.031987
leaf_weight=0.774785 1.081735 1.312468 1.400485 4.199118 6.855727 5.228437 9.673978
6.500852 3.87622 2.410846 4.343067 1.688111 1.447782 2.768354 1.981743 2.493525
72.114021 2.661516 1.403731 2.988633 3.767192 1.349469 1.58029 5.019716 3.718875
5.040947 78.663781 22.529542
leaf_count=91 453 450 49 1588 1019 2317 658 1100 769 218 855 528 67 571 796 495
2717 137 290 132 224 1118 892 1171 145 382 5732 5332
internal_value=0.0 0.033327 -0.001308 -0.000253 0.008148 0.0006 0.017498 0.033161 -
0.016416 -0.00052 0.025499 -0.032222 0.041713 0.006832 0.043427 0.01142 -0.002312
0.014482 0.042281 -0.010875 0.019225 0.014852 -0.004668 -0.003824 -0.042761 -
0.005448 0.000237 0.020821
internal_weight=0.0 3.79469 2.48222 255.08 50.0434 38.5517 19.3777 11.4918 19.174
12.3182 6.75391 5.56433 10.717 4.21614 9.70371 4.47527 205.037 25.1083 11.972
13.1362 6.75583 7.77292 179.929 6.36919 6.38039 178.348 106.234 27.5705
internal_count=30296 952 502 29344 9484 7655 4266 1829 3389 2370 1073 1297 1738 638
3608 1291 19860 4805 4167 638 356 2579 15055 2289 282 14163 11446 5714
shrinkage=0.1
Tree=237
num_leaves=29
num_cat=0
split_feature=166 122 75 190 93 105 76 142 193 175 148 6 49 11 76 89 185 116 11 26
180 76 182 156 50 11 75 180
split_gain=0.416874 0.93784 0.878559 1.27327 1.1338 1.09623 0.8452 1.42491 1.06581
0.839822 0.687227 0.632177 0.620343 0.579899 1.21516 0.939417 1.4139 0.892086
0.760381 1.26674 0.741659 1.31474 1.55301 1.08576 1.05694 1.2819 1.03375 1.57237
threshold=0.001533 0.952283 -32.354033 0.995518 0.122901 0.982464 13.119026 -
0.200394 -0.950409 0.25 0.821057 0.448019 6.627571 80.5 -1.469243 40.124467 -
0.098683 1.471398 70.5 0.829093 6.58275 7.237931 0.627717 0.513692 2.017779 37.5
11.095838 2.030899
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2
left_child=13 2 9 4 5 10 8 -8 -6 -2 -4 -3 -5 18 -15 16 -16 -17 20 -20 26 24 23 -23
25 -22 -1 -28
right_child=1 11 3 12 6 -7 7 -9 -10 -11 -12 -13 -14 14 15 17 -18 -19 19 -21 21 22 -
24 -25 -26 -27 27 -29
leaf_value=0.005842 0.004444 0.073017 0.075783 0.079922 0.055505 -0.052576 -
0.065276 0.017515 -0.027871 0.091807 -0.002743 2.1e-05 -0.001704 0.096398 0.05876
0.093741 -0.057154 -0.027501 -0.050049 0.033863 0.074786 -0.025519 0.06617 0.026104
-0.052724 -0.044537 -0.023764 0.058641
leaf_weight=112.20945 2.371282 3.351985 3.770935 2.716915 1.550243 1.106898
2.314498 15.185039 23.168425 2.031756 1.516563 1.862135 1.344388 1.704565 1.428631
1.669489 3.331259 0.855342 7.491963 2.271115 1.573542 13.210612 3.051486 5.771832
11.024954 1.868444 24.359989 2.465365
leaf_count=14759 214 496 484 435 414 90 105 1302 1875 248 172 204 93 951 224 324
245 63 624 218 446 621 313 560 394 90 4006 326
internal_value=0.0 0.007374 0.003607 0.0 -0.004545 0.034362 -0.010527 0.006219 -
0.022411 0.046056 0.053362 0.047619 0.053152 -0.002021 0.02264 0.004254 -0.021669
0.052663 -0.003235 -0.030275 -0.001709 -0.01438 0.000969 -0.009709 -0.037704
0.010178 0.001616 -0.015975
internal_weight=0.0 62.2911 57.0769 52.6739 48.6126 6.3944 42.2182 17.4995 24.7187
4.40304 5.2875 5.21412 4.0613 194.288 8.98929 7.28472 4.75989 2.52483 185.299
9.76308 175.536 36.5009 22.0339 18.9824 14.4669 3.44199 139.035 26.8254
internal_count=30296 6132 5432 4970 4442 746 3696 1407 2289 462 656 700 528 24164
1807 856 469 387 22357 842 21515 2424 1494 1181 930 536 19091 4332
shrinkage=0.1
Tree=238
num_leaves=29
num_cat=0
split_feature=141 23 154 62 24 142 90 155 181 116 55 141 141 166 166 155 105 161
122 41 68 106 195 56 189 161 70 101
split_gain=0.415369 1.16569 2.53134 1.16711 1.66345 1.31248 1.69368 1.41155 1.41761
1.35384 1.14193 1.1182 1.68537 1.53998 1.49472 1.33976 1.14058 1.06992 1.11799
