tree
version=v3
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=5
objective=binary sigmoid:1
feature_names=Airline AirportFrom AirportTo DayOfWeek Time Length
feature_infos=-1:17:4:7:2:14:1:11:10:13:0:15:8:5:12:9:3:16:6 -1:54:65:71:6:2:102:1:130:4:0:108:5:22:25:82:14:15:30:83:21:53:137:88:205:183:129:171:23:72:128:64:136:11:162:55:44:103:131:16:133:197:73:127:228:28:39:85:135:202:126:132:38:75:86:93:233:187:7:101:18:60:84:125:193:41:196:123:56:80:42:138:87:3:70:66:166:134:230:141:36:106:184:35:169:173:124:159:203:45:34:90:94:19:225:216:40:120:37:146:43:170:109:57:223:62:113:49:78:214:29:152:31:107:46:26:68:200:241:50:185:160:112:186:150:69:172:91:119:156:97:143:157:243:190:48:81:167:188:208:27:163:121:95:248:58:67:61:178:74:147:115:155:8:145:12:140:59:104:142:165:189:96:110:192:218:89:242:245:63:161:191:51:237:220:238:76:206:24:79:259:177:77:105:33:114:250:226:260:249:210:253:17:209:116:215:149:211:181:118:232:207:213:151:168:212:111:252:201:231:227:236:9:221:179:52:222:229:20:174:235:224:198:240:153:180:251:255:257:258:47:268:278:264:13:92:154:219:139:98:99:195:244:247:148:194:239:246:261:263:272:281:10:117:144 -1:7:6:2:24:15:0:12:5:18:33:1:13:10:4:39:9:35:25:41:3:22:48:40:19:20:26:45:76:37:60:27:51:11:49:61:8:43:30:42:50:47:63:62:21:86:64:56:73:70:85:83:52:68:77:59:87:109:113:38:46:90:118:66:55:54:14:67:65:95:82:92:84:34:124:98:88:44:127:99:36:137:79:16:153:177:150:120:135:23:78:100:169:147:119:141:102:160:108:178:114:97:111:134:144:72:116:180:128:146:156:168:17:138:132:148:96:207:71:163:231:121:81:105:104:194:189:89:129:131:172:101:175:139:142:149:75:190:152:145:186:191:210:117:192:28:184:130:158:198:159:106:143:220:187:32:91:103:188:126:208:179:58:260:197:161:115:53:262:205:176:202:195:204:226:69:151:165:171:258:261:221:162:212:217:241:140:173:234:164:174:94:201:222:239:264:181:200:266:74:154:107:230:263:29:193:199:206:255:31:185:238:257:215:182:136:214:224:225:233:242:112:235:254:251:133:157:167:223:256:282:110:218:244:227:228:248:57:183:209:252:211:232:277:123:203:243:250:240:93:216:155:219:271:285 -1:4:3:5:1:2:7:6 [10:1439] [0:655]
tree_sizes=4452 4672 4463 4403 4529 4511 4450 4563 4597 4347 4501 4449 4516 4362 4509 4431 4608 4563 4573 4561 4590 4806 4706 4857 4651 4673 4840 4852 4629 4899 4739 4829 4530 4782 4704 4857 4762 4737 4933 4754 4750 4625 4714 4886 4717 4681 4910 4594 4925 4848 4847 4458 4952 4521 4761 4974 4624 4381 4787 4286 4818 4364 4873 4777 4883 4562 4882 4171 4530 4768 4644 4651 4237 4728 3880 4878 4336 4746 4928 3730 4641 4404 4109 4023 4253 4137 3987 4930 4729 4507 4976 4299 4309 4222 4132 4465 3864 3866 4638 4860

Tree=0
num_leaves=31
num_cat=24
split_feature=0 4 4 0 1 1 1 2 1 1 1 2 4 2 2 1 3 2 1 4 1 1 4 2 4 0 2 2 2 2
split_gain=30877.5 8193.17 5817.94 4035.05 2018.35 1316.4 1170.93 1123.72 1049.94 819.432 812.42 615.189 574.602 513.785 490.672 371.703 346.603 332.953 316.604 304.184 301.52 284.682 280.944 271.37 267.468 301.456 250.494 242.999 238.388 230.659
threshold=0 545.50000000000011 575.50000000000011 1 2 3 4 5 6 7 8 9 820.50000000000011 10 11 12 13 14 15 779.50000000000011 16 17 510.50000000000006 18 695.50000000000011 19 20 21 22 23
decision_type=1 2 2 1 9 9 9 9 9 9 9 9 2 9 9 9 1 9 9 2 9 9 2 9 2 1 9 9 9 9
left_child=2 9 6 5 24 17 22 18 28 -2 -9 -10 23 -6 -11 -13 20 -3 -7 -15 29 -16 26 -12 -4 -26 -1 -22 -5 -14
right_child=1 3 4 8 13 7 -8 10 11 14 12 15 16 19 21 -17 -18 -19 -20 -21 27 -23 -24 -25 25 -27 -28 -29 -30 -31
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leaf_count=2704 10056 10466 9410 10230 7986 18723 11536 12263 18626 56519 7649 14082 8428 7209 6045 66013 31181 17977 10007 18445 9899 26340 6105 42735 39809 1988 10023 19525 15421 11983
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internal_weight=0 104779 28460.8 80334 20959.2 49611.2 7501.61 42585.1 30722.8 24445.4 35488.1 24386.4 32458.9 8309.87 21961.4 19785.3 20012.9 7026.09 7096.98 6337.14 12310.4 7999.85 4651.95 12446 12649.3 10324.8 3143.87 7268.42 6336.4 5042
internal_count=539383 424168 115215 325208 84847 200836 30368 172393 124372 98960 143663 98721 131400 33640 88904 80095 81016 28443 28730 25654 49835 32385 18832 50384 51207 41797 12727 29424 25651 20411
cat_boundaries=0 1 2 10 19 27 36 45 54 63 70 79 84 93 94 102 110 118 126 135 136 142 151 160 165
cat_threshold=131073 69044 1073742071 8393216 2099200 3221225632 549 4 9264 16 1048577 538443784 1142947842 2162696192 268468772 1318984 1073775616 4104 4 1075855485 10490368 16779266 2147483872 679 4 9264 16 2149857304 4235510 16785408 8390672 135168 0 8389132 32896 32832 16777505 3758227456 67239938 2160136192 805339200 1342177344 8388609 2048 69666 33554976 538443776 67108866 32769 35913728 2097441 1207959616 2956988609 54 402663424 369147904 134238728 1207959554 16785408 1073874945 84215842 2 8 268441632 3250585880 9175052 2148012096 4726914 38914 537133056 1073742007 524684 271860300 6430720 0 16777472 0 0 67109120 1339282119 268436363 2097155 4194305 1048576 281018384 167772864 1237401856 640 134225936 134218756 2056 131090 33554440 154 101493913 2152226848 159383568 279616 160 1077936640 0 128 37867748 272629888 541589896 268435457 1162 679478272 16 576 40484896 29360144 549650704 32 857408 512 256 537002048 67486721 1024 1610612752 406847520 268477701 1610613888 285212673 524288 5 4096 268436867 285212710 2147535890 2332033041 3221225472 2049 1 131072 7340244 2286453000 14943005 8 512 256 1074300288 3372220416 2149859330 131072 385941640 537270784 32768 0 18 1129069775 41943141 2097152 2449473568 33554432 8388609 0 0 1088 88639137 1091634184 372250180 4333568 1572872
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=25
split_feature=0 4 4 0 1 1 1 2 1 1 2 2 2 1 2 1 0 1 1 1 1 3 4 4 2 4 2 2 2 2
split_gain=24879.1 6745.3 4626.79 3292 1614.98 1353.26 955.768 907.761 846.908 725.26 539.29 520.845 492.817 475.731 460.073 394.266 366.851 377.115 342.124 336.975 321.466 309.048 299.928 278.646 242.411 240.186 228.691 227.295 225.282 214.09
threshold=0 550.50000000000011 575.50000000000011 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 870.50000000000011 695.50000000000011 20 490.50000000000006 21 22 23 24
decision_type=1 2 2 1 9 9 9 9 9 9 9 9 9 9 9 9 1 9 9 9 9 1 2 2 9 2 9 9 9 9
left_child=2 9 6 5 -4 11 -1 20 28 29 19 -3 -10 -11 -6 -12 17 -15 -14 -9 -7 -17 -16 -23 -25 -8 -20 -13 -5 -2
right_child=1 3 4 8 14 7 25 10 12 13 15 27 18 16 22 21 -18 -19 26 -21 -22 23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.043510119353198484 0.03987653074304684 0.071500069052133117 0.12858465207389488 -0.04148572770230969 0.030975038905070564 -0.072941357420109099 0.019916148249523331 -0.041995701476371605 -0.075143263409637173 -0.11278248042926112 -0.038500482514887656 -0.02544376732978583 -0.063197357219080694 -0.020830412435634982 0.060259229280245144 -0.016667158830499317 -0.080824849098530174 -0.06714584248439652 0.0086000870689821301 0.036391825565480269 -0.021819438393034248 -0.016343643838968819 0.10495199282553569 0.031378206300175376 0.0045123177931564555 0.062729903105167989 -0.033758033455942901 0.030113961575696846 0.0074046249938456675 -0.032640541588570368
leaf_weight=2024.7460646778345 489.16953356564045 3351.7187478244305 12910.065078958869 1145.3780863285065 2119.0429683029652 1808.0754295289516 3322.2737388014793 593.19350548088551 3980.7560893148184 2866.1985027939081 2593.8907497525215 824.47037954628468 3897.9768166840076 2608.2405989766121 2641.1141835600138 6169.4588230252266 10843.496841162443 5585.6996290534735 1396.0433887243271 6395.0081111192703 3901.338333979249 3377.9299662560225 3480.1225410401821 5745.3235113620758 8094.1384196579456 2163.715805798769 14878.527200683951 6531.7145662307739 5105.9203649461269 2240.9872609227896
leaf_count=8229 1985 13496 51724 4646 8543 7357 13426 2402 16276 11739 10537 3333 15920 10644 10618 25001 44374 22852 5674 25814 15825 13695 13962 23226 32757 8713 60478 26368 20669 9100
