Model Modified Day
Uploaded by
Alejandro Leon HerreraModel Modified Day
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] [0:9993]
[0:9999] [0:9998.3999999999996] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
[0:1] [0:1] [0:289.65317622791889] [7.2019497882897063:369.80775607657199]
[4.5932950930649996:292.06385272213356] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
[0:1] [0:1] [0:1] [-9.7471309999999995:9.3290740000000003] [-
8.6856460000000002:9.7646110000000004] [-8.8325011999999994:9.330956650000001]
[0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [-
9.5333520000000007:9.7910000000000004] [-6.1310000000000002:9.8066025000000003] [-
8.1158000000000001:9.7955999999999985] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
[0:1] [0:1] [0:1] [-8.9787149999999993:9.8065195000000003] [-
2.7108452000000001:9.8066479999999991] [-7.5306943200000003:9.8065296000000011]
[0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [-
237.1676124615:171.23036303856699] [-155.43457899276501:348.70304630306345] [-
168.66504774091987:181.26569111432264] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
[0:1] [0:1] [0:1] [-265.30969680443195:243.18400210049998] [-
154.454128219425:357.71673938356201] [-160.07063136813537:259.52252826793995] [0:1]
[0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [-
231.2141351100162:260.17563782227188] [-223.2520296832397:285.099218000294] [-
223.63393944218896:262.96420250314537] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
[0:1] [0:1] [0:1] [-3.1415881938819954:3.1202403271079211] [-
3.1397477103101776:3.1415756301012125] [-3.1403445421456677:3.1296407143153311]
[0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [-
1.5622289205965347:0.67803380502625321] [-1.5205854750789545:1.3322209680897399] [-
1.5367478996437389:0.98631160691601649] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
[0:1] [0:1] [0:1] [-3.1409330051210911:2.8567773251492334] [-
2.606216357801233:3.1399367756684859] [-2.8819648380827623:2.9324235327999277]
[0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:11099.54538393947]
[0.039617966954545884:14722.561567516917] [0.036265957685252079:12769.085741077461]
[0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:0.13760210699387196]
[2.6719934897201847e-10:0.44020774173023497] [1.6603638938759032e-
10:0.28160861153062661] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
[0:2293228349.9674997] [0:2598367054.9874997] [0:2479036904.6071401] [-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] [-
0.99999999999999878:1]
Tree=0
num_leaves=25
num_cat=0
split_feature=182 170 153 10 153 180 182 153 179 169 180 10 182 140 88 115 167 11
62 167 36 10 178 8
split_gain=4112.78 2913.58 1317.75 700.9 462.465 401.086 334.07 327.86 176.75
154.549 120.74 104.666 245.508 92.8576 104.897 80.7363 66.2382 64.1596 62.7485
62.1248 62.0236 55.1611 41.6255 40.9896
threshold=0.906605 0.018562 2.245072 148.295005 22.352546 0.710682 0.230769
14.275764 255.43475 0.019418 365.536195 7.796095 0.146053 -0.149327 21.247925
0.524255 0.00251 1.330943 9.612012 0.027773 -2.086838 3.546501 0.075421 0.132546
decision_type=10 2 2 2 2 2 10 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 5 11 -4 10 21 18 -7 13 12 -1 14 15 -6 -14 -9 20 -17 -8 -3 -18 -22
right_child=1 7 3 -5 6 9 8 17 -10 -11 -12 -13 16 -15 -16 19 22 -19 -20 -21 23 -23 -
24 -25
leaf_value=3.038223 2.98267 2.933466 2.948091 2.986483 2.993362 2.104218 2.97261
2.983736 3.002468 2.937447 3.051998 3.066785 2.988682 2.996042 3.014915 2.781058
2.983758 2.772004 2.985981 2.972615 2.961549 3.040962 2.817532 2.707503
leaf_weight=569.404053 27.957268 35.95166 9.311387 10.489752 24.422175 76.339514
12.546113 12.638533 32.809355 6.215293 156.884171 1141.14173 35.813029 212.752496
36.275132 45.933098 13.169953 65.433869 8.618232 22.319604 11.714326 113.677485
43.04495 56.168692
leaf_count=12268 599 762 196 227 527 1542 270 271 710 128 3395 24677 769 4567 783
978 283 1375 186 481 251 2458 904 1170
internal_value=2.97497 2.67737 2.36585 2.24379 3.02322 2.1818 2.95 2.92219 2.82574
2.13334 2.98951 3.04843 3.01319 2.95558 2.89995 2.85649 2.88685 2.79744 2.77258
2.81906 2.75372 3.01171 2.84369 2.72956
internal_weight=0.0 358.015 130.313 102.356 2423.02 91.8662 620.443 227.702 121.857
82.5548 498.587 1802.57 661.432 341.703 128.95 92.6749 92.0279 78.0724 89.0474
68.2527 80.4291 149.629 56.2149 67.883
internal_count=59777 7558 2692 2093 52219 1866 13318 4866 2587 1670 10731 38901
14224 7336 2769 1986 1956 1646 1877 1459 1691 3220 1187 1421
shrinkage=1
Tree=1
num_leaves=25
num_cat=0
split_feature=182 153 170 179 153 10 179 182 8 166 10 182 88 62 36 36 186 166 195
63 181 61 180 166
split_gain=2932.78 1509.82 656.58 354.672 342.41 229.364 178.647 174.532 126.545
107.618 89.5454 164.069 84.6763 59.5707 53.0748 48.0135 46.4737 44.521 38.5555
38.4564 33.8146 31.7271 33.7141 28.6414
threshold=0.826541 9.774893 0.142549 633.760242 22.352546 6.070176 21.64395
0.014494 0.009099 0.000253 7.796095 0.142857 -69.920539 9.453014 0.986747 -1.561989
-0.06696 0.002714 0.999876 9.724014 1.236025 0.456456 0.498352 0.000198
decision_type=10 2 2 2 2 2 2 10 2 2 2 10 2 2 2 2 10 2 10 2 2 2 2 2
left_child=4 5 3 8 10 9 7 12 -3 -2 11 -1 -6 15 21 -9 23 19 -7 -4 -17 22 -14 -13
right_child=1 2 17 -5 6 18 -8 13 -10 -11 -12 16 14 -15 -16 20 -18 -19 -20 -21 -22 -
23 -24 -25
leaf_value=0.060878 0.024399 -0.024117 -0.136327 0.008501 -0.115026 0.069405
0.057961 -0.003929 -0.490743 -0.181397 0.091949 0.011369 0.039696 0.010634 -
0.073412 0.000942 0.008442 0.011947 -0.029247 0.011443 -0.207766 0.05197 -0.045285
-0.130195
leaf_weight=535.912403 23.628269 10.565476 55.46465 14.936662 19.120202 144.08139
195.060208 17.692793 162.082397 43.368893 1005.321808 9.871118 41.312091 16.812373
20.098348 7.987569 46.920941 28.236987 25.29295 14.0806 56.733273 164.929859
68.232419 34.712565
leaf_count=12227 488 176 1056 295 389 3232 4373 369 1869 687 23630 210 890 342 409
140 951 549 502 272 1020 3573 1453 675
internal_value=0.0 -0.204792 -0.344021 -0.439521 0.049989 -0.010377 -0.01344 -
0.049394 -0.472425 -0.127235 0.073358 0.039701 -0.006922 -0.141952 0.013443 -
0.166235 -0.064574 -0.084326 0.051797 -0.113291 -0.191683 0.028634 -0.01111 -
0.10845
internal_weight=0.0 521.738 285.367 187.585 2240.72 236.372 607.979 412.919 172.648
66.9972 1632.74 627.417 313.693 99.226 294.573 82.4136 91.5046 97.7822 169.374
69.5452 64.7208 274.474 109.545 44.5837
internal_count=59777 9126 4217 2340 50651 4909 12958 8585 2045 1175 37693 14063
6714 1871 6325 1529 1836 1877 3734 1328 1160 5916 2343 885
shrinkage=0.1
Tree=2
num_leaves=25
num_cat=0
split_feature=182 195 10 153 153 167 179 182 10 182 47 88 167 36 127 12 168 167 10
128 61 180 61 168
split_gain=2200.31 898.353 497.909 318.981 252.635 187.013 157.677 132.845 90.175
147.085 81.8644 75.2362 59.841 48.1555 46.6817 46.53 40.0599 38.0459 35.929 34.3735
32.3553 29.9204 34.323 27.0015
threshold=0.826541 0.918303 107.187635 22.352546 14.275764 0.000797 21.64395
0.014494 7.796095 0.142857 0.331814 -69.920539 0.017158 0.986747 -0.20645 0.794322
0.001446 0.028736 1.896057 -0.062712 0.713333 0.498352 0.421053 0.00059
decision_type=10 10 2 2 2 2 2 10 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 4 5 8 18 -3 7 11 9 -1 -7 -5 15 21 17 -6 -11 23 -2 -17 -18 -13 -23 -9
right_child=1 2 -4 6 12 10 -8 14 -10 16 -12 13 -14 -15 -16 19 20 -19 -20 -21 -22 22
-24 -25
leaf_value=0.058301 -0.023121 -0.005106 0.024121 -0.10755 0.007258 -0.118943
0.05566 -0.002763 0.09049 0.017356 -0.3782 0.061078 0.004537 -0.069407 0.014171 -
0.192591 -0.122958 -0.007287 0.066682 -0.010238 0.002883 -0.043091 0.031348 -
0.180326
leaf_weight=506.995428 36.244324 19.611489 43.648817 21.185619 13.167544 67.018224
185.054474 10.794969 924.217792 33.271845 182.088192 99.126566 28.207542 21.460379
14.125534 58.670242 37.011156 22.344233 134.450691 17.006833 25.020417 67.724179
101.426822 63.130657
leaf_count=12227 669 287 880 389 236 683 4373 184 23630 700 1562 2237 489 409 286
890 646 396 3163 267 490 1384 2295 1005
internal_value=0.0 -0.16366 -0.270569 0.047073 -0.028088 -0.315265 -0.013657 -
0.046375 0.070922 0.036986 -0.335449 -0.007824 -0.120967 0.012038 -0.123087 -
0.149584 -0.059651 -0.141451 0.046804 -0.1698 -0.091378 0.027002 -0.001061 -
0.164754
internal_weight=0.0 600.114 312.367 2132.89 287.747 268.718 606.373 421.319 1526.52
602.299 249.106 310.924 117.052 289.738 110.395 88.8446 95.3034 96.2699 170.695
75.6771 62.0316 268.278 169.151 73.9256
internal_count=59777 9126 3412 50651 5714 2532 12958 8585 37693 14063 2245 6714
1882 6325 1871 1393 1836 1585 3832 1157 1136 5916 3679 1189
shrinkage=0.1
Tree=3
num_leaves=25
num_cat=0
split_feature=182 153 179 195 153 180 140 8 88 179 166 182 167 166 167 190 115 191
178 167 11 41 129 24
split_gain=1732.23 718.146 447.524 326.308 276.343 122.076 112.232 107.993 91.6094
85.0483 139.944 89.57 73.9297 67.0578 61.3997 52.0068 51.2196 41.6671 39.3244
38.7531 29.501 28.9913 27.2789 23.9843
threshold=0.74392 2.245072 255.43475 0.620958 31.613066 441.228533 -0.149327
0.004619 20.982212 23.1156 0.000579 0.025245 0.027773 0.000319 0.000771 -0.878953 -
0.136697 -0.456831 0.093745 0.038716 13.007592 0.372147 -0.15844 111.650039
decision_type=10 2 2 10 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 22 9 6 8 -5 12 10 -1 17 15 -4 -9 -6 -17 21 -13 -16 23 -12 -3 -8
right_child=1 2 13 7 5 -7 20 14 -10 -11 11 18 -14 -15 19 16 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.075172 0.058444 -0.068632 -0.078019 -0.008254 0.004859 0.052215
0.044504 -0.019634 0.020278 0.091667 -0.06482 0.016005 0.001333 0.051833 -0.288599
0.000682 -0.231761 0.047346 -0.094956 -0.047607 -0.044654 0.02511 0.019262 -
0.035205
leaf_weight=479.132203 143.272047 94.002454 17.630562 19.464208 10.857634
111.302507 100.572052 16.303161 29.331181 708.690811 37.534711 29.199344 25.502607
82.470123 301.765216 10.287662 48.737258 200.377849 76.249255 25.568883 49.203184
34.676534 27.106304 16.941951
leaf_count=12171 3423 1634 356 273 190 2733 2207 184 624 19391 917 616 524 1771
2264 209 808 5045 1436 226 1021 876 531 347
internal_value=0.0 -0.129101 -0.17592 -0.212855 0.047361 -0.024543 -0.056727 -
0.256833 -0.114857 0.066013 0.041539 -0.004305 -0.149978 0.012756 -0.268494 -
0.185128 -0.207675 0.026235 -0.06837 -0.27727 0.000988 -0.02821 -0.049044 0.026794
internal_weight=0.0 727.583 584.311 484.21 1968.6 402.736 291.434 363.101 124.716
1565.86 857.17 378.038 95.3852 100.101 343.637 69.8826 59.0249 272.589 105.449
327.334 166.717 72.2112 121.109 117.514
internal_count=59777 10662 7239 5112 49115 8663 5930 2947 2355 40452 21061 8890
1731 2127 2674 1207 1017 6838 2052 2490 3575 1793 2165 2554
shrinkage=0.1
Tree=4
num_leaves=25
num_cat=0
split_feature=182 153 179 153 195 179 140 88 153 11 10 182 116 116 76 11 59 50 191
167 129 181 186 24
split_gain=1368.62 527.37 296.153 254.136 172.381 117.348 94.0557 93.063 77.7371
76.2845 68.4393 66.3265 64.7257 58.0803 52.2626 51.4266 44.6685 30.7289 28.3024
47.8032 27.8373 32.1503 25.5871 20.9659
threshold=0.74392 2.245072 49.193433 20.503164 0.704326 21.64395 -0.142246
20.982212 14.774157 6.957815 7.796095 0.146053 -0.997406 1.516253 6.515383
12.140351 0.666381 1.63484 -0.456831 0.002733 -0.15844 0.664953 -0.088361
111.650039
decision_type=10 2 2 2 10 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 10 2
left_child=3 -2 4 10 20 6 7 12 -4 -6 11 18 -5 14 -14 23 -10 -17 19 -1 21 -3 -13 -8
right_child=1 2 8 5 9 -7 15 -9 16 -11 -12 22 13 -15 -16 17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.053777 0.056298 0.012026 0.048259 0.010228 -0.040105 0.054373 0.047808
0.023715 -0.109296 -0.226478 0.089169 -0.066355 -0.009094 0.00718 -0.189059
0.028155 0.014928 -0.074247 0.0667 -0.042262 0.018561 -0.095347 0.017515 -0.023892
leaf_weight=64.511764 135.834373 25.851315 71.124975 29.52905 44.869703 173.026626
151.238652 51.308653 40.212632 336.682668 743.034351 41.799515 23.894459 20.052539
73.54738 16.587967 31.027256 53.469733 314.389916 60.690614 26.496128 69.505618
40.005779 24.375675
leaf_count=1749 3423 434 1641 587 461 4564 3482 1118 536 2097 22261 716 430 348
1154 378 492 999 8491 1543 512 1066 793 502
internal_value=0.0 -0.10942 -0.145579 0.044668 -0.179181 -0.007722 -0.03451 -
0.079118 -0.0131 -0.210662 0.069669 0.037342 -0.112339 -0.137787 -0.160869 0.007728
-0.069599 -0.048515 0.052219 0.008273 -0.052072 -0.0714 -0.033231 0.035172
internal_weight=0.0 781.605 645.77 1881.46 503.405 617.031 444.004 198.332 142.365
381.552 1264.43 521.398 147.023 117.494 97.4418 245.672 71.2399 70.0577 439.592
125.202 121.853 95.3569 81.8053 175.614
internal_count=59777 10662 7239 49115 4570 13562 8998 3637 2669 2558 35553 13292
2519 1932 1584 5361 1028 1377 11783 3292 2012 1500 1509 3984
shrinkage=0.1
Tree=5
num_leaves=25
num_cat=0
split_feature=182 153 185 153 169 179 180 61 23 115 59 168 141 179 89 88 10 182 38
153 167 11 103 154
split_gain=1101.74 403.067 250.989 232.959 140.729 119.221 96.3797 88.4393 85.6299
56.4437 52.6102 43.3669 43.0946 48.654 42.1661 42.1026 39.8464 72.4353 34.3014
33.6586 32.4517 25.771 24.3801 19.912
threshold=0.74392 2.245072 0.460603 31.613066 0.005008 1338.0544 441.228533
0.478692 19.473938 0.492694 0.893494 0.015836 0.031532 5.80575 15.944776 20.661632
7.008772 0.142857 1.535827 11.130021 0.001251 16.064516 37.359357 89.091805
decision_type=10 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=3 -2 4 8 10 11 7 9 12 -5 20 -4 -1 14 -14 22 17 -10 -9 -6 -3 -19 23 -11
right_child=1 2 5 6 19 -7 -8 18 16 15 -12 -13 13 -15 -16 -17 -18 21 -20 -21 -22 -23
-24 -25
leaf_value=0.042446 0.054183 -0.000757 -0.229805 0.002833 0.042255 0.020051
0.048766 0.022564 0.059889 -0.001373 -0.013588 -0.022138 0.021404 0.024806 -
0.115773 0.002659 0.087089 0.008482 -0.063017 -0.029498 -0.142556 -0.075414
0.001626 -0.175938
leaf_weight=72.248078 129.001266 17.900405 203.888089 39.989044 64.238499 15.715466
102.462468 148.684648 448.703062 7.725502 56.138956 20.38327 15.569294 47.134527
37.274088 19.138434 683.236458 72.828161 20.577565 129.77334 186.353767 19.784496
8.719082 60.558113
leaf_count=1986 3423 185 1443 812 1355 371 2733 3106 12287 135 483 224 409 1355 873
412 21916 1295 323 1792 1386 331 146 996
internal_value=0.0 -0.094621 -0.123769 0.042146 -0.069469 -0.201133 -0.022588 -
0.049512 0.061157 -0.098791 -0.112171 -0.217357 -0.004039 -0.040254 -0.083692 -
0.12918 0.07016 0.0441 0.001769 -0.002462 -0.132372 -0.027227 -0.15142 -0.164212
internal_weight=0.0 823.393 694.392 1804.63 454.405 239.987 407.855 305.392 1396.78
136.13 260.393 224.271 172.226 99.9779 52.8434 96.1411 1224.55 541.316 169.262
194.012 204.254 92.6127 77.0027 68.2836
internal_count=59777 10662 7239 49115 5201 2038 8663 5930 40452 2501 2054 1667 4623
2637 1282 1689 35829 13913 3429 3147 1571 1626 1277 1131
shrinkage=0.1
Tree=6
num_leaves=25
num_cat=0
split_feature=182 153 179 179 168 185 61 178 11 76 75 166 128 23 153 180 195 102 36
12 153 103 10 167
split_gain=905.555 372.986 213.489 204.811 165.27 143.072 122.989 79.584 77.1158
72.8041 100.897 66.5609 56.8714 45.1243 39.2925 32.9527 32.4744 31.5763 30.0272
25.6476 20.7755 20.0252 20.0201 19.7502
threshold=0.639724 2.245072 255.43475 29.83755 0.001106 0.30618 0.421053 0.087897
32.129032 6.515383 -0.911106 0.000319 -0.151401 19.473938 28.605774 312.493843
0.549674 47.504793 -1.984247 64.41258 15.047712 7.876553 4.074689 0.002698
decision_type=10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2
left_child=3 22 5 4 14 8 9 -7 23 -6 15 20 -10 -8 -1 17 -15 -11 -9 -12 -4 -16 -2 -3
right_child=1 2 11 -5 6 7 13 18 12 10 19 -13 -14 16 21 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.077187 -0.010124 0.023721 0.013389 0.086446 0.004099 -0.004786 -
0.036008 -0.022349 -0.129684 -0.164414 0.037404 0.052677 -0.004445 0.055505
0.033692 0.009017 -0.00827 0.002034 -0.201049 -0.052898 -0.100579 -0.035325 0.07064
-0.035267
leaf_weight=309.117604 26.229703 56.919768 10.529586 605.605273 104.18038 26.95254
78.28865 21.334149 162.392981 92.10172 51.647057 92.362179 47.848357 210.586951
46.595252 9.162843 102.545147 11.314515 246.462825 6.604986 10.972116 38.801282
116.441417 103.088147
leaf_count=9460 568 723 271 20443 2506 415 1717 190 1225 1761 1219 2170 499 5454
1002 229 2440 207 1513 156 149 808 3525 1127
internal_value=0.0 -0.079247 -0.105797 0.042013 0.014344 -0.126343 -0.016077 -
0.177359 -0.071918 -0.062755 -0.096363 0.015878 -0.106634 0.019588 0.062373 -
0.138864 0.036088 -0.150819 -0.19174 0.009366 -0.072675 0.001008 0.056839 -0.013702
internal_weight=0.0 921.534 778.863 1666.55 1060.95 664.999 666.432 294.75 370.249
275.012 170.831 113.864 210.241 391.421 394.514 112.579 313.132 103.416 267.797
58.252 21.5017 85.3965 142.671 160.008
internal_count=59777 12375 8282 47402 26959 5692 15689 2118 3574 6078 3572 2590
1724 9611 11270 2197 7894 1968 1703 1375 420 1810 4093 1850
shrinkage=0.1
Tree=7
num_leaves=25
num_cat=0
split_feature=182 153 179 10 76 75 60 167 62 62 5 193 8 11 168 179 166 181 195 75 8
182 36 179
split_gain=750.016 312.406 193.105 192.566 153.369 166.842 85.2886 83.6385 74.005
62.3619 60.5336 56.4695 55.8009 53.4271 45.9439 44.7613 43.6684 38.0062 32.976
31.9012 28.8881 28.249 26.1301 25.3523
threshold=0.639724 14.510767 29.83755 10.376344 6.515383 -1.613053 0.79417 0.028736
9.64998 9.64998 0.497039 -0.706446 0.004619 101.603378 0.000414 5492.76135 8.2e-05
1.236025 0.995384 -109.767284 0.007455 0.209942 -0.973992 12.372717
decision_type=10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 10 2 2
left_child=2 3 4 10 19 6 9 8 12 11 14 -6 -3 -7 -2 17 -13 -14 -5 -1 -16 -21 -19 -20
right_child=1 7 -4 18 5 13 -8 -9 -10 -11 -12 16 15 -15 20 -17 -18 22 23 21 -22 -23
-24 -25
leaf_value=-0.038542 0.021698 -0.004504 0.084879 0.070988 0.001002 0.056651
0.009994 -0.001638 0.01584 0.029727 0.016854 0.016298 -0.025368 -0.047162 0.004009
-0.001758 -0.137837 -0.063614 -0.052697 0.068261 -0.132296 0.0 -0.181056 0.034806
leaf_weight=8.620331 14.043852 32.211686 558.315243 177.722988 40.366916 212.099382
106.080894 57.80319 24.698496 20.599733 44.263338 11.13364 39.056042 28.232699
14.748161 21.404501 163.389376 86.051118 23.149787 382.989804 98.083652 70.804394
284.587808 27.992332
leaf_count=190 275 421 20443 5086 873 5767 2509 661 284 540 647 302 330 821 213 403
3093 567 289 11300 801 1564 1757 641
internal_value=0.0 -0.070687 0.039575 -0.002277 0.013029 -0.020681 -0.062569 -
0.117107 -0.129575 -0.091863 -0.073276 -0.106462 -0.138 0.039288 -0.101139 -
0.146694 -0.126744 -0.153399 0.053905 0.053663 -0.118176 0.058509 -0.162963 -
0.010635
internal_weight=0.0 945.817 1602.63 400.004 1044.32 581.903 341.571 545.813 488.01
235.49 171.139 214.89 463.311 240.332 126.876 431.099 174.523 409.695 228.865
462.415 112.832 453.794 370.639 51.1421
internal_count=59777 12375 47402 7952 26959 13905 7317 4423 3762 4808 1936 4268
3478 6588 1289 3057 3395 2654 6016 13054 1014 12864 2324 930
shrinkage=0.1
Tree=8
num_leaves=25
num_cat=0
split_feature=195 153 174 10 182 167 155 51 10 168 180 186 155 36 47 191 178 8 12
23 115 76 114 62
split_gain=643.892 288.558 252.463 157.145 150.243 79.2219 75.0315 69.3295 60.9317
64.9116 57.9151 48.4021 46.3378 45.5734 44.9691 42.7495 41.6535 38.3437 35.5456
31.724 27.6177 27.5872 24.9518 23.1791
threshold=0.966809 14.510767 0.204412 107.187635 0.142857 0.028736 4.491052
1.632642 7.008772 0.001088 365.536195 -0.06068 143.307577 -1.076775 0.352532 -
0.513307 0.05862 0.227273 1476.237665 23.701028 0.673419 12.814552 0.079049
0.234904
decision_type=10 2 2 2 10 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 3 6 10 7 -2 -6 9 -1 12 16 19 -9 -8 -4 -11 -15 -19 -3 -14 -17 -22 -21
right_child=2 4 15 -5 5 -7 14 13 -10 11 -12 -13 20 17 -16 21 -18 18 -20 23 22 -23 -
24 -25
leaf_value=0.072086 0.022793 -0.020526 -0.052619 0.031266 0.016331 0.034036 -
0.053797 -0.006869 0.087235 0.015222 0.072892 0.037213 0.018028 -0.012321 -0.169856
0.04843 -0.082149 -0.144118 0.007292 -0.027428 -0.09703 -0.015509 0.015266 0.053765
leaf_weight=160.586435 16.043094 92.063342 72.605604 44.856814 54.537802 54.891317
94.117686 53.852801 568.704725 58.060126 123.325693 103.426467 25.799345 40.973115
289.247252 110.424352 59.819303 144.250361 12.637872 15.800905 44.55234 93.281045
12.577168 163.810135
leaf_count=5036 488 2049 1291 1336 899 975 900 798 21488 1517 4294 2752 585 588
1896 2513 1132 1662 257 351 753 1711 268 4238
internal_value=0.0 0.030378 -0.079006 -0.122412 -0.012227 -0.057612 -0.141 -
0.076153 0.066924 0.031075 0.023927 -0.005364 0.001027 -0.095678 -0.149422 -
0.002322 -0.042704 -0.114445 -0.132931 0.021449 -0.050672 0.021471 -0.076256
0.042794
internal_weight=0.0 1789.67 720.576 444.265 839.072 361.143 399.408 306.252 950.597
381.892 477.929 221.306 354.603 251.714 383.365 276.311 117.879 197.861 156.888
271.674 82.9289 203.705 57.1295 179.611
internal_count=59777 49642 10135 4620 17717 5179 3284 4204 31925 10437 12538 5401
8244 3305 2796 5515 2649 2507 1919 6638 1606 4224 1021 4589
shrinkage=0.1
Tree=9
num_leaves=25
num_cat=0
split_feature=182 179 171 153 153 167 61 23 115 180 167 114 11 167 62 89 180 152
153 186 129 169 141 169
split_gain=547.506 303.961 163.326 129.682 124.473 91.2644 76.2208 67.4263 65.9178
50.7109 47.7684 45.0876 44.3194 31.5696 32.0743 29.9404 29.1731 28.6384 26.7074
25.2943 38.2651 33.2115 23.9828 21.1609
threshold=0.331989 21.64395 0.09327 14.774157 38.678275 0.001276 0.191118 19.473938
1.103135 239.639445 0.00392 0.12976 3.077287 0.027773 9.507276 20.826882 365.536195
0.017388 31.613066 0.078242 -0.102374 0.0 0.031532 0.003796
decision_type=10 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=4 2 5 -3 7 -2 17 15 -6 11 -5 13 -7 14 -10 -1 22 -4 -8 20 -14 -21 -17 -12
right_child=1 3 6 10 8 12 18 -9 9 -11 23 -13 19 -15 -16 16 -18 -19 -20 21 -22 -23 -
24 -25
leaf_value=0.039755 0.003242 0.073525 0.013218 -0.093023 0.03914 -0.002695 0.033883
0.068277 -0.138076 0.034767 -0.02986 0.013879 -0.167907 0.001515 0.005778 0.010051
0.030003 -0.098729 -0.029855 -0.097617 -0.010074 -0.005979 -0.085163 0.037999
leaf_weight=56.277188 57.692283 197.457423 17.275792 45.417413 100.598995 28.871866
156.235484 872.933167 63.775397 31.256945 49.681818 36.085825 251.04551 25.323556
14.325664 26.911973 25.325977 73.979982 60.823159 103.117957 22.078796 62.424407
42.659131 51.919172
leaf_count=1778 787 6900 339 517 2552 327 2925 31610 930 1026 596 737 1390 476 285
656 951 1022 716 585 232 539 918 983
internal_value=0.0 -0.050077 -0.08157 0.026699 0.042575 -0.113617 -0.019955
0.058046 -0.015755 -0.049441 -0.038519 -0.071977 -0.12713 -0.097346 -0.11882 -
0.002997 -0.032763 -0.080007 0.014082 -0.134371 -0.158176 -0.071214 -0.058318
0.005758
internal_weight=0.0 1178.02 833.545 344.476 1295.47 525.231 308.314 1024.11 271.366
170.767 147.018 139.51 467.539 103.425 78.1011 151.174 94.8971 91.2558 217.059
438.667 273.124 165.542 69.5711 101.601
internal_count=59777 17858 8862 8996 41919 3860 5002 35913 6006 3454 2096 2428 3073
1691 1215 4303 2525 1361 3641 2746 1622 1124 1574 1579
shrinkage=0.1
Tree=10
num_leaves=25
num_cat=0
split_feature=182 179 153 167 153 59 11 129 88 23 23 142 167 61 191 185 51 10 141 7
188 170 166 154
split_gain=469.922 297.987 164.388 138.303 115.504 80.6989 71.9811 89.0187 62.3535
49.3176 38.4151 43.4506 35.059 33.4681 31.7706 29.505 27.7216 22.7069 22.0191
20.9997 19.4899 19.4057 19.4016 17.0447
threshold=0.142857 5.80575 11.69674 0.001334 38.678275 0.635384 7.380325 -0.133435
-53.641625 19.473938 23.452056 -0.124732 0.027773 0.191118 -0.560948 -0.800446
2.196125 14.14505 0.031532 0.002162 -0.566482 0.011498 0.001442 85.159637
decision_type=10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 3 17 14 9 12 13 15 -6 18 11 -10 16 -5 -2 -8 -4 -3 -1 -17 -18 -9 -20 -
15
right_child=1 2 5 6 8 -7 7 21 10 -11 -12 -13 -14 23 -16 19 20 -19 22 -21 -22 -23 -
24 -25
leaf_value=0.038624 -0.042959 -0.008036 0.005485 -0.079066 -0.090336 0.02257 -
0.015891 -0.040104 -0.08927 0.070258 0.039153 0.021178 0.017526 0.02806 0.036911 -
0.019149 -0.011347 0.07891 -0.055448 -0.151934 -0.120731 0.031808 0.016974 -
0.029125
leaf_weight=55.109596 37.804364 25.740083 22.458852 55.896323 37.028689 124.860312
30.022552 41.221501 25.554318 746.352301 140.89552 49.524285 22.540798 62.564502
95.442655 25.827967 29.335382 215.47957 39.299731 323.228379 89.035483 28.873218
40.655296 62.788479
leaf_count=1734 518 423 403 582 570 1957 262 315 364 29193 3530 1163 360 906 1804
287 370 8409 1091 2085 920 655 1137 739
internal_value=0.0 -0.042494 0.014713 -0.080871 0.044207 -0.034369 -0.099358 -
0.120104 -0.013634 0.06068 0.011962 -0.034803 -0.073654 -0.035113 0.009404 -
0.137551 -0.088935 0.069803 0.003656 -0.145201 -0.10364 -0.009638 -0.025386 -
0.000683
internal_weight=0.0 1293.12 529.45 763.67 1134.42 288.231 630.423 449.174 253.003
881.417 215.974 75.0786 163.371 181.249 133.247 379.079 140.83 241.22 135.065
349.056 118.371 70.0947 79.955 125.353
internal_count=59777 20995 12842 8153 38782 4010 5831 3604 5627 33155 5057 1527
2053 2227 2322 2634 1693 8832 3962 2372 1290 970 2228 1645
shrinkage=0.1
Tree=11
num_leaves=25
num_cat=0
split_feature=195 179 153 191 9 166 155 167 1 127 24 12 166 40 76 179 11 167 188 23
165 128 167 173
split_gain=410.959 199.517 197.118 140.353 90.4674 78.2587 71.1147 64.8105 57.1203
56.3146 55.997 44.6474 55.2657 47.1614 40.9479 37.763 43.116 29.6001 28.5402
27.5018 26.1472 24.4392 22.1395 16.0993
threshold=0.895991 238.564505 14.510767 -0.276864 0.166667 0.000407 5.717889
0.028736 0.25 -0.19893 132.530871 9.863946 0.000407 0.440196 6.917886 3394.720724
2.267564 0.000697 -0.739388 17.620032 0.519678 -0.0 0.036368 0.003531
decision_type=10 2 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 11 6 10 -5 -2 9 14 15 19 12 -1 20 23 16 -6 -8 -18 -4 -14 -16 -19 -7
right_child=1 -3 4 5 7 8 17 -9 -10 -11 -12 -13 13 -15 21 -17 18 22 -20 -21 -22 -23
-24 -25
leaf_value=0.065771 0.020941 0.060855 -0.008972 0.03809 0.013851 -0.040069 0.002828
0.039852 0.031171 0.027397 -0.05564 0.083391 0.005303 0.033526 -0.09844 0.014053 -
0.005681 -0.139087 -0.105744 0.057811 -0.089296 0.006844 -0.01292 0.022875
leaf_weight=143.63084 24.013319 98.638746 66.002707 99.927535 32.429759 29.073686
15.163823 61.442378 46.432718 51.696554 30.656156 452.290045 39.571425 81.074447
174.347375 36.800496 38.051054 293.081656 195.513986 238.112027 36.491216 18.720255
24.002185 55.097584
leaf_count=5279 801 3889 1523 2335 532 224 285 1341 1079 1075 632 20560 1009 2249
1350 980 597 2315 2628 7196 792 192 284 630
internal_value=0.0 -0.055042 0.029376 -0.072043 -0.006998 -0.028632 -0.115264 -
0.036558 -0.051231 -0.052604 0.029702 0.064109 0.028497 -0.012188 -0.067308 -
0.067931 -0.07965 -0.126351 -0.092776 0.043971 -0.055571 -0.088813 -0.13215 -
0.004899
internal_weight=0.0 878.499 1503.76 779.86 750.705 423.599 356.261 415.934 323.672
354.492 334.771 753.058 300.768 157.137 277.239 302.795 265.995 332.248 233.565
304.115 76.0626 193.068 317.084 84.1713
internal_count=59777 13384 46393 9495 16504 5810 3685 7153 3475 5812 9351 29889
9329 4050 2396 4737 3757 2884 3225 8719 1801 1542 2599 854
shrinkage=0.1
Tree=12
num_leaves=25
num_cat=0
split_feature=182 179 153 180 180 153 127 59 23 141 11 169 89 12 191 166 77 128 166
154 153 25 6 194
split_gain=345.257 209.703 127.73 111.389 101.839 87.443 78.1777 68.7496 59.3899
52.3269 49.5484 38.1535 32.7389 31.4466 31.3463 28.3774 28.275 29.6109 26.133
23.8906 23.3975 22.4988 22.1548 20.8083
threshold=0.142857 5.80575 7.634603 365.536195 1.475075 61.217824 -0.212451
0.635384 23.701028 -0.007334 14.017544 0.016697 20.826882 0.408681 -0.657951
0.001016 -5.654253 -0.015624 0.000335 124.877549 3.135301 94.55025 0.0 0.181744
decision_type=10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 4 -3 5 -2 8 10 11 12 -7 14 -4 -1 -14 -6 -10 -15 -18 -13 -16 -12 -11 -
22 -17
right_child=1 2 7 -5 6 9 -8 -9 15 21 20 18 13 16 19 23 17 -19 -20 -21 22 -23 -24 -
25
leaf_value=0.032785 0.009615 0.073241 -0.087783 0.084677 -0.091757 -0.109838
0.000724 0.025656 0.065576 0.032555 -0.008841 -0.054597 0.024664 0.014058 0.01601
0.036123 -0.107623 0.01818 0.028751 -0.048391 -0.012555 -0.046619 -0.132608 -
0.023995
leaf_weight=54.957113 135.317313 178.542195 107.483699 328.595586 48.948634
37.751344 96.433445 140.502243 292.078293 57.245987 25.006232 17.090375 29.407675
22.461645 98.633032 85.411581 53.451777 9.950469 63.357589 60.525322 25.84974
15.085205 296.917701 67.049698
leaf_count=1682 2054 7786 1025 16052 379 473 1595 2433 11608 1235 585 271 703 613
1212 2734 1157 275 1327 574 214 239 1540 2011
internal_value=0.0 -0.035924 0.013713 0.03982 -0.066963 0.01599 -0.082478 -0.023231
0.031075 -0.053655 -0.095964 -0.057823 -0.016341 -0.042266 -0.044064 0.049084 -
0.065783 -0.088466 -0.001496 -0.013414 -0.118991 0.005024 -0.125533 0.01019
internal_weight=0.0 1294.61 506.976 1053.45 787.631 724.851 652.314 328.434 614.768
110.083 555.881 187.932 170.229 115.272 208.107 444.54 85.8639 63.4022 80.448
159.158 347.774 72.3312 322.767 152.461
internal_count=59777 20995 12842 38782 8153 22730 6099 5056 20783 1947 4504 2623
4430 2748 2165 16353 2045 1432 1598 1786 2339 1474 1754 4745
shrinkage=0.1
Tree=13
num_leaves=25
num_cat=0
split_feature=179 195 191 180 182 153 166 152 76 166 117 153 62 133 75 165 194 167
109 37 168 177 169 194
split_gain=300.234 241.699 121.462 78.3405 74.3946 71.132 57.2127 46.7256 45.7652
44.5799 39.1299 34.7923 34.4508 34.1169 30.4076 27.8841 26.5224 26.1141 21.0944
20.6312 20.4025 19.0456 17.6652 15.9309
threshold=44.610861 0.67996 -0.321648 221.27295 0.960966 19.813195 2e-05 0.265539
9.290607 0.000579 0.463927 12.859488 9.64998 0.551429 -9.569737 0.880992 0.973883
0.036368 0.134158 -0.806283 0.007323 0.714126 0.001921 -0.582034
decision_type=2 10 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 6 8 -2 9 -3 -7 -4 -1 -11 -6 17 18 -10 -12 22 19 -9 -8 -13 -16 -5 -21
right_child=4 2 3 16 11 7 12 13 14 10 15 20 -14 -15 21 -17 -18 -19 -20 23 -22 -23 -
24 -25
leaf_value=0.06863 0.074027 0.025979 0.042609 -0.092655 0.037604 0.022127 -0.001316
0.006224 -0.05842 0.044502 0.007873 -0.07339 0.012511 0.003076 -0.028023 -0.07293
0.010559 -0.006143 -0.082387 -0.029541 0.017273 0.03635 0.004202 -0.135405
leaf_weight=226.629044 470.146865 19.338727 145.390803 132.899905 38.96234
177.122568 14.912812 26.01364 81.468192 93.410227 81.404476 42.720354 14.756232
107.308499 40.947166 34.287936 25.563314 26.131105 105.331238 43.752336 16.263212
66.968827 17.108815 256.575584
leaf_count=9373 22985 628 3030 910 1435 3683 241 508 1041 3006 2288 373 291 2022
438 824 277 306 1833 479 200 1357 230 2019
internal_value=0.0 -0.02272 -0.058113 -0.023178 0.058598 0.015087 -0.098547 -
0.013939 0.006398 0.041593 0.005755 -0.015425 -0.107326 -0.040031 -0.024053 -
0.029002 -0.070016 -0.113311 -0.067541 -0.120434 -0.051552 0.010901 -0.083076 -
0.12546
internal_weight=0.0 1737.32 885.814 510.347 568.093 851.508 375.467 415.776 334.775
435.732 209.103 97.9459 356.128 238.653 189.384 115.692 175.572 341.372 131.345
315.241 58.9836 107.916 150.009 300.328
internal_count=59777 34784 11247 7283 24993 23537 3964 8046 5866 15491 6118 2008
3336 4363 2836 3112 1417 3045 2341 2739 573 1795 1140 2498
shrinkage=0.1
Tree=14
num_leaves=25
num_cat=0
split_feature=153 182 171 180 186 88 23 141 24 170 61 11 180 153 116 76 180 24 59
114 7 58 128 75
split_gain=274.991 208.535 104.175 82.1241 69.8297 52.4291 42.5726 39.1227 45.5916
39.0149 36.8843 33.807 29.5704 25.692 25.4698 36.2297 23.6522 21.4356 21.1533
18.031 17.4634 14.6669 13.8804 13.1219
threshold=2.761119 0.025245 0.007353 365.536195 -0.694862 -69.920539 18.34597 -
0.007334 46.34572 0.003599 0.421053 494.2885 0.498352 17.472588 -0.305654 1.021747
1.784 29.290658 0.662355 -2.833913 0.527693 0.965814 -0.062712 -109.767284
decision_type=2 10 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 3 9 5 11 19 17 8 -6 16 12 22 -7 -10 -14 -16 -3 -1 20 -2 -9 -18 -4 -8
right_child=1 2 4 -5 7 10 23 18 13 -11 -12 -13 14 -15 15 -17 21 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.029228 0.01136 -0.001476 -0.099096 0.075246 0.031768 0.02807 -0.014827
-0.027032 0.005181 -0.009543 0.035562 0.023503 0.011068 -0.081743 0.021404 -
0.087666 -0.105514 -0.060184 0.038026 -0.093922 0.021929 -0.010014 0.00073 0.076033
leaf_weight=16.501408 10.573371 27.51348 101.679432 172.437956 45.358482 68.160904
3.613927 119.346394 38.96175 76.119953 266.384224 13.849244 56.252158 94.295826
22.928112 69.268355 310.676337 14.680626 174.318709 27.741438 93.002524 26.641294
14.684934 403.349437
leaf_count=712 147 234 930 9145 831 1929 135 1867 1050 1043 8538 504 1525 1015 753
1425 1663 440 3399 419 1709 181 265 19918
internal_value=0.0 -0.019269 -0.045028 0.023084 -0.018934 0.00154 0.065595 -
0.001824 -0.035972 -0.081002 0.012934 -0.074775 -0.016126 -0.06112 -0.038138 -
0.062294 -0.093402 -0.023157 0.015904 -0.074034 -0.005496 -0.099907 -0.0896
0.073919
internal_weight=0.0 1830.19 1136.45 693.747 695.497 521.309 438.145 565.284 178.616
440.951 482.994 130.214 216.61 133.258 148.449 92.1965 364.831 31.182 386.668
38.3148 212.349 337.318 116.364 406.963
internal_count=59777 38572 14691 23881 11570 14736 21205 9871 2896 3121 14170 1699
5632 2065 3703 2178 2078 1152 6975 566 3576 1844 1195 20053
shrinkage=0.1
Tree=15
num_leaves=25
num_cat=0
split_feature=153 182 169 180 181 175 166 61 153 36 141 165 23 119 8 167 167 166
116 25 89 111 58 167
split_gain=240.171 177.255 93.9172 88.2026 65.0438 53.6681 53.5757 47.9352 46.5027
41.9834 41.2895 37.7223 33.9908 32.9157 27.5134 23.2798 23.9598 22.9085 22.0865
20.0186 19.186 16.6672 15.392 14.5194
threshold=2.245072 0.142857 0.005008 365.536195 54.09253 0.147646 6e-05 0.191118
61.217824 -0.596498 -0.007334 0.962752 19.738142 0.409736 0.209453 0.018463
0.001453 0.000253 0.040198 94.55025 21.231871 0.807093 0.284344 0.001544
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
left_child=12 3 5 8 7 -3 -6 17 11 22 -10 -2 20 -13 -11 16 -16 -4 -9 -12 -1 -19 -7 -
15
right_child=1 2 4 -5 6 9 -8 18 10 14 19 13 -14 23 15 -17 -18 21 -20 -21 -22 -23 -24
-25
leaf_value=0.030005 0.031359 -0.100914 0.006529 0.073502 -0.063699 -0.02939
0.054494 -0.029694 -0.096193 0.018394 0.0312 0.025058 0.075034 0.007136 0.00462
0.005921 -0.092933 -0.107164 0.024189 -0.043277 -0.053699 -0.00691 0.026406 -
0.075738
leaf_weight=17.203017 321.287368 245.480911 23.359234 181.271609 10.746596 36.76431
161.16936 106.315471 42.189496 24.089263 55.489976 47.851565 345.049118 18.628201
24.544677 29.669987 148.919164 70.130333 115.32552 16.167202 13.316506 26.664743
97.221088 51.946431
leaf_count=758 10274 1225 297 10357 200 390 4604 1386 473 315 1235 1549 18607 672
331 326 1261 588 1542 239 430 261 1195 1262
internal_value=0.0 -0.017104 -0.04154 0.020378 -0.008822 -0.066896 0.036124 -
0.032904 -0.000932 -0.035739 -0.048435 0.014482 0.066706 -0.027536 -0.058624 -
0.069344 -0.080889 -0.074311 -0.002252 0.004647 -0.016376 -0.089944 0.007743 -
0.059297
internal_weight=0.0 1855.23 1120.4 734.832 513.711 606.689 171.916 341.795 553.56
361.208 113.847 439.714 375.569 118.426 227.223 203.134 173.464 120.154 221.641
71.6572 30.5195 96.7951 133.985 70.5746
internal_count=59777 39982 13921 26061 8878 5043 4804 4074 15704 3818 1947 13757
19795 3483 2233 1918 1592 1146 2928 1474 1188 849 1585 1934
shrinkage=0.1
Tree=16
num_leaves=25
num_cat=0
split_feature=179 167 186 153 114 194 166 189 37 76 129 114 179 153 12 128 102 76
51 169 152 166 11 10
split_gain=214.47 168.704 134.331 85.4428 69.0426 66.4664 46.205 38.2086 38.7699
37.6141 35.2676 35.0897 33.7893 31.8474 31.7348 31.5445 31.5511 23.4666 22.6369
22.1234 17.9764 17.2177 17.0831 17.0791
threshold=23.1156 0.001334 -0.156516 17.000635 -0.058086 -0.399522 0.000335 0.76381
-0.721019 6.515383 0.121773 -2.791323 1338.0544 31.05944 0.61362 -0.107876
42.689775 3.142439 2.08407 0.067231 0.410867 0.000198 52.030369 0.811684
decision_type=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 13 5 -2 9 17 18 8 -7 -4 11 -10 19 21 -11 16 -16 -3 -5 -8 -19 -1 -6 -15
right_child=3 2 4 6 22 7 12 -9 10 14 -12 -13 -14 23 15 -17 -18 20 -20 -21 -22 -23 -
24 -25
leaf_value=0.070162 0.077654 0.028928 0.017199 0.019195 0.056827 0.013943 -0.040738
0.002939 -0.02695 0.015181 0.019397 -0.124118 0.061016 0.022137 -0.080141 0.002964
0.01861 0.005805 -0.086044 0.027508 -0.056988 0.006783 -0.00424 -0.044011
leaf_weight=175.687436 337.760896 50.664891 133.099722 10.542385 131.032262
19.891342 64.071691 38.805824 72.783844 66.317692 10.299185 289.888192 77.55374
45.671266 199.210166 74.550821 21.366275 62.348834 31.603972 48.051439 77.522363
65.524763 54.791554 31.792168
leaf_count=7537 20457 1192 2833 392 3393 416 898 654 1001 1522 232 3457 3153 885
2523 1363 277 1157 583 1541 1030 1930 888 463
internal_value=0.0 -0.020855 -0.03672 0.048423 -0.005161 -0.06874 0.000491 -
0.088995 -0.097496 -0.024483 -0.104249 -0.109403 0.023482 0.040738 -0.040031 -
0.05279 -0.069128 -0.015117 -0.063219 -0.011939 -0.034062 0.056486 0.041323 -
0.010872
internal_weight=0.0 1621.25 1302.57 569.584 680.368 622.204 231.823 431.668 392.863
494.545 372.971 362.672 189.677 318.676 361.445 295.127 220.576 190.536 42.1464
112.123 139.871 241.212 185.824 77.4634
internal_count=59777 32753 21938 27024 12799 9139 6567 5760 5106 8518 4690 4458
5592 10815 5685 4163 2800 3379 975 2439 2187 9467 4281 1348
shrinkage=0.1
Tree=17
num_leaves=25
num_cat=0
split_feature=153 182 47 180 141 179 7 88 62 23 23 115 191 62 88 128 166 64 37 37
89 36 140 42
split_gain=191.978 138.55 80.6205 69.6009 52.2572 46.1329 52.4924 44.5427 43.94
32.5074 32.17 25.6303 24.2466 26.0517 21.4889 21.2725 20.8783 19.9514 19.2829
17.902 17.5587 16.8817 15.3888 14.6707
threshold=2.245072 0.025245 0.301939 365.536195 0.207237 3394.720724 0.002162 -
69.920539 9.643301 23.161921 19.738142 1.964686 -0.609052 0.234904 40.777486 -
0.153925 0.001202 7.450301 0.155211 -0.762217 21.231871 -0.993582 -0.112104 0.3
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
left_child=10 3 15 7 5 6 -4 -2 14 11 20 23 17 -14 -8 21 -13 -11 19 -6 -1 -3 -23 -9
right_child=1 2 4 -5 18 -7 8 9 -10 12 -12 16 13 -15 -16 -17 -18 -19 -20 -21 -22 22
-24 -25
leaf_value=0.028653 -0.066699 0.024387 0.0015 0.071821 0.017572 0.022946 -0.091194
-0.024712 0.019953 0.030572 0.071943 -0.082808 -0.027377 0.05207 -0.005684 0.040993
0.005551 -0.046274 0.030987 -0.051851 -0.051791 0.000821 -0.052354 0.033414
leaf_weight=16.154289 41.821887 66.978506 89.95529 149.907124 36.008621 39.896131
487.045075 35.077704 26.961306 21.108171 307.402869 35.53041 22.010472 230.080568
37.283852 79.886611 33.337269 39.713605 71.05437 47.698422 13.9242 112.558938
61.358972 65.95566
leaf_count=758 569 1082 1051 9632 469 1650 4441 799 451 596 18607 680 547 8332 556
1475 649 1117 1103 496 430 1644 866 1777
internal_value=0.0 -0.015024 -0.035565 0.020214 -0.051268 -0.062562 -0.06896
0.001271 -0.079762 0.011986 0.063016 -0.020177 0.029778 0.042228 -0.085984 0.006533
-0.054016 -0.017987 0.001143 -0.026039 -0.016982 -0.009234 -0.024405 0.011888
internal_weight=0.0 1831.23 1156.69 674.543 835.903 681.142 641.246 524.636 551.29
482.814 337.481 169.901 312.913 252.091 524.329 320.783 68.8677 60.8218 154.761
83.707 30.0785 240.896 173.918 101.033
internal_count=59777 39982 15284 24698 10217 8149 6499 15066 5448 14497 19795 3905
10592 8879 4997 5067 1329 1713 2068 965 1188 3592 2510 2576
shrinkage=0.1
Tree=18
num_leaves=25
num_cat=0
split_feature=179 195 191 76 24 23 166 166 180 166 129 141 182 89 104 114 88 194 20
140 102 77 153 101
split_gain=171.204 147.124 101.726 75.5529 52.4399 64.5507 42.9671 36.5588 36.4268
29.7294 30.8023 28.5357 27.7213 26.1316 27.0326 23.3312 25.1766 23.0167 22.5302
21.9024 21.691 18.6317 16.8622 15.6289
threshold=255.43475 0.471558 -0.560948 9.290607 121.322808 23.452056 5.2e-05 2.8e-
05 780.186931 0.000216 -0.038104 0.193451 0.661835 20.826882 0.473013 -2.833913
48.398368 -0.344556 0.221937 -1.06703 -4.71771 -5.049675 15.047712 -32.344917
decision_type=2 10 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 7 8 5 13 22 -3 -4 -5 11 18 -7 23 -15 -6 -17 -9 -11 -19 -16 -22 -2 -1
right_child=6 2 3 9 15 12 -8 17 -10 10 -12 -13 -14 14 20 16 -18 19 -20 -21 21 -23 -
24 -25
leaf_value=-0.03115 0.021551 0.022658 0.041009 0.022906 0.022924 0.0581 0.069715 -
0.020784 -0.027074 -0.013354 0.026844 -0.000853 0.00337 0.010667 0.018918 -0.093517
0.015842 0.002983 -0.085199 -0.1112 0.003861 -0.093513 -0.065575 0.04221
leaf_weight=6.479712 12.497869 15.129244 213.494144 40.227692 14.67874 367.748762
309.853675 65.65397 79.756352 74.48728 24.445877 73.892561 126.657028 66.693632
12.204664 38.518353 14.161878 15.636531 205.582431 212.939322 20.292812 60.682709
8.178674 62.216809
leaf_count=101 936 607 4859 1160 325 15627 19120 841 1043 770 477 893 2496 1454 260
704 508 133 2135 1874 447 1126 95 1786
internal_value=0.0 -0.014127 -0.038539 -0.015774 0.017764 0.026279 0.060205 -
0.082841 0.02142 -0.041416 -0.049852 -0.057422 0.045435 -0.015758 -0.035448 -
0.048752 -0.070062 -0.09041 -0.070298 -0.10412 -0.061589 -0.076052 -0.033635
0.026125
internal_weight=0.0 1811.58 1021.25 711.886 790.335 722.976 330.53 309.359 293.25
418.636 378.408 353.962 494.406 228.57 159.874 67.359 52.6802 294.23 280.07 228.576
93.1802 80.9755 20.6765 68.6965
internal_count=59777 39626 14792 11337 24834 23297 20151 3455 5902 5435 4275 3798
18123 5174 3287 1537 1212 2848 2905 2007 1833 1573 1031 1887
shrinkage=0.1
Tree=19
num_leaves=25
num_cat=0
split_feature=153 186 169 179 194 173 6 181 166 116 193 168 51 179 179 127 115 102
182 195 165 180 23 140
split_gain=155.284 101.999 84.9041 57.2385 49.1479 44.4581 41.5364 40.467 59.5429
33.4291 32.1154 31.8107 27.2697 25.358 25.2437 27.2826 24.4261 20.2393 18.7595
17.5393 15.5103 14.2165 13.0305 12.7086
threshold=2.245072 -0.676968 0.000929 168.4151 -0.378706 0.009892 0.0 54.09253
5.2e-05 1.27768 0.999717 0.001106 0.786977 1.476558 0.50535 -0.219919 -0.78594 -
15.156296 -0.888889 0.963959 0.0 20.811182 9.879147 -0.182022
decision_type=2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 10 2 2 2 2
left_child=10 3 5 4 21 6 -3 9 -9 11 22 -4 -6 -12 17 -16 23 -13 -14 -10 -18 -2 -1 -7
right_child=1 2 7 -5 12 16 -8 8 19 -11 13 14 18 -15 15 -17 20 -19 -20 -21 -22 -23 -
24 -25
leaf_value=-0.01527 0.024786 0.00034 0.032553 0.032388 0.005969 0.010617 -0.086752
-0.059759 0.071474 0.041773 -0.050265 -0.044892 0.000792 0.037794 -0.056737
0.027332 -0.025069 0.025137 -0.10441 -0.002671 0.020255 -0.032318 0.075016 -
0.056206
leaf_weight=3.416664 49.637467 78.549184 91.650467 40.226245 22.901705 22.591107
136.271112 12.496252 218.641715 126.194886 24.17557 15.228159 17.4215 24.617168
174.070353 20.940922 64.279541 115.39062 213.514965 32.928399 239.129067 42.329608
254.650046 69.984681
leaf_count=128 930 1782 2538 2379 525 427 764 334 10776 3080 869 288 447 1703 2563
556 1206 2474 1890 546 4589 647 17095 1241
internal_value=0.0 -0.0133 -0.00038 -0.056112 -0.068786 -0.027501 -0.060002
0.020472 0.049606 0.003791 0.059489 -0.010433 -0.088675 -0.008851 -0.024856 -
0.044479 -0.005836 0.008086 -0.097552 0.062755 0.008779 -0.003351 0.071856 -
0.041638
internal_weight=0.0 1804.38 1418.35 386.031 345.805 610.805 214.82 807.542 264.066
543.475 306.859 417.281 253.838 48.7927 325.63 195.011 395.984 130.619 230.936
251.57 303.409 91.9671 258.067 92.5758
internal_count=59777 39982 33164 6818 4439 10009 2546 23155 11656 11499 19795 8419
2862 2572 5881 3119 7463 2762 2337 11322 5795 1577 17223 1668
shrinkage=0.1
Tree=20
num_leaves=25
num_cat=0
split_feature=153 179 186 11 116 168 124 8 193 10 166 101 180 51 178 51 76 36 167
12 113 182 165 168
split_gain=135.595 89.7624 87.3803 68.7365 50.751 42.511 35.7669 31.6761 30.5449
32.8264 29.6281 29.0598 30.5259 25.3061 25.0961 19.0255 16.9614 14.6982 13.8741
14.3359 13.0636 12.571 12.398 10.5731
threshold=2.245072 1622.5855 -0.676968 120.035843 1.37022 0.001106 0.635463
0.026602 0.992017 4.074689 0.000319 -24.439222 75.6754 0.786977 0.069429 1.362203
25.955791 0.432032 0.03756 0.803226 0.996562 0.705577 0.458133 0.0004
decision_type=2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2
left_child=8 2 7 4 5 16 15 -2 -1 23 21 14 -13 -9 -7 -5 -4 -18 19 -15 -6 -3 -8 -10
right_child=1 10 3 6 20 11 22 13 9 -11 -12 12 -14 18 -16 -17 17 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.072085 -0.005491 0.02219 0.052396 0.009359 0.057039 0.008781 -0.025785
0.012451 0.01271 0.040516 0.068587 -0.016345 0.038148 0.003597 -0.061787 -0.077839
0.021666 -0.046689 0.002307 -0.092887 -0.002021 -0.05002 0.027116 -0.069879
leaf_weight=225.239682 91.584953 11.690193 107.99925 18.964532 158.551033 55.401324
41.75828 19.768248 5.935495 39.607047 128.299884 333.132039 100.141246 13.057601
151.456106 163.592949 36.924146 12.262258 15.877446 224.836812 42.527984 11.543893
53.486941 18.62483
leaf_count=16366 2007 937 3116 442 3958 1451 897 439 316 2618 8235 5826 2234 148
1808 2377 1025 226 283 2266 1027 223 1057 495
internal_value=0.0 -0.012371 -0.019534 -0.006444 0.006227 -0.005677 -0.046876 -
0.059941 0.057173 -0.002902 0.052696 -0.017295 -0.001506 -0.075031 -0.044567 -
0.068709 0.03534 -0.008919 -0.08265 -0.087832 0.046328 -0.022708 0.00311 -0.054426
internal_weight=0.0 1792.86 1641.32 1276.2 998.395 797.316 277.803 365.125 289.407
64.1674 151.534 640.131 433.273 273.54 206.857 182.557 157.186 49.1864 253.772
237.894 201.079 23.2341 95.2452 24.5603
internal_count=59777 39982 30587 25444 20671 15686 4773 5143 19795 3429 9395 11319
8060 3136 3259 2819 4367 1251 2697 2414 4985 1160 1954 811
shrinkage=0.1
Tree=21
num_leaves=25
num_cat=0
split_feature=179 180 50 61 153 76 141 166 75 173 128 193 76 77 62 11 111 169 40
129 141 179 189 11
split_gain=124.582 100.646 93.4393 79.6364 70.8804 46.5059 37.7208 35.7046 35.5128
33.6068 29.9615 29.2287 28.5264 25.2937 23.9776 23.017 22.5441 22.0371 20.8033
18.4351 18.1532 16.993 16.5087 14.6297
threshold=23.1156 0.4611 1.568422 0.15933 17.000635 9.906722 0.200133 0.000335
1.002308 0.002945 -0.04824 -0.883626 -4.611515 40.930092 9.64998 101.603378
0.085713 0.003331 0.552181 -0.213291 0.203821 0.09 0.754406 31.181004
decision_type=2 2 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 21 11 -2 9 8 19 16 -5 -1 -4 -13 22 18 -10 -7 -9 20 -6 -12 -3 -14 -
11
right_child=4 2 3 5 7 6 -8 17 15 23 14 12 13 -15 -16 -17 -18 -19 -20 -21 -22 -23 -
24 -25
leaf_value=0.055957 0.07186 -0.010783 0.005201 -0.038057 -0.078515 -0.006689
0.015289 -0.016441 0.023343 0.040915 -0.080715 -0.007448 -0.107046 0.00818 0.038943
-0.044942 -0.083298 0.044552 0.018671 0.016578 0.017458 0.054275 -0.004382 -
0.005665
leaf_weight=182.215314 265.544115 37.705754 37.550728 67.625962 31.16891 55.557006
92.84851 75.251299 85.79075 175.79503 33.121987 52.60297 232.31674 16.584252
31.571697 39.314752 187.078172 94.087865 27.045163 11.144062 8.28107 114.582103
20.549806 84.329317
leaf_count=6926 20457 651 735 939 562 691 1492 1637 1791 4188 694 750 2559 231 1297
355 2083 3955 830 413 276 4198 282 1785
internal_value=0.0 -0.015126 -0.026882 -0.036729 0.041166 -0.017209 -0.036448 -
0.002806 -0.049746 0.010879 0.035516 -0.073297 -0.082007 -0.093611 -0.007196 -
0.003953 -0.069313 0.019534 -0.035182 -0.057626 -0.062129 0.039292 -0.100511
0.027104
internal_weight=0.0 1582.47 1300.23 1147.94 477.196 788.339 460.589 211.652 367.741
327.75 282.235 359.604 322.054 269.451 100.02 125.106 242.635 169.339 68.4482
42.313 41.4031 152.288 252.867 260.124
internal_count=59777 32753 22730 17881 27024 13324 6412 6567 4920 6912 10023 4557
3822 3072 3097 2146 2774 5592 1800 975 970 4849 2841 5973
shrinkage=0.1
Tree=22
num_leaves=25
num_cat=0
split_feature=153 60 8 1 36 127 153 23 7 10 113 182 165 175 166 75 48 8 89 74 169
164 75 179
split_gain=107.179 75.7941 58.0045 47.144 37.2873 34.199 30.628 30.2027 26.7166
27.7486 25.4709 24.4528 21.0987 21.0679 18.3626 17.7842 17.6191 16.5557 14.853
13.5446 13.5396 13.4546 12.9092 12.9009
threshold=2.245072 0.79417 0.122002 0.675641 -1.79845 -0.19627 54.192962 19.738142
0.009655 495.3308 0.062845 0.307692 0.968476 0.125386 0.000538 -10.368436 0.101221
0.654268 21.231871 0.953535 0.000929 0.117701 -109.767284 10.135928
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
left_child=7 2 6 4 17 8 12 18 -6 -10 -8 -3 19 16 -14 -12 -13 -4 -1 -2 -7 -15 -9 -16
right_child=1 11 3 -5 5 20 10 22 9 -11 15 13 14 21 23 -17 -18 -19 -20 -21 -22 -23 -
24 -25
leaf_value=0.024749 0.047604 0.043874 -0.02629 0.021185 0.001227 -0.023528 0.027281
-0.017921 -0.072741 0.011651 -0.071085 0.018637 0.027317 -0.017369 -0.057078
0.013414 -0.046172 0.035105 -0.051595 -0.005677 0.037686 0.034964 0.067478 0.015467
leaf_weight=13.311889 174.686482 212.234631 40.866276 96.057009 60.965033 32.135805
25.818374 2.474615 509.301243 30.46531 62.271255 35.861057 31.910624 39.598518
42.02368 17.485741 81.043481 55.561016 13.866114 50.573186 32.308791 129.391958
234.201209 13.967988
leaf_count=758 6152 9066 808 3582 1038 360 521 118 5806 1405 921 496 1092 626 679
390 821 887 430 1649 938 1998 18489 747
internal_value=0.0 -0.010614 -0.023343 -0.037685 -0.045827 -0.053837 0.006776
0.053414 -0.060874 -0.06748 -0.032241 0.02128 0.022176 0.001057 -0.014662 -0.054283
-0.026597 0.00898 -0.021799 0.036609 0.009873 0.021677 0.064029 -0.040067
internal_weight=0.0 1774.53 1276.4 857.66 761.603 665.176 418.737 263.854 600.732
539.767 105.575 498.13 313.162 285.895 87.9023 79.757 116.905 96.4273 27.178 225.26
64.4446 168.99 236.676 55.9917
internal_count=59777 39982 26975 14824 11242 9547 12151 19795 8249 7211 1832 13007
10319 3941 2518 1311 1317 1695 1188 7801 1298 2624 18607 1426
shrinkage=0.1
Tree=23
num_leaves=25
num_cat=0
split_feature=179 167 186 153 116 165 168 1 153 189 114 37 76 169 141 92 162 49 90
60 23 129 10 115
split_gain=101.61 85.5965 68.5731 62.3454 47.3236 38.313 31.6285 30.4668 24.7308
24.0916 21.3521 23.4788 19.2305 17.9765 17.3227 18.501 16.396 16.1121 15.3978
13.9273 13.4571 12.6091 11.7142 11.5536
threshold=23.1156 0.001334 -0.156516 17.000635 1.138616 0.427597 0.001655 0.434708
31.613066 0.659858 -2.819964 -0.721019 -1.650761 0.022242 0.193451 0.917344
0.377499 4.799247 -28.883102 0.835501 13.608746 -0.147246 0.930654 3.13212
decision_type=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 8 5 23 7 13 16 12 18 10 -7 -12 -4 -3 15 -14 -5 -8 -1 -13 -9 22 -10 -2
right_child=3 2 4 6 -6 9 17 20 21 -11 11 19 14 -15 -16 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=-0.022998 0.072244 -0.036764 0.01585 -0.070817 0.041397 -0.010891
0.037307 -0.024363 0.009969 0.000429 0.011732 -0.095664 -0.054621 0.010305 0.005767
0.010526 0.013306 -0.019116 0.055606 0.001422 0.041069 0.024557 -0.058006 -0.014417
leaf_weight=5.372506 238.789596 115.595542 62.553254 35.531122 153.010215 60.704167
112.368108 11.721047 25.11509 48.977502 14.490671 242.154603 244.705254 138.798203
70.742683 37.111925 16.852359 44.426579 194.472915 14.24245 80.549769 26.151266
20.981012 2.985841
leaf_count=198 20257 1437 1297 806 3637 820 4017 192 454 784 295 2738 3342 2849
1227 564 591 1153 9310 216 2540 611 242 200
internal_value=0.0 -0.013283 -0.024026 0.038627 -0.001032 -0.046403 -0.002315 -
0.016 0.034257 -0.065082 -0.073737 -0.084486 -0.027372 -0.013231 -0.035912 -
0.045781 -0.049805 0.020647 0.049882 -0.090814 0.027747 -0.011367 -0.033766
0.069204
internal_weight=0.0 1567.45 1295.36 450.954 660.394 634.963 209.178 507.384 272.093
380.569 331.592 270.888 415.113 254.394 352.56 281.817 52.3835 156.795 199.845
256.397 92.2708 72.2474 46.0961 241.775
internal_count=59777 32753 21938 27024 12799 9139 6567 9162 10815 4853 4069 3249
6430 4286 5133 3906 1397 5170 9508 2954 2732 1307 696 20457
shrinkage=0.1
Tree=24
num_leaves=25
num_cat=0
split_feature=179 195 175 24 23 166 76 140 167 48 128 182 141 49 180 77 180 114 88
104 179 37 168 148
split_gain=89.4571 73.7749 65.1834 41.1068 47.8454 37.2896 29.3247 27.1356 31.5255
24.7274 22.4271 22.1534 21.2162 20.1315 25.2023 25.0821 27.5424 19.8796 19.4142
17.4307 17.7372 22.8217 16.4999 17.7572
threshold=255.43475 0.471558 0.125386 121.322808 23.452056 5.2e-05 12.114263 -
0.080023 0.001731 0.373263 -0.255934 0.661835 -0.283479 1.446076 1.1698 -5.049675
365.536195 -2.833913 48.398368 0.857945 5.288598 -0.207113 0.000414 0.039059
decision_type=2 10 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 9 4 13 -2 7 12 -9 -3 -10 -6 -4 -1 -15 -16 -17 -5 -19 20 21 -8 -11 -
24
right_child=5 2 6 17 11 -7 19 8 10 22 -12 -13 -14 14 15 16 -18 18 -20 -21 -22 -23
23 -25
leaf_value=0.027568 -0.035653 -0.011036 -0.026259 0.022178 0.052518 0.060913
0.019565 0.037684 0.005645 0.007693 -0.072849 0.002404 0.049369 0.027497 0.016095 -
0.078366 0.024012 -0.082339 0.014319 0.005285 0.003626 -0.066167 -0.004878 -0.08874
leaf_weight=52.919977 18.862455 101.936117 18.227923 14.12039 321.158786 236.555253
17.938889 38.792018 52.441952 16.009943 46.592901 122.202428 152.038428 33.601326
34.48145 96.626247 12.236009 42.21238 13.189272 113.996621 64.470055 141.172475
33.832845 204.100181
leaf_count=1524 1031 1226 334 325 15627 19120 310 1607 883 394 827 2496 2993 945
807 1429 469 704 508 1734 1100 1545 351 1488
internal_value=0.0 -0.009495 -0.026746 0.013947 0.022125 0.049777 -0.006668
0.014656 -0.015924 -0.058656 -0.04188 0.040102 0.037693 -0.013367 -0.028541 -
0.044924 -0.06338 -0.043861 -0.063019 -0.025611 -0.039736 -0.054434 -0.073518 -
0.079326
internal_weight=0.0 1744.3 1001.55 742.748 673.226 255.418 645.671 308.093 137.827
355.879 99.0349 443.361 170.266 229.865 176.945 143.344 108.862 69.522 55.4017
337.578 223.581 159.111 253.943 237.933
internal_count=59777 39626 14792 24834 23297 20151 11333 6644 3317 3459 1710 18123
3327 5174 3650 2705 1898 1537 1212 4689 2955 1855 2233 1839
shrinkage=0.1
Tree=25
num_leaves=25
num_cat=0
split_feature=155 179 191 11 116 129 98 154 40 153 62 141 75 166 36 194 120 75 182
23 62 167 35 10
split_gain=79.8934 65.1642 66.1843 47.3124 47.8848 44.428 33.3236 30.4185 28.9195
26.2949 25.4061 26.2864 25.0194 24.2338 22.7205 16.2031 16.0288 13.6446 12.2165
12.1568 11.766 11.3622 10.7838 8.02281
threshold=4.690632 1622.5855 -0.609052 77.003255 1.334117 -0.201455 0.603399
108.804752 0.496523 3.135301 9.64998 0.214167 3.643427 0.000164 -1.528488 0.999034
0.632494 -109.767284 -0.95 6.973989 0.443291 0.000748 0.931221 1.042299
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
left_child=17 2 8 4 6 9 7 16 10 -5 11 18 -9 -3 23 -16 -4 -1 -2 -6 -8 -20 -22 -11
right_child=1 13 3 5 19 -7 20 12 -10 14 -12 -13 -14 -15 15 -17 -18 -19 21 -21 22 -
23 -24 -25
leaf_value=-0.020428 0.006629 -0.024406 0.026132 0.028249 -0.018331 0.030589 -
0.019034 -0.053098 0.009642 -0.023119 0.022678 -0.001983 0.022927 0.062917 -
0.070694 0.008498 -0.021126 0.065954 0.003948 0.057111 0.039487 -0.081915 -0.004895
0.029323
leaf_weight=1.578817 11.448737 15.890234 137.996192 18.515962 4.529864 66.804867
29.079334 191.347342 67.706042 12.236689 18.168344 63.387841 28.342119 125.112394
217.934979 19.358751 80.862721 146.762695 12.265973 172.376755 199.522764
250.156483 59.72563 26.289581
leaf_count=70 429 912 3420 1635 80 2215 481 2939 1254 75 543 1059 670 10609 3426
274 1848 13385 267 4894 4405 3066 1198 623
internal_value=0.0 -0.007329 -0.013178 -0.001277 0.010988 -0.029945 -0.001274 -
0.018027 -0.045454 -0.045779 -0.055868 -0.062133 -0.041189 0.049741 -0.053809 -
0.063918 0.008073 0.060746 -0.073948 0.052043 0.023258 -0.0779 0.029988 0.009271
internal_weight=0.0 1829.06 1688.06 1264.92 903.783 361.141 726.876 438.548 423.133
294.336 355.427 337.259 219.689 141.003 275.82 237.294 218.859 148.342 273.871
176.907 288.328 262.422 259.248 38.5263
internal_count=59777 46322 34801 28183 19935 8248 14961 8877 6618 6033 5364 4821
3609 11521 4398 3700 5268 13455 3762 4974 6084 3333 5603 698
shrinkage=0.1
Tree=26
num_leaves=25
num_cat=0
split_feature=179 180 153 50 11 99 153 186 77 166 49 182 167 89 142 36 164 65 132
168 169 41 167 152
split_gain=70.6411 77.8515 75.1828 50.3046 53.447 39.7233 34.0346 34.0151 31.9987
31.1915 27.7837 23.4645 22.546 21.7233 21.5942 21.2704 18.8934 16.3352 15.5139
14.2166 12.5543 12.3366 12.2522 11.8804
threshold=5.80575 0.4611 9.378647 1.568422 32.129032 0.695467 0.385127 0.436142
23.265885 0.000711 2.099804 0.630934 0.000881 37.594188 -0.34376 0.759157 0.712286
0.807772 0.336211 0.001908 0.0 0.455556 0.03525 0.485017
decision_type=2 2 2 2 2 2 2 10 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 10 -2 20 5 7 -6 8 12 11 15 -4 -5 21 -15 19 -13 -8 -7 -1 -3 -11 -9 -21
right_child=2 3 9 4 6 18 17 22 -10 13 -12 16 -14 14 -16 -17 -18 -19 -20 23 -22 -23
-24 -25
leaf_value=0.041687 0.068789 -0.008089 0.008978 0.014824 0.027788 -0.012752 -
0.087668 0.034571 0.021312 -0.035352 0.058587 -0.079976 -0.063121 -0.023028
0.050166 -0.049453 0.009275 -0.021612 0.036648 0.021473 0.048307 0.013505 -0.026326
-0.039524
leaf_weight=60.167141 209.77077 45.81675 67.313527 26.143062 15.465109 75.999789
206.132332 67.993394 42.037253 57.383206 125.676909 53.588677 272.942889 24.742436
152.8683 23.412938 20.991436 84.230654 123.734267 23.258027 66.018163 74.402259
12.384948 27.982487
leaf_count=3296 19488 862 2992 768 989 1308 1718 1604 614 1527 4764 485 3628 464
4987 687 242 767 2140 630 2854 2100 217 646
internal_value=0.0 -0.014187 0.024957 -0.026374 -0.034055 -0.015289 -0.065773 -
0.031728 -0.044578 0.000492 0.031348 -0.032954 -0.05532 0.017927 0.037521 -0.001849
-0.060497 -0.073623 0.018878 0.018854 0.029249 -0.011126 0.019384 -0.014584
internal_weight=0.0 1299.4 661.061 1038.9 927.064 621.236 305.828 421.502 341.123
451.29 260.498 141.894 299.086 309.396 177.611 134.821 74.5801 290.363 199.734
111.408 111.835 131.785 80.3783 51.2405
internal_count=59777 27492 32285 17469 13753 10279 3474 6831 5010 12797 10023 3719
4396 9078 5451 5259 727 2485 3448 4572 3716 3627 1821 1276
shrinkage=0.1
Tree=27
num_leaves=25
num_cat=0
split_feature=76 179 62 153 75 195 25 166 182 111 37 36 182 60 167 10 167 90 154
166 180 194 140 37
split_gain=64.9917 55.3177 49.1461 48.7592 45.1494 45.6964 36.478 34.3906 29.6119
25.6133 25.0013 25.6629 24.621 23.1496 21.6586 20.1741 23.8133 18.8872 18.7988
16.3706 15.8109 15.3947 14.8523 14.3773
threshold=3.931475 23.1156 9.64998 30.642815 -0.911106 0.350855 46.439205 0.001442
0.25 0.061516 0.997929 0.08084 0.967592 0.89285 0.006901 10.376344 0.008428
3.359417 261.589895 8.2e-05 1363.16053 0.877493 -0.057896 -0.64543
decision_type=2 2 2 2 2 10 2 2 8 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 15 7 -6 17 9 -5 -2 14 -12 -3 19 -9 16 21 -7 -16 -11 -8 -1 -18 -24
right_child=1 12 -4 8 5 6 20 10 -10 13 11 -13 -14 -15 18 -17 22 -19 -20 -21 -22 -23
23 -25
leaf_value=0.050508 -0.003103 0.041939 0.043346 0.031918 0.043935 0.016145 0.03854
0.013382 -0.040039 0.002332 0.036721 -0.026811 -0.019972 -0.000932 -0.070869
0.065133 0.016122 -0.070385 0.017254 -0.086485 -0.027773 -0.010056 0.017703 -
0.065376
leaf_weight=130.865051 69.758879 191.92743 67.735858 51.102611 119.153635 14.546838
64.010135 39.54066 120.985683 19.921675 103.074134 74.612529 60.095121 42.433846
94.238956 182.454325 40.973245 88.497349 12.287651 255.541217 19.073454 39.337572
8.918434 29.239861
leaf_count=5224 1139 14319 2675 1703 4241 236 1140 552 1323 547 1527 850 1178 806
1110 13876 1129 985 158 2929 126 1248 275 481
internal_value=0.0 -0.012834 -0.0226 0.025618 -0.028527 0.003452 -0.025739 -
0.041687 -0.016602 -0.060526 -0.0148 0.010002 0.026427 -0.071301 -0.040521 0.042433
0.018876 -0.057016 -0.058692 -0.080587 0.019104 0.037268 -0.019867 -0.046811
internal_weight=0.0 1336.45 1084.43 603.877 1016.69 305.281 186.128 711.41 172.088
387.656 323.754 177.687 252.023 317.897 146.067 431.788 249.334 103.044 106.527
275.463 83.0836 170.203 79.1315 38.1583
internal_count=59777 34518 19021 25259 16346 6728 2487 9618 3026 5421 4197 2377
15497 4282 1820 22233 8357 1221 1268 3476 1266 6472 1885 756
shrinkage=0.1
Tree=28
num_leaves=25
num_cat=0
split_feature=155 169 180 61 166 174 125 76 141 158 77 40 127 2 195 141 9 62 37 108
89 189 75 84
split_gain=58.9582 51.54 47.1587 41.2293 40.4769 38.6546 31.5295 24.6014 25.0282
23.9464 23.4533 22.2949 22.251 21.0998 20.6214 16.2675 16.039 15.2342 14.9149
14.3691 13.4456 13.0761 12.695 12.5176
threshold=4.690632 0.000297 401.0314 0.191118 6e-05 0.204412 0.646649 11.222661 -
0.036983 0.611321 6.91198 0.56541 -1.221489 0.00184 0.958086 0.142676 0.047995
9.64998 -0.34998 0.271296 25.067896 -0.431743 -109.767284 0.355391
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
left_child=22 5 3 11 -4 6 17 -5 12 21 23 16 -9 -11 -6 -15 -3 -2 -18 -20 -14 -7 -1 -
10
right_child=1 2 4 7 14 9 -8 8 10 13 -12 -13 20 15 -16 -17 18 -19 19 -21 -22 -23 -24
-25
leaf_value=-0.020332 -0.069719 0.001822 -0.043458 0.035914 0.06877 -0.014661 -
0.000941 0.018362 0.01864 0.022572 0.038608 0.008644 0.009984 -0.062174 -0.00302
0.007276 0.012207 0.012592 -0.008502 -0.084697 -0.07968 0.02841 0.061648 -0.036964
leaf_weight=1.602799 232.444645 49.964285 16.633268 217.386229 179.480541 72.721826
109.367263 24.390625 32.514595 33.535642 110.641628 85.681083 10.199005 88.536052
44.599892 34.636351 13.205203 11.83233 42.751403 94.402141 44.961967 178.449783
127.041487 67.221961
leaf_count=70 2583 1282 592 6383 13766 1623 1711 432 620 738 2822 1654 204 1768 994
800 211 384 496 879 722 4499 13385 1159
internal_value=0.0 -0.005629 0.008823 -0.003488 0.043946 -0.024698 -0.046997
0.013438 -0.005794 -0.002798 0.012844 -0.031417 -0.042603 -0.029417 0.056232 -
0.045716 -0.047106 -0.064469 -0.060256 -0.068468 -0.065901 0.015617 0.05589 -
0.018662
internal_weight=0.0 1795.56 1034.03 793.32 240.714 761.524 353.644 507.316 289.93
407.88 210.378 286.004 79.5516 156.708 224.08 123.172 200.323 244.277 150.359
137.154 55.161 251.172 128.644 99.7366
internal_count=59777 46322 32216 16864 15352 14106 4678 12342 5959 9428 4601 4522
1358 3306 14760 2568 2868 2967 1586 1375 926 6122 13455 1779
shrinkage=0.1
Tree=29
num_leaves=25
num_cat=0
split_feature=154 60 169 180 179 127 129 176 166 168 141 151 65 195 50 155 55 182 7
124 19 164 75 140
split_gain=52.4552 50.7245 33.8382 32.7958 27.2906 45.7441 27.9501 24.6023 24.382
23.5157 20.2257 18.7424 18.6509 16.6349 15.5453 15.3894 14.9584 13.9634 15.8234
13.9302 14.3792 13.0813 12.5197 12.045
threshold=8.474275 0.79417 0.000297 401.0314 0.57112 -0.212451 -0.249529 0.389228
6e-05 0.000557 0.214167 0.412756 0.95362 0.930106 0.968938 13.504845 0.782848
0.353876 0.428571 0.879259 0.256395 0.124629 -109.767284 -0.276491
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 10 2 2 2 2 2 2
left_child=22 2 9 4 6 7 15 23 -5 -2 12 -8 19 -10 -13 -4 -9 -3 -19 20 -11 -20 -1 -6
right_child=1 17 3 8 5 -7 11 16 13 10 -12 14 -14 -15 -16 -17 -18 18 21 -21 -22 -23
-24 -25
leaf_value=-0.02048 0.021506 0.037995 -0.022339 -0.036402 -0.007349 0.041667
0.016839 0.019244 0.060432 -0.015418 0.00078 0.012815 -0.004893 -0.007968 -0.080056
0.040964 -0.035436 -0.019591 -0.016696 0.002595 -0.077207 0.036328 0.060598 -
0.073641
leaf_weight=1.548243 44.406983 213.447804 19.491214 11.616267 44.055522 43.79245
29.726512 77.260895 113.112592 73.337773 98.607939 10.90063 86.888758 34.576281
24.305598 158.970196 45.597558 116.32323 37.0857 29.878459 209.379676 120.017826
116.686189 142.446939
leaf_count=64 1482 10951 591 418 664 1621 956 1420 9068 1209 1738 347 1478 898 391
2972 641 1536 800 564 3091 2089 12738 2050
internal_value=0.0 -0.005282 -0.015525 -0.001468 -0.012494 -0.028947 0.012107 -
0.042704 0.033843 -0.033606 -0.039804 -0.031868 -0.048958 0.046168 -0.059888
0.031121 -0.004858 0.021099 0.004625 -0.059185 -0.06522 0.02292 0.054464 -0.06219
internal_weight=0.0 1785.23 1298.35 755.853 596.548 353.153 243.394 309.361 159.305
542.5 498.093 64.9327 399.485 147.689 35.2062 178.461 122.858 486.875 273.427
312.596 282.717 157.104 118.234 186.502
internal_count=59777 46975 31599 22037 11653 6396 5257 4775 10384 9562 8080 1694
6342 9966 738 3563 2061 15376 4425 4864 4300 2889 12802 2714
shrinkage=0.1
Tree=30
num_leaves=25
num_cat=0
split_feature=76 153 75 102 183 182 182 185 10 168 140 62 78 37 114 187 77 177 166
63 180 62 23 166
split_gain=50.294 46.3589 39.6811 36.8921 36.7995 32.7065 26.519 25.9925 24.0501
25.7923 31.6248 20.7236 21.3234 19.6865 19.0182 19.7732 18.7378 16.9575 14.3346
13.1715 12.96 12.9229 12.314 11.6152
threshold=6.515383 30.642815 -8.697148 47.504793 -0.493878 0.967592 0.28086
0.452893 9.380694 0.001321 -0.047977 9.64998 0.918734 -0.806283 0.920205 -0.808178
6.458521 0.505304 0.003159 8.089684 1468.4726 2.386148 15.953466 0.001711
decision_type=2 2 2 2 2 10 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 3 4 19 7 -3 23 9 21 -11 12 14 -12 15 -6 -9 -7 -8 -2 -19 -1 -15 -4
right_child=2 6 5 -5 11 17 18 16 -10 10 13 -13 -14 22 -16 -17 -18 20 -20 -21 -22 -
23 -24 -25
leaf_value=-0.011912 -0.027881 0.026984 0.048083 0.031805 -0.004861 -0.04601 -
0.050388 -0.051549 0.061081 0.024226 0.023161 0.020831 0.000772 0.011638 0.00907 -
0.082046 0.009994 0.030142 0.013699 0.023822 -0.024649 0.059594 -0.072598 0.005961
leaf_weight=16.458581 37.327099 59.651047 183.719815 52.759845 43.623468 111.873013
113.911647 34.722508 190.915227 107.058053 12.449431 15.786985 52.419974 8.459014
21.533183 254.51982 111.52884 51.651545 25.497853 92.577503 40.099371 80.562814
58.590566 111.115486
leaf_count=360 540 2020 9222 1101 849 1287 1152 950 16054 2764 456 555 1061 146 559
3850 3866 521 379 2065 422 4625 1102 3871
internal_value=0.0 0.020662 -0.012556 -0.030813 -0.039089 0.004483 -0.017361
0.019358 0.036734 0.014618 -0.00801 -0.053232 -0.05816 -0.044861 -0.066809 -
0.072739 -0.012775 -0.025544 -0.038194 0.005789 0.005952 0.047505 -0.061553
0.034917
internal_weight=0.0 673.554 1215.26 570.548 517.788 644.711 199.061 441.087 474.494
283.578 186.557 387.883 372.096 79.499 319.676 298.143 146.251 203.624 139.409
129.905 91.7509 97.0214 67.0496 294.835
internal_count=59777 29058 30719 10580 9479 20139 3551 17909 25507 9453 4468 6874
6319 1704 5258 4699 4816 2230 1531 2605 943 4985 1248 13093
shrinkage=0.1
Tree=31
num_leaves=25
num_cat=0
split_feature=9 46 88 5 36 153 10 167 48 62 168 23 158 8 177 68 191 115 166 121 153
37 24 140
split_gain=45.5973 44.8104 33.2779 28.6795 35.4918 35.7371 22.9421 22.8173 22.4831
20.1822 20.0817 17.2924 16.0316 15.45 14.9643 14.6809 13.8126 13.0052 26.7758
12.915 12.1805 11.1602 10.35 10.085
threshold=0.166667 0.330878 -69.920539 0.220285 -1.076775 16.655536 81.789475
0.000576 0.423623 0.234904 0.025471 23.701028 0.061228 0.227273 0.483743 0.812704 -
0.609052 2.15906 0.000863 0.589571 38.678275 0.407303 43.926143 -0.017865
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 8 20 6 -5 21 7 -3 -2 -4 15 17 -7 -14 -10 -9 19 23 -19 -13 -1 -6 -15 -
11
right_child=1 3 9 4 5 12 -8 10 14 11 -12 16 13 22 -16 -17 -18 18 -20 -21 -22 -23 -
24 -25
leaf_value=0.016131 0.036693 0.024148 -0.020936 0.036578 -0.0173 0.007127 0.013235
-0.069328 -0.030582 0.038452 0.010011 0.032631 0.009934 -0.005062 0.018314 -
0.011519 0.058646 -0.062388 0.026747 -0.023475 -0.055953 0.031922 -0.073227 -
0.013014
leaf_weight=12.072474 203.369999 18.790545 44.590823 113.783153 37.065446 43.743853
54.866931 268.295954 92.394867 80.414938 34.218061 45.652141 22.292625 33.521109
79.820563 73.29818 238.03863 26.129218 33.037923 38.008882 34.126201 97.755083
119.856062 30.830994
leaf_count=490 6965 535 1200 3361 2181 459 2862 2778 2064 2805 464 2537 385 311
1863 853 16749 607 984 2009 335 4520 1267 1193
internal_value=0.0 -0.01077 0.021968 -0.022409 -0.004282 -0.019878 -0.039317 -
0.047196 0.017053 0.029552 -0.052822 0.035407 -0.041976 -0.053243 -0.008749 -
0.059528 0.047832 0.007155 -0.022084 0.007783 -0.038359 0.017483 -0.062603 0.024506
internal_weight=0.0 1293.07 582.902 917.487 468.017 354.234 449.47 394.603 375.585
536.704 375.812 492.113 219.414 175.67 172.215 341.594 321.7 170.413 59.1671 83.661
46.1987 134.821 153.377 111.246
internal_count=59777 30868 28909 19976 12484 9123 7492 4630 10892 28084 4095 26884
2422 1963 3927 3631 21295 5589 1591 4546 825 6701 1578 3998
shrinkage=0.1
Tree=32
num_leaves=25
num_cat=0
split_feature=76 62 179 36 12 153 153 167 65 75 152 182 128 101 111 37 75 50 64 180
115 113 11 124
split_gain=43.1801 36.5796 37.6694 33.4121 36.6169 31.7778 27.8591 26.1359 23.5201
20.6701 21.4806 19.3833 18.1599 17.4036 16.6341 16.4729 15.8961 13.544 18.5777
17.5367 12.9666 11.7821 10.5511 10.4757
threshold=3.931475 9.64998 9.503918 -1.22319 0.486593 30.642815 9.378647 0.02552
0.95362 -12.779161 0.403991 0.25 -0.146443 -52.047072 0.217961 0.71239 26.130329
2.842083 9.077201 1115.365809 3.038451 0.989878 968.5 0.666512
decision_type=2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 9 12 13 -4 17 14 10 -2 -7 -5 -1 23 -12 -16 -8 19 -19 -15 -10 -20 -
6
right_child=1 -3 6 4 8 11 7 -9 21 -11 15 -13 -14 20 16 -17 -18 18 22 -21 -22 -23 -
24 -25
leaf_value=-0.025044 0.023458 0.044368 0.053018 0.038878 -0.032982 0.028115
0.018767 0.040088 0.017466 0.031279 -0.068666 -0.03085 -0.025162 0.04723 -0.071782
0.013563 0.004354 0.027707 -0.087172 -0.031403 -0.008315 -0.033286 0.0057 0.012977
leaf_weight=15.970644 38.095987 73.620081 77.79524 65.706859 111.000814 46.57561
35.535124 52.538001 80.017324 120.987346 40.994111 121.349415 38.836931 335.377668
293.41066 17.778875 24.775632 48.084756 25.188543 74.894298 34.441003 31.883092
8.986527 46.31764
leaf_count=712 616 3706 8710 1845 1345 1703 1166 1930 1230 2789 569 1323 688 20104
3577 330 541 904 519 2573 1417 342 414 724
internal_value=0.0 -0.010204 -0.014807 -0.024936 -0.035199 0.022133 0.013304 -
0.005143 -0.044464 0.008065 -0.02159 -0.012146 0.014675 0.036792 -0.053465 -
0.048444 -0.066027 -0.022415 -0.033722 -0.00711 0.041731 -0.002072 -0.07298 -
0.01955
internal_weight=0.0 1306.45 1232.83 909.805 691.949 553.714 323.022 245.227 587.405
217.856 96.869 167.925 104.544 385.789 475.505 58.773 318.186 192.689 157.154
122.979 369.819 111.9 34.1751 157.318
internal_count=59777 34518 30812 14596 10292 25259 16216 7506 7759 4304 1515 3026
2533 22233 6187 899 4118 5576 4410 3477 21521 1572 933 2069
shrinkage=0.1
Tree=33
num_leaves=25
num_cat=0
split_feature=1 185 114 180 178 76 140 25 36 35 128 167 23 45 36 116 75 176 49 116
156 77 9 115
split_gain=39.7391 34.6829 34.1176 26.0001 24.1747 21.9062 33.011 25.5921 29.9819
23.2507 20.254 18.5379 18.3915 16.9876 16.7238 18.9408 15.6807 15.4236 14.9728
14.8028 14.2176 13.5575 12.2846 12.1597
threshold=0.50454 0.460603 0.313642 401.0314 0.927861 17.442807 -0.041915 43.195089
0.637607 0.826809 -0.015624 0.002307 30.002267 0.457895 -1.076775 -0.305654 -
69.285436 0.28796 5.241151 0.777092 0.513662 -7.307465 0.939248 2.894374
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 12 13 6 9 10 16 -1 19 -8 14 -3 -2 -16 -9 -6 -4 23 -19 -17 -20 -7
right_child=3 4 18 -5 17 7 11 8 -10 -11 -12 -13 -14 -15 15 21 -18 20 22 -21 -22 -23
-24 -25
leaf_value=0.048104 0.022962 -0.031227 0.049488 0.060588 -0.066074 -0.079169
0.017056 -0.028857 -0.048269 -0.010433 0.02029 -0.044008 0.028851 0.017746 0.016835
0.010902 0.031447 -0.032327 0.026383 0.009769 0.020302 -0.074557 -0.029186 0.006425
leaf_weight=163.580015 35.408228 74.186878 148.187799 110.476874 133.473007
104.810713 49.420844 20.311856 49.404004 82.286558 15.827877 97.819015 127.243152
141.096188 25.569794 11.430232 153.731013 111.110772 37.898466 15.636684 43.441671
45.160414 38.230803 11.961787
leaf_count=4960 982 2094 6477 13058 1152 1584 2258 316 712 2018 331 2292 5527 4561
706 382 4054 1490 2109 252 716 847 716 183
internal_value=0.0 -0.007527 0.003492 0.027975 -0.027802 -0.00689 0.009181 -0.02311
-0.000134 0.029826 -0.05011 -0.024251 0.006587 -0.00144 -0.018729 -0.038402
0.020186 -0.044829 0.034445 -0.061382 -0.016349 -0.059955 -0.001946 -0.070995
internal_weight=0.0 1492.42 989.107 355.289 503.309 764.79 393.106 371.684 223.447
245.867 148.237 147.24 244.812 215.283 117.569 82.1604 174.043 288.025 224.317
132.409 154.552 56.5906 76.1293 116.772
internal_count=59777 38275 28262 21502 10013 18960 11528 7432 5082 6978 2350 4550
8444 6655 2917 1935 4370 3358 9302 2019 2206 1229 2825 1767
shrinkage=0.1
Tree=34
num_leaves=25
num_cat=0
split_feature=60 154 37 167 62 114 89 23 140 37 179 101 23 195 36 141 154 5 193 57
90 61 64 25
split_gain=37.1989 32.4894 25.8082 28.5094 28.2133 23.7425 29.8154 23.6426 22.746
21.7832 15.5156 14.9889 12.8272 12.2252 11.2354 11.2092 11.0524 10.307 9.2825
9.15064 7.72753 7.28259 7.22095 6.7336
threshold=0.79417 11.227367 -0.857518 0.030445 9.64998 -2.833913 18.655414
38.129435 -0.080023 0.646723 1.328331 -18.053641 15.953466 0.951714 0.088198 -
0.510678 238.281536 0.063875 0.993781 0.170874 7.446117 0.301698 3.046318
111.602821
decision_type=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 18 16 4 5 7 10 11 -8 21 -7 -4 -2 15 22 -14 -3 -15 -1 -17 -19 -5 -11 -
21
right_child=12 2 3 9 -6 6 8 -9 -10 14 -12 -13 13 17 -16 19 -18 20 -20 23 -22 -23 -
24 -25
leaf_value=0.050154 -0.012558 0.047054 -0.051333 -0.046696 0.032276 0.033903 -
0.024296 0.036769 -0.065154 -0.008833 -0.019757 0.00742 -0.019983 -0.019836 -
0.007062 0.002011 -0.016709 -0.014719 -0.011574 0.056021 0.033264 0.010697 0.062332
-0.002569
leaf_weight=72.240881 67.377689 58.026792 42.498893 15.659026 52.702091 61.841459
423.636698 78.488031 248.188309 5.506629 73.378438 71.130719 6.662834 64.094619
26.730986 47.906595 13.430738 19.545288 13.824318 194.758233 75.443147 15.347878
66.384227 17.405455
leaf_count=8629 1479 2091 587 368 2317 1129 8946 2170 5576 72 2202 1570 194 1140
677 2312 224 350 1196 11540 1738 443 2119 708
internal_value=0.0 -0.008958 -0.013467 -0.017335 -0.022832 -0.026915 -0.034114
0.004002 -0.042312 0.021966 0.006967 -0.022396 0.022108 0.028229 0.041543 0.039897
0.033302 0.004436 0.039672 0.043985 0.021891 -0.028386 0.055612 0.051567
internal_weight=0.0 1339.02 1252.95 1181.49 1051.86 999.163 807.045 192.118 671.825
129.629 135.22 113.63 493.194 425.816 98.6218 266.733 71.4575 159.083 86.0652
260.07 94.9884 31.0069 71.8909 212.164
internal_count=59777 40316 30491 28176 24497 22180 17853 4327 14522 3679 3331 2157
19461 17982 2868 14754 2315 3228 9825 14560 2088 811 2191 12248
shrinkage=0.1
Tree=35
num_leaves=25
num_cat=0
split_feature=179 62 40 37 140 76 2 180 88 80 167 166 24 141 175 128 77 44 104 27
167 23 182 101
split_gain=36.0173 35.8815 35.8748 34.3739 45.3111 33.7572 30.9332 28.5772 24.9135
24.0478 20.0473 18.4217 17.0315 20.0518 15.7059 15.3319 19.1082 14.2252 12.9361
12.5132 11.8125 11.7507 11.5776 11.2882
threshold=1622.5855 9.64998 0.440196 -0.34998 -0.080023 35.809758 0.404527 1.475075
16.800415 0.940912 0.005631 0.000319 43.713515 0.203821 0.125386 -0.121072
34.533214 0.82298 0.752261 0.48181 0.021894 44.699969 0.705577 -54.219382
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=1 2 3 20 6 10 12 -4 9 15 19 22 18 -14 21 16 -9 -16 -5 -6 -1 -10 -2 -7
right_child=11 -3 7 4 5 23 -8 8 14 -11 -12 -13 13 -15 17 -17 -18 -19 -20 -21 -22 -
23 -24 -25
leaf_value=0.039382 0.024546 0.044837 0.039759 0.037174 0.006182 -0.02898 0.029723
-0.044103 -0.029998 0.029915 -0.10982 0.060196 -0.043332 0.020031 0.049138 0.011625
0.020424 -0.008886 -0.020947 -0.050956 -0.022178 0.024068 -0.041653 0.035676
leaf_weight=77.508114 13.424104 96.284329 154.937185 41.632447 47.792087 6.305799
104.115156 268.25593 62.171779 53.484622 79.174444 96.127117 258.789208 34.547781
119.178337 62.711684 28.904966 41.931543 34.516182 62.225515 12.184604 27.561793
13.507598 27.589041
leaf_count=2819 2168 5892 5966 868 1216 126 3387 4506 1505 1149 1287 11854 3791 637
4623 1373 685 1084 684 1433 283 1335 488 618
internal_value=0.0 -0.004319 -0.008327 -0.023042 -0.030578 -0.063921 -0.010976
0.006227 -0.003472 -0.017935 -0.077989 0.044613 -0.024298 -0.034299 0.019511 -
0.027416 -0.03608 0.035294 0.012706 -0.031224 0.026618 -0.011004 -0.013735 0.014264
internal_weight=0.0 1701.8 1605.52 786.38 696.688 223.087 473.601 819.138 664.201
413.357 189.192 123.059 369.486 293.337 250.843 359.873 297.161 161.11 76.1486
110.018 89.6927 89.7336 26.9317 33.8948
internal_count=59777 45267 39375 17149 14047 4680 9367 22226 16260 7713 3936 14510
5980 4428 8547 6564 5191 5707 1552 2649 3102 2840 2656 744
shrinkage=0.1
Tree=36
num_leaves=25
num_cat=0
split_feature=169 180 167 166 61 80 76 77 141 46 140 36 76 100 195 63 151 142 165
113 63 90 154 153
split_gain=33.9851 36.5966 32.8385 30.133 28.5944 22.9131 21.388 22.6277 21.9873
18.5987 15.9243 27.8822 16.4181 15.2535 15.1957 14.8441 12.9056 12.4171 12.2651
11.8856 11.2183 11.1851 10.9486 10.7504
threshold=0.000297 401.0314 0.001453 5.2e-05 0.109456 0.824427 11.222661 6.91198 -
0.036983 0.330878 -0.080023 0.06095 32.64334 0.753201 0.995384 8.362267 0.295015 -
0.189487 0.434783 1.0 9.047528 22.077963 30.738579 12.859488
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
left_child=2 4 19 23 13 9 -6 -8 17 18 11 15 20 16 -5 -11 -2 -9 -4 -1 -12 -20 -13 -3
right_child=1 3 5 14 6 -7 7 8 -10 10 12 22 -14 -15 -16 -17 -18 -19 21 -21 -22 -23 -
24 -25