1.22037 1.02126 1.01864 1.35881 0.996349 0.988972 0.979801 1.05057 0.990282
threshold=0.059617 12.200615 49.47738 9.645827 48.029685 -0.012117 44.058292
197.803713 9.35768 -1.117683 0.568802 0.085202 0.075025 0.000317 0.001187 12.803236
0.997584 0.361415 0.246364 0.999994 0.121769 0.083578 -1.0 0.090388 0.102718
0.189314 0.832303 8.162703
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2
left_child=1 2 -1 5 -5 6 7 8 -3 -8 -6 12 25 16 15 -15 -13 23 -19 -20 -17 -16 -23 -7
-24 -2 27 -27
right_child=11 3 -4 4 10 17 9 -9 -10 -11 -12 13 -14 14 21 20 -18 18 19 -21 -22 22
24 -25 -26 26 -28 -29
leaf_value=-0.057939 0.0562 -0.005773 0.089641 0.099105 -0.052716 0.041411 -
0.052078 -0.069104 0.037462 0.09557 0.057634 0.04008 0.072237 0.035674 -0.026527
0.009881 -0.045081 -0.035788 0.030411 -0.058755 -0.029861 -0.026994 0.046787 -
0.051363 0.006811 0.030575 -0.056916 -0.058527
leaf_weight=1.626573 3.068925 78.043505 3.53727 2.457773 2.119641 1.180385 0.712517
3.122529 8.307019 2.868098 1.537188 13.052611 5.626907 4.293145 6.203134 7.871247
1.69822 7.896825 8.31474 1.785276 34.170775 5.487856 12.852947 14.027266 12.084009
6.064645 2.95437 1.471616
leaf_count=88 511 7241 299 1406 1043 189 145 123 600 1186 1074 3213 958 1631 701
339 279 514 1087 140 1433 455 1674 1600 1313 736 213 105
internal_value=0.0 -0.003452 0.042726 -0.00529 0.037031 -0.007374 -0.001262 -
0.004002 -0.001565 0.065302 -0.005733 0.004652 0.026665 0.000297 -0.004992 -
0.016922 0.02998 -0.024415 -0.007762 0.014152 -0.022386 0.01007 0.017628 -0.043881
0.027558 0.007314 -0.007225 0.012533
internal_weight=0.0 137.537 5.16384 132.373 6.1146 126.258 93.0537 89.4731 86.3505
3.58062 3.65683 116.9 19.1865 97.7139 82.9631 46.3352 14.7508 33.2045 17.9968 10.1
42.042 36.6279 30.4248 15.2077 24.937 13.5596 10.4906 7.53626
internal_count=30296 16735 387 16348 3523 12825 9295 7964 7841 1331 2117 13561 2523
11038 7546 3403 3492 3530 1741 1227 1772 4143 3442 1789 2987 1565 1054 841
shrinkage=0.1
Tree=239
num_leaves=29
num_cat=0
split_feature=186 182 6 102 187 144 190 152 154 90 12 20 183 23 90 160 146 150 111
84 17 13 8 111 90 142 129 168
split_gain=0.426965 0.63842 1.0393 0.909923 0.750512 0.688093 0.655574 0.661896
0.655265 0.626487 0.845045 0.584375 1.22983 0.890197 0.84042 0.837813 0.819856
1.0178 0.819509 1.11002 0.965231 1.21395 1.17639 1.34544 0.924549 0.87276 0.810699
1.04621
threshold=-0.751643 -0.174078 0.250604 27.451953 -0.919686 0.092682 0.112705
0.39968 73.356795 37.984875 4.05 0.486829 0.132926 12.200615 15.67931 0.104348
0.056287 0.882913 0.009733 0.578887 0.150596 0.424827 0.006629 0.205884 5.556016
0.149798 -0.181486 0.003096
decision_type=2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 5 -4 -1 8 -7 -8 -3 -6 -11 13 15 14 -2 -13 17 -15 19 -14 21 25 24 -24
-22 -20 27 -17
right_child=11 2 3 -5 9 6 7 -9 -10 10 -12 12 18 16 -16 26 -18 -19 20 -21 22 -23 23
-25 -26 -27 -28 -29
leaf_value=0.049368 0.083686 0.058888 0.052379 -0.042371 -0.03306 -0.050341 0.05294
-0.039631 -0.028769 0.072535 -0.042891 0.01173 0.040234 0.013406 -0.013224 -
0.042395 0.001918 0.079558 -0.017197 -0.05015 -0.019526 0.038183 0.056618 -0.015906
0.03894 -0.095861 0.0107 -0.004777
leaf_weight=1.311741 2.722648 2.014604 5.515735 1.151944 17.060553 5.249198
1.508247 1.399636 1.34152 1.316897 1.062669 9.162958 1.762914 10.551837 1.250801
19.738763 88.042654 2.939605 7.167512 5.004575 3.006736 3.141616 3.042831 13.830793
21.519016 1.705837 6.305127 11.954292
leaf_count=263 292 226 734 94 1880 352 171 105 66 632 145 1559 222 1817 90 1914
9950 414 817 321 222 328 407 1417 3491 110 1299 958
internal_value=0.0 -0.009345 0.004274 0.035484 -0.021303 -0.013829 -0.02949