internal_value=0 -0.0226767 0.0824884 -0.00855712 0.10646 0.00738189 0.0150937 -0.0013309 -0.034438 -0.0684203 0.00504764 0.0388255 -0.0429315 -0.0744689 0.0715545 -0.00158874 -0.0686444 -0.0524464 -0.0365409 0.0296874 -0.0381081 0.00251993 0.0855288 0.00940087 0.0156914 0.0367353 -0.0301215 0.023861 -0.00160513 -0.0195494
internal_weight=0 104425 28661.1 79790.9 21150.3 49386.3 7510.74 38678.4 30404.6 24633.8 32968.9 10707.9 24153.3 21903.6 8240.28 25980.7 19037.4 8193.94 20172.5 6988.2 5709.41 23386.9 6121.24 17217.4 13839.5 5485.99 16274.6 7356.18 6251.3 2730.16
internal_count=539383 424168 115215 323474 84847 199811 30368 156614 123663 100694 133432 43197 98348 89609 33123 105216 77870 33496 82072 28216 23182 94679 24580 69678 55983 22139 66152 29701 25315 11085
cat_boundaries=0 1 2 10 19 27 36 45 54 63 71 78 86 95 104 105 113 122 130 138 139 148 157 166 173 182
cat_threshold=131073 69044 1107296503 8393216 2099202 2147483808 549 4 9264 528 34668577 538443784 1142947842 15204352 268468772 1318984 1073775616 4096 4 2562785410 335560900 13713793 134223872 2147483664 16785408 2147483648 512 67174405 4096 1408 2097696 268488208 2283831296 1073879041 134217733 2097153 16777473 3758227456 67239938 2160136192 805339200 1342177344 8388609 4458496 69666 33620512 538443776 67108866 32769 33816576 2097441 1207959616 2956988545 182 2147761176 57568 2164269056 8388624 136 67108864 8388652 2147516544 536903680 36486552 29401124 153093632 16384 672 4194816 0 128 268439584 3519021336 8912908 2148151360 4202626 38914 537133056 411043984 419438672 37814788 1610615298 2164391952 16777216 67842 16 1073742007 2152202636 276054600 6430728 262144 16777216 0 0 67109120 276834304 114688 268992576 16384 70256656 1073874945 555747330 75595778 8 66992 294917 4096 1611923456 138421248 268437255 738198538 32 16778048 281018384 134218432 1229013248 640 134225936 4 4458506 268566546 8 1074006016 2147754048 2148532240 1209012256 8208 287326208 68354560 24865 402653202 369103680 135807488 1744961538 20979729 2560 17039362 512 96 36208800 2148533272 35952643 135169 1127219200 1073741824 4194304 2 80 786432 33558692 128 0 2158067784 8388896 17825792 2048 67109952 536870912 67108864 1081344 2147483912 160432128 101191703 335552576 2148075584 38 512 2417099008 2421162496 8388880 1079509064 503857664 327720 1074529288 3221274692 286007361 6144 554242816 164 32 0 16
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=31
num_cat=25
split_feature=0 4 4 0 1 1 1 1 1 2 4 1 1 2 2 2 0 3 1 2 1 1 2 4 0 1 2 5 2 0
split_gain=20155.7 5653.71 3748.14 2530.48 1389.99 994.474 979.82 727.587 685.984 588.24 463.18 448.482 425.627 394.614 393.647 360.913 349.019 268.693 285.232 282.5 266.455 248.887 246.26 244.64 270.328 214.705 203.267 200.963 195.533 192.589
threshold=0 610.50000000000011 560.50000000000011 1 2 3 4 5 6 7 460.50000000000006 8 9 10 11 12 13 14 15 16 17 18 19 695.50000000000011 20 21 22 122.50000000000001 23 24
decision_type=1 2 2 1 9 9 9 9 9 9 2 9 9 9 9 9 1 1 9 9 9 9 9 2 1 9 9 2 9 1
left_child=2 6 7 5 23 14 16 26 28 21 29 -12 -11 -10 -3 -6 -2 25 -19 -20 -15 -7 -13 -4 -25 -14 -1 -22 -5 -8
right_child=1 3 4 8 15 9 10 -9 13 12 11 22 17 20 -16 -17 -18 18 19 -21 27 -23 -24 24 -26 -27 -28 -29 -30 -31
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leaf_count=3642 11994 13358 11079 8995 16874 15734 5366 12001 14607 9739 9919 3865 7546 14980 26898 15416 8776 24442 12503 42046 31066 11105 40666 41047 2501 20395 12655 28450 14809 46909
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internal_count=539383 424168 115215 296673 86917 183766 127495 28298 112907 143510 106725 54450 116671 89103 40256 32290 20770 106932 78991 54549 74496 26839 44531 54627 43548 27941 16297 59516 23804 52275
cat_boundaries=0 1 2 10 19 28 36 45 54 62 71 78 86 95 96 97 105 113 122 130 139 140 148 157 163 164
cat_threshold=131073 69044 1109655799 8393216 2099202 3221225632 549 4 9264 16 34603041 524296 67109122 2162696192 268468836 1320008 1073775616 4096 4 33620513 538443776 67108866 0 33587204 2621600 1207959552 2956988545 4518 1075855469 10490368 17303554 2147483872 679 4 9264 16 16843041 3758227488 67239938 2160136192 805306464 1342177344 8388609 0 69666 2149854232 57570 2147491840 16 67109000 67110928 8388620 2147483776 536903696 281020434 301990984 5325313 1744830976 16 150994944 4196354 50855954 402661376 335643392 402681856 131074 18882576 133120 19138594 67141634 8 268439584 2176876824 8912908 2148151360 4726918 34818 537133056 136101272 1090562156 153092608 4472832 512 4194304 0 128 2166660424 278389346 528385 0 0 0 0 0 16 3292 96 21611008 3779067908 547358736 1049632 537722880 268435456 256 536870984 67174405 269160448 4195728 45574 4729362 0 4160 402653188 281018392 167772864 1094795520 2176 134742032 3076 2058 268566544 33554440 6410324 4194432 1616904392 129 1419 679477248 8192 576 279183376 6291520 16777220 33554456 196616 268476418 327188488 512 67109328 131072 2154108996 8388608 1073741952 839188480 4194304 1073742113 335560704 285999300 1573060 2286683912 281281361 8 263680 16777984 0 0 16 1078770893 58720489 2107392 2181038080 33554432 8388617 37376
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=31
num_cat=25
split_feature=0 4 4 0 1 1 1 1 1 4 2 0 1 2 2 2 2 0 1 1 2 1 4 3 1 3 4 0 2 2
split_gain=16395.9 4686.06 3093.51 1970.15 1087.37 873.602 778.208 716.718 566.78 526.716 470.499 421.953 361.848 352.97 345.284 335.584 309.002 294.697 262.706 228.078 227.107 225.88 223.12 221.924 227.636 213.731 210.185 181.575 178.945 175.428
threshold=0 635.50000000000011 590.50000000000011 1 2 3 4 5 6 460.50000000000006 7 8 9 10 11 12 13 14 15 16 17 18 490.50000000000006 19 20 21 815.50000000000011 22 23 24
decision_type=1 2 2 1 9 9 9 9 9 2 9 1 9 9 9 9 9 1 9 9 9 9 2 1 9 1 2 1 9 9
left_child=2 6 7 5 25 15 17 22 28 27 -7 19 -12 -6 -10 -3 -14 -2 -13 -11 -21 -16 29 24 -18 -4 -15 -8 -5 -1
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Tree=4
num_leaves=31
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split_feature=0 4 4 0 1 1 1 4 2 1 1 1 2 1 2 2 1 1 2 4 2 2 0 3 2 3 1 1 1 1
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threshold=0 545.50000000000011 619.50000000000011 1 2 3 4 825.50000000000011 5 6 7 8 9 10 11 12 13 14 15 505.50000000000006 16 17 18 19 20 21 22 23 24 25
decision_type=1 2 2 1 9 9 9 2 9 9 9 9 9 9 9 9 9 9 9 2 9 9 1 1 9 1 9 9 9 9
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Tree=5
num_leaves=31
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threshold=0 635.50000000000011 679.50000000000011 1 2 3 4 5 6 7 8 9 10 505.50000000000006 107.50000000000001 11 12 435.50000000000006 13 14 15 16 17 18 19 20 21 22 23 24
decision_type=1 2 2 1 9 9 9 9 1 9 9 9 9 2 2 9 9 2 1 9 9 9 9 1 9 9 9 9 9 9
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Tree=6
num_leaves=31
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threshold=0 545.50000000000011 679.50000000000011 1 2 3 4 5 6 7 8 9 10 525.50000000000011 11 12 13 14 15 16 17 18 107.50000000000001 19 20 21 22 23 24 25
decision_type=1 2 2 1 9 9 9 9 9 9 1 9 1 2 9 9 1 9 9 9 9 9 2 9 9 9 9 1 9 9
left_child=2 9 5 7 26 -1 25 19 15 27 -10 -12 20 24 -11 -8 17 -16 -14 -3 -9 -15 -13 -6 -7 -5 -4 -2 -25 -24
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is_linear=0
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Tree=7
num_leaves=31
num_cat=25
split_feature=0 4 4 0 1 4 2 1 1 1 2 1 2 1 0 1 2 4 0 1 2 2 1 2 3 1 5 2 1 1
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threshold=0 690.50000000000011 575.50000000000011 1 2 465.50000000000006 3 4 5 6 7 8 9 10 11 12 13 815.50000000000011 14 15 16 17 18 19 20 21 95.500000000000014 22 23 24
decision_type=1 2 2 1 9 2 9 9 9 9 9 9 9 9 1 9 9 2 1 9 9 9 9 9 1 9 2 9 9 9
left_child=2 5 8 12 24 18 -7 20 -1 -8 15 -12 25 -14 -11 -9 -16 -6 -2 -20 -5 -19 -18 -10 -4 -3 -15 -13 -28 -21
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cat_boundaries=0 1 2 10 19 28 35 44 53 62 71 80 81 89 98 99 107 116 122 130 134 135 144 153 161 169