leaf_value=0.042516 0.000234 0.017525 -0.027269 0.062889 0.033476 0.008949 -
0.028418 0.013528 0.039361 -0.021546 -0.019379 0.013496 0.008454 0.009693 -0.008361
0.035763 -0.053706 -0.050183 -0.014328 -0.014717 -0.095081 0.040229 -0.056705 -
0.054518
leaf_weight=82.8167 61.364271 8.752855 59.723805 185.903074 241.688847 148.020391
149.569242 32.467233 117.612627 41.83047 54.877432 9.760705 17.532376 74.289691
23.990177 66.371286 114.059189 22.32754 36.538669 26.960535 78.207832 47.19528
101.78155 10.541057
leaf_count=4919 1488 1188 1368 18423 9167 3164 2433 645 3441 581 844 418 385 1539
409 1553 1715 479 724 1125 1319 1189 1148 113
internal_value=0.0 0.011716 -0.015328 0.043563 0.001057 -0.023805 0.013402 -
0.003762 0.018977 -0.03321 -0.044014 -0.020547 -0.066384 -0.024733 0.054696
0.013754 -0.038392 -0.022847 -0.001677 0.028256 -0.075927 0.01954 -0.048544 -
0.032133
internal_weight=0.0 1042.57 771.617 229.187 813.379 661.84 563.665 321.977 172.407
513.819 370.362 219.744 150.618 249.713 209.893 108.202 175.423 54.7948 143.458
109.777 133.085 83.7339 111.542 19.2939
internal_count=59777 41040 18737 20133 20907 12693 16165 6998 4565 9529 6248 3700
2548 4742 18832 2134 3203 1124 3281 6044 2163 1913 1566 1301
shrinkage=0.1
Tree=37
num_leaves=25
num_cat=0
split_feature=76 75 21 38 38 76 153 173 8 36 90 167 62 185 115 50 140 182 141 12 43
187 141 167
split_gain=31.5303 28.4228 30.1902 27.0005 28.4448 25.1405 24.0853 26.3202 23.7069
19.4892 22.6491 19.3177 18.7543 17.9759 16.0501 18.0316 15.2037 25.2138 18.3795
14.7736 14.7398 14.4185 13.353 11.9444
threshold=3.931475 -11.404824 0.284412 -0.483762 -0.236358 38.03975 3.32463
0.002388 0.258923 -0.079051 24.338929 0.070181 9.64998 0.485081 -0.027114 8.922445
-0.047977 0.594752 0.207237 186.105559 0.447743 -0.90758 -0.283479 0.002775
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
left_child=6 2 -2 -3 5 19 -1 23 13 10 -10 12 21 -6 15 -11 22 -18 -19 -5 -15 -4 -9 -
8
right_child=1 3 11 4 8 -7 7 16 9 14 -12 -13 -14 20 -16 -17 17 18 -20 -21 -22 -23 -
24 -25
leaf_value=0.055774 0.007651 0.038952 0.004532 -0.085768 0.04559 0.022441 0.012564
-0.020222 -0.020179 -0.074611 0.04342 0.027216 0.022994 -0.039056 -0.002506
0.013895 0.030764 -0.061793 0.016851 0.012185 0.024366 -0.056515 0.042165 -0.047983
leaf_weight=98.877917 180.605139 134.313371 36.808579 47.608737 131.891189
16.276248 26.258768 14.9839 76.857415 56.613339 69.793761 13.643952 14.936004
33.531542 106.106263 15.052137 61.31819 43.845898 23.318692 7.245572 33.014655
304.945398 187.41788 64.460741
leaf_count=12508 3549 5242 804 913 6246 465 787 382 1449 1462 2518 398 592 1001
2370 632 3183 532 287 481 1231 5165 6439 1141
internal_value=0.0 -0.008542 -0.024831 0.004452 -0.005381 -0.051011 0.019737
0.007031 0.00412 -0.012195 0.012976 -0.039854 -0.045001 0.0283 -0.031499 -0.057715
0.020115 -0.005955 -0.038454 -0.07312 -0.01029 -0.050153 0.034873 -0.031991
internal_weight=0.0 1279.24 550.939 728.304 593.991 71.1306 520.482 421.604 522.86
324.423 146.651 370.334 356.69 198.437 177.772 71.6655 330.885 128.483 67.1646
54.8543 66.5462 341.754 202.402 90.7195
internal_count=59777 34518 10508 24010 18768 1859 25259 12751 16909 8431 3967 6959
6561 8478 4464 2094 10823 4002 819 1394 2232 5969 6821 1928
shrinkage=0.1
Tree=38
num_leaves=25
num_cat=0
split_feature=1 36 24 63 190 140 167 168 179 104 180 89 89 14 180 186 88 75 37 141
154 90 76 166
split_gain=29.9236 30.3021 38.8047 37.0638 35.2372 28.676 29.6018 23.6888 22.4194
19.6215 19.3248 19.2861 17.6173 17.3466 16.0925 15.9882 15.1624 14.8491 14.2279
13.8346 13.7975 13.7147 14.8203 13.5394
threshold=0.666667 0.06095 40.172506 7.92343 -0.544796 -0.074966 0.00725 0.000895
6.700592 0.917401 19.761711 62.756371 19.125447 0.182872 365.536195 0.341481 -
35.914573 -12.528018 1.515119 -0.015286 11.227367 2.876097 -1.421296 0.000808
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
left_child=1 3 19 7 10 12 9 -1 15 -7 -4 20 -5 -8 -2 18 -15 -11 -9 -3 -6 -22 -23 -18
right_child=14 2 4 5 11 6 13 8 -10 17 -12 -13 -14 16 -16 -17 23 -19 -20 -21 21 22 -
24 -25
leaf_value=0.025076 0.008882 0.046565 0.037709 -0.015734 0.013657 0.036223 0.014476
-0.079171 0.012445 -0.032987 -0.023421 -0.002191 0.044631 0.019083 0.05863 0.00463
0.013419 0.021049 0.008043 -0.018454 -0.009433 -0.006474 -0.089487 -0.064232
leaf_weight=39.395007 195.99556 59.411351 57.799476 35.593752 8.540111 171.550997
44.858312 102.519572 44.575155 73.872299 68.1367 65.299543 272.651938 11.846839
72.393822 29.279384 11.455826 53.50317 13.167269 21.467058 46.669064 31.964719
152.848059 105.619124
leaf_count=2043 7117 2416 1752 989 1069 6004 1075 1164 1911 2243 1843 1355 7373 279
10300 502 516 2684 196 516 793 958 2442 2237
internal_value=0.0 -0.005636 -0.024465 0.004499 -0.036134 0.014902 -0.001061 -
0.027813 -0.041354 0.017366 0.007011 -0.052647 0.03661 -0.030007 0.028375 -0.057001
-0.045261 -0.010676 -0.069721 0.028874 -0.064012 -0.068533 -0.078969 -0.055088
internal_weight=0.0 1522.02 512.136 1009.89 431.258 780.952 472.707 228.936 189.541
298.926 125.936 305.321 308.246 173.78 268.389 144.966 128.922 127.375 115.687
80.8784 240.022 231.482 184.813 117.075
internal_count=59777 42360 13144 29216 10212 23400 15038 5816 3773 10931 3595 6617
8362 4107 17417 1862 3032 4927 1360 2932 5262 4193 3400 2753
shrinkage=0.1
Tree=39
num_leaves=25
num_cat=0
split_feature=169 180 166 167 61 80 153 192 141 140 36 67 195 187 12 1 167 116 88
166 116 152 183 113
split_gain=27.8577 29.6092 27.5174 25.7435 22.8478 18.9798 18.4464 17.3374 16.2252
14.4406 16.2256 13.5894 13.2582 13.1233 12.8584 12.338 11.7026 23.0859 19.6419
16.492 11.3969 10.8753 11.4481 10.7205
threshold=0.000297 401.0314 5.2e-05 0.001453 0.109456 0.824427 57.616343 0.293329
0.051852 -0.074966 0.492713 0.552135 0.958086 -0.593432 0.592154 0.666667 0.003638
0.473482 -13.718935 0.008919 1.661284 0.007142 0.283909 1.0
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
left_child=3 4 -3 23 11 7 16 13 14 10 -9 21 -4 -5 -8 -15 20 18 -18 -20 -6 -2 -23 -1
right_child=1 2 12 5 6 -7 8 9 -10 -11 -12 -13 -14 15 -16 -17 17 -19 19 -21 -22 22 -
24 -25
leaf_value=0.039531 0.011675 -0.031398 0.062932 -0.003205 0.047171 0.008594
0.016134 0.036073 0.0172 -0.031793 -0.023552 0.004051 0.000744 -0.058741 -0.059018
0.004032 0.029404 0.034741 -0.048745 0.018336 -0.008281 -0.063972 -0.001231 -
0.014699
leaf_weight=78.111495 19.994256 19.019315 151.581276 75.397487 153.123433
145.816168 10.596888 80.343132 45.015456 64.58454 37.479006 113.066912 43.03318
224.368933 47.686056 29.571055 32.873129 108.63342 99.159949 24.92869 31.901666
77.093045 40.867952 26.809657
leaf_count=4919 598 1301 17494 1554 6305 3164 199 1532 781 1261 510 2253 1338 3484
516 1188 649 3083 2472 529 1631 1217 674 1125
internal_value=0.0 0.010738 0.040422 -0.013945 0.001258 -0.021367 0.012447 -
0.029914 -0.020226 -0.003746 0.015889 -0.021682 0.051746 -0.042354 -0.044292 -
0.051881 0.02102 0.005763 -0.017351 -0.034028 0.03783 -0.038846 -0.048242 0.025412
internal_weight=0.0 1018.57 213.634 762.481 804.941 657.56 553.919 511.744 103.298
182.407 117.822 251.022 194.614 329.337 58.2829 253.94 450.62 265.595 156.962
124.089 185.025 137.955 117.961 104.921
internal_count=59777 41040 20133 18737 20907 12693 16165 9529 1496 3303 2042 4742
18832 6226 715 4672 14669 6733 3650 3001 7936 2489 1891 6044
shrinkage=0.1
Tree=40
num_leaves=25
num_cat=0
split_feature=59 9 24 50 36 157 8 112 8 8 180 129 63 11 61 181 153 140 2 99 13 88
23 37
split_gain=26.8073 28.5267 21.6098 18.6852 21.5018 17.6057 16.1722 15.3065 14.9427
14.0836 21.0492 19.9343 15.2857 13.9014 13.6771 13.4409 12.9882 12.4895 11.3378
10.3832 10.2678 9.84692 9.33526 9.06167
threshold=0.830957 0.166667 124.03441 1.735337 -1.645541 0.218151 0.227273 0.135492
0.654268 0.714286 1115.365809 -0.259253 9.209738 1246.2079 0.721063 20.831722
38.678275 -0.276491 0.333333 0.617096 0.403966 -53.641625 13.608746 0.298327
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 -3 8 7 19 -1 20 13 12 -12 -11 17 18 -9 -4 -8 -2 -6 -5 -16 -23 -22
right_child=14 3 16 4 6 -7 9 15 -10 10 11 -13 -14 -15 21 -17 -18 -19 -20 -21 23 22
-24 -25
leaf_value=0.031252 -0.013894 0.022423 0.017969 0.017818 -0.016954 0.038518 -
0.01026 -0.040368 0.039917 0.027311 -0.052738 0.021122 -0.023661 0.015847 -0.01335
0.018558 -0.053097 -0.06629 0.028687 0.024784 -0.051949 -0.008 0.048084 0.013235
leaf_weight=40.078613 140.946679 79.55712 14.436618 29.195129 97.009031 220.04197
69.176353 72.910902 58.28125 106.072135 124.09742 22.350917 58.590151 12.803532
17.530737 28.89952 31.303238 188.767993 53.573338 63.081622 27.205614 21.679742
182.324159 10.719378
leaf_count=2291 3772 3217 822 784 2176 12529 1135 2435 1476 1772 3303 1031 762 1301
410 2543 429 3076 2997 1418 600 516 8590 392
internal_value=0.0 -0.006785 0.01437 -0.016118 -0.02052 0.023094 -0.026833 -
0.004116 0.014189 -0.034115 -0.016222 -0.03927 0.008045 -0.049769 0.021104 -
0.023087 -0.032752 -0.054784 0.000805 0.001195 -0.014842 0.035971 0.041765 -
0.036196
internal_weight=0.0 1354.58 407.671 946.908 867.351 361.931 741.949 141.889 125.401
581.859 311.111 146.448 164.662 270.748 416.055 101.81 45.7399 257.944 194.52
160.091 67.1201 221.535 204.004 37.925
internal_count=59777 43492 21049 22443 19226 19798 15974 7269 3252 12380 6868 4334
2534 5512 16285 4978 1251 4211 6769 3594 1776 9516 9106 992
shrinkage=0.1
Tree=41
num_leaves=25
num_cat=0
split_feature=76 153 75 115 103 166 89 88 167 11 167 140 156 186 37 141 167 180 166
179 10 13 114 51
split_gain=25.5273 25.7816 20.6516 26.4332 25.7507 33.2905 26.3957 25.2111 19.7281
19.3088 18.9319 19.2448 18.4911 18.1836 16.6134 16.6039 15.5415 15.315 14.6958
14.6391 14.5761 14.5568 14.2596 14.0724
threshold=6.515383 30.642815 9.330042 -0.859415 -5.056036 0.001315 45.759773
37.900409 0.003362 123.827957 0.006487 -0.047977 0.96149 -0.686017 0.752992 -
0.045638 0.006487 53.317 0.000946 1338.0544 0.811684 0.193692 -0.083256 1.632642
decision_type=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 10 4 8 7 6 9 12 -4 13 -1 -12 19 -6 16 -16 -7 -8 20 23 -3 -13 -18 -2
right_child=2 18 3 -5 5 14 17 -9 -10 -11 11 21 -14 -15 15 -17 22 -19 -20 -21 -22 -
23 -24 -25
leaf_value=0.045199 -0.005184 0.010982 0.024037 0.041088 -0.023116 0.032134 -
0.066815 0.026247 -0.050675 -0.035265 0.027498 0.019323 0.002379 0.042912 -0.006636
0.057257 -0.046961 0.002923 0.013012 0.017282 -0.054212 -0.048053 0.022175 -
0.062832
leaf_weight=242.900806 59.289981 33.768627 28.447294 128.560222 29.776717 26.964503
83.65211 39.072886 42.254135 38.883296 91.760576 21.221698 82.946031 90.796188
44.344528 112.620162 51.845267 37.451056 94.649654 12.83324 59.199144 51.357648
14.644112 241.171319
leaf_count=17378 1370 746 1904 5135 426 665 1397 1776 1323 1677 5216 880 1804 2214
745 3000 953 1447 1905 1394 900 2033 347 3142
internal_value=0.0 0.016366 -0.008384 0.018376 -0.014436 0.000655 -0.021551 -
0.031304 -0.022814 0.005904 0.029579 0.002012 -0.03894 0.024839 0.025071 0.04158 -
0.006896 -0.049992 -0.012463 -0.048886 -0.034431 -0.02846 -0.029029 -0.053479
internal_weight=0.0 594.858 1165.55 199.262 966.291 530.978 280.559 435.313 70.7014
159.456 407.241 164.34 396.241 120.573 250.419 156.965 93.4539 121.103 187.617
313.295 92.9678 72.5793 66.4894 300.461
internal_count=59777 29058 30719 8362 22357 12871 7161 9486 3227 4317 25507 8129
7710 2640 5710 3745 1965 2844 3551 5906 1646 2913 1300 4512
shrinkage=0.1
Tree=42
num_leaves=25
num_cat=0
split_feature=191 76 141 51 140 24 167 178 12 127 88 141 127 88 9 89 24 64 88 114
167 153 44 50
split_gain=25.0375 27.0026 26.8494 25.0601 33.4946 24.7032 24.199 21.5122 19.9905
19.8718 18.5317 17.9406 17.8601 17.7518 16.1814 15.7675 15.6 15.085 15.0689 14.554
14.115 13.8171 13.5441 13.0971
threshold=-0.591647 21.272717 -0.036983 9.683 -0.078119 63.777536 0.002733 0.931161
117.665644 -1.209575 -12.94937 1.795404 -0.690348 -69.920539 0.118999 40.515045
191.903006 9.057214 -17.649212 -1.282309 0.03756 9.195025 0.50785 2.251331
decision_type=2 2 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 3 9 4 13 14 8 22 -6 -3 -9 16 15 -2 -4 18 -7 -14 -8 -11 -12 -10 -1 -16
right_child=1 2 5 -5 6 11 12 10 21 19 20 -13 17 -15 23 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=-0.018463 -0.026578 0.014892 0.02168 -0.045963 0.04578 0.045987 0.012887
0.007594 0.023234 -0.076902 -0.057087 -0.034059 0.031395 0.04449 0.019381 0.0088 -
0.027054 -0.019473 -0.077348 -0.002017 0.015808 -0.051054 0.024193 -0.044398
leaf_weight=102.879261 11.413836 29.934544 40.647397 19.789757 106.617601
155.498713 9.822438 60.450141 12.361785 68.23792 172.121838 8.026672 65.196176
400.92902 15.119345 29.492402 6.443459 87.96838 52.289095 37.110309 12.46405
15.302305 113.418492 118.145744
leaf_count=3681 201 816 2039 393 5971 5590 193 750 2361 960 2858 117 2503 16635 460
940 148 3469 1185 828 295 491 4769 2124
internal_value=0.0 0.007337 -0.010896 0.018117 0.021937 0.004828 0.0 -0.018852
0.029192 -0.042626 -0.036857 0.028683 -0.017937 0.040262 -0.019505 -0.044794
0.038131 0.004242 -0.0636 -0.058581 -0.050149 -0.02379 0.004186 -0.034255
internal_weight=0.0 1290.35 479.164 811.183 791.393 343.881 379.05 461.334 134.282
135.283 245.036 169.969 244.768 412.343 173.912 91.6039 161.942 153.165 62.1115
105.348 184.586 27.6641 216.298 133.265
internal_count=59777 47424 13082 34342 33949 10478 17113 12353 8823 2604 3903 5855
8290 16836 4623 2318 5738 5972 1378 1788 3153 2852 8450 2584
shrinkage=0.1
Tree=43
num_leaves=25
num_cat=0
split_feature=62 64 62 180 179 153 167 37 142 102 114 182 13 91 36 63 68 102 12 184
166 190 37 114
split_gain=23.9859 30.2131 40.1685 39.7983 34.3568 26.8494 25.0317 27.9688 31.5972
24.2521 23.6447 23.073 22.2822 19.315 18.7407 16.8217 12.7961 12.5352 12.1434
11.9508 11.6752 10.4342 9.97034 9.32038
threshold=9.64998 9.057214 7.786502 0.4611 10.135928 4.641106 0.001113 1.091786 -
0.424575 23.926971 0.660673 0.983051 0.74395 0.093465 -0.387503 9.758012 0.86879
3.780091 10.406074 0.79294 0.000711 0.96987 2.582572 -1.538141
decision_type=2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 17 6 15 -5 13 -9 10 12 19 16 -8 -11 -3 -7 -1 -14 -6 -16 22 -4 -13
right_child=-2 5 21 4 11 9 7 8 -10 14 -12 23 18 -15 20 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=-0.011833 0.041155 0.043331 0.055041 0.026687 0.04615 -0.050171 0.006632
-0.044146 0.018952 -0.004066 0.036764 0.013867 -0.014594 -0.060442 -0.10111 -
0.027716 0.006314 0.059018 0.039287 -0.013613 -0.011906 -0.004946 -0.010961 -
0.042935
leaf_weight=16.11323 88.711208 60.749604 165.844875 55.465711 139.036581 163.070249
41.726189 85.412158 171.7732 47.035354 40.929165 21.317704 54.260197 231.030471
51.151682 15.918479 39.098145 77.495883 38.605969 21.294952 32.305494 33.497412
11.734434 33.232766
leaf_count=700 6531 6465 7017 1887 11240 3352 663 920 2457 1135 1611 384 975 3028
760 1022 836 3134 1162 1555 563 1300 540 540
internal_value=0.0 -0.003375 0.006144 -0.003641 -0.011582 -0.021809 -0.023749 -
0.030591 -0.005219 -0.030691 -0.013155 0.020028 -0.023776 -0.05065 -0.061732
0.023992 -0.04002 0.046908 0.013002 0.037027 -0.082046 0.041378 0.049412 -0.024305
internal_weight=0.0 1648.1 1104.98 893.899 800.29 543.124 585.408 529.942 257.185
466.456 335.964 214.882 295.035 272.757 130.493 76.6681 202.168 93.6091 92.8662
160.332 83.4572 211.077 177.579 54.5505
internal_count=59777 53246 35365 26508 22674 17881 8955 7068 3377 10394 7936 13719
6325 3691 2458 7487 4188 3834 2137 12795 1323 8857 7557 924
shrinkage=0.1
Tree=44
num_leaves=25
num_cat=0
split_feature=167 167 179 61 169 125 193 166 154 75 74 141 160 177 75 165 80 141
115 115 88 115 55 182
split_gain=22.3115 24.3275 25.095 23.2203 20.9328 19.6157 19.1229 15.7231 14.9178
23.8458 14.8019 14.33 13.553 13.071 11.5024 11.0939 10.3937 10.4219 10.1012 9.39468
8.89286 8.68181 7.79912 7.64074
threshold=0.070181 0.000354 1622.5855 0.109456 0.000297 0.554431 -0.926099 0.000319
127.263435 -4.159245 0.185897 -0.006002 0.726886 0.280184 28.913978 0.911739
0.831826 0.214167 0.959561 1.268179 49.179138 -1.640121 0.432725 0.705577
decision_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
left_child=1 -1 3 6 5 16 -3 23 13 11 19 -10 18 15 20 -6 17 -5 -7 -8 -12 -15 -14 -4
right_child=-2 2 7 4 8 12 10 -9 9 -11 14 -13 22 21 -16 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.042833 0.050022 0.022848 0.018582 -0.047913 0.017703 -0.005047
0.020442 0.052109 -0.048983 0.035857 -0.053649 0.001212 -0.038296 -0.008248
0.017454 -0.024554 0.003897 0.004709 0.039814 -0.022592 0.011732 0.048518 0.010623
-0.037926
leaf_weight=69.331919 42.985203 38.028966 9.445489 184.455231 144.4307 71.904491
52.150606 73.558528 73.268561 52.750932 249.050035 108.564217 43.449433 18.730083
7.420308 52.441535 59.6569 36.629378 78.100948 70.131661 7.93726 139.072953
29.264713 12.599634
leaf_count=6630 1819 1346 1912 2939 7018 1474 1137 11259 1047 1646 4108 2370 671
851 271 1982 1124 640 1690 1190 380 5157 698 418
internal_value=0.0 -0.00259 -0.005572 -0.009054 -0.001038 -0.01536 -0.027739
0.035668 0.011399 -0.007439 -0.034457 -0.02435 0.006376 0.02334 -0.046241 0.004115
-0.031212 -0.039816 0.021864 -0.003688 -0.050265 0.041449 -0.021876 -0.01734
internal_weight=0.0 1682.37 1613.04 1517.44 1092.72 503.461 424.719 95.6037 589.259
234.584 386.69 181.833 222.72 354.675 264.408 196.872 280.742 221.085 150.005
122.282 256.987 157.803 72.7141 22.0451
internal_count=59777 57958 51328 37739 29307 9236 8432 13589 20071 5063 7086 3417
4533 15008 4759 9000 4703 3579 3164 2327 4488 6008 1369 2330
shrinkage=0.1
Tree=45
num_leaves=25
num_cat=0
split_feature=62 64 62 37 168 142 125 37 10 181 179 52 102 140 99 141 89 49 11 49
153 153 169 113
split_gain=20.8192 25.4069 33.5731 27.2157 28.4655 27.4174 23.9182 28.6251 28.9549
23.4086 20.9742 23.4812 20.2886 16.1525 15.0082 13.3809 12.7529 18.696 11.9908
11.602 10.8647 10.8173 9.98551 9.98355
threshold=9.64998 9.057214 7.786502 1.515119 0.001106 -0.317189 0.717496 -0.24799
10.376344 1.146225 8.998307 0.277462 5.244411 -0.039354 0.786017 0.100286 46.147206
3.919799 11.965293 2.099804 12.859488 17.260497 0.027157 0.830452
decision_type=2 2 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 18 9 7 -3 19 -5 11 -6 -10 -8 -13 22 -11 -18 -1 -9 -20 -14 -12 -4
right_child=-2 6 23 5 10 -7 13 8 12 16 15 14 21 -15 -16 -17 17 -19 20 -21 -22 -23 -
24 -25
leaf_value=0.041569 0.03925 0.027041 0.053816 0.034011 0.00644 0.04488 0.034117 -
0.068271 0.033429 0.006118 -0.04057 -0.061773 0.011607 -0.020813 -0.003075 0.03373
0.020018 -0.067845 0.023452 -0.003515 -0.035419 -0.045896 0.015334 0.007277
leaf_weight=69.781275 85.199388 44.184755 118.04977 46.519496 82.704571 151.783467
87.169561 186.279347 52.137992 50.242011 31.292561 201.175554 28.906305 55.5667
58.742638 54.289954 11.512733 53.681649 19.675867 36.943538 27.031163 52.198525
26.997546 85.920631
leaf_count=3021 6531 1798 5470 1247 1553 5071 3433 3099 2867 1253 859 2479 2155
2691 823 3604 364 829 2545 885 473 953 2387 3387
internal_value=0.0 -0.002781 0.00604 -0.002898 -0.015544 0.019258 -0.019645 -
0.031347 -0.040661 -0.009001 -0.026513 -0.03775 -0.001981 0.012844 -0.050771
0.00862 -0.030772 -0.050544 0.023 -0.059801 -0.011216 -0.028386 -0.019039 0.038777
internal_weight=0.0 1632.79 1089.4 885.43 571.691 313.739 543.387 400.65 356.466
161.956 455.203 342.623 133.243 142.736 259.918 112.58 115.436 65.1944 116.488
223.223 46.707 81.1048 58.2901 203.97
internal_count=59777 53246 35365 26508 17744 8764 17881 11757 9959 3693 11705 4855
5975 6124 3302 6850 2446 1193 6039 3984 3018 3108 3246 8857
shrinkage=0.1
Tree=46
num_leaves=25
num_cat=0
split_feature=36 24 23 112 89 128 101 75 140 37 28 89 37 63 89 103 167 141 2 102 88
155 187 180
split_gain=19.9521 35.5267 26.7896 26.6596 23.6686 23.0493 22.1734 33.8806 29.2324
17.66 17.6032 17.3684 16.3159 16.3971 17.7119 15.8033 15.3882 13.8625 13.5059
13.2029 11.6246 11.512 10.9081 9.59196
threshold=0.06095 40.62743 19.738142 0.135492 62.756371 -0.504558 -25.064898 -
12.08035 -0.076628 0.0275 0.637509 20.826882 0.298327 8.226999 37.594188 77.515041
0.00725 -0.009332 0.759319 22.751722 -69.920539 5.492408 -0.712239 146.19415
decision_type=2 2 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 17 5 -3 18 11 9 8 20 23 -7 -1 22 -14 -15 -9 19 -2 21 -10 -8 -5 -11 -4
right_child=1 3 6 4 -6 10 7 15 16 12 -12 -13 13 14 -16 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.009681 0.04763 0.0122 0.039383 0.01332 0.007088 0.025501 -0.019394
0.058521 0.03129 0.010934 -0.024372 -0.066673 -0.036996 -0.021543 0.03953 -0.018688
-0.049371 -0.018782 0.005475 -0.021661 0.045244 -0.060908 -0.067354 -0.012856
leaf_weight=27.9672 75.232027 122.292976 69.598297 8.076014 81.271864 120.48096
9.729908 234.795427 46.595129 9.603665 84.851124 66.771794 40.309546 44.353033
79.495169 10.192292 59.671962 17.604337 31.484336 60.203876 104.21834 239.737244
37.852575 27.32874
leaf_count=609 3716 3925 2779 1468 2232 2532 206 14123 2881 315 1661 945 816 1251
2561 352 1903 470 1957 1990 4036 4880 1000 1169
internal_value=0.0 -0.014155 0.008048 -0.025149 -0.037777 -0.016086 0.017088
0.028848 0.003572 -0.003976 0.004244 -0.04803 -0.019293 -0.00046 0.01772 0.053052 -
0.021363 0.033098 -0.05007 0.003712 0.035994 -0.056911 -0.053765 0.025192
internal_weight=0.0 575.699 1134.02 482.862 360.569 300.071 833.948 525.407 280.419
308.541 205.332 94.739 211.614 164.158 123.848 244.988 166.471 92.8364 279.298
106.799 113.948 247.813 47.4562 96.927
internal_count=59777 18648 41129 14462 10537 5747 35382 25491 11016 9891 4193 1554
5943 4628 3812 14475 6774 4186 8305 4871 4242 6348 1315 3948
shrinkage=0.1
Tree=47
num_leaves=25
num_cat=0
split_feature=167 167 179 19 75 63 127 65 106 119 166 76 175 182 37 171 195 36 112
167 91 88 182 166
split_gain=19.3393 20.2753 20.2679 21.1893 21.3278 18.6256 23.1505 18.0824 23.1728
15.3403 14.1946 13.4683 12.19 11.4195 10.695 10.6103 9.30229 9.21966 8.87256
8.63052 8.49876 7.60915 6.96629 6.94438
threshold=0.070181 0.000354 1622.5855 0.256395 -9.737728 9.344949 -0.293067
0.944128 0.248949 0.828351 0.000319 11.222661 0.125386 0.493014 -1.051116 0.953324
-1.0 -1.743379 0.872372 0.000797 0.536815 -1.046847 0.705577 0.005738
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 8 2 2 2 2 2 10 2
left_child=1 16 3 9 7 13 17 8 11 12 22 -5 20 15 -10 -6 -1 -7 -9 -8 -3 -11 -4 -15
right_child=-2 2 10 4 5 6 19 18 14 21 -12 -13 -14 23 -16 -17 -18 -19 -20 -21 -22 -
23 -24 -25
leaf_value=-0.013969 0.047751 -0.021503 0.017876 0.019124 0.049318 0.010915 -
0.024641 0.019147 0.012239 0.010714 0.049533 -0.026919 0.034623 0.010882 -0.052884
-0.013215 0.051231 -0.060201 -0.020273 0.023202 0.019432 -0.032153 -0.03618 -
0.025447
leaf_weight=8.885432 40.190832 69.282019 9.013055 90.455142 84.017676 8.19448
15.510753 96.274301 12.079936 40.415554 67.914894 81.682338 190.546425 132.270371
306.653016 15.546737 56.031159 67.258902 56.56794 84.434139 52.650913 67.586667
12.891168 33.88227
leaf_count=740 1819 1569 1912 2470 4065 281 713 2419 459 682 11259 1189 5147 2431
6194 705 5890 1236 1156 3551 1467 1663 418 342
internal_value=0.0 -0.002038 -0.004743 -0.007837 -0.015074 0.001897 -0.020686 -
0.026119 -0.034837 0.010502 0.033161 -0.003695 0.021138 0.017597 -0.049279 0.038513
0.040306 -0.051315 0.003325 0.010696 -0.00336 -0.01757 -0.016744 -0.00012
internal_weight=0.0 1660.05 1595.13 1505.31 1084.83 441.115 175.398 643.713 490.87
420.482 89.8191 172.137 312.479 265.717 318.733 99.5644 64.9166 75.4534 152.842
99.9449 121.933 108.002 21.9042 166.153
internal_count=59777 57958 51328 37739 27211 13324 5781 13887 10312 10528 13589
3659 8183 7543 6653 4770 6630 1517 3575 4264 3036 2345 2330 2773
shrinkage=0.1
Tree=48
num_leaves=25
num_cat=0
split_feature=76 111 109 128 179 180 102 101 142 75 185 124 179 150 194 89 62 101
141 11 19 172 20 115
split_gain=19.0659 18.4174 22.6799 27.8789 18.7541 18.4773 16.4285 19.8375 20.8434
16.3583 14.965 14.9047 13.5904 12.8906 12.2423 11.2342 10.7915 16.2473 10.6655
10.6252 8.72323 8.3529 8.3313 7.24773
threshold=3.931475 0.217961 0.903807 -0.107876 0.168856 0.4611 17.438633 -52.047072
-0.34376 26.130329 0.243952 0.666512 238.564505 0.642113 -0.999603 32.046507
6.372249 13.839887 0.200133 161.145165 0.298641 0.045558 0.221937 3.105191
decision_type=2 2 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 11 3 5 10 -3 7 -1 -9 12 -5 13 14 19 -7 20 -8 -18 22 -2 -4 -17 -15 -10
right_child=1 2 15 4 -6 9 16 8 23 -11 -12 -13 -14 18 -16 21 17 -19 -20 -21 -22 -23
-24 -25
leaf_value=-0.026768 0.026702 0.017313 0.01718 0.02179 0.038536 0.00596 0.019597 -
0.021743 0.052186 0.015678 -0.047907 0.035536 0.007245 0.007979 -0.054374 -0.003144
-0.043198 0.015862 0.017876 -0.019921 -0.031991 0.041124 -0.0469 -0.005431
leaf_weight=24.256735 124.477879 40.500666 26.791 21.426412 76.079164 28.18251
68.850592 25.99021 214.597262 29.225629 31.184904 115.232657 35.388517 22.135956
355.631571 56.614897 71.996819 50.201433 22.160681 34.534507 47.550435 81.22158
74.076284 15.680201
leaf_count=904 2864 1392 701 754 3323 532 2916 1113 14317 1436 558 4067 4090 619
5032 1143 2236 3268 632 1612 1221 3017 1525 505
internal_value=0.0 -0.006227 -0.014449 -0.023749 0.014219 -0.03408 0.01663 0.030476
0.038885 -0.039804 -0.022397 0.010864 -0.044745 -0.00267 -0.049786 0.012064 -0.0055
-0.021046 -0.023567 0.014529 -0.014436 0.026408 -0.035651 0.048019
internal_weight=0.0 1222.42 829.797 617.619 128.69 488.929 471.573 280.524 256.268
448.428 52.6113 392.618 419.203 277.385 383.814 212.178 191.049 122.198 118.373
159.012 74.3414 137.836 96.2122 230.277
internal_count=59777 34518 23199 17117 4635 12482 25259 16839 15935 11090 1312
11319 9654 7252 5564 6082 8420 5504 2776 4476 1922 4160 2144 14822
shrinkage=0.1
Tree=49
num_leaves=25
num_cat=0
split_feature=8 8 180 9 165 42 58 11 40 74 153 20 0 7 7 164 37 50 171 125 119 111
44 89
split_gain=18.12 28.1722 25.1992 20.3603 19.2683 16.9929 16.9739 16.3648 15.44
15.1432 14.1333 12.6424 12.0607 11.2104 11.7464 11.398 10.909 11.5156 10.8111
10.5219 11.1097 9.5366 9.36296 8.68066
threshold=0.227273 0.637384 9333.154128 0.235294 0.715893 0.498319 0.806255
511.465285 0.321589 0.881388 91.684772 0.342533 0.035929 0.851852 0.111111 0.93164
-0.372794 7.762682 0.008301 0.774278 0.986853 0.04585 0.888164 45.947003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 3 8 -2 9 16 12 13 18 10 -1 -11 -4 14 -5 -16 -6 19 -3 20 21 -18 -7 -13
right_child=1 2 6 7 5 22 -8 -9 -10 11 -12 23 -14 -15 15 -17 17 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.046158 0.016747 -0.029801 -0.047559 -0.006734 0.020756 0.03144
0.021638 0.016582 0.030567 0.028443 -0.011253 0.007791 0.015454 0.006384 -0.066142
0.001513 0.006806 0.009262 0.01176 0.013232 0.006648 -0.072886 -0.016658 -0.044623
leaf_weight=230.414274 63.491654 60.098102 118.186162 66.682 16.798403 92.325889
34.729745 30.89598 280.836748 33.343483 33.877109 36.070683 16.447315 31.501039
181.872635 25.853091 9.513843 34.927327 124.312334 10.969726 17.712887 74.063398
27.471197 34.099804
leaf_count=13211 3969 752 2286 1145 903 4580 1959 2700 7599 1542 576 1639 2589 627
3065 568 360 1189 3015 618 571 2025 1249 1040
internal_value=0.0 -0.007651 0.005515 -0.027086 0.01308 -0.006131 -0.02391 -0.03629
0.017316 0.027027 0.038259 -0.004371 -0.038012 -0.042984 -0.048757 -0.05886 -
0.024588 -0.033213 -0.00476 -0.045381 -0.053756 -0.06454 0.018939 -0.024775
internal_weight=0.0 1034.91 634.61 400.296 651.588 283.783 169.363 336.805 465.247
367.805 264.291 103.514 134.633 305.909 274.408 207.726 163.986 147.187 184.41
112.26 101.29 83.5772 119.797 70.1705
internal_count=59777 30274 18200 12074 29503 11495 6834 8105 11366 18008 13787 4221
4875 5405 4778 3633 5666 4763 3767 3574 2956 2385 5829 2679
shrinkage=0.1
Tree=50
num_leaves=25
num_cat=0
split_feature=24 23 114 114 36 153 10 141 76 102 50 12 63 77 101 10 128 5 36 179
115 166 168 181
split_gain=17.3346 31.1557 26.8111 23.4577 21.9137 19.367 30.7218 25.3423 19.3436
21.3632 20.4288 19.8212 18.6283 17.5562 17.5456 16.9894 14.8589 14.5112 13.306
12.7117 11.2244 10.224 9.67041 8.1866
threshold=121.322808 44.699969 -2.833913 0.0 -3.390921 19.237427 0.811684 0.06428
6.515383 23.926971 2.1535 0.592154 7.452022 31.992273 -72.218107 32.76898 -0.146443
0.25 -0.437728 0.168856 3.105191 0.013277 0.000608 2.99977
decision_type=2 2 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 -2 15 -1 -3 14 -8 9 12 19 16 22 17 -7 -4 23 -13 -11 -10 21 -14 -6 -
12
right_child=2 5 3 -5 8 6 7 -9 10 18 11 13 20 -15 -16 -17 -18 -19 -20 -21 -22 -23 -
24 -25
leaf_value=0.044077 0.03207 0.04901 -0.078856 0.014639 0.021311 -0.026603 -0.050219
0.028905 -0.013688 0.012683 0.046835 -0.045803 0.048033 0.025963 0.052849 0.013304
-0.031544 -0.01188 -0.051799 0.040648 -0.016969 -0.013746 -0.032074 -0.015461
leaf_weight=46.301073 26.180435 167.449908 75.533779 31.374833 18.204656 8.397993
79.96997 28.187929 47.620917 31.516839 54.444443 319.674405 183.257891 25.394546
80.257268 11.093217 9.345534 253.180627 37.032499 58.070708 14.068962 12.214514
51.583623 5.388734
leaf_count=1938 658 15406 900 1424 1488 173 1466 993 1141 1037 1583 5524 10303 727
1772 663 152 6052 1067 2535 408 449 1763 155
internal_value=0.0 0.003861 -0.028441 -0.046744 -0.004292 0.02776 0.004272 -
0.027275 -0.007797 0.010914 -0.016348 -0.022776 0.023044 -0.028616 0.039206 -
0.06654 0.019485 -0.032634 -0.028526 0.019191 0.036274 0.042424 -0.015361 0.037153
internal_weight=0.0 1531.56 144.182 118.002 1167.3 364.263 196.813 108.158 1121.0
347.879 773.12 667.428 279.33 598.25 88.6553 86.627 69.1787 572.855 68.5493 105.692
209.541 195.472 69.7883 59.8332
internal_count=59777 56132 3645 2987 36322 19810 4404 2459 34384 16515 17869 14193
14411 12303 1945 1563 1890 11576 2104 3676 11160 10752 3251 1738
shrinkage=0.1
Tree=51
num_leaves=25
num_cat=0
split_feature=167 1 167 6 142 35 101 114 104 179 140 88 13 177 89 180 169 62 76 152
4 167 174 192
split_gain=16.9595 16.5578 17.9399 22.6615 19.1616 19.5119 17.9701 15.2802 23.45
18.0674 18.6802 21.2233 15.0528 13.6889 13.67 12.8137 12.2465 11.3034 11.2805
10.715 10.6587 10.4408 9.94543 8.82098
threshold=0.070181 0.666667 0.002733 0.004693 0.017706 0.742813 13.839887 0.28473
0.008594 2.14955 -0.260984 -1.046847 0.559859 0.345413 106.88896 365.536195
0.291289 0.234904 -17.815955 0.837649 0.075638 0.003258 0.035355 0.47848
decision_type=2 2 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 14 5 13 7 9 16 10 22 -12 23 -5 -1 19 -9 -8 -10 -3 -14 -19 -4 -11
right_child=-2 15 6 4 -6 -7 17 8 18 12 11 -13 20 -15 -16 -17 -18 21 -20 -21 -22 -23
-24 -25
leaf_value=0.046167 0.045681 0.020733 -0.026322 -0.025315 0.031382 -0.049123 -
0.025809 -0.046967 -0.016787 -0.031848 -0.006464 -0.065165 -0.014627 0.02694 -
0.021063 0.050549 0.017578 -0.014723 0.042137 -0.020303 0.033712 0.046397 0.019121
0.010678
leaf_weight=136.272993 37.915999 110.564773 44.580356 47.302065 56.41896 82.929883
8.608417 49.496808 17.729537 135.092964 97.221613 192.915003 41.324477 75.277884
11.362099 54.2151 17.385271 15.39018 96.482923 68.812181 86.856549 69.10159
67.726136 43.771533
leaf_count=7512 1819 4528 574 2013 2739 2432 126 715 758 3830 1258 2684 990 2626
287 9967 834 313 3367 2427 3180 2620 972 1206
internal_value=0.0 -0.001598 -0.005872 0.010972 -0.007048 -0.021118 -0.013049 -
0.017568 0.007084 -0.023908 -0.036842 -0.04878 -0.004574 0.005451 0.037484 0.020915
-0.029852 0.022234 0.030929 0.004117 0.018342 0.034053 -0.001134 -0.021374
internal_weight=0.0 1626.84 1393.25 409.564 261.929 205.51 983.683 890.583 181.095
709.489 402.443 290.137 307.046 122.58 147.635 233.592 66.8821 93.1002 114.212
179.377 128.181 84.4918 112.306 178.864
internal_count=59777 57958 41036 17609 9810 7071 23427 20368 5674 14694 5488 3942
9206 4639 7799 16922 1549 3059 4125 6955 4170 2933 1546 5036
shrinkage=0.1
Tree=52
num_leaves=25
num_cat=0
split_feature=59 99 105 167 187 75 167 102 87 100 61 103 56 43 94 0 2 104 179 182
103 91 9 108
split_gain=16.457 16.0073 18.2694 17.9397 16.5794 13.9177 12.4732 14.1425 12.4027
12.3722 10.7882 10.2593 9.36237 9.08737 9.96403 9.05594 8.79816 9.51702 8.46612
8.44374 8.36259 8.27862 8.10067 7.55566
threshold=0.830957 0.662078 0.050013 0.00142 -0.870151 -8.697148 0.027773 -4.71771
0.703656 0.666799 0.721063 -13.008508 0.833027 0.802028 0.803363 0.083333 0.333333
0.272994 0.4116 0.493014 -23.554761 0.3284 0.880141 0.804493
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
left_child=1 2 12 22 11 6 7 -6 19 15 16 -5 21 14 -11 18 17 -2 -3 -7 -12 -1 -4 -15
right_child=10 9 3 4 5 8 -8 -9 -10 13 20 -13 -14 23 -16 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=-0.006702 0.012943 0.005993 0.031655 -0.020382 -0.003417 0.006171
0.004971 -0.060012 0.018273 0.041277 -0.006346 0.03554 -0.014893 -0.022421 -0.01009
0.015736 0.02506 -0.030368 -0.039683 -0.038812 0.039653 0.040889 -0.012086 0.023361
leaf_weight=37.732535 56.595439 50.59308 57.462642 20.762104 59.409394 47.80302
38.868964 223.474962 73.220788 154.764129 35.973156 38.663629 45.740157 49.989918
29.114783 61.27485 48.385145 77.979553 62.717674 81.239352 162.999978 77.111563
44.037159 19.136073
leaf_count=1114 1376 1418 5284 587 1534 2880 1197 4455 2454 6212 1360 1370 1329
1826 1051 3230 2997 2396 1150 1490 8156 2583 1537 791
internal_value=0.0 -0.004925 -0.0127 -0.019661 -0.026214 -0.031764 -0.043628 -
0.050097 -0.008656 0.010206 0.017743 0.015621 0.01491 0.022924 0.032768 -0.009072 -
0.000441 -0.013379 -0.023133 -0.024686 0.031663 0.027606 0.014656 -0.005703
internal_weight=0.0 1273.12 845.526 684.942 583.442 524.016 321.753 282.884 202.263
427.591 381.933 59.4257 160.584 253.005 183.879 174.586 182.96 134.575 113.311
129.042 198.973 114.844 101.5 69.126
internal_count=59777 43492 27814 22788 15967 14010 7186 5989 6824 15678 16285 1957
5026 9880 7263 5798 6769 3772 2568 4370 9516 3697 6821 2617
shrinkage=0.1
Tree=53
num_leaves=25
num_cat=0
split_feature=169 180 166 180 192 43 165 112 79 1 14 102 103 76 141 74 163 10 155
152 187 179 115 114
split_gain=15.4498 19.3155 22.902 17.3421 21.483 18.1924 17.099 20.5556 17.6444
15.652 14.3273 13.2453 18.2444 12.8739 12.0776 11.9741 10.8632 10.1658 9.6539
10.6344 9.58615 9.4561 9.27735 8.5368
threshold=0.000297 441.228533 5.2e-05 7.543251 0.293329 0.412576 0.422052 0.048239
0.216903 0.649204 0.212738 20.092336 21.120218 -14.618123 -0.063771 0.416652
0.177528 156.0911 143.307577 0.896929 -0.585629 23.1156 2.641685 0.053036
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 6 -3 5 9 15 11 -8 -9 17 -10 18 16 -12 -6 -1 -13 20 19 -2 -5 -15 -20 -
21
right_child=1 2 -4 4 14 -7 7 8 10 -11 13 12 -14 21 -16 -17 -18 -19 22 23 -22 -23 -
24 -25
leaf_value=0.014949 0.04978 -0.02998 0.047124 -0.005901 -0.027566 0.031287 0.027169
0.013847 0.012314 0.013995 0.01611 -0.055884 0.02423 -0.053475 0.020908 -0.035714
0.007854 0.008791 0.020248 0.021575 -0.057639 0.011472 -0.035247 -0.027087
leaf_weight=50.047953 129.217296 17.685526 159.158408 54.852506 33.628121
132.993321 69.910647 78.891479 38.574239 36.324876 14.803066 35.859962 56.276685
194.532339 128.667471 67.830194 26.888301 21.73054 23.869507 43.374936 185.907424
10.200332 16.637398 21.111386
leaf_count=1725 5527 1290 18673 727 616 4514 1806 2094 985 2311 665 692 1933 4004
3087 1712 696 1737 437 1006 2308 515 163 554
internal_value=0.0 0.008943 0.035159 -0.010108 -0.020976 0.009999 0.001333 -
0.012091 -0.022334 -0.035344 -0.033791 0.016451 -0.008792 -0.042575 0.007275 -
0.015894 -0.036293 -0.043163 0.028683 0.036709 -0.048468 -0.048835 -0.008812
0.001239
internal_weight=0.0 936.992 176.844 711.982 461.111 250.871 760.148 406.912 337.001
298.815 258.11 353.235 119.025 219.536 162.296 117.878 62.7483 262.49 234.211
193.704 240.76 204.733 40.5069 64.4863
internal_count=59777 41040 19963 18737 10786 7951 21077 10069 8263 7083 6169 11008
3321 5184 3703 3437 1388 4772 7687 7087 3035 4519 600 1560
shrinkage=0.1
Tree=54
num_leaves=25
num_cat=0
split_feature=19 153 167 140 23 115 166 35 114 142 115 2 37 140 153 119 102 139 109
175 11 153 181 88
split_gain=15.2406 18.8395 19.4941 30.4616 19.2924 18.4591 24.4555 18.6528 16.7235
14.9253 14.7225 14.661 11.9287 11.7432 11.3251 11.2933 10.8559 10.1579 10.1138
9.79738 8.72408 11.3521 8.23044 8.17676
threshold=0.256395 38.678275 0.002656 -0.108722 46.309362 2.285722 0.000832
0.854542 -0.058086 -0.579784 2.041151 0.090909 -0.806283 -0.182022 43.143231
0.828351 -29.229875 0.027598 0.626616 0.128784 250.5 9.195025 1.236025 3.860362
decision_type=2 2 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 17 9 8 7 -7 14 10 22 12 13 -5 -11 -3 19 -6 -2 -10 -1 -19 -22 -4 -8
right_child=1 5 3 4 16 6 23 -9 18 11 -12 -13 -14 -15 -16 -17 -18 20 -20 -21 21 -23
-24 -25
leaf_value=0.001445 -0.008289 -0.021667 0.017086 0.009184 -0.02507 -0.074413 -
0.023369 -0.035489 0.025486 0.0198 0.00111 0.043782 -0.072607 -0.026903 0.031324 -
0.008973 0.034119 0.043122 -0.025639 0.035615 0.027824 -0.03508 -0.042536 0.020049
leaf_weight=132.377741 54.231462 22.072359 7.752577 10.246755 12.185409 74.495112
50.026045 55.336881 40.456178 83.319188 39.3018 123.354939 120.181754 53.062594
109.147497 118.346105 45.002928 148.63615 31.798393 207.409844 15.711609 16.891102
27.037421 41.539101
leaf_count=4685 3221 382 182 414 472 858 683 925 1675 2126 951 6793 2965 1208 2161
3644 2994 8420 1217 8545 3497 598 397 764
internal_value=0.0 -0.00535 0.003059 -0.006739 -0.027459 -0.023369 -0.043882 -
0.000426 -0.038661 0.015091 -0.052872 0.023722 -0.065495 -0.000392 0.019322
0.015377 0.016229 0.025078 0.00181 0.023921 0.034761 -0.006116 -0.027137 -0.003537
internal_weight=0.0 1181.79 829.17 593.7 299.173 352.617 166.06 186.557 241.985
294.527 169.73 259.737 130.429 136.382 131.22 458.134 57.1883 235.47 72.2546
339.788 181.239 32.6027 34.79 91.5651
internal_count=59777 42903 37130 21394 10688 5773 2305 3468 7222 10706 4330 10127
3379 3334 2543 16874 3466 15736 2892 13230 12515 4095 579 1447
shrinkage=0.1
Tree=55
num_leaves=25
num_cat=0
split_feature=36 24 128 141 24 63 140 115 63 50 102 114 163 125 113 106 75 141 166
115 183 179 167 76
split_gain=15.2869 27.4713 24.1917 26.0989 22.1897 21.0725 21.896 20.7959 17.7585
15.5062 15.3872 15.1249 14.3229 13.7021 15.1342 12.9754 12.7861 12.107 11.5778
13.0887 10.7896 10.3901 9.84518 9.30707
threshold=0.06095 40.62743 -0.665375 -0.299871 35.494077 7.92343 -0.073256 2.15906
9.07915 1.63484 -23.817324 -2.685368 0.485506 0.742262 0.082521 0.087298 -99.542423
-0.015286 0.000634 2.15906 -0.100603 6.700592 0.007023 -0.919435
decision_type=2 2 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 17 3 -3 7 11 10 20 -8 -10 -7 -6 23 14 -4 -16 -12 -2 19 -13 -1 -20 -14
-11
right_child=1 2 13 -5 5 6 8 -9 9 12 16 18 22 -15 15 -17 -18 -19 21 -21 -22 -23 -24
-25
leaf_value=-0.023211 0.046112 -0.036728 -0.000284 0.032334 0.023227 -0.016982
0.031856 -0.067868 0.023152 0.006033 -0.016628 0.032106 0.023716 0.000334 -0.006175
-0.071737 0.051092 -0.015063 -0.054803 -0.027981 0.025614 0.007312 -0.021767 -
0.04974
leaf_weight=47.08946 63.144178 45.477172 55.452295 109.580732 50.195343 22.323892
127.421184 29.407358 80.214194 27.568931 11.404051 36.548451 71.466184 76.537677
46.824944 132.203637 258.089578 22.989533 77.614039 26.947263 51.148935 23.1794
42.039423 95.641289
leaf_count=2028 3482 953 2006 4025 1676 714 4626 917 5731 1320 191 1969 2441 3106
1269 3103 10004 704 964 696 2578 1413 1186 2675
internal_value=0.0 -0.012558 -0.022286 0.008579 0.00729 0.012767 0.020573 -0.026595
0.005473 -0.007589 0.040006 -0.013002 -0.01992 -0.03688 -0.04726 -0.059 0.046376
0.03017 -0.026542 0.005592 0.002243 -0.04253 0.005529 -0.038866
internal_weight=0.0 552.21 466.076 155.058 1078.3 950.653 736.169 127.646 444.351
316.93 291.818 214.484 236.716 311.019 234.481 179.029 269.494 86.1337 164.289
63.4957 98.2384 100.793 113.506 123.21
internal_count=59777 18648 14462 4978 41129 35606 28888 5523 17979 13353 10909 6718
7622 9484 6378 4372 10195 4186 5042 2665 4606 2377 3627 3995
shrinkage=0.1
Tree=56
num_leaves=25
num_cat=0
split_feature=101 102 36 23 50 114 88 140 166 154 24 166 8 142 170 166 88 88 102
166 167 13 10 88
split_gain=14.8696 22.4751 32.3272 26.9375 22.9653 20.3291 21.5354 27.7818 18.4619
29.9032 17.9985 20.7714 16.7534 15.8234 15.41 14.3785 14.249 13.2422 14.2686
12.3072 12.2566 11.4499 12.5214 10.8495
threshold=-25.064898 20.266451 -0.603023 37.565004 1.63484 0.250946 8.514789 -
0.157835 0.000597 107.248188 53.596082 0.000268 0.075411 -0.407854 0.004201
0.017113 -69.920539 40.777486 15.055536 0.010295 0.036368 0.148075 37.317205
12.511674
decision_type=2 2 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 5 16 4 -4 6 14 23 9 -5 11 -9 -1 -7 -2 -6 -3 18 21 -16 -13 -14 -23 -8
right_child=1 2 3 8 15 13 7 10 -10 -11 -12 20 17 -15 19 -17 -18 -19 -20 -21 -22 22
-24 -25
leaf_value=0.012658 -0.008426 -0.029425 0.020577 0.025407 -0.071666 -0.019326 -
0.020179 0.017862 0.029989 -0.060298 0.011478 -0.074635 -0.001978 0.05605 0.050802
0.013592 0.030817 0.02253 0.021105 -0.013125 0.012625 -0.055507 0.003778 0.034949
leaf_weight=140.864505 70.005719 13.668441 18.254295 42.934124 127.530393 11.976131
18.314201 17.873703 78.94237 46.875603 44.817821 86.909367 78.660946 131.647618
136.412799 8.872126 169.373834 23.426961 21.802878 18.429719 5.941993 182.700771
36.200393 89.450901
leaf_count=6379 1296 315 710 2905 2432 326 365 2022 2538 826 2758 3067 1693 9660
5064 164 6263 1452 438 519 338 2387 1974 3886
internal_value=0.0 0.006383 -0.008921 -0.026753 -0.051957 0.01845 0.007077 -
0.011661 0.002034 -0.024226 -0.035136 -0.052008 -0.013844 0.04682 0.027428 -
0.064222 0.02169 -0.024934 -0.03062 0.042008 -0.066848 -0.036542 -0.046651 0.022548
internal_weight=0.0 1138.23 506.451 323.409 154.657 631.78 488.156 263.308 168.752
89.8097 155.543 110.725 483.656 143.624 224.848 136.403 183.042 342.792 319.365
154.843 92.8514 297.562 218.901 107.765
internal_count=59777 45454 16153 9575 3306 29301 19315 12436 6269 3731 8185 5427
14323 9986 6879 2596 6578 7944 6492 5583 3405 6054 4361 4251
shrinkage=0.1
Tree=57
num_leaves=25
num_cat=0
split_feature=167 167 19 169 13 153 181 79 124 115 91 21 190 101 166 88 158 195 61
154 125 0 167 105
split_gain=14.368 14.258 14.518 16.9293 14.3807 18.3171 14.9794 16.614 13.3774
11.1066 10.9128 10.7712 10.1382 10.0927 9.04373 8.80926 9.15752 8.33663 7.85268
7.51741 7.47166 7.16938 6.79292 6.62337
threshold=0.070181 0.000354 0.256395 0.000297 0.294397 19.500986 108.29192 0.21278
0.816036 2.746101 0.767636 0.27659 0.984286 -2.266912 6e-05 40.777486 6.5e-05 -1.0
0.044684 138.113012 0.933872 0.128205 0.01326 0.074076
decision_type=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 17 11 8 5 -5 7 -6 15 13 -9 12 18 -7 -8 16 -4 -1 -3 -11 -18 23 -10 -13
right_child=-2 2 3 4 6 9 14 10 22 19 -12 21 -14 -15 -16 -17 20 -19 -20 -21 -22 -23
-24 -25
leaf_value=-0.014339 0.042693 -0.003523 0.010765 0.043776 0.017506 0.029887 -
0.022647 -0.04294 0.024067 0.012626 0.003733 0.013564 -0.014088 -0.017833 0.033524
0.012368 -0.042071 0.046866 0.044712 -0.044721 0.004041 0.017476 -0.017457 -
0.023305
leaf_weight=8.365018 34.453758 35.155752 24.87103 100.63638 59.059378 70.573561
6.778926 170.340053 57.789472 11.043253 57.240676 36.83003 28.04701 38.257083
64.129101 24.500448 320.746591 47.267486 121.518154 37.202672 31.123496 70.706136
27.98237 128.408643
leaf_count=740 1819 959 535 7592 1540 1698 401 3900 1836 352 1547 774 814 863 7677
1170 6036 5890 4947 508 653 4301 592 2633
internal_value=0.0 -0.001787 -0.004055 -0.010009 0.001184 0.017692 -0.011309 -
0.021213 -0.023137 -0.004667 -0.032425 0.011037 0.026666 0.012797 0.021738 -
0.030277 -0.034012 0.035432 0.035403 -0.031788 -0.037988 -0.003348 0.009217 -
0.013996
internal_weight=0.0 1578.57 1522.94 1102.27 615.261 257.713 357.548 286.64 487.013
157.077 227.581 420.666 184.721 108.831 70.908 401.242 376.741 55.6325 156.674
48.2459 351.87 235.945 85.7718 165.239
internal_count=59777 57958 51328 36900 26078 11013 15065 6987 10822 3421 5447 14428
6720 2561 8078 8394 7224 6630 5906 860 6689 7708 2428 3407
shrinkage=0.1
Tree=58
num_leaves=25
num_cat=0
split_feature=24 114 23 88 23 36 180 89 141 115 88 166 72 102 141 76 0 90 179 128
10 101 89 153
split_gain=13.8818 24.4263 23.8864 19.0433 18.0745 17.4369 15.1763 15.122 21.2142
17.6107 17.4709 15.0592 19.8878 16.0754 12.7837 12.4092 11.0155 10.0588 10.0321
16.5637 9.78266 9.41807 9.28997 7.72123
threshold=117.302587 -2.833913 44.699969 57.663334 76.234843 -3.390921 0.195591
45.274902 -0.006002 3.100011 32.049495 0.000579 0.213871 23.926971 0.338283 -
1.870438 0.005412 22.3107 0.380252 0.092696 26.940861 -54.219382 61.374589 8.672473
decision_type=2 2 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 5 4 -3 -1 -7 9 15 11 14 13 -13 -8 -10 -9 18 -11 19 21 -6 -4 -17 -20
right_child=1 3 16 -5 20 6 7 8 10 17 -12 12 -14 -15 -16 22 -18 -19 23 -21 -22 -23 -
24 -25
leaf_value=0.040958 0.032744 0.015599 -0.013028 0.021368 -0.075157 0.028022
0.037442 0.012621 0.027035 -0.062952 -0.040903 0.02389 -0.017768 -0.017487 -0.02751
-0.072056 0.0448 0.01105 0.021554 -0.026011 0.004584 0.054772 0.005831 -0.022854
leaf_weight=42.05682 26.451989 16.032338 8.394572 18.535743 85.057541 76.210296
151.21906 10.303544 118.386531 25.392909 42.821525 119.584915 366.061817 45.40676
21.52266 87.550099 129.938487 10.378941 18.740726 15.631299 12.206317 61.217585
10.595086 88.353527
leaf_count=1932 728 307 475 1265 1121 3876 8073 339 3088 401 1469 3534 9884 1297
317 1466 12269 396 1913 510 682 2824 233 1378
internal_value=0.0 -0.024251 0.003815 -0.040815 -0.054016 -0.003259 -0.006423 -
0.010032 -0.027663 -0.001756 -0.003849 0.003179 -0.006429 0.023905 0.014246 -
0.055581 0.026116 -0.047038 0.00776 0.027476 -0.06675 0.044752 -0.06439 -0.011206
internal_weight=0.0 158.284 1449.77 131.832 113.296 1127.49 1085.43 1009.22 291.179
718.044 182.731 682.273 485.647 196.626 139.909 108.449 322.276 35.7719 192.338
85.2435 97.2639 69.6122 98.1452 107.094
internal_count=59777 4103 55674 3375 2110 36305 34373 30497 6912 23585 4874 22788
13418 9370 3405 2038 19369 797 7100 3809 1803 3299 1699 3291
shrinkage=0.1
Tree=59
num_leaves=25
num_cat=0
split_feature=60 35 88 25 37 140 179 76 50 167 11 9 128 102 124 87 165 90 11 163
129 179 52 102
split_gain=13.3948 13.1191 14.402 32.2164 15.5772 23.232 17.9884 15.6159 16.7334
15.1012 14.7904 13.2716 14.8452 10.1933 9.83997 9.83526 9.81566 8.90808 12.1244
10.1002 9.13773 9.37962 7.99445 8.83589
threshold=0.79417 0.971624 -1.513079 117.274014 -0.806283 -0.080023 1.984 13.756136
9.498611 0.002733 28.035088 0.25 -0.18309 22.994317 0.855698 0.790576 0.022172
23.175783 12.809149 0.087673 -0.224979 49.193433 0.982974 -7.602131
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 10 -4 7 9 8 -6 -7 -1 -9 -13 -8 22 -12 -11 18 -2 -19 21 -20 23 -3
right_child=17 14 4 -5 5 6 13 11 -10 16 15 12 -14 -15 -16 -17 -18 19 20 -21 -22 -23
-24 -25
leaf_value=0.043383 0.023753 0.005833 0.033915 -0.041364 0.034838 -0.000896
0.016585 0.018371 -0.023829 -0.003609 0.019882 -0.045 0.018074 -0.030674 0.01557 -
0.025526 -0.084283 -0.006261 -0.044067 0.03769 0.01564 0.012868 0.002376 -0.049716
leaf_weight=183.087276 74.079069 24.736451 39.095474 43.152635 148.295823 40.736406
76.422696 48.645064 32.715098 22.124744 62.941719 98.984574 25.134919 33.02455
27.040042 46.229594 66.016025 55.820475 68.718469 163.18443 29.304284 18.083116
48.39813 123.423461
leaf_count=3560 2771 1184 2706 679 7368 2197 4685 2143 902 516 2466 1552 554 1318
1160 1458 895 3192 983 8993 1384 2138 1636 3337
internal_value=0.0 -0.004898 0.000483 0.016115 -0.008301 -0.013136 -0.03469
0.003497 0.02175 -0.05502 0.028707 -0.01612 -0.030877 -0.002172 -0.024603 -0.001061
-0.071705 0.01525 -0.000979 0.027263 -0.018882 -0.031854 -0.031896 -0.041178
internal_weight=0.0 1190.2 966.607 335.411 631.195 592.1 238.324 353.775 181.011
128.877 292.259 172.765 124.119 109.447 223.598 109.171 88.1408 409.19 190.185
219.005 116.106 86.8016 196.558 148.16
internal_count=59777 40316 32999 8163 24836 22130 9611 12519 8270 3608 7484 4249
2106 6003 7317 3924 1411 19461 7276 12185 4505 3121 6157 4521
shrinkage=0.1
Tree=60
num_leaves=25
num_cat=0
split_feature=167 62 63 62 180 90 90 11 153 141 12 124 128 179 50 181 63 82 153 12
75 195 150 112
split_gain=12.8629 13.2756 18.9539 30.3775 23.1168 25.0402 22.6944 20.7931 18.3989
16.0814 15.5898 15.4011 13.4122 13.0926 22.8687 18.0314 15.6755 12.6384 10.6495
11.1507 10.5417 9.27096 8.60845 8.26822
threshold=0.070181 9.669075 9.344949 7.786502 1.28695 30.246226 -9.693479 67.10215
6.114145 -0.273073 2.314875 0.650718 -0.148799 0.168856 2.842083 8.848065 9.636003
0.74839 19.813195 2.502087 -15.142563 0.997638 0.261302 0.223541
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
left_child=1 2 3 4 8 6 -6 -5 -1 -7 -11 13 23 16 18 -16 -4 -8 -15 -20 -9 -17 -18 -13
right_child=-2 -3 11 7 5 9 17 20 -10 10 -12 12 -14 14 15 21 22 -19 19 -21 -22 -23 -
24 -25
leaf_value=-0.020145 0.041009 0.033363 0.000594 0.057394 0.019827 -0.029495 -
0.046312 -0.035187 0.047626 -0.017185 0.036462 0.015781 0.028402 0.039105 0.01277 -
0.063736 -0.003331 -0.001497 0.029115 -0.025799 0.019719 -0.000911 -0.082264 -
0.032961
leaf_weight=30.077753 32.752787 60.842526 42.336022 114.914752 60.454751 37.029812
249.332593 23.484188 90.523031 46.316774 156.150548 23.278583 86.642964 52.045183
41.90159 79.94744 20.452215 84.12965 17.701239 60.946016 36.492128 30.763792
55.413227 56.840873
leaf_count=1962 1819 5771 1345 3886 1384 1090 5999 1612 2816 921 7185 1333 4015
3810 561 3304 473 2247 411 1153 3246 556 830 2048
internal_value=0.0 -0.001547 -0.003831 0.004962 -0.00429 -0.012238 -0.026723
0.038028 0.029872 0.012003 0.023339 -0.017569 0.006821 -0.027396 -0.012312 -
0.034735 -0.050917 -0.036434 0.015916 -0.007617 -0.00735 -0.051315 -0.069726 -
0.018218
internal_weight=0.0 1558.02 1497.18 928.906 754.015 633.414 393.917 174.891 120.601
239.497 202.467 568.269 166.762 401.507 283.305 152.613 118.201 333.462 130.692
78.6473 59.9763 110.711 75.8654 80.1195
internal_count=59777 57958 52187 32348 23604 18826 9630 8744 4778 9196 8106 19839
7396 12443 9795 4421 2648 8246 5374 1564 4858 3860 1303 3381
shrinkage=0.1
Tree=61
num_leaves=25
num_cat=0
split_feature=61 50 36 115 141 24 183 151 123 190 50 115 166 63 103 179 176 158 89
166 124 89 164 23
split_gain=12.2122 17.9887 19.3302 16.2864 15.8583 13.9163 13.8306 12.303 14.7914
12.0397 11.6744 12.729 13.5247 13.4339 12.2912 10.7672 10.0946 9.75329 9.19639
11.7903 9.25271 7.90899 7.78992 7.68927
threshold=0.077148 7.885582 0.06095 3.100011 -0.299871 41.984081 -0.628193 0.278062
0.718438 -0.61842 6.768857 0.700072 0.001776 9.763035 1.147789 7.646607 0.418974
0.07702 61.846447 0.000721 0.867726 38.408277 0.310046 7.758645
decision_type=2 2 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 2 3 6 -3 -4 -2 -1 16 -7 11 12 -8 -13 15 -12 22 -10 20 -20 -11 -5 -9 -6
right_child=1 4 5 21 23 9 10 8 17 18 14 13 -14 -15 -16 -17 -18 -19 19 -21 -22 -23 -
24 -25
leaf_value=0.009432 0.039502 -0.017646 0.01727 -0.053517 -0.015606 0.005653
0.013797 0.009987 0.004551 -0.061036 -0.054653 0.037288 -0.033392 -0.015667
0.014857 0.012124 0.017072 -0.06154 -0.032298 0.028016 0.005115 0.009267 -0.035807
0.039457
leaf_weight=132.660158 109.99791 42.649249 47.351479 19.447574 6.252003 58.228504
105.302114 33.605253 20.928322 109.376288 47.357237 172.180521 64.25523 36.342386
39.113457 15.412576 80.867042 72.100479 20.874799 25.867068 17.408911 14.073608
68.347725 224.137848
leaf_count=5096 5395 1024 2735 440 125 2521 6272 1017 722 2962 692 7322 2135 1832
1336 1004 2255 1607 590 609 719 546 1454 9367
internal_value=0.0 0.00561 -0.001497 0.008289 0.026207 -0.021608 0.013083 -0.013669
-0.02457 -0.030982 0.004356 0.012484 -0.007123 0.026975 -0.020661 -0.039927 -
0.004849 -0.049833 -0.042008 -0.001406 -0.052913 -0.036575 -0.022169 0.035794
internal_weight=0.0 1175.63 902.59 623.483 273.039 279.107 589.961 408.509 275.849
231.756 479.964 378.08 169.557 208.523 101.883 62.7698 182.82 93.0288 173.527
46.7419 126.785 33.5212 101.953 230.39
internal_count=59777 47626 37110 26974 10516 10136 25988 12151 7055 7401 20593
17561 8407 9154 3032 1696 4726 2329 4880 1199 3681 986 2471 9492
shrinkage=0.1
Tree=62
num_leaves=25
num_cat=0
split_feature=91 185 76 140 88 152 167 51 116 10 24 36 25 8 70 88 102 140 168 155
58 76 138 189
split_gain=12.1965 16.3859 18.1234 18.7595 16.6215 20.4488 16.2923 15.5006 13.9683
13.3447 12.0944 11.9067 11.8709 11.4594 11.4085 10.8241 10.6976 15.2903 10.4096
9.15908 9.08498 8.95826 7.96934 7.91052
threshold=0.060443 0.460603 17.741166 -0.074966 -1.046847 0.316089 0.034235
9.630134 1.067531 186.189965 64.846487 0.893585 117.274014 0.166667 0.473246 -
69.920539 -3.293452 0.030634 0.000302 72.758916 0.854367 119.594642 0.107143 -
0.939121
decision_type=2 2 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 7 12 19 9 15 10 18 13 21 -3 -4 -1 -2 -5 20 -7 -6 -18 -12 -15 -20
right_child=1 4 8 16 5 6 -8 -9 -10 -11 11 -13 -14 22 -16 -17 17 -19 23 -21 -22 -23
-24 -25
leaf_value=-0.003727 -0.017412 0.018739 0.00276 0.023064 0.022614 0.009594 0.020774
-0.023528 0.021705 0.013006 0.028308 -0.031192 -0.031727 0.004408 0.035394 0.045378
-0.04446 0.018716 0.006029 -0.023143 0.009402 -0.022999 -0.056146 -0.069016
leaf_weight=119.438494 9.076879 139.948374 54.984472 61.483578 67.939562 9.695302
11.845338 16.083256 67.106958 13.446071 96.929579 31.337531 22.236521 18.718599
128.922128 222.958636 90.296902 54.233412 8.187761 32.460463 24.406644 10.9087
102.427885 161.012154
leaf_count=5127 142 3162 1967 4245 3359 770 558 317 2484 1598 3660 510 317 432 5600
11861 3822 2788 187 680 1437 193 1921 2640
internal_value=0.0 -0.003845 0.004368 0.016713 -0.018119 -0.030587 -0.046187
0.033686 -0.011198 -0.053284 -0.019922 0.002394 0.006742 -0.034662 0.018732
0.040637 -0.003906 -0.016354 -0.059795 0.005351 -0.033525 0.01814 -0.048033 -
0.064896
internal_weight=0.0 1327.72 860.953 478.539 466.772 304.587 204.187 248.119 382.414
192.341 315.307 139.176 162.185 176.131 248.361 232.036 230.421 168.937 178.895
100.4 114.704 107.838 121.146 169.2
internal_count=59777 49050 35779 24612 13271 9792 5753 12320 11167 5195 8683 4363
3479 4320 10727 12003 12292 8047 3597 4039 5259 3853 2353 2827
shrinkage=0.1
Tree=63
num_leaves=25
num_cat=0
split_feature=101 102 36 23 73 50 166 154 156 101 63 38 180 50 63 88 167 63 152 166
114 140 154 24
split_gain=11.6844 17.2701 24.2591 19.1595 18.0405 17.5395 14.976 24.3305 14.7703
12.1674 12.0 12.8268 11.7526 11.5577 11.5185 11.1895 11.1605 11.1102 10.9188
10.8839 12.2287 17.7525 19.0472 13.2341
threshold=-25.064898 20.266451 -0.603023 37.565004 0.358553 1.63484 0.000597
107.248188 0.96149 -1.096391 9.730289 -0.870239 1.475075 2.563231 9.758012
37.900409 0.009516 9.782012 1.0 0.000305 0.250946 -0.157835 121.608963 55.117743
decision_type=2 2 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 4 10 5 -2 -4 7 -5 13 -7 11 16 -11 14 -1 -15 -3 -16 -10 -6 21 -21 23 -
23
right_child=1 2 3 6 19 9 -8 -9 18 12 -12 -13 -14 15 17 -17 -18 -19 -20 20 -22 22 -
24 -25
leaf_value=0.030438 0.036367 0.023005 0.019121 0.023621 0.029183 -0.001264 0.027363
-0.05435 0.032666 0.005934 -0.022378 0.046519 -0.077002 -0.035446 -0.047696 0.0181
-0.033823 0.016177 -0.020246 0.012305 0.023541 -0.064022 0.013674 0.012233
leaf_weight=49.387948 226.479958 30.832179 17.364925 40.612579 69.992756 36.136929
75.281547 46.550919 73.216785 13.069443 24.747548 93.260385 89.505987 266.614226
16.962742 18.924731 25.792791 21.839462 25.405287 102.900645 62.446171 89.081313
39.540817 13.163622
leaf_count=2603 11839 1573 710 2905 5579 632 2538 826 2961 341 748 3407 1623 5394
602 1076 850 927 760 3179 3781 2866 1160 897
internal_value=0.0 0.005662 -0.007871 -0.023284 0.01652 -0.044205 0.001712 -
0.022098 -0.012504 -0.054732 0.019296 0.02956 -0.067748 -0.021236 0.007726 -
0.030037 -0.006206 -0.021931 0.01705 0.002165 -0.006728 -0.016762 -0.035882 -
0.053483
internal_weight=0.0 1096.76 493.155 318.522 603.605 156.077 162.445 87.1635 472.351
138.712 174.633 149.885 102.575 373.729 88.1902 285.539 56.625 38.8022 98.6221
377.125 307.133 244.686 141.786 102.245
internal_count=59777 45454 16153 9575 29301 3306 6269 3731 14323 2596 6578 5830
1964 10602 4132 6470 2423 1529 3721 17462 11883 8102 4923 3763
shrinkage=0.1
Tree=64
num_leaves=25
num_cat=0
split_feature=167 62 63 181 179 153 153 166 177 169 123 36 155 36 129 75 152 90 179
76 7 10 188 37
split_gain=11.229 11.6153 15.8979 26.3831 23.4052 37.8429 26.1997 25.7524 18.9317
25.3626 17.8988 17.8398 16.4156 17.6938 14.8851 14.9654 14.5613 12.7232 9.6305
9.47228 9.38095 8.74227 8.69652 8.29757
threshold=0.070181 9.669075 9.623733 3.373295 0.57112 6.45757 3.432249 0.000444
0.293638 0.005008 0.273977 -1.006589 247.503511 1.827337 -0.27449 0.798307 0.433485
14.710846 1.706805 -1.151877 0.175431 4.074689 0.585408 1.424737
decision_type=2 2 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 16 5 7 21 -1 14 11 -5 -10 13 -7 15 -8 -4 -9 -11 -19 -12 -6 23 -18
right_child=-2 -3 3 10 6 12 8 17 9 18 20 -13 -14 -15 -16 -17 22 19 -20 -21 -22 -23
-24 -25
leaf_value=0.027837 0.03864 0.031411 -0.00061 -0.028082 -0.010998 0.049796 -
0.050106 0.008658 0.018193 -0.006982 -0.008807 -0.032287 -0.020111 -0.019056
0.017385 0.010188 -0.088564 0.007933 0.040019 -0.077268 0.038492 0.052526 0.000259
-0.001773
leaf_weight=31.283407 30.634033 58.231208 44.15422 73.414674 12.225817 262.973342
204.441323 17.519354 67.593773 46.074424 44.429028 197.973217 22.585202 20.605904
27.427965 34.326815 54.625053 6.844994 107.37712 44.168081 77.881192 46.066126
15.9213 14.479847
leaf_count=3816 1819 5771 1255 2441 508 5937 5474 482 1506 648 1931 3314 239 289
915 1609 995 327 4683 734 3613 10864 358 249
internal_value=0.0 -0.001689 -0.003824 -0.02197 0.00189 0.020084 -0.008578 -
0.026106 -0.014786 -0.000859 0.002549 -0.018704 0.036474 0.042986 -0.03362 -0.0412
-0.050716 -0.051974 0.02741 -0.067371 0.023415 0.040136 -0.067964 -0.077905
internal_weight=0.0 1532.62 1474.39 324.905 1149.49 405.98 743.507 99.8158 685.215
419.019 195.725 265.567 306.164 283.579 266.196 238.768 129.18 68.5324 153.452
51.0131 122.31 58.2919 85.0262 69.1049
internal_count=59777 57958 52187 10842 41345 11824 29521 5359 18149 10151 7985 4820
6465 6226 7998 7083 2857 1543 5331 1061 5544 11372 1602 1244
shrinkage=0.1
Tree=65
num_leaves=25
num_cat=0
split_feature=19 153 115 166 35 140 140 30 1 180 91 141 104 20 153 122 190 175 194
153 155 131 25 185
split_gain=10.8738 13.2313 14.7246 18.8142 14.4874 13.8624 20.4243 13.8399 13.1549
13.0469 14.4809 12.8185 10.9754 9.44567 9.28702 9.11717 8.2507 7.69891 7.63002
7.43346 7.21717 7.17495 6.47514 6.39801
threshold=0.256395 38.678275 2.285722 0.000832 0.854542 -0.081456 0.075291 0.387489
0.269181 6.6887 0.58428 0.102187 0.834829 0.17412 43.143231 0.280507 0.984286
0.125386 0.380794 5.807404 21.576872 0.662682 86.059511 0.297887
decision_type=2 2 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 5 4 -4 14 8 7 15 9 19 11 22 20 16 -3 -7 -1 18 -15 -2 -9 -14 -11 -12
right_child=1 2 3 -5 -6 6 -8 12 -10 10 23 -13 21 17 -16 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.034831 -0.009726 -0.019118 -0.065454 -0.002669 -0.030356 -0.021446
0.031149 -0.029424 0.037464 -0.04933 0.030604 0.016922 -0.066486 0.007804 0.029664
0.022273 -0.010201 0.012528 -0.036528 0.037251 0.011421 -0.004439 0.009742 -
0.010664
leaf_weight=162.761362 27.06251 21.416337 73.417065 88.111046 54.819132 40.940048
53.874283 33.445804 115.594323 91.485435 48.503017 22.246341 65.19569 47.060633
101.56946 73.96655 30.762807 141.410193 47.950122 74.487372 65.805625 30.3637
7.323508 36.324013
leaf_count=6702 1347 382 858 1447 925 1684 4064 2513 9372 2297 1589 772 2618 2121
2161 3929 909 5858 1284 1979 2207 1519 322 918
internal_value=0.0 -0.00507 -0.020382 -0.038779 0.000497 0.002222 -0.011408 -
0.02163 0.013917 0.001646 -0.012425 -0.030749 -0.035545 0.012922 0.018465 0.005115
0.02712 -0.001005 -0.018854 0.02552 -0.006942 -0.054118 -0.043339 0.015211
internal_weight=0.0 1125.95 339.333 161.528 177.805 786.618 363.592 309.717 423.027
307.432 205.882 121.055 194.811 429.945 122.986 114.907 193.524 236.421 95.0108
101.55 99.2514 95.5594 98.8089 84.827
internal_count=59777 42903 5773 2305 3468 37130 18534 14470 18596 9224 5898 3391
8857 16874 2543 5613 7611 9263 3405 3326 4720 4137 2619 2507
shrinkage=0.1
Tree=66
num_leaves=25
num_cat=0
split_feature=61 45 53 10 53 154 165 112 7 11 64 143 88 88 38 75 168 16 185 111 193
170 153 59
split_gain=10.6565 20.9879 19.4295 17.6181 13.4203 15.9369 13.9308 13.1563 11.702
10.8176 10.3051 10.2346 10.168 8.82139 8.51307 8.28392 8.97505 8.2597 8.02189
8.0152 7.30201 6.84001 7.246 6.49894
threshold=0.739416 0.454232 0.12969 409.98915 0.644444 127.263435 0.586978 0.030228
0.019572 116.026028 9.60628 0.002177 -53.641625 40.777486 2.182154 16.337829
0.000188 0.483367 0.617315 0.637788 0.962815 0.0 4.377914 0.583634
decision_type=2 2 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 12 11 4 5 9 8 -8 20 23 19 -3 -2 15 18 16 -9 -4 -14 -7 -6 -13 -23 -1
right_child=1 2 17 -5 6 10 7 13 -10 -11 -12 21 14 -15 -16 -17 -18 -19 -20 -21 -22
22 -24 -25
leaf_value=0.042142 -0.01466 0.013131 0.026606 0.0399 0.034982 -0.039233 0.011213
0.013807 -0.014311 -0.013221 0.023665 0.006824 0.051554 0.010917 -0.008728 0.008585
-0.04974 -0.00705 -0.011594 0.002815 -0.015276 0.009029 -0.063671 0.004874
leaf_weight=106.104078 17.627754 16.063121 109.287055 38.071196 67.970117 93.500342
46.039339 6.908521 170.024071 53.355002 19.096918 10.447512 151.718747 18.09025
18.252341 17.234683 245.969561 114.389446 7.281876 60.133422 12.640178 4.941067
56.754285 86.687834
leaf_count=3912 434 736 4421 6828 2940 1562 1221 626 4665 3142 623 332 9898 903 611
515 4512 4592 259 1098 302 951 1221 3473
internal_value=0.0 0.01129 -0.005105 -0.005819 -0.009074 0.004386 -0.018371 -
0.030549 -8.3e-05 0.01944 -0.016661 -0.036359 0.033826 -0.037803 0.040533 -0.042098
-0.046288 0.010974 0.046842 -0.025663 0.024558 -0.04818 -0.056525 0.029236
internal_weight=0.0 506.763 311.882 1041.83 1003.75 418.878 584.877 334.242 250.634
246.147 172.731 88.206 194.881 288.203 177.253 270.113 252.878 223.677 159.001
153.634 80.6103 72.1429 61.6954 192.792
internal_count=59777 23455 12253 36322 29494 13810 15684 7777 7907 10527 3283 3240
11202 6556 10768 5653 5138 9013 10157 2660 3242 2504 2172 7385
shrinkage=0.1
Tree=67
num_leaves=25
num_cat=0
split_feature=101 114 88 35 88 23 179 153 154 76 23 102 115 166 115 141 86 153 10
141 155 185 153 129
split_gain=10.4899 17.1714 12.6175 12.2521 16.9482 12.9773 16.4527 18.4712 18.4985
15.3771 14.5625 13.7899 12.0233 14.1821 11.6243 11.5521 9.8999 9.51003 14.451 9.681
9.32058 8.81982 8.28593 8.18559
threshold=-52.047072 -2.387067 41.131494 0.971624 -4.577589 43.048484 2.314734
6.45757 127.263435 1.49208 26.616412 25.558141 2.55915 0.000768 1.103135 0.214167
0.875247 12.859488 0.930654 -0.015286 99.480385 -0.832006 1.864134 -0.811822
decision_type=2 2 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 12 6 7 9 14 -6 -10 21 -2 20 -9 -11 22 -7 -19 -20 -14 -8 -5 -23
right_child=3 2 -4 16 5 17 11 8 10 15 -12 -13 13 -15 -16 -17 -18 18 19 -21 -22 23 -
24 -25
leaf_value=0.018238 0.036524 -0.056081 0.017133 0.018122 0.008664 0.041199 -0.01714
-0.00892 -0.049489 -0.077825 0.013253 -0.023931 0.012507 0.022823 0.033499 0.008339
0.015376 0.031371 -0.045138 0.008384 -0.049936 -0.007381 -0.029444 0.038059
leaf_weight=39.700119 222.650499 69.554059 9.312724 14.476885 23.984197 68.424375
20.90365 101.213176 74.818227 57.902189 32.837755 48.934124 15.618903 62.613035
88.357778 9.526149 53.969022 44.147465 32.584439 41.991615 27.678605 34.973541
201.540475 145.656711
leaf_count=1167 6744 1539 639 2744 2203 10268 1349 1987 876 1672 712 1575 632 1581
2127 352 2063 1340 744 1684 322 1647 5452 8358
internal_value=0.0 -0.024174 -0.044478 0.002781 0.007312 -0.00062 -0.00752 -
0.019609 -0.004993 -0.050688 -0.031968 0.011347 0.025096 -0.002429 0.013306 -
0.067084 -0.014978 0.020014 0.000265 -0.022758 -0.032278 0.022554 -0.023833
0.029511
internal_weight=0.0 118.567 78.8668 1424.8 1154.82 826.255 639.107 388.639 297.227
91.4125 107.656 250.468 328.561 105.911 189.571 67.4283 269.986 187.148 118.724
74.5761 43.2975 201.534 216.017 180.63
internal_count=59777 3345 2178 56432 46173 36894 22858 9929 5702 4227 1588 12929
9279 2535 4114 2024 10259 14036 3768 2428 954 11354 8196 10005
shrinkage=0.1
Tree=68
num_leaves=25
num_cat=0
split_feature=167 167 111 179 19 75 142 63 105 195 29 120 163 195 191 21 173 118 83
107 20 17 154 13
split_gain=10.1488 10.1838 11.2199 13.633 12.984 14.9641 15.7491 11.2794 10.9714
13.8007 10.5277 9.76217 8.97872 7.01088 6.96624 6.92518 6.7589 6.3947 4.69907
4.55421 4.27976 3.62413 3.55026 3.2081
threshold=0.070181 0.000354 0.038913 1622.5855 0.240781 -11.404824 0.065438
9.128752 0.095004 0.767045 0.464078 0.602046 0.04764 -1.0 0.749717 0.672233
0.004231 0.60249 0.115316 0.853278 0.126807 0.035169 248.387558 0.85561
decision_type=2 2 2 2 2 2 2 2 2 8 2 2 2 8 2 2 2 2 2 2 2 2 2 2
left_child=1 13 12 4 11 8 7 -7 9 -6 -10 15 23 -1 -5 18 -14 22 -4 -19 -8 -18 -13 -3
right_child=-2 2 3 14 5 6 20 -9 10 -11 -12 17 16 -15 -16 -17 21 19 -20 -21 -22 -23
-24 -25
leaf_value=-0.013643 0.037075 -0.02612 -0.00257 0.040879 0.026228 0.007618 -
0.008175 -0.02639 -0.009866 -0.024075 -0.047309 0.022704 -0.005889 0.042468 -
0.011244 -0.008654 -0.003827 -0.032967 0.03697 0.006728 0.040193 0.039008 -0.013138
0.011136
leaf_weight=8.139425 29.175442 28.525536 31.139274 45.156779 57.914345 159.76476
7.292478 161.282586 143.965295 79.316748 217.37462 35.678113 41.081686 40.352942
15.370768 43.62911 14.513757 65.919055 105.150578 22.69689 55.665452 111.278221
9.960586 6.624106
leaf_count=740 1819 989 935 9456 1935 4654 258 5229 3552 1256 4608 1333 1034 5890
2124 1196 538 1408 2931 504 2224 4651 152 361
internal_value=0.0 -0.001655 -0.003575 -0.007182 -0.009879 -0.015903 -0.000722 -
0.010524 -0.026633 -0.001665 -0.034957 0.006912 0.016257 0.031062 0.02842 0.020287
0.025207 -0.011551 0.029428 -0.023872 0.033535 0.034323 0.012309 -0.016825
internal_weight=0.0 1507.79 1459.3 1257.28 1196.75 882.576 384.005 321.047 498.571
137.231 361.34 314.174 202.023 48.4924 60.5275 179.919 166.874 134.255 136.29
88.6159 62.9579 125.792 45.6387 35.1496
internal_count=59777 57958 51328 43755 32175 23716 12365 9883 11351 3191 8160 8459
7573 6630 11580 5062 6223 3397 3866 1912 2482 5189 1485 1350
shrinkage=0.1
Tree=69
num_leaves=25
num_cat=0
split_feature=76 8 8 36 140 9 100 166 77 63 153 23 47 115 11 78 2 32 7 152 32 88
169 26
split_gain=9.82834 12.2408 17.8323 17.0428 16.7825 14.2094 13.6736 14.1119 14.257
12.5747 12.8884 13.3197 11.4402 10.1474 9.93552 9.37791 7.95573 9.60017 7.92976
8.56404 7.71568 8.14868 7.44234 7.52732
threshold=119.594642 0.227273 0.637384 -0.77688 -0.112104 0.235294 0.384536
0.000559 10.603073 9.786007 3.432249 25.216804 0.442562 2.894374 511.465285
0.373429 0.216216 0.525055 0.071429 0.227495 0.402753 -10.577402 0.014348 0.816516
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 5 -4 12 -3 7 -1 13 10 -6 -12 -5 18 16 20 -7 -18 19 -9 -8 -22 -14 -24
right_child=-2 2 3 4 9 14 15 8 -10 -11 11 -13 22 -15 -16 -17 17 -19 -20 -21 21 -23
23 -25
leaf_value=0.024051 -0.036342 0.016733 0.027713 0.031425 0.018361 -0.044478 0.02402
5.9e-05 0.019995 0.02091 0.002811 -0.063678 -0.022711 0.012857 0.013884 0.037138 -
0.027116 0.019423 -0.001633 -0.07048 0.020067 -0.027708 0.030433 -0.017383
leaf_weight=71.93101 28.629536 55.412685 187.10747 91.253838 12.687659 188.709753
53.546693 21.052455 37.584084 16.299292 35.235261 81.943388 84.158984 19.954716
26.614423 194.015048 54.388314 43.167098 36.936524 48.881538 18.430463 64.353766
41.29449 20.312881
leaf_count=5481 447 3950 5983 3094 2366 2446 2927 1029 1555 1153 541 1605 1251 765
2687 10519 1591 1334 1637 1306 727 3265 1541 577
internal_value=0.0 0.001914 -0.005053 0.005992 -0.006281 -0.021037 0.013016 -
0.004987 -0.019998 -0.028938 -0.038767 -0.048163 0.009912 -0.03388 -0.028914
0.025023 -0.034159 -0.006848 -0.043786 -0.05711 0.003113 -0.013892 -0.007523
0.013983
internal_weight=0.0 1505.27 938.586 570.293 383.186 368.292 566.686 236.34 164.409
146.166 129.866 117.179 237.02 126.825 312.88 330.346 286.265 97.5554 106.871
69.934 136.331 82.7842 145.766 61.6074
internal_count=59777 59330 30119 18111 12128 12008 29211 11773 6292 5665 4512 2146
6463 4737 8058 17438 5371 2925 3972 2335 6919 3992 3369 2118
shrinkage=0.1
Tree=70
num_leaves=25
num_cat=0
split_feature=98 124 140 100 105 37 62 191 76 95 35 94 23 65 76 169 116 129 87 98
110 137 156 1
split_gain=9.47794 13.5763 14.885 12.9803 10.6571 10.218 11.0017 9.56773 9.3107
11.0707 9.3006 8.98614 8.54951 8.11937 8.0623 7.59867 7.36743 7.21381 7.01453
6.83343 6.73556 6.56871 5.11907 5.04291
threshold=0.603399 0.51874 -0.276491 0.666799 0.057562 -0.857518 9.677169 -0.790952
20.317183 0.807232 0.843198 0.30029 38.129435 0.991523 94.233175 0.25617 2.309187 -
0.664483 0.806619 0.557445 0.100706 0.579254 0.011737 0.086957
decision_type=2 2 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 11 15 -6 13 -5 9 19 16 -2 20 18 -9 -4 -1 -14 -7 -3 -10 -13 -22 -
23
right_child=3 8 4 7 5 6 -8 14 12 -11 -12 21 17 -15 -16 -17 -18 -19 -20 -21 22 23 -
24 -25
leaf_value=0.034566 -0.022245 0.035797 -0.014027 -0.011239 0.016625 -0.054644
0.017972 0.03727 0.012985 -0.012828 -0.018391 0.021026 -0.016521 -0.002203 -
0.014442 0.029552 -0.01709 0.030211 -0.010613 -0.012442 0.005207 -0.022333 -
0.044608 0.011471
leaf_weight=83.008512 112.225971 159.863866 53.702598 39.997063 18.297901
187.845653 13.470999 204.10522 14.373349 54.998474 37.380297 122.32526 21.519956
55.369854 12.305902 29.146803 8.223045 39.949129 71.277726 13.282052 15.971217
59.073988 54.707005 43.987812
leaf_count=2596 3801 8673 1429 1309 1380 5313 1373 10346 447 2672 958 4844 680 1815
228 1483 244 1827 2314 666 386 1496 1170 2327
internal_value=0.0 -0.005923 -0.015368 0.009776 -0.023815 -0.030846 -0.035076
0.025018 0.00826 0.019587 0.011731 -0.003265 -0.00979 -0.03919 0.032463 0.006029
0.025992 0.013753 -0.045686 0.030389 -0.025762 0.008165 -0.035562 -0.008732
internal_weight=0.0 932.388 557.723 594.021 429.112 346.262 327.964 256.408 374.665
228.144 128.612 337.613 146.521 314.493 216.411 82.8494 91.2316 61.4691 259.123
173.146 85.0516 225.387 70.6782 103.062
internal_count=59777 35426 18905 24351 15107 12195 10815 11883 16521 12011 3798
12468 4510 9442 10574 2912 2840 2507 7627 9339 2003 8667 1556 3823
shrinkage=0.1
Tree=71
num_leaves=25
num_cat=0
split_feature=167 62 63 10 11 153 62 179 140 140 117 141 125 179 36 140 162 100 140
153 180 24 141 127
split_gain=8.99125 9.56781 11.8483 24.063 20.1345 20.2913 19.9603 18.3502 17.3894
21.7374 19.4313 17.028 16.8539 16.7005 16.6475 11.3731 11.2131 11.127 9.77344
8.87165 8.73157 8.15639 8.1244 7.6173
threshold=0.070181 9.669075 9.579921 10.376344 29.142082 11.521246 7.786502 2.14955
-0.269659 -1.37826 0.423632 0.117007 0.484221 0.685235 0.02422 -0.016731 0.24126
0.688689 -0.02216 36.165825 1.475075 54.66998 -0.510678 -1.434427
decision_type=2 2 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 12 6 7 8 -6 9 20 19 13 -4 -7 -8 -13 -5 -12 -14 -10 -1 -16 -11 -15
right_child=-2 -3 3 16 5 11 14 -9 10 22 17 15 18 23 21 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.020451 0.0354 0.029168 -0.049879 -0.015384 -0.022693 0.017187 0.054649
0.03916 0.034439 -0.010576 -0.045752 0.032413 0.018337 0.011011 0.019367 -0.0208
0.033078 0.004245 -0.029462 -0.016507 -0.033108 -0.032271 0.044577 -0.051774
leaf_weight=11.689724 27.918912 54.989095 159.220248 47.90805 44.837076 25.052241
118.130108 79.137888 56.450356 14.880667 114.459478 44.159941 71.789793 6.765525
22.751388 37.307747 77.119251 52.911079 27.12781 22.07415 55.518506 19.587055
138.993497 190.62823
leaf_count=271 1819 5771 2662 2873 1131 306 3932 14448 2268 606 2254 1498 1629 102
1200 827 5141 1216 829 385 770 456 3310 4073
internal_value=0.0 -0.001375 -0.003331 -0.017449 0.002258 -0.013704 0.013324
0.016689 0.001791 0.020268 -0.015338 -0.026628 -0.033234 -0.039156 0.039594
0.009223 0.015283 -0.032231 0.000365 0.019333 -0.019506 -0.008635 0.038111 -
0.048067
internal_weight=0.0 1493.49 1438.5 383.165 1055.33 427.889 627.446 123.975 466.977
221.082 245.895 303.914 258.138 222.446 160.469 81.4677 125.027 167.371 98.9176
78.5245 67.2082 42.3384 153.874 197.394
internal_count=59777 57958 52187 13134 39053 22385 16668 15579 11080 4957 6123 6806
5120 4481 5588 2325 8014 3470 2458 2653 1041 1656 3916 4175
shrinkage=0.1
Tree=72
num_leaves=25
num_cat=0
split_feature=112 36 24 63 140 89 182 102 76 114 10 114 195 9 88 76 170 164 61 168
154 154 141 89
split_gain=8.68298 10.7735 18.7254 16.3149 17.553 15.663 14.5971 14.5283 14.2197
13.3547 14.2531 13.0807 12.845 10.7395 10.3277 11.946 9.75366 9.52473 9.07049
9.99367 9.03411 8.90296 8.82833 9.07427
threshold=0.043777 0.06095 40.62743 7.780434 -0.074966 62.756371 0.500001 -
23.817324 3.931475 -0.958734 0.930654 -2.776395 -0.756029 0.5 -13.718935 13.756136
2e-06 0.111003 0.261361 0.002596 41.871625 269.244078 0.338283 61.030314
decision_type=2 2 2 2 2 2 8 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2
left_child=13 3 -3 11 7 14 8 -5 -6 10 -10 -2 -9 -1 -4 20 -17 -15 -13 -20 -16 -14 23
-8
right_child=1 2 5 4 6 -7 22 12 9 -11 -12 18 21 17 15 16 -18 -19 19 -21 -22 -23 -24
-25
leaf_value=0.035617 0.020094 0.024621 0.002582 -0.021832 0.016199 0.010692 0.030758
-0.005865 0.030342 -0.058407 -0.029836 -0.051067 0.056247 -0.028404 0.021961
0.00288 -0.066463 0.013724 0.023359 -0.02647 -0.024714 0.000399 -0.020751 -0.01386
leaf_weight=101.254056 33.437368 64.131919 59.297529 20.821227 50.122487 83.483646
157.45562 45.758649 33.384071 60.078023 41.399001 65.510779 144.413956 43.737957
26.258187 19.397071 112.260503 103.772142 34.855035 44.321328 74.615052 34.568887
26.038089 32.651418
leaf_count=6333 1182 3555 1658 621 4755 2543 5158 2498 911 2790 2545 1573 6156 1139
3225 399 2432 2751 2047 1225 1960 812 507 1002
internal_value=0.0 -0.003075 -0.015003 0.003691 0.011111 -0.023562 -0.002175
0.029999 -0.020523 -0.034791 -0.0017 -0.020238 0.037472 0.016045 -0.033483 -
0.041689 -0.057988 -0.002249 -0.031981 -0.004016 -0.009677 0.047584 0.014292
0.021968
internal_weight=0.0 1264.26 439.444 824.816 646.691 375.312 401.129 245.563 184.984
134.861 74.7831 178.125 224.741 248.764 291.828 232.531 131.658 147.51 144.687
79.1764 100.873 178.983 216.145 190.107
internal_count=59777 49554 15772 33782 27755 12217 17668 10087 11001 6246 3456 6027
9466 10223 9674 8016 2831 3890 4845 3272 5185 6968 6667 6160
shrinkage=0.1
Tree=73
num_leaves=25
num_cat=0
split_feature=169 170 104 114 80 88 74 140 34 50 180 88 168 168 50 85 4 105 195 25
102 182 192 147
split_gain=8.99128 13.8587 19.6668 16.3717 12.0947 12.3432 11.6051 11.0486 10.3877
11.488 10.3343 14.9041 10.608 12.4197 10.3236 10.1362 9.75731 9.18093 8.81052
8.22422 8.06917 7.58383 7.57297 7.02709
threshold=0.000297 0.760434 0.37719 0.222441 0.824427 18.933193 0.0 -0.057896
0.715316 9.056955 10.18975 -0.687423 0.01139 0.000359 2.082471 0.806114 0.1
0.829405 -0.732776 37.967834 -19.606936 0.873428 0.45417 0.918666
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 8 2 2
left_child=4 10 21 6 5 14 -4 -7 9 -8 11 -2 13 -13 -1 18 -12 22 -15 -9 -21 -3 23 -16
right_child=1 2 3 -5 -6 7 8 19 -10 -11 16 12 -14 15 17 -17 -18 -19 -20 20 -22 -23 -
24 -25
leaf_value=0.007282 0.027598 0.031067 0.011549 0.016764 0.01454 0.022953 -0.070315
0.019322 -0.002664 0.0118 0.004669 0.021742 0.021888 0.00844 -0.058768 0.00911
0.040778 -0.002323 -0.060302 0.013703 -0.04384 -0.009855 -0.004009 0.001724
leaf_weight=62.669962 73.513961 88.371962 22.418821 44.381184 143.84946 103.491427
84.516235 13.339767 42.697744 7.184334 134.795155 13.137861 20.554039 11.071514
126.292283 21.123293 169.902041 79.256587 73.003659 11.301053 48.385298 44.78678
48.515762 18.938997
leaf_count=1919 1573 6233 1252 3506 4640 3895 2922 812 1859 405 4570 1365 544 548
2147 557 12673 1634 1490 597 1741 1543 959 393
internal_value=0.0 0.006886 -0.008359 -0.026068 -0.008265 -0.015287 -0.039179
0.005387 -0.04839 -0.062182 0.016639 -0.000596 -0.018457 -0.029355 -0.025562 -
0.04011 0.027292 -0.033079 -0.051426 -0.018774 -0.031759 0.018214 -0.043013 -
0.052233
internal_weight=0.0 851.459 334.357 201.198 656.041 512.191 156.817 176.518 134.398
91.7006 517.102 212.404 138.89 118.336 335.674 105.198 304.697 273.004 84.0752
73.0261 59.6864 133.159 193.747 145.231
internal_count=59777 41040 17720 9944 18737 14097 6438 7045 5186 3327 23320 6077
4504 3960 7052 2595 17243 5133 2038 3150 2338 7776 3499 2540
shrinkage=0.1
Tree=74
num_leaves=25
num_cat=0
split_feature=76 77 36 140 76 128 127 140 173 167 15 165 24 36 180 43 179 37 154
140 195 103 115 192
split_gain=8.47784 10.2794 13.6016 11.6738 22.8956 21.811 19.8427 19.5895 16.3958
15.6871 18.6136 16.5141 13.781 13.3144 11.3032 10.2422 9.6325 8.67842 8.53408
8.30492 7.98865 8.22669 7.94431 7.74556
threshold=119.594642 31.992273 0.637607 -0.080023 21.272717 -0.107876 -1.368493 -