0.008121 0.023656 -0.026339 0.020805 0.002033 -0.003153 0.007318 0.053259 -0.015237
0.005463 0.028339 0.006305 -0.026209 0.010484 -0.014336 0.017732 -0.002526 0.031678
-0.033263 -0.021785 -0.028298
internal_weight=0.0 38.9327 18.1809 6.66768 20.7519 11.5132 8.15708 2.90788 3.35612
19.4401 2.37957 212.851 107.343 105.508 3.97345 47.1611 101.534 13.4914 60.1818
6.76749 53.4143 12.015 41.3994 16.8736 24.5258 8.87335 37.9982 31.6931
internal_count=30296 4668 1748 828 2920 920 628 276 292 2657 777 25628 13065 12563
382 5730 12181 2231 7335 543 6792 1255 5537 1824 3713 927 4171 2872
shrinkage=0.1
Tree=240
num_leaves=29
num_cat=0
split_feature=179 63 142 194 115 112 101 76 27 195 62 142 176 76 102 133 158 33 36
189 168 24 24 179 115 181 24 18
split_gain=0.42963 1.06484 0.932899 0.956795 0.826103 1.52038 1.53439 1.12067
1.00134 0.978586 0.936767 0.822925 1.73517 1.53741 1.70143 1.51923 1.39445 1.37848
1.15735 1.04583 1.00756 0.845938 1.14937 1.48484 1.11265 0.811275 0.796241 0.937632
threshold=0.58995 1.810819 -1.318593 -0.974497 2.150944 0.81418 -30.18951 30.778209
0.547957 -0.976057 9.600605 0.027715 0.357238 22.369928 35.194518 0.863192 0.364998
0.804712 -3.56184 0.833701 0.000356 26.652111 29.833115 0.0196 -0.136174 0.033675
49.487649 0.511
decision_type=2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 -4 5 8 -7 -8 10 -10 -5 19 17 14 18 16 -15 20 -14 21 -13 25 23 -
23 -24 -3 -21 -28
right_child=2 11 3 4 -6 6 7 -9 9 -11 -12 12 13 15 -16 -17 -18 -19 -20 26 -22 22 24
-25 -26 -27 27 -29
leaf_value=0.094294 -0.064067 -0.011479 0.04495 -0.033297 -0.016792 -0.043868
0.076551 -0.001946 -0.043165 0.034271 0.024361 0.086433 -0.036513 0.083714 -
0.073822 -0.072103 -0.019096 0.041372 0.082904 0.063792 -0.01342 -0.065772 0.019363
0.042304 -0.008326 0.095962 -0.037815 0.076863
leaf_weight=1.183187 2.562658 1.186393 3.749209 14.487119 37.197166 1.878166
6.178203 2.513677 1.982832 7.534518 3.398862 0.95796 0.824299 2.429499 0.779963
1.927595 2.683379 6.388932 9.216281 3.975796 27.385694 6.032609 17.634232 1.523339
79.724006 1.516314 2.248074 0.935414
leaf_count=703 56 349 599 807 1505 143 697 185 125 684 376 1432 129 231 46 139 232
1409 2415 693 3679 419 4449 191 7910 249 211 233
internal_value=0.0 0.003141 -0.005698 -0.003717 -0.006211 0.004136 0.036209
0.053922 -0.008268 0.017759 -0.022205 0.002439 0.01279 0.038035 0.061547 0.001407
0.030121 -0.000221 0.072743 -0.002299 -0.00974 -0.004782 -0.006233 -0.043583 -
0.003285 0.049504 0.034449 -0.002564
internal_weight=0.0 168.553 81.4824 78.9198 75.1705 37.9734 10.57 8.69188 27.4033
9.51735 17.886 167.37 52.5936 17.861 10.8205 7.04047 5.11288 34.7326 10.0406
114.776 28.3437 107.617 104.914 7.55595 97.3582 2.70271 7.15928 3.18349
internal_count=30296 25119 5177 5121 4522 3017 1025 882 1992 809 1183 24416 9712
3192 2590 602 463 6520 2544 14704 5111 13567 12969 610 12359 598 1137 444
shrinkage=0.1
Tree=241
num_leaves=29
num_cat=0
split_feature=61 110 55 99 61 66 116 71 140 20 136 18 113 47 190 76 195 183 113 89
103 12 114 47 75 107 165 29
split_gain=0.404891 1.01699 1.29538 1.23884 1.22714 1.37906 1.34557 1.43188 1.36157
1.04554 1.11803 1.0451 1.00358 1.10389 0.956006 1.81008 1.48967 1.17247 0.948543
1.54513 1.75804 1.40397 2.01167 1.05383 0.918849 0.871467 1.0775 0.974164
threshold=0.560866 0.078769 0.005517 0.107051 0.998386 0.078265 -0.964998 0.67008 -
0.081043 0.648615 0.317615 0.57531 0.205883 0.726967 -0.953327 5.078648 0.997495 -
0.429208 0.739485 37.390635 4.615695 1.65 -1.666962 0.120703 -9.2197 0.859712
0.999985 0.543005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2
left_child=14 2 -2 -4 6 -6 9 -8 11 10 -3 -9 -5 -14 15 -1 17 -17 -16 -20 21 23 -23 -
21 -10 26 -7 -28