cat_threshold=131073 61962 1073742007 8393216 2099202 2147483808 549 4 9264 16 2360336 4227136 150994948 33573888 537002240 8388772 58720288 3221225600 208 39338017 1048576 69271834 2162688001 98340 1048584 1280 4104 4 2562785410 335560900 13713793 134289408 2147483664 16785472 2147483648 135332389 1611137024 2147483650 16785416 838865408 805314632 67108880 4194372 32 303240 2147533024 10241 17 17825928 1140918288 44 33792 32832 411041920 335545088 2282770432 134348802 20979856 133120 67438594 67133440 8 786496 33554596 35782656 33554464 276922376 8388905 17825792 68290560 67109952 16843009 1090650400 132167 2155877376 805339168 1073742401 8388609 67110912 65536 45632 8650964 541065224 537919617 1744962592 268453827 134479872 0 524800 7 134239000 2 6324513 60560 3255042049 0 134219776 1 45568 1107297024 538968064 1140850690 1057792 2359938 3892314401 134742016 2281713793 2148318616 25179236 16794640 8406016 131584 4194304 0 0 536870976 1073741959 2148008328 337903624 4333576 263168 16777216 815794176 134234256 4294192 1376780288 151273488 1090519040 2048 659472 50642232 815409378 68690434 4194304 58 1078462720 538 1245284 263296 268567296 142606336 17303554 2 33554432 1376394352 135536642 69242880 0 1142947840 537133056 12910592 128 18 277102682 270544 5308928 16777408 2891792 134217732 258 131090 8388672 402677844 2319532544 133698 2164264960 18874368 67338240 20
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Tree=8
num_leaves=31
num_cat=26
split_feature=0 4 4 0 1 1 1 0 1 2 4 1 2 1 2 1 1 1 2 2 2 2 1 2 2 1 3 5 1 3
split_gain=6013.28 1963.88 1311.13 785.883 523.836 473.035 420.511 370.809 330.094 315.691 256.14 249.188 260.546 244.028 261.378 241.399 238.215 189.693 187.415 186.085 175.223 161.181 155.841 154.238 153.978 152.856 149.663 148.973 146.584 144.642
threshold=0 695.50000000000011 679.50000000000011 1 2 3 4 5 6 7 425.50000000000006 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 178.50000000000003 24 25
decision_type=1 2 2 1 9 9 9 1 9 9 2 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 1 2 9 1
left_child=2 4 6 13 20 24 27 -6 23 22 -11 -10 16 -3 28 -16 -13 -12 -19 -8 -2 -7 -9 -5 -4 -14 -26 -1 -15 -23
right_child=1 3 5 8 7 21 19 9 11 10 17 12 25 14 15 -17 -18 18 -20 -21 -22 29 -24 -25 26 -27 -28 -29 -30 -31
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cat_boundaries=0 1 2 11 19 27 28 36 45 54 63 72 81 90 96 104 113 119 128 137 145 154 159 167 168 177 178
cat_threshold=131073 61962 33624613 537395200 67108866 0 301990400 2105504 1073741824 272634049 65958 1073742071 10490368 540018690 3221227680 549 4 9264 16 1075839005 8392704 17301506 96 545 68 9264 16 37440 5242913 536870912 69271826 2162688000 622628 1048648 1073775872 528448 356515847 402655517 33554434 4227105 16837648 3221225472 0 134217728 1 134225920 67159296 2147504128 134234114 68165648 2147616768 67439138 75522048 8 441480 49380 2164269057 17 17956872 1140850688 524 32768 32768 8652800 402662080 1073750016 1610612864 134742016 2684359684 4194314 318898258 8 884802 33554468 35651712 33554976 268533768 8388904 17825792 68290560 67109888 1342210266 267280 25690624 16777824 2105372 134219904 67108864 0 4194304 111165522 12582920 536871049 537003232 268453827 8388608 281020416 402981584 2302870576 1073741824 134234128 16777216 67111168 139264 144968704 8421440 17825796 33816592 2293760 75628560 327189568 2147483648 128 1080041669 148669608 280236168 2228224 1 768 789504 8437860 151265280 105536 537395712 512 32 1207959680 400 1073741975 524296 2097160 4202504 0 16777216 0 0 256 277086336 117444608 169034240 2013399590 20971520 1073741828 1 524288 541065216 67108864 4196353 2181038336 688914432 67653663 335544384 3221749824 34 18433 786560 276840448 0 263168 276824080 302002688 135307332 1610743808 20988609 1073742849 153092096 131072 58 33587310 2360320 75501202 142618720 204 0 0 262144 4098 28
is_linear=0
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Tree=9
num_leaves=31
num_cat=24
split_feature=0 4 4 0 5 1 1 0 2 0 1 1 1 1 4 1 5 4 2 1 2 2 1 3 1 2 2 3 2 3
split_gain=4934.49 1696.86 1146.24 1054.28 436.43 417.834 391.396 294.702 291.643 291.415 330.037 284.93 273.541 273.368 232.776 230.745 225.408 225.291 206.077 182.306 179.052 177.023 175.627 162.012 155.897 150.187 147.815 146.443 137.408 137.338
threshold=0 510.50000000000006 670.50000000000011 1 101.50000000000001 2 3 4 5 6 7 8 9 10 465.50000000000006 11 190.50000000000003 870.50000000000011 12 13 14 15 16 17 18 19 20 21 22 23
decision_type=1 2 2 1 2 9 9 1 9 1 9 9 9 9 2 9 2 2 9 9 9 9 9 1 9 9 9 1 9 1
left_child=2 9 11 5 6 8 -5 15 -3 -2 -11 -1 -4 -9 24 -6 19 -8 -15 -12 -17 -7 -19 -16 -13 -21 -10 -23 -29 -14
right_child=1 3 12 4 7 21 17 13 26 10 16 14 29 18 23 20 -18 22 -20 25 -22 27 -24 -25 -26 -27 -28 28 -30 -31
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internal_count=539383 445286 94097 358429 232994 125435 96938 136056 42288 86857 72963 34481 59616 89286 25868 46770 58746 81992 80093 49325 34807 83147 43109 17443 8425 42682 25540 69650 27620 17020
cat_boundaries=0 1 2 11 19 20 29 30 38 45 53 62 70 79 87 95 104 113 114 122 126 134 135 144 145
cat_threshold=131072 65713 34722309 1577216 1073741826 2147492928 1829 134488072 0 520 4 8421458 337653760 696795648 1744830976 0 536871937 264200 50463296 45576 2214911385 1073376 16777216 148480 4325504 1077936128 262144 128 144 45568 1073824265 538968064 603979778 13313 262658 671090977 524288 2415925441 2428862464 335561924 552681728 1208027136 2147484688 16785408 2147483648 1344274679 8392704 2099969 2147485728 549 4 9264 16 0 268501824 1074331904 1610612738 87572529 2560 18876418 67109378 8 1355546650 192 558957440 524352 8204 201326596 65538 131090 820616 2684362848 35668105 33554450 524296 67567616 4194340 0 192 142606482 3690987536 2185306624 2562 2164264960 27262976 67338240 20 136314880 2154481986 2227220545 2416058372 5243392 16777216 0 256 2149849164 25199716 68202502 557072 589824 0 8388620 32768 16 4276480 3221225472 67108882 16777472 573100548 100663296 16640 2166784 69634 30 1073742038 2097664 524288 2147483648 9 0 8208 512 398498767 1480592268 67108875 2 536936450 335675904 273713272 4792320 134283276 50331654 67108864 268451904 154 1191740432 272703506 525312 29368384 541462528 536871040 4194304 1024 192 192
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=31
num_cat=26
split_feature=0 4 4 1 4 1 0 3 0 1 1 1 1 2 2 1 2 2 1 1 2 3 1 2 2 1 2 1 5 3
split_gain=4090.4 1423.69 1010.35 674.169 482.17 423.7 422.476 341.855 320.856 274.67 274.122 255.859 251.142 210.51 193.285 191.093 192.643 187.514 187.283 180.481 169.436 163.08 165.231 158.639 134.033 131.617 131.195 130.649 118.915 117.417
threshold=0 790.50000000000011 525.50000000000011 1 425.50000000000006 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 219.50000000000003 25
decision_type=1 2 2 9 2 9 1 1 1 9 9 9 9 9 9 9 9 9 9 9 9 1 9 9 9 9 9 9 2 1
left_child=2 4 10 13 25 -6 9 -5 11 -3 24 -7 -10 -4 -8 -11 19 -13 -16 -17 -9 22 -20 -14 -1 -2 -12 -23 -25 -19
right_child=1 6 3 7 5 8 14 20 12 15 26 17 23 -15 18 16 -18 29 21 -21 -22 27 -24 28 -26 -27 -28 -29 -30 -31
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leaf_count=2856 4197 20354 33011 13648 13780 7450 6083 12030 19299 5566 5158 8698 6583 32315 3903 11287 68880 24549 9680 9337 15181 8045 25131 50376 11433 38541 7695 36595 8076 19646
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internal_count=539383 406056 133327 106185 201195 158457 204861 40859 144677 115424 27142 60343 84334 65326 89437 95070 89504 52893 83354 20624 27211 79451 34811 65035 14289 42738 12853 44640 58452 44195
cat_boundaries=0 1 9 17 18 19 20 28 36 45 53 59 67 76 85 94 103 112 118 119 128 137 143 151 156 163 164