0.067862 0.002945 0.007917 0.213312 0.968476 72.687012 -1.059555 1.09275 0.820473
2.314734 -0.806283 145.273543 -0.276491 -0.998832 -34.426338 1.4033 -0.935677
decision_type=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 3 -3 4 6 12 22 16 -8 11 -11 15 13 -6 -15 23 -5 -12 -13 -14 -10 -22 -1
-9
right_child=-2 2 -4 7 5 -7 8 9 20 10 17 18 19 14 -16 -17 -18 -19 -20 -21 21 -23 -24
-25
leaf_value=0.015461 -0.033631 0.043336 -0.013918 -0.06803 0.016435 0.029646 -
0.006425 -0.013225 -0.00469 0.018124 0.011459 -0.030145 0.029821 0.013297 -0.057028
-0.009532 0.002571 -0.046309 0.016706 -0.019227 -0.009967 0.044965 -0.038763
0.038089
leaf_weight=13.089018 28.67396 79.676496 38.448365 36.624061 15.460335 49.440767
101.117186 13.186785 33.39558 52.356303 13.694198 88.193935 31.990234 10.379175
130.101387 55.889228 21.659859 128.026483 24.472828 26.794665 14.9447 282.388653
41.742877 171.674548
leaf_count=468 447 4368 885 606 572 1370 3452 856 2179 1625 733 4345 691 348 2416
2913 1027 3615 663 693 570 14169 760 10006
internal_value=0.0 0.001905 0.025907 -0.000891 0.007272 -0.014962 0.019575 -
0.010831 0.026879 -0.003148 -0.023389 0.009251 -0.028389 -0.04129 -0.049964 0.02289
-0.051612 -0.039376 -0.018187 0.008727 0.036651 0.04131 -0.024699 0.032657
internal_weight=0.0 1474.75 118.125 1356.62 750.845 264.167 486.678 605.778 431.846
547.494 194.077 353.417 214.726 155.941 140.481 240.751 58.2839 141.721 112.667
58.7849 330.729 297.333 54.8319 184.861
internal_count=59777 59330 5253 54077 27688 6090 21598 26389 20370 24756 5973 18783
4720 3336 2764 13775 1633 4348 5008 1384 16918 14739 1228 10862
shrinkage=0.1
Tree=75
num_leaves=25
num_cat=0
split_feature=1 6 43 6 164 191 167 115 10 126 8 114 89 180 45 89 91 63 50 179 9 188
180 143
split_gain=8.33759 9.65627 18.5561 17.9488 16.0065 18.7273 15.7568 11.4101 10.6374
10.8447 10.9136 9.66028 9.62095 8.436 7.91033 7.28863 7.23477 7.00684 11.9178
6.49222 6.19981 5.98622 5.97278 5.96832
threshold=0.666667 0.004693 0.412576 0.333333 0.147229 -0.133812 0.002733 2.309294
88.35484 0.567892 0.114664 0.222441 71.253388 365.536195 0.95524 5.659691 0.494139
9.356942 1.568422 0.0574 0.111111 0.832255 199987.546 0.33281
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 8 5 -5 -1 11 9 10 -3 21 -4 17 15 -6 -7 -2 -19 -17 -12 -8 -21 -16
right_child=13 3 12 4 14 16 7 -9 -10 -11 20 -13 -14 -15 23 19 -18 18 -20 22 -22 -23
-24 -25
leaf_value=0.02198 0.018643 0.002948 0.035462 0.015855 -0.01484 -0.058285 -0.061982
0.009088 0.013959 -0.003507 0.004608 0.011478 -0.011379 0.042992 0.011187 -0.009437
-0.003838 0.02313 -0.034049 0.033139 -0.055565 0.005374 -0.008101 -0.031959
leaf_weight=53.764312 88.56282 39.854633 177.087405 63.336181 27.025498 51.424461
63.420918 38.316629 38.916867 115.1827 12.004336 11.270262 33.584803 41.650057
30.897523 31.112015 41.757268 22.744524 54.656839 244.59409 155.888386 7.848358
23.51596 25.945167
leaf_count=3191 3628 1190 7720 2326 818 1866 1257 874 3567 2388 372 496 970 10300
839 517 1806 2019 1470 8145 1712 206 1496 604
internal_value=0.0 -0.003005 0.009585 -0.008575 0.003122 -0.02058 -0.012954 -
0.030164 -0.024551 -0.030264 -0.042027 -0.045353 0.027337 0.016929 0.013881
0.019689 -0.042622 0.003071 -0.015007 0.024247 -0.051186 -0.055288 0.028909 -
0.013653
internal_weight=0.0 1286.75 385.293 901.455 539.608 156.518 174.62 120.856 361.847
322.93 207.747 82.5395 210.672 207.614 383.09 326.248 93.1817 165.964 77.4014
299.222 167.893 71.2693 268.11 56.8427
internal_count=59777 42360 14714 27646 18417 5998 6024 2833 9229 5662 3274 1959
8690 17417 12419 10976 3672 7117 3489 10158 2084 1463 9641 1443
shrinkage=0.1
Tree=76
num_leaves=25
num_cat=0
split_feature=91 91 152 76 141 36 174 13 79 25 89 114 187 114 159 191 155 79 75 181
24 14 140 141
split_gain=8.29102 13.4823 14.1627 10.9049 10.1082 9.99345 10.4894 9.83397 9.23874
9.17522 8.83444 17.6535 9.97108 9.23068 8.24259 8.09922 7.38484 7.21981 7.16453
6.96758 6.47099 7.20957 6.16834 6.07362
threshold=0.060443 0.659551 0.364521 5.878863 0.06531 0.986747 0.726833 0.579289
0.216903 117.274014 29.807219 -2.739147 -0.585629 0.440138 0.691887 -0.560948
154.647147 0.083103 -10.161084 139.546562 28.904631 0.174832 0.075291 -0.128142
decision_type=2 2 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 8 9 -4 15 6 -1 -6 18 17 20 16 -13 19 -8 -5 -12 -3 -2 -14 -10 -22 23 -
23
right_child=1 2 3 4 7 -7 14 -9 10 -11 11 12 13 -15 -16 -17 -18 -19 -20 -21 21 22 -
24 -25
leaf_value=0.034202 -0.008553 -0.004583 0.019467 -0.020539 -0.047115 -0.022755
0.01685 0.006124 0.008983 -0.017071 0.03573 0.011516 -0.047043 0.005382 -0.033473
0.019886 -0.011797 0.038992 0.024677 0.00169 0.001146 0.004144 0.008742 -0.059244
leaf_weight=155.701196 120.408952 36.453483 87.529862 42.822159 77.16225 23.140208
29.574354 36.650379 15.010719 18.713265 67.058198 53.876721 127.043531 49.271597
22.354521 80.543536 22.961614 166.101479 69.660568 31.956007 32.171 10.970595
5.755382 103.234773
leaf_count=7106 3545 1715 5534 989 1788 796 1849 1283 1063 481 2589 2572 2412 2988
976 2597 385 8383 3531 2236 1079 385 500 2995
internal_value=0.0 -0.003293 0.008171 -0.005187 -0.015844 0.0159 0.023299 -0.032897
-0.012084 0.025506 -0.018603 -0.007847 -0.020446 -0.029268 -0.010028 0.004194
0.023684 0.031691 0.005854 -0.038912 -0.035173 -0.04054 -0.049158 -0.053652
internal_weight=0.0 1255.36 545.976 324.708 237.178 230.77 207.63 113.813 709.38
221.268 519.31 352.168 262.148 208.271 51.9289 123.366 90.0198 202.555 190.07 159.0
167.142 152.132 119.961 114.205
internal_count=59777 49050 22770 12191 6657 10727 9931 3071 26280 10579 19204 13182
10208 7636 2825 3586 2974 10098 7076 4648 6022 4959 3880 3380
shrinkage=0.1
Tree=77
num_leaves=25
num_cat=0
split_feature=167 75 38 38 21 187 76 76 78 47 127 166 180 78 37 115 12 23 36 153 12
190 76 179
split_gain=8.07167 8.26804 19.846 18.7334 16.4065 12.3022 11.8409 10.6789 11.8122
10.3011 13.6646 10.1324 11.5249 10.1124 9.49793 11.3704 8.43009 7.68088 7.33632
7.29913 7.24224 6.28275 5.72926 5.09444
threshold=0.070181 -11.404824 -0.483762 -0.236358 0.221035 -0.545623 38.03975 -
1.650761 0.922032 0.273943 -0.855762 0.001497 780.186931 0.195522 0.609006 2.356167
186.105559 92.317534 0.814354 114.105285 1.404989 -1.0 -8.10854 2.22375
decision_type=2 2 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 19 6 18 -5 16 11 9 -9 20 12 -6 -7 -15 -16 -4 -12 21 -3 -11 -1 -13 -
10
right_child=-2 2 3 5 7 13 -8 8 23 10 17 22 -14 14 15 -17 -18 -19 -20 -21 -22 -23 -
24 -25
leaf_value=-0.012921 0.033711 0.0443 -0.061343 0.030406 0.035195 0.019947 0.015905
0.000508 -0.011102 0.023166 -0.058557 -0.031352 -0.017869 0.014868 -0.034527
0.010014 0.010008 0.005987 -0.017663 -0.01385 -0.019822 0.027404 0.011153 0.026013
leaf_weight=21.601429 26.239852 105.840418 52.860039 106.829732 79.851246 92.07767
12.833718 75.287534 41.812841 23.812593 162.597593 54.525778 30.764531 61.692821
150.065685 59.536365 7.352953 12.184731 28.258872 5.643086 57.588338 161.625457
21.721685 29.707618
leaf_count=1033 1819 6852 1155 5702 4724 4393 452 2079 687 474 3213 2072 3004 3954
5577 2029 755 356 703 88 1019 5740 773 1124
internal_value=0.0 -0.001562 0.006546 -0.002243 -0.008187 0.006089 -0.038659 -
0.016496 -0.024946 -0.032217 -0.040574 0.002935 0.019564 -0.00344 -0.012983 -
0.022298 -0.052068 -0.053756 0.013878 0.038372 -0.003638 0.021124 -0.019552 0.00818
internal_weight=0.0 1456.07 654.732 543.249 801.34 470.202 73.0467 589.854 402.991
331.471 256.183 186.863 110.616 363.373 271.295 209.602 60.213 174.782 211.486
111.484 81.4009 183.227 76.2475 71.5205
internal_count=59777 57958 30957 24017 27001 21655 2362 19525 8952 7141 5062 10573
7728 15953 11560 7606 1910 3569 7476 6940 1493 6773 2845 1811
shrinkage=0.1
Tree=78
num_leaves=25
num_cat=0
split_feature=169 170 104 114 80 193 88 140 180 88 168 168 165 74 108 20 50 4 25 34
102 182 90 86
split_gain=7.72209 11.9778 16.0444 13.2048 10.319 10.2503 9.49185 9.11625 8.76749
12.6209 9.15499 10.7706 9.12248 8.49388 8.30084 8.78618 7.42001 7.39037 7.34011
7.29907 7.2091 6.64059 6.61048 6.18747
threshold=0.000297 0.760434 0.37719 0.222441 0.824427 -0.9479 18.933193 -0.057896
10.18975 -0.687423 0.010657 0.000359 0.394077 0.0 0.104097 0.17412 9.121209 0.1
37.967834 0.715316 -19.606936 0.873428 -1.405049 0.127361
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
left_child=4 8 21 5 6 -4 14 -8 9 -2 11 -11 -13 -7 -1 -16 19 -10 -9 -15 -20 22 -3 -
17
right_child=1 2 3 -5 -6 13 7 18 17 10 -12 12 -14 16 15 23 -18 -19 20 -21 -22 -23 -
24 -25
leaf_value=0.005554 0.025836 -0.01124 0.015342 0.015309 0.013418 0.007008 0.020399
0.018444 0.005289 0.0207 0.020287 0.002909 -0.051694 -0.068135 0.004605 0.001849
0.007532 0.037673 0.013134 -0.006587 -0.041283 -0.009504 0.038417 -0.043575
leaf_weight=66.522114 71.050528 14.621704 14.499916 42.724807 140.885011 19.435121
100.507089 12.935097 132.318145 12.370168 21.033953 36.468948 67.704665 79.348868
49.571333 30.59324 10.32593 161.405533 11.012373 34.583139 48.504829 44.460294
69.811904 185.565775
leaf_count=1504 1573 659 1265 3506 4640 999 3895 812 4570 1365 567 1291 1281 2347
1184 774 529 12673 597 1298 1741 1543 5574 3590
internal_value=0.0 0.006313 -0.007903 -0.023759 -0.007853 -0.035318 -0.01436
0.004098 0.015543 -0.000448 -0.016886 -0.027186 -0.037178 -0.042743 -0.023364 -
0.030386 -0.050351 0.025559 -0.017679 -0.05623 -0.02992 0.016561 0.02892 -0.037872
internal_weight=0.0 832.164 329.812 200.918 646.097 158.193 505.212 172.959 502.352
208.628 137.578 116.544 104.174 143.693 332.252 265.73 124.258 293.724 72.4523
113.932 59.5172 128.894 84.4336 216.159
internal_count=59777 41040 17720 9944 18737 6438 14097 7045 23320 6077 4504 3937
2572 5173 7052 5548 4174 17243 3150 3645 2338 7776 6233 4364
shrinkage=0.1
Tree=79
num_leaves=25
num_cat=0
split_feature=111 46 109 76 75 167 160 166 179 166 63 71 155 61 169 166 50 154 106
180 74 169 136 140
split_gain=7.75437 9.50853 8.58832 10.8591 15.7908 12.7643 11.1717 9.73894 11.022
9.6563 8.60786 8.2784 8.01987 7.52884 7.16962 6.98128 9.14774 6.90397 6.66878
6.2778 8.9414 8.51169 5.87302 5.82602
threshold=0.076006 0.771933 0.903807 -1.650761 -9.973695 0.003151 0.13268 0.002031
26.088 8.2e-05 9.77977 0.726206 17.513281 0.509923 0.0 0.003159 7.803333 261.589895
0.166534 4.223232 0.209689 0.000171 0.110351 -0.133333
decision_type=2 2 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 7 -2 11 8 9 -5 -11 22 23 -3 -14 -9 17 -17 -7 20 -8 -21 -6 -4
right_child=2 13 12 4 6 18 19 15 -10 10 -12 -13 14 -15 -16 16 -18 -19 -20 21 -22 -
23 -24 -25
leaf_value=0.02615 0.039118 0.01255 0.014691 0.012951 0.008596 0.017898 0.022708
0.024282 0.011926 -0.051468 0.006601 0.013153 -0.002254 -0.029181 0.030684 -
0.038906 0.019342 0.013021 -0.021344 -0.001826 -0.025219 0.03659 -0.042335 -
0.032685
leaf_weight=175.399041 58.786783 55.037952 11.402898 12.901664 13.096061 30.641765
24.824193 28.410631 25.809102 206.734316 18.549076 28.458895 97.86782 41.265149
131.790033 61.303092 25.075156 11.500358 75.586628 91.272393 57.615702 98.725587
64.599771 28.016929
leaf_count=8095 6277 1937 1293 462 625 1487 1228 765 1853 2495 498 1583 2075 1299
4856 1454 721 259 3318 2551 2098 7250 2853 2445
internal_value=0.0 0.014265 -0.003337 -0.007855 -0.012812 0.013155 0.001889 -
0.025888 -0.035553 -0.041717 -0.046391 -0.020964 0.011285 -0.008714 0.018441 -
0.001864 -0.014454 -0.028922 -0.008152 0.012401 -0.007985 0.021106 -0.033718 -
0.018432
internal_weight=0.0 271.702 1202.97 933.891 768.876 165.015 378.593 390.283 263.994
238.185 225.283 106.155 269.078 96.3031 229.658 126.289 97.8786 72.8034 106.228
272.438 82.4399 189.998 77.6958 39.4198
internal_count=59777 11331 48446 37777 26695 11082 18188 8507 5308 3455 2993 5061
10669 3236 6931 3199 2434 1713 4805 13127 3326 9801 3478 3738
shrinkage=0.1
Tree=80
num_leaves=25
num_cat=0
split_feature=101 114 141 64 23 153 10 24 36 102 49 101 115 77 36 75 168 102 51 37
188 75 166 23
split_gain=7.45398 12.6784 10.2295 14.3197 9.87865 11.1049 22.647 20.0854 16.586
10.8295 13.0051 14.63 20.0254 14.052 13.9292 12.006 13.8169 12.3379 11.4577 11.4442
11.2491 10.4577 10.1487 9.69115
threshold=-52.047072 -2.387067 0.414482 1.321482 43.557861 19.813195 0.811684
138.153776 -0.642024 26.131464 4.715308 -21.582763 -1.413273 -1.542414 0.492713 -
9.973695 0.002388 48.504334 1.326989 -0.515871 -0.768692 -12.528018 0.000434
16.214762
decision_type=2 2 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 -6 7 -7 -8 10 11 13 -13 -2 19 17 -17 20 -15 -12 -11 -14 -21
-22
right_child=2 -3 3 -5 5 6 8 -9 -10 15 14 12 21 18 -16 16 -18 -19 -20 22 23 -23 -24
-25
leaf_value=0.016525 0.016959 -0.037583 -0.018687 0.049223 0.032385 0.049959
0.024034 -0.023438 -0.042757 0.011857 0.019068 -0.02712 0.006879 0.017207 0.020637
-0.026116 0.034772 0.016954 -0.041027 0.005266 0.008396 0.046927 -0.043708 -
0.069636
leaf_weight=38.007768 78.756574 78.482679 19.515547 55.162331 132.71077 68.132999
20.833586 26.60508 93.229916 10.917058 21.364526 37.727486 126.49591 19.1619
49.201834 32.98311 34.208206 11.378743 94.463591 43.397663 8.80953 144.010681
152.706485 73.31244
leaf_count=1167 2641 2178 298 3258 15727 1652 913 285 1801 361 1246 1887 4924 738
1999 911 812 322 1951 1840 170 7559 3637 1500
internal_value=0.0 -0.020204 0.002708 0.031111 0.000123 0.013739 -0.001509 0.02846
-0.027375 -0.005199 0.000319 0.009632 0.022053 -0.010637 -0.016093 -0.025138
0.006295 -0.04142 -0.029206 -0.026394 -0.051615 0.031622 -0.033831 -0.061229
internal_weight=0.0 116.49 1355.09 74.6779 1280.41 341.512 208.802 94.7381 114.064
938.896 767.287 500.616 308.234 192.382 266.671 171.609 67.1913 104.418 113.625
217.469 93.039 270.507 196.104 82.122
internal_count=59777 3345 56432 3556 52876 20378 4651 1937 2714 32498 28422 19700
14370 5330 8722 4076 1723 2353 2689 6723 2031 12483 5477 1670
shrinkage=0.1
Tree=81
num_leaves=25
num_cat=0
split_feature=36 49 24 141 63 140 63 115 163 141 153 114 81 116 166 141 88 23 75 1
114 183 176 12
split_gain=7.59234 17.4918 15.9875 15.06 13.9809 13.272 14.4818 12.5446 12.1373
12.1208 16.6003 10.4926 10.3917 10.3083 9.99262 8.50561 8.50496 8.48497 8.19824
8.07988 7.76627 6.96506 6.77553 6.70735
threshold=0.06095 7.190576 35.75757 -0.299871 7.780434 -0.033531 9.07915 2.15906
0.491132 -0.010385 7.634603 -2.685368 0.716207 -2.645436 0.000634 -0.070078 -
69.920539 13.608746 -4.331859 0.197438 -0.80176 -0.100603 0.925552 0.20846
decision_type=2 2 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 9 7 -3 11 13 -7 21 12 10 -2 -4 23 -6 20 -16 -15 -18 -19 -13 -12 -1 -17
-8
right_child=1 3 4 -5 5 6 8 -9 -10 -11 14 19 -14 16 15 22 17 18 -20 -21 -22 -23 -24
-25
leaf_value=-0.01927 0.029536 -0.017968 0.020116 0.038016 -0.02227 0.027615 0.009427
-0.054071 0.010993 -0.049588 -0.05466 -0.036136 0.009117 -0.011014 -0.0197 0.029318
-0.007091 0.050134 0.009109 0.007489 0.000518 0.020805 -0.016284 -0.051986
leaf_weight=44.993077 51.710215 46.297653 41.015521 84.037585 8.991233 91.584069
7.50131 31.966413 94.343894 62.855011 53.993698 95.824206 32.931823 23.305223
88.081955 61.145049 28.528411 217.089852 86.808019 43.496469 33.577679 45.406605
16.274784 72.789553
leaf_count=2085 6137 1210 1578 4338 330 3906 574 966 4449 1835 1024 2330 1821 584
1570 1391 579 8993 4652 2356 862 2645 281 3281
internal_value=0.0 -0.009075 0.005624 0.018574 0.010734 0.017253 0.0011 -0.023392 -
0.013242 -0.019776 -0.008404 -0.011986 -0.030987 0.029025 -0.019242 -0.002341
0.032525 0.036471 0.040932 -0.023906 -0.040121 0.001047 0.017363 -0.044962
internal_weight=0.0 497.974 966.576 130.335 844.21 663.873 299.151 122.366 207.567
367.638 304.783 180.336 113.223 364.723 253.073 165.502 355.732 332.426 303.898
139.321 87.5714 90.3997 77.4198 80.2909
internal_count=59777 18648 41129 5548 35433 29169 14031 5696 10125 13100 11265 6264
5676 15138 5128 3242 14808 14224 13645 4686 1886 4730 1672 3855
shrinkage=0.1
Tree=82
num_leaves=25
num_cat=0
split_feature=83 20 89 88 95 153 179 89 115 77 113 114 168 76 179 124 140 153 98
133 102 96 114 78
split_gain=7.20162 9.44293 10.2454 12.6971 11.2398 9.54342 9.16918 8.85335 13.3502
12.2674 8.58149 14.1441 7.77947 7.66045 7.61005 10.4362 7.55115 7.47983 7.04481
6.76695 6.76458 6.33111 6.24183 7.37969
threshold=0.893889 0.230344 45.759773 41.131494 0.764108 5.807404 4.420838
28.967011 1.983524 8.497734 0.213681 -2.873928 0.002711 22.784252 0.4116 0.503409
0.009464 0.385127 0.680143 0.03567 25.558141 0.944592 -0.668897 0.602301
decision_type=2 2 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 4 10 7 6 17 8 13 -10 22 -12 -6 -3 -2 -16 -7 -1 -14 -13 -5 -9 23 -4
right_child=14 2 3 20 12 16 -8 21 9 -11 11 19 18 -15 15 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.013805 0.033411 0.026636 -0.02966 0.031495 0.006064 0.024544 0.01997
0.028539 -0.049004 0.017576 0.008657 0.003292 -0.045527 -0.011975 -0.018557
0.023403 -0.012818 -0.046967 0.005962 -0.057037 -0.014439 -0.012592 0.022421
0.015551
leaf_weight=6.529906 80.978502 85.083916 60.964634 34.303498 59.973785 234.426185
14.331086 171.69262 49.123881 14.920521 36.228712 15.832284 63.079114 54.783292
91.734773 65.159596 39.553382 34.641212 23.782391 130.090391 23.354636 20.497717
22.813023 23.923272
leaf_count=1256 2672 4813 1383 4087 3090 6560 3701 7802 1462 369 1127 390 1632 1840
3528 3651 1256 1091 885 3185 1538 749 1009 701
internal_value=0.0 -0.003004 -0.008292 -0.020678 0.000537 0.010605 -0.018463
0.009298 -0.005004 -0.032648 -0.028657 -0.039879 -0.019915 0.012216 0.014739
0.000104 0.018161 -0.035194 -0.034036 -0.051195 0.014601 0.022678 -0.003835 -
0.015969
internal_weight=0.0 1219.93 890.448 347.51 542.937 329.482 55.5022 396.102 203.912
64.0444 289.852 182.151 146.835 139.867 237.873 156.894 273.98 41.1711 86.8615
145.923 57.6581 192.19 107.701 84.8879
internal_count=59777 49926 36062 13420 22642 13864 6048 17035 8484 1831 7795 4702
5607 6653 9851 7179 7816 2347 2517 3575 5625 8551 3093 2084
shrinkage=0.1
Tree=83
num_leaves=25
num_cat=0
split_feature=1 7 177 115 167 75 67 83 160 154 49 161 139 119 88 101 179 23 166 111
108 188 162 181
split_gain=7.13681 9.13801 15.3414 16.2543 13.4264 13.1109 13.5846 12.8056 11.0163
10.5139 10.4391 9.68638 9.18003 8.47736 7.42668 7.31789 7.00314 8.59918 6.95263
6.87184 6.20703 6.17931 6.17302 6.64872
threshold=0.666667 0.004057 0.280184 -0.78594 0.001699 -3.193469 0.564083 0.271233
0.881682 167.673826 0.520896 0.728523 0.249419 0.559785 40.777486 -26.729701
0.008924 23.452056 0.001315 0.053416 0.228217 0.832255 0.752785 586.846811
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 10 9 -1 6 7 -6 12 14 -3 21 13 -5 -4 -7 -2 20 -8 -9 -18 -12 23 -14
right_child=16 2 3 8 5 15 18 19 -10 -11 11 -13 22 -15 -16 -17 17 -19 -20 -21 -22 -
23 -24 -25
leaf_value=0.041079 -0.021812 0.016708 -0.045065 0.017765 0.013083 -0.009159 -
0.010789 0.005693 -0.01746 0.013908 -0.045425 0.0011 0.044417 -0.021542 0.010393
0.043777 0.021465 0.034674 0.030394 -0.052639 -0.019492 0.005242 0.000197 0.003365
leaf_weight=62.152246 9.904317 26.647329 91.432329 63.411357 32.130483 20.256369
45.590055 15.067895 82.376892 30.620306 178.892036 69.254283 131.824268 74.497607
12.869503 40.615108 20.158051 116.986222 48.1342 79.876883 53.039782 17.86924
69.085848 60.711219
leaf_count=6258 404 1760 2476 1991 962 625 1312 417 2074 505 5827 2582 2763 1594
999 1834 1081 13805 1354 1811 2127 945 1730 2541
internal_value=0.0 -0.002778 -0.007967 0.001293 0.010316 -0.000872 -0.012628 -
0.030238 0.01007 -0.025028 -0.025225 -0.031127 0.016865 -0.003521 -0.037187 0.02956
0.015942 0.021482 0.013177 -0.044442 -0.004494 -0.040698 0.026632 0.034383
internal_weight=0.0 1253.32 909.492 616.829 343.823 281.671 220.8 127.075 481.907
134.922 292.663 266.016 399.53 137.909 104.302 60.8715 200.088 190.184 93.7243
94.9448 73.1978 196.761 261.621 192.535
internal_count=59777 42360 27787 16673 14573 8315 5856 3190 12693 3980 11114 9354
10619 3585 3475 2459 17417 17013 2666 2228 3208 6772 7034 5304
shrinkage=0.1
Tree=84
num_leaves=25
num_cat=0
split_feature=172 115 167 90 162 50 23 12 114 23 169 45 115 141 109 184 194 10 63
163 112 184 49 191
split_gain=7.28083 13.3193 10.7187 9.60486 9.56757 12.1078 11.701 12.4024 10.1321
9.93308 10.4884 9.87855 9.86061 9.12082 8.95828 7.72238 7.60744 7.1653 7.06534
6.82096 6.2765 6.12221 5.98002 5.80815
threshold=0.003388 3.088809 0.002733 22.3107 0.138005 3.843009 76.234843 7.885305 -
2.387067 13.608746 0.232295 0.8064 1.6946 -0.123085 0.797428 -0.423246 -0.869956
53.072668 1.580754 0.571001 0.359089 0.833451 4.467024 -0.617364
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 -1 -3 5 16 9 8 -8 12 11 23 -6 -10 15 -4 -2 -7 -12 -16 -13 -20 -19 -
11
right_child=1 3 14 -5 6 17 7 -9 13 10 18 20 -14 -15 19 -17 -18 22 21 -21 -22 -23 -
24 -25
leaf_value=0.015155 0.007148 -0.0504 0.002926 0.007533 0.016363 0.018299 0.01232
0.021617 0.011736 -0.006884 -0.01363 0.011079 -0.031607 -0.060547 0.023698 -
0.040024 -0.040508 0.015223 0.046183 -0.016013 -0.02858 -0.001765 -0.032622
0.027156
leaf_weight=84.128536 31.352445 31.274682 47.172795 31.503361 49.683145 143.109664
18.684468 30.762547 7.20346 46.566779 6.34005 38.209318 42.988672 39.171121
44.103596 140.762922 76.181176 11.257179 200.499358 47.420405 55.51132 26.414272
27.816939 170.784567
leaf_count=5622 2288 624 934 1605 1187 4108 378 2994 180 1221 204 1177 832 747 929
2827 3019 1577 13473 817 1721 1580 2250 7483
internal_value=0.0 0.004472 -0.011159 -0.029877 0.007669 -0.007008 0.013541 -
0.014558 -0.033454 0.018406 0.02333 0.009261 -0.008762 -0.049041 -0.020027 -
0.030651 -0.028472 0.008581 0.037841 0.004523 -0.01395 0.04118 -0.018054 0.019916
internal_weight=0.0 1085.31 363.588 62.778 1022.54 289.717 732.819 95.8216 65.059
636.997 544.326 311.072 92.6718 46.3746 279.46 187.936 107.534 182.184 233.254
91.524 93.7206 226.914 39.0741 217.351
internal_count=59777 48648 11129 2229 46419 13242 33177 4299 1305 28878 26859 11602
2019 927 5507 3761 5307 7935 15257 1746 2898 15053 3827 8704
shrinkage=0.1
Tree=85
num_leaves=25
num_cat=0
split_feature=112 36 24 89 63 154 140 182 76 175 37 102 154 88 76 164 142 101 127
103 75 137 71 182
split_gain=7.01059 9.26887 14.577 13.1597 11.281 11.419 10.6494 13.5369 13.6737
8.85793 9.31412 8.5736 9.5403 8.55668 8.42132 8.3988 7.51509 7.45339 6.83209
6.66757 6.59259 6.44025 6.65298 6.21357
threshold=0.043777 0.06095 40.62743 62.756371 7.372266 66.413591 -0.095953 0.28086
3.931475 0.025499 -0.34998 -23.817324 253.430512 -13.718935 -10.137957 0.117701 -
0.062589 -24.439222 0.011188 23.572749 8.788206 0.66275 0.111631 0.16666
decision_type=2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10
left_child=15 4 18 13 5 -2 11 8 -8 -10 -11 -6 -13 16 -15 23 -4 -17 -3 20 -7 22 -9 -
1
right_child=1 2 3 -5 6 19 7 21 9 10 -12 12 -14 14 -16 17 -18 -19 -20 -21 -22 -23 -
24 -25
leaf_value=0.016286 0.01359 0.032521 0.020068 0.010102 -0.016312 -0.050379 0.018642
-0.010261 0.011985 0.007226 -0.052475 0.041705 -0.006214 0.007382 -0.044423 -
0.003785 -0.027688 0.036451 -0.018097 0.00882 0.010155 -0.006164 0.030088 -0.025955
leaf_weight=22.717324 48.271793 52.773026 44.458174 79.292146 17.35675 71.253947
40.327514 29.754082 18.117936 21.082076 89.414495 145.453074 40.700215 23.539135
200.990423 55.412659 12.02176 110.844795 6.857471 15.132431 6.696006 97.486941
147.288896 44.399312
leaf_count=2104 3173 3320 1350 2543 514 1284 4696 869 1122 1292 3917 7377 1076 2063
5953 1795 308 5321 235 395 229 3190 4648 1003
internal_value=0.0 -0.003086 -0.014372 -0.021958 0.003341 -0.018929 0.009061 -
0.000162 -0.019802 -0.033485 -0.042201 0.02579 0.031991 -0.031151 -0.038675
0.014552 0.00244 0.02495 0.021624 -0.034808 -0.043427 0.012928 0.02263 -0.010866
internal_weight=0.0 1208.27 419.932 360.302 788.336 141.354 646.982 443.472 168.942
128.615 110.497 203.51 186.153 281.009 224.53 233.374 56.4799 166.257 59.6305
93.0824 77.95 274.53 177.043 67.1166
internal_count=59777 49554 15772 12217 33782 5081 28701 19734 11027 6331 5209 8967
8453 9674 8016 10223 1658 7116 3555 1908 1513 8707 5517 3107
shrinkage=0.1
Tree=86
num_leaves=25
num_cat=0
split_feature=61 58 55 186 38 10 11 194 107 153 57 71 63 10 153 191 166 12 146 90
37 11 102 143
split_gain=6.86305 14.9672 12.5183 12.1349 11.9983 11.9308 11.6235 15.246 12.0901
10.8007 9.70747 9.9889 9.73642 9.4031 11.6851 7.74962 7.55248 7.33849 6.73741
6.00811 5.84113 5.76332 5.6957 5.69554
threshold=0.739416 0.747271 0.273384 0.626962 1.748042 409.98915 77.003255 -0.55487
0.957818 6.45757 0.548926 0.733665 9.590062 18.908603 19.500986 0.757469 0.001016
114.982081 0.026849 -44.921622 1.905075 95.22234 20.092336 0.990153
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
left_child=5 2 3 23 19 6 7 9 10 -1 12 18 -9 -8 16 22 -15 21 -12 -3 -5 -16 -11 -2
right_child=1 4 -4 20 -6 -7 13 8 -10 15 11 -13 -14 14 17 -17 -18 -19 -20 -21 -22 -
23 -24 -25
leaf_value=-0.016999 0.019447 -0.010813 0.013504 -0.050838 -0.014855 0.034724 -
0.047704 0.013853 0.020288 0.045586 0.004241 0.003808 -0.025783 0.035881 -0.020823
-0.017078 -0.011306 -0.044195 -0.044854 0.046115 0.005881 0.022392 0.004502 -
0.021116
leaf_weight=35.187141 57.469436 5.157515 170.080958 60.475686 25.03315 31.23674
69.820617 143.691437 73.8748 104.056599 24.623899 65.519526 51.571443 37.414323
15.939533 7.955731 32.506548 41.9947 151.724048 123.948213 12.308523 25.952597
57.122488 13.591755
leaf_count=2574 2174 167 8310 2687 754 6828 1376 3384 1731 2632 585 1519 1414 4334
190 230 3244 1229 3320 8369 403 425 1307 591
internal_value=0.0 0.009582 -0.003502 -0.022147 0.03133 -0.004648 -0.007378 -
0.000703 -0.009889 0.020045 -0.016315 -0.028136 0.000682 -0.025262 -0.007074
0.029601 0.017877 -0.026931 -0.038482 0.041742 -0.042566 0.003727 0.034951 0.006728
internal_weight=0.0 468.065 313.926 143.845 154.139 970.192 938.955 715.327 511.005
204.322 437.13 241.867 195.263 223.628 153.808 169.135 69.9209 83.8868 176.348
129.106 72.7842 41.8921 161.179 71.0612
internal_count=59777 23455 14165 5855 9290 36322 29494 18696 11953 6743 10222 5424
4798 10798 9422 4169 7578 1844 3905 8536 3090 615 3939 2765
shrinkage=0.1
Tree=87
num_leaves=25
num_cat=0
split_feature=167 62 63 62 11 10 102 88 88 114 141 180 102 127 175 166 64 115 153
183 75 23 153 154
split_gain=6.704 6.73843 9.13846 18.6904 15.4217 12.7864 14.3421 12.6669 20.8854
12.5234 11.8851 11.4402 20.3329 10.8505 9.61307 9.31093 8.99358 8.40851 8.04178
7.9188 7.8054 7.77597 7.67199 7.32679
threshold=0.070181 9.669075 9.344949 7.786502 67.10215 10.376344 22.751722
18.933193 -13.718935 1.253348 1.795404 1.28695 4.011244 -0.861499 0.006455 0.000711
8.189504 -1.640121 43.143231 -0.919373 -15.142563 14.477562 16.343165 210.036853
decision_type=2 2 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 -5 14 17 8 10 16 -1 13 -13 -10 23 22 19 -7 -16 -9 -6 -19 -8 -4
right_child=-2 -3 5 4 20 6 15 9 11 -11 -12 12 -14 -15 18 -17 -18 21 -20 -21 -22 -23
-24 -25
leaf_value=0.024011 0.031292 0.024987 0.021648 0.049248 -0.032501 -0.014366
0.012032 -0.013897 0.036121 -0.020015 -0.032152 0.005461 -0.050411 -0.022658 -
0.042249 0.015739 -0.018328 -0.008659 -0.004763 0.038637 0.016356 0.045976 -
0.051584 -0.020022
leaf_weight=143.917464 23.825456 49.387334 54.322316 95.433781 20.64596 18.835987
7.518616 12.222228 25.030491 48.670115 9.296942 81.747733 178.232056 21.478887
171.214914 19.717632 14.088592 18.402412 94.53635 146.348554 31.530205 76.775554
33.446161 34.754869
leaf_count=3596 1819 5771 2161 3886 1612 1703 909 621 1115 3627 78 2615 3632 448
3924 1254 589 533 1337 7283 3246 7008 492 518
internal_value=0.0 -0.001439 -0.003116 0.003435 0.031297 -0.012878 0.008028 -
0.004052 -0.013183 0.013985 0.014451 -0.027083 -0.0345 0.011056 -0.022942 -0.022568
0.025609 0.026013 -0.031374 0.032526 -0.00878 0.035967 -0.039687 0.004166
internal_weight=0.0 1407.56 1358.17 828.643 147.61 529.525 174.696 681.033 459.704
221.329 153.214 306.489 259.98 46.5094 354.828 60.6824 172.659 114.014 265.751
158.571 52.1762 95.178 40.9648 89.0772
internal_count=59777 57958 52187 32348 8744 19839 11899 23604 11484 12120 3674 7810
6247 1563 7940 2655 8493 9244 5261 7904 4858 7541 1401 2679
shrinkage=0.1
Tree=88
num_leaves=25
num_cat=0
split_feature=50 36 105 140 62 64 88 61 154 24 194 51 23 40 115 24 166 113 6 89 36
172 60 114
split_gain=6.44407 11.7766 11.9784 12.7922 11.9031 15.2171 11.1913 10.613 10.9177
10.2204 9.40331 9.34917 9.10307 8.95872 8.58976 8.38772 8.25648 8.11514 7.31515
7.80798 7.64683 6.93043 6.76503 6.46665
threshold=7.885582 0.06095 0.442352 -0.043153 7.325933 9.057214 23.132397 0.123826
86.091547 42.327055 0.489386 5.015908 25.034556 0.579315 0.585706 64.846487
0.000133 0.092271 0.006579 61.030314 -0.614958 0.076432 0.871857 -3.044964
decision_type=2 2 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 6 11 13 10 -9 21 -2 -6 -10 -4 -5 -16 -14 -11 19 23 -20 -3 -19 -
7
right_child=7 9 4 14 5 18 -8 8 12 17 -12 -13 16 -15 15 -17 -18 22 20 -21 -22 -23 -
24 -25
leaf_value=0.033006 0.01494 -0.014394 -0.056133 0.019044 0.045746 -0.015416
0.013235 0.042522 -0.02212 0.003117 -0.029753 -0.007456 -0.020897 0.001451 -
0.032423 0.013796 0.031386 -0.041567 0.002796 -0.019995 -0.038496 0.030973 0.001736
0.037821
leaf_weight=166.079627 51.17002 28.157991 63.386925 63.208334 60.637574 5.637069
28.042506 93.616873 52.456751 66.780609 62.45151 33.535169 9.347829 33.468645
72.900173 31.090162 65.645261 166.365504 65.365529 19.968163 71.535179 32.509399
39.553879 42.661927
leaf_count=7038 1801 1151 1279 3494 3757 139 1454 6500 1102 3012 1500 1418 340 1044
2864 1379 2155 4602 2737 636 3465 2354 1516 3040
internal_value=0.0 -0.003792 0.003216 0.016389 -0.007664 0.003758 -0.029163
0.011314 0.022717 -0.018316 -0.010993 0.030294 0.001268 -0.041751 -0.003386 -
0.018588 0.019712 -0.025959 -0.01146 0.011114 -0.022703 0.012592 -0.034341 0.027313
internal_weight=0.0 1090.88 757.517 333.278 424.239 299.341 124.898 334.688 221.067
333.367 113.622 94.1727 127.45 96.8556 167.199 103.99 74.9931 272.7 205.168 68.2672
136.901 60.6674 205.919 48.299
internal_count=59777 46379 33744 14775 18969 15192 3777 13398 10097 12635 3301 5175
3597 2323 7737 4243 2495 9130 10017 3815 6202 3505 6118 3179
shrinkage=0.1
Tree=89
num_leaves=25
num_cat=0
split_feature=98 93 191 96 8 10 11 0 157 40 173 181 135 33 139 80 166 8 11 147 166
192 82 183
split_gain=6.3884 9.2677 8.6375 8.19237 9.48054 7.93913 7.65001 9.16163 7.707
7.64086 10.1727 8.8705 8.34951 6.83258 6.76164 6.65267 6.58305 5.95203 5.68694
5.64454 7.60435 5.4334 6.05298 5.21909
threshold=0.603399 0.387616 -0.513307 0.341591 0.6 10.376344 101.603378 0.018519
0.350096 0.229697 0.62816 4.451265 0.31793 0.374192 0.0 0.708463 4.1e-05 0.045455
1.042299 0.707701 0.000208 0.717443 0.999982 -0.396641
decision_type=2 2 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 17 15 14 8 -8 12 11 13 -3 -11 -4 -2 -13 -1 -5 20 -14 22 -16 -12
right_child=2 9 6 18 -6 -7 7 -9 -10 10 23 16 19 -15 21 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.009978 -0.030054 0.012277 -0.006082 0.008845 0.027084 0.018566
0.009215 0.023754 -0.039719 -0.022554 0.013404 -0.014337 0.012289 0.015662 0.041401
0.008468 0.036449 -0.032152 -0.034276 0.006508 -0.042676 -0.002821 -0.007383 -
0.022494
leaf_weight=30.594806 97.977714 62.753519 46.155418 18.321038 44.441508 43.651372
32.283155 30.390274 38.32114 46.369102 27.260304 6.966539 11.90309 59.105782
166.769516 43.725526 158.936108 40.728778 169.094021 30.14132 81.868367 34.618082
15.894351 82.764293
leaf_count=1920 1811 2251 1558 1025 1725 3089 943 6667 1199 1590 1654 551 915 2292
6255 898 6835 1634 5773 1064 2338 1412 519 3859
internal_value=0.0 -0.005265 0.008078 -0.018218 0.002564 -0.008296 0.016411 -
0.005447 -0.022191 0.002414 0.010233 0.01982 -0.012501 -0.002742 0.024401 -0.018924
0.031855 -0.017031 -0.029205 -0.025001 -0.034042 0.030826 0.036559 -0.012341
internal_weight=0.0 871.249 549.787 303.18 115.765 185.355 364.432 100.995 70.6043
568.068 381.402 271.378 186.666 105.475 263.437 141.703 165.903 71.3236 187.415
123.913 93.7715 217.282 182.664 110.025
internal_count=59777 35426 24351 12077 5279 5798 18553 8809 2142 23349 16781 11268
6568 3882 9744 2709 7386 3554 6798 4317 3253 8186 6774 5513
shrinkage=0.1
Tree=90
num_leaves=25
num_cat=0
split_feature=83 71 135 81 79 153 153 90 75 20 82 11 93 167 4 67 37 62 49 166 123
95 142 87
split_gain=6.23985 7.74575 11.9742 7.84628 9.26499 9.92576 8.98191 7.65442 7.2498
9.90255 7.10494 7.01986 6.57342 7.63846 6.47579 5.86117 5.80701 5.70152 5.92152
4.9875 4.84979 5.00169 4.72375 4.37924
threshold=0.893889 0.703001 0.791496 0.229582 0.876943 6.114145 31.05944 27.214378
-8.697148 0.190039 0.821579 101.603378 0.869046 0.036368 0.090235 0.134893 -
0.806283 7.231974 6.886308 0.00024 0.281192 0.313365 -0.460033 0.794831
decision_type=2 2 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 12 19 22 17 9 -3 20 -10 13 16 23 -12 -5 18 -4 -6 -2 -22 -1 -11
right_child=10 8 7 4 5 -7 -8 -9 11 14 15 -13 -14 -15 -16 -17 -18 -19 -20 -21 21 -23
-24 -25
leaf_value=-0.013619 -0.021033 0.023222 -0.034945 0.008187 0.011568 0.018183 -
0.018257 0.028219 0.034403 -0.040494 -0.004724 -0.00522 0.000941 0.009773 0.003626
0.037617 -0.042343 0.012214 0.010714 -0.040216 -0.013262 0.024441 0.026797 0.003216
leaf_weight=9.647312 44.60862 56.138606 38.961503 11.36943 5.084607 88.023908
73.327908 85.848068 98.613304 53.347131 32.67744 51.1327 58.140119 19.174885
85.775607 83.136808 242.573903 62.659697 19.839923 20.871709 25.618577 43.827387
85.051813 22.472016
leaf_count=232 1483 2281 856 1080 991 2634 1294 4805 3836 1414 1197 4169 2306 926
3401 3999 9149 2492 666 1359 1050 2122 5299 736
internal_value=0.0 -0.003058 -0.00835 -0.015145 -0.021594 0.002474 0.00282 0.010912
0.008398 -0.003459 0.013694 0.022661 -0.029237 -0.034948 -0.015599 0.027556 -
0.039236 -0.005376 -0.021449 -0.029146 -0.003961 0.010744 0.019756 -0.03096
internal_weight=0.0 1188.05 820.575 613.266 445.239 113.98 168.027 207.309 367.479
217.733 229.869 149.746 331.258 273.118 161.595 115.814 253.943 121.461 58.8014
25.9563 114.055 69.446 94.6991 75.8191
internal_count=59777 49926 34089 25270 18445 4984 6825 8819 15837 7832 9851 8005
13461 11155 5551 5196 10229 4014 1522 2350 4655 3172 5531 2150
shrinkage=0.1
Tree=91
num_leaves=25
num_cat=0
split_feature=19 50 154 181 187 10 102 101 114 180 52 112 155 154 103 20 63 115 190
175 107 61 185 88
split_gain=6.27742 7.82139 11.7503 10.0528 8.55058 9.06706 9.96666 13.1114 10.8445
9.20137 8.14811 8.948 7.59405 6.9876 6.61606 6.46025 6.04294 5.55025 5.31158
5.21141 5.17599 4.97 4.67296 4.64529
threshold=0.256395 7.885582 127.263435 1.852285 -0.771782 350.97319 -5.511216 -
54.219382 1.027944 156.239768 0.985127 0.964257 20.830729 324.303361 17.107368
0.17412 8.190485 3.044449 0.984286 0.125386 0.95489 0.119077 -0.915868 40.073425
decision_type=2 2 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 4 21 -4 17 6 7 23 10 12 11 -8 -9 16 -10 18 -5 -2 -1 20 -17 -3 -23 -6
right_child=1 2 3 13 5 -7 8 9 14 -11 -12 -13 -14 -15 -16 19 -18 -19 -20 -21 -22 22
-24 -25
leaf_value=0.029378 0.021109 -0.000767 0.021134 -0.046167 -0.039087 0.022959 -
0.039923 -0.008439 0.027956 -0.013666 0.000568 0.004365 0.042784 0.015585 -0.016603
-0.025371 0.010109 -0.017584 -0.008077 0.010104 0.015247 -0.006854 0.042463
0.010704
leaf_weight=141.302461 103.970188 46.650115 26.361496 55.478548 33.165528 29.278646
295.314897 22.608247 36.681311 37.599005 79.205457 43.718721 73.198386 6.760765
22.242441 74.542629 7.565654 14.95101 28.346022 128.493704 11.837722 10.312305
80.662867 5.203947
leaf_count=6702 5517 1761 713 1023 903 6188 7756 1967 2269 1748 2015 1484 1799 265
881 2903 241 476 909 5858 502 674 4879 344
internal_value=0.0 -0.004034 0.010795 -0.012957 -0.008707 -0.013033 -0.015946
0.004028 -0.02289 0.018745 -0.028276 -0.03435 0.031776 -0.028944 0.011192 0.010314
-0.038047 0.012929 0.022746 -0.001585 -0.016632 0.026566 0.036451 -0.030237
internal_weight=0.0 1030.93 233.792 96.1665 797.138 678.217 648.938 171.775 477.163
133.406 418.239 339.034 95.8066 69.805 58.9238 384.523 63.0442 118.921 169.648
214.874 86.3804 137.625 90.9752 38.3695
internal_count=59777 42903 9556 2242 33347 27354 21166 6761 14405 5514 11255 9240
3766 1529 3150 16874 1264 5993 7611 9263 3405 7314 5553 1247
shrinkage=0.1
Tree=92
num_leaves=25
num_cat=0
split_feature=76 8 8 180 100 166 77 9 63 168 179 128 7 7 115 37 167 173 12 30 85
153 83 44
split_gain=6.21724 8.69217 11.2988 12.4369 9.99535 10.7262 10.6858 9.76008 9.09146
10.1423 7.91704 13.2585 7.48662 9.75541 7.45365 7.11655 7.28185 7.09203 6.97602
8.10058 6.70925 6.48716 5.9743 5.35637
threshold=119.594642 0.227273 0.637384 9333.154128 0.384536 0.000559 10.603073
0.235294 8.557686 0.002035 2.0655 -0.332063 0.668886 0.111111 2.894374 0.125242
0.007023 0.005122 143.85 0.911644 0.466981 5.268888 0.889648 0.865371
decision_type=2 2 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 10 5 -1 14 -3 -5 -10 11 21 13 -9 22 16 -6 -11 19 -15 -13 -4 -7 -12
right_child=-2 2 3 8 15 6 -8 12 9 17 23 20 -14 18 -16 -17 -18 -19 -20 -21 -22 -23 -
24 -25
leaf_value=0.021915 -0.029112 0.014727 -0.012749 -0.040001 0.017013 -0.045401
0.017826 0.003263 -0.028524 -0.011564 0.037371 -0.034221 0.007378 -0.052758
0.011434 0.030101 -0.025678 0.036302 0.004946 0.004155 0.004496 0.031133 0.00647 -
0.003857
leaf_weight=64.360076 27.429701 50.066282 19.217599 49.1191 48.04187 88.602183
34.65288 60.147817 24.036681 23.76012 110.504826 61.017058 46.673675 141.928884
17.988263 220.491564 30.926908 43.198045 22.363353 22.149015 64.056815 95.80573
15.258486 30.436669
leaf_count=5481 447 3950 839 1742 4066 3298 1555 1610 1647 511 4939 1363 1538 2153
765 12026 1346 2900 2349 408 1465 1541 674 1164
internal_value=0.0 0.001622 -0.004484 0.00477 0.011356 -0.004449 -0.017632 -
0.017539 -0.017507 0.003347 0.013886 0.001643 -0.024202 -0.030393 -0.029706
0.022143 -0.002768 0.021362 -0.039881 -0.045772 -0.018197 0.022342 -0.038087
0.029599
internal_weight=0.0 1384.8 864.482 521.153 520.322 220.862 156.502 343.329 140.114
90.9948 381.039 240.097 293.263 246.589 121.849 299.46 78.9688 66.9582 186.441
164.078 125.074 115.023 103.861 140.941
internal_count=59777 59330 30119 18111 29211 11773 6292 12008 6800 5058 11311 5208
8058 6520 4737 17438 5412 3411 4910 2561 2828 2380 3972 6103
shrinkage=0.1
Tree=93
num_leaves=25
num_cat=0
split_feature=167 167 154 141 63 140 139 180 127 128 168 153 179 128 50 179 10 179
155 38 115 155 112 7
split_gain=5.90742 6.70504 8.3444 8.13258 15.6444 7.68393 10.2522 11.666 10.2481
19.6187 12.4551 14.0307 18.2404 13.603 11.8674 15.4701 10.8681 9.31848 8.62689
8.57952 8.07183 7.68338 7.20543 6.23457
threshold=0.070181 0.052175 124.877549 0.414482 1.892882 -0.276491 0.031434
1363.16053 -0.690348 -0.328598 0.001229 21.106472 7.646607 -0.566303 2.947849
0.168856 58.121865 0.50535 60.228289 2.077284 1.903915 9.039064 0.606676 0.652301
decision_type=2 2 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 5 -5 6 22 19 10 16 18 12 -12 -13 15 -11 21 -16 -7 -8 -21 -10 -1 -
9
right_child=-2 2 -4 4 -6 8 7 23 9 14 11 13 -14 -15 17 -17 -18 -19 -20 20 -22 -23 -
24 -25
leaf_value=0.01233 0.029774 0.012461 -0.045671 -0.021234 0.049189 0.036652 0.04661
0.014537 -0.010892 -0.019605 -0.057732 -0.02489 0.014189 0.02638 0.006588 0.020065
-0.012367 -0.033073 -0.018558 0.024323 -0.023001 0.051627 -0.034652 -0.029552
leaf_weight=28.911424 22.642769 16.091915 27.172055 20.572657 43.716058 29.383899
100.067351 23.958304 8.104036 120.378303 120.79438 68.042456 26.944625 56.486017
65.864238 212.527312 24.511261 165.729332 14.495108 30.778958 30.29324 85.065749
33.323874 30.179934
leaf_count=1226 1819 1132 488 347 2570 3233 3279 2300 743 5325 1794 1003 3443 968
1541 12730 3786 5891 375 960 473 2458 692 1201
internal_value=0.0 -0.001232 -0.028498 0.000477 0.027133 -0.001678 0.011955
0.021572 -0.005797 0.00131 -0.019511 -0.02721 -0.044362 -0.000832 -0.006965
0.005128 0.032482 -0.022495 0.018218 0.033095 0.001008 0.044481 -0.016597 -0.012166
internal_weight=0.0 1383.39 43.264 1340.13 64.2887 1275.84 277.513 215.278 998.327
682.18 316.146 272.267 147.739 124.528 564.499 332.906 117.681 231.594 43.879
161.14 61.0722 93.1698 62.2353 54.1382
internal_count=59777 57958 1620 56338 2917 53421 10131 8213 43290 32474 10816 7208
5237 1971 25487 18055 6987 7432 3608 4712 1433 3201 1918 3501
shrinkage=0.1
Tree=94
num_leaves=25
num_cat=0
split_feature=179 11 194 153 154 75 156 63 152 26 170 114 40 183 89 166 166 153 148
115 189 153 166 36
split_gain=5.87105 12.1127 13.7938 11.6233 15.179 12.4739 12.9063 11.9253 11.8604
12.3692 11.7589 13.3879 11.5106 10.8884 10.8404 10.765 9.979 9.7692 9.03966 8.20874
7.80044 7.33824 7.30201 7.13588
threshold=1622.5855 116.026028 0.284574 5.807404 116.136458 3.643427 0.160917
9.71703 0.992644 0.066925 0.774254 -0.058086 0.362961 -0.518268 49.351897 0.000794
4.1e-05 3.135301 0.096009 -0.859415 -0.726464 1.864134 0.000319 -1.478815
decision_type=2 2 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 17 8 7 6 18 10 21 -10 -5 15 -4 -8 -15 -12 -14 -3 -6 -9 -19 -1 -2 -11
right_child=22 2 12 4 5 -7 13 19 9 23 11 -13 16 14 -16 -17 -18 20 -20 -21 -22 -23 -
24 -25
leaf_value=0.030825 -0.01281 0.01503 -0.021605 0.036953 0.010807 0.029837 0.030461
-0.038416 0.017245 0.007378 0.019192 0.034374 -0.023132 0.013228 -0.027945 -0.0356
0.03591 0.009568 -0.037482 0.01255 -0.051348 -0.011992 0.036844 -0.060009
leaf_weight=26.787301 19.381141 11.605777 60.400771 263.678848 28.99263 48.910502
62.394603 20.538988 11.890541 8.645957 22.592842 30.014895 6.935886 88.610219
90.474128 63.621653 70.00731 10.709006 143.948318 33.896701 112.524244 59.807551
45.554315 57.767773
leaf_count=5787 2656 3521 2302 6773 514 1461 1266 455 721 526 930 1311 551 1749
1595 1447 2733 350 2237 1357 2831 2622 11854 2228
internal_value=0.0 -0.001593 -0.018894 0.00338 0.007992 -0.00452 -0.010933 0.020574
-0.018262 -0.038891 0.026646 -0.000291 0.003772 0.004236 -0.008903 -0.019642
0.024312 -0.037448 -0.028846 -0.014952 -0.044956 0.006929 0.022777 -0.051742
internal_weight=0.0 1334.76 272.183 1062.57 897.674 463.33 414.42 434.344 164.899
78.3043 379.908 116.229 137.344 241.479 179.084 86.2145 76.9432 134.839 172.941
54.4357 123.233 86.5949 64.9355 66.4137
internal_count=59777 45267 12288 32979 21095 8822 7361 12273 11884 3475 10461 3688
5586 4610 3344 2377 3284 6702 2751 1812 3181 8409 14510 2754
shrinkage=0.1
Tree=95
num_leaves=25
num_cat=0
split_feature=112 104 114 169 104 182 194 128 187 134 127 90 179 164 158 114 88 115
95 140 10 102 92 82
split_gain=5.85671 7.40135 12.379 10.3121 10.6049 10.3992 10.2755 9.1902 8.83648
8.24322 7.85019 7.35735 7.41779 7.04036 6.66818 6.55864 6.38208 6.22816 6.14729
5.97044 5.95178 5.99753 5.75794 5.28433
threshold=0.043777 0.318375 0.313642 0.261214 0.01497 0.873428 -0.432189 -0.553041
-0.22084 0.640921 -1.221489 49.3764 20.543683 0.117701 0.008569 2.533712 -
126.415004 3.069226 0.756954 -0.324097 196.11828 -2.051161 0.351595 0.75592
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
left_child=13 3 8 4 6 16 -2 -4 9 23 -10 12 19 -1 -12 -9 -5 -18 -15 -8 21 -16 -6 -3
right_child=1 2 7 5 22 -7 11 15 10 -11 14 -13 -14 18 20 -17 17 -19 -20 -21 -22 -23
-24 -25
leaf_value=-0.00992 0.01144 -0.023567 -0.013503 -0.014706 -0.007297 -0.008045
0.001021 0.039371 0.009098 0.023818 0.00696 0.014745 0.008078 0.032996 -0.006098 -
0.01319 0.044678 -0.009708 -0.004991 -0.048189 0.009898 -0.047603 0.027822 0.012353
leaf_weight=64.674382 71.854403 83.697194 46.722422 3.477635 52.873151 64.887233
27.242107 67.026611 36.295606 55.565467 26.495482 13.465299 23.193109 113.583859
57.886297 8.470754 118.550337 9.05449 45.007937 110.371486 10.337665 174.090556
79.482279 29.699962
leaf_count=3107 2189 3268 2843 32 1733 2339 398 5688 1216 2394 933 612 1807 5287
1815 745 9591 542 1829 1729 1750 3902 2744 1284
internal_value=0.0 -0.002721 -0.010198 0.005199 -0.004588 0.02161 -0.016009
0.014754 -0.017308 0.001149 -0.026451 -0.027366 -0.033214 0.013694 -0.031838
0.030855 0.034712 0.039362 0.023401 -0.040451 -0.03649 -0.03976 0.015382 -0.013347
internal_weight=0.0 1170.74 596.288 574.452 378.482 195.97 246.126 122.22 474.068
168.963 305.106 174.272 160.807 223.266 268.81 75.4974 131.082 127.605 158.592
137.614 242.315 231.977 132.355 113.397
internal_count=59777 49554 25838 23716 11212 12504 6735 9276 16562 6946 9616 4546
3934 10223 8400 6433 10165 10133 7116 2127 7467 5717 4477 4552
shrinkage=0.1
Tree=96
num_leaves=25
num_cat=0
split_feature=62 140 154 103 36 36 88 153 101 3 12 166 62 88 155 24 114 23 88 24
183 11 63 114
split_gain=5.62634 7.30045 15.7033 15.3783 15.1146 13.1133 12.9879 16.1578 18.8484
12.0465 12.0241 11.5157 10.5473 9.23615 9.02975 8.366 9.14215 7.86111 7.75173
7.46127 6.97153 6.66624 10.5237 7.18177
threshold=9.669075 -0.080023 86.091547 -10.50627 -0.596498 0.96307 -10.038271
21.106472 -2.71619 0.203125 9.309498 0.007043 9.286068 -53.641625 143.307577
57.982063 1.871262 33.664164 3.860362 50.820796 0.841691 49.945769 8.761086 -
1.499718
decision_type=2 2 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 12 6 13 14 8 10 17 -8 -10 20 -5 -3 19 -17 -6 -9 -15 -4 -1 23 -23
right_child=-2 4 3 5 9 -7 7 18 11 -11 -12 -13 -14 15 -16 16 -18 -19 -20 -21 -22 22
-24 -25
leaf_value=0.03132 0.024538 0.044246 -0.043595 -0.01739 0.021265 -0.025609 -
0.058853 -0.013356 0.037079 -0.047945 0.002039 -0.025548 0.013928 0.019138 -
0.008938 0.047622 -0.015522 -0.020855 0.029286 -0.022128 0.008045 0.012263 0.024674
-0.035136
leaf_weight=183.439363 48.496466 58.471146 124.681365 32.278288 42.459013 53.842438
79.417597 34.640362 37.07734 99.110112 40.462745 11.106618 28.605262 59.345197
29.172863 99.395484 6.919431 52.27091 85.629962 35.989504 17.149352 24.520094
61.401592 43.620635
leaf_count=7172 5824 2213 2528 534 1465 941 2122 665 4045 5048 3256 285 760 1739
606 3222 262 2197 2139 847 466 2244 5545 3652
internal_value=0.0 -0.001257 0.004989 -0.006703 -0.009481 0.007402 0.00267 -0.0081
-0.025662 -0.029374 -0.043047 0.017458 -0.027316 0.01773 0.029337 0.025377 0.040282
-0.001223 0.016707 0.001546 -0.036925 0.020896 0.002092 -0.019865
internal_weight=0.0 1341.01 771.188 458.206 569.819 287.77 375.979 288.335 168.064
193.84 119.88 48.184 170.436 233.928 87.644 201.65 106.315 94.7299 120.27 95.3347
141.831 312.982 129.542 68.1407
internal_count=59777 53953 29912 11299 24041 7545 15331 12512 9708 8710 5378 4330
3754 6604 2819 6070 3484 3662 2804 2586 2994 18613 11441 5896
shrinkage=0.1
Tree=97
num_leaves=25
num_cat=0
split_feature=35 101 88 140 167 138 76 50 37 75 103 138 11 155 179 97 154 88 89 187
179 23 179 78
split_gain=5.36776 8.20776 13.1242 8.28398 12.4452 16.4797 12.3731 11.5947 7.67111
7.65982 7.57634 7.43813 7.32018 12.0594 8.7393 8.11271 6.93375 6.756 6.71421 6.7552
6.59542 6.67938 5.8952 5.78881
threshold=0.971624 -48.70215 -4.577589 -0.080023 0.002606 0.129012 21.272717
9.498611 -0.762217 7.979693 -25.540477 0.727513 45.276572 284.6557 5.80575 0.99999
253.430512 40.073425 62.756371 -0.593432 0.0574 6.973989 0.857358 0.119688
decision_type=2 2 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 12 6 -5 -6 7 20 -7 16 -10 23 13 15 22 -3 17 -1 19 -8 -4 -22 -14 -2
right_child=11 2 3 4 5 8 18 -9 10 -11 -12 -13 14 -15 -16 -17 -18 -19 -20 -21 21 -23
-24 -25
leaf_value=-0.047124 0.00719 0.047639 -0.003089 0.015016 0.01968 0.007922 0.013333
-0.015794 0.009892 0.019681 -0.046315 0.018605 0.011586 -0.016961 0.02256 -0.007748
0.008209 0.009987 0.017301 -0.030626 -0.01368 0.041147 -0.035336 -0.025319
leaf_weight=64.069986 51.989137 146.912348 43.370798 90.149908 43.535718 23.489951
20.045036 44.029271 12.404503 12.72421 155.530034 33.593714 16.589903 19.284541
46.644534 18.363481 26.151845 9.923676 25.489112 101.000864 5.141159 160.375895
33.422237 179.930635
leaf_count=1481 2232 3718 1736 8698 1800 1221 728 1600 556 765 5377 1710 273 267
4138 379 528 606 1069 2518 72 11073 354 6878
internal_value=0.0 0.003372 0.00644 -0.000972 -0.012035 -0.023124 0.00831 0.02053 -
0.034647 -0.01832 -0.041008 -0.011496 0.023214 0.03306 0.000102 0.041149 -0.027529
-0.038598 -0.012641 -0.021778 0.029551 0.037023 -0.02154 -0.018034
internal_weight=0.0 1118.65 1005.78 724.562 325.11 234.96 399.452 252.917 191.424
112.87 167.935 265.513 281.217 184.56 96.6567 165.276 100.146 73.9937 146.535
121.046 208.888 165.517 50.0121 231.92
internal_count=59777 48957 45577 36448 17652 8954 18796 14481 7154 3380 5933 10820
9129 4364 4765 4097 2615 2087 4315 3246 12881 11145 627 9110
shrinkage=0.1
Tree=98
num_leaves=25
num_cat=0
split_feature=36 49 24 63 141 141 153 101 24 88 10 77 140 114 49 179 10 12 166 180
4 140 37 1
split_gain=5.40361 11.8431 10.9749 11.2351 10.9142 10.295 12.8475 10.1135 9.9103
9.73201 12.4585 9.81299 8.58215 8.0833 7.54565 7.79193 7.48383 9.52652 7.1303
6.7986 7.34702 6.7395 7.02824 6.38154
threshold=0.06095 7.190576 35.75757 7.780434 -0.299871 -0.010385 7.634603 -
72.218107 29.905628 32.793921 47.86117 -88.351588 0.08707 -2.685368 1.041029
1693.80455 24.096774 2.406564 0.000634 7.543251 0.094504 0.075291 0.928082 0.197438
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 8 13 -3 6 -2 -5 -1 10 11 -9 -13 -4 -12 -16 17 -11 -8 -20 -21 22 -10
-15
right_child=1 4 3 7 -6 -7 18 9 21 16 14 12 -14 23 15 -17 -18 -19 19 20 -22 -23 -24
-25
leaf_value=0.012829 0.027813 -0.015811 0.017546 -0.023209 0.033121 -0.044008 -
0.03363 -0.019586 -0.053043 0.016009 0.025392 0.038032 -0.006895 -0.033161 -
0.031968 0.016895 0.020149 -0.039424 0.021782 -0.031296 0.008822 0.01205 0.006835
0.006628
leaf_weight=40.836253 47.71992 42.871478 37.23093 28.667016 75.191133 62.378294
84.604289 10.93312 55.837794 19.802378 14.664297 362.550676 34.422081 90.595727
62.696196 16.851072 25.546476 46.310912 42.750935 54.28776 59.97317 8.46868
13.606432 40.585353
leaf_count=2589 6137 1210 1578 1030 4338 1835 1886 142 1798 1329 1947 10450 1197
2330 2228 3580 5741 1525 830 800 1612 751 558 2356
internal_value=0.0 -0.007952 0.004795 0.00923 0.015841 -0.016778 -0.006106 0.015264
-0.019457 0.018524 0.023719 0.030726 0.033844 -0.011662 -0.006713 -0.019343 -
0.008429 -0.023018 -0.015916 -0.001313 -0.013481 -0.034984 -0.043114 -0.022199
internal_weight=0.0 469.777 909.605 790.856 118.063 351.714 289.336 622.444 118.749
593.777 502.117 407.906 396.973 168.412 94.2116 79.5473 91.6598 66.1133 241.616
157.012 114.261 77.9129 69.4442 131.181
internal_count=59777 18648 41129 35433 5548 13100 11265 29169 5696 28139 19544
11789 11647 6264 7755 5808 8595 2854 5128 3242 2412 3107 2356 4686
shrinkage=0.1
Tree=99
num_leaves=25
num_cat=0
split_feature=167 167 154 141 63 7 36 36 177 182 138 175 173 39 88 104 75 186 154
37 118 154 72 10
split_gain=5.26871 6.06206 6.9755 6.90651 13.8016 7.33882 12.1839 12.4854 11.2781
10.5319 10.2806 9.83174 13.7916 10.9544 8.94775 8.44034 9.12218 7.61499 6.33804
5.99594 5.6277 4.90766 4.90724 4.4212
threshold=0.070181 0.052175 124.877549 0.414482 1.892882 0.004057 -1.028015
0.986747 0.357808 0.912818 0.994243 0.924449 0.009892 0.702692 -3.591378 0.096678 -
0.911106 -0.06696 350.642564 -0.857518 0.580541 147.259672 0.96792 1.042299
decision_type=2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 10 2 2 2 2 2 2
left_child=1 3 -3 5 23 6 14 10 9 15 18 12 20 -13 -1 -7 -17 -14 -8 -16 -10 -9 -11 -5
right_child=-2 2 -4 4 -6 8 7 21 11 22 -12 13 17 -15 19 16 -18 -19 -20 -21 -22 -23 -
24 -25
leaf_value=0.015817 0.028409 0.0113 -0.042516 -0.03387 0.04671 0.020191 0.042357
0.010864 0.005947 -0.042411 -0.014236 0.007996 0.003237 -0.042123 0.011065 -
0.026694 0.019172 0.033685 -0.007028 -0.040673 -0.028188 -0.031521 0.005548
0.011796
leaf_weight=31.849789 21.468037 15.204318 27.364691 12.280141 40.948016 61.393196
168.869851 18.881525 63.25948 122.75702 23.749928 62.188388 160.964508 49.823889
9.698926 114.492836 26.269847 150.738695 17.251263 54.731517 71.016332 25.011831
14.184094 8.228736
leaf_count=1329 1819 1132 488 98 2570 4765 9182 1307 1587 2216 1036 2696 5499 1863
1593 6459 3124 6610 400 1749 1435 288 283 249
internal_value=0.0 -0.001147 -0.027168 0.000507 0.02541 -0.001497 0.010052 0.020728
-0.006253 -0.019543 0.030081 0.002613 0.009408 -0.019643 -0.015826 -0.003199 -
0.015696 0.020202 0.037318 -0.031568 -0.014483 -0.016833 -0.037289 -0.019864
internal_weight=0.0 1351.16 42.569 1308.59 61.4569 1247.13 350.045 253.764 897.088
339.097 209.871 557.991 445.979 112.012 96.2802 202.156 140.763 311.703 186.121
64.4304 134.276 43.8934 136.941 20.5089
internal_count=59777 57958 1620 56338 2917 53421 16884 12213 36537 16847 10618
19690 15131 4559 4671 14348 9583 12109 9582 3342 3022 1595 2499 347
shrinkage=0.1
Tree=100
num_leaves=25
num_cat=0
split_feature=98 7 43 7 89 1 190 181 10 100 33 91 141 82 134 40 106 17 105 8 162 94
31 3
split_gain=5.25857 7.72914 9.26445 8.84916 9.15964 10.8538 8.72179 8.48078 7.88164
7.5432 7.37332 7.35448 7.32139 7.28826 6.85758 6.53112 6.19616 5.9326 5.47323
5.27336 4.92028 4.89955 4.83508 4.68252
threshold=0.603399 0.542248 0.787541 0.132302 45.448216 0.0 -0.60911 292.127448
4.074689 0.666799 0.597887 0.089077 0.102187 0.802999 0.652829 0.418071 0.090723
0.054652 0.320347 0.166667 0.443289 0.159212 0.674322 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
left_child=1 3 15 4 5 -1 -6 11 -4 10 14 -5 -7 19 18 20 -8 -11 -2 -13 22 -12 -3 -18
right_child=9 2 8 7 6 12 16 -9 -10 17 21 13 -14 -15 -16 -17 23 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.03259 0.001271 -0.027924 0.012164 0.008342 0.01439 0.011783 0.006084
0.009285 -0.031304 -0.011008 -0.011958 -0.000226 -0.030713 0.001445 0.008683
0.031985 -0.047162 0.025809 -0.037935 -0.053232 0.018101 0.022715 0.012403 0.005248
leaf_weight=88.455454 48.148767 40.497824 43.650223 24.219615 36.810319 52.343556
25.905641 42.279605 53.707486 29.075345 27.894838 21.907711 34.784095 35.054427
64.157613 104.953394 60.03566 192.351419 70.337688 113.22631 34.176503 93.434459
16.960298 11.108954
leaf_count=4711 1805 1389 844 601 2110 3155 1045 4466 2258 1349 991 770 1638 819
2873 5162 1861 10534 2603 1809 1459 4196 679 650
internal_value=0.0 -0.004792 0.007599 -0.011532 8.2e-05 0.013811 -0.016912 -
0.024472 -0.013982 0.007553 -0.002809 -0.032171 -0.009597 -0.038458 -0.014301
0.018876 -0.029564 0.019986 -0.02579 -0.046733 -0.00141 0.013706 -0.015776 -
0.040031
internal_weight=0.0 840.077 293.946 546.131 309.444 175.583 133.861 236.688 97.3577
525.4 303.973 194.408 87.1277 170.188 182.644 196.588 97.0503 221.427 118.486
135.134 91.6346 121.329 57.4581 71.1446
internal_count=59777 35426 11791 23635 15170 9504 5666 8465 3102 24351 12468 3999
4793 3398 7281 8689 3556 11883 4408 2579 3527 5187 2068 2511
shrinkage=0.1
Tree=101
num_leaves=25
num_cat=0
split_feature=179 11 194 121 75 99 193 112 134 85 165 40 112 168 125 167 153 189 41
59 141 23 74 118
split_gain=5.18823 9.26438 11.2319 10.9689 13.267 14.887 13.963 11.3814 10.3134
10.178 12.1893 9.59665 9.4312 9.23596 8.84742 8.66842 8.245 6.80637 6.60024 5.93442
5.92936 5.9257 5.73105 5.67786
threshold=1622.5855 116.026028 0.284574 0.681786 -1.468919 0.658432 -0.516723
0.189525 0.099477 0.806114 0.452058 0.343523 0.542997 0.000914 0.146931 0.007357
3.135301 -0.726464 0.935007 0.208817 0.414482 27.387781 0.985169 0.615485
decision_type=2 2 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 7 5 6 -5 15 -8 10 12 -4 -9 -13 -12 -1 -3 -18 -2 -14 -10 -17 -11 -
7
right_child=18 2 11 4 -6 23 8 9 20 22 14 13 19 -15 -16 21 17 -19 -20 -21 -22 -23 -
24 -25
leaf_value=0.041239 0.034008 0.014292 -0.02018 0.010753 0.019889 0.027986 0.007829
-0.016371 -0.05614 0.033101 0.008473 -0.020091 -0.00759 0.034687 -0.033056 -0.01853
0.009449 -0.046766 -0.014106 0.035491 0.006112 0.018742 -0.008541 -0.009396
leaf_weight=119.568995 47.362748 11.155 56.778204 42.522492 76.867058 40.753595
22.430541 49.172853 132.662465 78.05185 51.080574 12.092333 26.179238 65.647547
142.218869 39.355804 10.533811 110.883969 14.557639 78.857514 8.284421 48.821787
25.728152 49.724008
leaf_count=6016 12367 3521 2225 1679 3090 1559 545 1615 2573 2659 1014 1148 820
2213 4067 771 350 2831 2143 2953 282 1489 605 1242
internal_value=0.0 -0.001697 -0.016925 0.002743 -0.01026 -0.019574 -0.032574
0.010284 -0.043762 0.000734 -0.007752 0.003689 0.011582 0.022107 -0.02251 0.027434
-0.033749 -0.040702 0.021541 0.025623 -0.051904 0.001473 0.023264 0.010926
internal_weight=0.0 1299.37 267.091 1032.28 373.245 296.378 205.9 659.036 163.377
451.289 347.509 134.518 154.21 77.7399 193.299 207.747 132.573 121.418 61.9204
105.037 140.947 88.1776 103.78 90.4776
internal_count=59777 45267 12288 32979 10970 7880 5079 22009 3400 13733 10469 5586
5388 3361 5081 8276 6702 3181 14510 3773 2855 2260 3264 2801
shrinkage=0.1
Tree=102
num_leaves=25
num_cat=0
split_feature=76 154 155 37 37 76 19 44 89 127 179 75 128 76 3 187 142 62 115 153
172 60 183 114
split_gain=5.11492 7.09054 8.51556 10.0384 12.492 12.4816 9.85455 9.474 8.99526
8.94393 14.7949 8.57894 8.37968 7.72235 6.3359 8.56893 6.10423 7.0644 5.5798
3.85419 3.84699 3.40124 3.0764 3.03187
threshold=119.594642 295.438222 150.479216 1.035108 -0.857518 39.024906 0.753117
0.496429 61.030314 -0.293067 0.168856 -7.508742 -0.304842 68.191246 0.428571 -
0.672001 -0.34376 9.214925 2.539927 85.688803 0.947821 0.904689 0.055045 -1.626983
decision_type=2 2 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 -1 9 7 14 11 12 -11 -4 -6 -7 15 -5 21 -18 -3 -2 -8 -9 -20 -15
right_child=19 18 8 6 5 13 20 16 -10 10 -12 -13 -14 23 -16 -17 17 -19 22 -21 -22 -
23 -24 -25
leaf_value=0.029974 0.008057 0.03232 -0.052796 0.015307 -0.00994 0.035798 0.039212
-0.019007 0.015186 -0.027203 0.0248 0.009703 -0.039522 0.009837 0.013858 -0.033645
0.036033 -0.008974 0.012669 -0.037641 -0.00578 0.014898 -0.018209 -0.02778
leaf_weight=46.932321 8.87444 79.114414 45.120737 21.043772 299.54872 50.302859
94.813512 38.886936 16.382878 49.469327 97.553714 14.223772 135.825875 9.46637
33.307395 96.474591 97.667458 27.570477 22.696856 17.357066 10.628223 9.708831
25.636511 7.959166
leaf_count=4934 302 2702 646 928 12043 2532 4492 1071 410 2886 7666 371 4133 543
2597 3020 4797 1021 656 145 628 331 541 382
internal_value=0.0 0.001466 -0.001186 0.001428 -0.005899 -0.010139 0.012782
0.002684 -0.026844 -0.015115 0.005145 -0.039956 -0.021816 0.022095 -0.01373 -
0.023149 0.016843 0.026338 0.020654 -0.02667 0.034301 -0.00845 -0.004518 -0.014756
internal_weight=0.0 1330.33 1202.89 1127.16 697.058 650.126 430.101 324.659 75.7274
582.398 147.023 59.3445 435.375 67.7284 150.826 117.518 173.834 125.238 127.448
26.2315 105.442 48.5958 48.3334 17.4255
internal_count=59777 59330 55431 54004 35119 30185 18885 13765 1427 26728 10552
1017 16176 3457 6545 3948 7220 5818 3899 447 5120 1402 1197 925
shrinkage=0.1
Tree=103
num_leaves=25
num_cat=0
split_feature=19 164 5 165 11 89 167 57 136 105 76 71 167 167 92 16 75 192 125 54
167 124 111 189
split_gain=5.2036 6.71551 11.516 9.93504 9.52214 12.3153 15.8875 9.29623 8.99555
8.93429 8.39167 7.85487 7.92387 7.16246 5.72111 6.14001 5.59058 5.117 4.89184
4.81761 4.79526 4.78049 4.67324 4.49979
threshold=0.256395 0.706354 0.333333 0.661375 29.142082 45.448216 0.021323 0.407142
0.235229 0.855813 14.448291 0.703001 0.012197 0.002698 0.562186 0.36767 4.642565
0.932529 0.554431 0.646645 0.000507 0.198959 0.102783 0.754406
decision_type=2 2 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 3 13 4 5 6 -2 -6 -5 -9 -7 12 20 -3 15 -1 -12 21 19 -15 -10 -16 -21 -
17
right_child=1 2 -4 8 7 10 -8 9 11 -11 16 -13 -14 18 17 23 -18 -19 -20 22 -22 -23 -
24 -25
leaf_value=0.016273 0.040274 0.016687 0.027683 0.008256 -0.034625 0.015231 -
0.018033 0.019356 0.005314 -0.022869 -0.036243 0.001043 0.005745 0.001198 -0.000732
-0.02001 0.011249 -0.01366 0.006102 0.005616 -0.062728 0.035734 -0.045448 0.015169
leaf_weight=75.599322 122.910966 55.161485 120.338019 39.300517 86.883198 41.732424
37.495641 82.480168 4.549135 42.882331 62.831726 38.188276 14.746153 42.033533
45.430401 116.252875 11.160126 10.889943 48.758481 11.669587 71.582062 102.929439
52.826993 14.143899
leaf_count=3775 5304 3349 6446 1436 4915 1849 1009 5955 502 2409 1149 1296 432 1092
1837 4529 563 515 2001 334 1722 5331 1140 887
internal_value=0.0 -0.003591 0.00743 -0.009259 -0.001317 0.010314 0.025722 -
0.015672 -0.02746 0.002794 -0.012175 -0.037717 -0.049246 -0.006794 0.009768 -
0.001614 -0.02758 0.021794 -0.016914 -0.026227 -0.058192 0.026834 -0.037597 -
0.01343
internal_weight=0.0 987.531 330.788 656.743 488.377 276.131 160.407 212.246 168.366
125.362 115.724 129.066 90.8773 210.45 365.246 205.996 73.9919 159.25 155.289
106.53 76.1312 148.36 64.4966 130.397
internal_count=59777 42903 14362 28541 23153 9874 6313 13279 5388 8364 3561 3952
2656 7916 16874 9191 1712 7683 4567 2566 2224 7168 1474 5416
shrinkage=0.1
Tree=104
num_leaves=25
num_cat=0
split_feature=41 123 10 61 126 70 13 11 26 91 186 95 141 108 123 166 195 23 112 38
73 115 10 155
split_gain=5.10639 11.9065 9.07634 9.32493 8.60202 8.12132 7.63998 8.95149 8.89711
7.71437 8.02784 7.95623 6.83463 5.91755 5.91695 5.90523 5.84742 5.42344 4.32621
4.26447 4.21789 3.95914 3.91253 3.67059
threshold=0.931549 0.530947 409.98915 0.840478 0.595913 0.215741 0.160571 62.362007
0.04602 0.691743 0.383898 0.544131 0.098334 0.88798 0.866533 0.002153 0.986005
13.608746 0.021439 0.1987 0.295464 -0.822186 105.103035 154.647147
decision_type=2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 10 2 2 2 2 2 2 2
left_child=2 4 3 6 -2 19 7 14 16 10 13 12 -11 -10 -1 -3 22 -7 -6 -5 -9 -19 -8 -23
right_child=1 15 -4 5 18 17 8 20 9 11 -12 -13 -14 -15 -16 -17 -18 21 -20 -21 -22 23
-24 -25
leaf_value=0.028196 0.004759 0.025328 0.035226 0.011137 0.004082 -0.009083 0.029137
0.011424 -0.034919 0.00818 0.01206 0.021514 -0.032576 -0.002116 -0.010779 -0.013141
-0.013972 0.001749 -0.053711 -0.023309 -0.024759 0.043167 -0.011738 -0.000178
leaf_weight=136.932272 35.632293 53.55327 38.606788 30.982307 8.449579 22.245382
75.688464 19.145456 239.166872 53.707029 33.683559 69.336501 44.061388 75.648271
25.879279 34.756655 30.421361 43.859527 52.989333 39.365478 53.596596 102.891031
5.297472 22.019416
leaf_count=3900 1641 3621 9755 1709 333 539 2852 1094 7316 1997 1596 2565 1344 2115
738 1366 602 2083 1944 1457 2183 5813 618 596
internal_value=0.0 -0.013634 0.002718 0.000382 -0.032462 0.015556 -0.004716
0.009526 -0.010331 -0.01573 -0.023441 0.001801 -0.014403 -0.028212 0.021052
0.010802 0.012118 0.024899 -0.04729 -0.009607 -0.014515 0.030304 0.023361 0.03737
internal_weight=0.0 185.381 1162.53 1123.93 97.0712 261.363 862.565 235.554 627.011
515.604 348.499 167.105 97.7684 314.815 162.812 88.3099 111.407 191.015 61.4389
70.3478 72.7421 168.77 80.9859 124.91
internal_count=59777 8905 50872 41117 3918 12197 28920 7915 21005 16933 11027 5906
3341 9431 4638 4987 4072 9031 2277 3166 3277 8492 3470 6409
shrinkage=0.1
Tree=105
num_leaves=25
num_cat=0
split_feature=1 6 43 167 6 41 164 116 12 156 89 152 76 180 71 12 53 102 143 181 153
2 126 162
split_gain=4.89733 6.67418 11.7778 11.0444 9.16934 11.725 10.5587 7.57707 7.21294
7.00647 6.64371 6.34111 7.80263 5.86058 5.64559 4.57085 5.15947 5.21821 4.52371
6.2099 4.36889 4.34924 5.28452 4.32937
threshold=0.666667 0.004693 0.412576 0.003212 0.333333 0.828395 0.701253 1.067531
186.105559 0.96149 71.253388 0.066194 25.108566 365.536195 0.938132 111.965292
0.692654 11.285293 0.906076 0.664953 6.747717 0.216216 0.891188 0.920188
decision_type=2 2 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 8 11 14 23 9 21 -4 20 18 15 -7 16 -2 -18 19 -13 -6 22 -3 -5
right_child=13 4 10 7 5 6 -8 -9 -10 -11 -12 12 -14 -15 -16 -17 17 -19 -20 -21 -22 -
23 -24 -25
leaf_value=0.018517 0.023504 -0.044411 0.031019 -0.04151 0.017801 -0.040673
0.014619 0.012439 0.012775 0.003519 -0.009389 -0.007344 -0.004976 0.036599 0.009594
-0.024377 -0.023039 0.014345 -0.00341 0.041066 -0.016713 -0.003957 0.000377 0.00694
leaf_weight=54.815054 65.964839 140.005703 152.562963 76.959064 13.480521 85.749667
37.836652 20.352645 35.855269 63.728724 30.79354 17.926665 84.241407 33.215608
10.317233 11.431073 42.052313 30.289383 28.924247 124.862872 85.535335 58.661215
29.82721 9.046752
leaf_count=3415 3691 2079 7720 1562 2336 2729 1674 766 3321 1513 970 514 2369 10300
411 838 1317 1271 1248 5194 1942 1778 538 281
internal_value=0.0 -0.002384 0.00863 -0.009883 -0.007226 0.001622 -0.02002 -
0.025633 -0.019119 -0.024146 0.023736 0.011038 0.018557 0.013704 -0.033983 0.001758
0.009071 -0.007834 0.028838 0.034684 -0.008116 -0.031229 -0.038002 -0.035786
internal_weight=0.0 1161.48 344.53 161.174 816.953 488.875 133.904 106.358 328.078
292.223 183.357 354.971 255.955 182.953 96.0669 149.738 138.307 72.3417 171.714
142.79 99.0159 228.494 169.833 86.0058
internal_count=59777 42360 14714 6024 27646 18417 4814 2609 9229 5908 8690 13603
9325 17417 3140 7117 6279 2588 6956 5708 4278 4395 2617 1843
shrinkage=0.1
Tree=106
num_leaves=25
num_cat=0
split_feature=19 169 188 171 78 75 109 104 164 189 33 83 20 86 82 76 64 24 30 111
61 10 185 76
split_gain=4.80187 6.33295 8.53394 7.52909 7.51407 6.98275 7.82936 6.22364 7.00508
7.80387 7.50405 7.54391 5.55121 5.44108 5.29755 5.00753 4.96477 6.8254 4.8222
4.77973 5.11924 8.14579 4.69338 4.61353
threshold=0.256395 0.0 0.373548 0.917847 0.62739 -12.779161 0.034276 0.04505
0.982846 -0.415251 0.666001 0.203986 0.233862 0.339488 0.841006 22.338662 7.450301
54.914543 0.481068 0.944555 0.739416 3.763724 0.858022 83.160308
decision_type=2 2 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 4 7 13 5 6 -2 22 9 -9 11 -11 16 -4 -8 -6 17 -1 -7 20 21 -14 -3 -19
right_child=1 2 3 -5 15 18 14 8 -10 10 -12 -13 19 -15 -16 -17 -18 23 -20 -21 -22 -
23 -24 -25
leaf_value=-0.022211 0.009788 0.020986 -0.010041 -0.011727 0.017003 -0.016679 -
0.048638 0.009135 0.019191 0.007181 0.001722 -0.045447 -0.03478 0.032515 -2.3e-05 -
0.012943 0.029633 0.02975 0.015072 0.020085 0.010193 0.01297 -0.01522 -0.014229
leaf_weight=35.056755 20.060315 85.230171 16.020735 40.95044 88.401753 54.240432
99.873447 58.39699 24.804698 20.546072 62.998035 110.970887 70.229864 139.727797
26.848526 58.955902 116.170998 34.267277 54.055406 25.395744 48.074751 26.446173
15.968224 5.758374
leaf_count=1334 444 4813 756 2310 3959 2117 2235 3235 1257 1095 3534 4919 1729 7541
686 1369 6328 1320 2111 1175 2655 2235 522 98
internal_value=0.0 -0.003437 0.00327 0.018224 -0.012445 -0.021691 -0.03333 -
0.005519 -0.01286 -0.01828 -0.026684 -0.037456 0.009457 0.026928 -0.040908 0.004792
0.01955 -0.001022 -0.001023 -0.003482 -0.011194 -0.021721 0.012482 0.019356
internal_weight=0.0 978.05 575.614 196.699 402.436 255.078 146.782 378.915 277.717
252.912 194.515 131.517 361.4 155.749 126.722 147.358 191.253 75.0824 108.296
170.147 144.751 96.676 101.198 40.0257
internal_count=59777 42903 29982 10607 12921 7593 3365 19375 14040 12783 9548 6014
16874 8297 2921 5328 9080 2752 4228 7794 6619 3964 5335 1418
shrinkage=0.1
Tree=107
num_leaves=25
num_cat=0
split_feature=167 167 166 2 180 174 153 179 49 156 102 191 180 36 102 75 10 131 168
179 44 102 184 69
split_gain=4.76894 5.05261 5.63843 8.34036 11.1075 11.512 9.22739 14.3982 16.9275
10.3306 9.67611 8.27417 8.25431 7.88574 7.69985 10.1326 9.42027 10.204 7.50405
6.80568 6.7862 6.00887 5.79255 6.56498
threshold=0.070181 0.000354 4.5e-05 0.086957 26.04475 0.815566 5.966843 0.76475
3.347031 0.984475 -15.156296 0.732616 24.64215 -1.478815 -0.527849 -38.08678 0.0
0.722453 0.001908 20.543683 0.38614 4.459898 0.865765 0.024879
decision_type=2 2 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 20 6 14 22 13 8 18 12 -10 -7 -9 -4 15 -5 21 -18 -8 -15 -3 -16 23 -6
right_child=-2 2 3 4 5 11 7 9 10 -11 -12 -13 -14 19 16 -17 17 -19 -20 -21 -22 -23 -
24 -25
leaf_value=0.023708 0.027318 0.011939 0.013866 -0.022228 -0.006306 0.011036
0.015174 0.004007 -0.014992 0.01494 0.042573 -0.035858 -0.035782 -0.04686 -0.023326
0.028206 -0.045353 0.009189 -0.021761 0.010458 -0.042231 0.018628 -0.007555
0.042034
leaf_weight=36.667079 20.529618 12.472502 12.557154 23.562756 20.930029 63.464507
51.199472 59.608008 13.801284 50.243458 117.63909 19.366694 160.848599 80.186859
9.237107 77.132261 77.916476 30.997003 106.641837 8.936057 27.836854 72.237677
19.804472 162.995769
leaf_count=6630 1819 1225 1051 438 1496 4603 1800 1003 208 1135 2857 1055 3108 2474
180 2157 1701 846 1806 2007 1687 1910 1633 14948
internal_value=0.0 -0.00102 -0.002455 -0.000748 0.007737 0.020443 -0.008179 -
0.002208 0.012474 -0.017482 0.034359 -0.00822 -0.026082 -0.030856 -0.005753
0.013334 -0.016443 -0.031557 -0.009097 -0.039589 -0.027877 0.00757 0.031529
0.036369
internal_weight=0.0 1316.28 1279.62 1239.31 577.645 286.561 661.662 559.982 289.282
270.7 131.44 82.8312 220.457 101.68 291.083 100.695 190.388 108.913 157.841 89.1229
40.3094 81.4748 203.73 183.926
internal_count=59777 57958 51328 48416 30967 23735 17449 11917 6671 5246 3065 5658
4111 5532 7232 2595 4637 2547 3606 4481 2912 2090 18077 16444
shrinkage=0.1
Tree=108
num_leaves=25
num_cat=0
split_feature=164 148 18 132 132 107 195 4 4 191 134 21 27 160 134 110 154 38 75
126 89 134 153 88
split_gain=4.76301 8.29441 7.07534 6.90369 8.21452 7.70347 9.16363 9.4151 8.18731
7.82114 6.53862 7.44058 6.26181 5.44748 5.24545 5.02349 4.98364 4.93294 4.40431
4.60754 4.35926 4.25593 4.46523 4.13453
threshold=0.012368 0.644114 0.251998 0.332299 0.061526 0.815641 0.966809 0.565644
0.036556 -0.276864 0.519512 0.27659 0.438531 0.001219 0.201581 0.997301 18.179721
2.28876 -54.770792 0.982654 85.538915 0.933617 3.634214 -69.920539
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
left_child=1 2 -1 4 14 6 7 17 -8 -10 11 -6 21 -13 -2 20 -4 23 -7 -20 -15 22 -9 -5
right_child=3 -3 16 5 10 18 8 12 9 -11 -12 13 -14 15 -16 -17 -18 -19 19 -21 -22 -23
-24 -25
leaf_value=0.01047 0.027498 0.014109 0.009697 -0.007913 0.00401 -0.006879 -0.031627
0.010061 -0.017734 0.022854 0.004622 0.009623 0.014348 -0.048422 -0.003484 0.007064
-0.041043 -0.011364 0.034155 -0.004448 0.005346 0.011291 -0.038629 0.029012
leaf_weight=23.413407 49.932121 45.298431 6.438419 16.891831 56.04106 25.291744
83.769956 5.232755 49.9691 58.678672 91.279957 9.292565 31.598857 112.513595
115.637411 9.623342 85.852606 18.432076 142.907408 26.363142 8.032716 6.67337
54.060122 197.335782
leaf_count=1503 2282 2328 1608 368 2496 787 1424 1490 1054 1729 3773 424 2442 4054
4853 434 2854 635 6648 1268 292 521 2005 12505
internal_value=0.0 -0.01406 -0.025924 0.002507 -0.006791 0.008426 0.001521 0.011183
-0.014088 0.004422 -0.01621 -0.025055 -0.011633 -0.034992 0.009487 -0.039755 -
0.035566 0.021077 0.023427 0.028435 -0.044366 -0.024845 -0.031923 0.025274
internal_weight=0.0 161.003 115.704 1169.56 452.353 717.205 522.643 330.225 192.418
108.648 286.783 195.503 97.5651 139.462 165.57 130.17 92.291 232.66 194.562 169.271
120.546 65.9662 59.2929 214.228
internal_count=59777 8293 5965 51484 18608 32876 24173 19966 4207 2783 11473 7700
6458 5204 7135 4780 4462 13508 8703 7916 4346 4016 3495 12873
shrinkage=0.1
Tree=109
num_leaves=25
num_cat=0
split_feature=111 46 61 111 153 107 50 179 7 109 50 25 173 75 190 159 112 76 191
171 126 180 82 168
split_gain=4.63739 6.5923 6.30768 5.68077 11.1435 8.50639 8.7678 9.45857 11.0695
8.23935 6.71502 6.1715 6.05019 6.00428 6.41751 5.89826 5.73851 5.02621 4.86086
4.71034 4.70824 4.60259 4.46593 4.40114
threshold=0.076006 0.771933 0.509923 0.619853 3.432249 0.877387 1.430175 9.503918
0.625 0.079844 7.803333 31.500768 0.854177 -7.813005 0.897923 0.458994 0.979195 -
3.479768 -0.722919 0.988144 0.010956 0.2059 0.624496 0.006103
decision_type=2 2 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 23 -3 4 20 6 -5 8 9 -8 13 -7 -9 14 19 -15 17 -13 -10 -6 -2 -11 -12 -1
right_child=3 2 -4 5 10 11 7 12 18 21 22 16 -14 15 -16 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.031689 -0.009045 0.01237 -0.02693 0.026908 -0.039014 -0.008211
0.013555 0.024959 -0.015023 0.007023 -0.00974 -0.003076 -0.016003 -0.017627
0.007247 0.016751 -0.006497 0.048729 0.021306 0.007404 0.034739 -0.035942 0.021504
-0.001055
leaf_weight=97.422236 15.374133 47.949914 38.058554 42.54094 185.652584 32.197948
22.518136 79.828056 20.591568 14.070748 65.090484 16.896953 18.478245 66.931501
26.140713 51.274377 19.733982 64.076508 66.551909 10.824467 34.221462 195.017767
40.996944 54.275318
leaf_count=5820 1945 1937 1299 2903 4621 1081 596 7561 268 680 1952 1034 1900 2114
794 2040 918 3084 1377 448 8301 3597 1232 2275
internal_value=0.0 0.011684 -0.008102 -0.002706 -0.010189 0.003815 -0.003056 -
0.008282 -0.016283 -0.026492 -0.015559 0.022663 0.014767 -0.021802 -0.030204 -
0.002215 0.032072 0.040515 0.010616 -0.035596 0.023193 -0.032351 0.004966 0.022249
internal_weight=0.0 237.706 86.0085 1089.01 496.507 592.503 459.597 417.056 318.75
231.607 446.911 132.905 98.3063 340.824 222.618 118.206 100.707 80.9735 87.1435
196.477 49.5956 209.089 106.087 151.698
internal_count=59777 11331 3236 48446 23447 24999 18882 15979 6518 4873 13201 6117
9461 10017 5863 4154 5036 4118 1645 5069 10246 4277 3184 8095
shrinkage=0.1
Tree=110
num_leaves=25
num_cat=0
split_feature=36 49 141 153 24 63 101 10 157 140 13 49 141 153 24 111 129 166 24
115 10 115 76 114
split_gain=4.64927 10.2532 9.02114 10.6392 8.69522 9.44535 9.14069 9.00105 12.5268
10.5339 10.4139 8.54405 8.29293 8.24283 8.09434 7.78986 6.00977 5.85592 8.0789
5.75313 7.76294 9.5447 6.24405 6.21647
threshold=0.06095 7.190576 -0.010385 7.634603 35.75757 7.92343 -72.218107 0.930654
0.190823 0.09331 0.740292 0.786012 -0.299871 4.202872 29.905628 0.613944 -0.127149
0.017113 40.62743 -0.477521 2.844086 2.894374 -21.540364 1.353869
decision_type=2 2 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 -2 14 19 -7 9 -9 11 13 15 -3 -10 -1 -8 17 18 -5 -6 21 22 -21 -22
right_child=1 12 -4 16 5 6 7 8 10 -11 -12 -13 -14 -15 -16 -17 -18 -19 -20 20 23 -23
-24 -25
leaf_value=0.012308 0.026038 -0.013052 -0.041201 0.014619 0.015455 -0.022181 -
0.020756 0.02619 0.018015 -0.015956 0.019347 0.046413 0.030547 -0.030244 -0.0311
0.027283 0.010136 0.014335 -0.033968 0.01006 0.027707 0.011189 -0.04971 -0.019346
leaf_weight=38.992719 44.344678 41.241642 61.465712 17.026219 33.326948 27.954703
34.32535 123.651743 15.140566 19.763871 51.621929 164.434333 70.220984 129.182053
77.353975 19.242405 51.120673 13.67473 152.328739 6.035657 28.227485 24.993965
69.063471 10.1914
leaf_count=2589 6137 1210 1835 591 1716 1021 1069 7943 3436 844 4190 4748 4338 4695
3107 800 1477 269 2791 504 1703 626 1399 739
internal_value=0.0 -0.007429 -0.015717 -0.005461 0.004618 0.00868 0.014536 0.017794
0.005513 0.031014 -0.009822 0.037158 0.01523 -0.022267 -0.017121 0.000847 -0.014464
-0.021955 -0.027149 -0.010195 -0.018529 -0.030136 -0.043005 0.011616
internal_weight=0.0 451.423 339.961 278.495 873.503 757.156 585.317 557.362 319.596
237.766 195.945 218.002 111.463 144.323 116.347 53.5678 234.15 183.03 169.355
171.839 138.512 100.093 75.0991 38.4189
internal_count=59777 18648 13100 11265 41129 35433 28746 27725 20264 7461 12321
6617 5548 8131 5696 1869 5128 3651 3382 6687 4971 2529 1903 2442
shrinkage=0.1
Tree=111
num_leaves=25
num_cat=0
split_feature=115 90 172 167 76 120 62 127 90 192 37 114 24 63 36 24 142 194 112 25
38 25 10 75
split_gain=4.72445 9.62638 6.77438 7.76165 7.28051 6.6847 6.96445 8.19013 7.70256
6.25451 5.62727 8.89539 6.56072 9.49813 10.837 9.26476 10.3962 8.26279 7.15361
6.91359 6.42477 7.83042 6.40543 5.7508
threshold=3.088809 22.3107 0.003388 0.002733 8.922614 0.150358 7.786502 -0.888288 -
23.150183 0.269487 -0.227899 -2.987507 60.914782 9.608503 2.027468 45.228257
0.000751 0.942783 0.152443 123.601348 0.175717 58.605943 0.0 -2.09541
decision_type=2 2 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 -1 5 -4 7 -7 -8 -5 11 -6 15 14 19 16 22 18 -17 -14 21 -15 -12 -18
right_child=1 -3 4 9 10 6 8 -9 -10 -11 12 -13 13 20 -16 17 23 -19 -20 -21 -22 -23 -
24 -25
leaf_value=0.01434 -0.039399 0.011876 -0.006428 -0.027437 -0.022397 0.02446 -
0.013044 -0.013966 0.044809 0.003408 -0.010156 0.034363 0.036217 0.01277 -0.023716
0.003393 -0.03249 0.013061 -0.044424 -0.011798 0.010534 -0.046436 0.034195 0.01359
leaf_weight=68.531134 39.494538 39.666926 74.305942 156.676089 6.394147 68.67911
8.220274 73.287366 111.625061 85.580516 24.518308 52.675474 125.124412 11.111584
15.360845 32.50126 43.299783 21.615208 105.268195 15.651445 33.786093 30.709277
64.202383 12.335259
leaf_count=5423 809 1924 5219 3417 293 4845 415 3831 10569 1785 742 2671 5096 421
238 1251 804 796 3135 469 1262 1150 2562 650
internal_value=0.0 -0.018436 0.002257 -0.009707 0.0065 0.017358 0.024076 0.005935
0.038482 -0.017626 -0.000366 0.021472 -0.004154 0.007752 0.020258 -0.013087
0.004935 -0.02707 -0.034954 0.029388 -0.016071 -0.032142 0.022583 -0.020796
internal_weight=0.0 79.1615 1241.46 310.788 930.671 336.118 261.812 141.966 119.845
242.257 594.554 59.0696 535.484 231.744 156.137 303.74 144.356 159.385 137.769
140.776 75.607 41.8209 88.7207 55.635
internal_count=59777 2733 57044 10625 46419 24879 19660 8676 10984 5202 21540 2964
18576 8636 5803 9940 4758 5182 4386 5565 2833 1571 3304 1454
shrinkage=0.1
Tree=112
num_leaves=25