right_child=1 4 3 12 5 25 7 8 24 -11 -12 -13 13 -15 18 16 -18 -19 19 20 -22 22 -24
-25 -26 -27 27 -29
leaf_value=0.072778 0.047498 -0.029301 -0.06718 -0.027906 0.045765 -0.013487
0.040548 -0.046863 -0.010673 -0.041912 0.048812 0.024996 0.047808 -0.044887 -
0.015867 -0.064913 0.05215 0.007302 -0.011287 -0.062628 0.067252 0.076405 -0.068612
0.036315 0.06657 -0.037489 0.091578 0.002933
leaf_weight=4.423961 2.955782 3.125966 4.678252 10.628321 4.595324 17.279692
27.87378 5.922905 2.409744 5.580649 4.155635 2.957374 4.550584 1.684841 57.759891
3.737656 3.666017 5.349391 33.168996 1.118124 6.255993 1.144755 4.190006 9.785396
3.960491 9.5284 1.982407 3.176828
leaf_count=1211 316 505 333 892 670 1699 3779 407 347 818 1130 371 664 141 5440 179
641 460 4287 179 1560 211 284 1413 992 686 308 373
internal_value=0.0 0.004539 -0.013525 -0.022117 0.009342 -0.004874 0.018641
0.027102 0.002354 -0.009624 0.015164 -0.022785 -0.009255 0.022287 -0.003556 0.01835
-0.000811 -0.022611 -0.006897 0.0024 0.0226 0.005048 -0.03652 0.02563 0.037418 -
0.012299 -0.001442 0.038208
internal_weight=0.0 117.047 24.4978 21.542 92.5492 36.5627 55.9865 43.1243 15.2505
12.8622 7.2816 8.88028 16.8637 6.23543 130.6 17.177 12.7531 9.08705 113.423 55.6633
22.4943 16.2383 5.33476 10.9035 6.37023 31.9673 22.4389 5.15923
internal_count=30296 14431 2346 2030 12085 3736 8349 5896 2117 2453 1635 778 1697
805 15865 2491 1280 639 13374 7934 3647 2087 495 1592 1339 3066 2380 681
shrinkage=0.1
Tree=242
num_leaves=29
num_cat=0
split_feature=186 54 26 189 114 181 12 170 119 189 54 72 118 75 82 141 78 27 189 12
87 173 114 58 66 128 154 129
split_gain=0.388167 0.900087 1.00847 0.865767 0.852671 0.967965 0.870422 1.20193
0.849339 0.944299 0.934642 0.847993 0.842982 0.781883 1.53762 1.12772 1.00335
0.882085 0.841459 1.15121 1.03393 0.781866 0.891481 0.715276 0.70661 0.68012
0.780742 0.768779
threshold=-0.449176 0.307061 0.829093 0.883591 2.201427 0.340005 79.05 0.924719
0.896486 0.030623 0.999995 0.526601 0.811411 -2.556476 0.667919 0.201769 0.174054
0.066979 0.159454 0.65 0.399295 0.180657 -2.795524 0.389845 0.974815 -0.963279
20.329959 -1.126216
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
left_child=1 2 23 4 6 -6 21 -8 10 -10 13 12 -11 25 15 16 -15 -17 20 -20 -16 24 -23
-1 -3 26 -2 -28
right_child=8 3 -4 -5 5 -7 7 -9 9 11 -12 -13 -14 14 18 17 -18 -19 19 -21 -22 22 -24
-25 -26 -27 27 -29
leaf_value=0.009958 0.036243 -0.028381 -0.033101 0.045041 0.016681 -0.08633 0.08629
-0.063647 0.045061 -0.003027 -0.051496 -0.025629 0.077407 0.032391 0.022192 -
0.01961 -0.012726 0.073952 0.054066 -0.021956 0.089798 0.037123 -0.008125 0.074852
0.026985 -0.001244 -0.011206 -0.071077
leaf_weight=3.480569 1.486993 25.587539 2.256403 2.683552 1.248824 2.905277
1.913871 0.646388 9.446079 3.083236 3.310002 5.453102 2.124855 5.736671 4.717317
1.369748 31.689491 3.258676 3.441337 4.466076 4.518012 5.18026 24.960774 3.386451
2.439694 75.706045 4.564764 4.125532
leaf_count=523 359 3068 391 524 405 162 409 102 1552 405 598 671 354 1179 925 164
3880 789 774 485 916 347 2142 376 366 7993 323 114
internal_value=0.0 -0.005626 0.023671 -0.009626 -0.011964 -0.055375 -0.008898
0.047101 0.002952 0.022192 0.000325 0.001609 0.030311 0.001546 0.010387 4.8e-05 -
0.005717 0.046156 0.035545 0.01121 0.055942 -0.011452 -0.000221 0.042688 -0.023447
-0.004537 -0.028695 -0.040203
internal_weight=0.0 76.6896 9.12342 67.5662 64.8826 4.1541 60.7285 2.56026 168.498
20.1073 148.391 10.6612 5.20809 145.081 59.1973 42.0546 37.4262 4.62842 17.1427
7.90741 9.23533 58.1683 30.141 6.86702 28.0272 85.8833 10.1773 8.6903
internal_count=30296 8815 1290 7525 7001 567 6434 511 21481 2982 18499 1430 759
17901 9112 6012 5059 953 3100 1259 1841 5923 2489 899 3434 8789 796 437