cat_threshold=131105 1107296503 18878976 2623744 2147551424 545 134217732 9264 16 12584960 201326608 173098752 1610615298 138412048 150994944 4196354 58851328 68820 24 66960 34668673 536870928 604047386 12592128 268698468 262152 1312 512 311373 2101760 788994 1610612960 677 134217732 9248 80 2428929 1108869128 22 11010080 268468321 808453248 1073741824 262152 4 1342734354 306252648 553648196 168296448 524294 2684355136 0 1049088 19182904 952264802 84418566 131072 512 256 268451840 2160099600 17317892 134742082 4726914 153098240 671352832 4 134225920 335577344 2281722112 49152 2105360 2283945984 536939010 90115 8 887864 2147516644 40960 4113 1052680 1140851200 262156 32768 80 136616265 537165826 16779264 33556544 538972928 128 8421384 3221225472 32896 264192 402661376 1073745920 536887424 2752512 536872064 84213802 2315386962 33554440 73977952 13633568 18874565 1090519169 128 8390656 8192 655376 4 2200181768 815106886 88621136 0 512 256 138 1074331649 1614807312 67241280 2161119232 536903756 8389184 4194305 0 65536 9176064 14680260 4 2147745824 2147491840 210108448 16781344 1536 212 7340756 1079509272 6553945 10493961 1024 16777472 4352 536870912 1141112851 4194561 35946496 1140850977 140509697 2147498112 1125391616 1343989314 23076864 8 1024 1086324752 262224 88146256 134219328 419701009 8388613 8464 142
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=31
num_cat=23
split_feature=0 4 4 0 1 1 1 5 1 5 2 4 2 3 1 2 1 2 2 2 5 1 2 2 2 3 1 1 1 5
split_gain=3380.29 1217.51 893.81 599.121 444.041 326.826 298.788 287.899 280.262 274.803 249.263 240.038 209.459 208.445 206.852 190.908 180.205 166.658 161.768 154.144 147.704 155.439 149.498 147.118 144.915 144.335 141.476 140.559 136.653 119.579
threshold=0 609.50000000000011 755.50000000000011 1 2 3 4 106.50000000000001 5 190.50000000000003 6 465.50000000000006 7 8 9 10 11 12 13 14 95.500000000000014 15 16 17 18 19 20 21 22 134.50000000000003
decision_type=1 2 2 1 9 9 9 2 9 2 9 2 9 1 9 9 9 9 9 9 2 9 9 9 9 1 9 9 9 2
left_child=2 4 6 5 24 12 11 8 -5 10 -6 -1 -3 18 -9 27 -4 -10 -7 28 23 22 -22 -15 -2 -8 -12 -16 -11 -13
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cat_threshold=131072 66801 33636909 537395200 67371010 16781312 2392324 2149580832 1 268435585 422 35147781 12 603979778 2155880512 805406533 135266312 256 4096 1075839125 8389632 2049 2147549344 549 0 9264 528 8423618 503320576 540672 1778384898 16809984 536870913 17039370 50462802 1539381263 1346374408 341835779 65 1048704 0 536870912 2148859385 16576 25165825 8404992 4718656 4194304 0 128 144 96 276826136 268501696 1073742080 0 19685392 2147491840 18876418 201457666 65560 34376713 8401132 304095232 16 303038592 538312704 0 0 67109056 2160427008 69223620 13189120 134283392 2147483794 16785472 2147483648 512 794896 1107362336 2147616800 1107558408 0 8389408 17825956 17171456 1024 3248652356 12689492 4100 0 2147876864 603981824 262148 2147484808 128 84188425 4219616 2109440 0 0 0 8 0 64 2195488 272629824 2621704 1207959585 134758562 10848 8389648 524288 1157928410 8390754 268468292 4198416 4194440 0 268435456 134250496 136782368 1180674 68161602 165889 570429504 536870912 8486912 2 32784 1073744897 51268 16785474 34149440 70400 1073741952 32 128 208 30 276824066 1476411408 138479108 8650752 16977936 16777284 67141888 163844 1074118785 16777240 31459458 2424321088 32 8391176 33106 1077940224 19398785 134217920 138 0 0 16
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Tree=12
num_leaves=31
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split_feature=0 4 4 1 0 3 1 1 3 1 1 1 2 2 4 2 0 2 1 1 2 2 2 2 1 2 1 0 1 3
split_gain=2796.81 1000.49 715.857 502.084 369.24 319.54 311.357 265.445 253.325 247.811 227.201 226.258 225.312 213.023 195.6 260.023 183.631 173.716 167.867 165.189 157.954 157.82 154.331 138.432 139.522 134.729 133.368 129.174 126.752 123.942
threshold=0 745.50000000000011 525.50000000000011 1 2 3 4 5 6 7 8 9 10 11 460.50000000000006 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
decision_type=1 2 2 9 1 1 9 9 1 9 9 9 9 9 2 9 1 9 9 9 9 9 9 9 9 9 9 1 9 1
left_child=2 4 10 13 -2 6 22 -6 -5 -9 -1 -7 -8 -4 25 -16 -13 -18 -10 21 -12 -19 -3 -17 -25 -11 -14 29 -27 -15
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cat_boundaries=0 1 9 10 11 20 28 29 37 43 52 61 67 76 77 86 94 103 109 118 124 133 142 146 155 156 164 165
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Tree=13
num_leaves=31
num_cat=24
split_feature=0 4 4 5 0 0 1 1 1 2 1 1 5 1 2 3 2 1 4 2 1 3 2 2 4 3 1 2 2 1
split_gain=2311.77 871.145 702.176 511.508 461.239 311.132 239.812 235.192 221.741 213.373 211.983 206.895 196.024 225.425 178.604 171.102 166.856 166.355 162.378 159.288 153.754 152.265 152.033 149.799 145.919 145.168 136.794 129.311 125.35 117.128
threshold=0 815.50000000000011 755.50000000000011 183.50000000000003 1 2 3 4 5 6 7 8 102.50000000000001 9 10 11 12 13 465.50000000000006 14 15 16 17 18 420.50000000000006 19 20 21 22 23
decision_type=1 2 2 2 1 1 9 9 9 9 9 9 2 9 9 1 9 9 2 9 9 1 9 9 2 1 9 9 9 9
left_child=2 3 7 4 11 12 19 -1 9 -5 22 -2 20 14 -14 29 -6 -13 -9 -7 -3 -20 -8 -12 -19 28 -18 -27 -22 -4
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cat_boundaries=0 1 2 3 12 18 26 35 43 51 59 66 67 76 85 93 101 102 110 116 117 125 134 141 148
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Tree=14
num_leaves=31
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split_feature=0 4 4 0 0 3 1 1 1 1 2 1 2 3 2 0 1 1 5 1 1 2 2 2 2 2 1 1 2 3
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threshold=0 530.50000000000011 670.50000000000011 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 180.50000000000003 16 17 18 19 20 21 22 23 24 25 26
decision_type=1 2 2 1 1 1 9 9 9 9 9 9 9 1 9 1 9 9 2 9 9 9 9 9 9 9 9 9 9 1
left_child=2 6 9 8 13 12 22 14 -3 18 -7 -12 19 26 29 -8 -14 28 24 -5 -13 -22 -2 -17 -1 -11 -4 -25 -18 -6
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cat_boundaries=0 1 2 3 4 13 22 31 39 48 57 66 67 76 77 86 95 102 111 120 127 133 138 147 154 162 169 170
cat_threshold=196641 12800 131072 138 67125536 4194304 603979794 5255169 2392076 67109153 524288 2177 6 37864037 18874560 786690 2147483712 263170 142606336 8192 67109440 8 274794498 272642208 538968576 1610612800 8192 603980808 21039106 33554498 8 1073774621 4194304 2097158 64 673 142606336 48 80 10748992 41967814 134348804 278528 1073872928 12910720 1049128 1024 64 17848320 536870920 3758096402 268509440 33554944 67108968 68337664 266376 65536 134480048 16480 184551424 8932368 1141440552 1077936128 8388736 262272 144 58 2204433945 2147493368 8196 0 65536 0 0 0 67109008 36864 1107820545 1074790416 67241984 12588032 545293124 10485896 536871169 536872960 65540 21037088 4653060 2097187 2147491880 2415919240 638590977 1073741824 67108864 2 570724469 1615075328 69206026 2149580833 16811077 262144 16 1887436800 67388992 134222120 134218242 25174016 134217732 553912328 67174416 8 0 268436232 37748736 8388612 268471312 170426369 2181038337 201343301 2097152 541065730 85066516 2249196032 269746577 40960 34619400 8192 459293445 4165077379 16395 0 8192 257 34092656 278064162 67662474 139264 262144 2181340426 3506645570 16794116 37756928 2097152 0 32776 0 16 1109655731 4096 537921536 2147483680 557 4 48 1107361804 547885064 1048577 419430400 1666 1610624002 268435489 537399296 83928397 10158086 67109960 1056770 268436032 1049089 262144 28
is_linear=0
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Tree=15
num_leaves=31
num_cat=25
split_feature=0 4 4 5 5 0 0 1 1 1 1 2 3 4 1 2 2 3 1 3 1 1 2 2 2 2 1 1 1 2
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threshold=0 735.50000000000011 870.50000000000011 178.50000000000003 137.50000000000003 1 2 3 4 5 6 7 8 500.50000000000006 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
decision_type=1 2 2 2 2 1 1 9 9 9 9 9 1 2 9 9 9 1 9 1 9 9 9 9 9 9 9 9 9 9
left_child=2 3 7 5 6 14 9 -1 -6 24 15 -7 21 27 -2 -5 -11 22 -19 -15 -13 -8 -10 -20 -3 -16 -14 -9 -4 -28
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Tree=16
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threshold=0 510.50000000000006 680.50000000000011 1 2 3 4 5 6 7 8 9 10 11 12 132.50000000000003 13 173.50000000000003 14 15 16 17 18 19 20 21 22 23 24 25
decision_type=1 2 2 1 9 9 9 1 9 9 1 9 9 9 9 2 1 2 9 9 9 9 9 9 9 9 9 9 9 9