num_cat=0
split_feature=83 179 108 83 153 97 166 169 104 48 80 45 102 151 63 99 36 168 194
183 68 93 187 56
split_gain=4.51509 6.33012 7.01304 5.87254 7.6175 7.85422 7.55891 6.70689 9.76748
9.01118 8.93501 8.12854 6.95658 8.50297 6.77698 6.28318 5.66107 5.3345 4.90176
4.66522 4.43252 4.19501 3.94255 3.92394
threshold=0.921402 0.4116 0.469265 0.271233 97.100377 0.709294 0.000158 0.0 0.80969
0.399005 0.824427 0.675597 48.504334 0.017711 6.858885 0.699008 0.06095 0.003191 -
0.934731 -0.808642 0.069207 0.688074 -0.399011 0.110537
decision_type=2 2 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 5 6 -1 10 14 -10 12 -11 13 -5 -9 21 19 -18 -15 -16 -20 -7 -4 -
8
right_child=1 2 22 7 -6 15 23 8 9 11 -12 -13 -14 18 16 -17 17 -19 20 -21 -22 -23 -
24 -25
leaf_value=-0.012892 0.031909 0.018799 0.008863 0.011552 -0.022171 -0.029724 -
0.001465 -0.012464 0.011491 -0.04095 0.008626 0.00469 0.014099 0.004567 -0.007169
0.01643 -0.020309 0.017529 0.000898 0.035359 -0.046697 0.007989 -0.028423 0.032668
leaf_weight=30.351395 59.57766 51.51248 18.139148 21.678589 37.140098 58.149239
35.499554 53.117586 63.298761 80.965554 74.865168 45.641566 14.475133 16.621613
15.798145 37.17117 35.819728 30.836368 19.925779 118.916034 148.95004 21.016962
48.041883 176.938631
leaf_count=2740 2304 2878 1088 868 612 2002 1422 2820 4169 3272 2707 2172 495 735
1028 2317 1717 1269 622 7096 4600 955 2174 7715
internal_value=0.0 0.013539 -0.00164 -0.002102 0.007254 0.01229 0.021422 -0.007229
0.000768 -0.014676 -0.017846 -0.027385 -0.026751 -0.031498 0.012747 -0.007369
0.020406 -0.002764 -0.037738 0.029838 -0.041997 -0.02038 -0.018696 0.027645
internal_weight=0.0 177.271 117.694 1137.18 396.267 359.127 242.79 740.91 444.394
189.906 296.516 126.607 221.651 207.176 254.488 116.337 201.37 66.6561 185.497
134.714 168.876 79.1662 66.181 212.438
internal_count=59777 8444 6140 51333 17763 17151 11877 33570 23543 9613 10027 5444
7320 6825 13930 5274 11110 2986 5957 8124 5222 2957 3262 9137
shrinkage=0.1
Tree=113
num_leaves=25
num_cat=0
split_feature=76 154 155 37 76 37 187 116 24 139 24 68 53 138 76 75 160 158 115 190
60 75 84 154
split_gain=4.39173 6.32045 6.93918 8.50471 10.8258 10.6774 8.15615 9.01928 8.30836
8.02501 7.92235 6.28984 6.65194 5.8975 5.52945 5.39833 5.27662 4.93175 4.47032
3.81536 3.69814 3.62103 3.49347 3.3295
threshold=119.594642 295.438222 150.479216 1.011952 39.024906 -0.857518 0.437937
0.654978 29.905628 0.016301 72.194385 0.41665 0.76462 0.327005 68.191246 -7.508742
0.924428 0.813687 2.539927 -0.839593 0.871857 36.353538 0.634456 350.642564
decision_type=2 2 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 -1 8 -8 -7 13 15 12 17 19 -6 -4 21 -11 -3 -5 -14 -13 -21 -2
right_child=23 18 10 9 14 6 7 -9 -10 11 -12 16 20 -15 -16 -17 -18 -19 -20 22 -22 -
23 -24 -25
leaf_value=0.024799 0.007791 0.030533 -0.049124 0.008669 0.035308 0.017654 -
0.013089 0.026182 -0.025012 0.027022 0.010778 0.037503 -0.024259 0.013788 -0.009803
0.006859 -0.005925 -0.011652 -0.00337 -0.042711 0.012637 -0.006275 0.003464 -
0.034741
leaf_weight=41.005176 8.21997 75.570422 37.587647 9.15599 49.16406 21.691885
97.670047 60.405628 379.557608 65.882744 25.831765 154.354674 58.433385 28.831304
17.483023 10.191129 25.416351 19.855758 46.679293 30.650619 8.097401 8.767903
13.4934 17.215993
leaf_count=4587 260 2702 507 594 2722 1611 4172 3191 17386 3278 660 7698 2045 1303
1044 260 1230 960 1197 837 517 336 493 187
internal_value=0.0 0.0016 -0.000953 0.001457 -0.005489 -0.010148 -0.014254 0.004228
-0.021256 0.011929 -0.024312 0.018353 0.001992 -0.01191 0.024223 -0.03951 0.028805
0.017159 0.019997 -0.025798 -0.016604 0.034337 -0.033723 -0.024639
internal_weight=0.0 1285.78 1163.53 1089.92 666.977 600.33 559.325 158.076 401.249
422.94 73.6105 340.808 152.269 82.1313 66.6471 47.7788 188.539 85.7385 122.25 53.3
66.5308 163.123 44.144 25.436
internal_count=59777 59330 55431 54004 34713 30947 26360 7363 18997 19291 1427
16064 6800 3227 3766 767 9264 4238 3899 1924 2562 8034 1330 447
shrinkage=0.1
Tree=114
num_leaves=25
num_cat=0
split_feature=62 63 154 76 128 37 101 141 154 36 181 75 116 67 88 113 12 131 102
158 179 153 88 104
split_gain=4.28803 5.53787 7.89211 7.78842 9.14548 10.1128 9.09809 8.74995 8.55294
8.47109 9.30605 8.18303 8.09049 9.38143 9.12653 8.75725 6.62619 6.42321 6.1907
5.89132 5.88222 5.7938 5.61176 4.54687
threshold=9.712401 9.755062 65.265912 19.953319 -0.196546 0.098656 -30.582996
0.414482 140.310887 -1.124285 1.236025 26.130329 0.84511 0.679555 29.482867 0.99929
7.885305 0.883688 38.143006 0.093825 20.543683 104.722469 29.482867 0.943771
decision_type=2 2 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 17 4 5 6 -1 18 -6 -7 22 12 13 14 19 -14 -10 -3 -8 -5 -12 -15 -11 -4
right_child=-2 2 23 11 8 9 7 -9 16 10 20 -13 15 21 -16 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.018548 0.02469 -0.049763 0.016474 -0.001712 0.039747 0.036048 -
0.042519 0.017319 -0.0195 0.03989 -0.014565 0.020244 0.023665 0.014175 0.013319 -
0.021872 0.022201 0.010296 0.012086 -0.045065 0.01412 -0.023792 -0.008187 -0.018079
leaf_weight=22.437743 27.672496 35.266202 53.015415 41.943719 100.094643 51.005229
102.632315 10.907719 45.519037 40.624127 210.509931 49.967491 75.914061 90.243236
20.327352 27.276778 26.308045 7.117912 5.814161 144.732635 62.414521 16.71532
17.153632 22.932337
leaf_count=713 3787 1787 1835 1005 8044 2725 4998 808 794 2283 4211 3345 2589 3016
1144 644 1227 533 403 3059 8855 199 1000 773
internal_value=0.0 -0.000839 -0.018304 0.001507 0.008032 0.000843 -0.018828 -
0.028852 0.025479 0.00929 0.001589 -0.008064 -0.012989 -0.020343 -0.031034 0.00878
-0.001657 -0.039533 -0.037031 -0.037425 -0.006995 0.00322 0.02813 0.003308
internal_weight=0.0 1280.87 118.332 1162.54 695.421 523.499 141.792 119.354 171.922
381.707 330.702 467.121 417.153 313.962 207.004 103.191 71.8271 42.3841 108.446
186.676 272.924 106.959 57.7778 75.9478
internal_count=59777 55990 4928 51062 36061 25996 6922 6209 10065 19074 16349 15001
11656 8423 5208 3233 2021 2320 5401 4064 13066 3215 3283 2608
shrinkage=0.1
Tree=115
num_leaves=25
num_cat=0
split_feature=36 36 92 24 115 0 64 101 76 153 111 23 19 102 24 22 103 89 121 18 102
101 51 37
split_gain=4.42513 9.4795 8.5432 7.24192 7.90747 6.9808 6.97582 7.05227 6.62139
8.09624 8.14307 10.7096 6.31969 6.31945 6.01535 5.78265 5.38354 5.32483 5.05263
4.92136 4.88807 4.80752 4.70202 4.61207
threshold=0.06095 0.107185 0.500432 35.494077 2.15906 0.170546 5.18114 -72.218107
39.024906 3.135301 0.626027 30.840538 0.748747 27.205901 63.777536 0.15476
14.821421 45.448216 0.701739 0.626128 26.131464 -27.064373 6.807594 1.346333
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 16 5 4 15 12 13 -8 9 22 11 -11 -3 19 -12 -1 -2 21 -19 -5 -7 -4 -9 -10
right_child=1 2 17 6 -6 20 7 8 23 10 14 -13 -14 -15 -16 -17 -18 18 -20 -21 -22 -23
-24 -25
leaf_value=-0.021165 -0.048514 -0.031158 -0.007322 -0.035001 -0.039397 0.025745 -
0.019466 0.046577 0.043825 0.011818 0.003309 -0.022609 0.007298 0.016579 0.036124
0.017806 0.007917 0.011324 -0.023698 0.006764 -0.014044 0.033321 -0.00773 -0.002733
leaf_weight=20.045594 30.402973 123.348538 21.029708 52.098041 31.503574 35.140315
30.04245 34.269632 68.551819 135.043697 146.508714 149.499819 39.222176 21.860501
59.736333 60.445632 8.544134 58.484282 29.754658 23.585135 17.830449 81.089091
6.827541 20.436844
leaf_count=1003 848 3139 687 1630 917 3465 1064 8389 3796 3835 4678 5831 1148 1140
2550 3603 344 2367 974 997 991 4685 761 935
internal_value=0.0 -0.007048 -0.000745 0.004787 -0.015411 -0.013243 0.008465
0.012232 0.014896 0.009087 0.003856 -0.006836 -0.022267 -0.012791 0.017293 0.00417
-0.038397 0.013229 -0.004267 -0.024173 0.01203 0.025231 0.038163 0.035642
internal_weight=0.0 444.846 405.899 860.455 111.995 215.541 748.461 650.917 620.874
531.886 490.789 284.544 162.571 97.5437 206.245 80.4912 38.9471 190.358 88.2389
75.6832 52.9708 102.119 41.0972 88.9887
internal_count=59777 18648 17456 41129 5523 8743 35606 31839 30775 26044 16894 9666
4287 3767 7228 4606 1192 8713 3341 2627 4456 5372 9150 4731
shrinkage=0.1
Tree=116
num_leaves=25
num_cat=0
split_feature=167 167 154 115 90 173 195 4 76 140 78 128 140 195 24 24 142 53 23 36
156 115 154 76
split_gain=4.15389 4.86091 5.73022 5.67826 7.58338 6.39162 8.96272 8.60119 7.52413
8.92726 11.3467 10.3757 7.98162 7.4587 6.91551 8.48234 7.80814 6.51432 5.76797
7.41339 5.44934 5.13422 4.18474 5.35235
threshold=0.070181 0.052175 124.877549 3.088809 22.951232 0.004231 0.39139 0.0
20.317183 -0.078119 0.658124 -1.323948 -0.070561 -0.998184 63.777536 45.943699
0.101202 0.552612 171.093068 2.027468 0.596256 0.1221 154.131514 6.700474
decision_type=2 2 2 2 2 2 10 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 5 -5 6 22 20 9 11 17 -7 -12 -13 15 21 -17 -11 19 -16 -8 -10 -1 -
24
right_child=-2 2 -4 4 -6 8 7 -9 14 10 12 13 -14 -15 18 16 -18 -19 -20 -21 -22 -23
23 -25
leaf_value=0.024806 0.026102 0.010832 -0.037955 -0.038002 0.009156 -0.018802 -
0.01267 -0.034114 -0.01499 0.006284 -0.018794 -0.008562 0.03115 0.037147 0.023023 -
0.037095 0.016462 -0.027348 -0.023489 -0.021149 0.025608 0.022106 -0.028936 0.01411
leaf_weight=52.278561 19.401024 14.262461 26.945438 39.248224 36.230874 19.321087
45.673846 112.750875 27.056172 77.44866 11.464766 25.364503 96.113594 216.055465
145.27562 102.836592 8.478773 94.416432 7.72512 13.112823 24.990295 47.265164
13.168274 24.177815
leaf_count=5686 1819 1132 488 770 1781 462 718 2325 935 4632 265 1939 6534 12927
6494 2887 484 4279 179 159 440 1371 290 781
internal_value=0.0 -0.000596 -0.024069 0.000936 -0.020125 0.00295 -0.009504 -
0.020736 0.007019 0.014038 0.00099 0.025951 0.02205 0.031781 -0.004095 -0.01582 -
0.029627 -0.013904 0.009536 0.015712 0.005308 0.00804 0.012743 -0.008273
internal_weight=0.0 1281.66 41.2079 1240.45 75.4791 1164.97 273.04 183.415 891.935
540.185 279.443 260.741 107.578 241.42 351.75 185.637 111.315 171.865 166.114
158.388 70.6641 74.3213 89.6246 37.3461
internal_count=59777 57958 1620 56338 2551 53787 10240 3483 43547 31038 15710 15328
6799 14866 12509 5677 3371 8911 6832 6653 1158 2306 6757 1071
shrinkage=0.1
Tree=117
num_leaves=25
num_cat=0
split_feature=36 36 154 166 103 175 115 62 24 115 63 101 88 10 157 89 140 75 112 89
114 103 10 103
split_gain=4.27565 8.42689 7.2573 13.273 7.90057 7.47117 7.68451 7.57609 6.78947
6.90863 6.62127 7.3281 7.76358 10.5128 8.16415 6.24965 5.99901 7.41516 5.59795
5.39009 5.24457 7.27064 5.00748 4.96724
threshold=0.06095 0.107185 136.190621 0.000597 -10.762729 0.772797 -0.78594
1.791273 35.75757 1.525616 7.92343 -72.218107 32.793921 47.86117 0.182349 20.474309
0.08707 -99.542423 0.557185 51.515762 -1.626983 7.457729 88.35484 14.821421
decision_type=2 2 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 23 5 -4 -5 6 -3 -8 9 -1 20 -12 13 16 -15 -11 17 -13 19 -14 21 -10 -21
-2
right_child=1 2 3 4 -6 -7 7 -9 10 15 11 12 18 14 -16 -17 -18 -19 -20 22 -22 -23 -24
-25
leaf_value=0.006795 -0.046467 -0.011262 -0.041258 -0.01897 0.023331 -0.014703 -
0.007385 0.038361 -0.012043 0.008402 -0.01972 -0.010878 0.012667 0.019838 -0.024776
-0.044672 -0.006565 0.035071 0.013702 -0.043154 -0.020014 0.032511 0.010455
0.007682
leaf_weight=63.041561 30.609965 41.591995 60.567293 35.788718 66.54007 60.371615
32.298887 104.613553 47.181007 14.91277 28.333432 20.030971 9.504495 31.749127
56.035603 37.319793 32.070505 315.902382 35.559422 34.404109 96.391402 24.91108
4.759104 8.449042
leaf_count=3889 848 2969 1371 656 1474 3324 704 6958 1482 618 1021 289 1753 3075
4553 1189 1186 10119 3807 1460 3888 1317 1483 344
internal_value=0.0 -0.007274 -0.001216 -0.015451 0.007306 0.00933 0.018716 0.028343
0.004408 -0.014869 0.008062 0.01303 0.01604 0.020936 -0.007424 -0.032475 0.027776
0.031426 -0.008588 -0.023721 -0.007943 0.009583 -0.034569 -0.03679
internal_weight=0.0 440.831 401.772 162.896 102.329 238.876 178.504 136.912 852.107
115.274 736.833 568.349 540.016 455.789 87.7847 52.2326 368.004 335.933 84.2271
48.6677 168.483 72.0921 39.1632 39.059
internal_count=59777 18648 17456 3501 2130 13955 10631 7662 41129 5696 35433 28746
27725 19222 7628 1807 11594 10408 8503 4696 6687 2799 2943 1192
shrinkage=0.1
Tree=118
num_leaves=25
num_cat=0
split_feature=112 38 92 120 75 89 24 2 65 116 47 112 122 140 103 145 181 114 195
181 126 64 86 177
split_gain=4.26892 5.67967 8.56671 8.13693 8.01291 8.90806 8.64683 7.74556 6.17352
6.32942 5.72292 7.20204 6.99889 5.57877 4.85631 4.55131 4.74945 4.51188 4.37571
4.27217 4.09896 3.99058 3.85 3.64927
threshold=0.043777 -0.377323 0.628169 0.943306 -12.528018 27.364759 43.713515
0.023084 0.288212 1.921382 0.878414 0.213318 0.978812 -0.02572 -38.470516 0.194818
26.509755 -1.448441 1.0 0.29522 0.109978 9.762447 0.549174 0.170958
decision_type=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=13 4 3 10 5 22 -7 19 15 -10 11 20 21 -1 -6 16 -4 -15 -16 -8 -3 -13 -2 -
12
right_child=1 2 8 -5 14 6 7 -9 9 -11 23 12 -14 17 18 -17 -18 -19 -20 -21 -22 -23 -
24 -25
leaf_value=0.021503 0.034493 -0.017841 -0.036359 0.013317 -0.011908 -0.046604
0.010036 0.022438 0.022797 -0.015454 -0.014476 -0.036648 0.008271 -0.02326 0.040238
0.006374 0.007812 0.012476 -0.002171 -0.030836 0.015977 0.00865 -0.006025 0.014924
leaf_weight=137.139363 22.981744 18.214823 34.220126 62.630103 8.33775 23.087677
14.182843 42.660829 163.585416 23.471397 33.735687 258.864141 27.12786 36.226944
72.89527 69.630276 17.45019 29.147835 25.526793 34.398917 49.926875 5.568148
20.050185 55.881227
leaf_count=6692 987 600 730 2690 708 641 703 2237 7800 1328 1374 10570 1260 1503
5677 3172 1196 2028 671 721 2911 835 764 1979
internal_value=0.0 -0.002643 -0.006715 -0.014231 0.009186 -0.005267 -0.018621
0.000806 0.005961 0.016045 -0.01888 -0.024005 -0.030101 0.011944 0.026017 -0.009695
-0.024573 -0.008639 0.031836 -0.01974 0.003571 -0.034638 0.02189 0.002751
internal_weight=0.0 1084.43 820.306 511.949 264.122 157.362 114.33 91.2426 308.357
187.057 449.319 359.702 291.56 202.514 106.76 121.301 51.6703 65.3748 98.4221
48.5818 68.1417 264.432 43.0319 89.6169
internal_count=59777 49554 36445 22219 13109 6053 4302 3661 14226 9128 19529 16176
12665 10223 7056 5098 1926 3531 6348 1424 3511 11405 1751 3353
shrinkage=0.1
Tree=119
num_leaves=25
num_cat=0
split_feature=167 166 179 153 179 156 132 180 53 158 177 52 104 109 36 148 44 111
185 11 195 25 37 180
split_gain=4.14329 4.65806 7.1873 7.88666 15.5709 10.1863 7.41053 7.1176 11.3437
10.4647 7.90814 7.85627 6.99562 6.86541 6.52794 6.13368 5.91956 5.47498 5.06745
4.58419 4.36186 4.20586 3.45335 3.30245
threshold=0.000354 4.5e-05 1338.0544 6.114145 2.7867 0.984475 0.332299 5.6202
0.597001 0.633188 0.054082 0.831519 0.956075 0.032161 -1.183429 0.684218 0.38614
0.833732 -0.650646 206.99463 -1.0 96.768632 1.160158 28838.884066
decision_type=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=20 16 3 4 12 7 17 11 9 -9 -10 14 13 -3 -5 -15 -2 -7 -4 -8 -1 -13 -18 -6
right_child=1 2 18 5 23 6 19 8 10 -11 -12 21 -14 15 -16 -17 22 -19 -20 -21 -22 -23
-24 -25
leaf_value=-0.011598 0.011928 0.008344 -0.007313 -0.025537 0.028456 -0.017079
0.03872 0.019511 0.006898 -0.015868 -0.030306 0.032741 0.004143 -0.057746 0.008962
0.002205 -0.044723 0.020047 0.038797 -0.006764 0.033189 -0.00855 0.007188 -0.010767
leaf_weight=7.127104 12.129439 11.19651 18.028091 48.159402 37.582514 57.227831
99.772122 154.505002 56.019058 106.241251 215.194278 86.864676 31.525697 76.513106
104.320031 16.347938 24.79156 25.312767 34.832041 12.984636 27.495433 12.210076
3.142238 4.821504
leaf_count=740 1273 420 3444 1363 6754 1394 3208 3364 1629 2136 3767 2006 1707 2351
3000 663 1327 687 11077 325 5890 168 405 679
internal_value=0.0 -0.00137 0.000181 -0.001915 -0.019061 0.001849 0.02007 -0.003471
-0.009808 0.004884 -0.022715 0.009408 -0.033518 -0.042877 -0.005054 -0.049749 -
0.02449 -0.002765 0.02674 0.033049 0.022627 0.026605 -0.038028 0.020834
internal_weight=0.0 1249.72 1209.66 1156.8 177.987 978.811 195.297 783.514 531.96
260.746 271.213 251.554 135.583 104.058 152.479 92.861 40.0632 82.5406 52.8601
112.757 34.6225 99.0748 27.9338 42.404
internal_count=59777 53147 50142 35621 12574 23047 5614 17433 10896 5500 5396 6537
5141 3434 4363 3014 3005 2081 14521 3533 6630 2174 1732 7433
shrinkage=0.1
Tree=120
num_leaves=25
num_cat=0
split_feature=171 182 100 36 101 37 167 114 82 71 135 143 92 195 37 137 12 10 74 23
139 142 182 182
split_gain=4.26243 7.73231 7.97634 6.22519 8.37109 10.2883 8.33463 6.03675 7.07434
7.36928 6.41267 5.96548 5.85806 5.85023 5.77671 5.74996 5.17598 5.74225 5.2687
5.04899 5.61182 5.30748 4.75105 4.64826
threshold=0.802784 -0.028694 0.326113 -0.079051 -25.064898 0.125242 0.009331
0.222441 0.736439 0.679086 0.880779 0.0 0.583775 0.431288 -0.187333 0.056744
4.905048 20.608347 0.75384 42.602286 0.957874 -1.023992 -0.6 0.925926
decision_type=2 10 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 8 10
left_child=1 2 12 4 16 6 14 8 9 10 15 -7 -1 23 -6 -2 -3 18 -18 20 21 -15 -9 -5
right_child=7 3 -4 13 5 11 -8 22 -10 -11 -12 -13 -14 19 -16 -17 17 -19 -20 -21 -22
-23 -24 -25
leaf_value=-0.021435 0.006599 0.007415 0.030163 0.021915 0.028334 -0.001588 -
0.028322 -0.01611 0.007944 0.00418 0.00689 0.036385 0.015208 0.009727 -0.011271 -
0.053921 -0.043097 0.008648 0.003325 0.001207 0.00352 -0.040482 0.025046 -0.013079
leaf_weight=47.47698 8.409536 75.807574 135.294132 48.67237 40.841541 49.74564
48.458225 8.912731 56.077965 43.181327 14.613722 131.25194 45.60403 7.986305
35.438248 72.338699 51.945515 28.171241 25.362394 84.039302 38.301872 113.671702
38.954738 29.712772
leaf_count=3510 518 1381 14277 2921 2125 1667 1001 1279 2931 2424 789 4394 4390 94
1276 3117 552 1502 275 2133 639 2065 3723 794
internal_value=0.0 0.002931 0.017603 -0.001862 0.005158 0.014551 -0.00651 -0.010836
-0.018128 -0.028098 -0.03957 0.027586 -0.004304 -0.011854 0.01242 -0.04749 -
0.010428 -0.021746 -0.032002 -0.018768 -0.027363 -0.035527 0.013419 0.008686
internal_weight=0.0 1037.78 228.375 809.407 487.022 305.736 124.738 242.489 194.621
138.543 95.362 180.998 93.081 322.384 76.2798 80.7482 181.287 105.479 77.3079
243.999 159.96 121.658 47.8675 78.3851
internal_count=59777 44996 22177 22819 14173 10463 4402 14781 9779 6848 4424 6061
7900 8646 3401 3635 3710 2329 827 4931 2798 2159 5002 3715
shrinkage=0.1
Tree=121
num_leaves=25
num_cat=0
split_feature=41 123 61 126 10 13 26 74 41 70 169 62 67 145 143 166 182 195 24 108
29 88 67 50
split_gain=4.18139 9.76133 6.88558 6.68948 6.6659 6.52266 7.08329 7.07374 6.49227
6.38357 6.33777 5.70017 5.30614 4.94179 5.60516 4.65801 4.46745 4.21074 4.08174
4.61101 3.82081 4.09116 3.72726 3.59689
threshold=0.931549 0.530947 0.840478 0.595913 409.98915 0.160571 0.04252 0.659428
0.479634 0.394438 0.033675 9.64998 0.664199 0.812408 0.0 0.002153 0.6 0.986005
33.560514 0.017149 0.735354 -126.415004 0.047741 7.568074
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 10 2 2 2 2 2 2
left_child=2 3 4 -2 5 7 17 20 11 16 22 12 -8 14 -10 -3 -4 -7 -11 -20 21 -1 -9 -18
right_child=1 15 9 -5 -6 6 8 10 13 18 -12 -13 -14 -15 -16 -17 23 -19 19 -21 -22 -23
-24 -25
leaf_value=-0.010523 0.004178 0.023379 0.015047 -0.042579 0.029106 0.020931 -
0.033602 0.007988 -0.012973 -0.008593 0.013845 0.015819 -0.004848 -0.019979
0.020828 -0.011391 -0.024781 -0.011539 -0.00723 0.036029 -0.001983 0.036687 -
0.031988 0.010619
leaf_weight=3.063699 33.72492 49.333929 41.827212 60.597259 22.757806 73.983278
197.714029 12.573011 41.585871 12.322556 44.301796 9.847337 109.90638 37.507944
97.040283 33.608586 50.929874 28.641686 14.308961 123.70978 39.834433 74.939717
47.160134 13.992534
leaf_count=22 1641 3621 4127 2277 6734 3405 5354 264 1413 969 1932 1131 3373 1656
4083 1366 1612 590 721 7394 1332 3321 1044 395
internal_value=0.0 -0.012628 0.002464 -0.029672 -0.002069 -0.004306 -0.009608
0.009198 -0.014456 0.015526 -0.008312 -0.022174 -0.025139 0.001017 0.010016
0.010163 -0.00297 0.011132 0.026476 0.03089 0.022813 0.031791 -0.023716 -0.015952
internal_weight=0.0 177.265 1097.95 94.3222 840.857 818.1 596.227 221.873 493.602
257.091 104.035 317.468 307.62 176.134 138.626 82.9425 106.75 102.625 150.341
138.019 117.838 78.0034 59.7331 64.9224
internal_count=59777 8905 50872 3918 35654 28920 21005 7915 17010 15218 3240 9858
8727 7152 5496 4987 6134 3995 9084 8115 4675 3343 1308 2007
shrinkage=0.1
Tree=122
num_leaves=25
num_cat=0
split_feature=50 62 168 166 38 89 156 65 93 153 154 180 23 61 63 16 115 49 60 50
180 141 37 160
split_gain=3.99116 7.20039 7.43468 7.86503 10.2291 7.9788 6.83191 6.67214 7.2986
7.25917 6.28331 8.20376 7.13527 6.58768 6.12405 6.08082 6.01499 5.80374 5.94081
5.77542 5.20499 5.05693 4.68883 3.9977
threshold=7.885582 5.948856 0.018473 0.008096 -0.36406 55.579148 0.082875 0.969447
0.390856 28.605774 86.091547 1.3684 25.659637 0.109456 9.469592 0.436922 2.623436
1.508534 0.937968 5.708313 239.639445 0.151214 1.424737 0.012937
decision_type=2 2 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 17 3 4 5 6 -3 8 15 -10 13 -12 -13 -2 -4 -6 -14 -1 -19 21 23 -7 -5 -9
right_child=10 2 14 22 7 19 -8 20 9 -11 11 12 16 -15 -16 -17 -18 18 -20 -21 -22 -23
-24 -25
leaf_value=0.013487 -0.0056 -0.00127 0.039276 -0.04394 -0.001163 0.010252 0.038196
-0.009704 0.012548 -0.015555 0.027051 -0.031393 0.024506 0.035891 -0.00892 -
0.035549 -0.014332 -0.043214 0.00773 0.018874 -0.011512 -0.037017 0.006804 0.030929
leaf_weight=9.264876 41.380779 59.056364 38.606083 25.810226 79.916439 11.790164
102.671702 10.096174 154.698249 131.36896 26.400506 61.337424 37.114089 78.560919
19.963264 120.325275 42.2703 58.018561 15.16128 11.018985 33.916949 28.163944
11.366818 63.987936
leaf_count=758 1974 2777 1996 556 3740 761 5900 324 10763 2611 1180 1214 1336 6585
1435 5142 1109 1522 600 451 2929 1159 371 2584
internal_value=0.0 -0.00299 0.000106 -0.002815 0.000118 0.017068 0.026456 -0.006662
-0.011608 -0.000684 0.009672 -0.003171 -0.013736 0.023799 0.025931 -0.024399
0.00598 -0.025583 -0.033653 -0.011184 0.01262 -0.024912 -0.032981 0.023864
internal_weight=0.0 985.202 902.758 844.188 807.011 212.701 161.728 594.31 486.309
286.067 287.064 167.122 140.722 119.942 58.5693 200.242 79.3844 82.4447 73.1798
50.9731 108.001 39.9541 37.177 74.0841
internal_count=59777 46379 43499 40068 39141 11048 8677 28093 22256 13374 13398
4839 3659 8559 3431 8882 2445 2880 2122 2371 5837 1920 927 2908
shrinkage=0.1
Tree=123
num_leaves=25
num_cat=0
split_feature=19 50 102 72 157 116 155 170 24 114 24 11 13 60 62 192 192 162 46 91
179 150 179 162
split_gain=3.97513 5.30748 6.80758 9.29423 8.8926 7.95877 6.23383 6.19406 9.94534
7.13545 6.04221 5.62102 5.48493 5.46544 5.43988 5.10678 5.23663 4.8452 4.7215
4.56362 4.44321 4.42384 4.17546 4.15999
threshold=0.256395 7.803333 -2.051161 0.268034 0.149466 0.930819 60.228289 0.017222
117.302587 -2.96035 40.172506 59.069893 0.727678 0.17289 9.712401 0.821524 0.017857
0.223374 0.647454 0.509428 0.539 0.141445 0.294736 0.121677
decision_type=2 2 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 7 21 18 10 -3 12 9 -9 -6 -7 13 -2 -12 16 19 -8 -5 -1 -19 -4 -21 -11
right_child=1 6 3 4 5 11 17 8 -10 23 14 -13 -14 -15 -16 -17 -18 20 -20 22 -22 -23 -
24 -25
leaf_value=-0.011511 0.013313 0.022738 -0.013486 0.017515 -0.000633 0.019488
0.014695 -0.010947 -0.01932 0.0011 -0.050447 -0.019995 0.016405 -0.030185 0.008581
-0.015545 0.026082 0.009951 -0.01406 -0.008574 -0.02882 0.016697 0.026232 0.047365
leaf_weight=96.785139 12.55857 108.459298 37.608924 52.824761 34.682173 32.938494
32.40675 17.59103 25.070338 26.488178 140.364847 28.301962 21.949275 66.424866
4.960283 38.042011 124.775284 18.367819 53.983395 29.053791 52.574209 96.669065
51.621453 63.801171
leaf_count=4466 518 7135 1978 2794 1547 1435 870 968 663 2129 4262 1865 1037 2093
526 1927 6159 614 1803 1167 1250 4263 3155 5153
internal_value=0.0 -0.003297 -0.00737 -0.013785 -0.021719 -0.031017 0.009413
0.00593 0.017919 0.029563 -0.039837 0.000501 -0.010459 -0.021035 -0.046954 0.008749
0.013326 -0.007059 0.002065 0.001094 -0.018784 0.007034 0.015016 0.038444
internal_weight=0.0 928.025 716.217 482.334 348.056 241.248 211.808 233.883 132.951
107.88 180.007 61.2405 100.933 78.9834 145.325 340.278 302.236 103.349 106.808
177.46 70.942 134.278 80.6752 90.2893
internal_count=59777 42903 33034 20473 14232 9635 9869 12561 8913 8250 6335 3300
3648 2611 4788 16874 14947 2734 4597 8788 1864 6241 4322 7282
shrinkage=0.1
Tree=124
num_leaves=25
num_cat=0
split_feature=83 58 71 95 4 91 79 1 98 36 191 122 113 144 108 19 161 179 14 93 113
183 75 71
split_gain=3.99623 5.52239 5.21167 7.36518 6.8704 6.53115 5.97607 5.97793 5.64499
5.50652 4.9671 4.90009 7.94033 6.37034 4.79438 4.70669 5.1949 4.24287 4.18006
4.15871 3.98726 3.67451 3.57904 3.57433
threshold=0.893889 0.326886 0.737376 0.742805 0.0 0.774601 0.876943 0.668719
0.048148 -0.884023 -0.912273 0.647301 0.277302 0.046409 0.048517 0.829375 0.968061
0.539 0.23194 0.952546 0.794039 -0.602791 24.711587 0.80573
decision_type=2 2 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 17 3 4 9 14 7 8 -6 20 -11 12 -4 -14 -5 16 22 -2 -10 -12 -1 -15 -16 -23
right_child=1 -3 11 5 6 -7 -8 -9 18 10 19 -13 13 21 15 -17 -18 -19 -20 -21 -22 23 -
24 -25
leaf_value=0.010825 0.013864 0.021639 0.01778 0.006729 0.011658 0.006692 0.012757
0.012873 -0.002189 -0.010771 0.037175 0.023073 0.014045 0.005504 -0.04653 0.003539
0.007861 -0.020781 -0.032148 -0.005694 -0.022938 0.004844 0.005306 -0.039338
leaf_weight=35.792477 22.997349 132.412626 82.525843 20.900395 25.965819 53.968183
76.146717 40.028044 70.247483 13.387153 87.445405 92.199248 25.518294 17.861443
117.799484 23.119083 9.327948 45.200362 150.910421 15.175373 26.453411 11.930634
5.741122 62.163022
leaf_count=1961 906 6872 4198 1010 1013 2601 4154 4691 2735 385 4261 5018 1211 822
4325 1020 505 2073 5201 586 793 650 354 2432
internal_value=0.0 0.011796 -0.002386 -0.006626 0.000106 -0.020038 -0.007623 -
0.013968 -0.019554 0.014337 0.024587 0.008242 -0.001375 -0.015983 -0.02793 -0.03303
-0.038739 -0.008241 -0.024497 0.030998 -0.00693 -0.02612 -0.043372 -0.033011
internal_weight=0.0 200.61 1064.61 772.409 541.552 230.856 363.298 287.152 247.124
178.254 116.008 292.198 199.999 117.473 176.888 155.988 132.869 68.1977 221.158
102.621 62.2459 91.9551 123.541 74.0937
internal_count=59777 9851 49926 35595 25780 9815 17794 13640 8949 7986 5232 14331
9313 5115 7214 6204 5184 2979 7936 4847 2754 3904 4679 3082
shrinkage=0.1
Tree=125
num_leaves=25
num_cat=0
split_feature=98 8 46 151 99 191 86 179 50 140 194 121 141 164 91 161 2 7 146 92
134 190 19 88
split_gain=3.93815 6.20329 8.09796 7.70499 6.18484 5.53253 5.79958 5.38427 5.73364
6.13613 6.12735 5.85808 5.77577 5.03636 4.80677 4.64427 4.53568 6.41504 4.31513
4.25209 4.18639 4.10107 3.93736 4.04242
threshold=0.603399 0.714286 0.666981 0.059123 0.495989 -0.513307 0.289651
1428.456235 0.372725 -0.272344 -0.980898 0.712968 0.414482 0.027862 0.95471
0.047341 0.075318 0.028571 0.87316 0.107889 0.099477 -0.465452 0.789112 -8.938557
decision_type=2 2 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 18 -3 6 -2 8 -5 11 -11 19 -12 -7 20 -8 17 -15 -1 -10 -4 -19 23 -17
right_child=5 2 14 7 -6 13 15 -9 9 10 12 -13 -14 16 -16 22 -18 21 -20 -21 -22 -23 -
24 -25
leaf_value=0.024845 0.014065 0.032893 0.010833 0.015069 -0.004806 -0.008747 0.01103
0.018634 -0.013566 0.009487 -0.033834 -0.019108 0.010216 0.024698 0.015552 0.004809
0.031 0.010742 -0.010481 0.025641 -0.026612 -0.021159 0.005924 -0.040296
leaf_weight=53.798631 53.96613 90.924476 14.46066 20.678247 50.515543 54.056139
20.481372 11.448115 9.232576 23.925486 271.378765 41.799204 14.374358 48.814939
21.297263 14.469185 120.927677 33.777733 25.158022 51.796746 77.096945 60.270999
19.169015 59.177968
leaf_count=4390 2128 4001 402 1551 2056 3303 779 4406 281 1141 8769 1088 685 2873
816 376 9662 1030 1603 2057 2180 1685 797 1718
internal_value=0.0 -0.004066 0.007917 -0.010046 0.021377 0.007017 -0.00665 -
0.015112 -0.017565 -0.020438 -0.02673 0.000727 -0.030592 0.014156 -0.010144 -
0.017666 0.019412 0.004809 0.013828 0.016583 -0.019137 -0.009896 -0.025476 -
0.032867
internal_weight=0.0 777.885 254.295 523.59 141.44 485.111 167.264 444.633 433.185
412.507 309.679 102.829 285.753 317.847 112.855 113.298 263.791 142.864 78.9567
61.0293 91.5576 94.0487 92.8162 73.6472
internal_count=59777 35426 9455 25971 6057 24351 5798 19978 15572 14021 10595 3426
9454 18553 3398 3670 15250 5588 5993 2338 2582 2715 2891 2094
shrinkage=0.1
Tree=126
num_leaves=25
num_cat=0
split_feature=41 46 10 61 53 10 194 166 166 124 11 90 70 83 135 163 146 149 137 62
153 179 188 96
split_gain=3.94142 8.54957 6.02026 6.20579 5.62705 6.23566 8.84031 7.64159 6.63872
6.23089 5.64301 5.83941 5.44253 5.39141 5.39068 5.33379 5.19982 4.97103 4.11144
5.57338 4.05565 4.63892 3.91384 3.90616
threshold=0.931549 0.440792 409.98915 0.840478 0.631754 10.376344 -0.410854 0.00363
0.000198 0.597158 62.362007 51.557393 0.514365 0.286601 0.258811 0.968365 0.469939
0.88406 0.650046 9.058122 32.158609 0.0099 -0.739388 0.649788
decision_type=2 2 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 14 3 4 9 6 18 20 -8 10 11 22 23 -10 -2 -3 -11 -14 19 -6 21 -7 -1 -5
right_child=1 15 -4 12 5 7 8 -9 13 16 -12 -13 17 -15 -16 -17 -18 -19 -20 -21 -22 -
23 -24 -25
leaf_value=-0.001653 -0.015453 -0.035408 0.030448 0.010555 0.032224 -0.009389
0.009209 -0.023642 -0.003675 0.008841 -0.006952 -0.011477 0.033975 -0.03642
0.021449 0.012114 -0.023619 -0.006266 -0.011344 -0.01121 -0.006252 0.037039
0.039457 -0.017231
leaf_weight=23.929975 27.562032 79.761586 32.622659 78.581757 43.234758 9.170791
35.353318 16.896947 78.651578 63.833693 52.716039 14.83784 92.280578 178.253735
60.965901 7.609454 60.226284 24.824797 37.865137 19.585472 27.179308 57.41946
91.346389 46.052098
leaf_count=799 1484 3254 9755 3993 1327 276 1694 1161 1355 3012 2622 562 4955 2883
3802 365 2503 1043 1135 683 561 5011 3336 2206
internal_value=0.0 -0.0118 0.002907 0.000925 -0.00337 -0.009585 -0.015182 0.008985
-0.023184 0.006746 0.017038 0.026106 0.013718 -0.028315 0.008667 -0.028672 -
0.008869 0.026016 0.008009 0.019578 0.020346 0.029463 0.032725 -0.001434
internal_weight=0.0 175.899 1084.86 1052.24 810.501 503.611 392.944 110.667 292.259
306.89 182.83 130.114 241.739 256.905 88.5279 87.371 124.06 117.105 100.685 62.8202
93.7696 66.5903 115.276 124.634
internal_count=59777 8905 50872 41117 28920 16086 9077 7009 5932 12834 7319 4697
12197 4238 5286 3619 5515 5998 3145 2010 5848 5287 4135 6199
shrinkage=0.1
Tree=127
num_leaves=25
num_cat=0
split_feature=88 88 76 115 141 11 166 12 49 180 90 23 36 67 75 103 153 81 145 102
73 184 166 113
split_gain=3.86382 9.27678 6.74839 9.73658 7.97908 11.6123 11.2673 12.2882 7.6116
7.04008 6.94022 6.78146 6.84696 6.19274 6.47644 5.41341 5.15977 5.06855 4.8013
4.74671 4.63594 5.59621 3.94646 3.87046
threshold=41.131494 33.215991 19.953319 3.038451 0.120832 185.241935 0.000711
3.1181 -0.088449 0.710682 23.175783 7.758645 1.245601 0.780311 27.507722 3.363994
17.472588 0.225637 0.55622 24.774916 0.847584 0.529966 0.000175 0.424686
decision_type=2 2 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 11 -6 9 -4 -8 -5 -1 -13 14 17 -9 -7 -10 -15 -2 21 -3 -19 -20
right_child=19 20 8 10 6 16 7 15 13 -11 -12 12 -14 18 -16 -17 -18 22 23 -21 -22 -23
-24 -25
leaf_value=-0.011428 0.030388 -0.044057 0.020478 -0.036715 0.029684 0.014283
0.006581 -0.007778 0.000559 -0.046701 0.009395 0.038823 -0.007038 0.019212 0.014215
0.028716 -0.023205 0.008041 0.011804 -0.007356 0.006092 0.007172 -0.032698 -
0.025948
leaf_weight=16.660574 46.044519 55.127472 47.962493 37.086817 40.398624 26.423943
20.499447 61.43738 69.034041 59.149551 32.41186 230.748438 23.724335 68.429268
25.961557 31.743484 47.993488 10.227229 14.276243 32.124613 22.091014 13.936947
197.919187 25.768415
leaf_count=329 6917 3647 1961 921 3430 5593 720 2366 1755 1015 1307 10074 912 2331
1721 1798 1402 561 643 2569 1380 1299 4497 629
internal_value=0.0 -0.001146 0.001829 0.008339 0.012957 0.021526 -0.002164 -
0.013936 -0.007018 -0.035406 -0.019712 0.03019 0.034148 -0.011814 -0.018515
0.009653 -0.009516 -0.023046 0.006833 0.01768 -0.026126 -0.034878 -0.029678 -
0.013291
internal_weight=0.0 1179.01 1087.86 628.278 558.779 345.551 213.228 172.83 459.578
79.649 69.4987 271.133 254.473 411.616 303.142 93.1809 74.4174 277.18 108.474
78.1691 91.1554 69.0644 208.146 40.0447
internal_count=59777 50291 43965 29867 27639 18310 9329 5899 14098 1735 2228 11315
10986 12137 8534 4164 6995 6813 3603 9486 6326 4946 5058 1272
shrinkage=0.1
Tree=128
num_leaves=25
num_cat=0
split_feature=170 114 134 169 165 168 145 62 5 160 105 108 181 187 195 52 64 111
166 168 103 100 155 136
split_gain=3.7145 7.37633 7.23134 6.97046 9.05038 6.36751 6.22091 5.32409 10.2501
7.25054 6.76006 6.95571 6.57754 5.99218 5.1198 5.0401 4.74851 4.73653 4.459 4.36521
4.20114 4.1238 3.67738 3.62386
threshold=0.877993 0.222441 0.640921 0.483203 0.96018 0.000238 0.005392 9.078578
0.333333 0.591814 0.801724 0.141831 26.509755 -0.593432 -0.817663 0.387346 9.765708
0.110395 4.5e-05 0.006497 -25.540477 0.69259 10.474815 0.11801
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
left_child=3 2 14 5 18 -1 -7 8 10 -10 11 -8 -12 -9 17 -11 20 -2 -5 -4 -15 -6 -20 -
19
right_child=1 -3 19 4 21 6 7 13 9 15 12 -13 -14 16 -16 -17 -18 23 22 -21 -22 -23 -
24 -25
leaf_value=0.029132 0.003577 0.01706 0.021832 -0.009972 -0.020977 0.017535 0.006607
0.008129 0.027727 -0.02284 0.023201 -0.029984 -0.016177 0.003384 0.001542 0.011314
0.011922 0.000966 -0.005535 -0.014297 -0.035877 0.013988 0.037521 -0.053486
leaf_weight=22.687593 15.443816 41.807085 33.668102 8.3352 46.637105 81.825841
53.017302 45.427037 116.816614 38.533139 58.469082 152.459378 35.870266 24.151782
35.932064 55.843865 8.265798 12.181369 11.2647 22.591331 132.084031 18.801162
124.989677 55.432185
leaf_count=4678 859 4494 2225 1248 2238 3213 1597 1988 4609 1263 1409 3917 1493 835
1868 1748 771 572 2874 993 3846 1210 7705 2124
internal_value=0.0 -0.010253 -0.018806 0.003094 0.017674 -0.001281 -0.003537 -
0.006758 -0.000821 0.014497 -0.012072 -0.021006 0.007835 -0.018673 -0.029913 -
0.005326 -0.026238 -0.039523 0.02929 0.00738 -0.030355 -0.009368 0.03348 -0.047012
internal_weight=0.0 217.056 175.249 1035.48 210.028 825.452 802.764 720.938 511.01
211.194 299.816 205.477 94.3393 209.929 118.989 94.377 164.502 83.0574 144.59
56.2594 156.236 65.4383 136.254 67.6136
internal_count=59777 13135 8641 46642 15275 31367 26689 23476 16036 7620 8416 5514
2902 7440 5423 3011 5452 3555 11827 3218 4681 3448 10579 2696
shrinkage=0.1
Tree=129
num_leaves=25
num_cat=0
split_feature=101 37 89 114 177 104 193 107 36 50 29 115 155 114 75 23 51 125 158
25 76 153 101 180
split_gain=3.68376 8.19589 8.87559 8.63917 7.78545 8.97037 8.18385 7.37529 7.15877
7.03574 7.02032 6.44989 6.41487 6.06106 7.16484 5.31586 5.12945 5.0698 5.02534
5.90317 4.88506 4.71782 4.63767 4.4958
threshold=-25.064898 0.0275 27.364759 -1.646952 0.274324 0.093406 -0.455777
0.943014 0.814354 7.728843 0.828525 -0.0 168.844165 0.12976 -1.613053 33.012077
1.101985 0.794182 0.264293 37.967834 13.948241 4.51398 -28.740863 401.0314
decision_type=2 2 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 16 10 5 20 18 9 11 13 -4 -8 22 14 17 -5 -3 -7 -6 -20 -2 -17 -1 -18
right_child=4 2 3 15 6 7 8 -9 -10 -11 -12 -13 -14 -15 -16 21 23 -19 19 -21 -22 -23
-24 -25
leaf_value=0.035388 0.028656 0.00905 0.026812 0.007137 0.012648 -0.057236 0.001761
0.012615 -0.00941 0.005618 -0.01442 0.033082 -0.01673 0.003006 0.003858 0.010993 -
0.049706 0.000674 0.00799 -0.03054 -0.005722 -0.037964 -0.008391 -0.000244
leaf_weight=55.056615 48.858403 8.878965 83.883237 35.390608 55.659373 77.275829
95.800328 41.588618 51.634898 47.82691 30.004771 210.991204 16.47884 31.772049
23.077085 4.995435 60.841869 16.090579 41.745193 61.521699 54.790763 57.527547
14.087138 23.064908
leaf_count=3357 4228 508 2874 1014 2680 2610 4808 2588 1469 3264 802 10118 320 3425
1940 1199 1077 975 1909 3093 2347 1672 498 1002
internal_value=0.0 -0.007036 -0.01449 -0.001432 0.004201 -0.007014 0.011576 -
0.016925 0.0193 -0.024316 0.014976 0.024688 0.015524 -0.033108 -0.041181 -0.019316
-0.034608 -0.050098 -0.006216 -0.017119 0.014024 -0.031192 0.026636 -0.040722
internal_weight=0.0 390.21 304.587 211.802 858.633 341.28 517.353 237.631 358.426
196.042 113.888 306.792 85.6226 148.216 116.443 97.9136 92.7857 93.3664 158.926
103.267 103.649 62.523 69.1438 83.9068
internal_count=59777 14323 10148 7561 45454 21377 24077 14802 16395 12214 3676
14926 4175 8950 5525 3885 2587 3585 7682 5002 6575 2871 3855 2079
shrinkage=0.1
Tree=130
num_leaves=25
num_cat=0
split_feature=35 146 146 88 45 193 97 115 116 179 43 159 135 179 65 145 39 158 25
121 102 76 37 44
split_gain=3.64763 5.92005 5.24989 6.85314 5.74282 9.87042 8.08096 5.70091 9.77273
5.64427 5.89024 5.66519 5.33972 5.24465 5.25575 5.09384 5.0595 4.85383 4.832
4.40246 4.38646 4.40293 4.99973 4.16637
threshold=0.971624 0.422526 0.209585 -1.046847 0.702398 -0.455777 0.882189 1.886881
1.067531 1.07375 0.565748 0.103199 0.862095 0.57112 0.02952 0.242854 0.76645
0.922434 39.718865 0.60861 28.942645 -1.151877 1.581458 0.884566
decision_type=2 2 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 19 3 16 6 18 7 17 12 11 -11 -5 -9 -3 -15 -7 -1 -4 -6 23 21 -13 -23 -2
right_child=1 13 4 9 5 15 -8 8 -10 10 -12 20 -14 14 -16 -17 -18 -19 -20 -21 -22 22
-24 -25
leaf_value=0.019691 0.02801 0.004644 0.037758 0.004424 0.003512 -0.009965 -0.010424
-0.028063 0.025 0.018667 -0.016429 0.003852 0.013882 0.007483 -0.041797 0.021686 -
0.013385 -0.001493 -0.035769 -0.011634 0.004767 -0.056231 0.003788 -0.009064
leaf_weight=101.207048 49.303032 38.412057 150.339084 34.806403 36.024483 48.30247
72.221949 55.483149 65.471604 56.087175 52.438981 11.543478 14.460145 13.09844
62.450077 102.518059 33.918398 33.81508 54.937875 56.68007 13.912397 56.709194
10.227787 21.123933
leaf_count=3318 2673 1518 9386 1503 1702 1682 3472 1533 3927 4901 4007 850 462 681
2786 4118 1372 1919 2765 2316 467 1265 308 846
internal_value=0.0 -0.009659 0.003146 -0.005893 0.008478 -0.003342 0.015401
0.021775 0.004126 -0.015259 0.001833 -0.026721 -0.017419 -0.022892 -0.033601
0.011569 0.010173 0.031588 -0.023965 0.004904 -0.036211 -0.042639 -0.049091
0.017623
internal_weight=0.0 241.068 1004.42 370.851 633.574 241.783 391.791 319.569 135.415
235.725 108.526 127.199 69.9433 113.961 75.5485 150.821 135.125 184.154 90.9624
127.107 92.3929 78.4805 66.937 70.427
internal_count=59777 10820 48957 17991 30966 10267 20699 17227 5922 13301 8908 4393
1995 4985 3467 5800 4690 11305 4467 5835 2890 2423 1573 3519
shrinkage=0.1
Tree=131
num_leaves=25
num_cat=0
split_feature=88 88 88 179 51 183 63 89 36 89 12 155 140 168 106 114 12 87 90 103
41 72 89 84
split_gain=3.65916 7.82305 6.15771 6.74704 10.6614 9.85699 8.62711 8.64865 7.52498
7.74946 6.75313 6.38086 8.14605 5.88308 5.77255 5.82221 5.45807 5.00967 4.55868
4.50827 4.12824 4.11975 4.31844 4.28136
threshold=41.131494 33.215991 23.132397 0.57112 1.101985 -0.568815 9.623733
80.526647 -0.760567 61.374589 4.006507 14.182668 -0.673282 0.007911 0.580241 -
0.370325 10.406074 0.794831 33.212741 16.845855 0.178857 0.875755 50.025548
0.229239
decision_type=2 2 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 -5 10 7 11 13 -10 -6 -1 -13 -7 15 -4 17 -8 -17 -12 -2 22 -3 -24
right_child=20 21 14 4 5 8 16 -9 9 -11 19 12 -14 -15 -16 18 -18 -19 -20 -21 -22 -23
23 -25
leaf_value=-0.009528 -0.009626 0.002983 0.015819 0.028423 -0.014225 0.014218 -
0.032995 -0.021383 -0.032494 0.010622 0.033327 -0.007831 0.037802 -0.018073
0.032198 0.012529 0.014498 0.007025 -0.033067 -0.009005 0.026731 0.007954 0.004708
-0.048503
leaf_weight=28.867965 20.359978 22.292106 47.674871 32.135229 37.829216 86.17196
57.634898 16.429644 256.372008 28.147252 58.479027 32.794213 159.524201 59.476285
71.830821 6.427826 26.531882 27.365327 26.442508 13.741376 56.361569 15.743566
9.945064 43.49691
leaf_count=1945 1879 3155 2755 2636 777 3258 1685 245 8655 706 3556 601 4384 2467
5126 1180 1014 833 1321 821 7607 1103 525 1543
internal_value=0.0 -0.001368 0.00141 -0.001913 -0.008382 -0.012451 0.008445 0.01826
-0.018967 -0.027408 0.011212 0.024135 0.029998 -3.5e-05 0.017628 -0.001875 -
0.011724 -0.022009 -0.022087 0.024895 0.017062 -0.024254 -0.031425 -0.040838
internal_weight=0.0 1165.35 1073.88 921.5 572.352 540.217 349.148 237.616 430.168
284.519 110.05 221.186 192.318 145.648 152.376 80.5452 111.532 85.0002 32.8703
72.2204 76.7215 91.4776 75.7341 53.442
internal_count=59777 50291 43965 33583 22876 20240 10707 7175 15086 9361 5154 6930
4985 5725 10382 5256 3532 2518 2501 4377 9486 6326 5223 2068
shrinkage=0.1
Tree=132
num_leaves=25
num_cat=0
split_feature=8 8 169 101 7 141 102 107 7 36 138 1 181 12 104 153 153 141 12 141 23
116 12 181
split_gain=3.61661 7.38328 7.62561 8.41039 6.73728 6.49653 7.91911 6.86567 6.29224
5.8257 5.4007 5.78201 5.28735 6.05195 6.5571 4.96568 6.97713 5.37469 4.80723 4.6906
4.50644 4.45991 5.90454 5.14689
threshold=0.227273 0.714286 0.0 -5.743489 0.675 0.120832 25.558141 0.873462
0.111111 0.403887 0.011777 0.655546 0.480864 411.031444 1.0 7.476838 57.616343 -
0.015286 104.736116 -0.007334 12.51441 -0.663152 2.809978 0.23005
decision_type=2 2 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 4 3 -3 8 6 15 21 -2 18 -10 20 -4 14 -14 17 -17 -1 -8 -18 -12 -7 23 -23
right_child=1 2 12 -5 -6 7 9 -9 10 -11 11 -13 13 -15 -16 16 19 -19 -20 -21 -22 22 -
24 -25
leaf_value=0.021457 0.005157 -0.02202 -0.012238 0.014067 0.010359 0.005178 0.022398
0.017977 0.008746 -0.026384 0.005194 0.006146 0.038117 -0.009676 -0.003609 0.040067
-0.01956 -0.019266 -0.017759 0.018834 -0.039999 0.003704 0.006061 -0.05033
leaf_weight=15.358511 66.519203 119.490293 26.491694 71.549886 68.275533 41.355931
45.343707 36.610979 21.429188 36.963057 14.604617 24.894834 118.981704 28.896908
40.23791 123.84774 26.548352 34.253965 8.890842 18.467334 169.19136 15.502805
25.094259 39.933783
leaf_count=3330 2459 2344 1244 2206 3524 2814 1962 2261 779 1175 235 2656 4580 4220
1410 6870 442 4480 876 647 4617 1502 2132 1012
internal_value=0.0 -0.00384 0.005242 -0.008391 -0.013449 0.006906 0.014696 -
0.008188 -0.019538 -0.007694 -0.026386 -0.03086 0.016784 0.022361 0.028992 0.023791
0.030538 -0.002587 0.01093 -0.00229 -0.036097 -0.018642 -0.0285 -0.040072
internal_weight=0.0 770.563 405.648 191.04 364.915 468.171 309.674 158.498 296.639
91.1976 230.12 208.691 214.608 188.117 159.22 218.476 168.863 49.6125 54.2345
45.0157 183.796 121.887 80.5308 55.4366
internal_count=59777 30274 16004 4550 14270 29503 19782 9721 10746 4013 8287 7508
11454 10210 5990 15769 7959 7810 2838 1089 4852 7460 4646 2514
shrinkage=0.1
Tree=133
num_leaves=25
num_cat=0
split_feature=91 102 124 81 156 170 135 178 164 11 171 92 85 12 161 104 88 158 12
158 102 112 36 179
split_gain=3.57669 6.02499 5.02383 5.19453 6.26232 8.53076 7.88142 7.65462 5.80429
5.72741 5.4164 5.13809 5.10324 5.03342 4.90841 4.74478 4.72593 5.68744 4.63123
4.59296 4.51091 4.45525 4.16414 3.74281
threshold=0.060443 11.285293 0.840422 0.816605 0.524324 0.101703 0.368606 0.17232
0.685698 31.181004 0.501424 0.47827 0.587555 4.006507 0.661404 0.063897 -53.641625
0.903554 139.543925 0.719008 8.304175 0.366355 0.893585 0.039
decision_type=2 2 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 19 3 4 5 6 -2 10 15 23 -6 12 20 -10 -12 -7 -4 -18 -8 -1 -5 -11 -3 -9
right_child=2 22 16 11 7 8 18 9 13 21 14 -13 -14 -15 -16 -17 17 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.009538 -0.001453 0.032187 -0.01628 0.006349 0.010568 0.01171 -0.046182
-0.004283 -0.005049 -0.021164 -0.035625 0.019877 0.015949 0.032134 0.009692 -
0.025376 0.025692 -0.011258 -0.002008 -0.023237 -0.03273 0.011794 -0.008592
0.034128
leaf_weight=62.85558 84.533866 79.108079 16.740547 28.831463 29.944634 22.551129
114.58216 21.60543 50.760748 36.289966 58.8141 105.727485 26.117317 35.163172
11.719382 60.248495 124.527634 28.987959 32.78623 33.241272 36.979541 47.876923
12.724534 71.47243
leaf_count=4024 2472 4455 399 1198 2794 1375 2348 557 1502 1711 3560 5314 1428 3382
887 3011 8442 1509 1493 1816 1269 2331 432 2068
internal_value=0.0 0.011643 -0.002095 -0.005231 -0.009293 -0.016698 -0.02761
0.002163 0.000777 0.01367 -0.016172 0.007887 -0.007772 0.015658 -0.027264 -0.01471
0.011882 0.017785 -0.038976 -0.005368 -0.019748 -0.004688 0.025594 0.026617
internal_weight=0.0 187.929 1046.26 876.004 678.349 400.626 231.902 277.723 168.724
177.245 100.478 197.656 91.9283 85.9239 70.5335 82.7996 170.256 153.516 147.368
96.0969 65.811 84.1669 91.8326 93.0779
internal_count=59777 10727 49050 38700 29491 15583 6313 13908 9270 6667 7241 9209
3895 4884 4447 4386 10350 9951 3841 5840 2467 4042 4887 2625
shrinkage=0.1
Tree=134
num_leaves=25
num_cat=0
split_feature=167 111 32 94 189 120 111 108 50 98 194 153 141 125 123 89 164 190
104 108 135 115 48 56
split_gain=3.51094 3.4727 5.24721 5.46212 5.25934 4.2282 5.01131 7.46806 7.13719
6.97345 5.67585 5.21584 5.13344 5.01196 6.36734 4.76234 4.70478 4.42139 5.03996
4.14524 3.66141 3.02697 2.98259 2.83099
threshold=0.070181 0.076006 0.891409 0.677132 -0.329977 0.975677 0.619853 0.817951
2.082471 0.131786 0.181744 5.538796 0.382816 0.78183 0.137778 45.759773 0.882243
0.984286 0.953834 0.297536 0.779902 1.964686 0.246821 0.037491
decision_type=2 2 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 23 -5 6 9 8 -8 21 15 -9 13 14 -11 -10 20 18 -13 -12 -7 -3 -15 -1
right_child=-2 5 -4 4 -6 16 7 11 10 12 19 17 -14 22 -16 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=-0.005388 0.024019 0.020989 -0.014006 0.019 -0.019422 0.030869 0.019181
-0.01176 0.014888 0.004043 -0.001114 0.035973 0.01286 0.013843 -0.034413 -0.015605
-0.013206 -0.008113 -0.006485 -0.034738 -0.005573 -0.008911 -0.01354 0.031599
leaf_weight=11.338341 17.707443 44.642757 40.005474 20.174398 45.154434 56.978504
43.206267 28.331924 75.178605 42.17821 55.019954 101.051345 20.1281 39.063889
203.875451 50.017323 22.378306 20.689116 20.55755 90.187471 22.662265 25.590107
36.943209 97.568221
leaf_count=642 1819 2533 1971 1161 1876 2736 2842 3300 3652 2060 2183 3582 1017
2944 9111 2013 928 656 675 2887 1002 940 1923 5324
internal_value=0.0 -0.000886 0.009582 0.016668 -0.004751 -0.003428 -0.005758
0.001212 -0.007741 -0.013312 -0.014037 0.015977 -0.018904 -0.022142 -0.028178
0.001832 0.012765 0.022928 0.028951 -0.025099 0.022117 0.010802 0.000424 0.027301
internal_weight=0.0 1212.92 214.241 174.235 65.3288 998.68 896.661 484.24 313.61
412.422 270.403 170.63 342.189 322.061 246.054 125.196 102.019 142.298 121.609
145.207 79.6408 70.2329 76.0071 108.907
internal_count=59777 57958 10974 9003 3037 46984 42318 21790 13577 20528 10735 8213
17055 16038 11171 5665 4666 4913 4257 5070 3738 3473 4867 5966
shrinkage=0.1
Tree=135
num_leaves=25
num_cat=0
split_feature=90 179 24 114 89 179 21 51 134 153 22 99 118 10 147 127 62 36 153 75
180 75 181 114
split_gain=3.3562 5.8 5.16405 10.5481 8.47098 7.40371 7.08591 6.1166 6.09309
6.07881 7.44091 5.38968 6.24721 6.94926 5.16804 5.15627 7.09995 5.60246 5.55381
5.0365 4.62353 4.5029 4.35587 4.1719
threshold=-40.851611 0.294736 64.846487 -2.833913 55.579148 2.14955 0.794464
9.020141 0.099477 37.79839 0.701762 0.617096 0.644899 6.070176 0.133328 -0.614994
8.697919 -2.624902 43.143231 -23.498593 239.639445 -3.493299 129.125515 -0.027114
decision_type=2 2 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 6 -4 14 7 8 21 -2 10 23 15 20 -14 -5 17 -17 -10 -18 -7 -13 -6 -19 -
8
right_child=2 -3 3 4 5 19 9 -9 11 -11 -12 12 13 -15 -16 16 18 22 -20 -21 -22 -23 -
24 -25
leaf_value=0.013259 0.012103 -0.034168 0.034121 -0.00824 -0.03998 0.024428 -
0.020145 0.013388 0.011863 -0.013125 0.032012 0.026244 -0.027945 0.016279 0.028179
0.021417 -0.025471 -0.041591 0.013722 -0.011125 -0.009107 0.003154 -0.003167
0.015927
leaf_weight=13.56122 85.35208 25.868807 89.338408 34.105006 78.844858 41.638324
37.592682 12.493063 9.818543 44.405702 102.931865 65.574215 63.54414 20.914509
83.189358 36.248056 84.406424 121.846811 20.430889 42.058547 30.683458 22.93341
45.136398 15.562485
leaf_count=463 4454 959 4243 1854 1727 2576 1693 364 650 914 6129 3077 1609 1809
4292 2365 5332 3042 479 3579 2902 845 3071 1349
internal_value=0.0 -0.019382 0.001633 0.01026 0.000301 -0.011597 -0.003104 -
0.024898 -0.008595 0.011605 0.019939 -0.012804 0.001035 -0.01521 0.018183 -0.01989
-0.003748 -0.029591 -0.016083 0.008773 0.015602 -0.032141 -0.033923 -0.007194
internal_weight=0.0 39.43 1189.05 404.601 315.263 197.968 784.448 114.271 583.956
200.493 156.087 498.603 180.716 84.4586 117.294 317.887 141.085 176.802 104.837
83.6969 96.2577 101.778 166.983 53.1552
internal_count=59777 1422 58355 19480 15237 9091 38875 2936 28790 10085 9171 24336
9397 3418 6146 14939 8176 6763 5811 6155 5979 2572 6113 3042
shrinkage=0.1
Tree=136
num_leaves=25
num_cat=0
split_feature=19 124 36 7 109 11 125 131 189 101 52 192 113 93 164 158 192 5 154 91
180 179 153 19
split_gain=3.37455 4.90085 7.50415 7.47709 6.44505 5.82274 5.63392 5.50756 5.58647
5.35262 4.88316 4.52208 4.38443 4.22725 4.08505 4.08143 4.06761 4.05536 4.27912
3.85875 3.80062 3.67564 3.65441 3.48761
threshold=0.256395 0.178488 -0.614958 0.428571 0.450803 143.08351 0.372358 0.831998
0.735745 0.0 0.827718 0.821524 0.997505 0.258313 0.094375 0.82297 0.017857 0.714286
232.557984 0.509428 0.127781 0.294736 9.378647 0.761122
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 5 3 10 9 6 12 8 20 17 13 16 -2 -3 -5 -11 19 18 -4 -1 -6 -21 -7 -14
right_child=1 2 4 14 7 22 -8 -9 -10 15 -12 -13 23 -15 -16 -17 -18 -19 -20 21 -22 -
23 -24 -25
leaf_value=-0.010037 0.032686 0.007638 0.02827 -0.006163 0.006793 0.012047 -
0.009797 0.005226 0.009766 -0.026699 0.011023 -0.014514 -0.017314 -0.027008
0.030718 0.010049 0.024391 -0.011622 -0.008789 -0.007853 -0.038752 0.025276 -
0.024618 0.017474
leaf_weight=94.425077 101.995414 28.5624 69.82037 23.841663 7.642326 11.291505
38.092948 37.549029 13.137163 54.590172 60.334525 37.133504 25.05309 75.768773
77.048153 18.118516 118.876407 28.025132 20.785963 28.19382 160.563054 49.20768
35.927632 9.91884
leaf_count=4466 3382 1641 4016 1370 652 2729 1302 2091 1005 2679 2512 1927 557 4004
3729 840 6159 1375 474 1167 6861 3155 1375 309
internal_value=0.0 -0.002765 -0.00695 0.005634 -0.014873 0.009035 0.016872 -
0.025113 -0.031213 -0.000753 -0.00729 0.008516 0.024862 -0.018026 0.022724 -
0.017188 0.012916 0.011145 0.019653 0.001757 -0.035731 0.014653 -0.014277 -0.003271
internal_weight=0.0 898.067 675.787 265.556 410.232 222.279 175.06 218.892 181.343
191.34 164.666 327.836 136.967 104.331 100.89 72.7087 290.703 118.631 90.6063
171.827 168.205 77.4015 47.2191 34.9719
internal_count=59777 42903 33249 13256 19993 9654 5550 10609 8518 9384 8157 16874
4248 5645 5099 3519 14947 5865 4490 8788 7513 4322 4104 866
shrinkage=0.1
Tree=137
num_leaves=25
num_cat=0
split_feature=93 100 1 1 134 145 72 187 40 173 33 158 140 157 102 180 166 194 91 44
38 180 33 8
split_gain=3.30669 9.8289 6.98056 8.80205 6.37972 5.62905 5.33042 4.82021 4.73287
6.64733 7.32622 5.57794 5.14903 4.85124 5.10856 4.67334 4.19213 4.5522 4.15846
4.14013 3.86246 3.83026 3.77872 3.60761
threshold=0.346566 0.54699 0.0 0.375 0.793083 0.925732 0.983329 0.783355 0.233659
0.731692 0.334128 0.627978 -0.360917 0.149466 5.743502 0.4611 0.000208 -0.308022
0.251032 0.486088 -1.075544 41.5288 0.065373 0.190794
decision_type=2 2 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 7 6 -3 20 22 11 10 21 12 -2 -11 -15 -16 -14 -18 -12 -13 -1 23 -4 -
10
right_child=8 2 3 -5 -6 -7 -8 -9 9 13 18 19 16 14 15 -17 17 -19 -20 -21 -22 -23 -24
-25
leaf_value=0.006089 0.010872 0.032721 0.006895 0.018146 0.007095 -0.012053 0.010718
0.011765 0.008355 0.013755 0.001788 -0.008308 0.008056 0.007539 0.011028 -0.037994
0.006901 -0.033702 0.031475 0.025634 -0.036578 0.012285 -0.037341 -0.023212
leaf_weight=11.685534 35.797618 77.556692 9.578352 50.864006 50.83492 13.082828
12.804582 10.639303 30.198922 33.466418 66.96436 35.925429 21.098077 32.311625
4.795858 51.922893 18.390979 109.525428 179.457829 41.091619 139.738406 69.423978
59.77885 57.030059
leaf_count=769 1133 3252 362 5410 2297 522 599 517 1933 2309 3213 1474 1848 2294
458 2395 883 3079 9538 2252 5414 4379 2180 1267
internal_value=0.0 -0.006177 0.007991 -0.006554 -0.019713 0.024475 -0.027785 -
0.023122 0.004266 0.009499 0.015365 -0.006088 -0.014676 -0.008786 -0.018967 -
0.030903 -0.021863 -0.027584 0.024842 0.012411 -0.032666 -0.001608 -0.030907 -
0.013088
internal_weight=0.0 436.563 221.5 130.861 215.063 90.6395 164.229 79.9965 787.401
525.572 403.075 261.829 184.812 122.497 89.0304 56.7188 149.014 127.916 246.422
77.017 151.424 156.653 69.3572 87.229
internal_count=59777 21322 12243 8469 9079 3774 6782 3059 38455 27786 20330 10669
6943 7456 5147 2853 5810 3962 12751 3726 6183 7579 2542 3200
shrinkage=0.1
Tree=138
num_leaves=25
num_cat=0
split_feature=101 140 36 22 76 114 116 73 26 139 153 89 77 127 89 187 103 77 37 53
166 75 153 135
split_gain=3.30708 7.01349 9.66968 9.22465 7.36441 8.1912 9.00541 6.84096 7.90131
6.77908 6.70563 6.6532 8.08933 8.39424 5.73801 5.43886 4.97078 6.9923 4.74767
4.62041 4.61551 4.46881 4.32247 4.27602
threshold=-25.064898 -0.078119 0.814354 0.852072 35.075551 0.28473 2.126124
0.571282 0.771657 0.016301 19.813195 20.474309 -13.703627 -0.137582 25.364755 -
0.051589 -25.540477 1.115784 0.692667 0.869275 0.000634 -12.941071 4.079299
0.088423
decision_type=2 2 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 2 9 4 5 11 -7 8 18 -2 -4 -3 -13 -14 -12 -11 -9 -18 -1 22 -20 -5 -17 -
10
right_child=1 3 10 21 -6 6 -8 16 23 15 14 12 13 -15 -16 19 17 -19 20 -21 -22 -23 -
24 -25
leaf_value=0.014686 -0.005533 0.007041 0.013522 -0.004717 0.017627 0.028937 -
0.022891 0.021734 0.00777 0.038429 0.011193 0.00525 -0.051043 0.011321 -0.035179 -
0.01136 0.015999 -0.024858 0.013649 -0.010598 -0.024546 0.030148 0.025187 -0.04124
leaf_weight=65.576912 74.727837 28.586166 40.481249 46.365172 27.391139 35.496102
20.141405 74.800498 7.113757 125.734728 14.150033 29.855188 118.472387 9.495478
56.905676 15.590792 39.772925 49.028071 14.889265 49.855041 58.103665 45.982158
100.662138 72.573252
leaf_count=3007 3339 1615 3109 2330 1838 3587 1476 3465 299 7978 257 1458 4447 1166
900 2246 1361 1225 884 2257 1610 3325 4126 2472
internal_value=0.0 0.00404 0.011576 -0.006076 -0.015033 -0.020783 0.008374 -
0.006714 -0.017029 0.018972 -0.011263 -0.02944 -0.036156 -0.044754 -0.025192
0.025165 0.007694 -0.007266 -0.000531 0.009425 -0.014599 0.016588 0.018563 -
0.035673
internal_weight=0.0 839.893 478.107 361.785 269.438 242.047 55.6375 381.858 218.257
366.571 111.537 186.409 157.823 127.968 71.0557 291.843 163.601 88.801 138.57
166.108 72.9929 92.3473 116.253 79.687
internal_count=59777 45454 24212 21242 15587 13749 5063 14323 8272 19946 4266 8686
7071 5613 1157 16607 6051 2586 5501 8629 2494 5655 6372 2771
shrinkage=0.1
Tree=139
num_leaves=25
num_cat=0
split_feature=83 179 108 96 93 95 171 108 70 21 83 37 115 139 44 192 175 64 137 112
1 84 158 50
split_gain=3.29225 4.68876 5.64218 4.38644 10.1796 5.65276 6.27056 6.42438 5.31242
5.30519 4.65922 4.65496 4.18659 4.37252 4.68754 4.47627 3.83464 3.55309 3.35888
3.28362 3.0739 2.9346 2.83011 2.95133
threshold=0.921402 0.4116 0.469265 0.773684 0.780447 0.764108 0.004161 0.7627
0.757254 0.676331 0.274877 -0.152883 3.094859 0.987546 0.059325 -0.96248 1.2e-05
9.638598 0.759593 0.983845 0.5 0.588568 0.061228 0.436632
decision_type=2 2 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 5 8 6 7 9 11 16 -7 -5 13 14 -8 -16 -1 -18 -12 22 -4 -15 -13 -24
right_child=1 2 20 4 -6 10 12 -9 -10 -11 18 19 -14 21 15 -17 17 -19 -20 -21 -22 -23
23 -25
leaf_value=0.004117 0.028612 0.017502 -0.024882 0.005062 0.017894 0.007701 -
0.006718 0.013496 0.003733 0.006373 -0.030124 -0.002287 -0.013298 -0.015427 -
0.008366 0.026677 -0.043392 0.006238 0.003727 0.002549 0.008897 0.012419 0.003566 -
0.047424
leaf_weight=17.709284 52.951797 47.068046 48.70303 24.478825 56.632615 53.33017
41.354995 58.075359 56.862533 40.168946 74.338215 23.94121 25.696378 48.336165
21.711858 285.456805 54.531771 5.700139 27.841084 16.339057 13.645982 26.289692
6.225674 91.044595
leaf_count=1207 2304 2878 1830 1331 3151 2420 2181 1765 2532 1594 3180 1067 1070
2534 1287 16901 1344 247 1330 669 1432 1656 327 3540
internal_value=0.0 0.01228 -0.001304 -0.001558 -0.011506 0.002353 0.006651 -
0.008045 -0.020767 -0.019414 -0.012662 -0.028388 0.012619 0.015249 0.019562
0.023488 -0.030327 -0.038033 -0.022467 -0.034153 -0.016855 -0.004655 -0.038509 -
0.044046
internal_weight=0.0 162.369 109.417 1056.07 275.525 780.541 625.031 176.185 218.892
118.11 155.509 162.029 448.846 423.15 348.524 307.169 77.9412 60.2319 102.179
137.551 62.349 74.6259 121.211 97.2703
internal_count=59777 8444 6140 51333 12617 38716 31786 6157 9466 4392 6930 6934
25629 24559 20369 18188 2798 1591 4510 5603 3262 4190 4934 3867
shrinkage=0.1
Tree=140
num_leaves=25
num_cat=0
split_feature=41 123 10 126 61 11 153 12 156 170 176 13 10 76 154 148 166 88 61 2
131 12 132 55
split_gain=3.21956 7.44507 5.66207 5.26119 4.69514 5.50838 8.11552 9.52405 8.7814
7.58595 7.11703 7.82711 6.17872 6.6318 5.95051 5.76044 5.04509 4.87773 4.04384
3.92869 3.85927 3.81945 3.70776 3.70367
threshold=0.931549 0.530947 409.98915 0.595913 0.840478 74.186383 10.387076
6.072555 0.156239 0.76521 0.054148 0.174025 18.908603 11.697491 123.376526 0.196671
0.000755 6.584829 0.411482 0.231429 0.658671 0.898029 0.830596 0.486835
decision_type=2 2 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 4 -2 5 6 7 10 14 16 -1 -12 19 -14 18 -16 -10 23 -8 -7 -3 -11 -15 -6
right_child=1 20 -4 -5 17 12 8 -9 9 21 11 -13 13 22 15 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.006766 0.004366 0.021744 0.029711 -0.037024 -0.014329 -0.040603
0.021839 0.016729 0.001966 0.016551 0.007387 -0.048739 0.01844 -0.025491 0.010067 -
0.030564 0.038756 0.023524 -0.011104 0.007243 -0.010386 -0.015915 0.009796 0.013185
leaf_weight=33.774848 32.391437 46.414848 30.841845 60.09321 69.045272 54.724223
53.397675 39.348313 54.998532 17.68179 19.303883 68.02981 54.935826 58.832004
26.230584 73.150021 117.473629 116.397925 28.578461 7.180511 31.988958 56.474549
16.557135 47.044842
leaf_count=2679 1641 3163 9755 2277 2177 784 1089 2746 1729 750 778 2125 5560 2915
480 1111 2422 7896 812 616 1824 1412 912 2124
internal_value=0.0 -0.010772 0.002691 -0.025644 0.000726 -0.003077 0.001948 -
0.014941 0.009049 0.020047 -0.026897 -0.037926 -0.016083 -0.001184 -0.006842 -
0.02001 0.0297 0.012039 0.010455 -0.03434 0.009551 -0.00498 -0.016985 -0.002621
internal_weight=0.0 170.888 1044.0 92.4846 1013.16 780.672 588.442 160.457 427.985
246.629 121.109 87.3337 192.23 130.325 181.357 99.3806 172.472 232.488 81.9761
61.9047 78.4038 74.1563 75.3891 116.09
internal_count=59777 8905 50872 3918 41117 28920 18133 8328 9805 6313 5582 2903
10787 9387 3492 1591 4151 12197 1901 1400 4987 2162 3827 4301
shrinkage=0.1
Tree=141
num_leaves=25
num_cat=0
split_feature=20 154 142 88 153 115 166 139 56 13 136 109 36 161 133 140 137 18 32
89 23 166 39 105
split_gain=3.17274 6.9746 7.40617 6.70388 5.81424 8.78231 13.6773 7.98743 6.96358
5.6907 6.52828 6.29178 5.84598 5.23378 5.06659 4.79605 4.43503 4.34813 4.3456
4.1315 4.12438 4.09498 4.27855 3.82051
threshold=0.237827 51.551702 0.124398 32.269922 31.613066 2.244019 0.000946
0.341089 0.304665 0.160571 0.339017 0.604618 -1.84058 0.518555 0.874399 -0.197763
0.423488 0.318865 0.0 71.253388 20.993868 0.004383 0.157261 0.074076
decision_type=2 2 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 18 8 7 -7 -6 21 17 -11 16 -13 -1 -14 -9 -12 -10 -3 -17 -8 22 -2 -
24
right_child=4 2 -4 -5 5 6 20 15 9 10 11 12 14 -15 -16 19 -18 -19 -20 -21 -22 -23 23
-25
leaf_value=-0.024361 0.004347 -0.006553 -0.015298 -0.011391 -0.015584 -0.048246 -
0.016458 -0.007384 -0.00284 0.019301 -0.012287 0.013678 -0.03928 0.012308 0.009252
0.03629 0.020744 0.033713 0.034226 -0.00835 0.016213 0.011531 0.00685 -0.034339
leaf_weight=58.300279 45.154765 16.13292 30.620852 24.949542 87.714094 77.452734
24.627982 31.860769 35.00261 84.999005 34.617557 10.963453 67.342621 31.190279
9.697252 58.687958 54.470632 89.593493 158.331876 9.156129 53.510881 29.684305
12.734538 74.129567
leaf_count=4848 2673 470 1161 1244 1850 1245 398 784 1951 6016 1919 636 3635 3257
778 1603 4199 6434 5474 288 1338 1316 1202 5058
internal_value=0.0 0.008458 0.016905 0.02365 -0.002583 -0.012064 -0.026833 0.002828
0.003773 0.010792 0.001374 -0.009248 -0.023758 -0.011705 -0.032041 0.01887 0.008057
0.025282 0.029904 0.029351 0.003747 -0.011769 -0.018534 -0.028012
internal_weight=0.0 319.526 230.035 199.414 891.4 343.011 155.592 187.419 548.39
386.687 262.091 177.092 88.0033 89.4906 77.0399 99.7049 89.0882 124.596 174.465
67.8441 78.1389 161.703 132.019 86.8641
internal_count=59777 16454 8349 7188 43323 7506 2981 4525 35817 25568 17183 11167
5049 8105 4413 2675 6118 8385 5944 1891 1736 10249 8933 6260
shrinkage=0.1
Tree=142
num_leaves=25
num_cat=0
split_feature=88 88 88 115 166 66 166 116 103 114 106 23 50 62 36 115 80 106 136
113 8 69 135 89
split_gain=3.38404 6.14167 5.40364 5.9051 9.75993 9.12272 13.3568 8.34956 8.03034
6.93422 7.91396 5.77095 5.77093 8.41905 5.35182 5.34618 5.16991 5.44662 4.6554
4.60837 5.51881 4.93793 4.38242 4.23092
threshold=41.131494 33.215991 23.132397 2.15906 0.000755 0.586779 0.000794 1.247086
3.749287 0.250946 0.116848 25.516879 9.204161 9.38358 -0.210211 2.309294 0.413828
0.530573 0.738466 0.838828 0.278767 0.620935 0.158194 12.255311
decision_type=2 2 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 12 6 11 8 -6 10 -8 -1 13 23 -13 -10 -4 18 -18 22 -21 -22 -7 -5
right_child=-2 -3 16 4 7 19 9 -9 15 -11 -12 14 -14 -15 -16 -17 17 -19 -20 20 21 -23
-24 -25
leaf_value=0.034395 0.016672 -0.021578 0.03245 0.005713 -0.024987 -0.002393 0.00845
0.023668 -0.018307 0.012987 -0.034679 0.018944 0.006392 0.004425 -0.020256 0.026008
-0.029468 0.018141 0.011871 0.019952 -0.027341 0.011422 0.036061 -0.054457
leaf_weight=48.096197 74.521757 90.229723 57.437599 4.731051 92.649468 31.371696
36.535565 69.325953 5.794212 29.342263 149.286357 22.215083 24.075973 29.47058
36.338891 42.422552 34.23122 41.462099 14.42876 44.53067 41.306861 24.469858
94.733882 68.234697
leaf_count=2500 9486 6326 4295 319 2026 1314 1185 2924 91 1417 3863 1786 734 1438
2002 1266 2061 3142 884 2265 1067 982 4918 1486
internal_value=0.0 -0.001226 0.001293 -0.001868 -0.011586 0.004386 -0.006366
0.002323 -0.011162 -0.019596 -0.026189 0.018313 -0.029575 -0.037457 -0.003659
0.014635 0.016674 -0.000425 -0.017351 0.017796 0.001359 -0.01405 0.028253 -0.049869
internal_weight=0.0 1132.72 1042.49 894.932 336.704 558.227 321.814 210.192 140.866
215.164 185.822 106.65 126.512 102.436 58.554 48.2168 147.56 90.1221 48.66 236.413
110.307 65.7767 126.106 72.9657
internal_count=59777 50291 43965 33583 10284 23299 12753 6307 3383 6465 5048 6288
3977 3243 3788 1357 10382 6087 2945 10546 4314 2049 6232 1805
shrinkage=0.1
Tree=143
num_leaves=25
num_cat=0
split_feature=141 64 167 25 24 12 153 167 128 37 154 11 50 114 166 134 36 153 166
122 140 102 24 190
split_gain=3.09875 10.595 7.06419 11.5613 8.43939 11.0417 11.8142 10.4952 9.97797
9.34172 8.83782 7.53017 7.1215 8.25221 7.17818 6.92148 6.58242 6.56796 6.15372
5.92759 5.74543 5.65966 5.50006 5.89358
threshold=0.214167 5.18114 0.00658 86.059511 119.355088 114.982081 11.69674
0.003976 0.01671 0.842126 116.136458 607.18762 7.803333 -0.058086 0.003853 0.103978
2.221797 6.620935 0.000579 0.842259 -0.276491 -29.229875 41.076464 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
left_child=2 -2 4 11 5 8 -7 -8 9 19 17 12 13 15 -15 -4 -5 -11 -17 -1 -6 -3 -23 -24
right_child=1 21 3 16 20 6 7 -9 -10 10 -12 -13 -14 14 -16 18 -18 -19 -20 -21 -22 22
23 -25
leaf_value=0.04373 -0.016626 -0.013575 0.003325 0.034806 0.014374 0.020182 -
0.046773 0.013192 -0.015318 -0.011197 -0.015919 0.011963 0.005951 -0.017712 0.02637
0.008116 -0.016919 0.033575 -0.048605 0.000321 -0.030972 -0.002867 0.045037 -
0.008346
leaf_weight=146.22981 64.564087 11.687288 28.926754 40.439203 11.119875 34.467006
55.967685 20.131466 51.413824 23.383992 80.571132 47.605889 56.160423 47.245658
21.69558 9.084213 6.265495 63.460184 155.579007 38.718101 56.131353 34.724434
86.99453 10.740221
leaf_count=7482 2405 599 737 1896 416 10525 1823 919 3329 1804 1475 4362 1762 1923
1033 416 58 2076 3326 1863 1680 1872 5626 370
internal_value=0.0 0.010523 -0.001877 -0.011295 0.005114 0.009813 -0.014505 -
0.031825 0.017212 0.023083 0.004058 -0.017603 -0.0229 -0.029052 0.000832 -0.037975
0.023129 0.021771 -0.044454 0.036385 -0.020816 0.023701 0.029467 0.038406
internal_weight=0.0 208.711 994.597 413.002 581.594 514.343 110.566 76.0992 403.777
352.363 167.415 366.298 318.692 262.531 68.9412 193.59 46.7047 86.8442 164.663
184.948 67.2512 144.146 132.459 97.7348
internal_count=59777 10872 48905 15513 33392 31296 13267 2742 18029 14700 5355
13559 9197 7435 2956 4479 1954 3880 3742 9345 2096 8467 7868 5996
shrinkage=0.1
Tree=144
num_leaves=25
num_cat=0
split_feature=155 155 166 10 101 35 180 14 167 126 124 106 0 11 102 89 88 118 78 3
114 179 63 193
split_gain=2.99926 5.92118 5.30187 7.66309 4.87726 4.55917 8.02706 7.24264 5.38882
6.75323 6.21327 5.43213 7.28415 5.16385 4.91452 4.87138 4.84772 4.80261 4.71685
4.45872 4.40021 4.30102 3.7657 3.53349
threshold=3.712567 9.603793 4.5e-05 1.042299 11.741864 0.897099 21.73775 0.261766
0.006901 0.003208 0.581684 0.112691 0.371221 502.428685 32.841096 53.386982 -
74.209097 0.459389 0.013022 0.142857 -2.819964 20.543683 9.32432 0.834286
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 4 3 -3 21 8 15 -8 9 10 14 22 17 16 -4 -7 -11 -13 -9 -5 -17 -2 -10 -20
right_child=1 2 5 19 -6 6 7 18 11 13 -12 12 -14 -15 -16 20 -18 -19 23 -21 -22 -23 -
24 -25
leaf_value=0.019709 -0.041171 0.014329 0.023072 0.00704 0.012629 0.01957 0.008144
0.00666 0.026923 -0.010115 -0.026335 0.000756 0.017495 -0.008862 -0.0166 0.015992
0.027526 -0.025913 -0.046621 -0.049531 -0.023462 0.008066 -0.006287 0.000872
leaf_weight=35.306301 40.161939 14.754332 47.38393 5.97882 6.805181 89.828397
41.085451 13.333063 50.542661 17.14793 38.49014 106.274085 49.269005 32.698612
12.447838 9.033799 276.845857 132.274948 64.490377 20.216632 36.533125 7.411542
33.324176 16.451316
leaf_count=12275 1701 1286 1576 345 1444 2602 1809 603 1955 275 883 2763 4469 3196
315 287 10655 2877 2411 687 750 2755 1189 669
internal_value=0.0 -0.000666 0.001345 -0.023168 -0.024515 0.003121 -0.007343 -
0.021732 0.006869 0.014038 -0.006811 -0.001907 -0.008492 0.020382 0.011364 0.00875
0.024339 -0.015671 -0.033285 -0.040171 -0.011703 -0.033278 0.01599 -0.03992
internal_weight=0.0 1162.78 1108.4 40.9498 54.3787 1067.45 270.756 135.36 796.699
425.014 98.3219 371.685 287.818 326.692 59.8318 135.395 293.994 238.549 94.2748
26.1955 45.5669 47.5735 83.8668 80.9417
internal_count=59777 47502 41602 2318 5900 39284 9131 5492 30153 16900 2774 13253
10109 14126 1891 3639 10930 5640 3683 1032 1037 4456 3144 3080
shrinkage=0.1
Tree=145
num_leaves=25
num_cat=0
split_feature=179 11 194 165 63 112 10 87 166 73 153 140 190 153 40 168 98 74 153
185 101 73 142 54
split_gain=3.0435 4.43816 7.53069 6.28926 8.28994 6.97006 6.96509 8.19156 7.68622
6.64781 6.4757 6.73499 7.2238 7.59091 6.18857 6.0375 4.93116 5.38402 5.54341
4.74464 4.66853 4.46276 4.16882 3.69943
threshold=1622.5855 116.026028 0.284574 0.416511 9.623733 0.043777 6.070176
0.665828 0.000216 0.14299 6.45757 -1.37826 -0.94009 91.684772 0.362961 0.000914
0.183521 0.982226 3.634214 0.091417 3.725415 0.229479 -0.01709 0.079757
decision_type=2 2 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 10 -5 7 8 -7 -9 20 -12 -13 -14 -4 -16 -3 18 -18 22 -1 -10 -6 -2
right_child=23 2 14 5 19 6 -8 9 21 -11 11 12 13 -15 15 -17 17 -19 -20 -21 -22 -23 -
24 -25
leaf_value=-0.022123 -0.009958 0.006723 -0.014823 0.017794 0.005486 0.011083
0.014583 -0.019625 -0.003019 0.016398 -0.009701 -0.005214 0.043533 -0.007067 -
0.015268 0.030914 0.008644 0.006566 -0.047805 0.008702 0.016493 -0.037962 -0.038146
0.027775
leaf_weight=36.245512 13.168509 22.570565 51.80559 73.497205 18.507676 30.557301
63.874418 39.931651 54.515086 99.111035 29.888108 37.472365 159.582514 22.2792
10.826693 56.806761 7.033239 16.025534 72.605332 42.388651 14.765472 155.679717
26.581682 37.487418
leaf_count=2358 2033 1390 2302 2793 840 2225 3282 954 1215 2904 586 1344 5490 345
1121 2163 2379 989 1944 1923 1878 3042 1800 12477
internal_value=0.0 -0.000999 -0.01205 0.002302 0.011325 -0.004795 -0.009748 -
0.014884 -0.024719 0.003898 0.018718 0.024726 0.030229 0.037158 0.005281 0.020492 -
0.026398 -0.033906 -0.041537 -0.011877 -0.008522 -0.030908 -0.026157 0.017862
internal_weight=0.0 1142.55 237.674 904.878 387.711 517.166 443.669 379.795 240.752
139.043 300.233 249.222 219.334 181.862 119.439 67.6335 118.235 95.6641 79.6386
87.478 51.011 210.195 45.0894 50.6559
internal_count=59777 45267 12288 32979 16564 16415 13622 10340 6482 3858 12001 7765
7179 5835 5586 3284 6702 5312 4323 4563 4236 4257 2640 14510
shrinkage=0.1
Tree=146
num_leaves=25
num_cat=0
split_feature=167 167 10 111 19 22 144 169 8 75 83 124 55 96 104 9 136 107 57 195
140 24 90 62
split_gain=3.05392 3.31805 3.70992 4.65433 5.02747 4.52652 4.72815 4.44888 5.95761
5.01575 4.73211 4.44608 4.11494 3.99219 3.81912 3.48327 3.29096 3.21832 3.14184
3.11346 2.71699 3.16506 2.44529 2.35135
threshold=0.070181 0.000354 409.98915 0.029786 0.240781 0.485323 0.099855 0.0 0.625
6.394121 0.925313 0.895179 0.168005 0.781704 0.272994 0.410959 0.11801 0.802684
0.998578 -1.0 -0.003444 132.530871 29.893879 0.234904
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
left_child=1 19 3 16 5 6 15 10 9 -9 11 -6 -4 -10 -7 -5 -3 -16 -8 -1 21 23 -12 -18
right_child=-2 2 12 4 7 14 18 8 13 -11 22 -13 -14 -15 17 -17 20 -19 -20 -21 -22 -23
-24 -25
leaf_value=-0.0095 0.022681 -0.009624 -0.010024 0.014249 -0.027034 0.009395
0.031629 -0.015211 0.020505 0.015358 -0.009346 0.006275 0.031076 -0.009687 -
0.029257 -0.01855 -0.005125 0.005468 -0.007222 0.029327 -0.005059 -0.008472
0.019234 0.034634
leaf_weight=6.666862 16.56078 26.111923 13.430372 18.320948 233.88444 47.957434
77.123203 256.956649 100.869599 30.28688 22.336066 30.562336 24.924974 34.010662
39.94644 32.985551 5.831965 22.752089 8.824868 23.369043 22.428621 6.55441 21.01536
64.865983
leaf_count=740 1819 1056 2044 1140 5582 1826 3173 10771 3958 2289 532 1042 8361
1194 1370 730 188 904 300 5890 1025 156 706 2981
internal_value=0.0 -0.000782 -0.002024 -0.003415 -0.005848 0.005763 0.015977 -
0.009894 -0.002686 -0.010443 -0.018274 -0.022844 0.018914 0.012384 -0.007787 -
0.005666 0.012231 -0.019468 0.026559 0.02015 0.019128 0.025491 0.007103 0.030641
internal_weight=0.0 1172.02 1141.98 1103.63 977.833 247.911 137.255 729.922 422.124
287.244 307.798 264.447 38.3553 134.88 110.656 51.3065 125.793 62.6985 85.9481
30.0359 99.681 77.2524 43.3514 70.6979
internal_count=59777 57958 51328 40923 35517 9443 5343 26074 18212 13060 7862 6624
10405 5152 4100 1870 5406 2274 3473 6630 4350 3325 1238 3169
shrinkage=0.1
Tree=147
num_leaves=25
num_cat=0
split_feature=7 144 141 67 141 35 36 74 81 186 93 77 52 138 24 154 88 154 153 12
192 102 102 71
split_gain=3.02138 6.26868 6.26615 7.51054 6.16083 7.89692 6.04316 5.74408 5.44408
4.81443 4.78305 4.75409 4.70743 4.53392 4.25287 3.69175 3.61751 3.58553 3.51923
4.52234 3.84296 3.46335 3.57158 3.33632
threshold=0.115385 0.015561 0.100286 0.803914 0.214167 0.237769 0.986747 0.982226
0.18114 -0.267853 0.877294 0.129038 0.978536 0.994243 39.671001 147.259672
48.398368 50.069178 85.688803 114.982081 0.923696 12.875762 -21.349179 0.817013
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
left_child=2 -2 6 8 5 11 13 10 -4 -6 14 17 23 18 -7 -8 -16 -3 19 20 -1 22 -13 -10
right_child=1 4 3 -5 9 7 15 -9 12 -11 -12 21 -14 -15 16 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.039429 0.0152 -0.006603 0.010768 0.020004 -0.008103 -0.001478 0.011216
0.004764 -0.040851 0.025455 0.003124 0.010927 0.007546 -0.008239 -0.037695 -
0.023513 0.005076 0.027674 -0.003646 -0.005686 -0.006132 0.009786 -0.026632 0.00218
leaf_weight=138.577152 113.158944 24.470413 26.93241 35.474453 48.600427 50.288424
21.54733 67.769408 65.546832 55.690384 44.781087 8.777253 17.574449 24.121339
189.61661 27.414041 11.474978 57.539092 24.331666 18.219779 9.100467 36.753162
52.862816 16.6212
leaf_count=7798 5855 2523 1482 2356 1746 2295 1590 3109 3334 3151 2112 495 1024
1335 7109 405 1283 1848 588 3243 584 1428 2109 975
internal_value=0.0 -0.003201 0.006915 -0.007414 -0.007138 -0.011387 0.015558 -
0.019195 -0.018158 0.011942 -0.024599 0.004993 -0.026862 0.022106 -0.029292 -
0.01006 -0.034789 0.018638 0.026756 0.031068 0.035874 -0.008513 -0.019004 -0.034312
internal_weight=0.0 761.783 425.461 162.149 648.624 544.333 263.312 363.931 126.675
104.291 296.161 180.403 99.7425 214.35 251.38 48.9614 201.092 82.0095 190.229
165.897 147.678 98.3932 61.6401 82.168
internal_count=59777 35063 24714 9171 29208 24311 15543 15908 6815 4897 12799 8403
5333 13548 10687 1995 8392 4371 12213 11625 8382 4032 2604 4309
shrinkage=0.1
Tree=148
num_leaves=25
num_cat=0
split_feature=80 81 40 98 114 118 115 37 92 41 177 154 180 119 166 2 44 23 104 19
18 91 43 180
split_gain=2.96913 5.05559 6.75781 4.37931 4.45344 5.24488 3.87159 3.85099 6.09669
6.0034 4.7334 4.87135 4.43793 5.41744 5.09229 4.29457 4.1147 3.83257 3.8117 3.50926
3.45291 3.39527 3.38023 3.25856
threshold=0.828369 0.229582 0.794449 0.711992 -2.873928 0.089307 2.244019 1.059915
0.222913 0.522455 0.007596 261.589895 69.81775 0.22191 0.000794 0.25 0.711411
30.002267 0.986698 0.240781 0.731397 0.782289 0.028626 6.263826
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 4 -2 -6 22 8 16 15 -10 12 14 -14 -12 -9 -3 -8 19 -7 -21 -4 -1 -18
right_child=3 7 21 -5 5 18 17 9 10 -11 11 -13 13 -15 -16 -17 23 -19 -20 20 -22 -23
-24 -25
leaf_value=-0.006562 0.020632 0.019329 -0.021829 0.02459 0.018771 0.003476 -0.01625
-0.019368 0.006625 0.017104 -0.006608 0.009461 -0.023946 0.012863 -0.047375
0.011151 0.012563 0.014323 0.007904 -0.039185 0.001501 0.010337 0.029221 -0.023261
leaf_weight=15.407483 33.882936 57.019119 58.172454 73.11328 21.391474 29.713726
40.242612 96.610299 42.348852 106.491897 60.071052 19.690131 32.451881 48.085608
91.664545 36.500532 8.168356 40.788513 31.838892 52.745195 22.763779 19.23032
120.646956 25.365868
leaf_count=738 1664 3531 3093 4540 1476 1405 1027 2524 3731 5401 3169 776 1793 4011
1583 2604 497 2044 2085 2055 1230 1289 6393 1118
internal_value=0.0 -0.002175 0.007928 0.009123 -6.7e-05 -0.007878 0.016288 -
0.007142 -0.012868 0.002585 -0.019245 -0.023927 -0.027777 -0.005044 -0.036146 -
0.010318 0.007368 -0.001195 -0.015457 -0.022785 -0.030713 -0.01299 0.024563 -
0.012366
internal_weight=0.0 918.956 294.488 265.449 192.336 158.453 217.086 624.468 384.865
239.603 294.312 251.963 232.273 80.5375 151.736 133.111 90.5533 81.0311 137.062
105.223 75.509 77.4028 136.054 33.5342
internal_count=59777 45322 14584 14455 9915 8251 10202 30738 20209 10529 15063
11332 10556 5804 4752 5128 5146 3071 6775 4690 3285 4382 7131 1615
shrinkage=0.1
Tree=149
num_leaves=25
num_cat=0
split_feature=176 179 49 175 41 179 179 149 37 10 188 116 180 171 75 156 36 174 166
101 108 166 64 187
split_gain=3.03438 6.85602 8.6454 6.80435 9.20934 6.734 6.71976 6.60473 5.79395
6.75587 5.6909 5.58979 4.92451 4.56959 4.31032 4.31367 4.21643 4.07732 4.03146
3.9216 3.90154 3.88737 3.88316 3.62634
threshold=0.418974 0.57112 0.520896 0.739221 0.81057 0.123602 5.51775 0.748747 -
0.049447 27.446373 -0.458941 -1.490484 33067.077018 0.802784 -7.685976 0.0 0.986747
9.8e-05 3.1e-05 1.552974 0.08385 0.009337 5.24175 0.999972
decision_type=2 2 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 5 13 19 11 -6 -8 21 14 -4 22 -5 15 -1 -12 -16 -11 -2 -13 -10 -7
-24
right_child=3 2 6 4 7 12 8 -9 9 18 16 20 -14 -15 17 -17 -18 -19 -20 -21 -22 -23 23
-25
leaf_value=-0.015851 -0.020821 0.02195 0.007457 0.013797 -0.037354 0.000625 -
0.025326 0.009689 -0.019531 -0.009402 0.023227 0.000316 -0.00529 -0.014303 0.008153
0.021182 -0.01017 -0.035348 0.035421 0.014947 -0.038318 0.015433 0.039672 -0.006527
leaf_weight=15.217054 41.700899 29.250394 24.517898 175.015544 63.23485 39.349229
22.718641 21.601485 52.96813 6.945044 140.599629 29.436054 35.497942 41.454256
12.264012 35.761866 22.168295 27.780991 46.445836 12.363932 144.001119 11.59199
123.371384 6.909336
leaf_count=460 972 3334 765 9205 2790 1625 2501 1338 1927 550 6998 597 2914 2044
637 1786 838 730 8355 553 2679 553 5412 214
internal_value=0.0 -0.004099 -0.012277 0.005708 -0.004371 0.016422 -0.017319 -
0.026102 4e-06 0.010232 0.007804 -0.027508 0.023781 0.006965 -0.009588 0.007937
0.017518 -0.024617 0.027992 -0.009664 -0.032952 -0.009635 0.029724 0.036216
internal_weight=0.0 621.667 367.875 560.499 301.306 259.193 338.625 84.8363 140.67