shrinkage=0.1
Tree=243
num_leaves=29
num_cat=0
split_feature=91 156 109 110 31 190 54 122 123 37 146 75 62 179 76 181 190 75 107
190 129 115 0 101 154 88 144 38
split_gain=0.382668 1.2611 1.06858 0.921689 1.15098 0.835058 0.791279 0.942867
0.906396 1.16278 0.864157 0.761228 0.917167 0.751278 0.631559 0.616637 1.86532
1.53613 1.19673 1.06879 1.79655 1.74662 1.07101 1.06636 1.05442 1.07869 1.15855
0.863388
threshold=0.098422 0.890782 0.955255 0.732852 0.449362 0.866569 0.650394 0.181471
0.115528 0.849945 0.495076 23.920488 3.807757 0.84795 30.778209 0.08624 -0.828312
12.032285 0.211535 0.973231 -0.791577 2.437997 0.134848 -41.458675 206.784656
12.139078 0.421801 0.633015
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
left_child=1 2 6 -3 -5 -4 8 -8 -1 10 -10 15 -13 -14 -9 16 17 18 -2 -17 -21 23 -23 -
22 25 27 -27 -18
right_child=11 3 5 4 -6 -7 7 14 9 -11 -12 12 13 -15 -16 19 24 -19 -20 20 21 22 -24
-25 -26 26 -28 -29
leaf_value=-0.065939 -0.020198 0.075473 0.073581 0.076385 -0.036845 -0.004956 -
0.030278 0.045414 -0.016045 -0.039596 0.049031 -0.045765 0.089531 0.010263 -
0.021098 -0.00312 -0.029014 -0.048378 0.078284 -0.025908 -0.034057 -0.050863
0.036657 0.068696 0.059836 0.013542 -0.031069 -0.081105
leaf_weight=3.388101 1.582923 4.299178 3.162314 1.370167 2.23592 2.253647 3.417201
6.600324 3.965155 6.640648 4.003226 1.100079 2.488525 2.350915 1.729397 122.85453
10.983433 1.816954 4.809614 6.078191 1.046892 2.863993 2.558643 10.4397 1.450265
10.598225 12.657113 4.587121
leaf_count=279 237 1353 364 354 346 177 309 999 618 535 539 173 1382 252 159 10643
813 265 1717 457 68 201 160 1811 115 2830 2977 163
internal_value=0.0 0.008808 0.000619 0.04466 0.006654 0.041129 -0.006817 0.013248 -
0.019982 -0.008904 0.016678 -0.001573 0.033408 0.052158 0.031382 -0.002663 -
0.012423 0.030734 0.053766 0.000579 0.020333 0.037075 -0.00942 0.059034 -0.021298 -
0.024491 -0.010712 -0.044814
internal_weight=0.0 43.0653 35.16 7.90526 3.60609 5.41596 29.7441 11.7469 17.9971
14.609 7.96838 200.267 5.93952 4.83944 8.32972 194.328 48.4856 8.20949 6.39254
145.842 22.9874 16.9092 5.42264 11.4866 40.2762 38.8259 23.2553 15.5706
internal_count=30296 6032 3979 2053 700 541 3438 1467 1971 1692 1157 24264 1807
1634 1158 22457 9117 2219 1954 13340 2697 2240 361 1879 6898 6783 5807 976
shrinkage=0.1
Tree=244
num_leaves=29
num_cat=0
split_feature=102 101 193 37 39 179 99 180 87 68 101 101 108 186 74 176 101 102 150
136 74 114 30 162 109 102 153 102
split_gain=0.399584 1.85469 0.88143 1.09545 0.865018 1.71796 1.54876 1.49024 1.1619
0.757619 0.988505 0.718522 0.717708 0.683058 0.669874 0.636212 0.591638 1.73097
1.59379 1.26815 0.909729 0.826413 0.787212 0.779711 0.766988 0.761536 1.54011 1.443
threshold=25.259465 12.351819 0.399344 2.285691 0.839582 0.26215 0.370288 0.1283
0.879638 0.395868 1.49328 15.528899 0.470331 0.800984 0.868128 0.504595 0.281519
19.511926 0.707312 0.229385 0.255462 2.230344 0.646456 0.285956 0.888568 13.932875
13.284192 19.732179
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
left_child=1 16 4 9 5 7 -7 -2 -6 -4 -11 -12 -13 -3 -5 -8 25 19 20 22 -19 24 -18 -23
-21 -1 -27 -28
right_child=2 13 3 14 8 6 15 -9 -10 10 11 12 -14 -15 -16 -17 17 18 -20 21 -22 23 -
24 -25 -26 26 27 -29
leaf_value=0.001444 -0.050721 0.0905 -0.053927 0.09368 0.079776 0.02965 -0.075818
0.072405 -0.029981 0.053441 -0.048598 0.085882 -0.017124 -0.040894 -0.020493 -
0.014137 0.046289 -0.062017 0.044561 0.100934 -0.005516 -0.060827 -0.03333 0.054281
0.023005 -0.043683 -0.01374 0.056386
leaf_weight=139.86758 1.223577 3.002942 8.00409 1.130075 2.957271 3.169667 4.549456
3.879307 1.334523 1.764027 5.52759 0.8224 2.508759 0.38761 0.81592 2.776133