left_child=2 8 12 5 -4 11 24 13 -2 19 -6 -3 -1 -5 -12 20 -10 -14 -18 -8 -11 -20 -13 -9 -7 -25 -19 -17 -15 -30
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threshold=0 815.50000000000011 870.50000000000011 163.50000000000003 1 2 3 4 5 6 7 465.50000000000006 8 9 10 11 12 420.50000000000006 13 14 15 16 17 18 19 20 21 22 23 24
decision_type=1 2 2 2 1 1 9 9 9 9 9 2 9 1 9 9 9 2 9 9 9 9 9 9 1 9 9 9 9 9
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Tree=18
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threshold=0 530.50000000000011 500.50000000000006 1 95.500000000000014 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
decision_type=1 2 2 9 2 9 1 1 9 9 9 9 9 9 9 9 9 9 1 9 9 9 9 9 1 9 9 9 9 9
left_child=2 10 12 13 5 29 21 20 9 -9 23 -7 -1 -4 -10 16 -16 -8 22 27 -6 -5 -12 -2 25 -13 -14 -20 -26 -3
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Tree=19
num_leaves=31
num_cat=26
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threshold=0 815.50000000000011 870.50000000000011 1 183.50000000000003 204.50000000000003 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
decision_type=1 2 2 1 2 2 1 1 9 9 9 9 9 9 1 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9
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Tree=20
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threshold=0 1 695.50000000000011 2 3 510.50000000000006 4 5 6 149.50000000000003 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
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Tree=22
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Tree=23
num_leaves=31
num_cat=28
split_feature=0 1 1 2 4 4 2 1 1 2 2 2 0 1 1 2 2 1 3 1 1 2 2 2 3 1 1 1 2 1
split_gain=372.976 268.92 171.315 170.116 158.705 146.735 139.575 127.345 120.947 109.574 103.636 95.057 88.0537 170.794 86.8834 84.0374 81.3626 77.7983 77.1016 101.653 88.9631 80.8345 76.9725 73.966 72.7512 93.8658 72.8641 70.3764 85.6183 70.154
threshold=0 1 2 3 695.50000000000011 610.50000000000011 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
decision_type=1 9 9 9 2 2 9 9 9 9 9 9 1 9 9 9 9 9 1 9 9 9 9 9 1 9 9 9 9 9
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Tree=24
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Tree=25
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threshold=0 1 510.50000000000006 2 695.50000000000011 3 4 85.500000000000014 5 6 7 8 142.50000000000003 9 10 11 12 1115.5000000000002 13 14 15 16 17 18 19 20 21 22 23 24
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Tree=26
num_leaves=31
num_cat=28
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threshold=465.50000000000006 0 1 2 3 4 5 6 7 8 9 10 11 12 316.00000000000006 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
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Tree=27
num_leaves=31
num_cat=27
split_feature=0 5 1 1 4 2 1 2 2 3 2 2 1 1 1 1 3 1 2 2 1 2 4 2 2 2 1 1 1 1
split_gain=205.036 187.348 175.979 168.392 155.631 140.199 139.198 124.203 112.66 112.611 144.038 142.817 123.629 122.216 110.271 106.68 118.092 100.719 165.019 89.8988 83.2048 79.1184 76.7218 111.134 83.642 73.8156 71.0833 70.1043 69.3278 66.6844
threshold=0 95.500000000000014 1 2 870.50000000000011 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 1140.5000000000002 20 21 22 23 24 25 26
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Tree=28
num_leaves=31
num_cat=27
split_feature=4 0 5 0 0 1 3 1 2 1 2 1 3 1 5 2 2 1 2 1 1 2 1 2 2 1 1 2 2 2
split_gain=193.577 182.844 158.659 140.292 132.713 153.638 127.073 176.018 122.984 119.299 112.841 104.94 102.256 91.7368 82.263 89.8717 87.1425 86.7161 80.1787 80.0328 73.2723 72.1721 71.9922 70.7504 70.4972 82.3573 73.3586 68.7253 67.6447 66.3099
threshold=815.50000000000011 0 149.50000000000003 1 2 3 4 5 6 7 8 9 10 11 95.500000000000014 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
decision_type=2 1 2 1 1 9 1 9 9 9 9 9 1 9 2 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9
left_child=2 10 3 13 9 -6 7 18 -9 27 -2 -8 22 -1 16 -16 -13 -18 -5 -10 -14 -7 -3 -11 26 -26 -24 -4 -15 -22
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Tree=29
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threshold=435.50000000000006 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
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Tree=30
num_leaves=31
num_cat=28
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threshold=149.50000000000003 0 1 465.50000000000006 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
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Tree=31
num_leaves=31
num_cat=27
split_feature=4 0 5 0 1 1 1 2 2 3 1 1 4 2 1 2 1 1 2 1 2 1 2 1 2 1 2 1 2 2
split_gain=145.845 126.659 118.806 141.064 109.747 106.293 97.6775 102.59 83.1674 77.1783 73.2146 73.134 72.5723 153.682 99.6418 85.354 68.888 62.6695 61.3266 60.0261 59.7553 69.2094 59.4519 74.006 55.0752 60.0491 67.942 55.5635 71.5276 60.3986
threshold=815.50000000000011 0 89.500000000000014 1 2 3 4 5 6 7 8 9 1275.5000000000002 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
decision_type=2 1 2 1 9 9 9 9 9 1 9 9 2 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9
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Tree=32
num_leaves=31
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split_feature=4 0 3 1 1 3 0 1 5 1 2 1 1 3 1 2 2 1 2 2 2 3 1 2 2 1 0 1 4 2
split_gain=128.52 127.11 111.038 122.801 112.811 92.912 77.7054 103.79 76.5417 85.8875 74.6236 69.9145 69.028 67.3624 92.3618 98.2434 85.8401 91.1544 64.9703 62.1443 60.4233 57.2704 84.4157 69.0222 56.6187 56.8556 56.4889 59.8284 57.4305 56.8634
threshold=615.50000000000011 0 1 2 3 4 5 6 137.50000000000003 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 965.50000000000011 26
decision_type=2 1 1 9 9 1 1 9 2 9 9 9 9 1 9 9 9 9 9 9 9 1 9 9 9 9 1 9 2 9
left_child=2 5 3 -1 -4 12 11 -8 21 19 -9 -5 -2 16 -15 -16 -11 -18 -13 -10 -6 24 -23 -24 25 -3 -26 28 -28 -29
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threshold=189.50000000000003 905.50000000000011 0 1 2 3 4 5 6 7 72.500000000000014 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 1290.5000000000002 23 24 25
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Tree=34
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threshold=435.50000000000006 0 1 2 3 4 5 316.00000000000006 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
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Tree=35
num_leaves=31
num_cat=27
split_feature=5 0 1 4 1 1 1 2 2 1 2 1 2 2 4 2 2 2 1 3 1 2 1 2 1 1 3 2 2 2
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threshold=95.500000000000014 0 1 870.50000000000011 2 3 4 5 6 7 8 9 10 11 1275.5000000000002 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
decision_type=2 1 9 2 9 9 9 9 9 9 9 9 9 9 2 9 9 9 9 1 9 9 9 9 9 9 1 9 9 9
left_child=3 2 -2 4 -1 17 23 -6 22 10 -8 -7 -13 -11 25 -16 24 -5 -9 20 -20 -22 -4 -3 -15 -14 27 -27 -28 -10
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Tree=36
num_leaves=31
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threshold=560.50000000000011 0 1 2 3 4 5 6 7 8 9 10 11 132.50000000000003 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
decision_type=2 9 1 9 9 1 9 9 1 9 9 9 9 2 9 1 9 9 9 9 9 9 9 9 9 9 9 9 9 9
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Tree=37
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threshold=199.50000000000003 840.50000000000011 0 1 2 3 4 5 6 7 8 9 10 11 91.500000000000014 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
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Tree=38
num_leaves=31
num_cat=30
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threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
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is_linear=0
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Tree=39
num_leaves=31
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threshold=435.50000000000006 316.00000000000006 0 79.500000000000014 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