117.951 253.792 197.955 205.128 216.47 91.0239 50.9789 162.768 40.045 53.3909
54.0648 173.437 64.5601 169.63 130.281
internal_count=59777 32710 21261 27067 15377 11690 17927 4128 13886 11385 11449
4041 10165 11249 3613 2246 7836 1367 8905 1525 3276 2480 7251 5626
shrinkage=0.1
Tree=150
num_leaves=25
num_cat=0
split_feature=80 169 177 177 182 49 181 131 87 36 162 180 90 25 83 72 179 56 63 19
188 89 20 195
split_gain=2.78811 5.27226 7.98658 7.73185 5.32998 4.77096 4.71806 4.57356 4.33426
4.4031 4.23677 4.17631 4.09798 8.64972 4.08822 4.96894 4.03381 3.98598 3.93356
3.88383 3.7005 3.54008 3.76066 3.47886
threshold=0.828369 0.0 0.280184 0.054082 -0.508152 0.520896 2.23876 0.968222
0.794831 -0.614958 0.896007 7.543251 22.72216 37.967834 0.698625 0.612425 0.0196
0.304665 9.128752 0.515463 0.832255 18.655414 0.095027 -0.878393
decision_type=2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10
left_child=1 4 3 8 -1 -5 19 20 9 -3 23 16 -13 -14 15 17 18 -2 -6 -4 -7 -17 -23 -8
right_child=14 2 6 5 11 7 10 -9 -10 -11 -12 12 13 -15 -16 21 -18 -19 -20 -21 -22 22
-24 -25
leaf_value=0.010501 -0.010002 0.014222 -0.018196 0.012902 0.01097 -0.03946 -0.00661
0.008531 0.022688 -0.016451 -0.005231 -0.033675 0.024733 -0.019468 0.022252
0.012191 0.016004 0.022238 -0.027972 0.013483 0.004591 0.008729 -0.030275 0.033047
leaf_weight=65.911158 29.672012 39.220511 39.511868 9.194449 14.453264 87.038848
11.013408 13.046251 54.120248 74.243686 29.962723 104.687014 25.704931 92.992379
87.912605 10.036965 49.350696 66.080161 22.621873 34.122822 12.816767 12.286701
57.285556 134.276093
leaf_count=5675 1529 2731 1447 1121 357 4108 570 678 4168 4527 1669 2177 755 2830
5478 630 1398 3773 401 1468 832 717 2328 8410
internal_value=0.0 -0.002218 0.004048 -0.006871 -0.010716 -0.022572 0.015933 -
0.028177 0.006765 -0.004856 0.023442 -0.015947 -0.022196 -0.005943 0.008766 -
0.000947 0.002141 0.012219 -0.014974 -0.003919 -0.034095 -0.015571 -0.022668
0.029221
internal_weight=0.0 914.289 538.568 289.681 375.721 122.096 248.887 112.902 167.584
113.464 175.252 309.81 223.384 118.697 263.274 175.361 86.4258 95.7522 37.0751
73.6347 99.8556 79.6092 69.5723 145.29
internal_count=59777 45322 31729 18165 13593 6739 13564 5618 11426 7258 10649 7918
5762 3585 14455 8977 2156 5302 758 2915 4940 3675 3045 8980
shrinkage=0.1
Tree=151
num_leaves=25
num_cat=0
split_feature=173 195 4 115 76 89 157 30 111 142 180 191 62 51 180 152 90 101 44
156 23 36 191 183
split_gain=2.92797 6.35974 6.90079 5.2658 6.03204 4.74456 4.60451 6.85413 6.08106
4.83872 5.55895 4.4014 7.11095 5.2789 4.70086 4.34584 4.33848 4.02869 3.88513
3.52924 3.51879 3.31774 3.29508 3.28125
threshold=0.004231 0.39139 0.0 3.088809 8.922614 61.030314 0.099321 0.201725
0.217961 -0.189487 334.7511 0.823981 7.786502 5.275094 115.079504 0.775733 -
21.033976 -27.804904 0.865371 0.452236 44.699969 -1.076775 0.311709 0.35729
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
left_child=1 -1 19 4 11 21 17 18 -9 22 -11 12 13 -2 -13 -15 -14 20 -8 -3 -6 -5 -10
-19
right_child=3 2 -4 5 6 -7 7 8 9 10 -12 14 16 15 -16 -17 -18 23 -20 -21 -22 -23 -24
-25
leaf_value=0.011031 -0.020377 -0.009805 -0.029285 0.005601 -0.020482 0.013995
0.022586 0.007134 0.017472 -0.034543 0.004431 0.016318 -0.007521 0.023491 -0.025145
-0.007637 0.03939 0.030435 -0.011741 0.020945 0.01181 -0.036673 -0.014904 -0.002185
leaf_weight=87.912246 27.932378 43.157878 113.216417 11.369858 29.754906 8.107297
68.197128 83.670001 30.659648 140.453052 34.746383 11.233404 8.855127 75.170082
21.755752 46.637441 109.185239 62.2001 17.004878 28.29463 26.90029 36.078955
15.821464 36.156147
leaf_count=7372 1691 751 2599 535 687 517 3001 3637 926 3385 3285 1365 460 5176
2314 2756 10988 3010 645 548 885 1165 547 1532
internal_value=0.0 -0.007858 -0.01724 0.003289 0.005581 -0.019038 -0.000877 -
0.006598 -0.013382 -0.021043 -0.027431 0.01599 0.020057 0.003375 -0.009755 0.012641
0.034807 0.011867 0.014105 0.005567 -0.006606 -0.02862 0.00458 0.021334
internal_weight=0.0 272.581 184.669 901.89 846.333 55.5561 545.564 390.553 305.351
221.681 175.199 300.769 267.78 149.74 32.9892 121.808 118.04 155.011 85.202 71.4525
56.6552 47.4488 46.4811 98.3562
internal_count=59777 11270 3898 48507 46290 2217 21540 15426 11780 8143 6670 24750
21071 9623 3679 7932 11448 6114 3646 1299 1572 1700 1473 4542
shrinkage=0.1
Tree=152
num_leaves=25
num_cat=0
split_feature=105 114 151 148 151 29 14 159 59 113 156 194 114 58 119 104 41 124
100 89 39 175 166 84
split_gain=2.77798 7.5321 5.51971 5.11429 4.19187 4.61818 5.05154 4.91186 4.63592
6.18839 5.02424 5.00794 5.25512 4.28473 4.14264 3.80413 3.79444 3.70679 3.64712
3.62326 3.50754 3.14396 3.11825 3.10915
threshold=0.085747 -0.614229 0.141753 0.134993 0.08411 0.825038 0.939808 0.04298
0.827612 0.025793 0.727404 -0.271962 -2.833913 0.150847 0.986853 0.063897 0.349645
0.999989 0.737799 40.31299 0.833175 0.955961 5.2e-05 0.253432
decision_type=2 2 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 13 8 7 -7 9 10 -6 20 19 -2 15 -9 -10 -18 -14 -13 -11 -17 -15 -
5
right_child=4 3 -4 23 5 6 -8 14 16 11 -12 12 18 22 -16 21 17 -19 -20 -21 -22 -23 -
24 -25
leaf_value=-0.006347 -0.01313 0.013881 0.027512 0.006723 0.021537 0.007679 0.01247
0.001822 -0.008087 0.013744 -0.010748 -0.014079 -0.034703 -0.011171 0.008356 -
0.044859 0.032353 -0.004803 -0.000681 0.020368 -0.01533 0.003247 0.020268 -0.030405
leaf_weight=47.819378 31.8295 23.723899 132.951799 12.606073 85.77038 24.151909
19.729546 20.446205 31.533206 75.902037 45.347288 17.98213 117.182126 10.342922
9.344733 89.345715 54.613382 23.760046 41.674944 24.676248 24.181308 9.048899
145.110779 50.874285
leaf_count=2436 1952 1704 5654 827 4404 1091 1113 923 1764 3632 2563 472 4082 1627
488 3310 3966 1396 1860 965 1311 428 9318 2491
internal_value=0.0 0.008702 0.019028 -0.011908 -0.002216 -0.005722 -0.01818 -
0.02399 -0.000753 -0.005574 0.010452 -0.012973 -0.020809 0.009758 -0.030396 -
0.03484 0.014524 0.0233 -0.027787 0.006025 0.004258 -0.04076 0.016243 -0.023257
internal_weight=0.0 267.975 180.771 87.2043 901.973 714.69 172.067 152.337 542.623
432.716 131.118 301.599 201.515 187.283 128.186 118.841 109.907 78.3734 158.857
42.6584 100.083 98.3946 155.454 63.4804
internal_count=59777 13112 8090 5022 46665 33768 7353 6240 26415 19289 6967 12322
7379 12897 5149 4661 7126 5362 5942 1437 4943 3738 10945 3318
shrinkage=0.1
Tree=153
num_leaves=25
num_cat=0
split_feature=167 167 167 153 166 179 124 37 89 88 25 11 101 102 135 154 90 141 61
99 36 182 188 54
split_gain=2.72112 3.00539 4.44522 8.59102 7.94685 8.47491 6.90249 5.28155 6.64383
5.8316 8.47999 7.53886 7.21265 6.89837 6.45105 3.71925 3.54863 3.14902 3.13381
2.89103 2.80475 2.36222 1.90366 1.81465
threshold=0.070181 0.052175 0.028736 13.069369 0.008096 0.76475 0.797037 -0.372794
55.579148 -1.046847 120.525352 28.035088 13.138113 56.48615 0.827052 124.877549
1.189937 0.237589 0.877698 0.470165 -3.289288 0.493014 -0.999987 0.281273
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
left_child=1 2 4 17 7 -6 18 8 20 10 11 -9 14 -14 -11 -3 -5 23 -7 -12 -1 -10 -22 -4
right_child=-2 15 3 16 5 6 -8 9 21 12 19 -13 13 -15 -16 -17 -18 -19 -20 -21 22 -23
-24 -25
leaf_value=-0.003265 0.021684 0.009273 0.004941 -0.004761 0.014768 -0.058761
0.009025 0.028873 0.009081 -0.016922 -0.030006 -0.002506 0.034512 -0.010154
0.008576 -0.030491 0.042384 0.012673 0.001164 0.005938 -0.003609 -0.023405 0.040921
-0.029518
leaf_weight=12.533136 15.900686 12.490854 6.300341 10.051493 13.952402 30.372063
9.878425 141.403174 9.040516 400.978799 27.338757 120.771519 35.665101 36.033214
99.663039 25.572216 42.166011 5.950192 7.999657 15.678372 3.496908 12.797885
51.008227 19.938987
leaf_count=819 1819 1132 430 252 276 710 306 4236 1128 20172 444 5474 4569 1777
5798 488 1736 633 262 358 323 281 5237 1117
internal_value=0.0 -0.000595 0.000718 0.018467 -0.001396 -0.027708 -0.041178
0.001367 0.020158 -0.001358 0.00907 0.016043 -0.007161 0.016547 -0.011571 -0.01937
0.035185 -0.013153 -0.052117 -0.020385 0.031695 -0.012766 0.037704 -0.023238
internal_weight=0.0 1151.08 1113.02 84.407 1028.61 62.2025 48.2501 966.409 88.8767
877.532 305.192 262.175 572.34 71.6983 500.642 38.0631 52.2175 32.1895 38.3717
43.0171 67.0383 21.8384 54.5051 26.2393
internal_count=59777 57958 56338 4168 52170 1554 1278 50616 7788 42828 10512 9710
32316 6346 25970 1620 1988 2180 972 802 6379 1409 5560 1547
shrinkage=0.1
Tree=154
num_leaves=25
num_cat=0
split_feature=93 100 98 96 109 144 72 96 6 95 71 163 72 131 193 121 144 40 123 105
179 188 184 187
split_gain=2.70392 7.24508 5.79034 5.4681 4.60939 4.5763 4.23146 4.14572 5.62993
7.6605 4.74697 4.6163 4.42638 4.35702 3.96779 3.79749 4.36047 3.42456 3.88325
3.40767 3.30341 4.55511 3.28957 3.10569
threshold=0.346566 0.54699 0.592681 0.341591 0.082709 0.80745 0.975455 0.420363
0.25 0.345958 0.753367 0.024892 0.240363 0.106148 -0.766795 0.597338 0.532915
0.101822 0.866533 0.0 26.088 0.685423 -0.906103 0.640247
decision_type=2 2 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 17 -1 -5 -4 22 12 10 -10 15 -11 -2 -14 -15 -9 -17 -3 23 -16 21 -21 -
6 -19
right_child=7 2 5 4 6 -7 -8 8 9 11 -12 -13 13 14 19 16 -18 18 -20 20 -22 -23 -24 -
25
leaf_value=0.004903 0.011486 0.014271 0.028852 0.005713 0.005446 -0.007777 0.007594
0.004623 -0.010147 -0.004539 0.017364 0.034616 0.0109 0.007904 0.009407 -0.030476
0.007468 -0.030533 0.013164 -0.037308 0.004292 0.00525 -0.041143 0.004867
leaf_weight=64.323684 86.891967 16.113331 79.895044 24.799339 6.796471 26.782167
9.618104 87.226857 43.117524 25.318856 54.721927 138.857889 41.177369 30.819055
9.443158 59.660299 23.46937 57.694444 9.564158 108.098733 19.875374 18.812189
101.227216 19.285867
leaf_count=3237 4718 857 5269 1114 290 1804 475 4784 1875 1546 3006 7933 2175 2290
456 1972 1521 2819 698 2964 2629 586 3963 796
internal_value=0.0 -0.005615 0.006927 -0.01736 -0.026268 0.020031 -0.032763
0.004048 0.010024 0.020397 -0.001207 0.028864 -0.004355 -0.011239 -0.017223 -
0.009424 -0.020818 -0.008516 -0.016039 -0.022816 -0.026526 -0.031241 -0.037491 -
0.023039
internal_weight=0.0 416.1 209.335 206.765 142.441 106.677 117.642 747.491 432.373
207.294 225.078 164.177 315.118 228.226 187.049 170.357 83.1297 102.658 86.5445
156.229 146.786 126.911 108.024 76.9803
internal_count=59777 21322 12243 9079 5842 7073 4728 38455 22637 11354 11283 9479
15818 11100 8925 8277 3493 5170 4313 6635 6179 3550 4253 3615
shrinkage=0.1
Tree=155
num_leaves=25
num_cat=0
split_feature=1 6 43 167 166 89 142 49 79 152 14 128 167 140 89 89 114 64 92 112
140 153 101 166
split_gain=2.68533 4.30023 6.51954 6.37688 4.90576 4.60286 5.90297 8.54675 8.33845
4.97512 4.95946 4.86015 4.69685 4.29216 3.94696 3.79634 3.62816 3.9795 4.33525
3.63036 3.57013 3.56876 3.41748 3.31142
threshold=0.668719 0.004693 0.412576 0.003212 0.002031 28.967011 -0.326043 3.502382
0.477876 0.028943 0.186365 -0.618495 0.002158 -0.283542 71.253388 45.448216 -
0.253876 3.166347 0.831596 0.006714 -0.179108 10.683736 -27.064373 0.000335
decision_type=2 2 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 23 12 15 8 10 -10 -8 13 22 -9 -4 -7 17 -14 19 -19 -12 -6 -3 -5
right_child=-2 5 14 4 21 6 7 11 9 -11 20 -13 16 -15 -16 -17 -18 18 -20 -21 -22 -23
-24 -25
leaf_value=0.016092 0.011384 -0.01339 0.026213 0.007229 -0.015295 0.007291 0.002189
0.020283 -0.014234 0.020251 0.00425 0.031647 0.006761 -0.012242 -0.006893 -0.028804
-0.000646 0.003692 0.002741 -0.04696 -0.040375 0.019367 0.020638 -0.037023
leaf_weight=45.099484 152.800799 14.667761 126.124753 5.992124 13.778735 21.404552
50.945246 25.567051 26.801577 89.220321 12.755305 91.854244 12.410193 61.068906
26.862046 55.978885 58.6464 9.400673 19.979626 77.670736 58.165244 25.888559
27.615139 50.675909
leaf_count=3422 17305 417 7727 384 367 646 2266 1144 1336 4072 556 4103 279 2497
976 1143 2314 264 614 1952 2081 838 2051 1023
internal_value=0.0 -0.001414 0.008057 -0.006612 -0.018912 -0.005551 0.000117
0.00527 -0.006839 0.01061 -0.021946 0.019667 -0.016266 0.000795 0.020152 -0.019733
-0.022468 -0.030228 -0.03523 -0.04204 -0.033714 0.00562 0.008007 -0.03123
internal_weight=0.0 1008.57 294.422 141.435 96.3353 714.152 493.761 416.378 237.888
116.022 121.866 178.49 220.391 86.636 152.987 77.3834 178.108 119.461 107.051
87.0714 70.9205 39.6673 42.2829 56.668
internal_count=59777 42472 14737 6034 2612 27735 19844 18055 10311 5408 4903 7744
7891 3641 8703 1789 5423 3109 2830 2216 2637 1205 2468 1407
shrinkage=0.1
Tree=156
num_leaves=25
num_cat=0
split_feature=76 154 115 101 141 103 140 89 154 75 128 36 102 167 88 89 108 116 115
89 15 67 155 78
split_gain=2.67357 4.66263 4.16801 4.10519 6.56416 6.15931 7.75106 8.2928 7.6876
7.12228 6.83701 5.21562 4.78331 4.62608 4.31967 4.03622 3.66503 2.81874 2.91916
2.88682 2.76332 2.06241 2.05849 1.91845
threshold=119.594642 305.526593 2.539927 -48.70215 0.414482 -25.540477 -0.080023
18.251543 253.430512 -40.725893 -0.463016 -0.437728 17.933571 0.002077 40.073425
61.374589 0.982375 -2.301925 3.088809 80.526647 0.996421 0.861236 222.441111
0.245459
decision_type=2 2 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 13 5 17 8 12 10 -9 -7 -6 -8 20 16 -10 21 -5 19 -19 -1 -15 -2 -4
right_child=22 2 23 4 11 6 7 9 15 -11 -12 -13 -14 14 -16 -17 -18 18 -20 -21 -22 -23
-24 -25
leaf_value=0.020297 0.006213 0.029448 -0.016376 -0.008401 0.038351 -0.003107
0.028822 0.013843 -0.03333 -0.024209 0.020515 -0.011645 -0.009786 -0.044985
0.010549 0.010541 0.006844 0.041534 -0.006904 -0.005125 -0.013502 0.001198 -
0.027712 0.009131
leaf_weight=20.357191 7.580877 60.794143 17.226487 5.287163 35.009171 214.206712
32.093114 29.935893 31.99427 292.006888 217.313402 7.012676 28.603095 43.524561
6.75567 6.825133 6.859069 34.551603 5.327557 5.839787 3.983982 8.36846 14.219161
21.444934
leaf_count=1608 285 2565 356 341 3050 10711 2271 2075 563 15282 12501 136 1306 766
448 173 163 3451 170 251 168 223 162 752
internal_value=0.0 0.001563 0.018626 -0.000728 0.001506 -0.000927 -0.003433 -
0.013309 0.005023 -0.019483 0.009539 0.028325 0.014013 -0.01731 -0.02724 -0.024112
-0.03419 0.023668 0.02965 0.035569 0.009687 -0.040281 -0.019525 -0.004787
internal_weight=0.0 1135.32 99.4656 1035.86 946.006 903.985 852.979 382.639 470.34
321.943 431.52 42.0218 60.6962 89.8489 65.5078 38.8194 58.7521 51.0061 45.7189
40.3914 24.3412 51.893 21.8 38.6714
internal_count=59777 59330 3673 55657 52281 49095 44882 20934 23948 17357 23212
3186 3577 3376 1600 736 1152 4213 3872 3702 1776 989 447 1108
shrinkage=0.1
Tree=157
num_leaves=25
num_cat=0
split_feature=62 64 63 115 77 190 162 10 170 106 75 88 37 170 37 180 50 75 102 8
149 23 36 38
split_gain=2.6723 4.23274 6.75311 7.68209 9.96453 8.98989 6.68696 11.5988 8.89253
7.0209 6.25045 5.95403 8.13893 6.9162 4.79365 4.73814 4.63545 4.26476 3.94706
3.84299 3.76328 3.58968 3.3255 3.37986
threshold=9.712401 9.057214 8.557686 1.169684 19.706788 -0.628572 0.186973
10.376344 0.054468 0.469435 -3.493299 34.005447 -0.515871 0.96723 -0.128989
2063.547571 7.403744 -12.779161 -22.662163 0.209453 0.09108 18.34597 -1.376751
1.008406
decision_type=2 2 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 -1 16 8 9 -3 22 20 12 17 18 -11 -16 -5 -4 -14 -6 -7 -18 -8 -24
right_child=-2 6 11 5 19 10 7 -9 -10 14 -12 -13 13 -15 15 -17 21 -19 -20 -21 -22 -
23 23 -25
leaf_value=0.022544 0.020405 0.007365 -0.026572 -0.012004 0.010182 0.002408 -
0.014153 0.02565 -0.037165 0.009393 0.006588 -0.014315 -0.006861 -0.010151 -
0.038737 0.008029 -0.00704 0.013847 0.036404 -0.030576 -0.036989 0.032608 0.024463
-0.010276
leaf_weight=140.214564 22.754732 50.142349 23.868951 28.867653 9.932683 22.49129
15.579752 84.934302 88.980368 14.768717 38.460976 28.684621 10.051391 24.079793
80.290443 10.989108 14.37749 10.514123 174.456907 30.089829 125.267474 36.992313
54.715396 12.683659
leaf_count=7659 3787 2232 679 1063 957 1100 402 7929 4661 950 2070 3069 281 1217
2193 234 261 862 8604 1088 3973 2482 1771 253
internal_value=0.0 -0.000532 0.00405 -0.003541 0.010962 -0.013518 -0.008149
0.001473 -0.023095 -0.012042 -0.02407 0.015357 0.020452 0.027331 -0.025488 -
0.032331 0.010801 -0.013354 0.033204 -0.020386 -0.031763 0.02329 0.007887 0.016468
internal_weight=0.0 1131.43 718.35 446.694 180.237 266.457 413.084 273.961 139.123
189.027 186.22 271.656 242.971 208.588 106.048 91.2796 80.2375 34.3831 184.508
40.0225 147.759 51.3698 82.9788 67.3991
internal_count=59777 55990 35365 20653 9704 10949 20625 13732 6893 5803 7143 14712
11643 10102 3377 2427 3806 1541 8885 2045 5073 2743 2426 2024
shrinkage=0.1
Tree=158
num_leaves=25
num_cat=0
split_feature=88 88 88 183 102 115 153 66 166 153 36 114 166 79 12 96 75 41 73 184
162 115 179 25
split_gain=2.75821 4.35863 4.6011 4.64012 4.58775 6.98757 11.0099 7.88063 8.2417
7.02205 6.00701 5.50144 4.8962 6.73431 4.49429 3.87703 3.7346 3.59689 3.57443
4.17383 3.54616 3.21463 2.97692 2.90761
threshold=41.131494 33.215991 23.132397 -0.171283 47.504793 2.15906 28.605774
0.586779 0.000794 10.387076 -0.210211 0.250946 0.001218 0.615864 76.899023 0.960487
-1.03907 0.205626 0.847584 0.529966 0.145394 2.958272 7.646607 60.910088
decision_type=2 2 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 20 5 7 9 8 10 14 -1 -10 13 -8 -7 22 -6 -2 19 -3 -4 -14 -9 -5
right_child=17 18 3 23 16 6 12 15 11 -11 -12 -13 21 -15 -16 -17 -18 -19 -20 -21 -22
-23 -24 -25
leaf_value=0.031569 -0.009098 -0.034607 -0.021056 0.033009 0.027202 -0.025468 -
0.055004 0.027086 -0.02364 0.020758 -0.007637 0.01208 -0.016741 -9.8e-05 0.014138 -
0.009179 -0.010511 0.025 0.007769 0.007863 0.010643 0.012755 -0.000511 -0.005237
leaf_weight=38.708127 20.516374 53.500687 20.60669 65.487198 47.146884 48.272554
56.680668 134.237397 172.808059 77.130793 51.01559 26.486425 49.236865 29.263339
10.678893 27.190762 11.576241 50.234882 20.827802 13.055885 42.426029 24.180575
48.000296 11.688152
leaf_count=2757 2049 3647 1236 5272 1883 1717 751 4521 4757 2892 3023 1333 955 582
1932 1068 533 7437 1380 1299 3121 603 4276 753
internal_value=0.0 -0.001063 0.001134 0.015604 -0.001857 -0.004207 -0.015365
0.003074 -0.007305 0.005148 0.013892 -0.017613 -0.030339 -0.042462 -0.01538
0.016248 0.018458 0.015374 -0.018372 -0.026425 -0.003937 -0.005898 0.021058
0.027383
internal_weight=0.0 1080.21 992.822 140.208 852.613 793.89 295.444 498.447 289.018
136.082 89.7237 199.294 159.361 85.944 58.9514 209.428 58.7231 70.7513 87.3844
66.5566 63.0327 73.4174 182.238 77.1754
internal_count=59777 50291 43965 10382 33583 31167 9432 21735 11870 6541 5780 6090
2891 1333 3649 9865 2416 9486 6326 4946 4357 1558 8797 6025
shrinkage=0.1
Tree=159
num_leaves=25
num_cat=0
split_feature=83 71 135 130 132 75 18 91 90 37 132 124 122 179 108 111 148 80 97
115 36 1 36 141
split_gain=2.75922 3.69943 5.60524 5.00028 4.94119 4.47398 5.98852 4.27068 5.73727
3.85637 4.43603 3.49732 3.68571 3.49396 4.37465 3.4251 3.10484 3.02693 2.98134
2.90083 2.81675 2.7651 2.72309 2.50762
threshold=0.921402 0.703001 0.791496 0.469851 0.678844 -8.697148 0.357989 0.802072
2.876097 -0.857518 0.050003 0.597158 0.144202 0.4116 0.469265 0.959832 0.256846
0.677018 0.370209 1.983524 0.66014 0.5 -1.915015 0.151214
decision_type=2 2 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 20 7 6 -3 8 19 -10 -11 12 -6 -2 -15 -7 -8 -9 -5 -1 22 -16 -4 -20
right_child=13 5 3 18 11 15 16 17 9 10 -12 -13 -14 14 21 -17 -18 -19 23 -21 -22 -23
-24 -25
leaf_value=0.01709 0.02579 0.013757 -0.004963 0.01054 -0.009005 0.024879 0.004827
0.012944 0.008668 0.000796 -0.036855 -0.011828 0.021339 0.016022 -0.022624 -
0.008082 -0.02496 -0.013648 -0.024808 -0.012964 -0.006247 0.009192 0.032661
0.007459
leaf_weight=30.967871 48.633251 79.768937 11.301932 27.917109 32.066145 103.473275
34.051606 55.862157 9.136926 34.505262 169.398215 59.63512 76.401869 43.621097
46.417839 18.579045 68.200641 35.098317 41.566488 18.581725 14.987519 12.754784
62.570998 11.799943
leaf_count=1267 2304 3935 662 1441 1383 7009 1706 3022 1033 1748 7677 3590 4149
2878 1830 1223 2478 1607 1917 466 623 1432 3825 572
internal_value=0.0 -0.001606 -0.005572 0.00874 -0.010547 0.006993 -0.003125 -
0.016688 -0.022385 -0.028547 -0.031414 0.003102 0.012336 0.011417 -0.000828
0.019062 -0.016489 0.001595 -0.007531 0.00501 0.021306 -0.014769 0.027161 -0.017496
internal_weight=0.0 995.871 691.798 170.144 521.654 304.074 182.021 353.55 262.59
213.04 203.903 168.103 108.468 151.427 102.794 122.052 102.252 90.9605 81.2835
49.5496 88.8604 59.1726 73.8729 53.3664
internal_count=59777 51333 34982 9040 25942 16351 8119 16820 12191 10458 9425 9122
5532 8444 6140 8232 4184 4629 3930 1733 5110 3262 4487 2489
shrinkage=0.1
Tree=160
num_leaves=25
num_cat=0
split_feature=90 25 114 141 51 167 75 8 40 8 170 194 121 30 166 170 75 158 114 164
24 99 105 174
split_gain=2.60213 3.90541 6.69593 4.37745 6.43053 5.57746 6.89649 6.8827 9.34889
6.51124 6.69052 6.50748 7.08581 6.29336 5.11772 5.06789 4.72376 4.61905 5.38575
4.50834 3.8908 3.70193 3.54462 3.50562
threshold=85.758587 99.302653 -2.833913 0.414482 9.683 0.00658 -1.613053 0.625
0.679099 0.26538 0.192229 0.653872 0.623462 0.133979 4.1e-05 0.017222 -67.188492
0.105964 -2.873928 0.027862 63.777536 0.193663 0.980778 0.022472
decision_type=2 2 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 5 -5 9 7 13 21 11 17 19 -13 -7 -12 -8 -15 23 -19 -1 -14 -9 -16 -
11
right_child=-2 2 -4 4 -6 6 15 8 -10 10 14 12 20 16 22 -17 -18 18 -20 -21 -22 -23 -
24 -25
leaf_value=-0.001977 0.020344 0.018085 -0.025765 0.035269 -0.013802 0.00703 -
0.008048 0.010145 0.026587 -0.013508 -0.016283 0.018481 -0.033624 0.010111 0.027063
0.027252 -0.034102 0.010741 -0.028366 0.036395 0.009104 -0.024688 -0.007701 0.01971
leaf_weight=33.378465 21.177593 14.558616 87.222911 38.818726 13.13792 38.691434
48.790019 16.948531 51.201967 16.977245 16.015505 36.511902 29.981648 8.699032
88.323648 45.542043 173.700232 21.268932 119.836909 103.646503 9.587726 58.47417
17.760191 35.627132
leaf_count=3048 1878 524 2525 3330 246 1751 945 590 1756 491 1579 3103 1393 410
6757 4035 6706 670 3771 9338 640 1701 945 1645
internal_value=0.0 -0.000563 -0.016043 0.001541 0.022205 -0.000428 -0.008315 -
0.01456 0.00351 0.006283 -0.002944 0.018219 -0.004168 -0.02384 0.012916 0.012092 -
0.030493 -0.013471 -0.02135 0.028745 -0.02387 -0.016008 0.020691 0.007723
internal_weight=0.0 1124.7 101.782 1022.92 51.9566 970.963 442.047 347.715 126.625
528.916 315.81 213.106 76.0813 221.091 122.099 94.3321 182.399 193.71 141.106
137.025 39.5694 75.4227 106.084 52.6044
internal_count=59777 57899 3049 54850 3576 51274 17894 12914 4047 33380 15858 17522
5136 8867 9281 4980 7116 6577 4441 12386 2033 2291 7702 2136
shrinkage=0.1
Tree=161
num_leaves=25
num_cat=0
split_feature=108 21 176 176 15 163 41 179 148 178 57 76 36 38 114 76 106 188 5 103
37 86 25 154
split_gain=2.48705 6.45656 5.07675 5.18897 5.41845 5.8026 4.64562 6.10447 5.0671
4.54844 4.33899 4.10437 4.0329 3.92715 3.85801 4.48336 3.82146 3.77117 3.58731
3.29219 3.24209 3.12001 3.02844 2.91796
threshold=0.899439 0.49349 0.41375 0.012641 0.213312 0.958634 0.81057 0.1924
0.824526 0.35852 0.279207 80.471221 -0.77688 0.797723 -2.987507 -7.680582 0.779628
0.678394 0.3277 11.027405 2.176443 0.0 53.676048 85.159637
decision_type=2 2 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 21 3 9 19 17 7 10 16 20 -4 13 -3 14 -9 -16 -8 -6 -15 -5 -1 -2 -18 -12
right_child=1 12 6 4 5 -7 8 11 -10 -11 23 -13 -14 18 15 -17 22 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.022996 -0.006697 0.012559 0.015334 0.016621 -0.031934 0.01112 -
0.027528 -0.005579 0.016347 -0.011881 -0.0302 -0.010463 -0.015586 -0.016214 -
0.002249 0.040573 0.020504 0.002652 0.015871 -0.013328 -0.008011 0.027587 -0.014122
0.003
leaf_weight=78.998365 15.159403 43.911257 18.964853 49.537001 177.06768 23.07549
66.17791 15.645686 22.286026 63.670135 31.80454 17.787074 92.903679 27.516238
23.854988 113.751415 15.788024 29.563093 28.740453 22.964591 22.715211 102.620258
7.351735 30.453326
leaf_count=7940 805 2259 759 2719 8149 1082 3226 860 1371 1683 1245 439 4111 1181
1917 7090 763 1808 1549 1123 1226 5358 426 688
internal_value=0.0 0.008685 -0.001842 -0.008661 -0.015747 -0.022367 0.005837
0.011802 -0.00936 0.004834 -0.008672 0.019341 -0.005712 0.023198 0.029918 0.034332
-0.018955 -0.027356 -9e-06 0.005705 0.015732 0.022557 0.007445 -0.019229
internal_weight=0.0 254.595 887.714 467.592 302.208 229.706 420.122 308.519 111.604
165.384 81.2227 227.296 136.815 209.509 153.252 137.606 89.3177 206.631 56.2567
72.5016 101.714 117.78 23.1398 62.2579
internal_count=59777 12533 47244 25730 14881 11039 21514 15728 5786 10849 2692
13036 6370 12597 9867 9007 4415 9957 2730 3842 9166 6163 1189 1933
shrinkage=0.1
Tree=162
num_leaves=25
num_cat=0
split_feature=43 5 170 43 166 39 126 45 37 2 82 187 50 49 110 115 89 115 180 179
122 128 143 114
split_gain=2.44949 6.53819 8.69347 7.9011 6.86326 5.79193 5.14788 4.90368 4.59447
4.33793 6.65993 4.21497 4.16892 4.53153 4.03849 4.03597 4.57227 3.7916 3.81735
5.03425 3.2194 3.12664 3.10481 2.86152
threshold=0.802028 0.290397 0.877993 0.484808 0.000198 0.733561 0.656851 0.25668
1.132947 0.165343 0.418029 -0.74974 7.203383 1.784457 0.554151 2.473632 18.251543
3.100011 13584.816485 0.039 0.104944 -0.156507 0.017679 -1.646952
decision_type=2 2 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 17 4 -1 9 11 -7 22 10 -2 -6 13 -4 20 16 -13 18 19 -3 -5 -16 -9 -20
right_child=5 2 12 14 6 7 -8 8 -10 -11 -12 15 -14 -15 21 -17 -18 -19 23 -21 -22 -23
-24 -25
leaf_value=0.016713 0.013901 -0.004657 0.008313 -0.005615 0.003463 0.011293
0.005565 0.002707 0.002744 0.017543 -0.022232 0.003681 0.012778 -0.035387 -0.012627
-0.002925 -0.041197 -0.009656 0.015384 0.034169 0.030136 0.015772 -0.046662 -
0.014864
leaf_weight=37.358071 53.699226 28.388814 15.388811 17.561459 40.272361 13.278475
62.004597 9.684596 26.199145 78.319288 74.791386 18.754248 15.36233 32.656594
67.492726 57.76904 120.805962 15.126917 15.790542 177.719803 68.974474 19.489773
44.619339 27.560818
leaf_count=4145 1976 730 1450 825 1305 969 3245 590 1231 5653 2523 672 1251 1924
2674 1623 3313 631 2169 9666 4312 1331 1870 3699
internal_value=0.0 0.003475 0.013653 -0.003593 -0.01207 -0.006499 -0.017268 -
0.022664 -0.030231 0.003385 -0.007405 -0.02318 -0.013516 -0.023989 0.012004 -
0.028288 -0.035687 0.021126 0.024117 0.028924 0.023386 -0.003195 -0.040466 -
0.001669
internal_weight=0.0 838.477 327.995 510.483 336.964 300.591 299.606 93.7816 80.5031
206.81 128.491 237.602 63.4077 48.0454 173.518 197.329 139.56 264.587 249.46
206.109 86.5359 86.9825 54.3039 43.3514
internal_count=59777 44965 21520 23445 14303 14812 10158 4660 3691 10152 4499 6913
4625 3374 9142 5608 3985 16895 16264 10396 5137 4005 2460 5868
shrinkage=0.1
Tree=163
num_leaves=25
num_cat=0
split_feature=179 11 194 40 63 165 104 134 57 114 21 168 153 154 21 123 162 98 74
153 140 47 101 72
split_gain=2.51574 3.87971 6.15431 5.74861 5.43079 6.8209 6.41147 6.18889 6.01117
5.39033 5.41291 5.23343 5.1378 5.71051 5.42152 4.36281 4.33761 4.22976 4.18935
4.65323 4.18589 4.0497 3.76105 3.48811
threshold=1622.5855 116.026028 0.296544 0.347924 9.623733 0.416511 0.096678
0.099477 0.505587 0.660673 0.171528 0.000914 6.45757 91.894297 0.489292 0.281192
0.24126 0.183521 0.982226 3.634214 0.069914 0.550594 3.725415 0.764031
decision_type=2 2 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 17 -4 5 12 15 -7 21 10 -8 -5 22 -14 20 -6 -16 -3 19 -19 -15 -9 -1 -
10
right_child=-2 2 3 11 6 7 9 8 23 -11 -12 -13 13 14 16 -17 -18 18 -20 -21 -22 -23 -
24 -25
leaf_value=-0.019531 0.016833 0.00645 -0.014982 -0.013902 -0.010795 0.019719
0.005948 -0.010212 -0.025665 0.013499 -0.033948 0.029505 0.03842 0.029927 0.012034
0.02428 -0.021885 0.008164 0.005556 -0.043595 -0.011686 0.018517 0.015302 0.003067
leaf_weight=35.268349 47.237239 22.241529 47.092761 10.763327 29.89832 59.62801
29.650775 50.833908 126.04933 15.671453 106.65853 54.56361 91.2508 56.954332
30.310757 41.400932 48.054202 6.655247 15.336024 71.198612 7.475467 72.355945
13.791392 45.323424
leaf_count=2358 14510 1403 2213 1132 1104 1930 1102 2108 3766 1877 3494 2185 3974
1638 826 2197 1088 2392 1000 1963 239 2027 1878 1373
internal_value=0.0 -0.000651 -0.011163 0.005024 0.002515 0.007156 -0.009764 -
0.002191 -0.008527 -0.019783 -0.025889 0.019696 0.017644 0.023156 0.006919 0.010983
-0.009113 -0.024105 -0.031163 -0.03784 0.022378 0.007056 -0.007175 -0.018935
internal_weight=0.0 1088.43 227.851 112.42 860.576 637.296 223.28 354.191 294.563
151.981 136.309 65.3269 283.105 234.046 142.795 71.2993 78.365 115.431 93.1899
77.8539 64.4298 123.19 49.0597 171.373
internal_count=59777 45267 12288 5530 32979 23205 9774 11204 9274 6473 4596 3317
12001 7765 3791 3301 1914 6758 5355 4355 1877 4135 4236 5139
shrinkage=0.1
Tree=164
num_leaves=25
num_cat=0
split_feature=62 64 162 10 171 195 153 62 37 92 89 38 49 153 141 127 115 12 61 150
194 24 188 75
split_gain=2.43594 3.28591 6.32861 9.67268 8.45109 6.16893 6.26341 6.06124 6.89704
5.43854 4.90408 4.86345 6.61177 5.277 4.82835 4.82152 5.18272 4.99198 4.8675
4.41249 4.3477 3.99106 4.36633 3.71321
threshold=9.723096 9.057214 0.186973 10.376344 0.043347 -0.466018 43.143231
7.786502 1.515119 0.226702 44.391532 1.748042 4.799247 21.971704 0.142676 -0.873519
1.672952 2.601262 0.261361 0.028742 -0.544717 61.869644 -0.373786 -41.312289
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
left_child=1 7 4 5 -3 14 20 8 9 -1 -9 21 -13 -14 -4 18 17 -17 -11 -18 -7 22 -10 -24
right_child=-2 2 3 -5 -6 6 -8 10 11 15 -12 12 13 -15 -16 16 19 -19 -20 -21 -22 -23
23 -25
leaf_value=0.009935 0.020359 0.009235 0.026586 0.024504 -0.034324 0.007632 0.005834
0.032322 -0.018138 -0.016456 -0.003816 0.015817 0.010701 -0.035704 -0.015729
0.020987 0.00811 -0.016069 0.012228 -0.044046 -0.03705 0.038422 -0.012812 0.027134
leaf_weight=91.82969 18.475229 44.272577 34.203458 82.944506 95.194501 11.197065
53.623014 71.988747 20.647289 67.797938 43.971439 52.624772 14.049067 29.306486
8.612522 17.558971 5.443048 53.719363 87.499796 67.261124 80.386054 43.928349
5.275337 30.605703
leaf_count=4644 3329 2171 1595 8111 4872 638 931 5786 1107 2759 3071 2002 625 387
321 630 263 2328 5310 1810 2444 2519 119 2005
internal_value=0.0 -0.000306 -0.007025 0.002302 -0.021533 -0.010142 -0.019026
0.003782 -0.000825 -0.008302 0.021206 0.012896 -0.00319 -0.022749 0.014479 -
0.014436 -0.025325 -0.002542 -0.001108 -0.038582 -0.030884 0.024724 0.002273
0.017493
internal_weight=0.0 1113.94 410.434 270.967 139.467 188.022 145.206 703.507 587.547
391.11 115.96 196.437 95.9803 43.3556 42.816 299.28 143.983 71.2783 155.298 72.7042
91.5831 100.457 56.5283 35.881
internal_count=59777 56448 21083 14040 7043 5929 4013 35365 26508 17744 8857 8764
3014 1012 1916 13100 5031 2958 8069 2073 3082 5750 3231 2124
shrinkage=0.1
Tree=165
num_leaves=25
num_cat=0
split_feature=58 97 53 21 148 10 103 139 101 35 76 101 187 112 189 88 90 167 36 168
123 118 114 181
split_gain=2.50618 5.14496 5.21865 4.6928 5.17853 4.61164 4.53675 4.53433 3.98231
3.92429 3.73202 3.58512 3.56784 3.52291 3.38676 3.25348 3.21743 3.20911 2.98189
2.93219 3.10809 3.10726 2.90911 3.12779
threshold=0.322609 0.94545 0.631754 0.228878 0.237032 17.012545 -6.278753 0.994001
0.487639 0.986264 17.741166 3.068296 -0.211533 0.011992 0.349096 -1.046847
70.863209 0.052175 -1.528488 0.021869 0.875192 0.99299 1.305641 0.120448
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 7 8 -5 6 22 9 -1 17 -9 -11 -8 -6 18 -14 19 -2 -3 20 21 -15 23 -4
right_child=1 14 5 4 13 -7 12 10 -10 11 -12 -13 15 16 -16 -17 -18 -19 -20 -21 -22 -
23 -24 -25
leaf_value=0.020868 0.028095 0.008022 0.007127 0.005836 0.008629 0.01599 0.018413
0.012189 -0.010249 0.012283 -0.020338 -0.019271 0.012403 -0.037925 0.008941 -
0.017598 0.009841 -0.006879 -0.028012 0.004965 0.007526 0.001572 0.008866 -0.029466
leaf_weight=66.096218 210.092082 9.494346 11.161352 92.720532 17.00456 63.701024
49.349676 29.372261 34.539321 44.256814 32.904575 20.593468 20.904885 123.504676
24.153094 57.570383 5.513992 13.052896 62.534882 14.111775 5.37544 18.806322 9.4235
93.05327
leaf_count=3364 14139 600 710 4777 865 7231 1691 2535 1918 2565 1167 1210 686 4857
1628 1725 412 808 2685 644 366 809 450 1935
internal_value=0.0 0.004086 0.007398 -0.005477 -0.011811 -0.002128 -0.008566
0.015051 0.010291 0.019867 -0.006226 -0.001319 0.004158 -0.020143 -0.013881 -
0.008051 -0.024219 0.025277 -0.022035 -0.027171 -0.030675 -0.033512 -0.02018 -
0.024609
internal_weight=0.0 751.619 655.436 377.673 277.037 305.164 241.463 350.272 100.636
287.995 62.2768 64.8503 127.825 184.317 96.1823 78.4753 167.312 223.145 72.0292
161.798 147.686 142.311 113.638 104.215
internal_count=59777 41765 36852 18012 12730 14428 7197 22424 5282 18722 3702 3775
4102 7953 4913 2411 7088 14947 3285 6676 6032 5666 3095 2645
shrinkage=0.1
Tree=166
num_leaves=25
num_cat=0
split_feature=7 75 67 83 36 144 140 35 116 60 3 127 64 114 81 166 175 24 110 74 18
154 136 17
split_gain=2.42622 5.32624 6.966 6.65675 5.29944 5.48335 5.27365 5.81054 5.7148
4.79027 5.17013 5.04426 4.5555 4.20335 4.42246 4.12844 4.05974 4.03848 3.94804
3.89303 3.81917 3.80398 4.12561 3.46209
threshold=0.115385 -1.613053 0.564083 0.271233 -0.77688 0.024476 -0.112104 0.5877 -
1.928152 0.346154 0.042449 -0.103913 9.765708 0.642574 0.201198 0.000198 0.920867
33.560514 0.032775 0.973203 0.762572 269.244078 0.056604 0.758207
decision_type=2 2 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 9 -6 7 21 -8 23 -11 -12 17 14 -5 -16 -4 -10 -17 -19 -9 22 -7 -2
right_child=4 -3 16 13 5 6 8 20 12 10 11 -13 -14 -15 15 18 -18 19 -20 -21 -22 -23 -
24 -25
leaf_value=0.013925 -0.016089 0.024278 0.022618 0.006593 0.011625 -0.011897 0.01012
-0.025297 0.005405 -0.004106 0.035202 -0.011951 0.01057 0.009526 0.008745 0.004499
-0.009705 -0.045581 -0.042484 -0.000122 0.008741 -0.012787 0.023205 0.013821
leaf_weight=45.403903 73.638158 82.346038 102.511366 20.187715 78.025717 15.572533
20.00395 78.881797 12.163066 58.302372 83.554369 6.370121 6.046039 18.001978
6.571805 11.991433 26.416835 100.803352 88.083643 22.142497 21.574456 26.564109
100.394467 20.945269
leaf_count=2865 2850 7382 6687 873 4278 638 1611 3043 832 1904 5693 390 1055 1930
873 444 1208 4299 2452 1007 1015 512 4826 1110
internal_value=0.0 0.006682 -0.000123 -0.011404 -0.002618 -0.008469 -0.013078 -
0.002642 -0.025027 0.008529 0.017993 0.029114 -0.031196 -0.020697 -0.026299 -
0.032651 0.015224 -0.035131 -0.037162 -0.039514 -0.017544 0.009432 0.016574 -
0.007243
internal_weight=0.0 401.515 319.169 190.24 724.982 482.172 404.146 242.987 161.159
242.81 148.227 89.9245 141.155 144.837 126.835 106.647 128.928 135.109 100.075
122.946 100.456 142.531 115.967 94.5834
internal_count=59777 24714 17332 9437 35063 23116 18838 10034 8804 11947 7987 6083
7193 6572 4642 3769 7895 6138 2896 5306 4058 5976 5464 3960
shrinkage=0.1
Tree=167
num_leaves=25
num_cat=0
split_feature=89 114 6 102 100 194 157 182 180 129 73 116 179 142 10 24 116 140 183
12 58 24 140 91
split_gain=2.43438 8.53759 7.81991 7.0669 7.07512 5.83383 5.57718 5.56635 6.04397
5.86378 5.17607 4.7485 7.19879 4.35302 4.47924 4.34457 4.56604 4.25251 5.28506
3.73063 3.67564 3.64638 5.90369 4.78389
threshold=28.967011 -2.873928 0.006579 -3.293452 0.143145 0.711188 0.109096
0.705577 0.589 -0.295774 0.110231 1.067531 44.610861 -0.212412 350.97319 138.153776
-2.301925 0.09331 0.941224 6.072555 0.253463 45.228257 0.010513 0.702958
decision_type=2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 17 5 7 20 -1 19 8 -3 -9 -8 12 -12 -4 21 16 -10 18 -2 -6 -5 23 -23 -15
right_child=1 3 13 4 6 -7 10 9 15 -11 11 -13 -14 14 -16 -17 -18 -19 -20 -21 -22 22
-24 -25
leaf_value=0.027505 0.033486 -0.012331 0.010456 -0.009499 -0.01145 -0.011256
0.00676 -0.020815 -0.008479 0.017945 -0.039377 -0.000119 0.010584 -0.0179 0.014149
-0.008059 0.046941 -0.011082 -0.009692 0.016851 0.020519 -0.04034 0.011318 0.014938
leaf_weight=61.87304 118.856739 11.232344 32.113489 31.909178 49.319655 33.030425
39.378248 46.454597 4.019491 29.925992 148.545972 54.970468 15.984094 73.888625
9.051007 6.683159 62.929966 10.838175 15.075326 56.830676 78.610024 90.494149
7.877901 33.608427
leaf_count=4703 6182 400 1489 1434 1548 1536 2538 1264 431 2031 3648 4049 2664 2693
2934 180 6125 593 597 3868 4354 2575 551 1390
internal_value=0.0 0.00389 -0.00576 -0.001518 -0.007643 0.014671 -0.014069 0.014394
0.027434 -0.004628 -0.021095 -0.026386 -0.033351 -0.014604 -0.019449 0.03579
0.041608 0.02273 0.027462 0.004157 0.011603 -0.023069 -0.034046 -0.006308
internal_weight=0.0 781.564 341.937 636.794 475.548 94.9035 365.029 161.246 84.865
76.3806 258.879 219.501 164.53 247.034 214.92 73.6326 66.9495 144.77 133.932 106.15
110.519 205.869 98.372 107.497
internal_count=59777 41906 17871 34534 24103 6239 18315 10431 7136 3295 12899 10361
6312 11632 10143 6736 6556 7372 6779 5416 5788 7209 3126 4083
shrinkage=0.1
Tree=168
num_leaves=25
num_cat=0
split_feature=36 36 64 168 166 189 115 0 19 34 114 101 115 115 153 82 166 83 103
187 153 179 187 120
split_gain=2.4694 6.47924 5.09046 5.97009 8.43319 4.64445 4.48084 4.25453 4.69585
4.47935 3.92484 5.21532 3.73113 5.06035 4.63784 3.95126 3.65091 3.62328 3.50898
3.37409 3.08943 3.0362 2.76371 3.26088
threshold=0.06095 0.107185 5.18114 0.019047 0.008096 -0.246508 3.100011 0.179278
0.748747 0.054071 -1.626983 -18.578227 2.851681 2.72752 36.887056 0.343472 0.001442
0.765796 14.821421 0.105185 114.105285 0.857358 0.92338 0.082957
decision_type=2 2 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 18 10 4 6 20 12 8 9 -7 11 -1 13 15 -14 -4 -15 -12 -2 -8 22 -6 23 -3
right_child=1 5 3 -5 21 7 19 -9 -10 -11 17 -13 14 16 -16 -17 -18 -19 -20 -21 -22 -
23 -24 -25
leaf_value=-0.017381 -0.039508 -0.005963 0.019594 0.029392 0.006717 0.009685 -
0.028626 0.010736 0.008947 -0.028526 -0.033765 0.024133 0.039948 -0.032293 -
0.003488 0.000768 0.010119 0.007863 0.006823 0.009235 -0.012739 -0.036558 -0.007532
0.029729
leaf_weight=17.575826 28.439366 16.761598 150.282152 64.80555 6.473138 16.39663
19.968673 58.984595 39.564561 113.728433 41.620264 23.175337 34.895298 17.384357
26.942788 275.629351 7.153943 10.011138 7.205037 12.655404 8.221085 25.574516
14.551434 81.460368
leaf_count=540 848 789 9143 4726 128 536 641 5710 1453 3495 1538 1592 2923 520 705
16456 359 507 344 546 125 805 559 4789
internal_value=0.0 -0.005248 0.004227 0.007534 0.003263 0.000476 0.007076 -0.007597
-0.014844 -0.022512 -0.013927 0.006452 0.009769 0.005275 0.027196 0.008569 -
0.021289 -0.025751 -0.031467 -0.016948 0.013795 -0.028914 0.018661 0.023652
internal_weight=0.0 385.313 734.148 641.765 576.96 349.669 544.912 228.674 169.69
130.125 92.3826 40.7512 512.288 450.45 61.8381 425.912 24.5383 51.6314 35.6444
32.6241 120.994 32.0477 112.773 98.222
internal_count=59777 18648 41129 36952 32226 17456 31293 11194 5484 4031 4177 2132
30106 26478 3628 25599 879 2045 1192 1187 6262 933 6137 5578
shrinkage=0.1
Tree=169
num_leaves=25
num_cat=0
split_feature=167 81 139 130 92 107 151 157 110 192 142 101 55 173 158 115 167 146
84 125 63 92 132 81
split_gain=2.37471 3.00573 4.00188 4.76809 5.00548 4.21534 4.19133 4.24692 5.4472
3.87466 3.83484 3.76714 3.9743 4.33415 5.54061 3.75998 3.70243 3.65387 3.39625
4.3564 4.42371 2.89753 2.52847 2.49563
threshold=0.000354 0.828375 0.623423 0.053115 0.226702 0.16562 0.014118 0.588111
0.050456 -0.525266 -0.278185 -48.70215 0.098226 0.001166 0.514739 1.579808 0.002775
0.675575 0.693109 0.273765 9.677018 0.961471 0.121898 0.47443
decision_type=2 2 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 -5 -6 8 -8 -9 -7 15 -13 23 -15 -4 -12 -16 19 -3 22 -20 -21 -
14
right_child=1 18 11 4 6 10 7 9 -10 -11 16 12 13 14 17 -17 -18 -19 21 20 -22 -23 -24
-25
leaf_value=0.018728 0.011753 0.015282 0.010524 -0.013936 0.007638 -0.012399
0.004612 0.011401 -0.035657 -0.016956 -0.006613 -0.01026 0.008347 0.032291 -
0.010615 -0.027972 0.032977 0.018731 0.027478 0.004972 0.014513 -0.00792 -0.026929
-0.019141
leaf_weight=27.161983 64.697156 59.165197 13.590973 38.444035 35.993375 10.41795
29.741913 53.59801 155.431735 58.58806 15.806007 56.255679 30.672632 102.514387
68.673032 23.533579 45.787987 27.465997 65.29947 17.446138 16.761931 9.531834
63.086781 25.797263
leaf_count=6630 3292 2554 562 1612 2333 322 1487 2461 6066 2543 1123 2509 1126 6490
3365 505 2434 1909 4164 772 1141 588 2994 795
internal_value=0.0 -0.000423 -0.003202 -0.008585 -0.012309 0.004813 -0.017896 -
0.021554 -0.029514 -0.003966 0.016288 0.004721 0.008732 0.013782 0.01988 -0.015721
0.024214 0.000868 0.008782 -0.00065 -0.012038 0.021722 -0.020651 -0.006968
internal_weight=0.0 1088.3 857.01 508.506 443.809 110.456 333.353 297.36 185.174
112.186 72.0119 348.504 311.379 255.123 198.653 37.1246 61.594 96.139 231.291
156.46 97.2948 74.8313 80.5329 56.4699
internal_count=59777 53147 40934 23673 20381 5491 14890 12557 7553 5004 3879 17261
16194 13685 11764 1067 3557 5274 12213 7461 4907 4752 3766 1921
shrinkage=0.1
Tree=170
num_leaves=25
num_cat=0
split_feature=88 88 76 185 115 141 166 12 11 194 114 194 119 65 99 140 140 180 90
152 140 29 34 153
split_gain=2.35217 3.93337 4.29457 5.6981 5.6347 5.65328 7.10339 6.98629 6.9793
5.37134 4.9778 4.84751 4.68386 5.37602 4.61785 4.39777 9.90094 3.79525 3.68451
3.6257 3.45616 3.45308 3.33762 3.27387
threshold=41.131494 33.215991 19.953319 0.077653 3.038451 0.120832 0.000711 3.1181
59.069893 1.0 -1.844413 0.768716 0.658279 0.969447 0.702241 -0.12797 -0.260984
0.589 23.175783 0.007987 -0.011109 0.068133 0.980993 30.642815
decision_type=2 2 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 5 8 -7 14 9 22 -10 12 13 21 -8 16 -5 -17 -6 -19 -9 -4 -1 -2
right_child=23 -3 3 15 18 6 7 20 10 -11 -12 -13 -14 -15 -16 17 -18 19 -20 -21 -22 -
23 -24 -25
leaf_value=0.038237 0.025784 -0.017251 0.003982 0.01668 -0.02746 0.024129 -0.037661
0.020839 0.021106 -0.007477 -0.012217 0.007024 0.004147 0.007276 0.006326 -0.009693
-0.027819 -0.007057 0.007221 0.03176 -0.00869 -0.043571 -0.001654 -0.00651
leaf_weight=142.858283 38.768425 85.289092 9.767737 59.613064 33.941463 32.942156
54.965095 36.427069 26.56292 21.047597 89.71467 45.761237 35.300747 16.469281
17.503547 18.133395 60.551755 14.083037 28.046237 65.273662 46.221861 85.354952
19.703501 29.010647
leaf_count=7179 8470 6326 435 1636 921 3430 1156 2505 2305 689 7210 1775 1368 798
579 624 1495 574 1307 2352 1659 3041 927 1016
internal_value=0.0 -0.000681 0.001442 -0.005958 0.007 0.010786 -0.00259 -0.012183
0.018479 0.028758 -0.001029 -0.016898 -0.024274 -0.031972 -0.028574 0.004868 -
0.007109 0.017368 -0.015136 0.024786 0.006916 -0.038938 0.034033 0.014711
internal_weight=0.0 1045.53 960.243 410.309 549.934 487.947 188.06 155.118 299.887
183.609 116.278 192.654 146.893 111.592 72.4686 217.655 120.165 97.4901 61.9877
79.3567 82.6489 95.1227 162.562 67.7791
internal_count=59777 50291 43965 14098 29867 27639 9329 5899 18310 8795 9515 7417
5642 4274 1735 6681 3131 3550 2228 2926 4164 3476 8106 9486
shrinkage=0.1
Tree=171
num_leaves=25
num_cat=0
split_feature=37 37 75 36 8 115 88 140 75 63 179 181 8 141 116 137 116 179 116 63
153 125 37 166
split_gain=2.25715 3.51047 8.1615 6.37961 6.09199 6.09023 6.05667 5.84874 5.74347
5.55903 5.19307 6.81489 5.0642 4.8197 4.7498 5.59696 4.85826 4.74745 8.1741 4.76871
4.74363 4.72378 4.20915 4.19145
threshold=-1.144454 0.125242 -0.911106 -1.076775 0.227273 0.524255 -35.914573 -
0.041915 -19.060119 9.673229 5.51775 73352.339854 0.435285 -0.007334 0.871672
0.161713 -2.084784 0.57112 -0.597436 9.670244 46.827307 0.335453 0.370472 5.2e-05
decision_type=2 2 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 9 5 -5 -2 -8 13 20 17 12 -12 -7 15 -9 -17 18 -6 -19 -3 -10 -21 -
14
right_child=1 3 -4 4 10 8 7 14 21 -11 11 -13 23 -15 -16 16 -18 19 -20 22 -22 -23 -
24 -25
leaf_value=0.018236 0.015888 0.041237 0.019768 0.028167 -0.021814 -0.00626 0.015831
0.002544 0.007274 -0.007898 -0.01151 -0.021999 -0.010944 0.029854 -0.000362
0.004489 -0.048821 -0.029531 0.017184 -0.017392 -0.003396 -0.027599 0.023346
0.029368
leaf_weight=27.568632 17.505424 56.887085 38.188752 75.038191 54.469436 46.285842
8.622857 27.133173 41.426051 30.78495 27.466487 27.091997 8.968825 38.920558
51.053461 11.905122 93.118985 148.764352 80.472752 6.614144 23.41696 54.891406
16.306228 96.816209
leaf_count=3811 609 4699 4154 6781 1049 2053 345 1192 2264 1408 2041 3015 679 2402
3237 928 3024 2357 1991 200 879 3579 596 6484
internal_value=0.0 -0.000386 -0.009931 0.002778 -0.001077 0.010328 -0.017739 -
0.023106 -0.000906 0.021363 -0.007681 0.005922 0.015499 0.01459 -0.027542 -0.035424
-0.043196 -0.014662 0.0 -0.023951 0.031476 -0.014905 0.007905 0.023804
internal_weight=0.0 1082.15 247.528 834.621 723.532 256.562 209.339 191.834 181.524
111.089 466.97 160.344 133.252 85.2064 183.211 132.157 105.024 306.627 134.942
171.685 80.304 96.3175 22.9204 105.785
internal_count=59777 55966 13489 42477 35491 17079 9335 8726 10298 6986 18412 12219
9204 4455 8381 5144 3952 6193 3040 3153 5578 5843 796 7163
shrinkage=0.1
Tree=172
num_leaves=25
num_cat=0
split_feature=112 125 88 38 92 75 103 89 109 120 89 13 164 140 36 188 121 153 165
102 164 166 166 90
split_gain=2.27672 4.02233 3.77834 3.50568 5.30507 4.83928 6.63254 5.38757 4.40152
4.11001 4.12956 4.7884 4.97761 4.09305 4.01571 3.96438 3.82986 3.8291 3.4916
3.34999 3.07661 2.91474 2.8756 2.72865
threshold=0.043777 0.415152 -2.598468 -0.377323 0.642386 -12.528018 -21.17732
27.124882 0.593877 0.975677 64.663755 0.900867 0.852199 -0.074966 -1.092853
0.415281 0.775701 28.605774 0.699402 -16.915474 0.131424 0.00035 0.000698 36.970944
decision_type=2 2 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 9 6 -2 -8 17 10 11 12 15 16 23 -5 -10 -6 -13 -7 -3 -4 -12 -9
right_child=3 20 21 4 8 19 7 14 13 -11 22 18 -14 -15 -16 -17 -18 -19 -20 -21 -22 -
23 -24 -25
leaf_value=0.014508 0.021319 -0.002693 0.010128 -0.036404 0.028407 -0.00748
0.012946 -0.03806 0.016865 0.011064 -0.009738 0.01718 0.002043 -0.023178 0.00955 -
0.004383 -0.013814 -0.001975 -0.012714 0.028704 0.031515 -0.022929 0.01889 0.002187
leaf_weight=31.278942 33.267957 28.153639 10.130368 154.01487 66.693183 13.927894
22.783522 55.19322 63.150573 44.903431 31.457023 38.07842 56.717958 37.087288
9.347146 64.192963 28.200641 58.718146 36.426126 75.662427 49.554605 50.338847
31.47364 14.974739
leaf_count=1219 1348 1973 1177 6884 6037 1540 1296 1760 3287 2227 1514 2452 3010
1969 508 3621 1029 1446 1502 5516 3812 2042 1467 1141
internal_value=0.0 0.010223 -0.003901 -0.001236 -0.004682 0.00867 -0.003561 -
0.015498 0.006262 -0.01078 -0.013962 -0.017919 -0.023327 -0.006005 -0.025322 -
0.029206 0.006011 0.017212 0.003217 0.022465 0.022474 -0.015488 0.006366 -0.031823
internal_weight=0.0 169.456 91.7482 936.271 711.114 225.157 135.567 102.299 253.85
457.264 412.361 349.43 274.926 128.439 79.5151 218.208 91.3512 125.411 74.5045
89.5903 77.7082 60.4692 62.9307 70.168
internal_count=59777 10223 4438 49554 36445 13109 6053 4705 13768 22677 20450 17469
13515 6285 3409 10505 4316 7483 3954 7056 5785 3219 2981 2901
shrinkage=0.1
Tree=173
num_leaves=25
num_cat=0
split_feature=173 195 4 115 126 178 43 61 91 66 58 115 154 89 46 156 156 77 131 36
154 66 22 10
split_gain=2.23143 5.19444 5.73865 3.70806 3.9669 10.8042 5.42666 4.49965 3.85059
4.56013 5.73208 4.7452 4.6345 3.64127 3.36859 3.21463 2.91963 2.8872 2.80191
2.77745 2.74455 2.68642 2.68608 2.62541
threshold=0.004231 0.39139 0.0 3.088809 0.975096 0.9863 0.595302 0.896898 0.125031
0.560905 0.603554 2.490779 117.970553 61.030314 0.163302 0.933377 0.452236
19.170815 0.021917 -1.076775 154.131514 0.782164 0.620085 12.772402
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
left_child=1 20 16 4 7 6 -6 8 14 10 15 -12 17 19 -2 -10 -3 -11 -9 -5 -1 -16 -14 -4
right_child=3 2 23 13 5 -7 -8 18 9 12 11 -13 22 -15 21 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.021052 -0.007875 -0.008634 -0.032592 0.006032 0.007404 0.020059 -
0.035732 -0.005615 -0.00385 0.02602 -0.028619 0.007214 0.008188 0.012905 0.032271
0.022124 0.019802 -0.006187 0.031819 -0.031815 -0.006413 -0.001834 -0.017235
0.000865
leaf_weight=45.767265 18.764659 41.034135 81.117141 10.437855 23.133624 48.424915
64.194154 10.747471 110.035508 99.038208 98.268455 30.777536 46.176714 7.435424
62.25827 31.205588 26.499566 17.312177 67.002766 34.691425 36.199574 23.972265
42.969491 26.153144
leaf_count=6099 1373 751 1100 535 2802 2150 3952 836 5007 7469 4553 1266 1641 517
3905 1973 548 1136 5525 1165 1273 1507 1195 1499
internal_value=0.0 -0.006577 -0.01526 0.003426 0.005408 -0.008393 -0.025577
0.008587 0.004581 0.000191 -0.007857 -0.020377 0.010331 -0.015652 0.018753 0.005596
0.005787 0.020839 0.026463 -0.024328 0.010818 0.025251 -0.005624 -0.026449
internal_weight=0.0 256.771 174.804 846.847 794.282 135.753 87.3278 658.529 580.779
475.784 270.287 129.046 205.497 52.5647 104.995 141.241 67.5337 116.35 77.7502
45.1293 81.9668 86.2305 89.1462 107.27
internal_count=59777 11270 3898 48507 46290 8904 6754 37386 31025 24240 12799 5819
11441 2217 6785 6980 1299 8605 6361 1700 7372 5412 2836 2599
shrinkage=0.1
Tree=174
num_leaves=25
num_cat=0
split_feature=108 176 76 166 76 176 102 14 174 151 179 140 180 88 60 38 102 72 122
140 157 89 6 61
split_gain=2.23909 5.00245 3.9798 6.80333 4.89022 4.62743 4.91492 5.08113 4.57459
4.44306 4.4012 5.9699 5.72303 5.07397 4.3325 4.18638 4.12463 3.78706 3.3355 3.29935
3.10531 3.05756 3.04187 2.99292
threshold=0.899439 0.726252 -1.650761 0.001497 -8.10854 0.41375 -4.242143 0.467235
0.929628 0.026334 0.265282 -0.081456 30934.197532 -74.209097 0.88666 0.81002
28.494895 0.124311 0.060573 -0.120346 0.818781 20.826882 0.974198 0.3988
decision_type=2 2 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 20 3 8 -5 6 7 -4 -1 -8 11 -7 13 -12 17 22 21 -11 -19 -9 -2 -13 -15 -17
right_child=1 -3 5 4 -6 10 9 19 -10 14 12 16 -14 15 -16 23 -18 18 -20 -21 -22 -23 -
24 -25
leaf_value=0.032673 0.023579 -0.008861 0.022257 -0.02249 0.015117 0.010199 0.009623
-0.024861 -0.010319 0.001576 -0.01522 0.00598 -0.014788 0.034714 0.003634 -0.015325
0.009521 0.002587 -0.036115 0.008434 -0.003891 -0.041265 -0.002848 0.014192
leaf_weight=73.845837 123.167861 80.883517 44.3653 46.546977 20.67615 48.340972
28.283415 25.303414 10.392394 34.767546 13.07994 4.991447 37.481213 108.708458
44.763733 28.211605 7.503941 18.971436 152.715026 25.09735 40.564674 36.919264
18.013428 26.218606
leaf_count=8906 6474 3683 2752 2395 1082 1441 2384 1015 1284 1472 169 255 4078 5691
2457 731 303 717 5396 1879 2376 911 837 1089
internal_value=0.0 0.008641 -0.001525 0.011349 -0.009536 -0.004779 -0.011842
0.005959 0.025686 -0.017878 0.003663 -0.01124 0.010717 0.017392 -0.021913 0.022164
-0.027328 -0.027146 -0.032152 -0.011926 0.017347 -0.035422 0.02997 -0.001083
internal_weight=0.0 244.616 855.197 151.461 67.2231 703.736 374.267 94.7661 84.2382
279.501 329.469 97.7556 231.713 194.232 251.218 181.152 49.4147 206.454 171.686
50.4008 163.733 41.9107 126.722 54.4302
internal_count=59777 12533 47244 13667 3477 33577 18072 5646 10190 12426 15505 2910
12595 8517 10042 8348 1469 7585 6113 2894 8850 1166 6528 1820
shrinkage=0.1
Tree=175
num_leaves=25
num_cat=0
split_feature=105 114 151 153 124 30 1 91 82 70 128 105 153 154 131 46 150 164 97
194 170 35 14 14
split_gain=2.25074 5.27026 4.59129 3.88639 3.85423 6.79091 5.0006 4.34306 4.86721
4.37446 3.99102 3.8826 3.86787 3.8173 3.52344 3.95717 3.48044 3.5402 3.21139
3.09087 2.77088 2.75121 2.69481 2.54971
threshold=0.085747 -0.614229 0.141753 5.138534 0.743932 0.435729 0.277778 0.084702
0.636134 0.111173 -0.059331 0.979318 31.05944 52.31428 0.106148 0.931084 0.106492
0.93164 0.834961 -0.950937 0.944678 0.419327 0.273445 0.049704
decision_type=2 2 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 7 18 10 9 11 -2 16 14 13 21 -9 19 -7 -18 -6 -16 -11 -10 -5 -15
right_child=4 3 -4 22 5 6 -8 8 12 20 -12 -13 -14 23 15 -17 17 -19 -20 -21 -22 -23 -
24 -25
leaf_value=-0.006163 -0.014955 0.015327 0.025332 0.005652 0.034343 0.006094 0.01718
0.002266 -0.017662 0.025234 0.013223 0.004903 -0.010773 -0.004965 0.003212 0.00163
-0.036945 0.006518 -0.004097 -0.033066 -0.00749 0.010423 -0.026161 0.030999
leaf_weight=44.951034 17.711909 13.772914 122.817504 19.752839 56.300578 18.57877
30.474779 52.048214 27.623303 71.012024 10.804927 60.424845 81.245877 11.947976
18.396526 43.82913 53.629831 9.448311 17.328789 172.34353 12.906678 31.78741
48.478401 49.051882
leaf_count=2436 1002 2605 5654 848 4936 1022 3565 2392 2396 4368 852 2745 1822 446
1554 2078 1847 452 1326 7473 829 2997 1569 2563
internal_value=0.0 0.008478 0.017329 -0.00934 -0.001656 0.009402 -0.005315 -
0.005367 -0.008905 0.010751 -0.015783 -0.01548 0.003109 0.012857 -0.019864 -
0.024389 -0.022814 -0.030399 0.027053 -0.029604 0.01936 -0.004497 -0.018268
0.024765
internal_weight=0.0 249.773 167.769 82.0042 846.895 196.566 122.937 650.329 548.699
101.631 92.4618 347.042 201.656 120.411 286.617 234.569 81.6569 63.0781 73.6294
190.74 83.9187 59.4107 68.2312 60.9999
internal_count=59777 13112 8090 5022 46665 14000 7738 32665 26466 6199 4173 16242
10224 8402 13497 11105 3321 2299 6262 9027 5197 5393 2417 3009
shrinkage=0.1
Tree=176
num_leaves=25
num_cat=0
split_feature=169 180 153 1 89 177 181 179 89 115 75 142 141 114 153 180 37 140 101
190 53 146 89 25
split_gain=2.16548 5.59805 6.16901 5.62641 4.75033 4.5393 6.44548 5.9254 5.3751
5.92132 4.91709 4.71201 4.52599 4.77723 4.16448 4.16063 4.00417 3.97895 3.92617
3.62318 3.46238 3.44732 3.33021 4.20861
threshold=0.0 7.543251 7.307206 0.567772 71.253388 0.274324 2.23876 0.57112
50.587133 -0.027114 -7.813005 0.036956 0.009352 0.12976 3.634214 0.4611 7.423998 -
0.175774 7.907018 0.948095 0.81731 0.209585 97.851374 38.339565
decision_type=2 2 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 17 14 -4 7 15 10 9 -9 16 21 -11 19 -3 -7 -2 -1 20 -14 -8 -12 23 -16
right_child=5 3 4 -5 -6 6 18 8 -10 12 11 -13 13 -15 22 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.013362 0.033006 0.012279 0.027644 0.01382 -0.00998 0.015098 0.034608
0.007928 0.008557 0.000416 -0.033536 0.0181 -0.051748 -0.000105 -0.002835 -0.017524
-0.010765 -0.024532 -0.004158 0.004956 0.003367 0.005886 0.010587 -0.0323
leaf_weight=10.653956 54.793072 15.284891 93.282977 38.020016 20.86427 22.648248
112.339539 40.947258 70.343214 40.947988 18.229197 11.689149 57.197734 27.847951
78.113506 68.951358 5.219816 37.286707 38.61663 4.925976 59.111719 18.282037
7.801704 141.082427
leaf_count=931 3185 2246 3083 3870 620 1869 7618 4111 5467 2917 623 1017 1996 2646
1356 1943 134 3158 3371 321 3331 1219 172 2573
internal_value=0.0 -0.004222 0.009156 -0.012152 0.019917 0.004499 0.012717 -
0.003165 -0.011388 -0.019643 0.01327 -0.007602 -0.028119 -0.037158 -0.017667 -
0.007238 0.026318 -0.013778 0.02119 -0.047034 0.026612 -0.021129 -0.021284 -
0.023939
internal_weight=0.0 442.39 162.088 280.303 114.147 652.091 301.667 350.423 242.21
171.867 108.213 48.2004 130.92 89.9717 242.283 91.5996 60.0129 47.9407 210.068
62.1237 171.451 36.5112 226.998 219.196
internal_count=59777 18009 7792 10217 3703 41768 18132 23636 17458 11991 6178 2859
7880 4963 6347 3812 3319 4089 14320 2317 10949 1842 4101 3929
shrinkage=0.1
Tree=177
num_leaves=25
num_cat=0
split_feature=10 10 24 127 101 76 177 89 180 25 102 115 153 166 179 74 32 105 62
103 153 63 76 26
split_gain=2.16649 3.42587 7.61316 5.77323 4.12807 6.23279 5.3872 5.1067 7.90834
6.26304 6.22041 5.87594 5.35025 5.43678 5.32354 4.78548 4.74755 4.28657 4.05146
3.96734 3.82107 3.8173 4.01323 3.72386
threshold=409.98915 105.103035 59.015619 -0.137582 -25.064898 80.471221 0.108542
38.824574 50.21155 43.612294 17.669207 2.803297 10.387076 0.002529 7.371397 0.75384
0.759211 0.616207 5.885545 -9.74649 59.533704 9.445217 -11.010453 0.486978
decision_type=2 2 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 19 6 7 18 12 9 11 -11 -9 16 20 -15 23 17 -6 -1 -3 -14 22 -10 -8
right_child=-2 2 -4 -5 5 -7 15 8 21 10 -12 -13 13 14 -16 -17 -18 -19 -20 -21 -22 -
23 -24 -25
leaf_value=-0.012844 0.01692 0.005533 0.015205 0.012501 0.008305 -0.023523 -
0.002027 -0.036136 -0.008805 0.02435 -0.010826 0.008632 0.039344 0.01745 -0.020903
0.004675 0.020749 -0.026026 0.020962 -0.047788 -0.002321 -0.005387 0.033862 -
0.032159
leaf_weight=20.159323 37.418063 7.212355 24.160919 5.706854 36.535387 26.128958
68.013292 69.01272 9.352288 42.089112 86.738937 21.235079 118.006259 37.815357
24.939131 77.417039 23.287478 43.039858 62.990278 37.727557 20.195348 34.918296
64.048785 92.453982
leaf_count=848 11506 1125 4026 1053 2843 653 1811 1675 415 2123 3098 615 3926 935
829 2004 2215 3106 3716 3529 403 1911 3329 2083
internal_value=0.0 -0.00024 -0.016489 -0.031684 0.001621 0.006057 -0.007107
0.008665 -0.000243 -0.010752 0.003784 -0.026176 0.017147 0.025262 -1.5e-05 -
0.014228 -0.001391 -0.012795 0.01119 -0.040645 0.034108 0.018076 0.027178 -0.02245
internal_weight=0.0 1053.18 74.8077 50.6468 978.377 657.343 321.034 631.214 327.395
219.076 128.828 90.2478 303.819 200.956 62.7545 237.884 102.863 79.5752 83.1496
44.9399 138.202 108.319 73.4011 160.467
internal_count=59777 48271 9733 5707 38538 28076 10462 27423 13166 7511 5221 2290
14257 6093 1764 5898 8164 5949 4564 4654 4329 5655 3744 3894
shrinkage=0.1
Tree=178
num_leaves=25
num_cat=0
split_feature=89 114 179 156 86 71 167 179 89 54 185 180 65 128 102 114 183 102 116
10 164 5 88 25
split_gain=2.17351 6.63573 6.26813 7.3233 6.09514 6.06055 4.85546 4.457 7.37468
5.66599 4.62973 4.55788 4.35269 4.67552 4.19502 3.92319 5.46727 3.91458 6.24385
3.51447 3.48991 3.23571 3.20353 2.96692
threshold=28.967011 -2.873928 0.857358 0.119812 0.860755 0.107823 0.003976 1.984
38.824574 0.2025 0.832574 46.80115 0.602111 -0.264814 -7.062531 -3.077773 0.941224
-2.901732 1.533995 350.97319 0.874431 0.266667 -9.472789 31.6598
decision_type=2 2 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 15 3 6 7 -6 -1 8 23 -9 20 17 19 -14 -5 21 -17 -10 -19 -4 -11 -2 -8 -3
right_child=1 4 12 14 5 -7 22 9 11 10 -12 -13 13 -15 -16 16 -18 18 -20 -21 -22 -23
-24 -25
leaf_value=0.012825 -0.015506 -0.008818 -0.028534 -0.003867 -0.012916 0.024487
0.00648 -0.016121 -0.000211 0.027097 -0.013083 0.004595 -0.012619 0.021769 0.03704
0.036713 -0.01151 -0.043448 0.005454 0.009728 -0.004818 0.015852 -0.034953 0.02032
leaf_weight=22.109352 30.829357 28.488462 117.985051 25.129013 31.044615 105.840492
10.149819 57.039852 39.306816 99.551195 23.449246 37.790873 51.466884 27.746561
43.624769 80.109139 8.572299 100.934143 21.384338 7.369617 30.348377 19.01119
25.794996 42.582134
leaf_count=1576 1415 784 4265 1544 1428 6410 346 4087 1900 9117 1426 783 2826 2078
2898 4243 361 2603 1184 1904 2616 1353 434 2196
internal_value=0.0 0.003783 -0.00547 0.010066 -0.001066 0.014953 -0.012006 -
0.006459 -0.014116 0.004076 0.013442 -0.022812 -0.015188 0.002745 0.026235 0.020681
0.02984 -0.028865 -0.035663 -0.024402 0.02026 -0.001738 -0.026009 0.009667
internal_weight=0.0 756.283 331.376 126.808 617.761 136.885 58.0542 480.875 270.487
210.389 153.349 199.416 204.568 79.2134 68.7538 138.522 88.6814 161.625 122.318
125.355 129.9 49.8405 35.9448 71.0706
internal_count=59777 41906 17871 6798 34534 7838 2356 26696 9450 17246 13159 6470
11073 4904 4442 7372 4604 5687 3787 6169 11733 2768 780 2980
shrinkage=0.1
Tree=179
num_leaves=25
num_cat=0
split_feature=101 142 23 101 89 53 10 102 127 159 63 166 89 36 50 36 141 169 13 153
103 75 89 101
split_gain=2.21985 5.93894 6.70356 4.37502 4.29638 4.15754 5.1123 7.80013 6.72664
8.44465 5.52694 4.72744 4.86042 4.41193 7.20568 6.25556 5.4937 4.00586 3.78061
3.77028 3.63856 3.34062 3.33385 3.29969
threshold=13.138113 -0.648154 78.273563 7.907018 85.538915 0.631754 58.121865
9.297368 -0.264828 0.910098 8.089684 0.000198 51.063127 -1.915015 5.745398 0.06095
-0.089657 0.587029 0.896517 77.091623 -26.890655 -29.920555 19.125447 -77.468458
decision_type=2 2 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 22 5 -4 6 8 -8 9 10 -1 -7 13 -13 15 -15 -16 -5 19 -14 -10 -22 -3 -
12
right_child=1 2 4 17 -6 11 7 -9 20 -11 23 12 18 14 16 -17 -18 -19 -20 -21 21 -23 -
24 -25
leaf_value=0.003751 -0.020535 -0.0009 -0.023923 -0.029936 0.01374 0.016826 0.013167
-0.030301 0.012723 -0.010368 -0.006652 0.009295 0.023852 0.014222 0.006369 -
0.021276 -0.039326 0.008414 -0.014093 -0.010063 0.009442 -0.02722 0.040075 0.040238
leaf_weight=80.853549 12.617617 22.608832 22.862963 46.81315 20.280881 44.486102
47.506874 41.627361 20.601956 51.595132 4.541796 37.470705 68.770637 77.250089
18.937824 43.72848 113.572605 17.672292 26.739817 19.467267 10.757618 46.611373
53.866725 132.898768
leaf_count=3011 156 1814 1421 2097 1487 4579 8100 2631 1855 1496 94 1935 3338 3650
693 1527 3128 1645 1270 343 560 2538 5783 4626
internal_value=0.0 0.011253 0.019058 -0.001003 -0.008124 0.001231 0.007822 -
0.010288 0.013074 0.019918 0.027602 -0.005277 -0.009045 -0.015335 -0.019784 -
0.000748 -0.032814 -0.020215 0.006696 0.015518 -0.009273 -0.019233 0.031882
0.037485
internal_weight=0.0 132.237 119.619 951.903 43.1438 887.418 436.994 89.1342 347.86
269.889 218.294 450.424 405.937 290.96 253.489 120.979 132.51 64.4854 114.978
88.2379 77.9709 57.369 76.4756 137.441
internal_count=59777 10661 10505 49116 2908 45374 24911 10731 14180 9227 7731 20463
15884 10933 8998 5177 3821 3742 4951 3681 4953 3098 7597 4720
shrinkage=0.1
Tree=180
num_leaves=25
num_cat=0
split_feature=1 116 6 89 194 187 66 6 180 161 195 195 10 15 154 62 82 47 10 179 67
191 76 17
split_gain=2.14364 3.66146 3.42114 4.794 5.48481 4.14761 3.98048 4.18515 4.62236
4.14631 5.37733 4.83925 4.12347 4.04922 3.90896 3.90128 3.56377 3.41933 3.37531
3.00698 2.83501 2.83567 2.64378 2.48353
threshold=0.571429 0.097643 0.004693 45.759773 0.653872 -0.431595 0.047722 0.215464
28838.884066 0.574999 -0.716614 0.471558 88.35484 0.1143 248.387558 9.012002
0.28393 0.245556 12.772402 3.043767 0.934254 0.566569 13.357931 0.19187
decision_type=2 2 2 2 2 2 2 2 2 2 10 10 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 14 -5 -4 12 9 10 -9 23 20 -10 -1 -12 -7 -15 -13 -3 21 -8 -6 -11
right_child=1 19 6 5 22 16 7 8 13 11 15 18 -14 17 -16 -17 -18 -19 -20 -21 -22 -23 -
24 -25
leaf_value=0.03551 0.021243 -0.015114 0.011285 0.014817 -0.017057 0.007841 -
0.034209 -0.012141 0.010222 -0.009146 0.026962 -0.026477 0.01087 0.003576 -0.006257
-0.003131 -0.024444 -0.038325 0.0067 0.01152 0.004265 0.002572 0.011125 0.021801
leaf_weight=75.787992 80.042592 52.69516 86.444058 29.570046 30.846249 26.361816
105.102326 44.476395 12.270848 12.242255 109.804081 73.437748 13.716486 17.084537
13.841302 48.863663 64.805854 35.631113 22.326566 37.590487 17.702256 17.812382
23.515201 28.149469
leaf_count=6219 10089 2624 3550 1879 1664 986 2091 2242 857 560 3570 1124 1737 1221
477 1833 2199 2749 1062 7359 464 473 849 1899
internal_value=0.0 0.009772 -0.001354 0.007496 0.017817 -0.006203 -0.005225 -
0.00839 -0.002312 0.003039 0.011224 -0.008923 -0.020423 -0.02057 0.029096 0.018952
-0.015551 -0.02912 -0.019031 -0.003863 -0.025278 -0.029556 -0.005293 0.012498
internal_weight=0.0 170.328 909.793 264.728 143.991 120.738 645.064 558.62 404.287
339.3 203.144 136.156 154.333 64.9865 89.6293 158.668 91.1677 52.7157 95.7643
90.2856 140.617 122.915 54.3615 40.3917
internal_count=59777 20072 39705 14273 9209 5064 25432 21882 17117 12290 7645 4645
4765 4827 6696 5403 3185 3970 2186 9983 3028 2564 2513 2459
shrinkage=0.1
Tree=181
num_leaves=25
num_cat=0
split_feature=62 64 63 115 77 190 162 10 171 106 75 88 37 170 37 180 143 86 156 50
103 37 102 166
split_gain=2.09187 3.06395 5.26104 5.53127 7.93372 7.04498 5.02493 8.08447 6.59753
5.06997 4.74748 4.5167 6.32271 5.47592 3.6224 3.72972 3.45729 3.44133 3.42081
3.41147 3.22786 3.18754 3.14196 3.10769
threshold=9.723096 9.057214 8.557686 1.169684 19.706788 -0.628572 0.186973
10.376344 0.043347 0.469435 -3.493299 34.005447 -0.515871 0.96723 -0.128989
2063.547571 0.061422 0.458793 0.967767 7.403744 38.385665 -1.090026 -22.662163
0.001342
decision_type=2 2 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 -1 19 8 9 -3 -8 18 12 21 22 -11 -16 -10 -12 20 -5 -7 -4 -14 -6
right_child=-2 6 11 5 23 10 7 -9 16 14 17 -13 13 -15 15 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.020347 0.019063 0.008039 0.01123 -0.009863 0.006998 -0.03882 0.007508
0.022533 0.001572 0.008925 -0.013374 -0.012296 -0.006032 -0.008951 -0.033122
0.007781 -0.038517 0.0211 0.000228 0.021193 0.005015 -0.023959 0.033341 -0.029698
leaf_weight=128.981192 17.151882 41.747222 12.109266 27.294847 15.685996 97.279272
77.039048 77.363392 22.548933 13.397485 17.727526 27.138933 9.572841 23.056438
78.132972 10.463479 69.804334 18.12001 33.647706 46.56698 8.985539 20.062066
160.542413 21.880995
leaf_count=7659 3329 2171 867 1063 1373 3326 2481 8111 1269 959 904 3069 281 1217
2253 236 3603 1166 1398 2743 349 674 8604 672
internal_value=0.0 -0.000315 0.003733 -0.003207 0.009545 -0.011874 -0.006946
0.001704 -0.019995 -0.009831 -0.021379 0.01402 0.018624 0.024899 -0.021333 -
0.027324 -0.031254 0.005981 -0.028172 0.010268 -0.034723 -0.011804 0.03036 -
0.018705
internal_weight=0.0 1059.15 668.652 416.17 166.548 249.622 390.497 256.396 134.1
179.033 175.76 252.482 225.343 193.172 101.994 88.5965 92.3533 35.8475 139.913
73.8618 106.265 32.1713 170.115 37.567
internal_count=59777 56448 35365 20653 9704 10949 21083 14040 7043 5929 7143 14712
11643 10102 3448 2489 4872 2070 5073 3806 3675 1541 8885 2045
shrinkage=0.1
Tree=182
num_leaves=25
num_cat=0
split_feature=83 179 108 96 93 95 99 34 84 10 153 36 62 141 12 153 26 194 153 2 36
166 57 71
split_gain=2.11811 3.04465 3.53388 3.00962 6.30573 4.45014 4.43499 4.11836 3.79771
3.64033 6.9791 4.96099 5.94059 5.78942 4.15744 3.41006 3.37799 3.3495 3.41516
3.28265 3.1297 3.1253 3.04496 3.47107
threshold=0.921402 0.4116 0.469265 0.695439 0.713786 0.756954 0.706058 0.092997
0.546927 10.376344 5.807404 0.032521 8.200534 0.179245 8.243728 65.728746 0.12245 -
0.644123 18.732139 0.010204 -1.403087 0.001497 0.006488 0.844924
decision_type=2 2 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 5 6 9 22 -7 -8 10 16 13 15 14 -12 -13 -1 18 -11 -6 -18 -15 -5 -
24
right_child=1 2 -4 4 19 7 8 -9 -10 17 11 12 -14 21 -16 -17 20 -19 -20 -21 -22 -23
23 -25
leaf_value=0.008326 0.02413 0.014353 -0.013866 0.007363 -0.006867 0.013381 0.018974
-0.019866 -0.013957 0.015431 0.034609 0.018459 -0.027199 -0.017864 -0.002353 -
0.013146 0.006522 0.026087 -0.017643 0.022574 -0.036786 0.01002 -0.032581 0.003038
leaf_weight=10.385723 44.468097 40.218137 55.703109 11.300889 40.618072 18.291412
32.470262 96.607069 26.756842 17.677004 89.321214 54.865002 39.181364 36.102087
32.884786 17.108867 6.987678 96.425086 25.489495 44.622549 39.739617 44.752015
127.140692 24.493941
leaf_count=1026 2304 2878 3262 614 1548 990 2527 4741 1542 4310 3129 1699 876 1228
817 248 579 10956 884 3605 2262 1413 5075 1264
internal_value=0.0 0.010448 -0.001248 -0.001307 -0.00879 0.002682 -0.016868 -
0.012402 0.004443 0.006758 0.000967 0.007414 -0.007777 0.015652 0.02657 0.008854 -
0.022648 0.018387 -0.003133 0.010866 -0.03025 -0.004242 -0.02396 -0.027394
internal_weight=0.0 140.389 95.9212 933.222 307.403 625.818 222.163 114.898 59.2271
510.92 371.328 314.215 111.155 203.06 122.206 71.9739 57.113 139.592 43.1665
85.2406 46.7273 80.8541 162.936 151.635
internal_count=59777 8444 6140 51333 16175 35158 11022 5731 4069 29427 13277 9410
2823 6587 3946 1947 3867 16150 5194 5153 2841 2641 6953 6339
shrinkage=0.1
Tree=183
num_leaves=25
num_cat=0
split_feature=180 62 12 173 170 98 76 140 95 134 195 4 186 55 88 80 103 22 7 119 93
154 97 71
split_gain=2.20484 4.38784 4.06457 3.61338 4.25027 4.58487 4.39186 5.22367 4.30443
3.84598 3.82999 3.93312 3.71094 4.75063 3.62226 4.24107 3.51499 3.27498 3.52687
2.82976 2.73879 2.71219 2.56956 2.39395
threshold=0.4611 9.040537 5.103763 0.004231 0.000167 0.603399 6.515383 -0.047977
0.486982 0.058101 0.39139 0.0 0.907107 0.899748 41.131494 0.188294 -25.540477
0.15476 0.365568 0.978352 0.328149 30.144016 0.211292 0.01432
decision_type=2 2 2 2 2 2 2 2 2 2 10 2 10 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 16 10 20 6 7 12 17 -10 -2 -12 13 -6 15 -8 -3 -7 -19 -17 -5 -13 -11
-24
right_child=3 2 -4 4 5 8 14 -9 9 22 11 21 -14 -15 -16 19 -18 18 -20 -21 -22 -23 23
-25
leaf_value=0.024632 0.009612 0.011871 0.018921 -0.003528 0.037767 -0.019818
0.004491 -0.01136 -0.009562 -0.004759 0.003617 0.004035 -0.011378 -0.007916
0.013966 -0.025903 -0.025111 0.01921 -0.010466 0.004498 0.024648 -0.031674 -
0.005067 0.032924
leaf_weight=59.103317 35.86323 8.043455 8.701589 35.493142 43.667548 36.819475
59.283408 57.807094 17.342051 13.672973 47.357761 14.932618 6.609738 14.073839
11.868932 191.22789 45.053399 44.625788 38.525209 22.217255 74.877707 87.86338
7.301955 88.277186
leaf_count=5257 2688 1234 1172 1368 4827 2133 2592 4731 1008 667 705 899 610 1143
1565 7185 2360 2848 2547 825 2671 1576 558 6608
internal_value=0.0 0.011376 -0.006078 -0.001195 0.001996 -0.001416 -0.007671
0.006666 0.008509 0.018976 -0.012284 -0.018481 0.020994 0.027946 -0.0139 -0.016811
-0.01672 -0.004556 0.006528 -0.022508 0.017079 -0.026795 0.024915 0.02934
internal_weight=0.0 120.902 61.7984 949.708 763.691 653.32 406.756 122.158 246.565
126.594 186.017 150.154 64.3511 57.7414 284.597 272.729 53.0969 119.97 83.151
213.445 110.371 102.796 109.252 95.5791
internal_count=59777 10023 4766 49754 43886 39847 23478 11311 16369 8841 5868 3180
6580 5970 12167 10602 3594 7528 5395 8010 4039 2475 7833 7166
shrinkage=0.1
Tree=184
num_leaves=25
num_cat=0
split_feature=80 169 177 177 182 61 118 180 153 79 140 43 181 139 22 89 174 36 114
183 25 90 10 195
split_gain=2.0946 4.10275 5.16013 4.83488 4.03679 3.67842 3.3369 3.18839 3.54923
3.1838 3.16223 3.1486 3.16139 3.4439 3.11131 3.01282 2.76575 2.74498 2.68796
2.67173 2.55363 5.30217 2.50433 2.48822
threshold=0.828369 0.0 0.280184 0.054082 -0.508152 0.864207 0.132587 3.716665
1.864134 0.216903 -0.043153 0.868416 0.914495 0.067329 1.0 97.851374 0.013406 -
0.702798 -3.113967 0.428174 38.339565 22.951232 3.763724 -0.725523
decision_type=2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10
left_child=1 4 3 6 19 9 17 10 -9 -5 -6 12 -2 -14 16 20 -4 -3 -18 -1 21 -10 -11 -20
right_child=11 2 14 5 7 -7 -8 8 15 22 -12 -13 13 -15 -16 -17 18 -19 23 -21 -22 -23
-24 -25
leaf_value=0.019816 -0.005392 0.010764 -0.001351 0.002652 0.017126 0.008616
0.013333 0.012475 -0.019366 -0.038957 -0.012987 -0.009749 -0.004429 0.026237 -
0.005812 0.009526 -0.007939 -0.022778 -0.003426 -0.009143 -0.031493 0.017774
0.000841 0.031727
leaf_weight=36.745901 48.657808 8.264341 46.725433 26.220259 33.922498 20.849152
118.467843 7.136936 55.404869 49.134937 25.158936 44.822782 33.961543 109.684862
43.792151 7.421789 5.676884 23.726369 14.251863 21.939873 130.860634 24.165909
16.859608 113.519724
leaf_count=3941 2620 906 1905 1541 1020 2090 8733 1657 974 1083 725 2559 1965 7311
2656 174 244 1787 1107 1734 2800 568 2025 7652
internal_value=0.0 -0.001728 0.004067 -0.005148 -0.009527 -0.017828 0.00616 -
0.014226 -0.018978 -0.024651 0.004202 0.008235 0.013429 0.019602 0.01403 -0.021856
0.019053 -0.012881 0.02484 0.009654 -0.024365 -0.00583 -0.032363 0.027908
internal_weight=0.0 830.246 487.489 263.523 342.757 113.064 150.459 284.072 224.99
92.2148 59.0814 237.127 192.304 143.646 223.966 217.853 180.174 31.9907 133.448
58.6858 210.431 79.5708 65.9945 127.772
internal_count=59777 45322 31729 18165 13593 6739 11426 7918 6173 4649 1745 14455
11896 9276 13564 4516 10908 2693 9003 5675 4342 1542 3108 8759
shrinkage=0.1
Tree=185
num_leaves=25
num_cat=0
split_feature=108 21 99 60 1 145 104 62 28 114 88 125 167 168 100 89 92 115 71 110
86 33 167 115
split_gain=2.1275 4.59763 3.66551 4.35185 4.27538 3.81698 3.9431 4.95885 5.19449
4.26065 5.11018 4.6033 3.83876 3.75886 3.54924 3.38385 3.21302 3.02624 2.85068
2.57613 2.47202 2.42989 2.38317 2.37431
threshold=0.899439 0.49349 0.189707 0.341171 0.668719 0.015724 0.318375 9.181455
0.571066 0.313642 -9.472789 0.746245 0.004702 0.000968 0.843973 4.888629 0.397643 -
1.593237 0.421241 0.526126 0.0 0.38999 0.00658 2.285722
decision_type=2 2 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 20 3 19 5 -4 7 8 -7 10 23 -12 -11 -6 15 -5 -3 -9 -10 -1 -2 -18 -19 -8
right_child=1 16 4 14 13 6 9 17 18 12 11 -13 -14 -15 -16 -17 21 22 -20 -21 -22 -23
-24 -25
leaf_value=0.007509 -0.006059 0.011303 0.009425 -0.008773 -0.011151 -0.021146
0.014834 -0.01 -0.008072 -0.013565 -0.037812 -0.000224 0.019711 0.02175 -0.010457
0.029712 -0.023134 0.031716 0.022125 -0.018306 0.024966 0.003957 -0.005128 -
0.011655
leaf_weight=41.965745 14.227752 45.897963 68.802996 8.147869 21.710424 94.227969
26.36924 8.013863 26.992208 30.245326 133.66656 40.854269 26.787594 59.18068
10.928904 90.985061 46.753211 36.739108 27.843895 38.002946 93.627286 35.907361
9.24294 26.598241
leaf_count=2396 805 2608 3455 432 3257 3437 1284 404 1117 3171 4533 2158 1729 7176
659 5902 1839 2098 1504 1710 5358 1923 296 526
internal_value=0.0 0.008235 -0.001819 0.009141 -0.005452 -0.008674 -0.011774 -
0.000676 -0.00991 -0.018588 -0.023916 -0.030765 0.003751 0.012104 0.019432 0.024867
-0.004357 0.018004 0.010155 -0.006796 0.020303 -0.013952 0.025354 0.002221
internal_weight=0.0 236.414 827.306 190.031 637.275 556.384 487.581 203.06 149.064
284.521 227.488 174.521 57.0329 80.8911 110.062 99.1329 128.559 53.9959 54.8361
79.9687 107.855 82.6606 45.982 52.9675
internal_count=59777 12533 47244 11099 36145 25712 22257 8856 6058 13401 8501 6691
4900 10433 6993 6334 6370 2798 2621 4106 6163 3762 2394 1810
shrinkage=0.1
Tree=186
num_leaves=25
num_cat=0
split_feature=112 140 58 22 20 165 164 34 88 70 47 38 21 146 192 113 112 120 137
114 170 124 20 41
split_gain=2.01434 3.5709 2.9186 4.30842 4.07218 3.9363 4.1573 3.79149 4.21669
3.45534 3.1937 3.14035 3.1178 3.07748 4.92256 3.05373 4.25511 2.91251 2.8975
2.61417 2.59784 2.71445 2.38617 2.24284
threshold=0.043777 -0.02572 0.322609 0.127299 0.233862 0.294247 0.896445 0.79828
22.280542 0.204096 0.914071 -1.048595 0.514769 0.321822 0.673407 0.121135 0.933939
0.975677 0.683545 -1.448441 0.927668 0.978871 0.968921 0.950224
decision_type=2 2 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 5 18 12 9 13 11 -7 15 -9 -4 14 23 -6 -17 22 -2 -3 21 -13 -11 -5
right_child=2 19 3 7 10 6 -8 8 -10 17 -12 20 -14 -15 -16 16 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.018086 0.018578 -0.018932 0.018633 0.01657 0.002018 0.005287 0.009024
0.011593 0.014795 -0.041799 0.005602 -0.031404 -0.013443 0.020556 -0.018797 -
0.034143 0.001409 0.005064 -0.009739 0.009613 0.007418 0.006759 0.004623 -0.009307
leaf_weight=107.801387 46.550258 30.604618 39.908705 99.487698 43.087157 16.395053
21.316851 8.478046 30.591078 57.05268 42.517434 65.140053 11.92337 172.006164
39.13609 96.483193 40.064915 7.705091 27.493097 23.314109 8.779521 6.878676
3.683649 14.387054
leaf_count=6692 2525 1503 2974 5842 2448 858 1535 464 2946 2210 2218 2210 730 10840
1960 4055 2008 339 1475 2028 489 345 180 903
internal_value=0.0 0.009636 -0.001345 0.002659 -0.008829 -0.009907 -0.018792
0.007594 -0.006125 -0.026478 -0.014965 -0.015743 0.008519 0.012784 0.001505 -
0.019986 -0.025799 -0.03324 0.008313 -0.007742 -0.021602 -0.02659 -0.038216
0.011665
internal_weight=0.0 161.72 899.066 602.87 296.196 157.985 106.153 444.884 119.867
84.8365 222.153 89.2763 51.8321 325.017 153.011 179.635 136.548 68.4414 74.0434
53.9187 80.7982 72.0187 60.7363 113.875
internal_count=59777 10223 49554 34825 14729 8826 5122 25999 6454 3587 10729 3508
3704 19545 8705 8511 6063 2729 4000 3531 3044 2555 2390 6745
shrinkage=0.1
Tree=187
num_leaves=25
num_cat=0
split_feature=155 155 25 166 10 169 141 167 141 161 6 180 41 181 66 151 6 63 152
182 75 116 75 3
split_gain=2.01243 4.16851 3.52628 3.40377 4.90105 3.52833 7.02416 6.3447 5.90899
5.45925 6.25549 5.19761 4.54573 4.20625 4.13241 4.08511 3.86954 3.77818 3.65776
3.60666 3.4035 3.21424 2.95706 2.88383
threshold=3.712567 9.603793 49.176212 4.5e-05 1.042299 0.483203 0.098334 0.011232
0.200133 0.564823 0.259036 2.6651 0.534045 54871.701185 0.125607 0.841357 0.0
1.892882 0.833112 -0.578974 -27.892352 1.389781 -1.613053 0.142857
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 -2 4 -3 9 7 11 21 10 12 -7 19 18 -11 16 -16 -10 -12 -5 -9 -8 -22 -6
right_child=1 3 -4 5 23 6 8 20 17 14 13 -13 -14 -15 15 -17 -18 -19 -20 -21 22 -23 -
24 -25
leaf_value=0.016804 -0.029781 0.012006 0.009089 0.009254 0.005995 -0.002436 -
0.029624 0.015941 -0.014456 0.0085 0.032768 0.038697 0.010729 -0.010139 0.00388
0.00456 -0.02978 0.021966 0.001097 -0.02169 -0.025665 0.008727 0.009468 -0.039991
leaf_weight=29.858274 38.702256 12.474169 10.632863 24.28191 5.095734 32.846508
50.552933 12.869464 8.540123 55.086 92.067753 102.995564 76.541498 20.342257
31.502791 52.329955 128.900958 45.284346 54.543708 105.440695 30.978815 8.038979
9.864144 18.55367
leaf_count=12275 3449 1286 2451 1490 345 1743 2159 786 177 1781 2715 7129 3047 1251
1337 1847 3525 3804 1621 1964 1293 715 900 687
internal_value=0.0 -0.000536 -0.02104 0.001309 -0.018908 0.002852 0.011041 0.021226