2.003673 4.451959 4.16266 4.743194 7.851163 0.874333 2.961738 1.414081 1.856437
11.882283 11.34897 3.854131
leaf_count=17226 294 1761 562 212 392 206 169 541 138 115 229 194 253 174 66 177
703 177 291 3132 447 135 673 180 746 499 406 198
internal_value=0.0 0.00209 -0.008793 -0.023273 0.00616 -0.00477 -0.027926 0.04228
0.045453 -0.030805 -0.012964 -0.026727 0.00953 0.074461 0.046411 -0.053061 0.000806
0.01364 -0.008213 0.039587 -0.02636 0.062018 -0.000709 0.009152 0.079798 -0.001523
-0.016845 0.004183
internal_weight=0.0 200.663 40.4628 20.5729 19.8899 15.5981 10.4953 5.10288 4.29179
18.6269 10.6228 8.85875 3.33116 3.39055 1.94599 7.32559 197.272 30.3192 16.4658
13.8535 12.3031 8.88804 4.96541 2.28841 6.59963 166.953 27.0854 15.2031
internal_count=30296 26748 3548 1631 1917 1387 552 835 530 1353 791 676 447 1935
278 346 24813 6484 915 5569 624 4193 1376 315 3878 18329 1103 604
shrinkage=0.1
Tree=245
num_leaves=29
num_cat=0
split_feature=127 3 36 195 89 180 164 36 77 153 155 102 73 89 125 114 170 116 179
24 116 190 180 183 40 180 139 21
split_gain=0.379945 0.413532 0.401253 1.06253 1.89957 1.27432 1.33559 1.29312
1.2261 1.40262 1.39519 1.37506 1.0879 1.04109 1.72094 1.24048 1.13309 1.30966
1.06655 1.83387 1.75738 1.14247 1.13852 1.23062 1.0359 1.03501 1.01944 1.06231
threshold=0.121441 0.497967 -0.580427 0.510018 41.174107 18.4791 0.958295 -0.781198
17.630952 7.359252 24.593623 7.715931 0.419243 41.867934 0.432158 -3.040635
0.191904 1.222564 0.0099 34.32789 -1.620077 0.409655 0.2502 -0.316685 0.636871
1.94095 0.159786 0.113617
decision_type=2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 12 8 6 7 -6 9 11 -10 -5 -1 18 -15 -16 -17 -18 20 21 -4 25 -21 -24
-11 -20 -14 -28
right_child=1 -3 13 4 5 -7 -8 -9 10 24 -12 -13 26 14 15 16 17 -19 19 22 -22 -23 23
-25 -26 -27 27 -29
leaf_value=-0.01869 0.092185 -0.018965 0.05336 0.055848 0.038797 -0.049911 -
0.050574 -0.029434 0.067031 0.089841 -0.03156 -0.04038 -0.019491 0.037617 -0.062639
-0.020786 0.000781 0.077833 0.054665 0.041946 -0.028618 0.076298 0.010239 -0.023347
0.031791 -0.023403 -0.030277 0.036855
leaf_weight=27.437696 0.822701 0.462016 2.741292 2.769 10.243465 4.980277 3.162191
3.70417 1.945476 7.40149 4.775529 2.995747 7.523423 14.487995 3.253865 9.713774
6.499859 3.276784 2.877664 4.02326 33.964757 4.226881 15.832817 34.415805 5.600785
3.867729 2.778127 13.112175
leaf_count=2466 261 65 1083 1698 1721 298 378 513 484 542 196 954 722 2550 187 1816
894 468 413 811 4850 721 1261 2329 384 248 322 1661
internal_value=0.0 0.052689 -4e-05 0.004839 0.015573 -0.005838 0.007112 0.020517
0.034134 0.047208 -0.002336 0.005779 -0.005189 -0.0035 0.01078 -0.006342 0.003237
0.027202 -0.008732 -0.001033 -0.022347 0.036063 -0.008602 -0.012741 0.065318
0.010002 0.01059 0.024938
internal_weight=0.0 1.28472 237.612 98.4295 47.5781 22.0901 17.1098 13.9476 25.488
18.767 6.721 5.76475 50.8514 139.182 37.2323 22.7443 19.4904 9.77664 101.95 65.2442
36.706 10.9723 54.2719 50.2486 13.0023 6.74539 23.4137 15.8903
internal_count=30296 326 29970 12339 7168 2910 2612 2234 4258 3578 680 2652 5171
17631 5915 3365 3178 1362 11716 5783 5933 1382 4401 3590 926 661 2705 1983
shrinkage=0.1
Tree=246
num_leaves=29
num_cat=0
split_feature=102 155 114 115 194 115 62 101 102 193 76 127 171 166 129 166 102 195
115 77 88 61 138 112 70 166 188 145
split_gain=0.383092 1.32841 1.27428 0.976439 0.825969 0.823541 0.696338 0.694926
1.71408 1.00916 0.793585 1.07665 1.31677 1.29855 0.906823 0.786795 1.25243 1.33754
1.13607 2.17044 1.4074 1.11152 0.660434 0.595118 0.515206 0.563596 0.469083
0.416933
threshold=-16.467312 35.437474 1.63439 1.273298 0.067423 0.530095 9.725226 -