decision_type=2 2 9 2 9 1 9 9 9 9 9 9 9 9 9 9 9 9 9 9 1 9 9 9 9 9 9 9 1 9
left_child=1 -1 -3 4 -2 6 15 14 -9 10 -8 12 -10 -6 -7 -5 17 -4 -11 -20 21 26 -23 24 -22 -25 -21 -18 29 -29
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is_linear=0
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Tree=40
num_leaves=31
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split_feature=3 1 0 1 2 1 1 1 1 2 2 1 2 2 0 2 2 4 1 2 2 2 2 1 4 2 2 1 2 2
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threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 1019.5000000000001 17 18 19 20 21 22 1275.5000000000002 23 24 25 26 27
decision_type=1 9 1 9 9 9 9 9 9 9 9 9 9 9 1 9 9 2 9 9 9 9 9 9 2 9 9 9 9 9
left_child=1 22 4 20 6 16 -2 15 9 -9 23 12 -5 -13 17 -3 -6 -14 19 -7 -4 -12 -1 -10 26 -26 -15 -28 -16 -20
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Tree=41
num_leaves=31
num_cat=28
split_feature=4 1 2 1 0 1 2 3 1 2 0 1 2 1 2 1 2 1 2 1 2 2 1 0 5 1 2 2 3 1
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threshold=565.50000000000011 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 149.50000000000003 23 24 25 26 27
decision_type=2 9 9 9 1 9 9 1 9 9 1 9 9 9 9 9 9 9 9 9 9 9 9 1 2 9 9 9 1 9
left_child=1 -1 -3 14 5 -5 -7 8 -6 -10 11 16 -13 -14 23 -9 -2 -11 -17 -20 -15 22 -21 -4 -12 26 -26 -27 -29 -30
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is_linear=0
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Tree=42
num_leaves=31
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threshold=750.50000000000011 0 1 2 3 4 5 6 7 8 9 10 11 12 13 1275.5000000000002 14 15 16 17 18 19 20 21 194.50000000000003 22 23 24 25 26
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Tree=43
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split_feature=4 1 0 1 2 2 2 1 4 1 3 1 2 2 1 1 2 1 1 2 1 2 1 1 2 2 2 1 1 2
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threshold=465.50000000000006 0 1 2 3 4 5 6 1325.5000000000002 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
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is_linear=0
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Tree=44
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threshold=132.50000000000003 0 1 2 3 4 5 6 430.50000000000006 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 909.50000000000011 22 23 24 25 26
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Tree=45
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threshold=189.50000000000003 0 1 2 905.50000000000011 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 316.00000000000006
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Tree=46
num_leaves=31
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Tree=47
num_leaves=31
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split_feature=4 1 3 1 1 2 1 2 1 2 2 2 1 0 2 4 2 1 2 2 1 5 2 1 1 2 1 2 0 2
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threshold=565.50000000000011 0 1 2 3 4 5 6 7 8 9 10 11 12 13 1275.5000000000002 14 15 16 17 18 189.50000000000003 19 20 21 22 23 24 25 26
decision_type=2 9 1 9 9 9 9 9 9 9 9 9 9 1 9 2 9 9 9 9 9 2 9 9 9 9 9 9 1 9
left_child=1 -1 4 11 5 -3 9 8 -6 -5 -8 -4 -9 -7 -12 21 20 19 -19 -18 -17 28 24 25 -23 -24 -25 -28 29 -2
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Tree=48
num_leaves=31
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threshold=0 990.50000000000011 1 2 3 4 5 6 7 8 9 10 11 12 13 1230.5000000000002 14 15 16 17 18 19 20 21 22 23 24 25 26 27
decision_type=1 2 9 9 9 9 1 9 9 9 9 9 9 9 9 2 9 9 9 9 9 9 9 9 9 9 9 9 9 9
left_child=15 4 -3 -4 11 -6 8 9 20 -8 -10 -2 -9 14 -7 17 -17 18 -1 -18 -5 -19 -23 -15 26 -26 -25 -21 -29 -24
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is_linear=0
shrinkage=0.1


Tree=49
num_leaves=31
num_cat=28
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threshold=95.500000000000014 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 239.50000000000003 18 19 20 21 22 23 24 25 26 27
decision_type=2 1 9 9 9 9 9 9 9 9 9 1 9 9 9 9 9 9 9 2 9 1 9 9 9 9 9 9 9 9
left_child=7 2 -2 6 -5 -6 -3 -1 -4 10 -7 12 18 29 17 -14 -16 -15 -11 -17 -9 22 -22 -23 -24 -25 -26 -27 -28 -13
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cat_threshold=109084 1346375688 393568 1114881 2147553312 16384 201326660 8388624 65562 65544 4 671088640 1073741824 2323712032 132296 134218278 8495136 598288 8 16400 67108868 2156923045 300 335874 1107951618 200 584 4 604242048 18962 33554500 1048578 76611584 537134080 2561 2147880967 4194304 2099464 10496 2097160 4194304 0 0 0 16 10493952 134217732 403177736 176160772 271188048 32 8650760 270041344 8 2 1610645504 83886088 2152071425 1097334784 553680905 4227136 131328 256 2156200004 536882176 33554440 524432 2753152 16810240 272662528 2281701376 67109010 1078001778 274989220 19400731 1073742016 33573 2048 28 34081792 8584 2147485736 1879048321 268476673 8398849 286261250 142688256 1342439584 12716057 269090816 2852388880 83886080 2147483904 6292000 147325066 32768 2147516417 2181071873 2148536360 271393 32896 57713314 3624534184 28672 2147487744 2147517441 0 32 32896 1078497360 44049412 622854144 192 524836 2147483720 270533632 268435520 270566482 25169920 2687618 0 16676 10241 1024 512 169878921 1073877890 17338944 20971520 50331648 570425344 8389680 35651586 1024 268503048 100663296 3628204034 2349336580 2097155 162 277694480 33554433 0 288 71827462 1619148800 537133568 18087944 148 587204608 33794 1024 1073750016 142614528 545673 541591552 117440514 256 4276224 1159995392 1692475904 513 4210688 1182793728 2416967680 8192 33554432 1074118656 3238002688 82126848 1 37765120 58720256 2415919105 4200456 65664 587464704 1084416 0 1073807360 142614560 1053064 554172672 2365587472 4198432 268435456 2097409 268435456 9961730 2354577414 2097154 604243968 18087945 4 8 3088580744 4457472 16 2113553 307840 34635808 65538 67141664 1091078696 2416967752 4194896
is_linear=0
shrinkage=0.1


Tree=50
num_leaves=31
num_cat=28
split_feature=4 3 1 2 1 0 1 2 2 2 1 2 2 2 1 2 2 1 2 1 2 0 1 1 4 2 1 2 2 2
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threshold=750.50000000000011 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 1275.5000000000002 23 24 25 26 27
decision_type=2 1 9 9 9 1 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 1 9 9 2 9 9 9 9 9
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Tree=51
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threshold=316.00000000000006 0 435.50000000000006 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 224.50000000000003
decision_type=2 9 2 9 9 9 9 1 9 9 1 9 9 1 9 9 9 9 1 9 9 9 9 9 9 9 9 9 9 2
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Tree=52
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threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 1000.5000000000001 27 28
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Tree=53
num_leaves=31
num_cat=26
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threshold=560.50000000000011 0 1 2 3 4 316.00000000000006 5 6 7 8 9 10 11 12 101.50000000000001 13 14 15 16 1275.5000000000002 17 18 19 20 21 22 23 24 25
decision_type=2 9 9 1 9 9 2 9 9 1 9 9 9 9 9 2 9 9 9 9 2 9 9 9 9 1 9 1 9 9