-0.007204 -0.001438 0.006143 0.030492 -0.005267 0.018496 -0.01142 -0.017138 -
0.023715 0.01237 0.023849 -0.015038 -0.005252 -0.02289 -0.016643 -0.032525
internal_weight=0.0 1028.47 49.3351 979.132 36.1236 943.008 301.971 189.554 112.416
641.038 373.218 135.842 206.264 166.954 267.82 212.734 160.404 53.8245 146.611
129.723 53.7124 58.5919 40.843 23.6494
internal_count=59777 47502 5900 41602 2318 39284 18706 11851 6855 20578 12088 8872
6501 5587 8490 6709 4862 3981 4336 3454 2979 2874 2193 1032
shrinkage=0.1
Tree=188
num_leaves=25
num_cat=0
split_feature=167 10 111 139 167 98 12 47 106 153 36 115 26 89 37 180 189 136 41 3
12 167 75 173
split_gain=1.99984 2.48359 3.03997 3.16204 4.13749 5.01236 4.27674 5.08006 4.04785
3.82619 5.54189 4.93713 4.07111 3.32883 3.39817 2.9037 2.88766 2.65261 2.5931
2.53802 2.82327 2.21946 2.06546 2.17919
threshold=0.000354 409.98915 0.029786 0.623423 0.028736 0.171149 1.404989 0.928678
0.492818 41.476383 -0.603023 2.356167 0.111878 24.836934 -0.484723 7.543251 -
0.183373 0.11801 0.935007 0.035268 111.965292 0.002733 -26.255113 0.918
decision_type=2 2 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 17 4 5 22 16 -8 19 10 15 -11 -12 -6 -15 -10 -7 -2 -3 21 -21 -5 -4 -
24
right_child=1 18 3 8 13 6 7 -9 9 11 12 -13 -14 14 -16 -17 -18 -19 -20 20 -22 -23 23
-25
leaf_value=0.017351 -0.008763 0.026421 -0.008225 0.01512 -0.011966 -0.012425 -
0.027124 0.004287 -0.00993 0.02742 0.01 -0.011931 -0.031364 -0.010208 0.028595
0.020434 0.014298 0.017842 -0.007822 0.027348 -0.005122 -0.009419 0.021059 -
0.008617
leaf_weight=24.992048 23.520845 22.346736 28.530089 15.443362 15.824335 33.940866
238.044698 50.243085 23.391709 27.005137 8.705174 26.588519 80.800791 7.243042
39.054116 28.077833 46.793226 88.259004 10.622351 74.475184 19.611407 63.025314
49.862316 8.066586
leaf_count=6630 1105 9046 950 971 598 1173 9226 1702 949 771 535 482 3445 229 2247
1733 2091 4521 1579 3167 2186 1836 2239 366
internal_value=0.0 -0.000517 -0.001767 -0.003865 -0.008633 -0.011959 -0.016712 -
0.021789 0.003043 -0.006296 -0.01399 0.011179 -0.02542 0.01074 0.020529 0.008326
0.002632 0.011364 0.017133 0.012767 0.02106 -0.000997 0.007142 0.015018
internal_weight=0.0 1029.48 996.507 884.727 517.602 455.481 369.022 288.288 367.124
194.569 140.976 53.5937 89.506 62.1215 46.2972 51.4695 80.7341 111.78 32.9691
172.555 94.0866 78.4687 86.459 57.9289
internal_count=59777 53147 42522 36896 20821 17747 14192 10928 16075 7915 6662 1253
3980 3074 2476 2682 3264 5626 10625 8160 5353 2807 3555 2605
shrinkage=0.1
Tree=189
num_leaves=25
num_cat=0
split_feature=171 156 182 100 56 111 102 100 187 134 21 172 95 164 19 90 168 46 136
34 65 192 40 193
split_gain=1.95523 4.60633 4.5788 4.06932 3.81871 3.8503 3.70173 4.24813 4.63524
4.5654 4.44516 4.02985 3.49692 3.45604 3.06763 3.05832 2.98194 2.94667 2.91804
2.817 2.60048 2.52642 2.38951 2.13942
threshold=0.802784 0.023107 -0.028694 0.310943 0.658105 0.082499 40.753618 0.152207
0.775261 0.040359 0.765979 0.238234 0.32385 0.215163 0.518918 45.670519 0.010657
0.694809 0.339017 0.234405 0.930519 0.821524 0.321589 0.972742
decision_type=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=2 20 3 13 5 -3 7 12 9 -9 11 -11 -4 -1 -12 21 -6 23 -15 -14 -2 -5 -8 -10
right_child=1 4 6 15 16 -7 22 8 17 10 14 -13 19 18 -16 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.016337 0.021738 0.007522 -0.0103 0.034917 0.014684 -0.031028 -0.003888
0.010914 0.027408 -0.029247 -0.012937 -0.001565 -0.003456 0.008748 0.013556 -
0.004622 -0.014524 -0.007301 -0.023599 0.025886 -0.00944 -0.003817 0.025173 -
0.006222
leaf_weight=21.369549 35.577477 15.160469 33.096999 78.317195 43.339839 78.578972
28.482039 42.460898 34.687871 179.821188 39.431523 75.750684 34.290294 16.56507
53.988862 18.140195 19.02016 35.23105 36.004936 64.675105 12.151568 10.558254
38.300695 7.628169
leaf_count=2872 2800 1355 1167 10059 3323 5388 831 1442 1400 4524 1201 3576 1117
1712 1974 3185 1084 912 3089 2630 831 1260 1775 270
internal_value=0.0 -0.007176 0.00291 0.015342 -0.014828 -0.024373 -0.001156 -
0.003981 -0.008371 -0.012688 -0.016424 -0.02242 0.009862 -0.002485 0.001808
0.024931 0.003497 0.010213 -0.014008 0.017681 0.013064 0.03054 0.016012 0.021227
internal_weight=0.0 203.828 848.801 180.955 156.099 93.7394 667.845 601.063 469.0
391.453 348.992 255.572 132.062 73.9396 93.4204 107.016 62.36 77.5471 52.57 98.9654
47.729 88.8754 66.7827 42.316
internal_count=59777 14781 44996 22177 11150 6743 22819 20213 15299 12717 11275
8100 4914 7673 3175 14504 4407 2582 4801 3747 3631 11319 2606 1670
shrinkage=0.1
Tree=190
num_leaves=25
num_cat=0
split_feature=61 175 120 10 11 13 58 154 193 104 83 155 11 114 59 166 168 23 193 75
165 179 114 124
split_gain=1.955 6.00391 3.9289 3.42085 4.85916 4.54288 3.99751 7.57543 5.88316
5.15657 4.12768 3.96679 4.53273 3.8827 3.31457 3.20447 4.12981 2.96162 3.0924
3.26518 2.74062 2.60691 2.4863 2.34542
threshold=0.739416 0.802671 0.4908 409.98915 463.5 0.160571 0.549378 116.136458 -
0.781435 0.239037 0.914131 9.603793 109.272232 -2.685368 0.23217 0.001988 0.001849
13.608746 -0.966828 34.499356 0.999993 1338.0544 -2.649993 0.851909
decision_type=2 2 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 14 23 4 5 15 7 11 -8 20 -11 -7 -13 -9 -2 16 22 -16 -19 -20 -10 -6 -1 -
3
right_child=1 2 -4 -5 21 6 8 13 9 10 -12 12 -14 -15 17 -17 -18 18 19 -21 -22 -23 -
24 -25
leaf_value=-0.006856 -0.006529 -0.028236 0.010493 0.021348 -0.032865 -0.010123
0.013023 0.008929 0.012899 -0.034905 0.006751 0.029665 -0.009089 -0.023197 -0.00612
0.02546 -0.013517 -0.00469 0.029533 -0.008222 -0.013852 0.005846 0.023554 0.006283
leaf_weight=17.579062 44.482996 50.525123 24.940625 16.67382 35.775323 21.196684
36.5223 28.849696 44.382567 115.027917 13.752052 97.718739 17.645856 75.074152
25.307825 51.223398 62.228702 24.368325 156.014639 8.071654 27.697144 8.083069
38.538099 8.307358
leaf_count=782 2487 2461 2236 6828 963 2860 2338 723 1775 3763 575 3568 876 1770
819 1623 1801 2519 11502 585 679 2648 2750 846
internal_value=0.0 0.006641 -0.012624 -0.002142 -0.003892 -0.000872 -0.005856
0.003101 -0.014051 -0.020377 -0.029875 0.01657 0.022878 -0.014253 0.013786 0.011545
0.000448 0.018401 0.02222 0.026373 0.001283 -0.026317 0.01513 -0.022745
internal_weight=0.0 342.019 83.7731 707.969 691.295 647.436 477.867 240.485 237.382
200.86 128.78 136.561 115.365 103.924 258.245 169.569 118.346 213.762 188.455
164.086 72.0797 43.8584 56.1172 58.8325
internal_count=59777 23455 5543 36322 29494 25883 18927 9797 9130 6792 4338 7304
4444 2493 17912 6956 5333 15425 14606 12087 2454 3611 3532 3307
shrinkage=0.1
Tree=191
num_leaves=25
num_cat=0
split_feature=36 36 64 168 166 92 85 74 187 105 37 77 189 97 76 103 38 103 42 191
190 0 89 7
split_gain=1.98421 5.33659 3.69883 4.90215 6.74452 3.64272 3.69127 4.02588 3.43621
5.71701 6.14498 6.23959 4.98892 3.45012 3.21064 3.01092 2.8616 2.83113 2.72316
3.04911 2.68061 2.64084 2.60627 2.56227
threshold=0.06095 0.107185 5.18114 0.019047 0.008096 0.500432 0.769297 0.75384
0.483193 0.418626 -0.326665 6.91198 -0.323314 0.935701 25.955791 23.572749 0.587897
14.821421 0.350752 0.930432 1.0 0.333333 41.227095 0.166667
decision_type=2 2 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 17 15 4 8 6 7 21 9 12 14 -12 23 16 -11 -1 -10 -2 22 -20 -14 -3 -7 -4
right_child=1 5 3 -5 -6 18 -8 -9 13 10 11 -13 20 -15 -16 -17 -18 -19 19 -21 -22 -23
-24 -25
leaf_value=-0.018225 -0.035954 -0.030115 0.010123 0.027144 -0.026041 0.011066
0.01032 0.005781 0.027001 0.027311 -0.025129 0.010082 0.02958 -0.008367 -0.010322
0.013092 -0.007774 0.006192 0.02418 -0.009681 -0.004057 0.00495 -0.016426 -0.018351
leaf_weight=78.558049 27.538351 74.363924 20.446721 58.934957 31.32658 26.04487
45.651222 43.970312 112.487974 25.242416 138.28097 43.649096 79.822551 21.302202
7.892252 8.237086 9.097349 6.664565 82.086305 9.563268 17.889813 13.265047
32.184885 31.903355
leaf_count=3413 848 2398 1192 4726 933 1631 2360 2120 7154 3115 7005 2721 5236 1112
610 764 442 344 5041 697 1014 1865 1344 1692
internal_value=0.0 -0.004889 0.003865 0.006792 0.002779 0.000569 -0.008295 -
0.015699 0.006398 0.000688 -0.009128 -0.016362 0.013702 0.017527 0.017546 -0.011949
0.02306 -0.028805 0.010594 0.018703 0.024024 -0.024896 -0.004608 -0.007635
internal_weight=0.0 361.333 685.071 598.276 539.341 327.13 177.251 131.599 508.015
365.127 215.065 181.93 150.062 142.888 33.1347 86.7951 121.585 34.2029 149.879
91.6496 97.7124 87.629 58.2298 52.3501
internal_count=59777 18648 41129 36952 32226 17456 8743 6383 31293 22585 13451 9726
9134 8708 3725 4177 7596 1192 8713 5738 6250 4263 2975 2884
shrinkage=0.1
Tree=192
num_leaves=25
num_cat=0
split_feature=50 36 125 166 182 115 105 166 141 76 89 100 50 97 111 23 154 24 95
148 154 76 165 141
split_gain=1.96601 3.85098 5.26431 4.9661 4.62708 4.33275 4.12491 4.2624 4.08791
4.04927 4.01113 5.71795 5.70781 4.44407 4.07411 4.02248 3.61564 4.38753 4.09684
4.05917 4.05437 3.46137 3.4294 3.18675
threshold=7.885582 0.06095 0.659307 0.008096 0.8 3.100011 0.082876 0.000208
0.045797 33.33339 61.030314 0.314889 2.251331 0.456129 0.231468 102.56506 86.091547
72.194385 0.811252 0.178582 162.063812 25.518196 0.083241 0.338283
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
left_child=1 3 6 5 8 10 -3 -8 -5 -4 11 13 15 21 -15 -12 18 19 -2 -18 -19 -1 -9 -13
right_child=16 2 9 4 -6 -7 7 22 -10 -11 12 23 -14 14 -16 -17 17 20 -20 -21 -22 -23
-24 -25
leaf_value=0.022989 0.028033 0.004527 0.020815 0.010128 0.010375 -0.016979 0.008541
-0.002156 -0.036005 -0.012594 -0.034533 0.025366 0.011433 0.01126 -0.024744
0.010507 0.010506 -0.008488 -0.007994 -0.023259 0.030075 -0.010251 -0.038796 -
0.007322
leaf_weight=46.67881 72.262503 45.195897 46.670878 5.23866 21.085994 30.991475
14.333955 38.626171 40.233118 25.975667 30.649017 216.642869 52.805396 17.446967
56.388286 5.626632 24.1031 23.087175 22.402008 65.908467 20.664032 19.00259
85.723409 15.370159
leaf_count=3273 6805 1798 4115 372 588 1160 1822 1556 2105 866 1530 14811 3222 1468
2815 473 956 807 1754 2062 1014 911 2478 1016
internal_value=0.0 -0.001681 -0.010909 0.003016 -0.01678 0.006802 -0.018797 -
0.025708 -0.028353 0.008603 0.009682 0.013987 -0.006983 -0.001922 -0.015215 -
0.025624 0.008109 -0.002758 0.019645 -0.013729 0.015465 0.013095 -0.030827 0.022404
internal_weight=0.0 814.686 256.526 558.16 66.5578 491.602 183.879 138.684 45.4718
72.6465 460.611 371.53 89.081 139.517 73.8353 36.2756 228.427 133.763 94.6645
90.0116 43.7512 65.6814 124.35 232.013
internal_count=59777 46379 12635 33744 3065 30679 7654 5856 2477 4981 29519 24294
5225 8467 4283 2003 13398 4839 8559 3018 1821 4184 4034 15827
shrinkage=0.1
Tree=193
num_leaves=25
num_cat=0
split_feature=143 153 140 154 91 142 63 89 115 37 75 102 166 166 103 184 105 39 103
89 142 116 180 88
split_gain=1.98616 6.72398 5.69539 4.96842 4.94764 5.44269 4.87104 5.9679 4.85499
4.56847 4.38779 5.44566 4.34878 4.28992 4.23324 4.15509 3.97064 3.66981 3.55045
3.34556 3.28558 3.12075 2.98251 4.32205
threshold=0.388395 3.432249 -0.033531 170.561454 0.55498 -0.01608 8.089684
28.967011 -0.822186 -0.857518 -11.20917 7.825554 0.000863 0.000373 -42.017991
0.857243 0.862973 0.178685 -25.540477 46.820927 -0.042061 -0.751798 1.475075 -
25.511906
decision_type=2 2 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 4 9 5 22 10 16 -9 -4 11 -1 13 -10 -14 -16 21 -6 -11 -13 -15 -8 -3 -
24
right_child=1 2 3 -5 17 -7 7 8 12 18 -12 19 14 20 15 -17 -18 -19 -20 -21 -22 -23 23
-25
leaf_value=-0.034188 0.024456 0.007515 0.008331 0.006925 -0.007158 0.014861 -
0.011685 -0.005148 0.019846 0.002813 0.008753 0.018363 -0.009459 -0.025362 0.040814
-0.005084 -0.022618 0.021335 -0.041478 -0.012847 0.008752 0.017046 0.008814 -
0.029126
leaf_weight=47.302759 32.797386 18.836193 11.76042 30.414653 43.110554 34.320322
26.924226 58.255312 31.34397 15.159482 65.175324 26.302096 5.965874 25.273514
117.472564 12.641246 40.873896 91.52385 81.183836 29.331306 20.944283 50.741089
17.289971 104.590288
leaf_count=1587 11739 1019 1110 1196 1485 1734 1117 3781 3272 602 4112 1279 229 732
6119 475 1881 4203 2625 989 1375 2773 536 3807
internal_value=0.0 -0.003967 -0.007954 -0.022095 0.000229 -0.009909 0.004467
0.010299 0.017687 -0.029938 -0.008419 -0.018705 0.023751 0.002509 0.032418 0.036184
-0.006818 0.012656 -0.035737 0.003417 -0.01304 0.006456 -0.017981 -0.022851
internal_weight=0.0 480.987 448.19 138.518 309.671 175.037 558.547 390.436 271.897
108.104 168.111 102.936 213.641 77.5618 136.08 130.114 118.539 134.634 96.3433
55.6334 46.2178 77.6653 140.716 121.88
internal_count=59777 30056 18317 5533 12784 7096 29721 21754 15983 4337 7967 3855
12202 5379 6823 6594 5771 5688 3227 2268 2107 3890 5362 4343
shrinkage=0.1
Tree=194
num_leaves=25
num_cat=0
split_feature=50 18 20 143 89 184 153 155 63 6 24 55 63 18 163 105 180 15 73 154 36
36 162 160
split_gain=2.0079 3.45642 3.91324 3.51858 6.70548 6.08334 4.83396 5.7318 5.24985
4.26243 4.18682 3.30494 3.21767 2.99446 3.5453 3.36746 2.90953 2.8811 2.72494
2.71929 2.71679 2.64757 2.63719 2.55382
threshold=7.885582 0.244248 0.398778 0.162735 28.967011 -0.503583 3.135301
37.250994 8.289778 0.022125 57.451726 0.391964 8.683729 0.626128 0.199084 0.880203
170.032754 0.591073 0.947956 41.11913 0.492713 -0.747764 0.957595 0.075516
decision_type=2 2 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 20 4 11 17 -7 8 -8 12 16 -3 -6 14 -2 -16 -9 -5 -15 -4 -1 -12 23 -11
right_child=13 3 19 5 9 6 7 10 -10 22 21 -13 -14 18 15 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.024847 0.015181 0.00754 0.013462 0.0199 -0.021791 0.013869 0.005946
0.01815 -0.046165 -0.00133 0.003249 -0.025141 0.008636 0.026056 -0.018549 0.010996
-0.010547 -0.007765 -0.00668 -0.012474 -0.00617 -0.025925 -0.005231 0.032947
leaf_weight=84.216555 44.185998 22.397913 20.871712 44.753711 19.587276 14.713663
12.77027 47.500132 69.362461 22.624598 31.605117 56.045794 44.339054 64.308961
79.542418 24.087336 23.918496 36.213148 14.43237 82.275857 18.014575 66.689753
16.27593 75.461689
leaf_count=5987 2727 1220 2670 3044 582 5522 670 1432 3428 1406 1220 2278 2330 4292
4146 1516 1025 2399 717 2809 860 1970 810 4717
internal_value=0.0 -0.001862 0.008302 -0.005633 0.003012 -0.011668 -0.018349 -
0.021941 -0.03876 0.013055 -0.007761 -0.016402 -0.005568 0.008064 -0.00114 -
0.010476 0.008164 0.009062 0.019793 -0.004843 0.019154 -0.018343 0.022197 0.026974
internal_weight=0.0 809.638 205.379 604.259 256.732 347.527 266.56 251.846 82.1327
178.289 169.713 78.4437 63.9263 226.557 147.816 103.63 71.4186 80.9669 78.7413
103.148 102.231 98.2949 114.362 98.0863
internal_count=59777 46379 12326 34053 13343 20710 15267 9745 4098 9845 5647 3498
2912 13398 8389 5662 2457 5443 5009 5479 6847 3190 6933 6123
shrinkage=0.1
Tree=195
num_leaves=25
num_cat=0
split_feature=108 21 171 109 7 171 177 99 105 74 64 93 18 148 184 128 83 8 114 100
21 8 3 63
split_gain=1.93083 3.96605 3.37384 5.5669 5.28987 4.20828 3.88294 3.61412 3.48683
3.43306 3.43202 3.38493 3.16369 3.35085 3.00945 2.97149 2.92989 2.86542 3.06946
2.68795 2.65591 2.62163 2.60772 2.34133
threshold=0.899439 0.506841 0.004161 0.424864 0.125 0.581988 0.461291 0.393754
0.026475 0.999995 9.659738 0.306955 0.843915 0.041174 -0.74338 0.222234 0.341258
0.9038 -3.005443 0.982386 0.688578 0.777778 0.833333 9.77977
decision_type=2 2 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 10 4 9 7 12 21 -7 -4 14 -8 13 -6 -1 20 -3 18 -9 -15 -16 -5 23 -10
right_child=1 16 3 5 6 8 11 17 22 -11 -12 -13 -14 19 15 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.008315 0.019055 0.010914 0.033046 -0.018137 0.010335 0.00994 -0.007531
-0.0088 -0.031607 -0.004234 0.012104 0.022252 0.011183 -0.029565 -0.029602 0.010227
-0.01346 -0.007546 0.028287 0.006682 -0.002993 0.010006 0.006158 0.006662
leaf_weight=23.183366 106.192836 44.546845 75.701951 56.070559 10.915996 12.854118
34.091924 7.759003 90.441163 20.177562 23.391508 62.56461 20.33585 65.24487
111.102819 7.799398 78.929597 22.706607 56.352038 8.749343 63.705839 17.997304
10.181155 3.490874
leaf_count=956 6287 2277 6326 2734 1140 1222 1851 300 5175 1258 1921 3711 1448 3800
3979 379 3969 1064 4152 790 2167 1033 1306 532
internal_value=0.0 0.007866 -0.001832 0.00234 0.011132 -0.007294 0.000673 0.003306
-0.018939 0.026268 -0.011073 0.012617 -0.01074 -0.017967 -0.015313 -0.019313 -
0.004112 0.014363 0.022071 -0.024388 -0.022358 -0.01013 -0.024347 -0.028553
internal_weight=0.0 229.669 804.818 575.635 297.782 277.853 201.903 160.886 116.967
95.8795 229.183 96.6565 105.246 84.9102 205.791 182.608 123.476 86.8176 64.111
73.9942 174.809 74.0679 104.113 93.932
internal_count=59777 12533 47244 37842 20324 17518 12740 9283 8235 7584 9402 5562
7178 5730 7481 6525 6246 5516 4452 4590 6146 3767 7013 5707
shrinkage=0.1
Tree=196
num_leaves=25
num_cat=0
split_feature=11 180 75 51 37 7 180 153 98 1 179 62 166 184 38 155 12 183 116 112
38 36 172 47
split_gain=1.88923 3.90222 4.8032 4.57395 4.45964 3.90343 5.27538 5.55742 5.32187
4.97093 4.3723 4.83864 4.33773 4.78916 4.15715 3.71299 3.68208 3.79718 3.5873
3.44015 3.29958 3.29168 3.19727 2.96365
threshold=1846.5 28838.884066 9.330042 2.902985 0.892907 0.428571 21.73775 7.476838
0.436664 0.269181 2.0655 6.877243 0.000181 0.88301 1.355275 263.973549 89.839662
0.69707 -0.905962 0.135492 -0.9587 -0.614958 0.808607 0.301939
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 -3 20 6 7 19 18 16 11 -7 -12 14 -14 -10 17 -8 -9 -1 -5 -13 -11 -23
right_child=-2 3 -4 4 -6 10 9 8 15 22 12 21 13 -15 -16 -17 -18 -19 -20 -21 -22 23 -
24 -25
leaf_value=0.009658 0.016164 0.012072 0.01918 0.004051 0.00364 0.013323 -0.036944
0.015207 0.02534 0.016535 -0.010626 0.004748 0.037757 -0.010425 -0.005315 -0.010894
0.005598 0.003268 -0.013784 -0.025335 -0.046427 0.005212 -0.013992 -0.030993
leaf_weight=14.102967 32.018168 15.167496 93.74353 8.138045 26.277406 70.801119
99.863466 23.201492 119.136855 39.410284 18.386229 45.579635 83.59291 12.637379
15.763748 9.865797 19.191899 20.352319 94.235854 55.476307 27.908805 15.700184
20.007809 51.546746
leaf_count=2599 7289 2434 6277 642 2765 2066 2063 992 4510 4746 1896 1418 5422 536
552 220 1160 440 2846 3484 1759 789 1560 1312
internal_value=0.0 -0.000422 0.001701 -0.017489 -0.026668 -0.001094 -0.006281
0.001959 0.009102 -0.017465 0.00714 -0.00296 0.018661 0.025066 0.031348 0.02057 -
0.025837 -0.031025 -0.005557 -0.017252 -0.038922 -0.014035 0.004694 -0.023747
internal_weight=0.0 1000.09 922.597 77.4918 62.3243 828.853 514.845 316.019 246.44
198.826 314.008 183.628 130.38 111.994 99.3567 129.003 139.408 120.216 117.437
69.5793 36.0469 112.827 59.4181 67.2469
internal_count=59777 52488 44888 7600 5166 38611 24620 14651 8568 9969 13991 5585
8406 6510 5974 4730 3663 2503 3838 6083 2401 3519 6306 2101
shrinkage=0.1
Tree=197
num_leaves=25
num_cat=0
split_feature=101 37 75 36 89 141 25 114 153 166 73 26 128 127 147 126 64 49 73 102
75 188 52 115
split_gain=1.93098 4.36553 9.28768 6.92118 5.46723 5.24018 5.69672 5.17327 4.95459
5.38844 4.20696 4.89057 4.12389 3.91875 3.91596 3.89434 3.57162 3.43924 3.36545
3.24019 4.23999 3.19481 3.18468 3.0232
threshold=-25.064898 0.125242 -12.528018 0.06095 20.826882 -0.009332 33.250109 -
0.526251 17.472588 0.000755 0.571282 0.771657 -0.494154 -0.264828 0.046385 0.822386
5.039808 2.840954 0.550247 7.130871 -39.204577 -0.365187 0.654424 -0.996351
decision_type=2 2 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 7 -2 6 -5 18 21 -10 11 -1 19 -14 -6 23 -7 -11 -3 -9 -21 -8 -12 -4
right_child=1 3 15 5 14 16 8 12 9 17 22 -13 13 -15 -16 -17 -18 -19 -20 20 -22 -23 -
24 -25
leaf_value=0.00024 0.010675 0.03856 -0.005837 0.025632 0.006147 0.010326 -0.007638
0.011602 -0.0292 0.022355 0.017863 -0.028989 0.024156 -0.011734 -0.03926 -0.010785
-0.031765 -0.009254 0.006932 0.01086 -0.03495 0.024261 -0.006786 0.031459
leaf_weight=116.192586 14.993944 80.323887 13.990547 43.895197 10.495719 4.781866
26.482628 6.135239 61.488258 18.179398 68.102929 69.561957 43.308182 16.590598
71.368961 20.893408 39.611535 44.091599 77.513776 6.080791 28.544393 36.501078
68.404107 40.684091
leaf_count=5501 1319 5753 1422 3078 695 272 2659 551 1406 527 3306 2771 3845 1513
3193 2360 1303 1012 4797 393 976 4768 2745 3612
internal_value=0.0 0.003477 -0.008958 0.007859 -0.025308 -0.003152 0.004024
0.018399 -0.004783 -0.014918 -0.005408 -0.013991 -3.4e-05 0.013448 -0.033301
0.013513 -0.02439 0.005196 0.027728 -0.016673 -0.025324 0.013112 0.006792 0.023481
internal_weight=0.0 705.955 172.427 533.528 96.8586 275.032 230.638 258.497 186.743
123.759 322.262 185.755 100.659 59.8988 81.8647 75.568 44.3934 62.271 157.838
40.7604 34.6252 62.9837 136.507 54.6746
internal_count=59777 45454 12601 32853 5207 15025 13450 17828 10372 2945 14323 8272
7278 5358 3888 7394 1575 1539 10550 1920 1369 7427 6051 5034
shrinkage=0.1
Tree=198
num_leaves=25
num_cat=0
split_feature=76 140 167 22 174 156 12 49 151 127 166 39 195 24 73 114 156 168 191
166 181 54 185 166
split_gain=1.97509 4.25891 5.503 4.26007 5.2008 4.52442 4.23258 4.15637 4.69298
5.61163 5.59848 4.26044 3.90008 3.42619 3.36973 3.30086 3.24649 4.44422 4.05157
4.00351 3.30359 3.1966 3.11632 2.8859
threshold=19.953319 -0.074966 0.002733 0.905389 0.014787 0.165093 117.665644 -
0.088449 0.059123 -1.086035 0.000181 0.100011 -0.716614 84.362061 0.009664 -
1.091057 0.224702 0.007911 0.597289 0.00363 317.662771 0.894258 -0.436187 4.1e-05
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
left_child=1 3 6 4 -1 -5 13 23 -9 -10 -11 -12 15 -3 -13 -6 19 18 -18 20 -4 -16 -19
-2
right_child=7 2 16 5 12 -7 -8 8 9 10 11 14 -14 -15 21 -17 17 22 -20 -21 -22 -23 -24
-25
leaf_value=-0.005089 -0.012101 0.031497 -0.035923 -0.0228 0.017076 0.012276 -
0.012717 0.012115 0.010986 0.01624 0.000582 0.005021 0.031439 -0.005637 -0.038033 -
0.015273 0.023916 0.010066 -0.011747 0.00724 0.003874 -0.002793 -0.025383 0.023403
leaf_weight=62.537912 2.641192 47.596921 65.977245 34.168177 16.078632 34.668746
17.351129 58.587384 51.262209 12.650379 60.803251 15.675711 133.773825 18.989554
133.37128 28.159653 50.890053 9.814741 17.99843 20.828918 16.408813 38.604071
35.765864 40.312933
leaf_count=3370 149 6160 1546 2064 1551 2957 3548 3266 2095 1355 1945 630 9294 1091
4324 2309 3049 574 1151 869 1529 1271 1246 2434
internal_value=0.0 0.004144 -0.00408 0.011705 0.017365 -0.007133 0.013633 -0.004439
-0.00825 -0.013053 -0.018644 -0.022506 0.024738 0.022779 -0.02875 -0.000899 -
0.012013 0.0004 0.013654 -0.021965 -0.029328 -0.032222 -0.016551 0.016302
internal_weight=0.0 611.009 301.622 309.387 240.55 68.8369 83.9376 413.908 370.954
312.367 261.105 248.454 178.012 66.5865 187.651 44.2383 217.684 114.469 68.8885
103.215 82.3861 171.975 45.5806 42.9541
internal_count=59777 42308 20763 21545 16524 5021 10799 17469 14886 11620 9525 8170
13154 7251 6225 3860 9964 6020 4200 3944 3075 5595 1820 2583
shrinkage=0.1
Tree=199
num_leaves=25
num_cat=0
split_feature=90 25 114 11 157 156 75 87 170 86 129 167 116 167 140 88 141 75 173
11 63 99 195 61
split_gain=1.85707 2.49153 3.73033 3.03813 6.31412 5.76876 5.46851 5.7934 5.4679
5.0472 4.52431 4.66147 4.4152 4.31086 3.96683 5.21332 4.67764 3.75548 3.66692
3.28835 3.2128 3.20705 2.97103 5.05605
threshold=85.758587 104.434872 -2.833913 29.142082 0.149466 0.0 -14.15382 0.513456
0.049163 0.277726 -0.210042 0.02552 1.682748 0.002775 0.044738 32.269922 -1.064538
-11.404824 0.530957 1846.5 9.745949 0.985414 0.905087 0.700972
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=1 3 -3 5 22 9 14 8 -8 -1 11 13 -10 -6 15 16 -7 -9 -11 -15 -12 -19 -5 -24
right_child=-2 2 -4 4 10 6 7 17 12 18 20 -13 -14 19 -16 -17 -18 21 -20 -21 -22 -23
23 -25
leaf_value=0.012378 0.017766 0.013329 -0.021377 0.023199 0.002083 -0.010924 0.01194
-0.010359 -0.030192 -0.029096 0.022611 0.009383 0.012606 -0.034659 -0.006081 -
0.008322 0.036693 0.029908 0.005309 0.005278 -0.009715 -0.00775 -0.017436 0.017415
leaf_weight=39.107448 18.315613 11.00452 70.429279 49.856232 43.98555 4.744519
34.081334 18.312441 75.506878 64.485346 22.75685 27.3527 5.778167 130.497069
26.431566 19.029328 139.100312 61.071384 27.742494 11.861347 25.569689 10.299081
49.424036 35.453756
leaf_count=1701 1878 449 1998 7477 4964 103 1805 504 2924 1900 2504 2705 652 6422
1458 919 5472 4066 1236 1813 2836 466 2138 1387
internal_value=0.0 -0.000347 -0.01374 0.001374 -0.00494 0.006157 0.011948 3.9e-05 -
0.012921 -0.009904 -0.013322 -0.018987 -0.023886 -0.024118 0.022503 0.027452
0.033007 0.015548 -0.020288 -0.030872 0.008887 0.023592 0.01064 -0.001913
internal_weight=0.0 1003.88 81.4338 922.448 396.757 525.69 394.355 205.049 115.366
131.335 262.023 213.697 81.285 186.344 189.306 162.874 143.845 89.6829 92.2278
142.358 48.3265 71.3705 134.734 84.8778
internal_count=59777 57899 2447 55452 32246 23206 18369 10417 5381 4837 21244 15904
3576 13199 7952 6494 5575 5036 3136 8235 5340 4532 11002 3525
shrinkage=0.1
Tree=200
num_leaves=25
num_cat=0
split_feature=179 75 11 9 46 194 10 137 117 140 88 139 113 36 153 152 156 172 109
145 185 188 102 127
split_gain=1.85816 2.73999 2.70461 4.89434 4.51035 3.74935 5.48969 4.97567 4.41679
6.35232 5.59194 4.56222 4.42308 4.02003 3.72389 3.47709 3.40661 3.35026 3.45569
3.17993 2.88198 3.09245 2.68264 2.67961
threshold=1622.5855 4.978521 116.026028 0.73954 0.671062 -0.55487 7.008772 0.516502
0.423632 -0.367791 -1.046847 0.0 0.239781 -1.958159 61.217824 0.889347 0.012746
0.423864 0.63213 0.485348 -0.554792 0.627409 20.092336 -0.137582
decision_type=2 2 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 5 16 -5 7 8 14 12 11 19 -10 -7 -12 -1 22 -4 18 -14 -11 -8 -22 -9 -
18
right_child=1 -3 3 4 -6 6 20 15 9 10 13 -13 17 -15 -16 -17 23 -19 -20 -21 21 -23 -
24 -25
leaf_value=0.031459 0.023592 -0.009905 0.005966 0.014013 -0.014091 0.021496 -
0.006927 0.019236 -0.015295 0.013193 0.004617 0.021227 -0.025325 -0.03307 -0.004834
-0.018154 -0.038967 0.012185 0.008822 -0.01441 0.032836 -0.006129 -0.008586
0.006415
leaf_weight=83.240988 32.834552 8.667334 13.104918 84.780078 62.940143 58.916341
17.636625 42.837356 17.395957 53.709365 22.165186 53.493287 49.628233 145.170929
23.491837 38.831583 42.964315 30.051461 18.744734 32.925566 43.295936 11.624678
27.280942 2.845888
leaf_count=5634 11978 2532 1993 3158 1861 3212 1288 3180 346 1367 870 1784 1323
4081 530 1278 4453 1676 758 810 2864 742 1236 823
internal_value=0.0 0.0151 -0.000461 -0.009582 0.001556 0.002347 -0.002128 0.012354
-0.006332 -0.012494 -0.019268 0.009894 0.006327 -0.028136 0.024333 -0.002838 -
0.026633 -0.006415 -0.016137 0.001405 0.017908 0.025466 0.009215 -0.034398
internal_weight=0.0 41.5019 977.076 206.635 147.72 770.441 554.758 215.683 482.201
324.86 253.971 70.8892 157.341 167.336 106.733 108.95 58.9151 98.4244 68.373
86.6349 72.5572 54.9206 70.1183 45.8102
internal_count=59777 14510 45267 12288 5019 32979 21121 11858 16227 9258 7128 2130
6969 4951 6164 5694 7269 3757 2081 2177 4894 3606 4416 5276
shrinkage=0.1
Tree=201
num_leaves=25
num_cat=0
split_feature=88 88 51 77 100 154 76 106 107 179 179 60 101 71 119 121 88 73 184
113 41 142 99 143
split_gain=1.83505 3.0883 3.43672 4.23461 4.28396 4.16344 5.94719 6.11213 4.09238
4.04152 6.44004 4.25692 3.26779 3.26432 3.16568 3.12181 2.94658 2.68271 3.11108
2.67499 2.61704 2.32802 2.7499 2.77689
threshold=41.131494 33.215991 1.326989 -0.985014 0.632667 248.387558 39.024906
0.9516 0.853278 0.479741 2.22375 0.734443 19.242351 0.741054 0.165703 0.694223
17.917521 0.847584 0.529966 0.020318 0.205626 -0.460033 0.252256 0.914666
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 8 4 9 6 7 13 -1 15 11 -11 -8 -5 -12 -4 19 18 -3 -7 -2 -6 -23 -24
right_child=20 17 3 5 21 16 12 -9 -10 10 14 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22
22 23 -25
leaf_value=0.024363 -0.007928 -0.029871 0.024601 -0.022119 -0.00681 0.005464
0.023878 0.015841 -0.007518 -0.037108 -0.012243 0.007647 -0.010324 0.001903
0.015537 -0.00721 0.008352 0.007372 0.007234 -0.035024 0.022002 -0.005792 0.034187
-0.000797
leaf_weight=78.652563 18.394652 49.524879 37.3762 159.28665 12.688957 7.344921
67.099065 43.627184 36.601206 46.235132 28.754244 11.723465 11.24868 69.800626
65.183333 26.005603 5.840601 18.410207 11.653685 55.120903 43.123215 14.707826
71.362472 25.836033
leaf_count=6545 2049 3647 2035 6635 338 413 3425 2019 2109 759 1496 390 499 3073
4725 988 328 1380 1299 1330 7437 761 4349 1748
internal_value=0.0 -0.00059 0.001415 -0.001296 0.006563 -0.007691 -0.002101 -
0.009146 0.014908 -0.002316 -0.010595 -0.028608 0.017063 -0.015619 0.005862 0.01383
-0.024724 -0.015576 -0.022703 -0.02995 0.013432 0.018665 0.022638 0.027411
internal_weight=0.0 954.084 874.496 759.242 339.873 419.369 351.062 272.714 115.254
215.278 151.896 57.9586 78.3477 229.087 93.9376 63.3818 68.3064 79.5888 61.1786
62.4658 61.5179 124.595 111.906 97.1985
internal_count=59777 50291 43965 35311 17589 17722 15651 11727 8654 10393 7370 1149
3924 9708 6221 3023 2071 6326 4946 1743 9486 7196 6858 6097
shrinkage=0.1
Tree=202
num_leaves=25
num_cat=0
split_feature=22 75 153 33 153 21 160 17 29 133 12 166 12 179 33 113 141 72 34 134
120 95 36 164
split_gain=1.76596 6.55545 4.76539 4.68987 5.20065 4.05597 4.04512 4.41354 3.84534
3.76901 3.42307 3.33539 3.63023 3.70288 3.18675 3.14276 3.64 3.29995 3.37827
3.21172 3.13521 3.07741 2.98727 2.89279
threshold=0.640409 -11.404824 27.077302 0.401131 34.69014 0.485339 0.110276
0.851709 0.096824 0.942203 111.965292 0.000579 0.486593 8.998307 0.041446 0.996562
0.035324 0.59582 0.29013 0.785511 0.947758 0.614452 -0.77688 0.25229
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 6 5 4 8 -3 21 9 -1 14 15 -10 -13 -14 -8 17 -17 18 -5 -19 -16 -2 -4 -12
right_child=1 2 22 10 -6 -7 7 -9 11 -11 23 12 13 -15 20 16 -18 19 -20 -21 -22 -23 -
24 -25
leaf_value=0.012718 0.019817 -0.007154 0.012539 -0.001854 0.01068 0.027615 0.004174
0.010063 0.00238 0.007362 -0.020309 0.009487 -0.03878 0.00109 -0.036872 0.014585 -
0.015782 0.014355 0.037128 -0.014 0.003796 -0.011058 -0.017567 0.008321
leaf_weight=15.113254 27.887559 25.925767 15.147562 22.13653 93.313386 84.265052
16.428852 20.539526 44.160788 16.256459 24.751646 6.428195 75.872845 26.078984
122.79985 35.991236 38.963552 58.82107 85.344519 26.306316 13.035897 23.910557
52.258738 40.379274
leaf_count=1594 1695 2444 668 930 2514 8186 789 1288 5259 980 3218 480 1641 3745
4976 1397 1183 2889 4892 980 651 1170 1248 4960
internal_value=0.0 -0.003999 0.009361 0.004141 -0.005431 0.019693 -0.01379 -
0.019715 -0.014754 -0.024634 0.011427 -0.019634 -0.026799 -0.031196 -0.028914
0.015986 -0.001171 0.021699 0.030799 0.003847 -0.032975 0.006951 -0.008568 -
0.006201
internal_weight=0.0 418.456 177.597 593.662 260.967 110.191 240.859 189.061 167.654
168.521 332.694 152.541 108.38 101.952 152.265 267.563 74.9548 192.608 107.481
85.1274 135.836 51.7981 67.4063 65.1309
internal_count=59777 24095 12546 35682 15233 10630 11549 8684 12719 7396 20449
11125 5866 5386 6416 12271 2580 9691 5822 3869 5627 2865 1916 8178
shrinkage=0.1
Tree=203
num_leaves=25
num_cat=0
split_feature=141 64 114 167 25 11 24 12 128 37 153 167 154 114 134 50 36 153 36
194 140 141 190 24
split_gain=1.77249 6.19223 3.85854 3.66027 6.74726 5.1132 4.30473 5.3301 7.34738
6.35576 5.56471 6.31099 4.92298 4.12278 5.50092 4.20074 4.03243 4.0077 3.62384
3.26236 3.18761 3.11318 3.01095 3.39055
threshold=0.214167 5.18114 -3.065566 0.00658 86.059511 607.18762 119.355088
114.982081 0.01671 0.842126 11.69674 0.003976 116.136458 -0.058086 0.103978
7.885582 2.221797 5.807404 -1.151136 -0.939092 -0.276491 -0.015286 0.958515
41.076464
decision_type=2 2 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 6 5 13 7 8 9 18 -9 -12 17 14 -5 19 -6 -11 -1 -16 -8 -10 23 -4
right_child=1 2 22 4 16 -7 20 10 21 12 11 -13 -14 -15 15 -17 -18 -19 -20 -21 -22 -
23 -24 -25
leaf_value=-0.001347 -0.012927 -0.010839 -0.000889 0.007099 0.028913 0.011404
0.011362 0.015109 0.009322 -0.009743 -0.034708 0.012209 -0.013162 0.002612 0.000128
0.001919 -0.012802 0.02649 0.036856 -0.04019 -0.023015 -0.025249 -0.004851 0.038638
leaf_weight=25.682042 54.67111 11.706956 24.784523 31.921337 32.574103 41.244721
9.287413 27.174092 14.029552 19.339973 47.969498 17.08018 67.791353 64.987734
22.290059 30.640261 5.810028 51.971776 122.784511 127.14798 48.461263 29.769277
16.252691 64.210766
leaf_count=1418 2405 619 1603 987 1896 4362 416 10525 1042 1756 1823 919 1475 3319
844 1049 58 2124 7927 2998 1680 2287 862 5383
internal_value=0.0 0.008971 0.019934 -0.001198 -0.008377 -0.013542 0.004357 0.00811
0.013734 0.01946 -0.010062 -0.0224 0.002425 -0.018271 -0.024065 -0.0299 0.019183
0.016664 0.03138 -0.035439 -0.01501 -0.014989 0.02548 0.030826
internal_weight=0.0 171.626 116.955 837.957 356.616 318.232 481.341 423.592 331.368
287.57 92.2238 65.0497 139.103 276.987 212.0 180.078 38.3841 71.3117 148.467
149.438 57.7487 43.7988 105.248 88.9953
internal_count=59777 10872 8467 48905 15513 13559 33392 31296 18029 14700 13267
2742 5355 9197 5878 4891 1954 3880 9345 3842 2096 3329 7848 6986
shrinkage=0.1
Tree=204
num_leaves=25
num_cat=0
split_feature=101 37 155 88 163 140 138 36 22 37 105 127 75 153 36 22 73 33 89 188
180 25 89 195
split_gain=1.76958 3.88057 4.08514 3.94586 4.68761 3.83055 5.10835 4.74761 4.60948
3.9365 4.3947 4.30988 3.94984 3.71449 3.69789 3.56989 4.18471 4.02549 3.35437
3.34351 3.09845 3.08817 2.90868 2.75099
threshold=-25.064898 0.0275 168.844165 5.534465 0.203205 -0.078119 0.129012
0.893585 0.920138 -0.857518 0.974283 -0.092366 -40.725893 14.275764 -0.34628
0.905389 0.820621 0.597887 28.424912 0.478363 0.251622 26.949613 25.364755 0.983888
decision_type=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 -1 4 -3 7 -7 15 9 -8 11 12 -11 -9 -5 16 18 -17 21 -10 -6 -2 -15 -16
right_child=5 3 -4 14 20 6 8 13 19 10 -12 -13 -14 22 23 17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.021783 0.019066 0.005943 -0.013957 -0.011352 0.008363 0.015633
0.011037 0.01354 0.025058 0.007148 0.007314 0.010208 -0.035577 0.008158 0.025989
0.01386 -0.000839 -0.01834 0.033785 -0.008287 -0.031705 -0.012548 -0.02574 -
0.006657
leaf_weight=53.383159 12.156886 38.89756 14.345635 51.938063 4.899582 57.307832
17.557652 20.233176 19.795354 10.435335 26.500388 8.691794 130.1489 12.480836
34.965819 36.59625 67.383227 36.573774 123.828954 29.09129 99.680592 31.35264
49.618117 17.798193
leaf_count=3855 931 1184 320 2470 323 4673 2418 2389 1729 940 1710 1407 6373 322
2847 2824 4063 2063 8782 1992 2413 1881 957 911
internal_value=0.0 -0.005001 0.011752 -0.010615 -0.01948 0.003588 -0.004571
0.009696 -0.010953 -0.017286 -0.0217 -0.02734 -0.03148 -0.008577 0.003593 0.015031
0.020278 -0.003019 0.027272 0.010489 -0.02796 0.001246 -0.018355 0.01686
internal_weight=0.0 315.909 67.7288 248.18 143.478 689.752 299.529 390.224 242.221
193.334 175.776 149.276 140.584 82.3321 104.702 307.892 234.722 73.17 167.338
48.8866 104.58 43.5095 62.099 52.764
internal_count=59777 14323 4175 10148 3920 45454 21242 24212 16569 12848 10430 8720
7313 3668 6228 20544 15657 4887 11594 3721 2736 2812 1279 3758
shrinkage=0.1
Tree=205
num_leaves=25
num_cat=0
split_feature=139 139 195 71 70 71 157 126 59 122 183 101 141 58 85 69 89 105 112
147 142 189 46 178
split_gain=1.79779 3.49636 3.76052 4.21936 3.47564 3.37492 4.94029 3.80231 3.93849
3.62745 2.86329 2.79284 3.07598 2.47931 3.16563 2.44009 2.45476 3.19584 2.66947
2.41512 2.33105 2.27351 2.27122 2.04001
threshold=0.623423 0.997493 0.871557 0.67498 0.21179 0.691131 0.948052 0.887051
0.176333 0.488703 0.526 28.924792 0.274608 0.322609 0.364273 0.010303 23.21761
0.859256 0.992388 0.143554 0.245139 0.397765 0.052825 0.971744
decision_type=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 15 3 -3 13 6 7 8 23 21 20 12 -10 14 -1 -2 17 -17 -18 -15 -4 -7 -11 -6
right_child=1 2 10 -5 5 9 -8 -9 11 22 -12 -13 -14 19 -16 16 18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.013622 -0.008251 -0.025213 0.023244 0.008599 0.013792 -0.015524
0.012957 0.006111 -0.035867 -0.008102 -0.01018 0.005743 0.002524 -0.004318 -
0.017958 0.012347 0.025136 -0.019126 -0.004695 0.023194 -0.009408 0.008975 0.021273
-0.011406
leaf_weight=16.618232 22.222749 65.559095 53.999015 30.740016 23.86075 68.492925
31.895783 37.642546 130.618629 10.449569 23.177926 9.199961 17.619434 28.445168
33.308822 31.640246 141.004825 16.556963 21.685132 70.443112 3.727014 24.774449
67.344378 22.165212
leaf_count=1107 1224 4378 2100 2594 1689 3565 2129 3045 6329 768 707 629 1106 1864
1533 2114 9899 831 1356 4329 110 1470 4200 701
internal_value=0.0 0.005764 -0.004311 -0.015057 -0.002497 -0.006852 -0.013065 -
0.017919 -0.022661 0.003663 0.009221 -0.028784 -0.031733 0.009141 -0.005996
0.012928 0.016165 -0.002278 0.020997 0.01632 0.018046 -0.008231 0.015851 0.001964
internal_weight=0.0 410.313 177.203 96.2991 592.879 444.064 273.002 241.107 203.464
171.061 80.904 157.438 148.238 148.815 49.9271 233.11 210.887 48.1972 162.69
98.8883 57.726 93.2674 77.7939 46.026
internal_count=59777 25313 9889 6972 34464 25631 15628 13499 10454 10003 2917 8064
7435 8833 2640 15424 14200 2945 11255 6193 2210 5035 4968 2390
shrinkage=0.1
Tree=206
num_leaves=25
num_cat=0
split_feature=164 148 18 149 132 195 48 126 75 156 132 43 153 134 106 149 173 4 3
154 119 37 124 14
split_gain=1.74328 3.72888 3.72253 2.87924 3.31969 3.59544 4.43438 3.79118 5.18334
3.37182 3.3227 3.18621 3.09288 2.72703 2.60882 2.52927 2.51644 2.5063 2.47768
2.3747 2.2202 2.21044 2.05343 2.04763
threshold=0.012368 0.644114 0.251998 0.094183 0.332299 0.914059 0.140258 0.975096 -
36.037419 0.601137 0.106247 0.661515 6.45757 0.73461 0.909117 0.660198 0.001517
0.551724 0.2 18.179721 0.287103 0.761325 0.075515 0.159795
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
left_child=1 2 -1 16 10 7 -7 8 -6 14 18 -9 -11 15 -8 22 -2 -18 -5 -4 -19 -20 -12 -
21
right_child=3 -3 19 4 5 6 9 11 -10 12 13 -13 -14 -15 -16 -17 17 20 21 23 -22 -23 -
24 -25
leaf_value=0.009809 -0.005309 0.011504 0.007279 0.012352 -0.007107 0.015694 -
0.025329 0.012239 0.024635 -0.014527 0.003106 -0.021803 0.01852 0.005868 0.004812 -
0.001651 0.025138 -0.015586 -0.018977 0.000623 0.011607 0.007611 -0.034196 -
0.035007
leaf_weight=16.680784 38.916598 33.070574 4.280942 76.209816 48.287795 39.454766
88.696387 12.60421 156.047729 8.795233 9.422042 24.19001 30.711274 26.302764
21.608043 50.824053 88.837873 16.067307 32.842782 17.58779 21.701023 23.704685
63.848183 50.635061
leaf_count=1503 2043 2328 1608 3248 3081 1367 2516 1683 12977 423 487 1612 754 1508
741 2446 6471 1249 1856 756 2415 1709 2898 2098
internal_value=0.0 -0.008629 -0.017404 0.002576 -0.000409 0.004963 -0.004809
0.012224 0.017187 -0.012462 -0.008175 -0.009792 0.007445 -0.016656 -0.019701 -
0.021725 0.012958 0.018518 0.003095 -0.024988 -0.002024 -0.009294 -0.029982 -
0.029033
internal_weight=0.0 122.255 89.1846 879.073 713.55 430.395 189.266 241.13 204.336
149.811 283.154 36.7942 39.5065 150.397 110.304 124.094 165.523 126.606 132.757
72.5038 37.7683 56.5475 73.2702 68.2229
internal_count=59777 8293 5965 51484 39306 25154 5801 19353 16058 4434 14152 3295
1177 7339 3257 5831 12178 10135 6813 4462 3664 3565 3385 2854
shrinkage=0.1
Tree=207
num_leaves=25
num_cat=0
split_feature=97 45 114 7 143 10 123 179 35 89 25 36 34 24 56 76 160 122 10 111 144
151 131 139
split_gain=1.69615 3.4555 5.32317 3.7866 3.70848 3.39647 3.20229 2.92113 4.91497
4.27889 6.25636 3.11967 2.81913 2.81027 2.78319 2.72557 2.88021 2.60537 2.57175
2.34971 2.31425 2.13067 2.07152 2.06606
threshold=0.951597 0.702398 -2.833913 0.090909 0.238713 2.267564 0.493063 1.89875
0.882763 45.759773 31.321936 -0.525916 0.011106 47.322774 0.10129 90.411441
0.041054 0.525831 186.189965 0.871591 0.057672 0.836967 0.974637 0.999997
decision_type=2 2 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 20 5 -5 -2 9 12 10 19 -11 -9 -10 -14 16 -16 22 -7 -1 -4 -13 -6 -
12
right_child=6 2 3 4 17 18 -8 8 13 11 23 21 14 -15 15 -17 -18 -19 -20 -21 -22 -23 -
24 -25
leaf_value=-0.018122 0.00643 0.015325 -0.010879 0.013862 -0.035283 -0.022356 -
0.019325 -0.003637 0.011688 0.005704 0.02604 -0.02734 -0.003453 -0.016489 -0.0006 -
0.006372 0.038401 0.003696 0.010264 0.009918 0.013359 0.003401 0.002716 -0.003321
leaf_weight=53.033562 59.061205 62.029692 25.941836 41.686068 83.791822 35.738496
65.40219 26.063493 22.918917 45.439973 89.448758 55.575216 18.656222 43.699157
20.136594 5.703561 103.121592 14.87684 6.676387 12.487953 60.434199 18.218257
9.646524 18.538775
leaf_count=2166 3067 3163 1353 973 3391 1466 3785 2080 1798 1930 5186 1861 1658
3531 1852 229 10574 965 1673 533 4491 589 436 1027
internal_value=0.0 0.002459 -0.005034 -0.010976 -0.017712 -0.000575 -0.008533
0.007273 0.01454 0.000232 0.009441 -0.012124 0.02207 -0.005998 0.026429 0.030559
0.033465 -0.027146 -0.014642 -0.01097 0.004884 -0.021231 -0.031707 0.021455
internal_weight=0.0 873.864 340.822 278.792 192.416 84.101 124.463 533.042 240.3
292.742 173.509 119.233 173.681 66.6181 147.618 128.962 123.258 108.315 42.4149
65.5215 86.376 73.7935 93.4383 107.988
internal_count=59777 52925 17911 14748 8904 4112 6852 35014 21722 13292 8912 4380
16393 5329 14313 12655 12426 4792 3139 2699 5844 2450 3827 6213
shrinkage=0.1
Tree=208
num_leaves=25
num_cat=0
split_feature=166 166 2 119 181 12 166 89 86 166 91 65 123 91 112 27 88 176 115 44
38 64 41 100
split_gain=1.70357 5.01694 3.47756 3.76301 5.38755 4.45774 3.59529 3.75057 3.48337
4.01068 3.62784 4.57217 4.0289 3.44244 2.7813 2.66729 2.57985 2.84993 2.54401
2.20669 2.19327 2.14397 2.10729 2.14096
threshold=1.2e-05 4.5e-05 0.086957 0.103712 3.373295 2.601262 0.002529 39.544784
0.860755 0.000245 0.042797 0.969447 0.879734 0.494139 0.889705 0.516151 -126.415004
0.963543 1.525616 0.38614 2.520668 7.13496 0.368553 0.531691
decision_type=2 2 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 19 8 13 5 18 16 21 9 -3 -11 12 -12 -4 -13 -7 -6 -18 -5 -2 -9 -8 23 -
10
right_child=1 2 3 4 6 15 7 20 22 10 11 14 -14 -15 -16 -17 17 -19 -20 -21 -22 -23 -
24 -25
leaf_value=0.017311 0.004913 0.014042 -0.021169 0.023512 -0.007866 0.004551
0.008488 0.024082 -0.015753 0.009041 -0.024497 0.018553 0.005657 0.008617 -0.011139
-0.029428 0.033292 -0.000832 -0.005677 -0.032832 -0.007774 -0.020132 0.017156
0.010425
leaf_weight=16.735409 7.633782 35.398111 41.755519 20.91607 4.017304 19.316449
11.06947 30.658611 26.607797 45.021033 228.64953 32.395216 36.394226 40.330957
19.057876 31.218516 133.429691 25.913853 32.54396 22.113626 7.648789 38.593735
68.643509 19.499757
leaf_count=5624 1009 2655 2796 1097 70 703 672 3489 777 1913 6704 1425 1357 2902
530 727 15029 1779 1038 1612 169 2275 2728 697
internal_value=0.0 -0.000271 0.00158 0.007766 0.012038 -0.005585 0.0191 0.001439 -
0.003888 -0.008228 -0.01164 -0.015299 -0.02014 -0.00853 0.007455 -0.020211 0.026373
0.028702 0.010998 -0.025881 0.016943 -0.012755 0.009298 -0.00495
internal_weight=0.0 978.827 949.08 437.413 355.326 103.995 251.331 87.9706 511.667
396.916 361.518 316.497 265.044 82.0865 51.4531 50.535 163.361 159.344 53.46
29.7474 38.3074 49.6632 114.751 46.1076
internal_count=59777 54153 51532 32746 27048 3565 23483 6605 18786 14584 11929
10016 8061 5698 1955 1430 16878 16808 2135 2621 3658 2947 4202 1474
shrinkage=0.1
Tree=209
num_leaves=25
num_cat=0
split_feature=81 154 174 148 139 180 152 166 153 101 87 137 55 173 69 1 91 42 93
160 109 107 43 12
split_gain=1.72093 2.77443 3.15682 3.11732 2.57773 3.40328 4.74219 5.71128 3.46002
3.23753 3.17119 4.244 2.92748 2.97776 3.06705 2.58863 2.92917 2.56752 2.55618
2.23073 2.2166 2.15524 2.14405 2.0793
threshold=0.828375 50.069178 0.058716 0.322542 0.623423 5.6202 0.439186 0.002031
1.864134 -48.70215 0.842878 0.411818 0.098226 0.001166 0.253945 0.411765 0.084702
0.633465 0.688074 0.895471 0.032161 0.997434 0.162638 3.61388
decision_type=2 2 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 5 6 -1 17 -7 23 15 -12 -11 -14 -15 16 -10 -8 -5 21 -18 -16 -4
-6
right_child=1 3 22 18 9 8 7 -9 10 12 11 -13 13 14 19 -17 20 -19 -20 -21 -22 -23 -24
-25
leaf_value=0.02138 0.013216 0.02553 0.007985 -0.010261 -0.023026 0.014901 -0.026526
0.018426 0.002815 -0.008085 -0.014308 0.016395 -0.004792 -0.00108 0.033318 0.001302
0.001327 0.005314 0.014986 -0.001439 -0.03308 -0.00398 -0.023634 0.006859
leaf_weight=56.143691 17.66023 65.693195 6.24327 58.183242 22.008808 12.122379
54.709045 22.047066 25.100074 51.501328 51.359214 45.796405 52.008745 54.231912
93.907061 41.050981 17.420412 17.869899 25.48546 22.077682 121.024896 8.029679
38.102393 12.829554
leaf_count=4094 2068 3343 928 2401 733 5550 2086 682 973 2776 2205 1935 2444 3473
7506 4167 501 1204 1026 1400 3286 544 3858 594
internal_value=0.0 0.007926 -0.006871 0.014245 -0.00151 -0.006042 0.005338 -
0.007776 -0.011503 0.005061 -0.01425 0.000716 0.00898 0.013462 0.018703 -0.020291 -
0.024892 -0.019577 -0.000122 0.025474 -0.029425 0.030054 -0.017434 -0.014232
internal_weight=0.0 211.368 62.0059 149.362 781.239 464.644 150.77 94.626 313.874
316.595 301.752 97.1556 281.756 230.255 178.246 204.596 163.545 72.5789 83.6687
124.014 138.445 101.937 44.3457 34.8384
internal_count=59777 13624 6854 6770 46153 26683 8066 3972 18617 19470 13067 4140
18143 15367 12923 8927 4760 3290 3427 9450 3787 8050 4786 1327
shrinkage=0.1
Tree=210
num_leaves=25
num_cat=0
split_feature=180 62 12 103 181 144 177 35 14 115 153 101 155 102 147 138 167 89
193 45 158 32 130 112
split_gain=1.62519 3.15844 3.25839 2.7698 2.55341 3.33889 3.31021 3.11903 4.717
4.14361 4.03579 4.05759 3.94009 3.9368 3.84783 3.34546 3.49575 3.18518 2.88078
2.84595 2.7668 2.41886 2.20575 2.18067
threshold=0.4611 9.040537 5.103763 -25.540477 0.480864 0.024476 0.238199 0.823103
0.186365 2.72752 23.334448 -52.047072 25.929453 -4.71771 0.205075 0.727513 0.027773
61.030314 0.756017 0.975428 0.663885 0.846016 0.951715 0.021439
decision_type=2 2 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 6 20 -2 9 21 10 12 -12 14 -14 -7 16 18 23 -10 -13 22 -9 -6 -11
right_child=4 2 -4 -5 5 7 -8 8 15 17 11 19 13 -15 -16 -17 -18 -19 -20 -21 -22 -23 -
24 -25
leaf_value=0.021861 0.009079 0.010744 0.017326 -0.022472 0.025254 -0.008679 -
0.026514 0.01894 -0.03241 0.006789 -0.011338 0.025435 0.010159 -0.022003 0.023907
0.008207 0.007807 0.009607 0.002999 -0.005755 -0.004977 -0.010324 -0.004514 -0.0235
leaf_weight=53.431425 14.398335 7.121449 7.854639 42.24707 79.317642 34.775851
35.144576 36.682115 109.209255 9.93021 18.775647 145.310124 26.464264 79.746806
41.71621 19.566121 14.357176 25.709937 19.094812 18.519704 43.434808 11.763328
17.03363 78.589458
leaf_count=5257 843 1234 1172 2360 5525 4490 815 2166 5255 661 406 4610 1676 4314
6708 1128 959 1282 993 515 2169 565 1284 3390
internal_value=0.0 0.010354 -0.005033 -0.014922 -0.000807 0.000891 -0.01671 -
0.002158 -0.011199 0.002384 0.007537 0.016578 -0.002881 -0.013363 0.011224 -
0.018432 -0.023131 -0.011688 -0.027676 0.021441 0.013005 0.01031 0.020192 -0.018992
internal_weight=0.0 110.655 57.2232 49.3685 879.54 829.997 49.5429 690.211 210.673
479.538 365.309 182.605 182.703 106.211 76.4921 162.227 142.661 114.23 128.304
163.83 139.786 48.4454 96.3513 88.5197
internal_count=59777 10023 4766 3594 49754 48096 1658 39118 11066 28052 22719 5531
17188 5990 11198 8335 7207 5333 6248 5125 8978 2731 6809 4051
shrinkage=0.1
Tree=211
num_leaves=25
num_cat=0
split_feature=167 166 179 75 43 195 128 83 115 3 52 22 167 168 31 10 88 162 194 75
141 140 153 99
split_gain=1.62917 1.99291 2.96942 3.43012 6.12082 5.597 4.78724 4.38865 4.3089
4.10339 4.01628 3.74667 4.56696 4.0036 3.76406 3.17004 2.84037 2.69839 2.59268
2.56156 2.54316 2.53511 2.49888 2.1465
threshold=0.000354 4.1e-05 1338.0544 -1.613053 0.412576 0.4951 -0.213699 0.271233
0.221241 0.04 0.872152 0.89404 0.00658 0.018473 0.478525 1.896057 -81.00398
0.043243 0.950796 4.978521 0.185909 -0.030099 5.397689 0.080448
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
left_child=-1 22 3 4 7 16 8 -3 15 17 -11 12 20 -14 -13 -7 -5 -9 21 -4 -6 -8 -2 -16
right_child=1 2 19 5 11 6 18 9 -10 10 -12 14 13 -15 23 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.016259 0.007519 0.004177 0.027279 -0.008335 0.02507 0.012213 -0.0332
0.001403 0.024655 0.009397 -0.020616 0.008657 -0.011226 0.01617 0.005917 -0.02178
0.031135 -0.035884 0.007732 -0.007802 -0.004173 0.004719 -0.026152 -0.026395
leaf_weight=22.657704 11.501026 83.687679 29.562596 3.873423 116.933426 12.821324
33.466364 18.923381 40.728784 69.841708 33.921591 42.574203 117.158175 39.315673
9.411693 23.035497 64.21228 92.992963 9.466064 8.048906 23.241384 10.767563
18.32144 51.744351
leaf_count=6630 2325 2939 11965 79 5653 341 796 468 1238 3089 1054 1773 3143 1575
283 686 6784 2411 291 2567 1046 486 548 1607
internal_value=0.0 -0.000178 0.001004 -0.000602 -0.003944 0.009814 -0.003219 -
0.013854 0.010887 -0.020408 -0.003482 0.004065 0.009538 -0.002376 -0.009816 -
0.00955 0.02655 -0.030885 -0.019344 0.019574 0.020357 -0.026116 -0.016303 -0.021007
internal_weight=0.0 965.551 935.729 898.118 699.746 198.371 130.286 299.367 76.5856
215.68 103.763 400.379 296.649 156.474 103.73 35.8568 68.0857 111.916 53.7 37.6115
140.175 44.2339 29.8225 61.156
internal_count=59777 53147 50274 35742 25041 10701 3838 9961 2265 7022 4143 15080
11417 4718 3663 1027 6863 2879 1573 14532 6699 1282 2873 1890
shrinkage=0.1
Tree=212
num_leaves=25
num_cat=0
split_feature=76 116 128 77 127 114 128 194 146 183 5 24 158 39 184 76 23 25 76 111
50 114 166 110
split_gain=1.67585 3.89771 4.60925 5.74345 3.9203 3.31621 3.78082 3.2721 3.86453
4.18985 3.79834 4.37141 3.46506 4.03822 4.18145 3.21239 3.13045 3.11174 3.24177
2.94359 3.02768 2.61926 2.55416 2.63875
threshold=25.518196 1.067531 -0.11545 31.992273 -0.33909 -1.646952 -0.0 0.703074
0.178745 0.69707 0.202399 58.749387 0.914939 0.122461 0.891341 80.471221 47.56563
28.539262 49.132627 0.862801 7.803333 -3.01985 0.000391 0.017856
decision_type=2 2 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 2 3 16 -3 -4 -7 8 9 19 11 22 13 -10 21 -5 17 -2 -19 20 -1 -15 -9 -24
right_child=1 4 5 15 -6 6 -8 10 12 -11 -12 -13 -14 14 -16 -17 -18 18 -20 -21 -22 -
23 23 -25
leaf_value=-0.025519 0.005182 0.024837 0.021339 0.020457 -0.010791 0.014489 -
0.024199 0.002708 -0.001324 0.017723 0.007233 0.006457 -0.003389 -0.002996 -
0.006373 -0.010749 0.00147 -0.04078 0.003455 0.009455 0.006622 0.034878 0.005373 -
0.036306
leaf_weight=75.512664 9.963277 37.337964 35.94892 27.408053 20.411502 8.649535
16.862437 19.480151 65.12626 24.233732 104.537631 45.461103 72.93791 13.293192
19.826396 27.059712 30.250439 86.560041 11.826289 21.307219 19.635423 128.782926
6.361866 55.998265
leaf_count=4630 300 1798 1858 2549 1096 595 762 1778 4126 2036 7360 2271 4926 962
1141 855 1442 2347 352 1709 1480 11384 223 1797
internal_value=0.0 -0.004867 -0.010177 -0.016982 0.012965 0.009394 -0.010181
0.003554 0.008353 -0.004453 -0.00544 -0.015085 0.014181 0.019488 0.026437 0.006977
-0.025853 -0.031796 -0.035992 -0.012538 -0.018865 0.03144 -0.025223 -0.031573
internal_weight=0.0 312.278 254.529 193.068 57.7495 61.4609 25.512 672.495 440.656
140.689 231.839 127.301 299.967 227.029 161.903 54.4678 138.6 108.35 98.3863
116.455 95.1481 142.076 81.8403 62.3601
internal_count=59777 13954 11060 7845 2894 3215 1357 45823 32394 9855 13429 6069
22539 17613 13487 3404 4441 2999 2699 7819 6110 12346 3798 2020
shrinkage=0.1
Tree=213
num_leaves=25
num_cat=0
split_feature=153 21 115 153 115 24 32 187 166 23 76 141 153 67 142 56 179 98 75 38
115 130 33 132
split_gain=1.65807 4.55937 6.42072 4.27395 3.9002 6.19619 5.32757 4.72228 5.27833
6.71076 4.83702 4.66093 4.40633 3.91377 3.89944 3.44679 3.14553 3.06146 2.96876
2.9352 2.59909 2.45809 2.31042 2.25325
threshold=31.613066 0.502669 2.138229 43.143231 2.329908 37.564601 0.795279 -
0.601801 0.000538 58.142072 35.075551 -0.220353 23.00428 0.991852 0.13345 0.304665
53.904379 0.614446 3.643427 1.62587 3.13212 0.482632 0.81033 0.23564
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 3 17 -2 6 -6 7 22 10 12 23 -7 16 20 19 -8 -10 -3 -4 -5 -13 -14 -1 -9
right_child=1 2 18 14 5 11 15 8 9 -11 -12 13 21 -15 -16 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.018489 -0.010968 -0.007317 -0.031289 0.027486 -0.0142 -0.009898 -
0.006204 -0.004241 -0.036393 0.014627 -0.017623 0.037958 -0.012075 -0.006675 -
0.012079 0.024334 0.003274 0.01953 0.007547 -0.005089 -0.00512 0.016795 -0.009248
0.027289
leaf_weight=55.704302 59.548202 65.947427 92.68796 88.950298 26.6636 15.293321
34.265628 17.818844 129.623724 21.053719 16.635089 96.717699 20.050173 12.684389
15.1296 69.027709 15.120776 31.081107 6.480026 20.313957 5.317057 15.878145
13.654356 36.442747
leaf_count=6248 1850 1821 1915 2893 1350 927 2550 2431 3694 2185 1164 9069 507 847
462 6211 3924 1137 207 358 373 493 1044 6117
internal_value=0.0 -0.004104 -0.013469 0.006511 0.003968 0.015645 -0.001119 -
0.00721 -0.012901 -0.020145 0.007509 0.023743 -0.02619 0.02969 0.015551 0.015308 -
0.032425 0.004537 -0.027247 0.021674 0.034857 0.002805 0.011579 0.019551
internal_weight=0.0 380.139 196.197 183.942 601.951 156.676 445.275 341.982 272.623
201.727 70.8967 130.012 180.673 114.719 124.394 103.293 144.744 97.0285 99.168
109.264 102.035 35.9283 69.3587 54.2616
internal_count=59777 10643 5080 5563 49134 12566 36568 27807 20515 10803 9712 11216
8618 10289 3713 8761 7618 2958 2122 3251 9442 1000 7292 8548
shrinkage=0.1
Tree=214
num_leaves=25
num_cat=0
split_feature=11 129 88 23 63 118 64 104 10 123 163 75 36 175 75 101 138 154 77 50
81 168 159 13
split_gain=1.70892 5.52901 4.96356 6.92561 4.53382 4.52113 4.21486 4.00979 3.828
3.72128 3.77409 3.63674 3.95612 3.48702 3.36597 3.34606 3.23292 3.83612 2.94185
3.09685 2.86694 2.85712 2.82939 2.80582
threshold=29.142082 -0.210042 14.29718 34.620981 9.579921 0.285107 1.321482 0.37719
350.97319 0.542114 0.889443 13.92571 -1.87947 0.832714 -2.574567 10.309869 0.78736
18.179721 14.392719 2.947849 0.133946 0.005401 0.914139 0.93644
decision_type=2 2 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 8 -4 5 6 -1 18 11 10 -7 12 -2 -3 -11 23 17 -5 19 -6 -9 -22 -8 -14
right_child=1 13 3 16 7 9 22 20 -10 14 -12 -13 15 -15 -16 -17 -18 -19 -20 -21 21 -
23 -24 -25
leaf_value=-0.010849 0.006931 0.023306 0.024232 0.010986 0.02748 0.017712 0.036257
0.007983 0.011251 -0.016262 -0.009608 0.007119 -0.041175 -0.009273 0.012233
0.003513 0.009841 -0.02852 -0.011295 -0.008266 -0.029402 0.005823 -0.000986 -
0.001434
leaf_weight=8.856224 15.673298 62.049243 51.3048 8.515728 32.185772 134.40458
72.072526 14.309784 13.195823 101.822754 40.324654 18.974175 102.349254 21.206652
23.655299 16.576811 22.150084 52.366549 20.628622 13.058315 73.406703 13.527025
22.021656 23.983225
leaf_count=158 1058 7159 4589 3844 2143 5407 4669 818 3312 3420 1303 879 2876 1968
1301 894 3256 3974 798 336 3297 483 955 880
internal_value=0.0 -0.003941 -0.009835 0.004276 0.004182 0.009668 0.024244 -
0.008326 -0.018774 0.002319 0.010756 -0.022732 -0.027057 0.014656 -0.009163 -
0.031525 -0.011998 -0.020746 0.00806 0.018106 -0.018254 -0.023784 0.029884 -
0.035874
internal_weight=0.0 408.346 325.09 134.337 570.274 403.158 102.95 167.116 190.753
300.207 174.729 177.557 158.583 83.2559 125.478 142.909 83.0324 60.8823 65.8727
45.2441 101.244 86.9337 94.0942 126.332
internal_count=59777 34689 25562 15663 25088 17213 5782 7875 9899 11431 6710 6587
5708 9127 4721 4650 11074 7818 3277 2479 4598 3780 5624 3756
shrinkage=0.1
Tree=215
num_leaves=25
num_cat=0
split_feature=180 102 145 24 154 48 90 181 128 41 54 175 177 153 115 36 118 10 21
173 177 68 53 38
split_gain=1.65667 2.71529 3.41333 2.89385 2.80401 2.76142 2.30675 3.02705 3.84656
4.15382 4.33241 4.06608 3.88122 4.99264 4.60667 4.56519 3.72437 2.94962 2.8652
2.68806 2.52156 2.50281 2.3926 2.13662
threshold=0.4611 3.780091 0.55622 89.367436 443.08574 0.984373 -40.851611 0.480864
-0.169715 0.821405 0.887217 0.758715 0.280184 63.254546 -0.78594 0.403887 0.836293
0.811684 0.834785 0.002388 0.162127 0.302203 0.428508 -0.483762
decision_type=2 2 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 -3 23 20 12 10 19 -11 16 14 17 -16 18 -14 22 -10 -8 -18 -9 -2
right_child=6 4 -4 -5 -6 -7 7 8 9 11 -12 -13 13 -15 15 -17 21 -19 -20 -21 -22 -23 -
24 -25
leaf_value=-0.026653 0.007991 0.033622 0.015855 0.009502 -0.009049 -0.003627
0.007896 -0.003595 -0.001495 0.010488 -0.002142 -0.024951 0.01288 -0.016556 0.02213
-0.006627 -0.010081 -0.017674 0.004206 0.034807 -0.024632 0.017688 -0.03132 -
0.025243
leaf_weight=26.098862 4.739008 39.840945 11.403498 7.646192 7.276827 16.318692
10.967265 59.343792 20.306726 34.605679 56.154047 18.519191 11.758433 51.657258
184.23437 51.625374 20.928948 55.333245 35.346488 80.17404 36.574363 35.479889
75.122373 23.835228
leaf_count=2040 250 4583 1749 535 206 910 727 4638 867 2894 3465 1090 481 993 10056
2336 990 3520 2547 7281 866 2138 3733 882
internal_value=0.0 0.010561 -0.005642 -0.017693 0.019794 0.025825 -0.000786
0.000637 0.002488 0.012846 0.019823 -0.00736 -0.001855 0.004552 0.009724 0.015773 -
0.011058 -0.009409 -0.017476 0.029157 -0.016908 0.007445 -0.022842 -0.018214
internal_weight=0.0 108.585 45.1486 33.7451 63.4365 56.1596 866.706 838.131 790.59
209.76 156.635 53.1249 580.83 354.609 302.951 235.86 226.221 67.0917 169.813
100.481 47.5416 56.4088 134.466 28.5742
internal_count=59777 10023 4324 2575 5699 5493 49754 48622 47029 15597 11613 3984
31432 17386 16393 12392 14046 4001 10918 8148 1593 3128 8371 1132
shrinkage=0.1
Tree=216
num_leaves=25
num_cat=0
split_feature=6 89 96 187 153 64 63 153 44 2 131 171 180 114 166 13 179 181 183 115
6 189 181 111
split_gain=1.6145 3.63056 4.94551 4.92341 3.41213 3.2736 3.5982 4.055 3.58844
3.51067 3.40183 4.82995 3.19799 3.17275 3.09742 3.06339 3.04883 2.8512 2.84769
2.77073 2.74077 2.72525 2.63538 2.58032
threshold=0.004693 45.759773 0.747677 -0.373987 1.864134 9.057214 9.653757
55.784449 0.653601 0.086957 0.210683 0.869967 4.223232 -3.01985 0.000579 0.458784
0.265282 19.54325 -0.379725 2.851681 0.178618 -0.303043 10812.123353 0.871591
decision_type=2 2 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 13 -3 12 9 18 8 -8 15 23 16 -2 -1 -4 20 -12 19 -7 -5 -6 -17 -22 -11
right_child=4 3 14 17 5 6 7 -9 -10 10 11 -13 -14 -15 -16 21 -18 -19 -20 -21 22 -23
-24 -25
leaf_value=-0.006689 -0.007785 0.016381 0.014169 -0.028717 -0.011388 0.002012
0.006574 0.020327 -0.023087 -0.016036 -0.004915 -0.01083 0.028959 0.029212 -0.01831
0.004756 0.029332 0.009688 -0.029567 0.00394 0.02065 -0.023202 -0.009669 0.012536
leaf_weight=13.359083 15.035007 34.496224 9.974951 59.754829 32.601875 30.353544
51.693531 25.497059 42.28991 45.899767 18.533544 25.860377 22.474949 97.682103
36.043298 31.494468 99.822097 12.105794 81.872106 22.555096 57.769626 80.092421
12.018505 12.544985
leaf_count=629 1517 2568 1792 2229 672 1313 3285 828 1945 2399 444 1935 11536 8046
1415 993 6717 1102 2796 810 1441 1864 466 1035
internal_value=0.0 0.006478 0.015135 -0.005167 -0.00198 -0.004137 -0.012654 0.00025
-0.009735 0.00131 0.009788 0.016766 0.017838 0.024225 -0.007848 -0.006992 0.024064
-0.015666 -0.022769 -0.021422 0.004736 -0.01614 0.013738 -0.007208
internal_weight=0.0 285.971 157.059 128.912 685.854 648.344 231.706 119.48 93.9834
416.638 202.661 144.216 37.51 111.041 46.0182 213.977 118.356 94.4157 112.226
82.3099 102.39 111.587 69.7881 58.4448
internal_count=59777 18591 11882 6709 41186 28133 10167 6058 5230 17966 12530 9096
13053 8675 3207 5436 7161 4141 4109 3039 2579 2857 1907 3434
shrinkage=0.1
Tree=217
num_leaves=25
num_cat=0
split_feature=108 176 99 78 153 78 144 2 43 135 94 88 26 75 189 157 103 60 76 35
143 41 12 105
split_gain=1.60795 3.2975 2.9464 3.30779 3.1037 3.94783 3.92909 3.52389 3.13274
3.69289 3.02923 2.91687 2.61309 2.34364 2.24616 2.22626 2.22006 2.16729 2.09693
1.98658 1.98288 1.9073 1.69867 1.76314
threshold=0.899439 0.726252 0.189707 0.979969 2.761119 0.928394 0.024476 0.018843
0.120509 0.911557 0.347747 -17.649212 0.779836 -48.579513 0.151517 0.755495 -
39.589388 0.489501 -2.646351 0.807632 9.2e-05 0.931549 0.486593 0.071305
decision_type=2 2 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 15 3 10 20 6 12 22 -8 11 -1 -10 -6 -12 -15 16 -2 -3 -18 -17 -4 -9 -7 -
24
right_child=1 17 4 -5 5 7 8 21 9 -11 13 -13 -14 14 -16 19 18 -19 -20 -21 -22 -23 23
-25
leaf_value=-0.005307 -0.006715 0.007565 -0.005617 -0.010409 0.017285 0.008903
0.004199 0.023971 0.000796 0.005698 -0.004703 -0.026372 -0.010885 0.031833 -
0.003198 0.008936 -0.002599 -0.016962 0.02972 -0.016699 0.022749 -0.005625 0.006894
-0.021625
leaf_weight=36.927923 8.345202 31.724878 18.027606 37.412586 43.483809 10.930276
54.456143 52.253645 43.198958 37.005236 14.942283 229.185199 18.449149 69.547824
13.246282 30.993807 16.419514 40.301239 75.654317 11.115234 23.142088 10.609052
7.675305 33.553609
leaf_count=2164 373 1476 3117 2323 1732 637 2331 3350 1481 1778 677 9264 686 5088
847 2125 1361 2207 4312 679 9953 557 287 972
internal_value=0.0 0.007518 -0.001595 0.008631 -0.004998 -0.007304 -0.011544
0.007267 -0.015322 -0.018858 0.015147 -0.022518 0.007859 0.022177 0.027006 0.014992
0.021067 -0.007314 0.024916 -0.002724 0.013705 0.018693 -0.008651 -0.015479
internal_weight=0.0 214.554 754.047 172.077 581.97 540.8 425.778 115.022 363.846
309.389 134.664 272.384 61.933 97.7364 82.7941 142.528 100.419 72.0261 92.0738
42.109 41.1697 62.8627 52.1592 41.2289
internal_count=59777 12533 47244 11099 36145 23075 17272 5803 14854 12523 8776
10745 2418 6612 5935 8850 6046 3683 5673 2804 13070 3907 1896 1259
shrinkage=0.1
Tree=218
num_leaves=25
num_cat=0
split_feature=81 169 78 131 107 79 42 179 137 4 26 11 125 154 36 25 170 115 89 145
72 176 154 174
split_gain=1.55346 2.54808 4.34033 4.73728 4.10524 4.03089 3.98525 4.4413 3.90846
3.65583 3.64849 3.09233 3.03637 2.89923 2.85803 2.74675 2.64757 2.62578 2.3873
2.25001 2.24865 2.33012 2.19103 2.70339
threshold=0.828375 0.0 0.44443 0.78961 0.152541 0.21278 0.694371 2.9135 0.463235
0.075638 0.26593 12.809149 0.933872 162.063812 -0.008507 24.757716 0.142549
2.473632 62.172961 0.003121 0.098382 0.663234 50.069178 0.058716
decision_type=2 2 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 16 5 -3 7 10 11 -9 13 -4 -8 -6 -10 -7 19 -12 20 -1 -17 -22 23 -2
right_child=22 4 8 -5 6 15 12 9 14 -11 17 -13 -14 -15 -16 18 -18 -19 -20 -21 21 -23
-24 -25
leaf_value=0.00415 0.012693 0.010945 0.00867 0.007972 0.021245 0.009219 0.028334 -
0.007504 0.025396 0.025485 -0.023908 -0.020816 -0.005122 -0.010699 -0.004736
0.003766 0.002466 0.005989 0.004288 -0.033455 -0.039631 0.001843 0.013288 -0.015676
leaf_weight=8.236956 17.135885 34.959353 30.2352 36.341296 25.076443 7.752589
80.889547 28.551081 47.768642 52.142714 79.284532 43.760579 20.179963 15.995073
31.051618 9.423297 22.792047 19.921628 14.142486 94.475807 46.807226 11.611643
144.895387 43.682609
leaf_count=340 2068 2565 1627 1752 1542 472 7011 1879 2587 7819 3095 1983 1849 351
1332 643 1359 811 891 2976 2483 786 6770 4786
internal_value=0.0 -0.00144 -0.007814 -0.017475 0.003325 -0.01001 0.009051 0.000524
0.00395 0.015203 -0.009446 -0.009953 0.022084 0.00964 0.01596 -0.01908 -0.025014 -
0.017885 -0.023984 -0.030088 -0.029299 -0.034014 0.007629 -0.005742
internal_weight=0.0 761.4 314.662 161.846 446.738 124.697 322.041 220.971 152.816
80.6938 140.278 73.9958 101.07 41.0715 78.8203 89.7372 125.505 99.2062 81.9847
102.713 67.8422 58.4189 205.714 60.8185
internal_count=59777 46153 13956 6427 32197 7840 24357 15497 7529 9698 5799 3610
8860 1893 3919 5275 4675 3906 4803 3316 3912 3269 13624 6854
shrinkage=0.1
Tree=219
num_leaves=25
num_cat=0
split_feature=132 132 152 108 175 153 76 111 18 166 80 63 167 56 23 17 58 74 60 124
72 21 136 195
split_gain=1.57873 2.73473 3.42907 3.30922 3.72909 3.66839 3.53082 3.12618 3.49898
3.74911 2.97629 2.96196 2.40161 2.27508 2.22086 2.21993 2.01846 2.00424 1.95909
2.26355 1.93542 2.0634 1.90521 1.84191
threshold=0.050003 0.332299 0.140235 0.777906 0.777472 77.091623 -1.650761 0.220325
0.446063 0.002206 0.866162 9.755062 0.007456 0.900591 21.264364 0.827056 0.155834
0.514204 0.355138 0.170304 0.049635 0.05756 0.471064 -0.756029
decision_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
left_child=18 2 16 6 5 -5 23 12 11 14 15 13 -8 -9 -10 20 -2 -14 -1 -20 -4 -22 -6 -3
right_child=1 3 10 4 22 -7 7 8 9 -11 -12 -13 17 -15 -16 -17 -18 -19 19 -21 21 -23 -
24 -25
leaf_value=-0.004166 -0.01054 -0.005521 0.00372 0.026012 0.009335 -0.009226
0.015132 -0.031481 0.008193 0.017534 0.005899 0.007929 0.00806 0.002009 -0.017235
0.002458 0.013806 -0.017253 -0.006316 0.022963 0.003249 -0.032055 -0.01637 0.019783
leaf_weight=48.618638 15.522462 19.537283 10.920889 107.146761 14.2818 14.442233
63.656193 85.738769 21.076757 36.026435 33.784747 10.235058 23.041517 18.240067
64.965401 26.430451 58.125201 28.733032 15.263742 60.755118 10.500148 94.702435
28.475379 54.556629
leaf_count=2486 842 3198 625 7585 1046 389 4821 3904 760 1763 1982 838 1325 852
4180 1356 4467 1156 724 4349 592 4123 1526 4888
internal_value=0.0 -0.000955 -0.008931 0.002784 0.013224 0.020522 -0.002057 -
0.006422 -0.012341 0.000231 -0.015504 -0.022275 0.005733 -0.026687 -0.01034 -
0.020782 0.006694 -0.007379 0.009676 0.0169 -0.025347 -0.028586 -0.007375 0.013496
internal_weight=0.0 840.14 249.986 590.153 164.346 121.589 425.807 351.713 236.282
122.069 176.339 114.214 115.431 103.979 86.0422 142.554 73.6477 51.7745 124.637
76.0189 116.123 105.203 42.7572 74.0939
internal_count=59777 52218 13987 38231 10546 7974 27685 19599 12297 6703 8678 5594
7302 4756 4940 6696 5309 2481 7559 5073 5340 4715 2572 8086
shrinkage=0.1
Tree=220
num_leaves=25
num_cat=0
split_feature=180 22 90 49 36 90 90 166 142 63 12 184 168 143 127 174 63 10 140 114
47 153 38 142
split_gain=1.60432 2.63671 2.06288 2.66756 5.25492 4.57295 5.44815 4.99367 4.48146
6.12291 4.06981 4.39198 4.5785 3.77715 3.69398 3.62359 3.38914 3.14873 3.08867
2.85308 2.47509 2.04527 1.97564 1.91093
threshold=0.4611 1.0 -40.851611 4.715308 -2.086838 -9.693479 29.518964 0.000579
0.144845 9.128752 2.204101 -0.406839 0.001939 0.515641 -0.822314 0.60507 7.92343
1.330943 0.139157 1.201858 0.537752 97.100377 -0.483762 -0.579784
decision_type=2 2 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 22 8 -5 -6 7 20 9 21 14 15 -13 16 -11 -12 -8 18 -10 -9 -7 -4 -2 -15
right_child=2 -3 3 4 5 6 13 19 17 10 11 12 -14 23 -16 -17 -18 -19 -20 -21 -22 -23 -
24 -25
leaf_value=0.016687 0.007756 -0.010203 0.027715 0.023239 0.0166 -0.012526 -0.01943
-0.036843 -0.032505 -0.012057 0.022024 -0.02468 0.001616 -0.006284 0.026377 -
0.009313 0.013464 0.010142 0.007064 0.005281 0.015215 -0.005349 -0.024166 0.023237
leaf_weight=87.768931 4.637532 18.924256 106.761738 13.65528 20.081363 22.16725
56.550066 103.000957 32.15291 6.981302 54.055211 89.328892 123.928567 9.951601
50.408384 30.140567 11.69318 11.340231 9.569042 7.196786 24.047463 7.490397
23.592471 37.496485
leaf_count=8537 250 1486 6594 1129 702 1522 3195 2930 732 190 3851 6152 8235 171
2185 2381 834 1773 589 483 1349 156 882 3469
internal_value=0.0 0.010372 -0.000863 0.0005 -0.006412 -0.01053 -0.014478 -0.024576
0.004729 0.008148 0.000788 -0.004488 -0.011615 0.00204 0.018567 0.011409 -0.010799
-0.015764 -0.024393 -0.033377 0.002239 0.024677 -0.017378 0.016964
internal_weight=0.0 106.693 856.228 827.998 305.84 292.185 272.104 156.412 522.157
469.095 354.843 297.453 213.257 115.691 57.3897 84.1958 68.2432 53.0622 41.722
110.198 46.2147 114.252 28.23 47.4481
internal_count=59777 10023 49754 48622 15784 14655 13953 6284 32838 29744 22994
20619 14387 7669 2375 6232 4029 3094 1321 3413 2871 6750 1132 3640
shrinkage=0.1
Tree=221
num_leaves=25
num_cat=0
split_feature=124 30 7 194 74 120 94 180 153 42 17 10 90 46 62 99 19 39 23 168 135
82 126 42
split_gain=1.49822 2.84576 2.38935 3.97231 3.8646 3.94684 3.981 3.14407 3.34854
3.03368 3.13006 2.94922 2.96157 2.87323 3.18365 2.72965 2.64562 2.59922 2.36339
2.22488 2.48031 2.13834 2.09394 2.04107
threshold=0.840422 0.798161 0.115385 0.644428 0.999995 0.44392 0.827824 5.9571
3.634214 0.243545 0.762319 1.330943 32.61909 0.135423 0.234904 0.823821 0.019794
0.238812 11.33756 0.007323 0.0 0.347534 0.769469 0.636811
decision_type=2 2 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 13 5 6 7 -4 -9 10 15 12 23 -1 -15 22 -10 -11 -16 20 -20 -21 -7 -5
right_child=1 -3 4 11 -6 9 -8 8 16 17 -12 -13 -14 14 18 -17 -18 -19 19 21 -22 -23 -
24 -25
leaf_value=-0.01218 0.015679 -0.007876 0.002757 -0.029415 0.010906 -0.026859
0.005926 0.007862 0.004599 -0.004772 0.010968 0.011455 0.007035 -0.009968 -0.005427
0.007856 -0.035028 0.020426 -0.00407 0.016034 0.034314 -0.010901 0.006286 0.003504
leaf_weight=8.51808 111.484705 46.11858 30.966639 45.583504 86.9599 67.541372
41.380236 7.649972 8.681781 47.198864 26.507164 25.54654 23.470424 13.321274
14.498306 15.782396 121.686312 58.217297 9.737208 10.919029 92.409887 25.939239
6.417842 13.502215
leaf_count=797 9657 3020 1255 1361 4829 2853 2009 3003 355 2283 1515 2689 1154 503
474 904 3871 4189 741 876 8807 1546 452 634
internal_value=0.0 0.008564 -0.001085 0.00579 -0.004996 -0.00888 -0.017447 -
0.023226 -0.028363 0.000708 -0.009008 -0.007577 -0.015358 0.013919 0.017432 -
0.016538 -0.031895 0.010962 0.021444 0.02487 0.030512 0.001305 -0.022727 -0.023518
internal_weight=0.0 157.603 802.435 283.446 518.99 432.03 210.365 168.985 138.018
221.665 116.249 108.103 82.5561 175.343 166.825 89.7416 130.368 105.416 153.504
139.005 102.147 36.8583 73.9592 59.0857
internal_count=59777 12677 47100 19582 27518 22689 10493 8484 7229 12196 5724 5838
3149 13744 12947 4209 4226 6472 12444 11970 9548 2422 3305 1995
shrinkage=0.1
Tree=222
num_leaves=25
num_cat=0
split_feature=141 64 114 24 115 170 24 114 127 21 88 10 10 114 49 101 21 101 181
160 103 102 23 24
split_gain=1.47839 5.19341 3.33172 3.16579 5.44731 4.67763 4.42877 4.63907 4.40115
3.72464 3.84301 3.3817 4.86325 5.97102 4.5285 2.91128 2.90437 2.89398 3.0137
2.73323 2.66199 2.6213 2.57836 2.53286
threshold=0.214167 5.18114 -3.065566 40.380742 2.15906 0.014706 59.285613 -2.889061
-0.137582 0.754264 0.0 151.04257 0.930654 -0.285135 0.831062 44.703651 0.534687
13.138113 0.07932 0.891207 8.289566 45.708048 35.908389 34.769337
decision_type=2 2 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 5 20 8 -8 9 10 16 12 14 22 -9 -15 21 18 -12 -16 -1 -5 -14 -6
right_child=1 2 -4 6 23 -7 7 11 -10 -11 17 -13 13 15 19 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=-0.014842 -0.011937 -0.010037 0.024017 0.021527 -0.023157 0.03144
0.02122 -0.014252 0.015013 0.002269 0.007883 0.018584 0.002536 0.018898 0.023142 -
0.013143 -0.016144 0.007235 -0.034362 -0.007949 0.014951 -0.011812 -0.032766
0.007562
leaf_weight=33.557531 52.124536 11.417207 98.806929 31.507312 24.075228 66.518002
64.203917 34.716311 19.19248 73.080149 3.377003 21.364776 17.783767 32.822909
72.073788 9.70157 16.628439 5.883975 137.662128 14.569912 9.737404 3.674177
84.252166 18.765169
leaf_count=1582 2405 619 7848 1525 924 6710 3800 1409 3050 4234 410 6292 461 2463
2757 323 542 1198 6162 529 512 55 2966 1001
internal_value=0.0 0.008408 0.018685 -0.001095 0.010228 0.02015 -0.004248 0.003232
-0.012567 -0.016258 -0.022299 -0.002952 -0.006972 -0.01739 0.006688 0.008664
0.000989 -0.028937 -0.031768 0.017005 -0.00406 0.013489 -0.027637 -0.012564
internal_weight=0.0 162.349 110.224 795.148 152.653 109.813 642.495 351.489 291.006
271.813 198.733 287.285 265.92 144.56 121.36 42.5245 51.8099 146.923 141.039
86.6437 43.2949 35.1815 102.036 42.8404
internal_count=59777 10872 8467 48905 10729 8804 38176 21000 17176 14126 9892 17200
10908 6213 4695 2786 2122 7770 6572 3286 2094 1580 3427 1925
shrinkage=0.1
Tree=223
num_leaves=25
num_cat=0
split_feature=101 167 165 141 50 102 72 127 77 87 10 98 84 111 126 102 151 52 97 36
49 100 133 77
split_gain=1.46488 3.67393 3.09103 2.77681 2.75037 2.40741 4.75077 4.26172 3.86676
3.84212 5.00956 3.52017 3.44041 3.30082 3.14908 3.11659 3.09738 2.8956 2.61211
2.39197 2.3831 2.34183 2.31865 2.26389
threshold=-48.70215 0.007917 0.999993 0.414482 7.52786 -5.511216 0.244126 -0.351203
-0.985014 0.794831 2.037344 0.719574 0.519889 0.340562 0.066332 -7.062531 0.016373
0.985127 0.293719 -0.437728 0.0 0.848124 0.458605 12.325418
decision_type=2 2 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 20 7 12 8 -2 11 14 16 13 -7 -11 -10 -8 -18 -15 -5 -3 -12 -13 -9
right_child=3 4 -4 19 -6 6 9 23 15 10 21 22 -14 18 -16 -17 17 -19 -20 -21 -22 -23 -
24 -25
leaf_value=0.019386 0.014007 0.005022 -0.011756 0.026948 0.007077 0.014323 0.007731
0.032036 -0.023387 -0.005395 -0.017871 -0.00896 0.021937 0.00815 0.027968 0.011473
-0.025432 0.001298 -0.021282 -0.007941 -0.03537 0.009732 0.014376 -0.002394
leaf_weight=32.049186 36.377766 6.544475 19.907091 31.646968 9.679056 33.403375
21.763872 40.470883 49.458059 23.883862 56.231303 45.467286 77.103212 18.610295
50.654503 7.096948 190.267909 44.093112 47.931996 5.669494 30.108259 13.708509
44.311629 17.581617
leaf_count=2109 2936 270 737 3365 289 2731 2004 5303 3116 597 4343 2519 5318 995
2212 434 9469 2098 2204 143 657 1381 3084 1463
internal_value=0.0 -0.008721 0.007496 0.00229 -0.02189 0.000531 -0.002183 0.010428
-0.003509 -0.007176 0.005445 -0.012475 0.010366 -0.002358 0.019145 -0.015971 -
0.017765 -0.020952 -0.013051 0.020213 -0.029279 -0.01082 0.003437 0.024926
internal_weight=0.0 98.2881 51.9563 855.733 46.3318 818.416 667.431 150.985 92.9328
490.382 144.478 345.904 177.049 99.9457 74.5384 56.555 256.125 234.361 66.5423
37.3165 36.6527 69.9398 89.7789 58.0525
internal_count=59777 4062 2846 55715 1216 52207 38955 13252 6486 27707 8533 19174
11248 5930 2809 3550 13571 11567 3199 3508 927 5724 5603 6766
shrinkage=0.1
Tree=224
num_leaves=25
num_cat=0
split_feature=164 148 18 149 63 125 2 47 90 149 37 185 12 166 43 99 143 97 101 115
26 132 190 123
split_gain=1.46321 3.02882 3.04357 2.31512 2.68636 4.68997 4.15766 4.04491 3.90509
4.19549 3.38709 2.88561 2.84996 2.78549 2.74777 2.57821 3.56119 2.61183 2.54672
2.39201 2.31595 2.3718 2.34865 2.30313
threshold=0.012368 0.644114 0.251998 0.094183 8.089684 0.484221 0.174874 0.717296 -
6.23492 0.183186 0.249749 -0.665765 0.803226 0.000245 0.294095 0.32122 0.434667
0.245029 14.552626 -0.410175 0.439977 0.888057 -1.0 0.932278
decision_type=2 2 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 20 6 7 12 10 -7 -10 -6 -8 -5 -14 -13 17 19 -9 23 -17 21 -2 -22 -
15
right_child=3 -3 -4 4 5 8 11 15 9 -11 -12 14 13 18 -16 16 -18 -19 -20 -21 22 -23 -
24 -25
leaf_value=0.00901 -0.010114 0.010507 -0.022831 0.006783 0.005809 -0.010896 -
0.013929 0.011067 -0.009097 0.024394 -0.026982 -0.006255 0.004959 -0.037289 0.02441
-0.003766 -0.007609 -0.016693 0.004562 0.027823 -0.005739 0.015161 0.026037 0.0032
leaf_weight=15.646896 58.825481 31.322456 69.431797 19.527938 27.18058 25.316967
12.739493 17.726502 23.229874 153.622702 60.69219 23.511825 16.631785 68.859845
41.210984 19.644687 40.526431 53.346324 10.090968 56.532659 12.879126 17.439194
67.141786 8.832827
leaf_count=1503 4090 2328 4462 1373 1863 1252 1127 1218 1611 11720 2807 1356 1340
1605 3273 1026 2014 2231 396 2881 832 1582 5674 213
internal_value=0.0 -0.007888 -0.015913 0.00258 -0.000178 0.003888 -0.008851 -
0.004457 0.014099 0.019085 -0.018205 0.007144 -0.018152 -0.023442 0.015149 0.004096
0.0118 -0.00821 -0.028713 0.021195 0.012099 -0.000996 0.020681 -0.033147
internal_weight=0.0 116.401 85.0787 835.51 679.225 477.819 201.406 275.649 202.17
176.853 87.8728 77.4623 123.943 104.415 64.7228 187.777 116.704 71.0728 87.7836
76.1773 156.286 76.2647 80.0209 77.6927
internal_count=59777 8293 5965 51484 39306 28623 10683 14040 14583 13331 4670 5756
4927 3554 4629 9370 5921 3449 2214 3907 12178 5672 6506 1818
shrinkage=0.1
Tree=225
num_leaves=25
num_cat=0
split_feature=136 144 111 46 32 21 24 154 183 187 21 140 106 180 13 166 103 6 61 75
77 36 69 21
split_gain=1.45256 2.54175 1.99092 2.63336 2.61754 3.69518 3.59394 3.86883 4.43088
4.92559 3.60071 3.57616 3.60561 3.71844 3.44991 3.14811 2.74729 2.69267 2.60656
2.54862 2.49744 2.39975 2.32051 1.73304
threshold=0.007673 0.221565 0.076006 0.767699 0.795279 0.643541 64.846487
138.113012 -0.125227 -0.194362 0.2927 -0.269659 0.162053 441.228533 0.048648
0.000222 17.966883 0.695652 0.509923 -10.161084 19.170815 2.027468 0.015388
0.087937
decision_type=2 2 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 6 22 7 8 9 17 -9 21 -13 14 -14 -11 20 -4 -5 -7 -10 -8 -6 -2
right_child=2 -3 4 18 5 19 11 10 16 15 -12 12 13 -15 -16 -17 -18 -19 -20 -21 -22 -
23 -24 -25
leaf_value=0.007426 -0.003974 -0.018673 0.01874 0.010731 -0.006871 -0.016208
0.027842 0.003539 0.018868 0.008032 -0.0308 0.014883 0.008002 0.011038 -0.026683 -
0.029398 -0.011151 -0.011467 -0.01706 0.011477 -0.008578 -0.00633 0.026856 0.0236
leaf_weight=33.167801 14.736744 49.953159 32.786988 28.180394 7.295655 38.106699
46.081228 31.290974 115.439098 8.987879 67.626025 42.343166 17.302775 27.213574
67.913456 74.637012 22.458118 13.803297 26.270299 19.45102 15.940352 9.492111
62.052309 76.463734
leaf_count=2186 1269 3044 2875 1770 409 1658 2632 1113 9213 1549 2043 2648 719 3435