20.255509 -8.717146 -0.938792 36.132224 -0.66233 0.452062 0.000304 -0.431062
0.000912 7.715931 0.755835 1.923302 23.148465 -3.778027 0.999988 0.495341 0.661316
0.350874 0.000252 0.954816 0.521906
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2
left_child=1 2 26 5 -5 -3 7 9 -9 22 11 13 -13 -11 -12 18 21 -18 20 -20 -10 -17 -2 -
4 25 -8 -1 -16
right_child=6 3 23 4 -6 -7 24 8 15 10 14 12 -14 -15 27 16 17 -19 19 -21 -22 -23 -24
-25 -26 -27 -28 -29
leaf_value=0.098911 0.070885 0.000721 -0.063032 -0.016758 0.077437 -0.078379 -
0.045886 0.084165 -0.034261 0.022766 0.002933 -0.010808 0.035341 -0.037439 -0.03753
0.051459 0.015373 -0.016038 -0.025234 0.052783 0.013625 -0.018749 0.001084 0.078458
0.094038 0.082741 -0.007971 -0.092814
leaf_weight=3.288615 2.257361 2.8804 1.007657 1.709287 1.846773 2.285877 0.785851
2.426065 7.278047 4.394497 3.064332 19.033863 9.038469 17.697251 3.34211 10.391974
32.376629 23.170128 36.483052 3.8585 36.509078 2.793258 3.302424 0.317762 1.247376
0.466865 0.429083 2.670514
leaf_count=3440 138 213 226 125 153 67 483 1985 346 178 159 1140 522 603 179 1760
3341 1632 2511 348 8075 280 176 449 1284 186 196 101
internal_value=0.0 0.016408 0.056807 -0.007151 0.032524 -0.034783 -0.000729 -
0.00134 0.002284 -0.010035 -0.013882 -0.008889 0.004072 -0.025364 -0.040987
0.000928 0.008866 0.002244 -0.005545 -0.017641 0.005584 0.036468 0.030315 -0.025427
0.050813 0.003458 0.086356 -0.063286
internal_weight=0.0 13.7655 5.04312 8.72234 3.55606 5.16628 222.588 220.088 155.287
64.8008 59.241 50.1641 28.0723 22.0917 9.07696 152.861 68.732 55.5468 84.1287
40.3416 43.7871 13.1852 5.55978 1.32542 2.50009 1.25272 3.7177 6.01262
internal_count=30296 4869 4311 558 278 280 25427 23474 20278 3196 2882 2443 1662
781 439 18293 7013 4973 11280 2859 8421 2040 314 675 1953 669 3636 280
shrinkage=0.1
Tree=247
num_leaves=29
num_cat=0
split_feature=115 116 109 64 98 109 153 114 102 101 24 64 28 192 24 38 61 150 128
176 98 37 135 137 173 101 83 21
split_gain=0.397271 0.761782 1.01852 1.13735 0.952352 0.735299 0.672836 1.44397
1.93496 2.11124 1.72945 1.78901 1.48835 1.29335 1.15672 1.00479 1.32595 1.13275
1.184 0.987693 1.58858 0.959706 0.931438 0.980713 0.970503 0.927338 0.919222
0.885427
threshold=-1.946346 -1.74165 0.035462 9.051065 0.860252 0.33513 22.265196 0.589575
-0.77802 4.844567 63.884328 9.61679 0.353151 0.154739 45.343269 -1.063913 0.252768
0.250164 -0.213699 0.768587 0.425673 -0.712303 0.197044 0.892284 0.768769 -26.06276
0.943041 0.757449
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
left_child=5 2 3 -2 -4 -1 7 8 10 12 11 -3 -10 22 -11 -8 27 25 -19 21 -21 -15 24 -24
-9 -18 -12 -17
right_child=1 6 4 -5 -6 -7 15 13 9 14 26 -13 -14 19 -16 16 17 18 -20 20 -22 -23 23
-25 -26 -27 -28 -29
leaf_value=0.021243 0.041318 0.063988 0.057911 -0.078253 -0.01177 -0.034318
0.044392 0.027819 0.017946 0.013851 0.004076 -0.003667 -0.021125 -0.051834 0.077206
-0.045214 -0.055111 -0.004528 0.042757 0.036803 -0.046476 0.029133 -0.031168
0.036011 -0.038873 -0.00187 -0.1068 0.007801
leaf_weight=3.280844 1.343549 15.483927 7.441196 1.696869 2.5794 7.975391 3.187539
7.266474 14.547751 7.459948 2.462992 5.160869 29.031218 1.504701 4.722724 14.840323
5.609896 15.036394 8.040847 3.489675 6.254661 17.599888 30.191595 2.250971 3.006413
7.811986 0.968542 3.914944
leaf_count=865 177 3892 1329 108 308 1922 233 1028 1445 1959 650 1315 2302 343 2395
534 162 670 514 346 479 2748 3186 492 244 396 80 174
internal_value=0.0 0.001205 0.024554 -0.025353 0.039908 -0.017976 -0.000252 0.00326
0.012505 0.002235 0.036144 0.047074 -0.008044 -0.00704 0.038895 -0.009364 -0.012554
-0.001393 0.011996 0.009274 -0.016464 0.02248 -0.018082 -0.026383 0.008016 -