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cat_threshold=67174408 1114624 554434562 134221824 2375938 2100233 32 240 166 541067264 622338561 2684489777 268697617 10526784 2147762184 37380 6291521 138682432 1082130581 33554432 536870924 536879744 74768 83886080 67906125 9576968 2109953 139280 33660936 2155872256 2348843026 2151686144 2687492 65536 1048640 613646337 2215149572 10485760 146805008 369131522 1048977 104890528 5374728 512 96 16827840 16780296 1140850824 1073874049 172032 603980448 17301504 268435712 21587329 1074643592 8676113 4194306 66049 268828672 1073889412 1098069 16777216 44 41947140 2050 2050 272 88114472 2416247904 2147488528 4194304 268435456 262144 18883840 270344 268435464 131073 538087424 536871840 2376724 142872576 306188817 276824064 10553601 0 561 134479872 2147484672 134293568 1074790976 1090535968 1094779904 17498456 557186 8 1379960887 12718084 3211841 1879048320 1 8196 8192 2048 38539840 542115330 4722688 805576736 1343506180 33591338 8388624 514 278530 16896 1048640 2 1073743997 10485760 17039488 64 4 8388608 2050 18 2154337546 32811 287326785 2147491848 2147614720 1 32832 0 536870912 16784402 536871073 16720 16779270 536872960 1114112 269488192 49284 536870928 13624 1051153 1082261504 8192 10551296 65568 1048896 1073922067 2148274178 65538 130 120195585 2147895954 21495824 4218880 546 8519680 16384 169878788 541085601 89653899 131136 34 256
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Tree=54
num_leaves=31
num_cat=29
split_feature=5 1 2 0 1 2 1 2 2 2 1 2 1 1 2 3 1 2 2 1 1 2 1 2 1 2 1 0 1 2
split_gain=20.8618 50.8079 38.355 31.0086 49.3867 48.723 42.0384 49.2928 37.0386 33.008 45.7233 35.0814 60.8146 31.2414 44.8425 36.263 64.9346 64.3421 50.6623 46.125 42.392 36.7422 30.9415 28.1443 34.2474 47.5616 32.4739 31.7602 56.4132 39.7186
threshold=82.500000000000014 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
decision_type=2 9 9 1 9 9 9 9 9 9 9 9 9 9 9 1 9 9 9 9 9 9 9 9 9 9 9 1 9 9
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Tree=55
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num_cat=29
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threshold=815.50000000000011 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
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is_linear=0
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num_leaves=31
num_cat=28
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threshold=219.50000000000003 0 1 2 3 4 5 6 7 8 9 10 909.50000000000011 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
decision_type=2 9 9 9 9 9 1 9 9 9 9 9 2 1 9 9 9 9 9 9 9 9 1 9 9 9 9 9 9 9
left_child=6 -2 -3 5 -5 -4 7 11 9 -9 -10 -1 13 15 17 21 -17 -15 -18 -16 -20 -8 27 -24 -25 26 -26 -14 -29 -27
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is_linear=0
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Tree=57
num_leaves=31
num_cat=26
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threshold=316.00000000000006 0 425.50000000000006 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 1275.5000000000002 19 20 21 22 219.50000000000003 23 24 25
decision_type=2 9 2 9 9 9 9 9 1 9 9 1 9 9 9 9 9 9 1 9 9 2 9 9 9 9 2 9 9 9
left_child=1 19 3 4 -2 6 -5 -7 9 -9 -10 12 -12 -13 20 16 -15 -17 -16 -1 -11 26 24 -24 -23 -25 -4 28 -28 -29
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internal_weight=0 367.455 115006 9490.96 1225.27 8265.69 1676.28 6589.41 5889.8 1464.49 4425.31 3663.33 697.246 2966.08 1186.13 2364.7 818.332 1546.37 752.593 265.759 433.542 105515 4433.43 3394.66 1038.77 2656.5 101081 11138.8 1866.79 9272.03
internal_count=539383 1775 537608 52501 6771 45730 9386 36344 32016 7892 24124 19952 4410 15542 6329 12400 4230 8170 4125 1271 2204 485107 19457 14574 4883 11373 465650 50352 9487 40865
cat_boundaries=0 6 14 18 24 32 40 41 49 57 58 66 74 82 86 94 102 103 106 109 117 125 133 141 149 155 161
cat_threshold=101983 0 0 0 0 67108864 2282816245 2182610946 8192 2097156 2147549440 36701184 32768 524304 138945043 3762823168 17301504 64 1751417352 3774927257 553664528 139271 0 131072 4459530 268435460 604242121 3221227552 1669 17043456 536871968 512 268435456 151292224 301990144 1048640 67108864 8390660 1351032848 442444 132 25186314 8414216 2164408864 301989888 6463488 671097344 16777472 1 33587456 1610678788 6325312 8520192 293605904 352321600 526336 65794 61472 4718592 1048 66068 2152474880 6692992 671228033 83886080 2048 537661448 12583040 84297728 268436512 33792 12808 4194592 12288 37750784 2162720 1626701971 134348800 16898 352321536 32 2147483904 9445729 69402630 1149239392 56 1088423936 135208 546308240 184819841 16517 262147 1024 2147483648 16777218 268436496 589829 547074 540682368 536870912 2215657474 512 39463 205731488 136 4194368 33701905 268502016 67111424 2136 8388608 16777344 64 0 4096 2050 18 537142312 3491022607 33558562 8192 131584 16386 1088 64 16784993 675283087 540928 16785414 133120 1114112 4160 132 67108880 2112 8204 35394 822648836 1073741968 268435457 268484608 276824720 8388612 536871296 224 772 4 2066 64 3149974 134774916 262165 8 0 512 2249195523 1208533012 19664900 8 0 131072
is_linear=0
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Tree=58
num_leaves=31
num_cat=29
split_feature=0 4 1 2 2 2 1 1 2 2 2 3 2 0 3 1 1 2 1 2 1 2 2 2 2 1 1 1 2 1
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threshold=0 1075.5000000000002 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
decision_type=1 2 9 9 9 9 9 9 9 9 9 1 9 1 1 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9
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Tree=59
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threshold=316.00000000000006 0 398.50000000000006 1 2 3 4 5 6 7 8 9 10 11 12 1275.5000000000002 13 14 15 16 17 18 219.50000000000003 19 20 21 22 23 24 25
decision_type=2 9 2 9 9 9 9 9 9 9 9 9 9 9 9 2 9 9 9 9 1 1 2 9 9 9 1 1 9 9
left_child=1 -1 3 8 5 -5 10 -7 -2 11 -6 -8 13 -11 -14 22 -17 19 -19 -18 -21 -20 27 25 -25 -24 -27 28 -4 -30
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Tree=60
num_leaves=31
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threshold=95.500000000000014 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 740.50000000000011 21 22 23 24 25 26 27
decision_type=2 9 1 9 9 9 9 9 9 9 9 9 9 9 9 9 1 9 9 9 9 9 2 9 9 9 9 9 9 9
left_child=1 -1 3 -2 5 -5 -6 10 9 -9 -4 -8 13 -13 15 -3 17 -16 19 -19 21 -20 23 -18 -24 26 -25 29 -26 -27
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is_linear=0
shrinkage=0.1


Tree=61
num_leaves=31
num_cat=28
split_feature=4 2 4 1 2 2 1 1 1 2 0 1 1 2 2 1 0 1 2 3 1 2 1 1 1 1 0 0 0 1
split_gain=13.5715 26.2524 17.7232 47.0485 39.9078 33.8047 54.4879 36.0195 30.3568 24.197 18.0499 20.788 18.844 20.3363 18.7088 43.3077 17.9032 17.6348 25.857 19.3592 25.3463 17.9405 25.4482 18.453 17.1825 16.3732 16.3508 15.3172 15.2915 36.8307
threshold=316.00000000000006 0 465.50000000000006 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
decision_type=2 9 2 9 9 9 9 9 9 9 1 9 9 9 9 9 1 9 9 1 9 9 9 9 9 9 1 1 1 9
left_child=1 -1 3 4 -2 6 -5 9 -8 -7 11 -9 13 -12 15 -14 24 18 -16 20 -19 23 -23 -21 -10 -18 -11 -20 -4 -30
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internal_value=0 0.019116 -7.57838e-05 -0.0034162 -0.0190156 -0.00125239 0.00924085 -0.00387433 -5.20333e-05 -0.0206728 -0.0016895 -0.028817 -0.000924113 0.0105908 -0.00285119 -0.0115763 0.0062315 9.88493e-05 0.00683639 -0.00470035 -0.0224242 -0.00126218 0.0117866 -0.00637456 -0.0100125 0.0137834 -0.00431152 0.0126963 0.000386415 -0.000757149
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internal_count=539383 1775 537608 75270 9233 66037 12211 53826 8949 6328 47498 1917 45581 6343 39238 10265 7150 28973 11450 17523 2898 14625 3999 10626 2251 4899 2904 8934 462338 241864
cat_boundaries=0 3 11 16 24 32 40 48 51 52 59 67 73 77 85 86 94 98 99 107 113 121 129 137 145 146 147 148 156
cat_threshold=201766066 136 64 1074790995 2283276294 4202496 8390660 2148073984 3145728 67141888 16386 135008387 2965874336 159907841 598080 5 1580064 8978496 206045764 1363286016 1052938 1 8 128 2415984644 20971648 2240940800 2684358689 1166 8396800 35 256 134284300 1073774608 2156021760 2147565569 268435456 8651776 545390609 163852 0 537268480 32772 53747712 97 151001153 1074799104 262736 1292116122 2415976994 35651585 32768 41943040 20979776 524292 0 537133060 134217728 16777216 69373952 537133056 32776 51381248 2384194 150995233 0 134230673 69239042 2416051750 1090528257 0 0 131072 551813636 3238166932 2155876355 9707806 41959456 31592968 69010304 1342308480 128 8192 16843776 2099200 24626 8404992 10621448 68944674 2017460352 1161 2147483650 9216 2099200 2181038089 475027458 32816 2181038080 32 306448416 268460064 2098369 8256 4194356 1375731780 32 524288 84058578 539231752 268460416 2281701888 16 512 0 16785472 570429505 4096 4194304 8200 16777216 1048640 32 16794080 1610613953 4096 138414080 1342312516 16793600 16843008 48529416 48 538968192 1024 0 0 1040 32 96505856 16 1612775560 273155072 184320 262688 268634176 8192 18984 66824 232672 134545408 268452352 292 1073766784 816349184 536871948 20971560 65570