2698 3676 1664 934 1190 1455 803 200 4480 6114
internal_value=0.0 -0.009228 0.002295 0.011482 -8.4e-05 0.010997 -0.003024 -
0.008485 -0.001525 -0.013088 -0.02208 0.006663 -0.0022 -0.010936 -0.019299 -
0.024017 0.008947 0.008565 -0.004223 -0.005929 0.014256 0.021759 0.022032 0.01927
internal_weight=0.0 83.121 865.873 145.651 720.222 126.906 593.316 382.97 284.053
130.215 98.917 210.346 154.773 112.43 85.2162 83.6249 153.838 46.5903 54.4507
57.5577 131.379 55.5733 69.348 91.2005
internal_count=59777 5230 54547 10343 44204 8002 36202 23870 20714 9034 3156 12332
9500 6852 3417 5225 11680 3809 2960 3113 10016 2832 4889 7383
shrinkage=0.1
Tree=226
num_leaves=25
num_cat=0
split_feature=146 146 76 116 115 11 12 179 190 167 76 155 113 182 166 0 156 112 114
148 141 43 167 148
split_gain=1.43415 3.24523 3.30467 3.92266 3.64574 6.24057 4.28595 4.46611 4.12215
2.9071 2.75871 3.08044 2.80591 2.76923 2.67915 3.85616 2.65328 2.57692 2.77518
3.63085 2.48239 2.37999 2.15852 1.99161
threshold=0.032136 0.178745 25.108566 1.247086 2.72752 28.035088 6.072555 7.017305
-0.996386 0.001768 52.564218 247.503511 0.007089 0.9375 0.001235 0.071429 0.169475
0.896267 -2.57425 0.01572 0.058173 0.930671 0.002656 0.029772
decision_type=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=20 17 4 10 6 16 7 14 -8 -5 12 13 -4 -12 -3 -16 -6 18 -2 -20 -1 23 -21 -
10
right_child=1 2 3 9 5 -7 8 -9 21 -11 11 -13 -14 -15 15 -17 -18 -19 19 22 -22 -23 -
24 -25
leaf_value=-0.003123 0.004439 0.018211 0.00499 -0.00992 -0.006851 -0.026009 -
0.007938 -0.02365 -0.002415 0.02529 0.023761 -0.016052 -0.026451 -0.008355 -
0.017496 0.014235 0.023017 0.005723 0.007923 -0.000626 0.019464 -0.000102 -0.034788
0.034021
leaf_weight=74.820836 33.605593 63.644684 21.364447 9.629713 25.870582 41.860193
22.575107 19.421212 10.598211 20.109673 30.284505 15.662233 85.488165 16.257321
46.116522 28.4061 28.228249 46.62392 14.621647 24.392647 59.121303 28.258356
67.260262 112.457819
leaf_count=5154 1853 5646 1101 442 893 2909 2041 668 1124 1151 2284 404 3326 312
1380 1020 1525 2634 1181 2334 4523 1956 2763 11153
internal_value=0.0 -0.000857 0.002698 -0.007028 0.00745 -0.007457 0.012125 -
0.000307 0.021293 0.014705 -0.013015 0.002879 -0.020505 0.013856 0.007667 -0.004606
0.011928 -0.011123 -0.016781 -0.022876 0.009076 0.026442 -0.028754 0.031045
internal_weight=0.0 812.737 626.233 198.796 427.437 95.959 331.478 157.589 173.889
29.7394 169.057 62.2041 106.853 46.5418 138.167 74.5226 54.0988 186.504 139.88
106.275 133.942 151.314 91.6529 123.056
internal_count=59777 50100 39335 9020 30315 5327 24988 8714 16274 1593 7427 3000
4427 2596 8046 2400 2418 10765 8131 6278 9677 14233 5097 12277
shrinkage=0.1
Tree=227
num_leaves=25
num_cat=0
split_feature=80 153 154 169 177 161 22 88 23 186 111 101 114 115 101 128 159 176
14 144 140 89 125 164
split_gain=1.43732 3.07937 3.25949 2.8804 3.86181 3.72983 3.58191 3.15092 2.96602
2.89822 2.63218 2.59304 3.12971 2.41362 2.39019 2.53196 3.44664 2.20473 2.19126
2.15236 1.95493 1.94833 1.91728 1.86955
threshold=0.828369 31.05944 51.551702 0.0 0.280184 0.661404 0.524831 14.29718
42.602286 -0.581935 0.512659 -15.998764 -2.146225 1.757612 -37.871537 -0.723031
0.034651 0.377793 0.779481 0.945122 -0.157835 95.291503 0.904883 0.958159
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
left_child=3 2 10 7 5 6 23 8 18 -7 -2 12 -9 -8 -6 -16 -17 -3 -1 -13 -10 -4 -11 -5
right_child=1 17 21 4 14 9 13 11 20 22 -12 19 -14 -15 15 16 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=-0.026317 0.012391 -0.015641 0.029248 -0.025514 -0.006062 -0.009687
0.01464 0.011207 -0.009415 0.025572 -0.014945 0.018276 -0.021084 -0.010332 -
0.003083 -0.005372 0.02859 0.008183 0.001738 -0.009098 0.015657 -0.005333 -0.006103
0.005538
leaf_weight=107.105998 27.586597 46.487717 63.558083 83.424111 33.351229 20.00925
40.767934 16.743818 23.550833 40.83922 30.976229 65.801671 32.992535 33.724543
37.804011 22.812132 102.507519 34.583841 27.937127 10.632987 20.769213 5.623616
7.024807 7.383536
leaf_count=2934 3871 1348 4286 5386 1450 1075 4139 790 636 3821 3418 4410 1923 2343
2648 1634 7832 1165 962 620 1318 367 762 639
internal_value=0.0 0.007342 0.015312 -0.001376 0.003787 -0.004645 -0.012023 -
0.008231 -0.015506 0.011033 -0.002236 0.003371 -0.010024 0.003654 0.012873 0.017206
0.02259 -0.006121 -0.021452 0.012576 0.004186 0.02546 0.020209 -0.022018
internal_weight=0.0 208.816 127.745 735.182 429.648 233.173 165.3 305.534 179.363
67.8733 58.5628 126.171 49.7364 74.4925 196.475 163.124 125.32 81.0716 135.043
76.4347 44.32 69.1817 47.864 90.8076
internal_count=59777 14455 11942 45322 31729 18165 12507 13593 5850 5658 7289 7743
2713 6482 13564 12114 9466 2513 3896 5030 1954 4653 4583 6025
shrinkage=0.1
Tree=228
num_leaves=25
num_cat=0
split_feature=83 83 92 97 195 137 140 145 98 146 147 24 115 65 66 192 97 91 179 108
24 148 46 100
split_gain=1.41777 2.4829 4.98667 3.42742 3.16705 3.36262 2.99083 3.11057 2.85037
3.33184 2.67061 2.59989 2.70132 2.52554 2.36341 2.40307 2.31088 2.2501 2.22006
2.62873 2.19334 2.42032 2.03666 1.92803
threshold=0.921402 0.530779 0.226702 0.868398 -0.94578 0.072496 -0.016731 0.426957
0.336452 0.035817 0.926717 124.03441 2.746101 0.551765 0.990441 -0.910445 0.279254
0.669895 0.4116 0.469265 61.165933 0.200252 0.02904 0.873427
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
left_child=1 2 14 6 -3 -6 7 20 16 -10 22 12 -9 -8 15 -1 -7 23 -2 -20 21 -4 -11 -5
right_child=18 4 3 17 5 8 13 11 9 10 -12 -13 -14 -15 -16 -17 -18 -19 19 -21 -22 -23
-24 -25
leaf_value=-0.005993 0.02124 0.011319 0.008358 -0.029332 0.009567 0.012131 0.005087
0.028714 0.00572 0.003564 0.003443 -0.008858 -0.004021 -0.021506 -0.006869 0.026946
-0.011175 0.005047 0.012602 -0.012569 0.009017 -0.019105 -0.033871 0.005439
leaf_weight=10.530726 38.000287 42.049732 19.533098 43.902343 37.201999 39.181215
40.601487 74.740908 22.326966 7.708053 16.915048 8.923554 20.15836 39.480342
12.972328 91.712663 48.34575 18.132911 35.005692 49.38722 56.929489 54.005614
108.459811 5.37088
leaf_count=643 2304 4069 1669 1838 2318 2297 2954 5073 1546 698 1131 271 980 2819
891 6687 2361 1246 2878 3262 3173 2568 5683 418
internal_value=0.0 -0.000931 0.003422 -0.002484 -0.007278 -0.011182 0.002497
0.008025 -0.015305 -0.021977 -0.026899 0.01814 0.022629 -0.010865 0.018483 0.022779
-0.000169 -0.017836 0.009221 -0.001388 -0.002443 -0.011397 -0.031081 -0.02475
internal_weight=0.0 819.183 496.995 381.779 322.189 280.139 314.373 234.291 242.937
155.41 133.083 103.823 94.8993 80.0818 115.216 102.243 87.527 67.4061 122.393
84.3929 130.468 73.5387 116.168 49.2732
internal_count=59777 51333 31230 23009 20103 16034 19507 13734 13716 9058 7512 6324
6053 5773 8221 7330 4658 3502 8444 6140 7410 4237 6381 2256
shrinkage=0.1
Tree=229
num_leaves=25
num_cat=0
split_feature=132 1 56 57 166 135 104 145 193 171 179 111 95 25 69 77 65 63 98 131
170 144 140 55
split_gain=1.38895 2.30894 3.32112 3.5803 3.36703 3.59257 2.91979 2.88809 2.82998
2.77786 3.5575 2.75703 2.43154 2.39366 2.32872 2.30974 2.25332 2.22293 2.14691
2.721 2.02601 2.01316 1.81361 1.78282
threshold=0.061526 0.247386 0.304665 0.576739 0.004383 0.791496 0.021965 0.014447 -
0.830572 0.802784 0.168856 0.525821 0.641595 42.467682 0.015388 -8.85363 0.055018
1.892882 0.131786 0.106148 0.964672 0.95804 -0.219269 0.358196
decision_type=2 2 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 2 4 6 5 11 22 -5 -9 10 23 -2 -13 -11 -12 -16 -1 -17 -10 -20 -19 -8 -4
-3
right_child=1 9 3 7 -6 -7 21 8 18 13 14 12 -14 -15 15 17 -18 20 19 -21 -22 -23 -24
-25
leaf_value=-0.00787 -0.035712 0.009631 0.010429 0.013144 0.007942 0.005976 0.022682
0.008756 0.00432 -0.017283 -0.006198 0.009385 -0.017275 0.008226 0.000513 -0.005649
0.015026 0.035572 0.005135 -0.024049 -0.004289 -0.006039 -0.014435 -0.017927
leaf_weight=31.354091 62.284045 4.888913 11.188317 27.601037 32.401413 28.2632
93.762814 34.414776 31.454386 40.798115 15.202029 32.930126 24.382098 32.695144
38.505663 4.688072 98.49932 74.771085 23.459371 124.058954 4.867999 11.361124
33.676883 22.278236
leaf_count=1718 2756 428 461 1487 1000 1492 4690 2534 1337 3088 1462 1454 804 4103
4843 200 6432 10387 1001 4924 419 636 1220 901
internal_value=0.0 -0.000961 -0.004361 0.001067 -0.014143 -0.019682 0.01154 -
0.006178 -0.010426 0.006603 0.012881 -0.025743 -0.004417 -0.007034 0.018711
0.022602 0.00891 0.029161 -0.015085 -0.019281 0.032473 0.018723 -0.006162 -0.010093
internal_weight=0.0 809.934 571.239 390.978 180.261 147.859 149.989 240.989 213.387
238.695 165.202 119.596 57.3122 73.4933 138.035 122.833 129.853 84.3272 178.973
147.518 79.6391 105.124 44.8652 27.1671
internal_count=59777 51627 25796 18290 7506 6506 7007 11283 9796 25831 18640 5014
2258 7191 17311 15849 8150 11006 7262 5925 10806 5326 1681 1329
shrinkage=0.1
Tree=230
num_leaves=25
num_cat=0
split_feature=22 33 120 100 33 153 22 166 83 75 120 160 20 29 24 12 29 54 141 123
112 149 188 113
split_gain=1.40415 4.93742 4.78549 3.86433 3.483 3.95837 3.01331 2.89288 3.38238
2.82226 2.81878 2.74227 3.00006 2.61111 2.58208 2.50801 2.52388 2.46186 2.35444
2.1611 2.62287 2.4037 2.10827 2.05536
threshold=0.640409 0.617514 0.720982 0.322071 0.436328 34.69014 0.697616 0.000608
0.191886 -14.15382 0.070352 0.116958 0.905513 0.116989 35.494077 0.397161 0.104755
0.1157 0.274608 0.892631 0.94644 0.893709 -0.508634 0.32691
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 3 11 9 5 7 -5 -1 -9 -2 -10 -3 18 23 -15 -12 -17 -8 -13 20 21 -16 -22 -
6
right_child=1 2 -4 6 13 -7 17 8 10 -11 15 12 -14 14 19 16 -18 -19 -20 -21 22 -23 -
24 -25
leaf_value=0.005059 -0.018805 0.003815 0.00796 -0.009835 0.009814 0.009849 -
0.004116 0.006851 0.00529 0.007275 0.006368 -0.038212 0.003189 -0.006416 0.032083
0.003977 -0.038206 0.025463 0.003541 -0.003257 -0.014169 -6.4e-05 0.012161 -
0.014834
leaf_weight=49.738946 49.187816 20.597121 44.424063 15.629039 22.112149 90.813784
22.257082 22.448874 13.063685 45.156758 4.038524 73.562181 17.505303 28.276042
109.066577 7.711137 70.836762 92.267789 7.633845 28.250015 17.067927 27.063964
21.672452 36.958233
leaf_count=6610 2234 1647 2941 883 1801 2665 1457 1603 792 3163 331 3364 1176 2108
7741 567 3757 6685 545 2064 737 1583 1247 2076
internal_value=0.0 -0.003718 -0.015108 0.005638 0.003798 -0.004312 0.015 -0.012424
-0.019209 -0.00789 -0.025572 -0.023556 -0.02873 0.010665 0.014951 -0.030618 -
0.034094 0.020128 -0.034389 0.018524 0.022008 0.027153 -0.000727 -0.005331
internal_weight=0.0 388.221 163.723 224.498 549.119 258.652 130.154 167.838 118.099
94.3446 95.6501 119.298 98.7013 290.467 231.397 82.5864 78.5479 114.525 81.196
203.121 174.871 136.131 38.7404 59.0704
internal_count=59777 24095 9673 14422 35682 16325 9025 13660 7050 5397 5447 6732
5085 19357 15480 4655 4324 8142 3909 13372 11308 9324 1984 3877
shrinkage=0.1
Tree=231
num_leaves=25
num_cat=0
split_feature=153 115 192 166 119 88 126 20 101 88 153 37 24 154 101 103 24 179 111
19 146 178 113 38
split_gain=1.44385 3.63043 6.20232 5.38662 4.62528 3.1634 4.084 3.87579 3.30721
4.37962 3.44701 3.70248 3.66997 3.12307 2.70493 2.61427 2.54383 2.47125 2.42924
2.3789 2.25241 2.11729 2.06877 1.93258
threshold=31.613066 2.520839 -0.0 0.001016 0.7812 -0.687423 0.595913 0.759919
13.138113 41.131494 23.00428 2.921112 29.905628 72.32858 5.005153 0.382247
50.820796 0.8011 0.992183 0.777143 0.132809 0.944717 0.058308 -0.792884
decision_type=2 2 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 13 16 -4 6 14 8 9 10 11 12 -7 -2 -1 23 -3 -5 20 -15 -9 -6 -12 -8
right_child=1 3 4 17 21 7 15 18 -10 -11 22 -13 -14 19 -16 -17 -18 -19 -20 -21 -22 -
23 -24 -25
leaf_value=0.02894 0.013763 0.006225 0.028052 0.017941 0.009617 0.01034 0.008221 -
0.002332 0.013999 0.017123 -0.010119 0.010989 -0.025899 -0.021844 -0.003818
0.012256 -0.033075 -0.008049 -0.009853 0.005329 0.025572 -0.018619 0.015205 -
0.021569
leaf_weight=81.751877 11.59123 5.55473 73.581018 25.179519 13.70133 9.347897
5.317992 31.561858 28.903718 15.975159 19.468647 12.455567 191.110031 84.511982
20.35389 19.651737 63.064421 43.93088 11.975129 24.415473 56.762783 17.233374
32.926504 35.112065
leaf_count=4619 394 144 2674 676 556 1841 475 3009 5258 4455 573 1230 13478 2448
1567 2062 1368 1314 958 795 6473 274 1191 1945
internal_value=0.0 -0.004086 0.003749 -0.014806 0.018255 0.003612 0.013812 -0.00131
-0.006838 -0.010517 -0.014286 -0.019251 -0.022709 -0.010266 0.023171 -0.005031 -
0.028715 0.004572 0.012756 -0.015941 0.01802 -0.007723 0.005445 -0.015428
internal_weight=0.0 362.764 225.034 137.73 104.516 572.675 162.188 410.487 310.188
281.284 265.309 212.913 200.458 120.519 102.106 60.0818 68.6192 69.1104 100.3
108.927 88.3246 30.9347 52.3952 40.4301
internal_count=59777 10643 7141 3502 3504 49134 10668 38466 28026 22768 18313 16549
15319 3637 6186 4482 1512 1990 10440 3243 9482 830 1764 2420
shrinkage=0.1
Tree=232
num_leaves=25
num_cat=0
split_feature=21 154 182 93 63 177 22 77 37 136 47 166 190 35 75 185 148 140 90 147
41 114 88 2
split_gain=1.45749 4.27658 3.97129 4.63441 4.17271 3.47209 3.27561 3.23855 3.27146
3.32912 3.1078 3.03277 3.95401 3.07153 2.98602 2.54551 2.51784 2.39161 2.37199
2.36193 2.2915 2.24606 2.11925 2.09328
threshold=0.502669 41.871625 0.925926 0.306955 9.71703 0.745127 0.352911 7.327159 -
0.372794 0.752842 0.928678 0.003159 -0.792902 0.999999 -27.892352 0.567078 0.886062
-0.149327 37.651595 0.038388 0.81057 -3.01985 3.860362 0.428571
decision_type=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=2 6 3 15 11 19 -2 8 -3 10 16 13 -13 -5 -8 23 -10 18 -9 -4 -19 -16 -11 -1
right_child=1 7 5 4 -6 -7 14 17 9 22 -12 12 -14 -15 21 -17 -18 20 -20 -21 -22 -23 -
24 -25
leaf_value=-0.019503 -0.009006 0.009793 0.007439 0.0377 -0.006816 0.011198 -
0.006527 -0.015534 -0.031727 -0.010554 0.003554 -0.018471 0.015992 -0.000451 -
0.00494 0.011376 0.002136 0.022529 0.011623 -0.02017 -0.007092 0.032807 0.013631
0.006651
leaf_weight=58.353591 26.228646 26.170555 16.483492 86.264377 34.864024 38.72316
15.599682 46.482139 125.533858 31.852898 27.56228 16.11219 37.695029 23.902183
7.058276 29.532765 19.292978 42.593698 14.069471 94.799108 14.566326 49.278537
30.671305 19.661605
leaf_count=3905 3010 1250 474 9563 3370 923 2173 1457 4586 1017 1049 736 2547 1883
597 1870 852 2362 682 2117 755 8146 1696 2757
internal_value=0.0 -0.002924 0.004657 0.010734 0.01857 -0.007375 0.012498 -0.007769
-0.013358 -0.017033 -0.022991 0.02427 0.002084 0.031545 0.020795 -0.004868 -
0.027727 0.004856 -0.007028 -0.015147 0.015139 0.027954 0.001983 -0.012863
internal_weight=0.0 476.961 456.392 306.386 198.838 150.006 98.1651 378.796 261.084
234.913 172.389 163.974 53.8072 110.167 71.9365 107.548 144.827 117.712 60.5516
111.283 57.16 56.3368 62.5242 78.0152
internal_count=59777 29632 30145 26631 18099 3514 13926 15706 10450 9200 6487 14729
3283 11446 10916 8532 5438 5256 2139 2591 3117 8743 2713 6662
shrinkage=0.1
Tree=233
num_leaves=25
num_cat=0
split_feature=76 63 154 154 89 37 76 122 10 37 65 102 10 62 36 130 37 96 115 89 153
101 90 192
split_gain=1.46264 2.27308 2.20305 3.70536 3.10352 3.06386 4.14441 4.10051 4.19918
3.63341 4.16347 6.52898 4.70149 3.42788 2.78212 2.89916 2.36899 2.17423 2.00359
1.9683 1.8579 1.68348 1.29455 1.2509
threshold=94.233175 9.677018 305.526593 248.387558 61.374589 0.952987 39.024906
0.46768 4.606074 -0.857518 0.514012 -2.267471 0.930654 9.214925 -0.596498 0.968016
0.352543 0.160832 2.539927 1.734481 18.108299 31.849694 34.319755 -0.999979
decision_type=2 2 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 20 3 5 16 6 9 13 14 -1 12 -12 -11 17 -9 -16 -5 -7 -4 -8 -2 -19 -15 -10
right_child=1 -3 18 4 -6 7 19 8 23 10 11 -13 -14 22 15 -17 -18 21 -20 -21 -22 -23 -
24 -25
leaf_value=0.016121 0.005597 0.00982 0.023029 0.004062 0.00925 -0.000997 -0.006752
0.010583 -0.005885 0.018168 0.007228 -0.027122 -0.008838 -0.013327 -0.023626
0.007231 -0.032999 0.033032 -0.003502 0.024809 -0.02677 -0.002637 0.009201 0.020491
leaf_weight=27.095409 7.404799 8.286624 43.033989 11.470166 10.542632 23.433927
6.846313 17.343365 3.200033 62.165827 57.605595 145.07493 129.470874 21.791322
78.37951 19.112847 33.59875 88.463465 28.054089 31.572299 23.596134 8.048335
6.043681 38.840022
leaf_count=4597 368 331 2463 468 471 1619 465 1194 204 2823 4807 8432 9323 891 2499
749 831 5778 1053 2916 427 570 590 5908
internal_value=0.0 -0.012046 0.001987 0.000173 -0.018277 0.002392 -0.002734
0.009539 -0.001918 -0.006174 -0.009105 -0.017777 0.001585 0.01947 -0.011284 -
0.017199 -0.026104 0.025341 0.0151 0.018556 -0.020215 0.030135 -0.005805 0.016516
internal_weight=0.0 39.2876 891.187 820.099 55.6115 764.488 459.831 304.657 156.876
421.413 394.317 202.681 191.637 147.781 114.836 97.4924 45.0689 119.946 71.0881
38.4186 31.0009 96.5118 27.835 42.0401
internal_count=59777 1126 58651 55135 1770 53365 33363 20002 10554 29982 25385
13239 12146 9448 4442 3248 1299 7967 3516 3381 795 6348 1481 6112
shrinkage=0.1
Tree=234
num_leaves=25
num_cat=0
split_feature=101 167 165 50 141 36 49 125 88 99 73 128 167 116 104 166 104 172 101
193 76 37 108 36
split_gain=1.48205 3.22397 2.76796 2.42457 2.26543 2.10953 2.07706 1.95435 3.99441
6.18858 3.5551 3.17471 3.18813 3.15053 6.22333 3.6138 3.31188 2.95632 2.73997
2.30185 2.26587 2.5534 1.95315 1.84894
threshold=-48.70215 0.007917 0.999993 7.52786 0.414482 -0.437728 0.0 0.774278 -
4.577589 0.374741 0.065058 -0.494154 0.007917 1.568191 0.058782 0.000208 0.144183
0.861276 -5.342307 -0.432479 30.777082 0.037371 0.606142 -8.291878
decision_type=2 2 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 6 7 23 -3 8 9 -2 22 12 -9 14 18 -16 -15 20 -12 -11 21 -13 -10 -6
right_child=4 3 -4 -5 5 -7 -8 11 10 19 13 17 -14 16 15 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.018246 -0.00881 0.004623 -0.011326 0.006566 -0.005555 -0.007526 -
0.033545 0.010186 0.02066 -0.000118 0.017154 -0.00101 -0.019873 -0.010442 0.006535
-0.024993 0.020128 -0.008612 -0.008282 0.030606 -0.002367 0.036012 -0.004967
0.030452
leaf_weight=30.9409 77.369043 6.333634 19.468141 9.410309 3.726032 5.500136
29.620091 33.353378 30.131686 31.289316 49.304971 20.379395 29.67592 31.579109
24.684567 216.561889 33.012434 14.21296 44.502485 60.986508 21.569431 50.085639
28.2733 26.369509
leaf_count=2109 3089 270 737 289 177 143 657 3585 2655 1498 3012 1895 1193 2193
3846 9694 3680 1996 2517 2939 1352 5164 1899 3188
internal_value=0.0 -0.008689 0.006831 -0.020994 0.002498 0.018872 -0.027904
0.000863 -0.00182 0.009828 -0.0066 0.009227 -0.006207 -0.010044 -0.013725 -0.021269
0.006914 0.017577 0.006224 0.023362 0.023068 0.028873 0.011314 0.025311
internal_weight=0.0 95.7731 50.409 45.364 832.568 35.5957 35.9537 796.972 627.695
169.645 458.05 169.277 63.0293 399.645 335.054 241.246 64.5915 106.247 93.8075
92.2758 92.0345 70.465 58.405 30.0955
internal_count=59777 4062 2846 1216 55715 3508 927 52207 37022 7526 29496 15185
4778 24942 19069 13540 5873 10407 5529 4437 8411 7059 4554 3365
shrinkage=0.1
Tree=235
num_leaves=25
num_cat=0
split_feature=101 167 165 50 141 36 49 176 177 102 193 129 44 36 142 119 192 108 85
189 178 179 167 25
split_gain=1.39905 2.90494 2.5707 2.25955 2.00231 2.00344 1.94703 1.93099 2.95647
3.37163 3.00285 4.73389 3.25159 2.68519 2.67238 2.65895 2.64243 2.54373 2.34933
2.37038 2.23483 2.20826 2.2022 2.1734
threshold=-48.70215 0.007917 0.999993 7.52786 0.414482 -0.437728 0.0 0.011541
0.280184 -2.901732 -0.455777 -0.676491 0.628417 -0.378332 -0.424575 0.726949 -
0.935677 0.752661 0.769297 0.802515 1.0 3.417571 0.005342 39.718865
decision_type=2 2 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 6 7 -6 -3 20 9 -9 12 13 21 -12 -15 18 -13 -18 19 -11 -2 22 -10 -
14
right_child=4 3 -4 -5 5 -7 -8 8 10 15 11 16 23 14 -16 -17 17 -19 -20 -21 -22 -23 -
24 -25
leaf_value=0.017542 0.016913 0.004564 -0.010955 0.006448 0.02441 -0.007439 -0.03215
0.009382 0.008973 -0.032914 -0.019597 -0.009035 0.002846 -0.011619 0.016116
0.001972 0.025761 0.002148 0.001637 0.00612 -0.005084 0.017566 -0.01791 -0.026063
leaf_weight=30.649281 94.518508 6.321284 19.520398 9.385704 29.567617 5.494808
29.618324 36.969574 22.509584 73.698361 41.827064 14.411798 25.939512 22.798449
39.036546 48.786681 123.905657 74.686587 25.27026 4.411503 46.063174 30.731317
22.904385 47.158816
leaf_count=2109 10235 270 737 289 3365 143 657 4158 1296 4730 1813 802 1190 614
2509 2883 8111 4134 2119 517 1188 3288 525 2095
internal_value=0.0 -0.008297 0.006477 -0.019965 0.002588 0.018047 -0.026665
0.001041 -0.001404 -0.010726 0.002943 0.008151 -0.00746 -0.007459 0.005297 -
0.016594 0.015739 0.018804 -0.023432 -0.029322 0.010171 0.005864 -0.006627 -
0.018463
internal_weight=0.0 95.495 50.1697 45.3253 830.69 35.0624 35.9396 795.628 655.046
189.136 465.91 316.666 149.244 103.662 61.835 152.167 213.004 198.592 103.38
78.1099 140.582 76.1453 45.414 73.0983
internal_count=59777 4062 2846 1216 55715 3508 927 52207 40784 14407 26377 17983
8394 4936 3123 10249 13047 12245 7366 5247 11423 5109 1821 3285
shrinkage=0.1
Tree=236
num_leaves=25
num_cat=0
split_feature=76 121 109 38 140 185 75 78 90 128 192 88 152 183 141 184 71 102 152
88 155 176 154 99
split_gain=1.39543 3.31273 4.98541 4.21162 2.96923 5.01279 4.70657 6.14806 4.27315
3.03503 3.10456 2.94117 3.13967 2.82127 2.73669 2.76517 2.71953 2.64273 2.56797
2.46623 2.43734 2.39651 2.17025 1.91921
threshold=25.518196 0.395212 0.722048 2.182154 -0.041915 0.329658 -12.528018
0.533447 11.605514 -1.273542 -0.935677 -0.687423 0.533976 -0.036748 0.200133
0.577302 0.592133 -2.901732 0.060679 37.900409 154.647147 0.038593 138.113012
0.528849
decision_type=2 2 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 17 16 5 8 7 21 -1 -10 -11 -7 22 -8 15 19 23 -2 -9 -14 -12 -6 -13 -3
right_child=1 3 -4 -5 6 11 13 18 9 10 20 12 14 -15 -16 -17 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=-0.004647 0.001312 -0.010093 0.007338 -0.017995 0.003301 0.01222 -
0.005594 -0.011015 -0.00604 -0.005877 0.035671 0.015126 -0.034988 0.021403 0.009617
0.005512 0.023547 -0.032833 0.016492 0.005172 -0.001292 -0.032317 -0.011268
0.011545
leaf_weight=51.540143 25.226991 51.726513 50.612192 23.03328 13.873004 45.105308
44.432895 19.663979 14.803978 11.473547 117.395292 37.771691 55.952732 46.334524
5.766709 12.652879 54.461927 56.419906 44.942966 6.496719 16.702811 71.383604
13.93761 31.623318
leaf_count=3304 1306 2243 2269 479 1085 1907 4309 1517 785 853 13043 3099 1946 4851
562 721 3397 2305 3399 529 622 2807 484 1955
internal_value=0.0 -0.004316 -0.014074 0.004934 0.003597 0.008654 -0.004647 -
0.014165 0.01774 0.024426 0.028196 -0.003476 -0.010477 0.010556 -0.019595 -0.024495
0.012068 -0.025372 0.007053 -0.03038 0.031832 -0.027313 0.006124 -0.000747
internal_weight=0.0 293.104 132.259 160.845 630.23 389.599 240.631 149.864 211.916
160.376 145.572 177.684 132.578 90.7674 80.869 75.1023 137.812 81.6469 64.6069
62.4495 134.098 85.2566 51.7093 83.3498
internal_count=59777 13954 5880 8074 45823 27855 17968 8808 18607 15303 14518 9248
7341 9160 3758 3196 7595 3611 4916 2475 13665 3892 3583 4198
shrinkage=0.1
Tree=237
num_leaves=25
num_cat=0
split_feature=171 162 49 12 10 179 141 41 162 159 4 77 23 50 153 23 166 154 38 82
14 100 116 57
split_gain=1.40523 3.98513 6.77797 4.50929 4.18545 3.3728 3.29705 3.14661 4.30847
3.4135 3.3798 2.91973 3.84056 2.98155 2.87125 3.40823 2.48662 2.3606 2.27178
2.17124 2.16849 2.12767 2.09319 2.05249
threshold=0.016396 0.186973 3.502382 4.205263 53.072668 3.979195 0.117007 0.349645
0.311984 0.311302 0.0 23.900555 15.06829 9.412291 3.744822 76.234843 0.000794
261.589895 1.62587 0.987787 0.209025 0.307085 1.533995 0.47554
decision_type=2 2 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 2 20 5 -4 6 14 8 -1 18 -11 12 23 19 -3 -16 -8 22 -9 -14 -2 -12 -18 -5
right_child=1 3 4 11 -6 -7 16 9 -10 10 21 -13 13 -15 15 -17 17 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.006315 0.002685 -0.010269 0.021141 0.012092 -0.012177 -0.019341
0.011214 0.021053 -0.025119 0.01162 0.003921 -0.00548 0.036454 -0.00397 0.028726 -
0.006851 -0.02747 0.009809 -0.00826 -0.001945 -0.025041 -0.022755 0.006821 -
0.014404
leaf_weight=47.322665 26.060019 10.86481 67.009799 13.302453 24.785777 34.883543
13.911459 70.558078 75.606818 35.329596 27.438411 27.20698 106.68346 15.332024
61.602318 17.881451 43.256618 4.09797 10.069797 11.653119 91.500415 55.910764
4.64205 22.938124
leaf_count=2247 2099 889 3793 671 3408 1203 1336 3765 2890 2260 769 2813 14603 1534
2998 442 1246 212 378 1408 6025 1609 269 910
internal_value=0.0 0.003683 -0.006615 0.009346 0.011128 -0.001728 0.005425 -0.00411
-0.01446 0.003654 -0.006535 0.018528 0.02271 0.028922 0.015246 0.021091 -0.008696 -
0.016675 0.0158 0.03313 -0.019777 -0.015564 -0.022483 -0.003371
internal_weight=0.0 597.612 209.356 388.256 91.7956 191.14 156.257 322.236 122.929
199.307 118.679 197.116 169.909 133.669 90.3486 79.4838 65.9081 51.9966 80.6279
118.337 117.56 83.3492 47.8987 36.2406
internal_count=59777 45859 15325 30534 7201 8595 7392 13918 5137 8781 4638 21939
19126 17545 4329 3440 3063 1727 4143 16011 8124 2378 1515 1581
shrinkage=0.1
Tree=238
num_leaves=25
num_cat=0
split_feature=11 129 88 23 72 63 12 115 180 75 89 21 149 59 10 116 103 11 106 168
72 163 140 172
split_gain=1.41391 4.22051 4.02474 5.08229 3.75432 3.58379 3.64554 4.50398 4.20541
5.00991 4.59302 3.4185 3.38298 3.30892 3.29573 3.16717 2.9475 2.84049 2.66777
2.60706 2.53399 2.42064 2.32203 2.29602
threshold=29.142082 -0.210042 16.800415 34.620981 0.213871 9.579921 4.006507
0.258955 5.6202 -2.574567 39.15145 0.084379 0.649263 0.786584 17.960573 1.516253
36.371399 1846.5 0.081065 0.005092 0.839652 0.166284 -0.021015 0.601651
decision_type=2 2 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 4 -4 22 6 8 19 10 15 -1 -6 20 23 -3 18 -9 -13 -10 -8 21 -12 -2 -7
right_child=1 14 3 -5 11 13 7 16 9 -11 12 17 -14 -15 -16 -17 -18 -19 -20 -21 -22 -
23 -24 -25
leaf_value=0.025066 0.014471 -0.00743 0.023115 -0.009609 0.006455 -0.021422
0.012508 0.036709 0.00436 0.016174 0.005349 -0.031467 0.013925 0.010296 0.02354
0.010317 -0.007036 0.006765 -0.030834 -0.017252 0.008895 -0.028552 -0.012853
0.004247
leaf_weight=68.287309 35.831628 30.380887 40.17103 75.612207 18.000433 82.37264
16.888874 62.429772 14.975709 18.652645 12.939764 117.640996 30.971191 42.129613
47.207531 7.228518 4.059437 7.157287 68.562743 19.80128 12.418258 38.485066
12.683175 31.590078
leaf_count=5553 2435 987 4031 10815 1304 3589 858 2280 449 933 862 5215 1586 2690
8140 467 109 1172 1528 419 585 1584 590 1596
internal_value=0.0 -0.00363 -0.008899 0.004831 -0.016602 0.003979 0.009013 0.02187
0.001884 -0.011005 0.011026 -0.023263 -0.00362 -0.007467 0.013024 -0.019942
0.032328 -0.028112 -0.025146 -0.004143 -0.014298 -0.021407 0.004656 -0.015052
internal_weight=0.0 384.685 307.097 115.783 191.314 531.793 375.701 103.179 272.521
109.42 163.102 142.799 94.8143 156.092 77.5884 90.767 66.4892 124.798 83.5385
36.6902 63.8431 51.4248 48.5148 113.963
internal_count=59777 34689 25562 14846 10716 25088 17213 3666 13547 3377 10170 7691
4617 7875 9127 2444 2389 6387 1977 1277 3031 2446 3025 5185
shrinkage=0.1
Tree=239
num_leaves=25
num_cat=0
split_feature=8 171 75 121 156 7 7 180 179 49 12 166 158 114 113 114 47 108 144 36
156 177 178 144
split_gain=1.36605 3.32208 3.82921 3.45593 3.0674 2.99564 4.2983 3.70195 4.66194
3.38405 3.12702 2.98156 2.75382 2.70538 2.69925 2.59912 4.04432 2.48492 2.29959
2.25081 2.22184 2.15998 2.2264 1.84206
threshold=0.227273 0.802784 -14.15382 0.616205 0.549439 0.111111 0.428571
28838.884066 5.80575 1.70405 139.543925 8.2e-05 0.024209 -0.80176 0.0 -3.037199
0.157411 0.004457 0.013357 2.027468 0.059864 0.905892 0.053467 0.025967
decision_type=2 2 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 12 18 10 8 13 -9 17 -10 -5 23 -11 -1 -17 -7 -2 -13 -4 22 -19 -
8
right_child=5 2 20 4 -6 6 7 9 11 14 -12 19 -14 -15 -16 16 -18 21 -20 -21 -22 -23 -
24 -25
leaf_value=-0.006678 -0.008555 0.009906 0.00555 0.0094 0.013076 0.007804 0.007563
0.010647 -0.007715 0.006414 0.008622 0.032289 -0.020084 0.009666 -0.029943 -
0.005699 0.030716 0.000675 0.018111 -0.007006 -0.027613 0.004033 -0.033135 -0.01509
leaf_weight=14.667765 16.950535 38.357976 10.832528 17.627321 42.625836 7.152165
19.701216 14.414968 9.413274 10.177201 17.981543 61.485641 55.333789 77.554868
42.619787 24.109477 97.966325 20.618409 70.334598 1.748854 37.757284 12.469254
93.525353 98.289905
leaf_count=1056 698 3280 1192 1248 3743 239 590 1955 1170 961 2824 6115 3448 3041
3319 3077 9227 891 3805 49 3232 417 1676 2524
internal_value=0.0 0.005618 -0.008568 0.011038 -0.001795 -0.002009 -0.005227
0.001438 0.006882 -0.014581 -0.017118 0.022973 -0.012105 -0.002062 -0.023161
0.019793 0.023883 -0.021822 0.011818 0.028822 -0.021032 -0.025031 -0.028457 -
0.010301
internal_weight=0.0 339.278 86.9478 252.331 115.587 574.438 487.152 335.406 268.194
67.212 151.747 72.6478 72.9611 195.546 52.797 136.744 122.076 133.765 87.2851
63.2345 48.5898 126.613 114.144 117.991
internal_count=59777 29503 7704 21799 8439 30274 25771 19724 13489 6235 6047 7334
4696 6155 4280 13360 12304 3223 4503 6164 4424 2984 2567 3114
shrinkage=0.1
Tree=240
num_leaves=25
num_cat=0
split_feature=81 80 33 136 120 72 157 131 110 164 173 171 58 77 101 15 192 154 144
170 96 114 155 71
split_gain=1.36466 1.95182 2.54269 2.50604 3.35723 2.63362 4.16479 3.74814 3.03515
3.04108 2.75727 2.34237 2.29106 2.24523 2.4585 2.18886 2.01439 1.70739 1.71241
1.66613 1.63646 1.57854 1.5725 1.44182
threshold=0.038043 0.828369 0.341739 0.742218 0.852274 0.780456 0.886327 0.968222
0.907761 0.985337 0.653825 0.001019 0.338982 57.219735 -46.025403 0.555114 0.914763
13.537012 0.963966 0.021262 0.732344 -2.987507 146.845888 0.440521
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=19 3 15 5 13 6 7 8 9 -2 -8 -4 20 14 -5 -3 22 -16 -19 -1 -7 -14 -13 -23
right_child=1 2 11 4 -6 12 10 -9 -10 -11 -12 16 21 -15 17 -17 -18 18 -20 -21 -22 23
-24 -25
leaf_value=-0.003006 -0.028373 0.011069 -0.00467 -0.007387 -0.012464 -0.016058
0.018663 0.007929 0.002327 0.00469 -0.010512 0.028585 -0.006837 -0.01109 -0.005321
-0.013299 -0.006607 0.026594 -0.003621 0.017771 0.008277 -0.004065 -0.00257
0.023338
leaf_weight=47.242084 175.466316 20.624759 31.060834 16.901946 39.043221 31.821709
38.543861 32.916098 41.480583 19.419068 19.972169 68.052554 8.582249 6.470978
8.188407 57.760874 6.463556 97.255624 10.901198 53.27775 12.139689 10.459192
11.228857 45.098741
leaf_count=1716 10211 1386 1564 687 2098 1739 2782 2445 2327 1238 1387 6114 523 364
2383 3936 388 5725 728 4664 619 684 571 3498
internal_value=0.0 -0.000637 0.007175 -0.00342 0.005677 -0.007327 -0.011451 -
0.016335 -0.020407 -0.024819 0.008441 0.014719 0.004862 0.012461 0.015989 -0.005245
0.021001 0.020457 0.023367 0.00996 -0.008541 0.013826 0.024778 0.018613
internal_weight=0.0 809.852 195.191 614.661 178.761 435.9 327.798 269.282 236.366
194.885 58.516 116.806 108.102 139.718 133.247 78.3856 85.745 116.345 108.157
100.52 43.9614 64.1402 79.2814 55.5579
internal_count=59777 53397 13959 39438 11985 27453 20390 16221 13776 11449 4169
8637 7063 9887 9523 5322 7073 8836 6453 6380 2358 4705 6685 4182
shrinkage=0.1
Tree=241
num_leaves=25
num_cat=0
split_feature=112 9 138 24 37 182 38 89 190 180 2 23 103 49 20 85 141 89 100 126
101 181 127 76
split_gain=1.32095 2.50019 2.67957 2.13832 4.58716 4.03266 3.91498 4.23889 4.61624
4.43831 3.87295 3.06543 3.29074 2.91248 2.63324 3.22517 2.4927 2.47203 2.38208
2.24544 2.08372 2.46556 2.07742 2.03901
threshold=0.043777 0.5 0.63768 43.494767 0.125242 0.8 -0.377323 63.63903 -0.430325
1.475075 0.023084 6.973989 18.451137 -0.523072 0.293431 0.29126 0.338283 20.826882
0.999991 0.003208 -31.315631 0.17857 -0.807659 119.594642
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
left_child=1 -1 -3 4 5 17 10 9 22 19 16 -6 20 -11 15 -15 -5 -2 -16 -8 -13 -22 -9 -
10
right_child=3 2 -4 6 11 -7 7 8 23 13 -12 12 -14 14 18 -17 -18 -19 -20 -21 21 -23 -
24 -25
leaf_value=0.020091 0.005469 -0.012218 0.013717 0.007141 -0.010359 0.012742 -
0.009494 0.008959 0.024234 0.010284 0.022602 -0.006029 -0.009502 -0.015118 -
0.028383 0.012646 -0.019475 -0.029332 0.001689 0.017124 -0.004016 0.032826 -
0.020983 -0.007944
leaf_weight=51.409126 12.315773 59.799051 24.84511 44.043198 11.338694 20.848158
18.347954 6.924766 59.827463 10.487485 57.785491 4.86587 9.438405 49.872653
177.629985 36.761983 22.315207 33.480935 24.590215 39.214284 11.160709 91.459665
26.368629 3.333992
leaf_count=6333 1194 2835 1055 2706 300 698 628 449 3862 1231 5395 164 697 2904
9215 2003 818 2650 1647 3236 1074 7258 1341 84
internal_value=0.0 0.008673 -0.002568 -0.000854 0.007277 -0.010208 -0.003908 -
0.008154 0.008013 -0.012912 0.009733 0.016656 0.021327 -0.017481 -0.019666 -0.00303
-0.005832 -0.021786 -0.025048 0.008182 0.025952 0.028793 -0.013194 0.020024
internal_weight=0.0 136.053 84.6442 772.412 194.908 66.6449 577.503 453.359 96.4549
356.905 124.144 128.263 116.925 299.342 288.855 86.6346 66.3584 45.7967 202.22
57.5622 107.486 102.62 33.2934 63.1615
internal_count=59777 10223 3890 49554 14035 4542 35519 26600 5736 20864 8919 9493
9193 17000 15769 4907 3524 3844 10862 3864 8496 8332 1790 3946
shrinkage=0.1
Tree=242
num_leaves=25
num_cat=0
split_feature=95 135 114 145 43 39 43 5 114 170 75 178 187 100 38 193 73 169 115
140 138 187 132 171
split_gain=1.30533 2.02521 1.92297 2.15355 1.90402 3.15536 2.99421 4.67197 4.45281
3.19151 2.94071 2.61334 2.67905 2.61017 2.33185 2.47667 3.10884 2.32015 1.85278
1.76305 1.75868 1.73959 1.60168 1.51833
threshold=0.066143 0.911557 -0.225554 0.058127 0.835126 0.407976 0.484808 0.290397
-1.646952 0.877993 -1.613053 0.921839 0.670268 0.52454 -0.990557 -0.788682 0.183429
0.001559 3.100011 -0.074966 0.696836 -0.633217 0.074062 0.008301
decision_type=2 2 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 6 17 7 10 -8 18 14 12 22 20 -2 -16 -17 21 -9 -13 -10 -6 -7 -12
right_child=4 -3 -4 -5 5 11 8 9 13 -11 23 19 -14 -15 15 16 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.005896 0.007023 0.010412 0.004916 -0.02459 0.010317 0.003613 0.025473
0.021436 0.018504 -0.009183 -0.006899 0.012408 0.006287 -0.011483 0.00616 0.003265
-0.027312 0.017542 -0.007013 -0.010899 -0.005386 -0.01436 -0.034974 0.016134
leaf_weight=12.165558 23.55993 16.342024 27.275 57.867128 9.267763 3.915096
98.749931 106.450004 40.347075 28.980923 17.047573 27.689836 8.653185 62.399474
20.00125 31.600019 114.886885 40.908519 6.604768 20.210654 25.22375 35.028737
39.151002 31.004852
leaf_count=825 1635 1252 2505 2805 426 481 6526 8890 3597 2454 1041 1126 790 4930
1614 1524 4022 3536 331 820 1962 1286 2619 2780
internal_value=0.0 -0.007581 -0.012839 -0.01904 0.002417 -0.005634 0.005078 -
0.000562 0.013169 0.011876 -0.008656 -0.01523 -0.025043 -0.000223 -0.013762 -
0.017535 -0.021434 0.006874 0.018314 0.002041 0.010758 -0.006662 -0.031375 0.008515
internal_weight=0.0 113.65 97.3077 70.0327 791.681 184.825 606.856 380.136 226.72
142.036 238.101 99.6198 51.7193 127.97 190.048 166.488 146.487 85.205 113.055
47.9005 65.5708 44.2965 43.0661 48.0524
internal_count=59777 7387 6135 3630 52390 11084 41306 24291 17015 11675 12616 5836
3890 10489 8795 7160 5546 5248 9221 1946 5559 1712 3100 3821
shrinkage=0.1
Tree=243
num_leaves=25
num_cat=0
split_feature=169 170 104 183 143 154 153 44 140 103 49 120 127 115 144 131 34 114
99 104 194 60 24 76
split_gain=1.32713 3.80688 3.34866 2.83256 3.03326 3.89563 3.75879 3.45014 3.39952
3.36471 3.29596 3.25791 3.30311 2.81368 2.71308 2.69813 2.66092 2.5396 2.45485
2.1567 2.02574 2.52054 1.97585 1.9564
threshold=0.483203 0.760434 0.058782 -0.628193 0.327877 112.498128 3.634214
0.342931 -0.108722 9.041686 4.799247 0.498497 -0.868501 1.488139 0.133727 0.117391
0.715316 -2.57425 0.800971 0.0 0.872345 0.15615 34.226539 16.917718
decision_type=2 2 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 20 -3 14 5 10 -6 17 13 18 19 12 -10 -9 23 -4 -17 -8 -7 -5 21 -2 -21 -1
right_child=1 2 15 4 6 9 7 8 11 -11 -12 -13 -14 -15 -16 16 -18 -19 -20 22 -22 -23 -
24 -25
leaf_value=0.008598 -0.002715 0.014301 0.009703 -0.002904 0.015362 -0.02334 -
0.014054 0.012279 0.003209 0.01 -0.005533 -0.00105 -0.046416 -0.014506 0.019928 -
0.022283 0.003723 0.012656 0.006876 -0.003459 -0.003783 0.031256 0.031683 -0.016573
leaf_weight=23.918746 20.075855 46.152592 28.388793 21.095371 11.619635 70.887413
18.337943 30.347586 9.576814 34.7333 49.757234 29.589439 50.70256 46.903643
61.736289 84.682639 41.626433 47.866844 14.51394 9.891842 19.845849 53.426691
55.827955 21.792826
leaf_count=2080 1721 5061 2363 1370 4247 1854 606 1086 210 1198 2912 973 1365 1278
3776 6050 3764 1909 559 632 1549 7216 4909 1089
internal_value=0.0 0.005954 -0.002311 -0.001794 -0.005048 0.002473 -0.012158 -
0.015657 -0.022013 -0.009087 0.012408 -0.031905 -0.040407 -0.003341 0.010547 -
0.009263 -0.014893 0.002659 -0.017608 0.02118 0.018994 0.024319 0.027072 -0.005542
internal_weight=0.0 294.199 200.85 609.099 501.652 256.707 244.944 233.325 167.12
120.135 136.572 89.8688 60.2794 77.2512 107.448 154.698 126.309 66.2048 85.4014
86.8152 93.3484 73.5025 65.7198 45.7116
internal_count=59777 27724 17238 32053 25108 13434 11674 7427 4912 3611 9823 2548
1575 2364 6945 12177 9814 2515 2413 6911 10486 8937 5541 3169
shrinkage=0.1
Tree=244
num_leaves=25
num_cat=0
split_feature=36 36 154 102 115 166 166 179 103 64 168 168 84 16 35 140 53 91 53 8
114 101 76 190
split_gain=1.28958 3.71925 2.83225 4.04416 3.9794 3.83372 3.47793 2.81861 2.81486
2.58185 3.04552 3.89081 2.9438 2.63957 3.80099 3.01356 2.60792 2.5856 2.9486
2.49357 2.31206 3.38341 2.20562 1.97077
threshold=0.06095 0.107185 147.259672 26.131464 -0.713855 0.010894 0.000597 0.24 -
10.762729 5.18114 0.019047 0.012445 0.362785 0.483367 0.0 -0.140235 0.891702
0.421572 0.609847 0.709091 -1.476071 -18.578227 13.948241 -0.946431
decision_type=2 2 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 3 4 22 23 -4 -5 -8 20 11 13 -13 14 -11 -16 17 19 -19 -15 21 -1 -3 -
6
right_child=1 2 6 7 5 -7 8 -9 -10 10 -12 12 -14 16 15 -17 -18 18 -20 -21 -22 -23 -
24 -25
leaf_value=-0.013419 -0.024267 0.010745 -0.023994 0.012628 -0.001641 -0.007917 -
0.012096 -0.018667 0.015712 -0.008025 0.023138 0.007354 -0.025927 -0.02558 -
0.005226 0.024261 0.012263 0.014565 -0.012059 0.005474 -0.020464 0.020532 -0.017468
0.036016
leaf_weight=18.517341 30.461945 12.758541 39.26328 8.965908 11.785427 12.928283
25.519017 43.621318 41.817068 41.575456 48.633449 18.122409 33.67853 50.152888
26.761383 136.598641 52.959066 52.144998 34.846115 18.35706 37.762112 18.382639
21.76572 63.489409
leaf_count=596 1192 2120 1223 607 1547 331 621 2270 1349 2371 4726 1005 1468 3828
1488 10571 3510 4599 2052 1334 1888 1693 1161 6227
internal_value=0.0 -0.003971 0.001048 0.008223 0.01665 0.025106 -0.009725 -0.010076
0.004548 0.00358 0.006226 0.002698 -0.016157 0.006328 0.013352 0.019334 -0.001635 -
0.007974 0.003423 -0.018304 -0.010314 0.005368 -0.006823 0.031605
internal_weight=0.0 312.376 281.914 175.315 122.727 88.2031 106.599 52.5872 67.3361
588.492 513.83 465.197 51.8009 413.396 204.935 163.36 208.46 155.501 86.9911
68.5099 74.6621 36.9 34.5243 75.2748
internal_count=59777 18648 17456 14263 11386 8105 3193 2877 1970 41129 36952 32226
2473 29753 14430 12059 15323 11813 6651 5162 4177 2289 3281 7774
shrinkage=0.1
Tree=245
num_leaves=25
num_cat=0
split_feature=50 62 63 64 10 76 114 129 10 77 129 187 36 166 25 12 61 43 164 37 116
162 102 104
split_gain=1.32786 2.57887 2.72547 5.9281 4.71462 5.54944 2.89375 3.72953 6.84613
4.87079 3.3663 3.55786 2.88026 2.83442 3.19234 2.78176 2.26539 2.74958 2.69135
2.15755 2.42993 2.05993 2.03318 1.92695
threshold=7.885582 5.948856 9.07915 8.401751 47.86117 -8.10854 0.660673 -0.295774
10.376344 8.25523 -0.19545 -0.610246 0.164734 0.000832 30.183495 114.982081
0.109456 0.805625 0.385919 8.650429 1.067531 0.986287 -10.082759 0.996044
decision_type=2 2 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 19 3 4 5 -3 7 9 10 21 12 -12 -9 -7 -15 -8 18 -18 -2 20 -1 -4 -6 -10
right_child=16 2 6 -5 22 13 15 8 23 -11 11 -13 -14 14 -16 -17 17 -19 -20 -21 -22 -
23 -24 -25
leaf_value=-0.027701 0.011499 -0.017331 -0.032624 0.033129 0.007785 -0.00612
0.021124 0.015605 0.026163 0.008271 0.007784 -0.024535 -0.014341 -0.002582 0.031392
-0.008847 0.021998 -0.003335 -0.016249 0.007727 0.007368 0.004722 -0.025236 -
0.002635
leaf_weight=45.74137 22.48484 26.931304 73.447375 31.722984 3.276524 23.456893
41.169161 49.052002 52.042643 27.26335 23.017013 98.609454 11.391138 29.035302
65.904036 20.204907 77.705611 51.457481 41.815637 9.510091 6.466917 5.789316
38.744694 21.29803
leaf_count=1655 1463 944 3452 3968 925 1249 4800 1631 6855 1621 1171 3606 314 625
2146 3378 7178 3051 1706 597 628 311 3795 2708
internal_value=0.0 -0.001426 0.000873 0.009016 -0.000327 0.00854 -0.003764 -
0.007314 0.0 -0.019941 -0.010189 -0.017974 0.006384 0.017421 0.023355 0.011636
0.007199 0.013531 -0.005809 -0.016103 -0.02198 -0.029182 -0.02003 0.019843
internal_weight=0.0 704.075 642.356 219.072 187.349 145.328 423.284 361.91 255.41
106.5 182.07 121.626 60.4431 118.396 94.9393 61.3741 193.464 129.163 64.3005
61.7184 52.2083 79.2367 42.0212 73.3407
internal_count=59777 46379 43499 13652 9684 4964 29847 21669 16285 5384 6722 4777
1945 4020 2771 8178 13398 10229 3169 2880 2283 3763 4720 9563
shrinkage=0.1
Tree=246
num_leaves=25
num_cat=0
split_feature=195 171 134 189 175 161 153 63 181 66 151 175 19 98 166 25 102 35 63
137 168 153 176 179
split_gain=1.38118 3.49723 3.18603 2.88976 2.8434 4.46676 5.08014 3.70354 3.76163
3.55462 3.05759 2.64071 2.62468 2.59551 2.28842 2.23721 2.29329 2.07101 2.00186
1.99077 1.90118 1.9002 1.87397 1.78792
threshold=0.379189 0.581988 0.461299 -0.063158 0.034551 0.569696 6.114145 9.673229
10812.123353 0.125607 0.849038 1.2e-05 0.793264 0.42726 0.000208 28.763825
42.689775 0.999999 2.148388 0.122336 0.019676 114.105285 0.276926 20.543683
decision_type=10 2 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 -3 11 6 12 8 21 -7 15 -2 14 -1 -6 -11 20 -4 -15 -5 -17 22 -8 -16
right_child=4 2 17 19 5 9 7 -9 -10 10 -12 -13 -14 18 23 16 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=-0.000102 0.004222 0.004078 0.014558 0.005157 0.007524 0.01095 0.001516
-0.005398 -0.006168 0.004468 0.006383 -0.021857 0.011062 -0.005937 -0.031075 -
0.034119 0.004825 -0.008253 0.028077 -0.027285 0.001755 -0.004056 0.035404 0.005161
leaf_weight=67.607487 40.586948 50.150406 79.140094 8.939357 6.183959 35.875447
23.127402 42.779787 22.588271 15.570133 30.414105 74.745707 8.706798 5.253064
31.123909 73.68632 9.728709 27.042791 69.982268 52.989953 12.247678 7.148128
95.333402 3.68957
leaf_count=7008 1388 4301 8469 979 1792 1765 374 1549 1217 611 1907 1687 1472 169
785 2918 463 2196 9164 3846 531 127 3220 1839
internal_value=0.0 0.005178 -0.002878 -0.012618 -0.002463 0.00168 0.009872 0.016726
0.022914 -0.009178 -0.015622 -0.013971 -0.012049 0.015379 -0.020096 -0.021761 -
0.026114 0.008038 0.024405 -0.022379 -0.030075 0.028397 0.030921 -0.026471
internal_weight=0.0 361.105 218.263 112.08 533.536 418.204 240.681 190.977 148.197
177.522 141.647 115.333 49.7042 142.843 40.9974 111.233 95.6627 106.183 75.2353
61.9293 85.934 125.609 118.461 34.8135
internal_count=59777 36132 19791 9126 23645 20570 12375 6487 4938 8195 6430 3075
5888 16341 4416 4523 3912 10665 9333 4825 3449 3721 3594 2624
shrinkage=0.1
Tree=247
num_leaves=25
num_cat=0
split_feature=61 58 38 157 181 33 33 138 10 11 179 100 192 58 167 109 75 56 189 55
154 121 167 179
split_gain=1.32989 4.06728 3.61783 3.55376 4.13749 3.72202 2.52105 2.43464 2.18105
3.30493 2.86436 3.64396 4.22788 3.63208 4.00292 3.41796 2.55558 2.46573 2.4576
2.14069 1.95906 1.93201 1.60352 1.5692
threshold=0.739416 0.747271 1.748042 0.134789 17.723325 0.217205 0.334128 0.099114
409.98915 463.5 2.22375 0.726366 0.787044 0.806255 0.020707 0.047136 7.104505
0.23583 -0.415251 0.432725 261.589895 0.179697 0.028736 3394.720724
decision_type=2 2 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 3 -3 6 -5 -6 -2 -7 9 10 11 15 21 14 20 -1 17 -17 -15 -20 -12 -13 -16 -
11
right_child=1 2 -4 4 5 7 -8 -9 -10 23 13 12 -14 18 22 16 -18 -19 19 -21 -22 -23 -24
-25
leaf_value=0.010071 -0.006237 0.027163 -0.008461 0.007005 0.007672 0.004521 0.02227
-0.034142 0.017315 -0.02711 0.027353 -0.004433 -0.017737 0.011253 -0.017747
0.003308 0.006541 -0.023508 0.006896 -0.024432 -0.003038 0.021383 0.00748 0.004884
leaf_weight=31.475046 27.059576 69.876742 16.401213 59.848355 17.208946 8.738568
37.283826 56.176791 13.019996 33.819071 88.70717 22.116365 13.926338 11.500551
16.269148 29.55619 23.520195 165.95722 9.511874 33.675859 15.894173 71.329695
13.392971 5.08068
leaf_count=1227 1538 8536 754 3971 1633 825 2518 3680 6828 1443 6388 890 557 759
421 1423 1399 5694 742 1533 490 3369 991 2168
internal_value=0.0 0.005745 0.019815 -0.002462 -0.010561 -0.021442 0.012508 -
0.029173 -0.002041 -0.003596 -0.000747 -0.005827 0.007659 0.008176 0.015755 -
0.011886 -0.016158 -0.019571 -0.009165 -0.017494 0.023162 0.015764 -0.008591 -
0.022526
internal_weight=0.0 292.594 86.278 206.316 141.973 82.1243 64.3434 64.9154 598.753
585.733 546.833 357.881 107.372 188.952 134.263 250.509 219.034 195.513 54.6883
43.1877 104.601 93.4461 29.6621 38.8998
internal_count=59777 23455 9290 14165 10109 6138 4056 4505 36322 29494 25883 14559
4816 11324 8290 9743 8516 7117 3034 2275 6878 4259 1412 3611
shrinkage=0.1
Tree=248
num_leaves=25
num_cat=0
split_feature=62 64 162 10 173 195 153 90 62 25 182 183 115 166 37 51 22 24 128 40
141 72 61 45
split_gain=1.31304 1.75203 3.12817 4.62925 3.46709 3.12928 3.27878 2.75585 2.9374
3.2905 5.38984 4.58018 6.26824 4.92521 2.94534 3.3668 2.8988 2.67168 2.62627
2.45761 2.37049 2.33039 2.16859 2.13881
threshold=9.723096 9.057214 0.186973 10.376344 0.109396 -0.466018 43.143231 -
9.693479 7.786502 43.80432 0.125 -0.044828 2.428197 0.000477 1.227491 5.015908
0.46327 49.791384 -0.420838 0.308583 0.142676 0.804718 0.247529 0.423529
decision_type=2 2 2 2 2 8 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 4 5 -3 20 22 -1 9 11 -11 12 13 -9 15 -10 19 -13 -19 -12 -4 -18 -7 -
24
right_child=-2 2 3 -5 -6 6 -8 8 14 10 16 17 -14 -15 -16 -17 21 18 -20 -21 -22 -23
23 -25
leaf_value=0.01933 0.015681 0.004492 0.020455 0.018848 -0.025642 0.002388 0.005208
0.007478 0.030422 0.026056 -0.009168 0.011537 0.010479 -0.038692 -0.007304 -
0.007755 -0.021907 -0.021265 0.010817 0.01769 -0.01064 0.006615 0.001458 -0.035758
leaf_weight=47.53154 13.336595 40.847971 24.707629 60.578291 72.795125 19.712774
42.219058 13.84726 45.082336 43.071171 24.174613 84.76151 25.650418 76.207324
25.542491 12.092228 56.271185 28.834927 8.606114 41.546424 7.002713 18.122388
14.906288 41.166513
leaf_count=2717 3329 2825 1595 8111 4218 845 931 1426 4825 7056 863 4927 1299 2931
2218 1054 2265 769 369 1915 321 731 970 1267
internal_value=0.0 -0.000247 -0.005686 0.001896 -0.016487 -0.007551 -0.014309
0.003117 0.000225 -0.003452 0.005893 -0.010466 -0.021818 -0.031447 0.013863
0.022448 -0.00483 0.003072 -0.012036 0.008055 0.011402 -0.01505 -0.023204 -0.029422
internal_weight=0.0 875.278 323.936 210.293 113.643 149.715 118.005 551.342 503.81
421.093 183.186 237.908 115.705 90.0546 82.7171 57.1746 140.115 122.203 37.441
65.721 31.7103 74.3936 75.7856 56.0728
internal_count=59777 56448 21083 14040 7043 5929 4013 35365 32648 24551 12830 11721
5656 4357 8097 5879 5774 6065 1138 2778 1916 2996 3082 2237
shrinkage=0.1
Tree=249
num_leaves=25
num_cat=0
split_feature=76 151 49 127 25 143 5 121 128 13 128 55 75 68 116 83 12 32 94 180
166 194 38 48
split_gain=1.32616 3.04846 3.68157 3.49604 3.09869 2.73135 2.81544 4.24946 2.81088
2.80219 3.35815 2.86212 2.6812 2.54008 3.12526 3.38308 2.456 2.45364 2.36756
2.29891 2.22227 2.0046 1.68087 1.60258
threshold=25.518196 0.059123 -0.088449 -1.229589 33.640674 0.170416 0.333333
0.597338 -0.553041 0.817657 -0.363098 0.611703 27.507722 0.761771 0.473482 0.313678
92.341757 0.460149 0.054533 204.387612 0.008919 0.844387 -1.150192 0.128205
decision_type=2 2 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 -4 -5 6 7 8 -1 10 11 17 18 14 15 -12 22 -7 -6 -16 -20 -11 -9 -24
right_child=1 2 3 4 12 9 -8 16 -10 21 13 -13 -14 -15 19 -17 -18 -19 20 -21 -22 -23
23 -25
leaf_value=-0.006741 0.012873 0.014317 0.010375 0.006569 0.003562 0.008756 0.021805
0.006304 0.022098 0.017168 0.003332 0.016904 0.005058 0.004113 0.014063 -0.036971
0.010483 -0.017031 -0.033516 -0.013982 0.000553 -0.007511 0.005447 -0.025809
leaf_weight=26.884818 42.797674 22.861121 25.092331 25.734304 15.136893 30.696654
84.802477 6.228929 60.835015 62.373926 18.086329 49.276212 18.232508 35.68373
23.395174 57.018773 10.094135 43.76034 112.402576 12.019407 20.120375 19.892141
4.304116 58.181319
leaf_count=1659 3063 1677 1220 871 639 2628 8391 428 4283 6162 1306 3546 1769 3068
2141 3150 1327 2907 4081 1493 634 1177 350 1807
internal_value=0.0 -0.004494 -0.009054 -0.01344 -0.017866 0.003353 0.010523
0.001553 0.013908 -0.002326 -0.007187 0.004326 -0.02223 -0.01575 -0.021556 -
0.029507 -0.012224 -0.007043 -0.025988 0.00209 -0.029427 0.010656 -0.018284 -
0.022307
internal_weight=0.0 282.378 239.58 216.719 191.627 603.533 251.331 166.528 87.7198
352.203 269.937 123.733 165.892 146.203 110.52 75.1051 78.8085 74.457 147.66
35.4146 132.523 82.2661 68.7144 62.4854
internal_count=59777 13954 10891 9214 7994 45823 18245 9854 5942 27578 20239 9081
7123 11158 8090 4456 3912 5535 5354 3634 4715 7339 2585 2157
shrinkage=0.1
Tree=250
num_leaves=25
num_cat=0
split_feature=84 147 84 169 68 22 0 76 49 75 191 185 175 144 179 113 89 168 163 163
29 90 115 36
split_gain=1.31092 2.86429 2.22461 3.01413 4.11693 2.40062 2.36386 4.50404 3.25578
2.68 4.13615 2.7366 2.58126 2.55293 2.29085 2.17222 2.13542 2.11014 2.04355 1.90571
1.83657 1.70604 1.66719 1.73885
threshold=0.121561 0.058123 0.253432 0.483203 0.118688 0.135026 0.003639 6.917886
0.0 -17.286394 0.566569 -0.186962 0.038668 0.036993 0.083143 0.005954 92.528864
0.000276 0.387895 0.207477 0.661403 35.128515 3.100011 0.06095
decision_type=2 2 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 22 6 -5 20 9 -8 -9 11 12 19 14 -10 -11 -3 -15 -7 -13 -4 -6 -17 23 -
2
right_child=2 15 3 4 5 17 7 8 13 10 -12 18 -14 16 -16 21 -18 -19 -20 -21 -22 -23 -
24 -25
leaf_value=0.012975 0.024528 0.006413 -0.008307 -0.011234 0.009863 -0.00633 0.00834
0.009343 0.002072 0.012162 -0.011814 0.002961 0.024007 -0.034847 -0.016425 -
0.022131 0.004989 0.025344 -0.024329 0.017459 -0.013883 0.003113 -0.008027 -
0.000747
leaf_weight=23.64712 56.286653 27.068103 17.826453 43.613253 27.742525 7.56947
48.02642 9.314443 21.061702 13.988132 36.401224 27.475572 82.642008 77.800176
16.940115 83.313093 4.289236 104.506379 48.283737 24.064444 20.495334 21.965125
5.594638 34.043
leaf_count=2082 4377 2194 525 3312 2696 1528 6410 949 1450 1437 1546 947 2744 3803
318 4405 197 10785 1320 961 1594 1974 240 1983
internal_value=0.0 -0.006426 0.002715 0.000189 0.009162 0.015898 -0.004511 -
0.012694 -0.021525 0.001433 0.009252 -0.008326 0.017382 -0.026218 -0.003889 -
0.012184 -0.031761 0.022049 -0.016861 0.007778 -0.001945 -0.017451 0.014243
0.017743
internal_weight=0.0 155.993 727.965 632.041 203.927 160.314 428.114 160.492 112.466
267.622 149.971 117.65 113.57 103.151 30.9282 132.346 82.0894 112.076 75.7593
41.8909 48.2379 105.278 95.9243 90.3297
internal_count=59777 10655 49122 42522 19915 16603 22607 12809 6399 9798 6045 3753
4499 5450 1755 8573 4000 12313 2267 1486 4290 6379 6600 6360
shrinkage=0.1
Tree=251
num_leaves=25
num_cat=0
split_feature=179 11 47 155 164 9 101 89 90 166 179 157 24 90 166 129 90 177 57 10
153 81 190 127
split_gain=1.30437 2.21645 3.79318 3.15506 2.75826 2.87513 2.60911 4.49964 4.64768
3.91756 3.83161 3.28326 2.90012 2.89183 2.87772 2.8638 3.08582 2.77676 3.57119
2.62383 2.60324 2.59377 2.5362 2.51813
threshold=1622.5855 116.026028 0.420625 26.359084 0.131424 0.444444 -24.439222
38.408277 32.39621 0.000649 7.371397 0.929219 46.34572 16.022342 0.002529 -0.622731
-23.150183 0.108542 0.274001 3.763724 9.195025 0.913713 -0.999076 -0.80211
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 4 -4 -3 -6 11 10 13 19 15 17 -11 -9 -12 20 -17 -1 -19 -10 -8 -20 -18
-22
right_child=-2 2 3 -5 5 -7 7 8 9 12 14 -13 -14 -15 -16 16 22 18 21 -21 23 -23 -24 -
25
leaf_value=0.005565 0.013252 -0.012285 0.006168 -0.025237 -0.010974 0.02266 -
0.012139 0.006882 -0.017209 -0.009046 0.011114 0.014818 0.024887 -0.022701 -
0.020158 -0.006691 -0.001022 0.006727 -0.027957 0.012293 0.022142 0.005177 0.0407 -
0.00924
leaf_weight=56.66236 35.858324 19.170276 24.08 84.071481 6.969187 48.426862
25.62093 23.606118 44.131811 9.245883 20.303559 26.699032 71.347964 77.173603
18.9707 6.375387 14.324551 31.981392 96.33464 10.894976 37.109546 14.36217
67.649358 10.309175
leaf_count=3708 14510 1819 4148 2637 1573 2111 1849 723 2550 386 1751 1429 3656
2335 861 465 1266 1095 2664 1428 1643 501 4472 197
internal_value=0.0 -0.000292 -0.008941 -0.018451 0.00649 0.015503 0.002473 0.00678
-0.002601 0.008563 0.016396 -0.005602 0.019213 -0.015762 -0.006548 0.022193
0.031254 -0.010436 -0.016631 -0.008556 0.003842 -0.023396 0.035491 0.014152
internal_weight=0.0 845.821 182.718 108.151 74.5663 55.396 663.103 437.064 236.4
135.621 200.663 226.04 80.5938 100.78 39.2743 161.389 88.3493 199.341 142.678
55.0268 73.0397 110.697 81.9739 47.4187
internal_count=59777 45267 12288 6785 5503 3684 32979 23582 11078 8020 12504 9397
4042 3058 2612 9892 6203 7968 4260 3978 3689 3165 5738 1840
shrinkage=0.1
Tree=252
num_leaves=25
num_cat=0
split_feature=6 155 141 36 153 89 41 63 142 128 35 172 167 116 89 7 180 142 79 80
62 34 6 117
split_gain=1.26317 2.76571 5.39166 4.40635 2.63203 2.91425 3.19314 2.88883 4.13846
3.41593 2.67983 2.52769 2.50691 2.42889 2.35151 2.318 2.23379 1.94723 1.90878
1.88398 1.83095 1.68812 1.67456 1.65985
threshold=0.004693 31.014992 0.330875 0.986747 1.864134 28.967011 0.981388 9.096194
-0.34376 -0.169715 0.072793 0.257985 0.005746 2.126124 71.253388 0.181818 4.223232
-0.184285 0.7185 0.618321 9.453014 0.0034 0.157895 0.084589
decision_type=2 2 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 14 16 10 7 8 -7 15 -6 19 18 22 -3 -9 -2 -12 -1 -11 -19 -17 -10 -
14
right_child=4 2 -4 -5 5 6 -8 9 13 11 17 -13 23 -15 -16 21 -18 20 -20 -21 -22 -23 -
24 -25
leaf_value=0.018435 -0.006252 0.030098 -0.015906 -0.009046 0.005369 -0.008282 -
0.016233 0.005865 0.000481 -0.014753 0.004539 0.01976 0.007119 -0.006437 -0.000555
0.005299 0.025666 -0.025333 -0.008373 0.00947 0.00349 -0.025792 0.028255 -0.022431
leaf_weight=18.115851 13.394899 104.648397 23.493358 25.401255 43.62525 46.244217
44.735644 21.683915 27.810777 32.355192 18.162777 38.203643 3.40137 13.500311
28.146328 5.989781 19.032626 109.443562 15.13735 19.702185 14.7699 56.590778
95.906786 38.819514
leaf_count=4516 1517 6336 1116 646 1705 1395 2168 1333 1451 1286 801 3362 609 1022
1160 272 11536 4164 2446 1009 891 2366 4908 1762
internal_value=0.0 0.006205 0.012144 0.01877 -0.001634 -0.003641 0.001333 0.004997
0.012588 -0.003853 -0.0127 0.008086 -0.007298 0.01993 0.024998 -0.015115 0.016331 -
0.018218 0.008314 -0.005416 -0.02187 -0.021856 0.023723 -0.017659
internal_weight=0.0 257.163 181.689 158.196 621.152 588.725 402.723 357.988 183.462
174.525 186.001 90.261 75.4741 137.218 132.795 84.2645 32.4275 142.376 33.2532
52.0574 124.213 62.5806 123.718 42.2209
internal_count=59777 18591 9258 8142 41186 28133 20572 18404 8776 9628 7561 5657
9333 7381 7496 3971 13053 5856 6962 2295 5055 2638 6359 2371
shrinkage=0.1
Tree=253
num_leaves=25
num_cat=0
split_feature=179 75 111 149 26 174 148 115 131 102 43 170 159 133 78 115 62 28 75
180 166 102 130 33
split_gain=1.22673 2.00401 2.17816 2.42883 4.56858 2.89926 2.71394 2.88634 3.31647
2.47484 2.42772 3.16259 2.39383 2.14012 2.12621 2.15307 1.9822 2.33721 1.90786
1.8437 1.92097 2.02064 1.82066 1.78626
threshold=1622.5855 9.330042 0.076006 0.574762 0.678159 0.02406 0.039059 0.650054
0.300226 47.504793 0.228247 0.001805 0.55824 0.230371 0.96769 -2.458163 -0.0
0.810852 4.978521 33067.077018 0.006762 41.908919 0.332535 0.609682
decision_type=2 2 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 6 5 -5 22 8 -8 13 -1 23 -6 -9 15 -3 -7 -18 -2 20 21 -17 -4 -12
right_child=18 14 3 4 12 16 7 9 -10 -11 11 -13 -14 -15 -16 19 17 -19 -20 -21 -22 -
23 -24 -25
leaf_value=-0.008797 0.020358 -0.008243 0.016091 -0.005876 -0.019267 -0.00567 -
0.015537 -0.002224 0.011102 0.006668 0.008939 0.023929 0.005801 -0.028158 -0.006574
0.036704 0.029582 -0.002035 -0.00814 -0.005184 -0.004211 -0.004153 -0.005649 -
0.016031
leaf_weight=32.416134 27.228414 5.18706 29.356271 40.921185 63.27925 10.982119
38.440409 49.041593 70.784495 14.19429 18.005183 61.198957 35.426533 125.740172
25.427931 38.581836 70.165019 22.902996 8.311106 6.627292 6.693554 4.939932
50.909575 18.492706
leaf_count=1750 11978 322 2042 1840 2720 315 2064 2208 3828 707 626 4458 1801 6053
1465 3725 3865 1006 2532 268 231 358 2992 623
internal_value=0.0 -0.000309 -0.002177 -0.00468 0.002832 0.012766 -0.009327 -
0.013352 6e-06 -0.019696 0.008006 0.014568 -0.011193 -0.022722 0.01126 0.018308
0.019705 0.02355 0.012854 0.023224 0.02766 0.032263 0.005052 -0.005469
internal_weight=0.0 839.714 752.257 622.144 243.677 144.971 378.467 298.201 109.225
188.976 130.113 97.6968 98.7058 174.782 87.4576 62.0297 104.05 93.068 35.5395
56.8426 50.2153 43.5218 80.2658 36.4979
internal_count=59777 45267 38898 31441 11547 7026 19894 14860 5892 8968 7457 5707
4521 8261 6369 4904 5186 4871 14510 4582 4314 4083 5034 1249
shrinkage=0.1
Tree=254
num_leaves=25
num_cat=0
split_feature=134 101 62 189 23 7 141 74 128 36 79 142 146 67 121 70 20 120 24 115
77 0 121 141
split_gain=1.18552 2.07807 3.62679 2.43129 2.16564 2.03467 3.5252 3.04537 2.78657
2.70646 2.55838 2.38006 2.17182 2.0998 1.94092 2.17061 1.83574 1.77809 1.69568
1.68736 1.54117 1.54067 1.5257 1.38892
threshold=0.049129 13.138113 1.594234 -0.773016 78.273563 0.115385 0.100286
0.988291 -0.007688 -2.086838 0.171536 0.025395 0.041285 0.255649 0.887747 0.994954
0.69832 0.385748 121.322808 1.616797 24.599199 0.197377 0.902007 -0.411105
decision_type=2 2 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 -3 -2 23 6 8 10 11 -8 21 18 -11 -9 15 -12 -1 -10 -5 -6 -14 -7 -15 -
4
right_child=1 2 4 5 19 7 9 13 17 12 14 -13 20 22 -16 -17 -18 -19 -20 -21 -22 -23 -
24 -25
leaf_value=0.01607 0.012012 -0.014225 -0.00421 0.025702 -0.013175 -0.005568
0.009032 -0.006604 0.009444 0.006735 -0.022769 -0.007899 -0.027315 0.022797
0.003027 0.003698 -0.005353 -0.017104 -0.004905 0.011661 0.005231 0.015007 -
0.005856 0.029164
leaf_weight=66.970433 57.488914 12.743405 3.278091 84.071529 17.628503 61.73043
24.53066 38.803988 8.704234 10.269789 197.671956 9.80186 50.616972 28.618107
31.244528 23.196458 37.256934 19.851022 7.111277 10.140667 3.11533 15.508305
5.912303 46.650148
leaf_count=4713 4608 427 145 7343 1384 2054 2168 2221 837 700 10586 752 2853 1681
2091 1157 2378 1107 253 1118 415 2185 306 6295
internal_value=0.0 -0.000756 0.010815 -0.002839 0.018477 -0.004887 0.002583 -
0.008804 0.011701 -0.010208 -0.012669 0.018084 -0.018267 0.006827 -0.016959 -
0.019831 0.009047 -0.008163 0.022502 -0.002503 -0.023934 0.00234 0.017327 0.026018
internal_weight=0.0 768.688 90.4408 678.248 77.6974 620.759 218.073 402.686 129.54
88.5328 329.352 100.985 64.0021 73.3344 252.113 220.868 104.227 28.5553 91.1828
27.7692 53.7323 77.2387 34.5304 49.9282
internal_count=59777 52686 9369 43317 8942 38709 16428 22281 10292 6136 18073 8348
3968 4208 13834 11743 7091 1944 7596 2502 3268 4239 1987 6440
shrinkage=0.1
Tree=255
num_leaves=25
num_cat=0
split_feature=36 36 92 37 85 64 168 166 115 69 153 11 146 166 114 101 98 109 154
187 97 73 155 68
split_gain=1.24545 3.18822 2.74338 2.41679 2.66981 2.30154 2.71223 3.46831 2.37969
2.39971 2.27435 3.91161 2.9674 1.97045 1.91511 3.02028 1.85986 1.85749 1.7802
1.7769 1.75736 1.72345 1.69331 1.59284
threshold=0.06095 0.107185 0.500432 2.582572 0.172231 5.18114 0.019047 0.008096
3.100011 0.92978 25.64716 11.020505 0.205312 0.000597 -1.476071 -18.578227 0.082328
0.498702 164.209222 0.219327 0.480971 0.328744 61.120163 0.404607
decision_type=2 2 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 4 -3 14 7 8 9 10 12 -12 -7 -6 15 22 -8 -4 -16 -10 -11 -9 -1 -19
right_child=1 2 17 -5 13 6 16 21 19 20 11 -13 -14 -15 18 -17 -18 23 -20 -21 -22 -23
-24 -25
leaf_value=0.008181 -0.022808 -0.014522 0.019105 -0.020031 -0.003927 0.001224 -
0.00461 0.006001 -0.021033 0.007016 0.015739 -0.009839 0.025941 0.019896 -0.024706
0.019381 0.027771 -0.011985 0.006219 0.007359 -0.016948 -0.024831 -0.020717
0.008567
leaf_weight=4.30198 29.886362 25.3078 55.173944 43.796094 40.936053 80.022926
9.18222 6.39208 17.19792 23.032128 63.57262 97.506079 103.232939 38.207602
30.660108 17.404454 37.55477 30.084414 6.117067 8.898018 28.561924 21.89965
13.697698 38.690594
leaf_count=282 1192 1614 4252 1573 3437 8150 739 345 686 1998 2567 3044 12296 2119
1540 1693 3987 1762 348 501 2051 588 314 2699
internal_value=0.0 -0.003998 0.000805 -0.007488 0.001954 0.003534 0.006071 0.002656
0.005597 0.007908 0.010871 0.001397 0.017385 0.010437 -0.00974 0.00485 0.022196
0.010133 -0.018949 -0.012729 -0.007857 -0.018391 -0.012865 -0.001521
internal_weight=0.0 302.083 272.197 148.248 104.451 569.235 497.053 450.316 422.025
395.929 344.335 161.079 183.256 79.1437 72.1813 35.4041 46.737 123.949 36.7772
26.0959 51.5941 28.2917 17.9997 68.775
internal_count=59777 18648 17456 8743 7170 41129 36952 32226 31293 30106 26057 5611
20446 5556 4177 2289 4726 8713 1888 1187 4049 933 596 4461
shrinkage=0.1
Tree=256
num_leaves=25
num_cat=0
split_feature=132 132 21 108 135 116 143 175 100 121 101 30 175 160 104 80 91 191
134 74 73 184 1 7
split_gain=1.17647 1.66335 2.60358 2.49793 2.91928 2.29579 3.06472 3.90457 3.3351
2.84499 2.76804 2.34488 2.24553 2.15932 2.06996 2.05062 2.04049 2.03041 1.88032
1.96505 1.86841 1.74797 1.67392 1.52376
threshold=0.050003 0.332299 0.27659 0.777906 0.752527 -1.33139 0.33281 0.104546
0.16432 0.831632 12.813464 0.717724 0.777472 0.070043 0.077313 0.239365 0.246913 -
0.740091 0.793083 0.997149 0.13238 0.007779 0.542815 0.170482
decision_type=2 2 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 -2 5 12 11 7 20 -8 10 -10 -3 -5 -9 -4 -16 -6 -15 19 22 -7 -14 -17 -
1
right_child=1 3 14 4 16 6 8 13 9 -11 -12 -13 21 17 15 18 -18 -19 -20 -21 -22 -23 -
24 -25
leaf_value=0.017836 0.006826 0.016929 0.002992 0.026032 0.011685 0.007701 0.00734 -
0.006307 -0.032035 0.005061 0.00438 -0.008191 -0.014743 -0.004569 0.001571 -
0.037181 -0.013369 0.025975 0.004362 0.001923 -0.018299 0.011092 0.001497 -0.001411
leaf_weight=41.880054 63.877766 63.207026 45.997176 68.429542 14.567766 12.661554
30.825983 19.320125 80.464672 20.110891 13.988891 26.687877 12.304106 13.709325
32.678178 52.327042 41.182856 55.037867 8.657435 13.512326 47.661605 10.835662
8.972104 69.546503
leaf_count=3510 4559 5565 2951 4781 1372 787 2572 1222 5033 1528 1358 1923 662 719
1973 2094 2853 4660 666 686 2318 878 1058 4049
internal_value=0.0 -0.000896 -0.007369 0.002189 0.011648 -0.002219 -0.006436
0.003426 -0.015043 -0.021438 -0.026927 0.009214 0.019908 0.014394 -0.013229 -
0.01877 -0.004593 0.020427 -0.024636 -0.02838 -0.011894 -0.003239 -0.03317 0.008682
internal_weight=0.0 757.018 226.022 530.996 147.32 383.676 293.781 148.39 145.39
114.564 94.4536 89.8949 91.5693 88.0673 162.144 116.147 55.7506 68.7472 83.4689
74.8115 60.3232 23.1398 61.2991 111.427
internal_count=59777 52218 13987 38231 10546 27685 20197 9706 10491 7919 6391 7488
6321 6601 9428 6477 4225 5379 4504 3838 3105 1540 3152 7559
shrinkage=0.1
Tree=257
num_leaves=25
num_cat=0
split_feature=172 32 120 153 75 88 10 126 26 75 118 115 166 89 175 36 168 166 40
126 90 79 116 53
split_gain=1.1686 2.51256 2.31124 1.81092 3.33165 3.24659 3.33747 4.39082 3.88816
3.69373 2.95305 2.73235 2.71625 3.78469 2.954 2.62358 2.41372 2.13661 2.217 1.84704
1.84662 1.78132 1.73162 1.71362
threshold=0.930921 0.325498 0.668184 31.613066 7.979693 -1.046847 9.380694 0.798846
0.100253 3.643427 0.045619 3.088809 0.000755 42.284927 0.082367 -1.84058 0.000315
0.009337 0.752419 0.999983 38.704638 0.593816 1.389781 0.998809
decision_type=2 2 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 21 -3 5 12 17 7 8 -7 11 -10 19 13 22 20 -16 -12 18 -1 -8 -14 -2 -5 -17
right_child=1 2 -4 4 -6 6 9 -9 10 -11 16 -13 14 -15 15 23 -18 -19 -20 -21 -22 -23 -
24 -25
leaf_value=0.027123 0.019506 -0.024099 0.005012 0.013516 0.016481 0.009266 0.031139
0.013712 0.009403 -0.010122 0.008369 -0.008824 -0.018609 -0.027973 -0.010498
0.020109 -0.025386 -0.00636 -0.000692 -0.001527 0.007592 -0.007516 -0.010911 -
0.005975
leaf_weight=81.71298 12.955043 43.069526 22.066675 27.932943 29.063473 36.580192
55.394197 47.026301 10.279624 26.802864 4.116065 6.603195 49.458578 63.264081
19.959548 77.625502 139.192345 15.097808 34.385841 16.284665 11.638108 13.828397
10.959937 11.564566
leaf_count=5813 1588 3488 1832 888 1292 2110 12644 3640 750 4509 1676 796 1268 1654
761 2209 4341 650 2608 3080 449 1237 258 236
internal_value=0.0 -0.008017 -0.016095 0.002081 -0.003669 0.00575 8.8e-05 -0.006337
-0.01288 0.012299 -0.019022 0.020852 -0.007727 -0.017855 0.000646 0.009466 -
0.022735 0.016925 0.020853 0.025852 -0.012532 0.009419 0.00451 0.015876
internal_weight=0.0 91.9196 65.1362 774.943 301.467 473.476 342.279 237.195 190.168
105.085 153.588 78.2821 272.403 102.157 170.246 109.15 143.308 131.197 116.099
71.6789 61.0967 26.7834 38.8929 89.1901
internal_count=59777 8145 5320 51632 9015 42617 33546 12517 8877 21029 6767 16520
7723 2800 4923 3206 6017 9071 8421 15724 1717 2825 1146 2445
shrinkage=0.1
Tree=258
num_leaves=25
num_cat=0
split_feature=36 113 140 91 116 42 163 164 58 62 112 114 75 24 128 36 125 38 112
127 76 91 16 33
split_gain=1.21269 3.28774 3.10863 4.29506 3.84855 3.74624 3.09839 2.96507 2.96162
2.9615 2.91314 2.33281 2.40203 2.30393 2.09188 3.73655 3.3645 2.28016 2.4933
2.02425 1.9844 1.95223 1.9274 1.75133
threshold=-0.77688 0.885303 -0.078119 0.58428 -1.928152 0.350752 0.320045 0.097974
0.131891 9.742912 0.282076 -2.833913 10.399675 29.905628 -0.185624 0.759157
0.281649 0.248627 0.204298 -0.308051 19.568227 0.093465 0.134989 0.81033
decision_type=2 2 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 14 -4 20 -3 10 -9 11 -1 -6 13 -13 16 -16 -2 -18 -19 21 -5 -8 -20 -
7
right_child=2 6 4 5 9 23 19 8 -10 -11 -12 12 -14 -15 15 -17 17 18 22 -21 -22 -23 -
24 -25
leaf_value=-0.018439 0.006402 0.009647 0.013155 0.00892 0.005919 0.028277 0.00565 -
0.005153 0.023364 0.01166 0.012483 0.005041 0.004586 -0.031041 0.020135 -0.012384
0.007483 0.002499 0.002633 0.007002 -0.014825 -0.02727 -0.032556 -0.000718
leaf_weight=27.617675 57.572078 38.229552 20.238319 30.543061 13.274925 73.760192
6.853854 29.782611 122.391911 5.798091 16.656942 7.927236 13.924087 110.52804
38.000344 26.634048 9.879891 25.042053 11.089003 9.198805 30.493786 48.257282
68.193951 22.686292
leaf_count=2122 3027 2646 2479 2453 823 5595 559 1814 9284 2070 1570 710 1641 6531
2530 1277 725 1825 706 810 1062 2408 3586 1524
internal_value=0.0 0.005482 -0.001978 0.002998 -0.011771 0.013999 -0.00722 0.01223
0.017857 -0.017235 -0.006355 -0.020737 -0.024205 -0.027923 -0.005315 0.007101 -
0.010477 -0.018445 -0.022356 -0.01713 -0.00411 -0.022472 -0.028394 0.023271
internal_weight=0.0 298.989 565.585 393.895 171.691 157.483 102.539 196.449 152.175
151.452 44.2746 145.654 132.379 118.455 236.411 64.6344 171.777 114.205 104.325
64.3099 61.0368 55.1111 79.283 96.4465
internal_count=59777 21213 38564 24310 14254 10634 6423 14790 11098 11775 3692 9705
8882 7241 13676 3807 9869 6842 6117 3777 3515 2967 4292 7119
shrinkage=0.1
Tree=259
num_leaves=25
num_cat=0
split_feature=76 63 154 154 63 128 62 37 36 37 101 89 10 115 90 114 131 153 103 166
103 153 115 103
split_gain=1.20964 3.11693 2.36762 3.38028 2.7854 3.95872 3.41808 2.88012 4.45155
3.03056 2.91015 2.64609 3.14158 2.68125 2.51052 2.38084 2.30481 2.3565 2.24659
2.06529 1.74006 1.48221 1.22481 1.12221
threshold=80.471221 9.677018 295.438222 248.387558 9.732958 -0.148799 9.723096
0.135823 -1.076775 -0.857518 -13.456856 79.5097 161.145165 -1.69859 44.187275 -
1.448441 0.920274 43.143231 -39.589388 0.001988 -21.551746 70.343751 2.539927 -
5.289602
decision_type=2 2 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 20 3 4 5 7 16 9 18 -1 -11 12 13 -7 23 -10 17 19 -9 -6 21 -2 -4 -5
right_child=1 -3 22 14 6 11 -8 8 15 10 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22
-23 -24 -25
leaf_value=0.011821 0.014219 0.013218 0.022232 -0.030996 -0.033129 -0.004438
0.014101 -0.005207 0.008894 0.0027 -0.024521 -0.008562 -0.007456 0.035906 0.008582
-0.006259 0.007446 0.00512 0.032045 0.004165 -0.025987 -0.010494 -0.001337 -
0.000133
leaf_weight=20.281051 8.479565 10.822305 37.730425 23.909107 51.707972 9.470006
10.681212 7.334486 139.550451 48.627343 70.336442 7.016392 9.210627 60.450562
6.761092 200.967715 9.983175 11.798052 34.079753 7.378206 29.583208 7.232887
23.98886 15.075702
leaf_count=3342 388 649 2390 545 3339 644 3066 136 8859 2388 3973 530 1943 4996 303
13437 980 487 3835 817 921 87 1089 633
internal_value=0.0 -0.009762 0.002 2.6e-05 0.002223 0.004821 -0.01111 0.000876
0.005334 -0.009748 -0.015556 0.020607 0.025279 0.030794 -0.01858 0.000234 -0.018125
-0.023178 0.026103 -0.028642 -0.018989 0.003425 0.016188 -0.025331
internal_weight=0.0 56.118 806.339 744.619 698.873 607.325 91.5486 521.177 381.932
139.245 118.964 86.1476 79.1312 69.9206 45.7459 340.518 80.8674 70.8842 41.4142
59.0862 45.2957 15.7125 61.7193 38.9848
internal_count=59777 2045 57732 54253 52772 44083 8689 35970 26267 9703 6361 8113
7583 5640 1481 22296 5623 4643 3971 4156 1396 475 3479 1178
shrinkage=0.1
Tree=260
num_leaves=25
num_cat=0
split_feature=50 36 125 166 76 141 105 16 192 166 155 15 155 89 161 182 96 162 114
38 62 57 111 21
split_gain=1.16195 2.39602 2.94232 2.72471 2.44491 2.42273 2.40822 2.3623 2.45228
2.31014 2.27884 2.95078 2.21851 2.53972 2.25163 2.16324 2.09948 2.03659 1.95651
1.88505 2.32635 1.95554 1.712 1.78793
threshold=7.885582 0.06095 0.659307 0.008096 33.33339 0.045797 0.082876 0.42995
0.68261 0.000208 19.378423 0.676151 60.228289 63.63903 0.363161 0.8 0.777723
0.659036 0.889181 0.653753 5.948856 0.011449 0.626027 0.268849
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
left_child=1 3 6 7 -4 -5 -3 8 19 -8 17 22 18 14 -14 -7 -13 -9 -2 20 -1 -22 23 -12
right_child=12 2 4 5 -6 15 9 10 -10 -11 11 16 13 -15 -16 -17 -18 -19 -20 -21 21 -23
-24 -25
leaf_value=-0.007393 0.021018 0.003839 0.016813 0.011129 -0.010097 -0.026472
0.00628 -0.021544 -0.006097 -0.024703 0.006323 0.022012 0.005657 0.014728 -0.019996
0.004829 -0.004762 0.007543 -0.005033 -0.00666 -0.003982 0.027103 0.006507 -
0.019897
leaf_weight=7.971067 71.423955 37.288297 37.71177 6.117828 22.798947 35.348596
11.215364 35.698829 31.615365 105.11412 13.84873 58.024315 32.191019 16.029187
45.017692 15.16436 23.366844 10.237719 20.116258 8.980201 11.814546 118.074536
38.642041 46.209934
leaf_count=265 6605 1798 4115 449 866 2105 1822 5170 2259 4034 753 3731 1337 843
1729 511 1320 2340 2884 646 824 9456 1995 1920
internal_value=0.0 -0.001164 -0.008993 0.002908 0.006659 -0.012472 -0.015281
0.006031 0.013415 -0.020828 -0.000965 0.004551 0.007063 -0.003405 -0.011036 -
0.019101 0.015287 -0.014519 0.015484 0.018052 0.02085 0.023976 -0.006184 -0.013705
internal_weight=0.0 675.243 214.128 461.115 60.5107 56.6308 153.618 404.484 178.456
116.329 226.028 180.092 184.778 93.2379 77.2087 50.513 81.3912 45.9365 91.5402
146.84 137.86 129.889 98.7007 60.0587
internal_count=59777 46379 12635 33744 4981 3065 7654 30679 13450 5856 17229 9719
13398 3909 3066 2616 5051 7510 9489 11191 10545 10280 4668 2673
shrinkage=0.1
Tree=261
num_leaves=25
num_cat=0
split_feature=14 32 13 145 182 61 86 60 141 193 119 194 195 52 8 58 115 38 91 167
11 0 53 124
split_gain=1.14358 2.12313 2.1817 2.0232 2.55943 2.29831 3.51825 2.88665 4.06965
3.13323 2.94531 3.17418 2.26281 2.46606 2.17716 2.1655 2.13819 2.94672 1.9305
1.92026 1.83183 1.70913 1.58273 1.57959
threshold=0.90124 0.579106 0.69755 0.019383 -0.857143 0.716967 0.454341 0.480079
0.114513 -0.939858 0.024926 -0.954358 0.405315 0.65 0.999721 0.747271 0.553768
1.980606 0.767636 0.020707 3.077287 0.999783 0.950811 0.237589
decision_type=2 2 2 2 8 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 21 -5 7 15 8 12 -9 -11 -12 19 -14 20 23 -8 -18 22 -6 -10 -1 -4 -7
right_child=1 -3 18 4 5 6 16 9 14 10 11 -13 13 -15 -16 -17 17 -19 -20 -21 -22 -23 -
24 -25
leaf_value=0.014841 0.012288 0.018272 -0.022463 0.014691 0.023526 0.004219 -
0.002289 0.008747 0.003525 0.007121 0.006198 -0.032074 0.012206 -0.011681 0.007262
0.007875 0.027299 -0.007919 0.008428 -0.005463 -0.026051 -0.008652 0.005794 -
0.022057
leaf_weight=82.390777 25.360988 53.428105 41.869806 32.585881 48.345682 14.756812
52.467969 14.097027 14.896722 11.324119 11.246388 102.80103 31.579791 66.219262
13.064805 23.971277 55.489877 10.821389 12.381203 12.583179 58.24636 10.980612
7.052699 50.017284
leaf_count=5694 1877 4434 2390 6183 4369 936 3534 1468 1037 738 852 4861 1588 2320
554 2655 4572 321 1257 659 2635 1125 578 3140
internal_value=0.0 0.007856 -0.00238 -0.000983 -0.0032 -0.00509 0.00301 -0.009337 -
0.0019 -0.018944 -0.02348 -0.027631 0.007239 -0.002603 -0.015634 -0.009666 0.012552
0.020683 -0.010995 0.017719 -0.020903 0.010238 -0.017562 -0.01673
internal_weight=0.0 140.093 86.6647 717.886 624.515 591.929 207.525 384.404 244.936
139.469 125.372 114.047 158.728 97.7991 86.2079 88.7454 118.779 66.3113 61.3037
60.9289 73.1431 93.3714 48.9225 64.7741
internal_count=59777 10536 6102 49241 42422 36239 15158 21081 13162 7919 6451 5713
8936 3908 4226 6731 8427 4893 4225 5028 3672 6819 2968 4076
shrinkage=0.1
Tree=262
num_leaves=25
num_cat=0
split_feature=113 83 149 156 23 2 115 77 33 8 79 131 185 167 105 27 50 78 60 72 94
158 192 97
split_gain=1.12649 2.81357 2.72932 2.32171 3.12297 2.94191 3.06176 2.73495 2.59463
2.56561 3.08779 2.95353 2.37827 2.25597 2.10729 2.02168 1.94843 1.90406 1.87545
1.7686 1.73343 1.60463 1.54946 1.49524
threshold=0.018701 0.559947 0.665451 0.989318 36.109129 0.086957 1.124393 -1.243177
0.464022 0.009099 0.21278 0.117391 -0.873039 0.008938 0.013559 0.967789 9.712997
0.658124 0.317511 0.0 0.095762 0.8275 -0.525266 0.935701
decision_type=2 2 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 19 18 5 -5 9 12 -6 -8 13 -11 -12 -7 -2 -13 -14 -16 -10 -3 -1 -20 -9 -
22 -21
right_child=3 2 -4 4 7 6 8 21 17 10 11 14 15 -15 16 -17 -18 -19 20 23 22 -23 -24 -
25
leaf_value=-0.006842 0.013255 0.004686 0.012393 0.019971 0.011535 -0.008782
0.007606 -0.02245 -0.021769 0.003838 0.00373 0.00257 0.024556 -0.010616 -0.032464 -
0.00542 0.004417 0.003605 0.006005 0.021952 0.004182 0.006342 -0.029419 -0.003661
leaf_weight=11.210345 49.057174 23.963427 24.720262 63.71579 22.066965 11.60109
60.005799 30.5961 49.874289 50.133879 28.596031 15.540678 70.725986 30.795654
107.597129 11.633987 5.527888 28.137925 5.058873 92.89791 5.129915 5.786007
37.436952 14.327006
leaf_count=731 3820 1734 2032 4677 2636 1217 5048 2622 3193 1817 915 521 7475 1291
3286 1018 103 2330 564 7754 752 584 2578 1079
internal_value=0.0 0.006512 -0.005127 -0.001272 0.009285 -0.004266 0.003773 -
0.005789 -0.005346 -0.010424 -0.015506 -0.021203 0.014723 0.003538 -0.026322
0.019896 -0.029937 -0.014517 -0.013536 0.01487 -0.020654 -0.016888 -0.025264
0.01844
internal_weight=0.0 214.745 96.3094 641.392 122.165 519.228 231.979 58.4491 138.018
287.248 207.396 157.262 93.9611 79.8528 128.666 82.36 113.125 78.0122 71.5892
118.435 47.6257 36.3821 42.5669 107.225
internal_count=59777 17224 7660 42553 10519 32034 20281 5842 10571 11753 6642 4825
9710 5111 3910 8493 3389 5523 5628 9564 3894 3206 3330 8833
shrinkage=0.1
Tree=263
num_leaves=25
num_cat=0
split_feature=124 59 188 173 106 5 178 95 96 96 25 3 170 57 157 114 30 44 148 148
74 90 157 38
split_gain=1.13191 2.43663 1.67449 1.6576 2.86671 2.98157 2.64272 2.49399 5.30766
3.5543 2.61074 2.2042 2.0772 2.21893 2.02972 2.02115 1.98805 1.97851 1.81431
2.08103 1.79732 1.73542 1.46101 1.4489
threshold=0.855698 0.996157 0.234318 0.009892 0.12078 0.0 0.900615 0.419149
0.495029 0.552425 43.195089 0.066667 0.942403 0.82178 0.271818 -1.069367 0.95458
0.319421 0.862405 0.070669 0.999995 -17.434337 0.979647 -1.98008
decision_type=2 2 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 -1 14 -7 8 10 17 15 -10 13 23 -6 -5 -8 -9 19 -19 -13 -12 -17 -
11
right_child=1 -3 -4 7 5 6 16 9 11 12 21 20 -14 -15 -16 22 -18 18 -20 -21 -22 -23 -
24 -25
leaf_value=0.008869 0.023624 -0.006348 -0.000922 -0.014913 -0.009858 0.006373 -
0.031959 0.010392 0.002149 -0.004429 -0.006308 -0.032987 -0.003915 -0.000312
0.014433 0.015135 0.003375 0.006611 0.00789 -0.020521 0.003553 0.020789 -0.009196
0.027428
leaf_weight=44.280713 45.846419 49.820157 35.954309 45.070569 28.880476 11.345143
65.228435 29.897652 23.418799 4.004952 9.815495 44.690396 31.962606 42.430577