0.024431 -0.02879 -0.034098
internal_weight=0.0 222.905 13.061 3.04042 10.0206 11.2562 209.844 151.402 79.838
55.7616 24.0763 20.6448 43.579 71.5644 12.1827 58.4419 55.2544 36.4991 23.0772
28.8489 9.74434 19.1046 42.7155 32.4426 10.2729 13.4219 3.43153 18.7553
internal_count=30296 27509 1922 285 1637 2787 25587 22904 14038 8101 5937 5207 3747
8866 4354 2683 2450 1742 1184 3916 825 3091 4950 3678 1272 558 730 708
shrinkage=0.1
end of trees
feature_importances:
Column_115=207
Column_102=205
Column_101=187
Column_114=158
Column_166=138
Column_153=136
Column_23=129
Column_154=129
Column_179=115
Column_180=113
Column_76=110
Column_24=105
Column_155=102
Column_89=100
Column_62=98
Column_116=98
Column_167=96
Column_88=95
Column_75=88
Column_90=88
Column_12=78
Column_141=77
Column_36=76
Column_49=74
Column_183=71
Column_77=69
Column_128=67
Column_142=67
Column_37=65
Column_64=65
Column_103=65
Column_195=64
Column_190=63
Column_63=59
Column_140=58
Column_168=54
Column_194=53
Column_11=52
Column_25=51
Column_38=50
Column_50=50
Column_127=50
Column_156=50
Column_181=48
Column_186=47
Column_187=45
Column_113=44
Column_91=40
Column_188=39
Column_129=38
Column_51=37
Column_92=36
Column_189=36
Column_152=35
Column_93=33
Column_109=33
Column_193=33
Column_178=32
Column_73=31
Column_61=30
Column_162=30
Column_104=28
Column_112=28
Column_54=27
Column_98=27
Column_105=27
Column_159=27
Column_165=27
Column_170=27
Column_182=27
Column_10=26
Column_106=26
Column_157=26
Column_184=26
Column_161=25
Column_171=25
Column_191=25
Column_13=24
Column_87=24
Column_95=24
Column_99=24
Column_110=24
Column_111=24
Column_163=24
Column_15=23
Column_60=23
Column_143=23
Column_107=22
Column_108=22
Column_150=22
Column_14=21
Column_26=21
Column_100=21
Column_138=21
Column_58=20
Column_78=20
Column_173=20
Column_175=20
Column_21=19
Column_39=19
Column_65=19
Column_66=19
Column_67=19
Column_74=19
Column_82=19
Column_86=19
Column_117=19
Column_122=19
Column_123=19
Column_160=19
Column_169=19
Column_172=19
Column_177=19
Column_192=19
Column_22=18
Column_47=18
Column_68=18
Column_70=18
Column_71=18
Column_84=18
Column_136=18
Column_18=17
Column_59=17
Column_85=17
Column_137=17
Column_145=17
Column_146=17
Column_164=17
Column_174=17
Column_185=17
Column_9=16
Column_79=16
Column_121=16
Column_134=16
Column_20=15
Column_52=15
Column_55=15
Column_139=15
Column_144=15
Column_147=15
Column_16=14
Column_32=14
Column_34=14
Column_57=14
Column_72=14
Column_158=14
Column_176=14
Column_45=13
Column_69=13
Column_80=13
Column_81=13
Column_97=13
Column_118=13
Column_149=13
Column_29=12
Column_31=12
Column_41=12
Column_120=12
Column_132=12
Column_3=11
Column_27=11
Column_28=11
Column_35=11
Column_40=11
Column_44=11
Column_48=11
Column_56=11
Column_124=11
Column_151=11
Column_53=10
Column_83=10
Column_126=10
Column_133=10
Column_135=10
Column_148=10
Column_17=9
Column_19=9
Column_46=9
Column_94=9
Column_0=8
Column_1=8
Column_30=8
Column_42=8
Column_119=8
Column_8=7
Column_2=6
Column_33=6
Column_43=6
Column_130=6
Column_131=6
Column_6=5
Column_125=5
Column_4=4
Column_7=4
Column_5=2
Column_96=2
parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 248]
[learning_rate: 0.1]
[num_leaves: 29]
[num_threads: -1]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 7]
[min_data_in_leaf: 114]
[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: 0.600815]
[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: 0.0122581]
[lambda_l2: 0.0894986]
[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: 20]
[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]
end of parameters
pandas_categorical:null
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