27.307239 26.615309 9.847778 15.353452 17.167402 72.537379 6.91153 59.439132
4.920715 100.975598
leaf_count=2211 4881 3780 3228 2177 1631 1328 1806 2270 1310 330 527 2606 2505 3098
2624 2550 246 1287 1133 4030 509 5713 276 7721
internal_value=0.0 0.008123 0.016133 -0.000841 -0.008015 -0.014095 -0.022623
0.002056 -0.005495 0.007393 0.005769 -0.021672 0.015314 0.019446 0.00303 -0.005819
-0.027744 -0.004243 -0.010196 -0.015154 -0.028654 0.015992 0.008222 0.025278
internal_weight=0.0 131.621 81.8007 722.101 186.89 142.609 86.4214 535.212 220.882
314.33 145.861 75.0207 179.374 147.411 56.1877 76.6066 75.0762 134.956 105.058
87.8908 51.6019 69.2546 31.536 104.981
internal_count=59777 11889 8109 47888 9846 7635 3380 38042 15668 22374 11243 4425
13654 11149 4255 5003 2052 8720 6450 5317 3115 6240 2826 8051
shrinkage=0.1
Tree=264
num_leaves=25
num_cat=0
split_feature=153 180 166 153 96 95 165 99 10 179 136 37 114 103 101 12 77 140 172
161 37 179 152 164
split_gain=1.08728 2.80929 1.9461 2.63717 2.82307 3.02599 4.19729 2.92506 2.63138
2.35362 2.19676 3.27155 4.09331 2.73389 2.55624 3.34322 3.27863 2.1672 2.10293
2.08796 1.97724 1.80838 1.63131 1.54134
threshold=1.864134 4.223232 4.5e-05 5.807404 0.777723 0.527302 0.742458 0.687669
1.042299 20.543683 0.146074 -0.049447 -0.058086 -9.963059 -25.064898 512.019515
3.090839 -0.149327 0.002762 0.363161 -0.24799 1.781398 0.007987 0.899354
decision_type=2 2 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 8 9 10 21 18 -8 -2 20 17 12 13 -12 16 -16 -13 19 -7 -5 -4 -6 -19 -
22
right_child=2 -3 3 4 5 6 7 -9 -10 -11 11 14 -14 -15 15 -17 -18 22 -20 -21 23 -23 -
24 -25
leaf_value=-0.00731 0.008686 0.023502 0.007231 0.005861 0.001509 -0.005838 -
0.021315 0.010613 -0.026069 0.010042 0.006368 0.013885 0.017716 -0.025239 0.022974
-0.008307 -0.012395 -0.008742 0.022581 -0.022837 -0.026258 -0.027702 0.014172
0.003865
leaf_weight=26.790429 8.826091 23.248043 7.1561 17.194865 23.799245 16.282282
43.85463 12.762489 19.048583 10.553011 20.022757 52.607855 13.653765 41.374669
202.808922 18.123453 54.243034 14.992878 50.182629 32.745503 59.135272 31.514334
41.738163 8.615173
leaf_count=5614 1157 13010 624 824 750 539 1392 663 878 5177 894 2197 1038 1378
9097 2199 1850 761 2935 1145 1916 1202 2087 450
internal_value=0.0 0.011137 -0.000345 0.001037 0.003308 -0.006513 0.002955 -
0.012638 -0.016403 -0.012316 0.006984 0.010161 -0.006141 -0.01649 0.014173 0.019485
0.000786 -0.004474 0.016021 -0.014746 -0.017954 -0.019844 0.006945 -0.022383
internal_weight=0.0 50.0385 801.236 773.361 687.901 178.396 123.082 56.6171 27.8747
85.4596 509.506 402.834 75.0512 61.3974 327.783 220.932 106.851 106.671 66.4649
49.9404 74.9065 55.3136 56.731 67.7504
internal_count=59777 18624 41153 39118 30951 7481 5529 2055 2035 8167 23470 18653
3310 2272 15343 11296 4047 4817 3474 1969 2990 1952 2848 2366
shrinkage=0.1
Tree=265
num_leaves=25
num_cat=0
split_feature=167 179 149 75 4 102 83 194 84 10 167 17 27 18 110 97 63 158 72 78
114 68 35 97
split_gain=1.11752 1.37663 2.01087 1.76249 2.23302 2.80407 3.34931 3.13911 2.59887
2.54006 3.20274 2.38438 3.0025 2.1775 2.12221 2.03928 1.90291 1.87629 1.82318
1.80446 1.73481 1.57814 1.53693 1.49894
threshold=0.000354 1338.0544 0.194109 9.330042 0.166667 7.338743 0.274877 -0.514489
0.688954 61.825041 0.003466 0.119811 0.087138 0.278528 0.406296 0.724767 9.579921
0.001965 0.194261 0.96769 -3.065566 0.097573 0.73895 0.99999
decision_type=2 2 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 6 15 -8 13 10 16 -12 -13 22 -11 -2 -6 -9 -15 23 -10 -22 -7 -
5
right_child=1 2 -4 19 9 8 7 17 20 14 11 12 -14 18 -16 -17 -18 -19 -20 -21 21 -23 -
24 -25
leaf_value=0.013798 0.013738 -0.006885 0.021642 0.020816 0.005191 0.015142 0.002635
0.003319 -0.00864 0.006892 -0.005697 -0.00611 0.023558 0.004917 -0.019459 -0.011394
-0.017228 -0.033047 -0.019058 -0.006534 -0.004364 0.02232 -0.007373 -0.006079
leaf_weight=18.57654 32.48077 15.022537 21.299628 50.841947 46.109804 29.18918
29.929278 7.804226 6.778402 21.961397 31.61877 24.403824 121.617105 23.293658
40.029321 17.570836 34.784336 83.65907 78.978457 24.272926 13.482397 48.607566
19.763785 6.433464
leaf_count=6630 1489 5266 9523 3756 2457 1315 1708 352 282 2529 1153 997 4860 998
3539 625 1616 2567 2890 1299 467 2302 807 350
internal_value=0.0 -0.000303 0.012422 -0.001478 -0.003228 -0.007951 -0.01613 -
0.023192 -1.7e-05 0.002782 0.007189 0.013766 0.018327 -0.007032 -0.011072 0.003712
-0.006997 -0.029851 -0.013731 0.009705 0.012206 0.017066 0.006804 0.016475
internal_weight=0.0 829.933 36.3222 793.611 712.062 391.538 171.444 121.393 220.093
320.525 258.534 177.64 146.021 151.225 61.9907 50.0516 80.8941 91.4633 102.272
81.5483 68.8684 62.09 48.953 57.2754
internal_count=59777 53147 14789 38358 32953 15802 6741 4627 9061 17151 11083 7010
5857 6010 6068 2114 4073 2919 3888 5405 3051 2769 2122 4106
shrinkage=0.1
Tree=266
num_leaves=25
num_cat=0
split_feature=180 22 53 159 10 102 10 166 18 180 99 67 141 20 189 89 190 174 116
145 166 30 76 114
split_gain=1.12903 2.01327 1.69891 3.85591 5.21669 4.03876 3.01248 3.56458 2.89044
2.77743 2.2488 2.22929 2.34845 2.67512 2.17234 2.09775 1.99465 1.89656 1.79324
2.4904 1.95932 1.74718 1.72623 1.70705
threshold=0.4611 1.0 0.609847 0.910098 53.072668 9.297368 17.012545 0.004104
0.339917 4.223232 0.67292 0.930839 -0.165711 0.190039 -0.648186 52.330433 -0.588455
0.003744 0.951287 0.038969 0.001218 0.240603 8.150082 -2.819964
decision_type=2 2 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 -6 11 9 10 -8 16 12 -4 -14 -5 17 -2 -10 19 -15 -20 -16 -13 -7
right_child=2 -3 6 14 5 23 7 -9 15 -11 -12 22 13 18 21 -17 -18 -19 20 -21 -22 -23 -
24 -25
leaf_value=0.014958 0.008182 -0.00914 0.007847 0.009907 0.01091 0.006007 -0.008229
-0.01513 -0.000497 0.023356 0.01485 -0.008567 0.002653 0.001665 0.004182 0.001754 -
0.016986 0.03352 -0.013464 -0.030511 0.010763 -0.024187 0.016104 -0.026339
leaf_weight=75.647663 19.152455 17.011337 22.609163 7.001988 29.799226 3.601192
14.294436 14.053141 17.371808 60.934439 23.204668 15.348876 50.864255 23.505951
14.219199 42.901584 41.94752 78.173294 27.082808 107.732289 24.307044 47.216828
24.280485 44.049138
leaf_count=8537 857 1486 735 619 6800 723 517 2107 624 10942 1299 539 1812 691 935
1882 1572 4245 898 2937 968 2577 809 4666
internal_value=0.0 0.009048 -0.000871 0.003766 0.008703 -0.010069 -0.005254 0.0083
0.0158 0.016533 0.000319 -0.009874 -0.013113 -0.016034 -0.012964 0.022958 -0.008945
0.029035 -0.02078 -0.025714 -0.00228 -0.01855 0.007013 -0.022197
internal_weight=0.0 92.659 753.652 368.639 300.201 77.4496 385.013 89.282 222.751
75.2289 84.3046 295.731 256.102 233.492 68.438 138.447 61.1 95.5451 182.628 131.238
51.3899 61.436 39.6294 47.6503
internal_count=59777 10023 49754 26799 22668 12189 22955 13566 10479 11459 3728
9389 8041 7306 4131 6751 2429 4869 5494 3628 1866 3512 1348 5389
shrinkage=0.1
Tree=267
num_leaves=25
num_cat=0
split_feature=36 24 89 190 76 92 63 140 75 154 23 182 75 100 179 100 36 83 89 154
193 90 195 127
split_gain=1.1684 2.94281 2.66734 3.47939 2.83219 2.17543 2.00617 2.49482 3.11222
3.72495 3.39633 2.88063 2.79385 3.41584 2.15697 2.13746 2.03632 2.00934 2.00205
1.95617 1.8305 1.77019 2.20401 1.70977
threshold=0.06095 40.62743 62.756371 -0.523239 46.851561 0.639038 7.372266 -
0.033531 -0.795129 253.430512 10.620548 -0.636364 -4.331859 0.314889 5.01775
0.086984 -0.210211 0.833796 45.448216 66.413591 0.924742 8.184272 -0.82407 0.011188
decision_type=2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 10 2
left_child=6 23 3 -3 -4 20 19 12 9 10 -9 -12 13 21 -14 -13 -10 -15 -7 -1 -5 -8 -23
-2
right_child=1 2 4 5 -6 18 7 8 16 -11 11 15 14 17 -16 -17 -18 -19 -20 -21 -22 22 -24
-25
leaf_value=0.006961 0.019477 0.00588 0.020152 -0.029965 -0.009318 0.011309 -
0.013697 0.012586 0.023661 0.015861 0.006685 0.00258 -0.013036 0.031503 0.011668 -
0.026558 -0.007774 0.0 -0.013395 -0.015288 0.002004 -0.010351 0.017405 -0.008028
leaf_weight=32.864483 33.627082 51.541161 26.142299 84.83796 28.32772 27.012332
18.936103 15.366375 25.488848 20.874375 22.797615 21.748214 44.438242 82.264113
20.319762 107.463958 6.169037 24.416747 21.371316 62.240816 14.845126 12.01408
33.383368 5.676738
leaf_count=3879 3909 4014 2357 3878 703 1751 736 506 4156 1108 3798 1256 1787 5875
4135 5423 990 1753 939 2400 820 980 2347 277
internal_value=0.0 -0.004148 -0.008371 -0.013219 0.007391 -0.019716 0.003245
0.006015 -0.001638 -0.007153 -0.012624 -0.017345 0.012341 0.017977 -0.003721 -
0.0222 0.016553 0.026333 -0.000713 -0.007796 -0.025991 -0.000745 0.008584 0.013378
internal_weight=0.0 293.382 254.078 199.608 54.47 148.067 550.786 455.681 219.908
188.251 167.376 152.01 235.772 171.014 64.758 129.212 31.6579 106.681 48.3836
95.1053 99.6831 64.3336 45.3974 39.3038
internal_count=59777 18648 14462 11402 3060 7388 41129 34850 17237 12091 10983
10477 17613 11691 5922 6679 5146 7628 2690 6279 4698 4063 3327 4186
shrinkage=0.1
Tree=268
num_leaves=25
num_cat=0
split_feature=11 157 23 23 114 114 88 101 194 37 172 118 128 102 63 153 127 53 102
158 89 77 167 100
split_gain=1.14365 3.4957 3.28089 2.91201 4.48465 4.1879 3.70637 3.48366 3.1324
2.75273 2.83737 2.33248 2.3109 2.25117 2.24951 2.23875 2.1297 2.11418 1.97767
1.92197 1.91932 1.87775 1.85398 1.73406
threshold=29.142082 0.149466 58.142072 70.471004 -2.833913 -3.025259 -0.687423
16.311683 -0.57292 2.219054 0.429737 0.253857 -0.191158 7.825554 8.012423 3.135301
-0.724492 0.879514 19.037176 0.039429 53.918678 -27.163703 0.02552 0.27266
decision_type=2 2 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 17 11 5 -5 13 7 19 18 10 21 15 23 -1 -4 -3 -12 -2 -8 -7 -15 -10 -17 -
13
right_child=1 2 14 4 -6 6 8 -9 9 -11 16 12 -14 20 -16 22 -18 -19 -20 -21 -22 -23 -
24 -25
leaf_value=-0.0236 0.015689 0.007376 -0.009282 0.017101 -0.019498 -1.3e-05 0.025086
-0.007502 0.007973 0.014599 -0.008971 0.005214 0.011606 0.017235 0.020372 -0.031278
0.016378 -0.006566 -0.002697 0.033804 -0.010405 -0.020143 0.004299 -0.017143
leaf_weight=24.362343 81.133811 3.489106 11.59874 11.393145 69.769186 19.335307
37.448516 14.076165 5.379814 24.166936 24.608282 28.360745 31.866132 10.972055
22.062399 71.188634 31.979051 36.68151 26.759856 76.121064 10.529172 100.14277
6.098592 62.411404
leaf_count=801 8518 2531 1443 677 2852 773 3917 560 566 1381 1253 2427 3704 823
4411 2795 1993 3326 1418 3784 346 3944 602 4932
internal_value=0.0 -0.003357 -0.009841 0.003753 -0.010281 0.007262 0.011069
0.023517 0.003042 -0.003963 -0.009161 -0.014471 -0.003403 -0.01364 0.010627 -
0.02438 0.006189 0.008834 0.016966 0.029004 0.005709 -0.016839 -0.027921 -0.010688
internal_weight=0.0 354.891 237.076 487.044 81.1623 405.881 360.018 109.533 250.485
186.277 162.11 203.415 122.638 45.8636 33.6611 80.7763 56.5873 117.815 64.2084
95.4564 21.5012 105.523 77.2872 90.7721
internal_count=59777 34689 22845 25088 3529 21559 19589 5117 14472 9137 7756 16991
11063 1970 5854 5928 3246 11844 5335 4557 1169 4510 3397 7359
shrinkage=0.1
Tree=269
num_leaves=25
num_cat=0
split_feature=76 187 115 89 89 118 41 102 155 190 141 31 67 171 195 151 149 102 64
28 105 75 31 75
split_gain=1.10632 2.64217 5.21208 4.64903 3.90561 3.43528 2.49681 2.42212 2.29642
2.52344 2.21148 2.09032 2.39045 2.46177 1.99809 3.47618 2.70217 2.08513 1.97392
1.94253 1.96127 1.91981 1.85071 1.82235
threshold=19.953319 0.305229 1.508431 32.748303 43.102524 0.741841 0.42669 -
29.229875 17.159317 -0.488037 0.214167 0.526566 0.675366 0.819859 0.471558 0.849038
0.419484 -29.229875 8.042576 0.051611 0.085747 24.711587 0.763022 -37.602403
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
left_child=1 2 3 7 10 -3 -6 -1 -5 23 19 14 22 -14 16 17 -2 -16 -11 -4 -21 -19 -13 -
10
right_child=11 5 4 8 6 -7 -8 -9 9 18 -12 12 13 -15 15 -17 -18 21 -20 20 -22 -23 -24
-25
leaf_value=-0.006885 0.016508 0.020867 0.003845 0.014461 0.016424 -0.004837 -
0.00928 0.028966 0.006154 0.017511 0.003714 0.007825 0.024139 -0.007864 0.00675
0.008132 -0.010339 -0.030665 -0.007734 0.000793 -0.03738 0.003118 -0.012206 -
0.025484
leaf_weight=6.136811 29.051724 107.702599 7.661349 12.520442 30.962123 59.287712
40.152596 59.892098 5.591126 15.437053 15.334795 44.343876 38.788451 10.883295
4.800157 24.517228 39.865004 73.114084 31.335745 13.531088 52.240422 11.121593
64.341014 40.916197
leaf_count=405 3025 9982 659 4428 2375 4207 3442 6578 455 828 1215 2247 2340 665
230 999 2646 1856 1727 1078 3298 550 2911 1631
internal_value=0.0 0.003738 -0.001609 0.009444 -0.013002 0.01258 0.003812 0.02423 -
0.003993 -0.01019 -0.023417 -0.003298 0.004519 0.016702 -0.009677 -0.016064
0.002901 -0.023221 0.004879 -0.028407 -0.032229 -0.026622 -0.004107 -0.020533
internal_weight=0.0 498.702 331.712 171.829 159.882 166.99 71.1147 66.0289 105.801
93.2801 88.7677 340.826 158.357 49.6717 182.47 113.553 68.9167 89.0358 46.7728
73.4329 65.7715 84.2357 108.685 46.5073
internal_count=59777 42308 28119 16052 12067 14189 5817 6983 9069 4641 6250 17469
8163 3005 9306 3635 5671 2636 2555 5035 4376 2406 5158 2086
shrinkage=0.1
Tree=270
num_leaves=25
num_cat=0
split_feature=81 166 49 140 36 167 4 166 41 26 123 195 0 126 157 167 195 95 165 117
103 22 0 114
split_gain=1.08395 1.901 2.97271 4.1071 3.06541 2.79588 4.01333 3.0135 2.4605
4.23633 3.01942 2.72813 2.37425 2.20028 2.10599 1.98414 1.87092 1.61214 2.29423
2.55354 1.60143 1.59943 1.57229 1.56962
threshold=0.828375 0.003853 4.799247 -0.016731 -1.561989 0.00658 0.217391 0.000538
0.81057 0.694317 0.791805 0.995384 0.00196 0.40614 0.944973 0.014931 -1.0 0.823552
0.015305 0.916208 -15.058281 0.520876 0.482759 -2.507503
decision_type=2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 8 2 2 2 2 2 2 2
left_child=1 5 3 -3 -4 8 7 -7 10 -10 11 16 -13 -12 -9 -6 -1 18 -2 -20 -17 -5 -18 -
19
right_child=17 2 4 21 15 6 -8 14 9 -11 13 12 -14 -15 -16 20 22 23 19 -21 -22 -23 -
24 -25
leaf_value=-0.004484 -0.006173 0.026075 0.014757 -0.017531 0.007177 0.006304
0.004319 -0.032799 -0.021353 0.012457 -0.01839 0.008488 -0.017227 0.008738 0.003618
0.004387 0.025415 0.009052 0.023958 -0.004331 -0.028395 0.007807 2.8e-05 -0.014542
leaf_weight=19.046015 33.642762 63.790736 8.587919 15.401896 7.252573 14.176831
67.670666 72.054557 59.764237 24.724289 39.090229 40.338551 24.787235 16.566086
9.362723 6.131088 98.201277 11.903573 76.690411 28.135979 30.048563 12.184532
29.987141 27.620772
leaf_count=1974 2803 4723 567 509 285 923 5231 2658 4821 2757 2282 1022 1243 2478
528 194 7684 751 6290 1621 754 556 4964 2159
internal_value=0.0 -0.001056 0.007792 0.016309 -0.007732 -0.00392 -0.013226 -
0.023215 0.001323 -0.010587 0.006006 0.011163 -0.004167 -0.009997 -0.028776 -
0.017261 0.017386 0.007006 0.011444 0.017268 -0.023421 -0.008325 0.020958 -0.006397
internal_weight=0.0 659.167 143.397 91.3772 52.0201 515.77 163.265 95.5941 352.505
84.4885 268.017 212.36 65.1258 55.6563 81.4173 43.4322 147.234 177.993 138.469
104.826 36.1797 27.5864 128.188 39.5243
internal_count=59777 46153 7588 5788 1800 38565 9340 4109 29225 7578 21647 16887
2265 4760 3186 1233 14622 13624 10714 7911 948 1065 12648 2910
shrinkage=0.1
Tree=271
num_leaves=25
num_cat=0
split_feature=112 182 138 45 126 126 185 143 159 188 153 112 121 30 23 155 33 121
194 60 194 187 94 171
split_gain=1.0801 2.02122 2.36631 1.85056 3.74756 3.38786 3.57566 3.14648 2.55893
2.51286 2.22258 2.0137 2.65215 1.78794 1.72351 3.0411 2.94909 1.9943 1.66323
1.46521 1.4288 1.46651 1.38287 1.36761
threshold=0.043777 0.4 0.63768 0.253364 0.40614 0.266828 0.858022 0.13893 0.032305
-0.484009 3.32463 0.824107 0.690014 0.205733 31.018386 52.665729 0.420633 0.887747
-0.399522 0.077164 0.887933 0.999972 0.248181 1.0
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
left_child=1 -1 -3 4 11 6 8 9 -5 -7 -9 12 -2 -8 16 17 -12 -16 -18 -6 21 23 -11 -10
right_child=3 2 -4 5 19 7 13 10 20 22 14 -13 -14 -15 15 -17 18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.017762 0.006126 -0.01267 0.01272 -0.007295 -0.004312 -0.011784 0.00861
0.008535 0.028283 -0.004678 0.011986 0.008928 -0.023612 -0.016071 -0.040245 -
0.004676 0.005072 0.003532 -0.021863 0.023675 -7.4e-05 -0.004417 0.016137 -0.003659
leaf_weight=53.519928 26.54314 49.088589 21.315236 26.264794 8.740308 39.492812
11.670576 10.14739 78.266406 23.588016 31.534202 30.278621 34.443633 54.153669
48.176451 64.865507 13.848773 4.492432 34.135606 62.642714 33.083178 5.728346
63.529011 5.021041
leaf_count=7464 2042 1980 779 1397 611 2894 763 5245 5610 1585 1543 1852 1759 2520
2760 2541 841 334 1081 7418 1638 308 4363 449
internal_value=0.0 0.008098 -0.003085 -0.000833 0.007415 -0.003637 0.005537 -
0.009494 0.013142 0.002552 -0.016065 -0.005491 -0.0134 -0.010025 -0.018612 -
0.024807 -0.004056 -0.036564 -0.015306 0.019893 0.018295 0.022998 0.010785 0.025754
internal_weight=0.0 123.924 70.4038 710.647 162.648 547.998 214.188 333.81 148.364
126.61 207.2 91.2654 60.9868 65.8242 197.053 117.534 79.5186 52.6689 47.9844 71.383
122.099 89.0158 87.117 83.2874
internal_count=59777 10223 2759 49554 13682 35872 12685 23187 9402 8842 14345 5653
3801 3283 9100 5635 3465 3094 1922 8029 8005 6367 5948 6059
shrinkage=0.1
Tree=272
num_leaves=25
num_cat=0
split_feature=153 75 21 115 77 166 64 179 166 167 141 128 36 88 98 115 168 101 69
193 179 166 153 12
split_gain=1.15694 2.63773 3.1445 3.43131 2.9909 2.4653 3.25481 3.20626 4.32907
3.73679 3.83086 2.87632 3.78002 2.59564 2.45183 2.44263 2.35229 2.05874 2.0417
1.98414 1.96253 1.8481 1.81675 1.81464
threshold=31.613066 7.979693 0.502669 2.138229 6.264649 0.000579 9.152556 10.135928
0.002113 0.004779 0.086302 -0.148799 -1.076775 24.841734 0.614446 2.55915 0.005501
5.541465 0.787591 -0.691163 0.0574 0.000319 43.143231 106.816483
decision_type=2 2 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 4 14 22 6 -1 8 9 10 23 12 19 21 -4 -11 -14 -9 -18 -10 -12 -8 -2 -7
right_child=1 -3 3 -5 -6 7 13 17 11 15 20 -13 16 -15 -16 -17 18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.023294 -0.004192 0.013988 -0.009609 -0.025656 -0.01211 0.022329 -
0.018853 0.019316 -0.007169 -0.032546 0.008087 0.02364 0.009348 0.01404 0.015911
0.00359 -0.026166 -0.006945 0.004573 0.021818 -0.021785 0.007257 0.018684 -0.007419
leaf_weight=74.828399 32.38166 31.934668 50.420556 80.57348 42.579039 31.70679
41.161544 59.405293 10.975783 62.766499 6.429201 19.639279 9.477697 22.593322
22.296695 13.297141 46.575014 17.49534 14.006412 29.661574 29.932401 13.710331
63.250163 5.384897
leaf_count=12095 1203 1495 1483 1950 1243 1781 4354 11961 409 1749 368 908 364 5574
937 480 1040 4178 374 1067 809 1430 2332 193
internal_value=0.0 -0.003682 -0.007132 -0.015403 0.003463 0.003583 0.012674 -
0.001207 -0.006287 -0.016103 0.001 0.006124 -0.002567 -0.002108 0.001128 -0.027164
-0.01405 0.012972 -0.020058 0.014282 -0.014963 -0.011978 0.01199 0.016329
internal_weight=0.0 323.436 291.502 153.291 138.211 509.047 152.294 356.753 279.853
149.517 73.4533 130.336 110.696 77.4652 72.7173 76.0636 70.0591 76.9006 60.5814
40.6374 36.3616 54.8719 95.6318 37.0917
internal_count=59777 10643 9148 4370 4778 49134 23453 25681 9542 5380 3151 4162
3254 11358 2420 2229 1778 16139 1414 1476 1177 5784 3535 1974
shrinkage=0.1
Tree=273
num_leaves=25
num_cat=0
split_feature=113 156 36 102 123 77 101 194 170 121 194 157 110 140 101 184 151 146
129 47 116 26 24 122
split_gain=1.06976 2.70017 2.74509 1.95284 1.94155 1.93369 2.95536 2.43995 3.05294
2.47123 2.37392 2.6585 2.73129 2.73582 2.61666 2.11077 1.89693 2.51163 2.53188
1.68842 1.49297 1.46591 1.41243 1.35847
threshold=0.018701 0.717546 -0.500092 6.470564 0.586346 -2.076458 -50.782842
0.75453 8.3e-05 0.717128 0.993545 0.935409 0.683805 -0.080023 -28.208433 0.82453
0.020435 0.065787 -0.038104 0.787341 2.56092 0.929729 58.495236 0.893899
decision_type=2 2 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 -3 19 6 -2 8 -8 -9 11 12 16 14 -14 20 -7 -18 -19 -4 -10 -5 -15 -1
right_child=5 3 4 21 -6 10 7 9 15 -11 -12 -13 13 22 -16 -17 17 18 -20 -21 -22 -23 -
24 -25
leaf_value=0.028028 -0.014298 0.00804 -0.018341 -0.020825 0.01233 0.004299 -
0.005735 0.008373 0.028419 -0.017032 0.01147 0.008424 -0.008928 -0.019619 0.019976
-0.003456 0.002163 -0.028911 0.006937 0.006552 -0.004272 0.005144 0.005036 -
0.001798
leaf_weight=50.935157 27.727474 27.771581 30.029215 35.622377 23.182922 19.155654
34.974792 45.29585 91.594237 29.396332 33.592501 47.64578 19.056457 27.494982
45.979491 18.333728 31.201739 126.176105 6.19922 16.874388 4.344103 10.902945
13.87268 12.326521
leaf_count=4094 971 3661 1803 2662 2199 1750 1766 3362 9129 1640 2325 3562 753 1762
3246 1321 2288 6070 742 1126 617 855 1249 824
internal_value=0.0 0.006369 0.013515 -0.006674 -0.00112 -0.001322 0.004967 0.00923
0.015366 -0.004111 -0.005674 -0.008465 -0.011968 0.000869 0.011296 0.021653 -
0.018233 -0.021224 -0.025956 -0.010476 0.02607 -0.015145 -0.01293 0.023776
internal_weight=0.0 207.645 133.348 74.2969 70.0865 622.041 251.667 223.939 149.247
74.6922 370.375 336.782 289.136 106.404 65.0359 114.272 182.733 163.577 132.375
46.9036 95.9383 46.5253 41.3677 63.2617
internal_count=59777 17224 10046 7178 5128 42553 18806 17835 12833 5002 23747 21422
17860 7010 3999 11067 10850 9100 6812 2929 9746 3517 3011 4918
shrinkage=0.1
Tree=274
num_leaves=25
num_cat=0
split_feature=11 157 23 23 114 114 88 88 101 102 63 128 10 103 24 63 19 195 61 63
102 115 89 181
split_gain=1.07828 3.03526 2.84567 2.50233 4.05614 3.73642 3.09473 3.02431 3.00849
2.6494 4.13148 2.81159 2.6968 2.61015 2.21402 2.96191 2.92023 2.11168 2.66428
2.03834 1.98284 1.91227 1.81973 1.6645
threshold=29.142082 0.149466 58.142072 70.471004 -2.833913 -3.025259 -0.687423
3.860362 16.311683 -2.901732 9.03661 -0.618495 2.844086 14.3274 43.926143 8.761086
0.343061 0.930106 0.762051 8.012423 7.825554 1.79765 53.918678 4.987009
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
left_child=3 17 14 5 -5 20 8 23 -7 12 11 -11 21 -12 15 -3 -16 -2 -19 -4 -1 -9 -22 -
8
right_child=1 2 19 4 -6 6 7 9 -10 10 13 -13 -14 -15 16 -17 -18 18 -20 -21 22 -23 -
24 -25
leaf_value=-0.022146 0.018999 -0.013393 -0.008947 0.016606 -0.018167 0.027378 -
0.022604 0.034949 -0.006873 -0.003869 -0.021203 0.024087 -0.007224 0.008311
0.002345 0.014938 -0.026264 -0.014027 0.012439 0.019284 0.016732 -0.000475 -0.0102
0.005884
leaf_weight=24.102438 43.940897 31.18311 11.456013 11.129656 69.390312 92.316644
21.014225 28.78372 13.837248 47.407445 56.249658 38.039451 10.402264 16.852867
39.197493 33.555774 96.916798 43.689657 28.199532 21.513865 10.664227 17.809322
10.469508 9.537933
leaf_count=801 8340 2656 1443 677 2852 4557 691 2752 560 3049 2428 2326 1007 1071
3651 4053 6631 2269 1235 4411 823 766 346 382
internal_value=0.0 -0.003207 -0.009276 0.003751 -0.009315 0.007037 0.010675
0.003196 0.022213 0.007908 -5.9e-05 0.01236 0.020782 -0.013823 -0.013598 0.001359 -
0.019385 0.008238 -0.002862 0.009911 -0.012801 0.027532 0.00542 -0.015398
internal_weight=0.0 349.653 233.823 478.007 80.52 397.487 352.251 246.097 106.154
215.545 158.549 85.4469 56.9953 73.1025 200.853 64.7389 136.114 115.83 71.8892
32.9699 45.2362 46.593 21.1337 30.5522
internal_count=59777 34689 22845 25088 3529 21559 19589 14472 5117 13399 8874 5375
4525 3499 16991 6709 10282 11844 3504 5854 1970 3518 1169 1073
shrinkage=0.1
Tree=275
num_leaves=25
num_cat=0
split_feature=179 11 115 169 104 156 173 49 164 113 36 193 158 138 145 74 110 166
88 153 63 115 75 105
split_gain=1.06246 1.79883 3.19011 3.46786 3.22288 2.45071 3.16387 2.57948 2.9921
2.62393 2.60422 2.38122 2.23767 2.17757 2.16714 2.11231 2.04168 2.03733 1.99556
1.90728 1.85537 1.61494 1.54204 1.52701
threshold=1622.5855 29.142082 2.262915 0.0 0.939503 0.0 0.530957 3.663144 0.032347
0.99116 0.02422 0.619901 0.0 0.901419 0.035301 0.029914 0.924235 0.0009 18.398369
6.114145 1.580754 -0.822186 4.978521 0.977634
decision_type=2 2 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 15 14 6 16 8 -7 10 21 13 -9 -4 -5 -3 23 -6 -17 -14 -21 -10 -2 -1
right_child=22 2 11 4 17 7 -8 12 9 -11 -12 -13 19 -15 -16 18 -18 -19 -20 20 -22 -23
-24 -25
leaf_value=-0.024744 0.01903 0.00898 -0.030001 -0.004997 0.009389 -0.016488
0.010582 -0.007405 -0.001632 -0.009322 -0.005466 0.003109 -0.002534 0.003202
0.026965 -0.022319 0.007025 -0.017226 0.003246 -0.004737 0.025862 0.026415 -0.00705
0.003914
leaf_weight=62.195468 25.153104 19.280662 54.923133 12.277331 17.005817 40.957319
35.926983 15.864071 20.03149 42.244848 34.064931 32.286636 26.219694 15.313066
56.680441 55.550831 11.949231 21.884715 30.53809 9.275575 113.514455 53.457234
8.114761 10.004649
leaf_count=2201 11978 735 2637 1204 2333 2762 2060 714 1066 1792 1766 2298 2224 691
5957 1430 548 1197 1709 200 5620 3704 2532 419
internal_value=0.0 -0.000211 -0.005662 0.001766 0.012273 0.003565 -0.007173 0.00757
-0.000657 0.006295 0.013341 -0.017186 0.01532 -0.024233 0.021505 -0.009394 -
0.015773 -0.006708 -0.01512 0.018845 0.022917 0.020913 0.012241 -0.020764
internal_weight=0.0 791.447 315.741 213.218 107.848 475.706 120.076 355.63 190.756
149.799 107.554 102.523 164.874 70.2362 68.9578 105.37 84.1493 38.8905 86.0889
149.01 122.79 73.4887 33.2679 72.2001
internal_count=59777 45267 20191 14565 10691 25076 5228 19848 11090 8328 6536 5626
8758 3328 7161 3874 3168 3530 3139 8044 5820 4770 14510 2620
shrinkage=0.1
Tree=276
num_leaves=25
num_cat=0
split_feature=90 25 58 47 160 162 25 45 141 75 79 135 76 16 182 54 73 162 174 139
114 171 15 140
split_gain=1.06364 1.51036 2.28486 1.73431 2.50446 2.78022 3.14685 2.46449 2.44953
3.12229 3.41319 3.345 2.40293 2.16491 2.13868 2.24261 2.12051 1.93661 1.80521
1.5527 1.52379 1.44072 1.41503 1.29517
threshold=85.758587 99.302653 0.475583 0.352532 0.773317 0.156784 26.65123 0.280138
0.414482 -11.404824 0.666828 0.368606 6.193435 0.457739 -0.824836 0.94918 0.76361
0.064742 0.078572 0.023783 -2.889061 0.0 0.832648 0.041234
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
left_child=1 3 20 4 5 17 -7 -6 9 10 14 16 -13 -14 -5 -16 -11 -1 22 -8 -3 -9 -12 -20
right_child=-2 2 -4 8 7 6 19 21 -10 11 18 12 13 -15 15 -17 -18 -19 23 -21 -22 -23 -
24 -25
leaf_value=0.009104 0.014097 0.005527 0.004989 0.007893 0.011604 -0.006336 -4.3e-05
0.006563 0.016557 0.02402 -0.015599 0.014627 0.003576 -0.018406 -0.023999 0.002418
-0.003438 -0.01375 0.016366 0.03408 -0.025337 -0.020117 0.00789 -0.006763
leaf_weight=42.254091 14.22891 3.926357 37.123907 9.434215 18.126882 15.179297
15.152367 4.782697 24.576806 54.143549 26.920197 12.608907 56.20465 67.652997
142.378972 30.030444 26.388954 25.231726 52.788578 53.810064 33.631183 39.452455
9.220252 6.879864
leaf_count=4407 1878 208 1740 1344 2051 1076 1461 432 2327 4463 1340 3043 3530 3831
5890 1366 1817 2123 3737 6990 1101 2561 627 434
internal_value=0.0 -0.000167 -0.010792 0.001432 0.008205 0.014112 0.022924 -
0.006025 -0.001755 -0.003884 -0.010285 0.00463 -0.004839 -0.010019 -0.017153 -
0.019806 0.016888 -0.001395 0.003971 0.029356 -0.020859 -0.015411 -0.008548
0.011984
internal_weight=0.0 807.899 74.6814 733.218 213.99 151.628 84.1417 62.362 519.228
494.652 277.653 216.999 136.467 123.858 181.844 172.409 80.5325 67.4858 95.8089
68.9624 37.5575 44.2352 36.1404 59.6684
internal_count=59777 57899 3049 54850 21101 16057 9527 5044 33749 31422 14738 16684
10404 7361 8600 7256 6280 6530 6138 8451 1309 2993 1967 4171
shrinkage=0.1
Tree=277
num_leaves=25
num_cat=0
split_feature=83 108 176 104 15 24 112 140 11 193 89 27 72 157 89 179 108 67 65 64
23 187 173 153
split_gain=1.05131 1.57815 2.44594 2.4507 2.24505 2.72246 3.15493 2.77512 2.66227
2.37371 2.45154 2.25443 2.11618 1.94361 1.73163 1.47714 1.98704 1.40554 1.39024
1.38527 1.32995 1.28328 1.4182 1.2458
threshold=0.921402 0.817951 0.747842 0.946179 0.213312 43.494767 0.213318 -0.021015
161.145165 0.852202 62.756371 0.009958 0.96461 0.871976 35.44058 0.4116 0.469265
0.079591 0.982028 8.253653 70.471004 -0.330977 0.688594 8.328655
decision_type=2 2 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 11 7 8 -6 14 10 12 -1 -8 -3 -7 -2 -17 -4 -13 -9 -16 -18 -23 -5
right_child=15 2 17 23 5 6 9 19 -10 -11 -12 18 -14 -15 20 16 21 -19 -20 -21 -22 22
-24 -25
leaf_value=-0.011845 0.018591 0.023937 0.009156 0.00923 0.015062 -0.005558 -
0.030345 -0.018087 -0.013568 0.001299 0.001449 0.016268 0.003896 -0.003342 0.024764
0.011586 0.005535 -0.012522 -0.004507 0.005579 -0.003635 -0.023001 0.005067 -
0.011804
leaf_weight=17.401044 32.389051 78.960869 8.46914 7.989682 62.332901 17.644723
114.541553 20.654344 20.471645 47.933131 31.124197 86.904796 10.331595 21.292856
31.869315 30.31055 13.201557 56.390093 22.537563 15.621019 8.782892 23.442138
7.18764 32.467261
leaf_count=1083 2304 5724 580 1492 5233 1524 6500 959 2943 2969 2008 6724 758 1620
2451 2878 1182 3319 1725 1845 647 1426 654 1229
internal_value=0.0 -0.000654 0.006015 0.012372 -0.003609 -0.007291 -0.011859
0.005412 0.003778 -0.017529 -0.022387 0.006507 -0.027226 0.018838 0.013015 0.008572
-0.000883 -0.007189 0.011904 -0.010315 0.019852 -0.010988 -0.017242 -0.005036
internal_weight=0.0 713.721 205.57 140.711 508.151 381.307 282.699 98.6083 78.7686
203.93 155.997 126.843 124.873 100.254 58.2969 106.531 74.1419 64.8592 109.442
36.2754 40.6522 43.8313 30.6298 40.4569
internal_count=59777 51333 13964 10065 37369 27837 19800 8037 7565 12235 9266 9532
7258 7344 4622 8444 6140 3899 8449 2804 3098 3262 2080 2721
shrinkage=0.1
Tree=278
num_leaves=25
num_cat=0
split_feature=172 43 180 8 43 141 153 55 56 60 75 22 166 33 115 24 142 86 25 91 122
99 2 115
split_gain=1.04738 2.2385 1.90149 1.69817 3.12308 2.66615 2.43977 3.40449 2.87797
2.68631 2.07053 1.99218 1.98297 1.96008 1.93444 2.26262 2.00382 1.88915 1.80206
1.62739 1.62274 1.5729 1.51729 1.42574
threshold=0.912742 0.274662 4.729 0.114664 0.412576 0.302484 31.613066 0.458883
0.593088 0.573552 7.513984 0.648275 0.000245 0.337846 0.221241 37.564601 -0.392166
0.741128 104.434872 0.981689 0.43836 0.999994 0.75 3.127787
decision_type=2 2 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 12 18 7 9 11 22 19 -8 -1 -11 17 -16 -17 -9 21 -10 -14 -6 -5 -
18
right_child=1 2 -4 6 5 -7 8 14 10 13 -12 -13 20 -15 15 16 23 -19 -20 -21 -22 -23 -
24 -25
leaf_value=0.013423 0.009235 0.00529 -0.020988 -0.020599 0.031409 -0.007485
0.011751 -0.01011 -0.026715 -0.008268 0.007173 -0.009218 0.007412 0.014068 -
0.003909 -0.00443 0.030488 0.012815 -0.003449 0.00328 -0.014681 -0.001977 0.006444
-0.004005
leaf_weight=14.458679 26.795763 19.045956 51.473735 61.156715 66.812145 13.382335
58.395352 47.410474 70.246331 33.147574 7.778689 43.035601 17.599523 49.189872
23.636711 10.182732 73.634019 18.907274 11.737533 11.382025 70.113498 10.599785
5.275095 3.284994
leaf_count=3077 2477 1903 4690 3183 9317 1435 1523 3892 1593 2561 296 887 1137 4062
1504 401 6642 1735 720 297 4300 1026 940 179
internal_value=0.0 -0.007157 -0.014531 0.002295 0.009137 0.018707 -0.000888
0.004243 -0.008855 -0.006051 -0.018726 0.002737 -0.003076 0.005292 0.012414
0.018636 0.024067 -0.001123 0.023795 -0.022809 -0.009264 0.027716 -0.016766
0.028098
internal_weight=0.0 97.3155 70.5197 721.367 204.703 102.532 516.663 325.825 190.838
148.769 89.407 101.431 102.172 82.3374 177.056 110.738 87.1017 66.3177 89.1495
81.6284 87.713 77.4119 66.4318 76.919
internal_count=59777 9070 6593 50707 21012 12498 29695 25099 4596 10746 2186 2410
8514 6623 14353 8726 7222 5627 11063 1890 5437 10343 4123 6821
shrinkage=0.1
Tree=279
num_leaves=25
num_cat=0
split_feature=179 11 47 155 164 9 124 116 125 175 80 106 39 165 167 9 124 192 49 63
193 75 59 40
split_gain=1.00779 1.63883 2.94549 2.32702 2.092 2.27969 1.99413 2.6126 2.60915
2.32724 2.75044 2.81872 2.18141 2.12581 2.09431 1.67708 1.58765 1.7903 1.73653
1.47607 1.47588 1.43086 1.36619 1.36002
threshold=1622.5855 116.026028 0.420625 26.359084 0.131424 0.444444 0.182703
1.533995 0.372358 0.007256 0.866162 0.673578 0.582156 0.427597 0.001731 0.971313
0.646728 0.760976 0.700068 9.631012 0.834286 4.978521 0.575658 0.865506
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 4 -4 -3 -6 8 9 19 13 11 12 -11 -8 -13 -12 17 18 -5 -1 -9 -2 -15 -20
right_child=21 2 3 16 5 -7 7 20 -10 10 15 14 -14 22 -16 -17 -18 -19 23 -21 -22 -23
-24 -25
leaf_value=0.021878 0.018534 -0.010581 0.005355 0.002902 -0.009701 0.020518
0.019404 0.019048 -0.00718 0.007297 0.01734 0.003931 -0.011911 -0.013845 -0.02572 -
0.006269 0.003385 0.003224 -0.037876 -0.000761 -0.004559 -0.006702 0.007538
0.001158
leaf_weight=82.943711 24.779641 18.007166 22.361376 7.251437 6.769077 45.403096
31.037192 45.263269 36.013104 86.947433 27.710476 16.460598 68.979922 22.992217
97.791585 24.001941 11.165932 9.836798 44.017809 33.557903 18.500751 8.120423
19.602858 7.090322
leaf_count=4063 11978 1819 4148 392 1573 2111 3088 4243 1785 3362 2217 1663 3499
1132 3040 590 424 306 1350 1805 1057 2532 1435 165
internal_value=0.0 -0.000166 -0.007769 -0.016332 0.006071 0.013998 0.002323 -
0.001162 0.010837 -0.004489 -0.008093 -0.011971 -0.001902 0.008474 -0.021517
0.008436 -0.02221 -0.026127 -0.030391 0.016851 0.01307 0.011995 -0.005101 -0.034334
internal_weight=0.0 783.706 171.903 101.724 70.1793 52.1722 611.803 459.288 152.515
395.524 321.892 270.18 155.927 73.6323 114.252 51.7124 79.3623 68.1964 58.3596
116.502 63.764 32.9001 42.5951 51.1081
internal_count=59777 45267 12288 6785 5503 3684 32979 25326 7653 20026 14371 11564
6861 5655 4703 2807 2637 2213 1907 5868 5300 14510 2567 1515
shrinkage=0.1
Tree=280
num_leaves=25
num_cat=0
split_feature=84 0 22 175 42 178 120 128 37 29 149 164 179 15 126 163 150 5 86 99
154 187 166 14
split_gain=1.00042 2.37174 2.07589 1.82643 3.40841 3.12205 2.95867 2.59178 2.88514
2.22317 2.21466 2.03823 2.00159 1.99936 1.98467 2.78035 1.77382 1.70289 1.69456
1.56386 1.50426 1.39942 1.39296 1.34417
threshold=0.121561 0.030342 0.411951 0.739221 0.529146 0.995086 0.425194 -0.458215
-0.104097 0.524609 0.021673 0.823877 1.476558 0.240387 0.629622 0.054519 0.028742
0.973272 0.168211 0.306009 324.303361 0.67813 0.003853 0.008244
decision_type=2 2 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 9 11 12 -9 -2 -7 20 -6 -8 15 -12 -17 -10 -15 -3 23 -14 -4 -5
right_child=3 19 22 6 7 10 13 8 17 -11 14 -13 21 18 -16 16 -18 -19 -20 -21 -22 -23
-24 -25
leaf_value=0.003316 0.017275 -0.007102 -0.02593 0.003379 0.011503 0.009792 -
0.008403 -0.004246 0.029235 -0.004185 0.006716 0.005715 -0.015462 -0.005117
0.004401 0.00446 -0.029281 -0.002851 0.020255 0.015528 0.005525 0.007527 0.003141 -
0.027302
leaf_weight=36.784236 60.996725 19.819135 43.979583 6.615456 39.616472 13.311036
30.848264 26.002025 98.338279 66.345826 14.321622 18.406466 43.763562 17.606819
24.714481 6.294241 74.960788 10.679946 44.634797 33.516663 4.199577 9.007735
10.015034 59.77868
leaf_count=1994 6881 2149 1957 483 2267 689 2071 2340 8440 5843 530 1646 3227 1331
1255 187 2402 948 3796 4220 222 879 335 3685
internal_value=0.0 -0.005707 -0.013523 0.002545 0.005628 -0.002183 -0.005218
0.013556 0.020656 0.007796 -0.011307 -0.015305 0.0 0.006148 -0.015578 -0.020536 -
0.026015 0.02615 0.01387 0.007656 -0.020903 -0.009914 -0.021481 -0.02409
internal_weight=0.0 144.115 90.7789 670.443 488.353 260.945 182.09 227.408 135.02
127.343 133.602 89.0002 92.3878 93.0899 120.291 95.5767 81.255 109.018 62.2416
53.3358 70.5937 52.7713 53.9946 66.3941
internal_count=59777 10655 4286 49122 35888 17787 13234 18101 11728 12724 5063 6036
6373 7198 4374 3119 2589 9388 5127 6369 4390 4106 2292 4168
shrinkage=0.1
Tree=281
num_leaves=25
num_cat=0
split_feature=36 128 125 37 25 64 84 22 88 130 175 88 172 85 90 37 116 106 194 63
77 141 47 37
split_gain=0.986027 2.55835 2.77605 2.30677 2.0199 3.12803 2.56874 2.47344 2.28153
3.96492 3.26758 2.21311 2.17199 2.15668 2.06853 2.15811 2.06491 1.97914 2.01937
1.87689 2.26564 1.82453 1.81264 1.52849
threshold=0.06095 -0.665375 0.64318 1.132947 31.80508 8.253653 0.121561 0.411951
28.719767 0.938125 0.815811 -69.920539 0.003388 0.83043 -0.647175 1.515119 -
0.521116 0.062361 -0.099921 9.344949 -1.676427 -0.299871 0.903648 2.661596
decision_type=2 2 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 21 17 -4 5 14 7 -6 9 11 12 -8 -10 -13 -1 -16 -11 -3 23 -7 -21 -2 -20 -
19
right_child=1 2 3 -5 6 19 8 -9 10 16 -12 13 -14 -15 15 -17 -18 18 22 20 -22 -23 -24
-25
leaf_value=0.00912 -0.006754 0.004685 -0.010633 0.015375 0.009211 0.019461 -
0.004316 -0.017236 -0.008697 0.010441 -0.019823 0.030017 0.017846 0.002945 -0.02514
0.007024 -0.015186 0.00878 -0.032825 0.012285 -0.014058 0.016262 0.000431 -0.012932
leaf_weight=4.163943 25.355882 24.121923 20.526808 41.998366 26.694956 20.720945
18.107484 42.399498 18.168422 16.33646 22.34837 114.331823 39.239019 48.7363
64.321562 6.783957 34.873691 30.917971 51.849311 16.845037 35.577376 52.137468
18.34141 17.414184
leaf_count=296 1260 1303 1995 3040 2742 1596 692 3035 1691 1169 2384 8654 7089 3396
2400 626 2136 2451 2010 1384 1839 5000 927 662
internal_value=0.0 -0.003566 -0.009029 0.005968 0.003348 -0.005526 0.007014 -
0.007366 0.010698 0.015082 -0.002839 0.021047 0.009287 0.024185 -0.016249 -0.020582
-0.005959 -0.015485 -0.019762 0.00737 -0.003868 0.008974 -0.027177 -0.001368
internal_weight=0.0 282.663 205.17 62.5252 529.649 148.413 381.236 69.0945 312.142
232.386 79.7558 181.176 57.4074 163.068 75.2695 71.1055 51.2102 142.645 118.523
73.1434 52.4224 77.4934 70.1907 48.3322
internal_count=59777 18648 12388 5035 41129 8141 32988 5777 27211 16047 11164 12742
8780 12050 3322 3026 3305 7353 6050 4819 3223 6260 2937 3113
shrinkage=0.1
Tree=282
num_leaves=25
num_cat=0
split_feature=62 64 179 11 127 113 140 158 180 194 167 167 164 24 36 36 90 195 77
74 69 23 166 134
split_gain=0.999795 1.1883 2.42727 3.92036 3.32601 3.60218 3.18009 2.9979 3.06853
2.58562 2.46739 2.94523 2.29868 2.14464 2.82945 2.50374 2.12192 2.50749 2.6764
2.68554 2.44098 1.95513 1.74906 1.66355
threshold=9.723096 9.057214 5.80575 28.035088 -0.690348 0.847126 -0.276491 0.535915
199987.546 0.98235 0.002043 0.014555 0.019278 64.238245 2.027468 0.520066 -
13.653628 -0.24443 -20.896211 0.062848 0.125201 13.608746 0.002071 0.049129
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
left_child=1 2 3 4 6 -6 13 8 -4 23 -8 -12 -3 15 -15 -1 -14 21 -19 -20 -21 -18 -9 -5
right_child=-2 12 7 9 5 -7 10 22 -10 -11 11 -13 16 14 -16 -17 17 18 19 20 -22 -23 -
24 -25
leaf_value=-0.015539 0.014031 -0.019075 0.028569 0.004854 0.03133 -0.00482 0.009731
0.009581 -0.007442 0.008699 -0.026507 0.002719 -0.01622 0.028224 -0.008415 0.012733
-0.006292 0.015594 0.009699 0.00769 -0.020073 0.021359 -0.011715 -0.024671
leaf_weight=29.279507 11.823531 42.564249 61.577385 8.178964 32.820186 28.234276
16.043672 31.163945 11.735628 12.784861 56.596663 41.955583 23.489189 29.960701
7.908789 16.434097 13.3882 19.012067 29.152716 16.938535 95.88344 55.637672
42.246095 75.19419
leaf_count=1078 3329 3330 9095 205 2873 1160 2208 4769 2523 391 1467 1346 1137 1512
121 993 511 1641 1703 1018 4138 7605 3892 1732
internal_value=0.0 -9.4e-05 0.0028 -0.001855 0.004721 0.019399 -0.002367 0.012012
0.022168 -0.01568 -0.011574 -0.016925 -0.004753 0.009882 0.02013 -0.004113 0.0
0.003886 -0.0033 -0.008807 -0.014935 0.015616 -0.002449 -0.021096
internal_weight=0.0 798.181 502.115 355.391 259.233 61.0545 198.179 146.723 73.313
96.158 114.596 98.5522 296.066 83.5831 37.8695 45.7136 253.502 230.013 160.987
141.975 112.822 69.0259 73.41 83.3732
internal_count=59777 56448 35365 15086 12758 4033 8725 20279 11618 2328 5021 2813
21083 3704 1633 2071 17753 16616 8500 6859 5156 8116 8661 1937
shrinkage=0.1
Tree=283
num_leaves=25
num_cat=0
split_feature=154 64 103 101 37 126 178 75 146 101 64 166 161 75 24 44 19 88 88 166
167 167 25 153
split_gain=0.996346 3.40481 4.32081 4.40577 2.94081 2.84396 2.99339 2.528 2.18658
2.22481 3.27165 2.62965 2.61397 2.24679 2.31062 2.17381 2.00793 1.99152 1.9535
1.93089 1.86595 2.07088 1.92664 1.71888
threshold=138.113012 9.611025 -11.049206 -1.31416 0.066063 0.999983 0.9863 4.384915
0.185738 -13.171704 9.620146 0.000538 0.630104 -7.508742 73.156773 0.581831
0.691531 -44.687024 -0.687423 0.000208 0.023192 0.027773 17.84647 3.867824
decision_type=2 2 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 7 17 -3 8 23 19 16 10 20 -11 13 14 -13 -5 18 -4 -1 -2 22 -22 -10 -7
right_child=1 4 3 15 -6 6 -8 -9 9 11 -12 12 -14 -15 -16 -17 -18 -19 -20 -21 21 -23
-24 -25
leaf_value=0.007414 0.006075 -0.009979 -0.006002 -0.02067 0.024062 0.006037
0.008074 0.006823 -0.005142 0.01658 -0.008044 -0.027539 0.009252 0.00535 0.008033
0.005068 0.010155 0.021772 -0.014867 -0.027945 -0.014089 0.013766 0.032898 -
0.024757
leaf_weight=27.259978 3.989846 10.707947 14.277567 40.172054 32.015838 5.199918
32.503733 11.847266 3.34403 38.267864 15.976218 44.479812 40.124902 23.052967
3.281608 32.328385 47.358305 61.083864 83.373447 88.278466 11.676363 11.938288
78.592508 46.056444
leaf_count=1820 283 614 438 1624 1995 3304 2125 721 80 6485 1854 2275 3492 2407 385
1573 4525 3341 7416 2616 287 1100 6115 2902
internal_value=0.0 -0.003411 -0.008162 0.003069 0.014776 0.003499 -0.010231 -
0.020459 0.006856 0.011736 0.019859 0.002216 -0.005886 -0.014744 -0.022456 -
0.011499 -0.002192 0.016218 -0.00883 -0.025018 0.025185 -0.000156 0.03011 -0.020292
internal_weight=0.0 294.701 251.977 147.862 42.7238 512.486 83.7601 104.116 428.726
270.735 121.527 149.207 110.939 70.8144 47.7614 72.5004 157.992 75.3614 110.633
92.2683 105.551 23.6147 81.9365 51.2564
internal_count=59777 13205 10596 6976 2609 46572 8331 3620 38241 24480 9436 15044
8559 5067 2660 3197 13761 3779 9236 2899 7582 1387 6195 6206
shrinkage=0.1
Tree=284
num_leaves=25
num_cat=0
split_feature=36 4 95 148 7 22 37 2 66 13 99 111 63 0 166 166 88 194 81 154 64 133
61 56
split_gain=0.98447 2.69691 2.53971 2.50456 2.33067 2.28919 2.1257 2.09397 2.47204
2.51806 2.89001 2.33173 2.29024 2.03955 2.03098 2.38609 1.79581 1.7361 1.72022
1.71953 1.67064 1.58143 1.38685 1.37516
threshold=-0.77688 0.075638 0.313365 0.066092 0.007863 0.0 2.135912 0.879158
0.254051 0.160571 0.306009 0.988984 9.793006 0.018519 0.000559 0.001917 5.534465 -
0.869956 0.708318 350.642564 9.73217 0.151917 0.614932 0.37372
decision_type=2 2 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 22 -1 5 -2 19 8 13 23 -11 12 -12 -6 -5 17 -8 -16 -17 -7 -4 -19 -3 -
10
right_child=4 2 20 14 7 6 16 -9 9 10 11 -13 -14 -15 15 18 -18 21 -20 -21 -22 -23 -
24 -25
leaf_value=0.013457 -0.009092 -0.012263 0.022841 0.008436 -0.006007 0.024651 -
0.014457 0.011306 -0.008195 0.000849 -0.030309 0.004666 0.006808 0.014871 0.005132
0.011098 0.010878 0.002453 -0.012086 -0.005062 -0.006866 -0.033928 0.008916
0.011526
leaf_weight=21.670571 27.16536 29.227435 95.527888 17.933367 70.361665 65.596853
20.056222 29.381015 26.037701 59.348094 114.23107 13.072539 3.399971 41.701221
4.217028 31.796974 12.003541 7.686098 15.47025 8.448122 2.897042 35.123957
16.413645 35.986765
leaf_count=1635 1898 2070 8467 2783 2334 7823 703 4767 1573 3650 6134 672 598 4358
336 1603 1006 304 760 360 247 1068 1940 2688
internal_value=0.0 0.005362 0.013314 -0.004303 -0.001587 0.008286 0.014065 -0.00541
-0.007787 -0.012687 -0.017551 -0.024114 -0.027717 0.003662 -0.010464 -0.015565 -
0.00414 -0.025278 0.001367 0.02063 0.020163 -0.029366 -0.003988 0.003248
internal_weight=0.0 277.964 144.066 133.898 526.79 133.27 106.105 393.52 364.139
252.076 190.052 130.704 117.631 112.063 112.228 94.2943 32.0598 47.0271 47.2672
74.045 98.4249 42.8101 45.6411 62.0245
internal_count=59777 21213 12724 8489 38564 11790 9892 26774 22007 15315 11054 7404
6732 6692 6854 4071 1709 1708 2363 8183 8714 1372 4010 4261
shrinkage=0.1
Tree=285
num_leaves=25
num_cat=0
split_feature=53 10 166 173 103 172 110 10 146 114 153 179 82 39 166 166 37 81 95
191 164 31 110 184
split_gain=0.972052 2.78232 3.27863 2.59369 2.42191 2.35378 3.81742 2.30586 2.12262
2.03264 1.94535 2.50606 1.8872 1.87651 2.629 2.57385 2.40192 1.83309 1.69909
1.68506 1.5563 1.54847 1.52939 1.79327
threshold=0.631754 17.012545 0.004104 0.936221 -3.362189 0.060001 0.469008
61.825041 0.043287 1.456505 21.971704 0.0099 0.171742 0.336599 0.003853 0.000341 -
0.172162 0.928247 0.106855 0.386873 0.444441 0.180407 0.989227 0.88301
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 4 10 5 9 6 8 18 -1 12 11 -3 -2 14 15 -6 -17 21 -7 -10 -9 -14 23 -20
right_child=1 2 -4 -5 13 7 -8 20 19 -11 -12 -13 17 -15 -16 16 -18 -19 22 -21 -22 -
23 -24 -25
leaf_value=0.0085 0.002556 -0.006556 -0.013087 -0.012099 0.008747 -0.002255 0.01131
-0.011353 -0.025286 0.008869 -0.001007 0.032621 0.0 0.012313 0.012972 0.007904 -
0.02523 0.003041 0.029689 0.001397 0.010122 -0.029504 -0.003019 -0.0031
leaf_weight=11.441105 30.522495 5.336413 13.338676 44.04509 16.827726 22.560756
82.865071 34.026991 47.184183 9.252625 32.754958 33.626548 20.643206 57.475878
18.89411 6.984544 57.340501 17.13451 89.995457 26.301185 20.458436 81.93628
10.971153 10.490058
leaf_count=1013 1244 252 2052 4379 1405 1491 4311 5272 2252 652 1480 9693 798 3203
712 333 1406 725 7066 1578 4423 2685 714 638
internal_value=0.0 -0.002389 0.010597 0.004247 -0.006708 0.00733 -0.001344 0.013913
-0.013377 -0.014018 0.018218 0.026599 -0.017062 0.002058 -0.005694 -0.01299 -
0.01991 -0.021455 0.019542 -0.018653 -0.002364 -0.025267 0.02339 0.026337
internal_weight=0.0 402.068 85.0566 400.339 317.012 356.294 167.792 188.503 84.9265
159.489 71.7179 38.963 150.236 157.523 100.047 81.1528 64.325 119.714 134.017
73.4854 54.4854 102.579 111.457 100.486
internal_count=59777 26640 13477 33137 13163 28758 9154 19604 4843 6104 11425 9945
5452 7059 3856 3144 1739 4208 9909 3830 9695 3483 8418 7704
shrinkage=0.1
Tree=286
num_leaves=25
num_cat=0
split_feature=112 165 114 120 42 126 45 100 126 87 95 99 163 89 120 75 114 63 141
104 112 128 90 135
split_gain=0.986892 1.72533 1.57909 1.56861 1.61105 3.14928 3.38994 2.28109 2.4581
2.11785 1.83256 1.82317 2.06936 2.2448 1.6248 1.61819 1.59835 1.53457 1.59424
1.41089 1.39571 1.28907 1.36454 1.25705
threshold=0.043777 0.427597 -1.301987 0.975677 0.505746 0.591722 0.296052 0.780137
0.794397 0.782866 0.097659 0.034878 0.054519 89.117727 0.457407 -37.602403 -
2.367061 9.585567 0.098334 0.539732 0.805734 -0.634647 28.903077 0.764493
decision_type=2 2 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 7 10 20 8 11 14 -6 -2 -13 -14 15 -8 -9 21 -19 -11 -7 22 -12 -5
right_child=3 -3 -4 23 5 6 9 16 -10 19 17 12 13 -15 -16 -17 -18 18 -20 -21 -22 -23
-24 -25
leaf_value=-0.012372 0.004202 0.01605 0.009131 0.016303 -0.006295 0.019663 0.00346
-0.00786 0.007384 0.013752 0.011652 0.002815 -0.026265 0.006111 0.005265 -0.025842
0.013869 0.009799 -0.013246 -0.008127 -0.005171 0.02541 -0.009957 -0.004578
leaf_weight=34.709663 23.774498 60.678412 22.813746 46.036194 26.870323 21.810091
11.440648 22.261533 30.052201 18.355326 16.960313 26.586286 125.998327 8.586992
8.951188 80.17909 42.09543 23.101766 14.747045 19.943985 13.239942 63.227158
17.095821 20.593335
leaf_count=2504 1571 5086 2633 3521 1750 2622 908 1288 3158 1681 1137 1812 6676 480
900 4859 3926 2326 884 1314 1453 4660 1271 1357
internal_value=0.0 0.008045 -0.003556 -0.000653 -0.00246 0.00214 -0.006511 -
0.007563 -0.012027 -0.013112 0.010877 -0.015973 -0.019216 -0.023225 -0.018925 -
0.02222 0.006186 0.014989 -0.001372 0.004017 0.012522 0.019883 0.00125 0.010539
internal_weight=0.0 118.202 57.5234 681.907 615.278 335.923 173.92 279.355 214.998
138.87 162.002 184.946 161.172 134.585 100.571 91.6197 64.357 135.132 37.8488
38.2993 35.05 97.2833 34.0561 66.6295
internal_count=59777 10223 5137 49554 44676 25765 13737 18911 13697 9662 12028
10539 8968 7156 6667 5767 5214 10278 3210 2995 4075 7068 2408 4878
shrinkage=0.1
Tree=287
num_leaves=25
num_cat=0
split_feature=180 22 179 37 10 181 127 23 113 10 49 101 128 88 110 13 83 109 8 0
181 38 166 24
split_gain=0.937535 1.6563 1.42843 3.70512 3.41507 3.40746 2.92232 4.28117 3.59455
3.32536 2.74151 2.62466 2.45623 2.33993 2.23978 2.20607 2.23547 2.41402 2.11408
2.08 2.05369 1.9585 1.9012 1.84307
threshold=0.4611 1.0 5.80575 0.037371 0.930654 73352.339854 -0.708514 32.83002
0.055783 99.231182 3.704643 9.854252 -0.348724 41.516626 0.974016 0.030373 0.698625
0.189298 0.37785 0.666667 0.443999 2.660904 3.5e-05 70.645264
decision_type=2 2 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 6 12 18 14 15 9 -9 20 11 13 -4 -10 21 -2 17 -17 23 -19 -8 22 -6 -5
right_child=2 -3 3 4 5 -7 7 8 10 -11 -12 -13 -14 -15 -16 16 -18 19 -20 -21 -22 -23
-24 -25
leaf_value=0.014384 0.006397 -0.007992 0.007991 -0.024199 -0.004193 -0.006707 -
0.00635 0.012359 -0.031126 -0.011595 0.00946 0.005666 -0.0223 0.006689 -0.004217
0.001409 0.002282 -0.029013 0.010357 0.004958 0.023538 -0.005554 0.033163 0.005978
leaf_weight=70.569792 37.660794 15.983808 15.898594 21.891357 5.386446 26.876027
9.132364 29.381782 66.181373 12.961033 11.031901 14.811811 29.864506 3.977688
13.695944 36.87657 50.094828 95.130276 12.213527 7.99149 104.180394 3.844994
93.554019 9.650185
leaf_count=8537 1184 1486 2641 911 939 6989 312 1985 2063 461 636 903 3618 526 1965
1125 1716 2070 485 634 3854 214 13937 586
internal_value=0.0 0.008973 -0.000299 0.005551 0.01162 0.017988 -0.003364 0.003835
-0.008037 0.014714 -0.016152 -0.021519 -0.012943 -0.027261 0.023972 -0.010695 -
0.014636 -0.019844 -0.007802 -0.025689 0.02005 0.027884 0.030467 -0.016771
internal_weight=0.0 86.5536 712.288 232.876 187.112 143.357 479.412 251.658 125.385
126.274 96.0028 84.9709 45.7631 70.1591 116.481 227.754 190.093 139.998 43.7551
103.122 113.313 102.785 98.9405 31.5415
internal_count=59777 10023 49754 32285 26026 24044 17469 10740 6113 4627 4128 3492
6259 2589 17055 6729 5545 3829 1982 2704 4166 15090 14876 1497
shrinkage=0.1
Tree=288
num_leaves=25
num_cat=0
split_feature=10 11 47 165 154 49 163 49 22 122 19 48 155 190 24 77 9 108 54 167 0
42 166 112
split_gain=0.92007 1.56725 3.4756 2.39196 2.37076 1.99831 1.90047 2.74759 2.51815
3.17017 2.67886 2.3713 2.28303 1.98683 1.80304 1.7809 1.76989 1.76651 2.06484
1.67978 1.58152 1.48462 1.45959 1.37552
threshold=409.98915 116.026028 0.420625 0.309602 31.328116 0.666891 0.203205
3.663144 0.63233 0.46768 0.500562 0.534601 11.672235 0.292414 54.66998 16.201068
0.45 0.180238 0.83826 0.024403 0.571429 0.0 0.001417 0.313663
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 -3 -4 -6 7 14 9 11 15 13 -9 -8 19 21 -5 -11 20 -1 -19 -10 -16 -14
right_child=-2 2 4 16 5 -7 8 12 10 17 -12 -13 23 -15 22 -17 -18 18 -20 -21 -22 -23
-24 -25
leaf_value=0.017041 0.012188 -0.009435 0.006926 -0.006899 0.005467 -0.025853
0.010946 -0.006606 0.004446 0.008382 0.002529 0.024048 0.00256 -0.013712 -0.015901
0.005255 0.022018 -0.022831 0.006099 -0.008561 0.00526 -0.02604 0.00638 0.031147
leaf_weight=31.137815 25.482566 24.928233 15.319916 6.707104 9.036477 78.150421
25.292419 10.812588 5.761166 32.500308 93.1121 58.091913 31.355 22.760936 48.112293
10.941053 39.646485 53.621332 26.500968 8.594344 8.260331 69.504737 16.431458
43.742715
leaf_count=3076 11506 2788 3575 1945 953 3963 1939 1300 277 1799 4594 3155 1587
1097 2590 629 1991 2537 1245 349 946 2926 730 2280
internal_value=0.0 -1.9e-05 -0.007399 0.007275 -0.016781 -0.021864 0.002467
0.009715 -0.001505 0.005131 -0.009305 0.015208 0.019594 -0.001639 -0.001666 -
0.018777 0.016512 -0.005325 -0.01146 0.009916 -0.018442 -0.022926 -0.009919
0.024405
internal_weight=0.0 770.322 173.789 71.2818 102.507 87.1869 596.533 190.186 406.347
227.028 179.319 106.145 85.9103 48.0534 104.276 86.207 46.3536 120.883 88.3826
39.7322 61.8817 75.2659 64.5438 75.0977
internal_count=59777 48271 15215 6724 8491 4916 33056 11912 21144 12718 8426 6191
5167 3036 6745 3832 3936 6527 4728 3425 3483 3203 3320 3867
shrinkage=0.1
Tree=289
num_leaves=25
num_cat=0
split_feature=167 166 179 75 170 7 43 88 179 83 118 149 186 16 106 102 56 116 22
144 54 99 118 179
split_gain=0.907189 1.21938 1.65846 2.11434 3.10575 2.9238 2.858 2.73914 2.67392
2.58083 2.41709 2.31471 1.97355 2.31806 3.46871 1.80739 1.63318 1.46917 1.46652
1.34526 1.32776 1.29569 1.28078 1.20924
threshold=0.000354 4.1e-05 1338.0544 -1.613053 0.014706 0.076923 0.412576 -
126.415004 0.038269 0.271233 0.065915 0.088066 -0.694862 0.70465 0.451607 25.905797
0.692266 1.048962 0.584047 0.871261 0.079757 0.309866 0.640786 19.3775
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
left_child=-1 22 3 6 5 -5 9 -6 -9 21 -11 -12 18 15 -15 -14 17 -7 -8 -10 -4 -3 -2 -
23
right_child=1 2 20 4 7 16 12 8 19 10 11 -13 13 14 -16 -17 -18 -19 -20 -21 -22 23 -
24 -25
leaf_value=0.013025 -0.019817 -0.007246 -0.004692 0.014316 -0.010879 -0.025447
0.004487 -0.006677 0.032631 0.007111 0.002764 -0.024158 0.016989 0.012497 -0.017554
-0.003041 0.004993 0.004747 -0.01699 0.000505 0.021867 0.016678 0.005381 -0.006597
leaf_weight=17.150357 15.4509 26.956257 9.033203 15.449661 3.692098 34.55464
30.462383 10.256583 55.112161 18.614057 29.338302 127.847333 134.567813 29.45521
47.2382 45.13882 15.406981 5.762123 34.681419 16.844788 20.89338 35.368212 9.030754
5.613033
leaf_count=6630 1543 1003 2012 1101 32 752 1300 707 5658 1039 1452 4531 6722 1675
2120 2146 515 199 1117 1737 12520 1413 1330 523
internal_value=0.0 0.000122 0.001207 -0.000215 0.008747 -0.005335 -0.003139
0.018376 0.022929 -0.01048 -0.015927 -0.019589 0.002979 0.006894 -0.005648 0.012317
-0.014608 -0.020871 -0.00908 0.028079 0.015736 0.004279 -0.012934 0.011732
internal_weight=0.0 776.768 752.287 722.36 157.079 71.1734 565.281 85.9056 82.2135
243.737 175.8 157.186 321.544 256.4 76.6934 179.707 55.7237 40.3168 65.1438 71.9569
29.9266 67.9375 24.4817 40.9812
internal_count=59777 53147 50274 35742 10701 2567 25041 8134 8102 9961 7022 5983
15080 12663 3795 8868 1466 951 2417 7395 14532 2939 2873 1936
shrinkage=0.1
Tree=290
num_leaves=25
num_cat=0
split_feature=108 76 166 174 176 153 63 50 76 179 6 140 180 153 146 3 102 21 86 36
90 110 170 4
split_gain=0.912986 1.72044 3.12418 2.63304 2.13878 2.46279 2.82638 2.20987 2.04377
1.9901 2.88998 2.29345 2.21976 1.96884 1.96135 1.93595 1.73161 1.70641 1.63448
1.6121 1.55967 1.38716 1.53496 1.37461
threshold=0.899439 -1.650761 0.001497 0.929628 0.41375 14.510767 9.77977 7.762682 -
8.10854 0.265282 0.934783 -0.081456 154143.417489 63.254546 0.205312 0.170005
28.494895 0.506841 0.488351 -0.77688 -58.199046 0.077518 1.0 0.5
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
left_child=1 2 3 -1 5 14 7 21 -4 11 12 -6 13 20 15 -3 -13 -2 -9 -19 -11 23 -23 -7
right_child=17 4 8 -5 9 6 -8 18 -10 10 -12 16 -14 -15 -16 -17 -18 19 -20 -21 -22 22
-24 -25
leaf_value=0.025821 0.014605 -0.016445 -0.015684 -0.008351 0.007205 0.009859
0.011429 -0.009826 0.01028 -0.005529 -0.010397 -0.023628 -0.008663 -0.003626
0.014389 0.009986 0.006576 0.009807 0.013257 -0.009721 0.025067 -0.028333 0.003134
-0.012746
leaf_weight=49.812508 79.136479 29.38666 35.939435 7.87612 33.543594 18.996176
10.27596 22.784913 13.959964 3.70475 30.367269 32.686044 11.690748 22.399316
39.800737 10.691145 5.303518 29.846842 17.614861 64.802614 98.623774 106.975843
8.470601 6.819934
leaf_count=8906 6287 2013 2395 1284 1441 749 818 887 1082 81 1934 1166 2005 643
6498 2469 303 2212 846 4034 7932 3114 385 293
internal_value=0.0 -0.000877 0.008706 0.019578 -0.003408 -0.008905 -0.014218 -
0.017542 -0.007013 0.003242 0.008683 -0.007942 0.014385 0.018191 0.00433 -0.007859
-0.018136 0.006637 0.001816 -0.002425 0.022658 -0.022251 -0.025784 -0.000241
internal_weight=0.0 617.724 107.588 57.6886 510.136 271.817 191.938 181.662 49.8994
238.319 166.786 71.5332 136.419 124.728 79.8785 40.0778 37.9896 173.786 40.3998
94.6495 102.329 141.263 115.446 25.8161
internal_count=59777 47244 13667 10190 33577 18072 7092 6274 3477 15505 12595 2910
10661 8656 10980 4482 1469 12533 1733 6246 8013 4541 3499 1042
shrinkage=0.1
Tree=291
num_leaves=25
num_cat=0
split_feature=50 179 43 50 179 88 153 177 183 193 58 149 141 102 10 163 10 105 187
76 116 134 174 26
split_gain=0.915475 2.62399 3.51115 2.30226 2.68515 4.04717 3.33683 2.94218 2.91615
2.91288 2.36892 2.33941 2.29807 2.02686 2.16154 1.96136 2.55916 2.0791 1.93611
1.93462 1.7983 1.75279 1.73457 1.71354
threshold=1.991266 0.083143 0.802028 2.328441 0.57112 16.800415 6.45757 0.13592 -
0.336525 -0.984754 0.854367 0.108866 -0.073302 16.70798 0.0 0.243996 276.29895
0.501485 0.25363 -1.151877 0.709383 0.98207 1.8e-05 0.082175
decision_type=2 2 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 -3 -2 6 8 11 18 13 -8 23 -5 -9 14 -6 17 21 -10 -7 -13 -1 -17 -21 -
11
right_child=3 2 -4 4 5 7 9 12 15 10 -12 19 -14 -15 -16 16 -18 -19 -20 22 -22 -23 -
24 -25
leaf_value=-0.013805 -0.016719 0.027676 -0.007816 0.012058 -0.006789 -0.017209 -
0.01023 -0.005622 0.011423 0.000802 -0.002605 0.008003 0.021748 -0.00955 0.020842 -
0.027582 0.009214 -0.011944 0.009089 0.005408 0.010904 0.003258 -0.026275 0.030334
leaf_weight=41.448959 37.342408 41.305433 19.506706 11.654155 18.903129 28.401039
10.995293 21.293213 32.169588 26.312794 28.290421 6.616363 83.373152 32.446384
37.860852 110.770912 4.129794 37.295255 13.377729 6.325676 8.827305 11.470583
35.144326 83.896842
leaf_count=2596 2352 6635 2106 1396 495 3881 558 2133 1859 1056 1343 1208 9689 1821
3056 4030 1680 1715 2279 581 1876 458 1422 3552
internal_value=0.0 0.007968 0.017707 -0.000572 0.001326 -0.003186 0.009628 0.008806
-0.009694 0.01642 0.020428 -0.007098 0.016141 0.004063 0.012627 -0.015589 -0.021443
-0.000867 -0.008414 -0.015216 -0.006458 -0.024575 -0.021114 0.025456
internal_weight=0.0 111.088 60.8121 678.07 640.727 431.492 209.236 146.445 285.046
149.495 138.5 59.7405 104.666 89.2104 56.764 195.836 126.371 69.4648 41.7788
48.0864 50.2763 122.241 41.47 110.21
internal_count=59777 13213 8741 46564 44212 33096 11116 17982 15114 6509 5951 4607
11822 5372 3551 9742 6168 3574 6160 3211 4472 4488 2003 4608
shrinkage=0.1
Tree=292
num_leaves=25
num_cat=0
split_feature=153 180 6 64 154 36 184 89 89 41 166 128 142 128 35 106 141 7 77 168
6 116 140 50
split_gain=0.915009 2.08938 1.57883 2.20267 2.52987 2.95117 2.26576 2.18047 2.09338
2.45882 2.02853 1.9295 3.24636 3.16051 1.92079 1.68505 1.57693 1.50533 1.43777
1.41544 1.38768 1.58365 1.27576 1.54727
threshold=1.864134 4.223232 0.004693 1.321482 51.551702 0.986747 -0.60749 71.253388
28.967011 0.981388 0.000676 -0.332063 -0.34376 -0.169715 0.072793 0.842523 0.330875
0.181818 -31.014155 0.017909 0.157895 2.126124 -0.436495 2.563231
decision_type=2 2 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 -2 10 6 -6 16 14 11 -5 12 -10 17 -4 -15 -8 -13 -16 -19 -14 -22 -
20 -24
right_child=2 -3 8 4 5 -7 7 -9 9 -11 -12 13 20 15 18 -17 -18 19 22 -21 21 -23 23 -
25
leaf_value=-0.005998 -0.013322 0.021364 0.004743 0.010688 -0.002407 -0.008522
0.034463 -0.001492 -0.007949 -0.014312 -0.014621 0.004027 -0.001289 0.015335
0.004526 -0.006108 -0.001392 -0.024138 0.002526 0.003978 0.025659 -0.00362 0.002549
-0.025747
leaf_weight=24.817703 12.355565 20.606091 39.456602 15.287998 27.424697 19.53926
67.559385 20.430512 39.172714 41.335228 37.940791 19.780537 24.968142 59.1694
14.241828 29.145675 10.086726 45.925064 15.171512 9.142473 83.720648 10.440627
14.301251 84.709831
leaf_count=5614 248 13010 1705 2030 1625 560 4816 1013 1276 2168 2028 1299 1615
4362 856 1659 700 1889 574 596 4873 835 898 3528
internal_value=0.0 0.010653 -0.000175 0.006422 0.009762 0.01552 0.020472 0.025706 -
0.003075 0.001365 -0.005817 0.004798 0.011452 -0.002655 -0.011054 0.008543 0.030916
-0.014228 -0.0159 -0.019732 0.018258 0.022274 -0.018997 -0.022091
internal_weight=0.0 45.4238 741.306 210.625 198.269 145.041 125.501 98.0766 530.682
362.801 53.2288 321.465 158.302 163.163 167.881 88.3151 77.6461 74.8481 128.424
55.0675 119.129 94.1613 114.183 99.0111
internal_count=59777 18624 41153 13020 12772 8714 8154 6529 28133 20572 4058 18404
8599 9805 7561 6021 5516 3784 5856 2485 7323 5708 5000 4426
shrinkage=0.1
Tree=293
num_leaves=25
num_cat=0
split_feature=136 151 8 180 98 186 97 29 21 158 188 40 27 150 154 166 76 121 33 144
129 120 142 105
split_gain=0.891109 1.47065 2.38895 3.20815 2.3718 2.16789 2.14348 2.08077 2.01168
2.27844 2.26738 1.81805 1.76179 1.7109 1.69363 1.62616 1.26638 1.23492 1.14903
1.14714 1.11469 1.11384 1.44187 1.10744
threshold=0.007673 0.08411 0.725788 121684.07955 0.603399 -0.813279 0.023868
0.739056 0.098877 0.8275 0.899796 0.2216 0.878934 0.819068 131.142334 5.2e-05 -
10.583446 0.532962 0.706669 0.358565 -0.316865 0.262593 0.212809 0.040755
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
left_child=17 12 4 5 6 -4 18 13 -8 10 -10 -7 15 21 -11 -2 -17 19 -3 -1 -5 -6 -23 -
18
right_child=1 2 3 20 7 11 8 -9 9 14 -12 -13 -14 -15 -16 16 23 -19 -20 -21 -22 22 -
24 -25
leaf_value=0.002312 -0.007146 0.014783 -0.00671 -0.019161 -0.001259 -0.000886
0.004028 -0.008152 -0.024704 0.013544 0.006666 0.023036 -0.005725 -0.00404 -0.01044
-0.002504 -0.000868 0.004728 -0.006591 -0.021326 0.005006 0.027266 -0.004385
0.024789
leaf_weight=19.352375 8.144876 19.769715 22.495553 15.866216 18.122806 37.211841
38.599836 47.573989 135.246729 19.676009 8.770279 94.328667 33.200971 31.384007
16.466357 16.970701 16.22988 29.719578 11.433892 20.526554 7.485063 38.497336
4.836318 72.300135
leaf_count=1369 1658 1641 1000 1191 1668 1693 2820 3438 8873 1973 937 5644 3042
2621 594 2022 1326 2466 688 1395 796 3647 363 6912
internal_value=0.0 0.002049 -0.000453 0.00808 -0.004743 0.013416 -0.010022 0.004778
-0.013365 -0.017163 -0.02171 0.017662 0.009708 0.011901 0.002834 0.014564 0.017809
-0.007552 0.007613 -0.014488 -0.013117 0.01842 0.023276 0.021285
internal_weight=0.0 714.611 567.765 177.387 390.377 154.036 249.963 140.414 218.759
180.159 144.017 131.541 146.847 92.8405 36.1424 113.646 105.501 69.5985 31.2036
39.8789 23.3513 61.4565 43.3337 88.53
internal_count=59777 54547 39587 10324 29263 8337 17526 11737 15197 12377 9810 7337
14960 8299 2567 11918 10260 5230 2329 2764 1987 5678 4010 8238
shrinkage=0.1
Tree=294
num_leaves=25
num_cat=0
split_feature=132 1 56 166 164 157 111 79 108 128 92 152 10 160 109 172 15 7 60 124
181 69 131 147
split_gain=0.904662 1.47559 2.09137 2.0956 2.21205 2.25291 2.07385 2.22267 2.26252
1.90657 1.81664 1.76676 1.72253 1.71264 1.63886 1.60891 1.4638 1.42336 1.39229
1.39335 1.33106 1.28314 1.27996 1.25703
threshold=0.050003 0.247386 0.304665 0.004383 0.946354 0.896305 0.281687 0.167291
0.856796 -0.298335 0.620505 0.88572 81.789475 0.300523 0.983879 0.80358 0.978529
0.587229 0.355138 0.170304 0.070775 0.590298 0.046437 0.803515
decision_type=2 2 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 3 4 5 20 10 -8 12 15 23 17 16 -12 -10 22 -9 -11 -1 -20 -2 -17 -3 -4
right_child=1 9 6 -5 -6 -7 7 8 14 11 13 -13 -14 -15 -16 21 -18 -19 19 -21 -22 -23 -
24 -25
leaf_value=-0.004238 0.003258 -0.003384 0.022174 0.006535 0.00661 0.004449 0.009542
-0.021792 0.013964 0.013409 0.010038 -0.013776 0.005916 -0.013327 -0.009657 -
0.011235 0.004535 -0.007291 -0.004884 0.019554 -0.027731 0.010079 0.023584 -
0.002463
leaf_weight=39.364554 6.232159 9.753255 50.40349 27.125648 15.959122 17.519774
47.890353 100.886563 32.827375 40.456514 18.112349 39.485235 13.826708 27.542756
11.972517 22.744257 9.719909 21.760942 12.40762 48.220166 87.333413 10.049347
54.524238 16.582642
leaf_count=2486 953 1152 3579 1012 916 1239 2653 3655 1899 5891 1287 4357 1817 1650
576 2179 419 2701 724 4349 3474 1419 8423 967
internal_value=0.0 -0.00068 -0.003617 -0.011818 -0.016402 -0.02063 0.001102 -
0.004478 -0.009561 0.005846 0.010186 -0.00334 -0.015284 -0.003652 0.006003 0.01361
-0.018849 0.006116 0.00807 0.014568 -0.025275 -0.002675 0.019738 0.017436
internal_weight=0.0 682.709 483.935 154.17 127.044 111.085 329.765 217.123 169.233
198.774 112.641 101.703 124.433 45.6551 44.7999 97.0711 110.606 62.2175 99.9923
60.6278 93.5656 32.7936 64.2775 66.9861
internal_count=59777 52218 26096 7594 6582 5666 18502 11019 8366 26122 7483 12949
5891 2937 2475 13173 4074 8592 7559 5073 4427 3598 9575 4546
shrinkage=0.1
Tree=295
num_leaves=25
num_cat=0
split_feature=153 180 155 166 10 23 153 36 21 24 20 97 57 114 166 89 160 63 164 182
140 112 154 3
split_gain=0.884596 1.93605 1.3974 1.87569 1.97221 1.72171 3.34416 3.17067 2.04681
3.31442 2.74197 2.36508 2.30511 2.11978 2.02453 1.93081 1.74304 1.71688 1.45643
1.35612 1.7588 1.21249 1.18787 1.12956
threshold=1.864134 4.223232 9.603793 4.5e-05 1.042299 58.142072 85.688803 2.027468
0.296712 46.765114 0.42171 0.0 0.560972 -3.01985 0.005532 -40.365813 0.767827
9.749034 0.582196 -0.67335 -0.367791 0.464426 350.642564 0.142857
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 21 -2 4 -4 8 7 15 12 10 18 -11 16 -12 -13 -7 -5 -17 -10 -14 -21 -1 -8
-6
right_child=2 -3 3 5 23 6 22 -9 9 11 13 14 19 -15 -16 17 -18 -19 -20 20 -22 -23 -24
-25
leaf_value=0.008127 -0.013883 0.020783 0.007442 0.022455 0.003559 -0.005285
0.006248 -0.010577 0.005453 0.009767 -0.008396 -0.017362 0.011242 0.01962 0.004322
0.031495 -0.002918 -0.001306 -0.016898 0.008605 -0.01409 -0.013801 -0.017217 -
0.027843
leaf_weight=9.039542 26.998699 20.189541 7.766819 60.762354 3.569157 7.24506
7.461886 8.439384 24.63137 20.098431 9.263396 186.990283 11.293896 81.333509
35.071298 68.103466 24.753114 14.690253 24.032065 17.214479 65.890538 15.725617
16.878232 13.747064
leaf_count=3975 3274 13010 1045 3636 260 293 318 171 1292 1041 359 8613 1546 4469
1821 5392 1287 1169 812 772 2804 1639 325 454
internal_value=0.0 0.010449 -0.000224 0.001031 -0.015088 0.002457 0.011458 0.018448
-0.000161 -0.004234 0.006822 -0.010672 0.007632 0.01499 -0.013783 0.023676 0.016532
0.027156 -0.008247 -0.002995 -0.00806 -0.005669 -0.010569 -0.02337
internal_weight=0.0 44.9547 736.235 709.236 25.083 684.153 122.818 98.4782 561.335
381.42 139.26 242.16 179.914 90.5969 222.062 90.0388 85.5155 82.7937 48.6634
94.3989 83.105 24.7652 24.3401 17.3162
internal_count=59777 18624 41153 37879 1759 36120 7668 7025 28452 18407 6932 11475
10045 4828 10434 6854 4923 6561 2104 5122 3576 5614 643 714
shrinkage=0.1
Tree=296
num_leaves=25
num_cat=0
split_feature=180 22 50 179 41 175 95 114 142 98 189 108 95 186 169 140 92 135 181
164 114 27 25 195
split_gain=0.909237 1.43738 1.40951 3.04903 2.5718 2.34354 1.71639 2.06063 1.96703
2.72791 2.00438 1.9707 1.85301 1.64197 2.35576 1.6391 1.62815 1.59131 1.51437
1.50488 1.39827 1.3379 1.32 1.80378
threshold=0.4611 1.0 2.947849 0.065429 0.821405 0.650923 0.412198 -0.058086 -
0.012268 0.727189 -0.246508 0.804493 0.670165 -0.156516 0.102725 -0.019113 0.0
0.892987 0.56737 0.955371 -2.819964 0.975244 120.525352 0.998453
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 10
left_child=1 -1 3 -2 18 -6 7 16 9 10 -8 19 21 14 -9 -14 -4 -18 -5 -12 -17 -10 23 -
20
right_child=2 -3 6 4 5 -7 8 13 12 -11 11 -13 15 -15 -16 20 17 -19 22 -21 -22 -23 -
24 -25
leaf_value=0.013731 -0.012788 -0.007297 0.007457 -0.005607 0.010005 -0.018699
0.003217 -0.018906 0.02307 0.010898 -0.027675 0.003064 0.009493 0.014751 0.010987
0.008125 -0.02004 0.003045 0.030528 0.004085 -0.015553 -0.00425 -0.003044 -0.000992
leaf_weight=68.732043 26.212978 15.752367 8.572128 5.648072 19.920278 15.126942
51.026563 17.304439 45.679159 43.291552 56.087055 24.035539 40.53218 26.809468
11.640599 5.703825 128.709025 23.831708 61.480535 5.990688 40.912511 8.032638
9.199572 18.695735
leaf_count=8537 873 1486 648 287 2341 1187 3525 816 3282 3410 2899 1353 2611 3269
1340 432 6651 1473 8626 410 2425 481 501 914
internal_value=0.0 0.00867 -0.000533 0.006781 0.012886 -0.005763 -0.002997 -
0.009089 0.001676 -0.004825 -0.011188 -0.018018 0.009224 0.004934 -0.007446 -
0.000874 -0.013976 -0.016537 0.01945 -0.024169 -0.010153 0.018877 0.022337 0.025322
internal_weight=0.0 84.4844 694.443 156.284 130.071 35.0472 538.159 216.867 321.292
180.431 137.14 86.1133 140.86 55.7545 28.945 87.1485 161.113 152.541 95.0239
62.0777 46.6163 53.7118 89.3758 80.1763
internal_count=59777 10023 49754 14729 13856 3528 35025 14197 20828 11597 8187 4662
9231 5425 2156 5468 8772 8124 10328 3309 2857 3763 10041 9540
shrinkage=0.1
Tree=297
num_leaves=25
num_cat=0
split_feature=96 93 72 37 95 76 165 117 122 96 185 137 90 37 157 101 83 170 145 50
109 109 106 44
split_gain=0.896561 2.7648 2.25075 2.43353 2.01632 2.0765 2.24408 2.34772 2.21987
1.88219 1.83165 1.70914 1.92457 1.47839 1.76965 1.42935 1.38064 1.35095 1.2957
1.2892 1.23849 1.22977 1.2222 1.19016
threshold=0.777723 0.713786 0.860542 -0.152883 0.756954 68.191246 0.0 0.941465
0.148406 0.454019 0.070275 0.759593 21.588181 0.087064 0.990051 -14.440284 0.917756
0.0 0.821618 2.190282 0.361165 0.998642 0.941724 0.97085
decision_type=2 2 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 -2 5 6 10 8 20 22 18 12 -6 15 -15 -10 21 -5 19 -1 -8 -14 -9 -19
right_child=1 -3 -4 17 11 -7 7 9 13 -11 -12 -13 16 14 -16 -17 -18 23 -20 -21 -22 -
23 -24 -25
leaf_value=0.005224 0.007266 0.010493 0.007897 0.002385 0.003583 -0.009672 -
0.011317 -0.015884 0.01287 0.010774 0.007523 0.006824 -0.02728 0.026299 -0.003848 -
0.007802 0.004583 -0.026327 0.00503 -0.023439 0.007902 0.004345 0.006681 0.002843
leaf_weight=3.321429 17.333895 51.867347 25.217851 14.512655 33.861422 40.742795
22.848957 45.029602 21.528935 26.20224 38.15953 33.965455 44.819832 139.554593
10.695903 31.448124 5.759433 82.810668 10.570063 31.204329 29.313733 2.19922
6.781267 7.021147
leaf_count=872 1557 4556 1964 948 2027 1947 1496 2751 1961 1812 3534 2491 3080
12168 798 2838 544 5020 1280 2431 2360 194 630 518
internal_value=0.0 -0.004368 -0.010791 -0.015709 0.002837 0.005835 0.008099
0.011503 0.015599 -0.002639 -0.004799 -0.007094 -0.01302 0.019613 0.023766 0.002528
-0.020593 -0.020532 -0.013872 -0.01929 -0.001766 -0.024418 -0.011235 -0.023843
internal_weight=0.0 198.764 146.896 121.678 578.007 457.401 416.659 333.403 255.39
78.0131 83.2554 120.605 86.6399 203.228 150.25 52.9771 52.7785 104.344 45.0958
34.5258 52.1627 47.0191 51.8109 89.8318
internal_count=59777 14563 10007 8043 45214 36878 34931 26814 21621 5193 8117 8336
5845 17765 12966 4799 3818 6486 4583 3303 3856 3274 3381 5538
shrinkage=0.1
Tree=298
num_leaves=25
num_cat=0
split_feature=167 10 19 109 97 141 120 82 140 137 35 109 71 96 64 89 175 7 193 158
153 10 119 89
split_gain=0.869153 1.10369 1.29331 2.03906 1.97965 1.86881 1.84718 1.77225 1.90981
2.28321 1.77619 1.63559 1.57999 1.54112 1.51298 1.46544 1.36107 1.13508 1.09815
1.07442 1.02709 1.06301 0.983794 0.858499
threshold=0.000354 409.98915 0.240781 0.032161 0.787289 0.414482 0.771065 0.271561
-0.367791 0.138303 0.355093 0.007756 0.558355 0.717698 1.321482 45.448216 0.928106
0.6 0.919552 0.337076 4.202872 105.103035 0.010496 18.251543
decision_type=2 2 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 16 6 7 11 10 15 -10 18 -2 23 -12 -7 -9 17 -4 -5 -8 -13 -22 -3 -6
right_child=1 22 3 5 12 14 19 8 9 -11 13 20 -14 -15 -16 -17 -18 -19 -20 -21 21 -23
-24 -25
leaf_value=0.012613 -0.005962 -0.005405 0.019966 0.016675 0.004103 -0.006612 -
0.011682 0.013746 0.003542 -0.017802 0.003799 -0.002187 0.007342 -0.016768 0.019337
-0.007152 -0.007476 -0.002316 -0.004884 0.007333 0.026134 -0.003046 0.017572 -
0.019025
leaf_weight=16.473039 8.58412 4.287042 36.475233 40.736831 4.220596 10.800196
23.591591 22.833385 46.123758 229.231315 51.836685 9.829111 19.590788 26.865314
13.709875 32.290079 10.718925 20.904378 11.360023 17.102556 65.696521 4.817795
18.565329 28.623796
leaf_count=6630 534 1004 2390 2387 242 228 1096 1447 2828 12443 2859 1858 1222 1175
1836 1416 568 985 482 1141 3454 644 9621 1287
internal_value=0.0 -7.5e-05 -0.001118 -0.003504 0.00543 -0.005889 0.011154 -
0.007614 -0.011154 -0.01422 0.001844 0.017168 -0.00736 -0.006563 0.010885 0.003658
0.009263 0.014252 0.011856 -0.003982 0.020858 0.02372 0.012502 -0.015376
internal_weight=0.0 758.795 735.943 553.886 182.057 485.787 129.622 461.277 330.479
275.355 130.799 88.9275 52.4352 78.702 24.5101 55.1235 68.0985 57.3796 52.0969
40.6941 80.3434 70.5143 22.8524 32.8444
internal_count=59777 53147 42522 31044 11478 27101 8727 25037 18134 15271 6903 6490
2751 4034 2064 2863 3943 3375 2869 2237 5956 4098 10625 1529
shrinkage=0.1
Tree=299
num_leaves=25
num_cat=0
split_feature=8 171 56 19 84 6 103 61 60 193 101 30 10 189 6 51 61 67 75 45 23 71
86 142
split_gain=0.883912 2.20961 2.18448 2.08844 2.06779 1.96185 1.91056 1.81495 2.37812
2.47657 2.21405 2.32214 1.95152 1.8582 1.63084 2.29276 1.53877 1.39058 1.50166
1.40046 1.32659 1.24555 1.22362 1.15653
threshold=0.227273 0.802784 0.836071 0.871152 0.430514 0.178618 18.451137 0.905628
0.697493 -0.986735 11.741864 0.963352 3.546501 -0.882243 0.008857 1.632642 0.145748
0.699316 -2.251598 0.902253 78.273563 0.881368 0.0 -0.506682
decision_type=2 2 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 16 7 6 17 22 10 12 -10 11 13 -9 -2 -15 -16 -3 18 19 -6 23 -18 -1 -12
right_child=3 2 -4 -5 5 -7 -8 8 9 -11 20 -13 -14 14 15 -17 21 -19 -20 -21 -22 -23 -
24 -25
leaf_value=-0.002013 0.007746 0.004814 0.010283 0.010011 -0.022004 0.012875 -
0.003982 0.00856 -0.010218 0.020366 -0.00572 0.00828 -0.018638 0.00082 0.003776 -
0.023342 -0.024613 0.006652 0.006732 0.005266 -0.007063 0.004136 0.027006 0.020081
leaf_weight=10.310244 11.165986 14.357214 18.062427 82.351432 48.051852 35.005636
18.304983 13.144084 7.584275 56.896778 3.041291 25.40186 22.580609 41.649369
24.085332 165.428718 36.528028 22.886158 8.913964 6.304159 12.175013 5.335821
61.416506 23.218494
leaf_count=926 926 1247 1960 5313 2930 4166 1689 442 778 4233 67 1392 1394 1888
2078 8087 3696 2774 1600 537 1002 801 7177 2674
internal_value=0.0 0.005007 -0.007214 -0.001615 0.009798 0.000255 0.018478 -
0.004689 0.005449 0.014142 -0.008271 -0.011442 -0.009366 -0.014431 -0.016532 -
0.019821 -0.014851 -0.007368 -0.013098 -0.017894 0.008243 -0.020674 0.023597
0.015368
internal_weight=0.0 285.477 74.2835 488.723 211.194 121.162 90.0317 406.372 100.206
64.4811 306.166 267.731 35.7247 242.329 231.163 189.514 56.2211 86.1561 63.27
54.356 38.4348 41.8638 71.7268 26.2598
internal_count=59777 29503 7704 30274 21799 12007 9792 24961 6847 5011 18114 14371
1836 12979 12053 10165 5744 7841 5067 3467 3743 4497 8103 2741
shrinkage=0.1
end of trees
feature_importances:
Column_153=218
Column_166=209
Column_179=175
Column_167=162
Column_36=156
Column_88=134
Column_115=134
Column_114=133
Column_75=130
Column_89=129
Column_76=127
Column_180=127
Column_10=126
Column_140=120
Column_141=120
Column_37=107
Column_154=101
Column_24=97
Column_102=96
Column_63=91
Column_101=90
Column_23=89
Column_11=79
Column_62=75
Column_182=74
Column_12=67
Column_50=63
Column_195=62
Column_128=60
Column_168=60
Column_90=59
Column_116=56
Column_103=54
Column_194=50
Column_61=49
Column_155=49
Column_169=49
Column_8=48
Column_25=48
Column_181=46
Column_64=45
Column_77=45
Column_112=44
Column_49=42
Column_127=42
Column_164=41
Column_7=40
Column_38=40
Column_142=40
Column_111=39
Column_187=38
Column_104=37
Column_170=36
Column_108=34
Column_21=33
Column_91=33
Column_165=33
Column_1=32
Column_83=32
Column_100=32
Column_191=32
Column_113=31
Column_156=31
Column_175=31
Column_19=30
Column_22=30
Column_99=30
Column_105=30
Column_124=30
Column_190=30
Column_193=30
Column_41=29
Column_43=28
Column_177=28
Column_6=27
Column_126=27
Column_158=27
Column_173=27
Column_183=27
Column_192=27
Column_129=26
Column_152=26
Column_171=26
Column_185=26
Column_35=25
Column_60=25
Column_98=25
Column_125=25
Column_157=25
Column_189=25
Column_2=24
Column_13=24
Column_74=24
Column_95=24
Column_109=24
Column_71=23
Column_162=23
Column_40=22
Column_72=22
Column_106=22
Column_120=22
Column_134=22
Column_148=22
Column_188=22
Column_20=21
Column_33=21
Column_47=21
Column_51=21
Column_58=21
Column_92=21
Column_97=21
Column_186=21
Column_9=20
Column_80=20
Column_121=20
Column_163=20
Column_0=19
Column_4=19
Column_44=19
Column_53=19
Column_73=19
Column_96=19
Column_131=19
Column_132=19
Column_135=19
Column_139=19
Column_143=19
Column_144=19
Column_146=19
Column_151=19
Column_176=19
Column_184=19
Column_123=18
Column_172=18
Column_174=18
Column_178=18
Column_26=17
Column_67=17
Column_78=17
Column_81=17
Column_145=17
Column_160=17
Column_14=16
Column_56=16
Column_65=16
Column_79=16
Column_82=16
Column_86=16
Column_93=16
Column_119=16
Column_149=16
Column_5=15
Column_46=15
Column_59=15
Column_84=15
Column_110=15
Column_118=15
Column_136=15
Column_137=15
Column_138=15
Column_18=14
Column_45=14
Column_122=14
Column_3=13
Column_55=13
Column_57=13
Column_30=12
Column_39=12
Column_107=12
Column_161=12
Column_15=11
Column_29=11
Column_32=11
Column_34=11
Column_42=11
Column_52=11
Column_87=11
Column_159=11
Column_54=10
Column_69=10
Column_85=10
Column_147=10
Column_48=9
Column_66=9
Column_68=9
Column_70=9
Column_94=9
Column_16=8
Column_17=8
Column_27=8
Column_130=7
Column_133=7
Column_150=7
Column_117=6
Column_31=5
Column_28=4
parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 300]
[learning_rate: 0.1]
[num_leaves: 25]
[num_threads: -1]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 8]
[min_data_in_leaf: 128]
[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: 0.985856]
[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: 0.0337665]
[lambda_l2: 41.5729]
[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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