is_linear=0
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Tree=62
num_leaves=31
num_cat=29
split_feature=5 1 2 1 3 1 1 2 2 2 2 0 1 2 2 1 1 2 2 1 2 3 2 2 2 1 1 2 1 1
split_gain=13.2246 62.7437 37.1868 24.3312 22.4522 52.0888 44.4349 35.3466 32.4016 25.4329 21.3944 19.8984 38.2286 32.701 31.6625 31.241 28.4111 35.9489 25.92 25.8078 52.6347 30.5187 53.2444 30.0788 27.3716 31.8674 25.6942 22.0546 40.5866 25.2763
threshold=65.500000000000014 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
decision_type=2 9 9 9 1 9 9 9 9 9 9 1 9 9 9 9 9 9 9 9 9 1 9 9 9 9 9 9 9 9
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Tree=63
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threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 460.50000000000006 28
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Tree=64
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threshold=132.50000000000003 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
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Tree=65
num_leaves=31
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threshold=565.50000000000011 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
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is_linear=0
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Tree=66
num_leaves=31
num_cat=27
split_feature=4 2 1 2 2 4 1 2 1 2 3 2 1 1 2 1 2 2 2 1 0 2 1 1 1 2 4 2 2 2
split_gain=11.6544 34.2947 33.4324 52.2212 30.9186 18.6936 49.2464 44.7628 36.1299 52.048 34.7554 77.5321 68.352 54.6017 50.4857 47.3058 38.4318 38.3475 37.3768 36.2981 31.5932 59.6377 50.7958 46.8895 43.9973 62.0816 33.9653 46.1518 44.1239 33.8473
threshold=1275.5000000000002 0 1 2 3 960.50000000000011 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 670.50000000000011 24 25 26
decision_type=2 9 9 9 9 2 9 9 9 9 1 9 9 9 9 9 9 9 9 9 1 9 9 9 9 9 2 9 9 9
left_child=5 -2 3 -3 -4 20 -7 -8 9 -9 11 15 -13 18 -15 -10 -16 -14 -12 -19 21 23 -23 -1 25 -22 28 -28 -27 -24
right_child=1 2 4 -5 -6 6 7 8 10 -11 13 12 17 14 16 -17 -18 19 -20 -21 24 22 29 -25 -26 26 27 -29 -30 -31
leaf_value=0.01075096308970724 -0.030882247609530612 0.033946723419720236 0.014320081341877809 -0.002939911680838033 -0.016495409511130779 -0.019692664843028257 -0.021738224144770713 0.03937254575328341 0.038308725047728455 0.0059903513770536909 -0.02954310714962893 0.02232477300859402 -0.021348122390295255 0.020835027792681628 -0.014878978788256817 0.0077319190104071407 0.0020269726897501452 0.011663896488170124 -0.0045222032803898986 -0.004626450809180299 -0.022787762800281483 -0.013768398094688737 0.0053843182786593698 -0.021307078086341066 -0.00032291574150462469 0.026135441142139355 0.041904776533129504 0.012072827873507441 -0.0037015103018660741 -0.0034079399529923144
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leaf_count=2715 2015 2311 1678 5647 7806 4595 3092 3638 4905 8255 4337 6877 3942 5953 6635 4417 65443 10122 7410 16780 2476 15628 35457 14439 219854 3213 3111 8775 9400 48457
internal_value=0 -0.00505653 -0.00203192 0.00772612 -0.0106507 0.000187752 0.00213362 0.00279326 0.00334299 0.0153092 0.00241063 0.0071418 0.0027469 -3.07389e-05 0.00201165 0.0243899 0.000456598 -0.00152225 -0.0134847 0.00135376 -0.000681302 -0.00366777 -0.00168006 -0.0160724 0.000702851 0.0089143 0.0122794 0.0201759 0.00407042 0.000333121
internal_weight=0 4406.48 3955.92 1855.82 2100.1 110544 34128.2 33134.6 32416.8 2332.07 30084.7 10233.6 8164.78 19851.1 17242.1 2068.83 15935.9 6710.67 2608.96 5868.66 76415.3 24193.5 20861.9 3331.56 52221.8 5790.54 5240.4 2678.68 2561.72 17892
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cat_boundaries=0 9 17 26 35 44 53 62 70 71 80 89 98 107 115 124 133 137 145 146 155 164 172 181 189 195 203 210
cat_threshold=75499536 541065408 24832 16812546 805865472 1245184 269488129 32900 16 6308258 272629760 524546 2147487904 34 136314884 1024 18874560 543462698 1342226727 268439616 8200 512 2 1024 64 536870912 1207967777 1090519304 44 2424438912 1082130466 1073758232 16928 262144 6 69210240 524288 3221229568 2523136 0 3675520 553681410 2283798668 8 545390592 4 134217728 8651008 34 2282225666 134401316 2147485196 2097155 264 612401280 101712896 1077938176 37891 33816582 1073743904 578826240 65536 537624 1384688683 70782976 4325376 0 1073741825 0 134219776 24 35652160 16789672 17178704 33691656 69222424 4608 33554432 32768 32 3355557888 268435520 672088832 2147484800 37879904 32 2415919104 268976128 128 344576 2116160 134709248 2147484320 50462784 0 2551186432 268582928 128 402685952 4194368 268435456 32899 403782272 131200 822607881 268435457 1152 38060128 2109440 15466627 2147496128 8300 134219776 2147483648 16 2097152 8388768 2223013888 3260022792 29638672 2109697 33816640 134217792 67108896 269222152 2162688 1107296288 268443650 168824832 18202624 536875520 134479873 1028 201388804 541352962 272937473 131080 80 86016 10485954 268435520 285215240 16787976 1065985 16777232 110612 1342205954 402663936 285212688 2416586756 1254468 16777216 4227072 0 256 1489766408 0 552863744 0 2147492144 134218304 4196624 514 8 312999937 1224736848 1680345088 160 268468249 268436480 16777472 64 138418177 1572864 4198528 2129952 16 143660480 33282 2281701394 42 8192 2684354592 2226129540 1085440 33557000 807408128 17301504 67141632 193070370 139592 134217793 393220 1058 3222339840 1095761985 269020486 16777216 65622 131220 262144 33558529 128 168299992 12615812 8421894 25165872 1074266624 266250 8388608
is_linear=0
shrinkage=0.1


Tree=67
num_leaves=31
num_cat=23
split_feature=4 2 5 4 1 2 2 1 2 1 1 5 1 4 0 1 1 1 2 1 4 2 4 2 1 2 2 3 2 1
split_gain=11.1392 22.1287 18.4221 12.8815 42.1187 30.7915 28.356 26.0498 15.0727 22.6759 21.7223 14.8961 14.7657 13.2241 11.874 26.1299 25.5577 11.8313 10.918 14.7377 18.8285 10.5883 10.3132 31.2051 22.72 47.3902 24.1156 15.4605 22.0032 14.3809
threshold=316.00000000000006 0 169.50000000000003 398.50000000000006 1 2 3 4 5 6 7 176.50000000000003 8 370.50000000000006 9 10 11 12 13 14 365.50000000000006 15 1275.5000000000002 16 17 18 19 20 21 22
decision_type=2 9 2 2 9 9 9 9 9 9 9 2 9 2 1 9 9 9 9 9 2 9 2 9 9 9 9 1 9 9
left_child=1 2 -1 4 5 -2 12 11 10 -10 -9 21 -6 -13 16 -16 -12 -3 -7 -20 -21 -8 -5 -24 26 -26 -25 -27 -29 -28
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leaf_count=146 1252 282 273 483636 440 1932 1982 3687 1698 8559 1718 768 494 374 1804 3702 3106 1074 599 241 508 1651 1743 1573 2252 855 934 1400 3776 6924
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internal_weight=0 370.176 87.3938 114525 6075.22 772.485 5302.73 5098.84 4250.36 1804.84 2445.52 848.478 203.894 226.483 1779.84 1003.17 776.675 282.783 573.35 245.931 142.963 621.995 108450 4400.34 4047.63 1927.92 2119.7 1411.29 1216.21 1751.08
internal_count=539383 1775 419 537608 34515 4532 29983 29049 24274 10257 14017 4775 934 1142 10330 5506 4824 1356 3280 1348 749 3633 503093 19457 17714 8283 9431 6031 5176 7858
cat_boundaries=0 3 11 13 16 23 26 33 41 48 49 56 63 69 72 79 81 90 98 106 115 116 125 133
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is_linear=0
shrinkage=0.1


Tree=68
num_leaves=31
num_cat=26
split_feature=5 1 2 1 1 2 0 1 2 4 4 2 1 2 4 2 1 2 2 0 1 2 1 1 2 3 1 2 2 2
split_gain=9.73622 34.7145 24.22 28.2555 20.4546 18.615 17.1325 58.4281 60.7928 20.815 20.2931 17.8435 16.1713 17.5683 28.0995 15.9614 15.7943 47.6947 28.7952 20.5513 76.7266 41.8705 22.761 21.7916 19.3059 18.713 142.382 87.6958 62.8432 54.5478
threshold=219.50000000000003 0 1 2 3 4 5 6 7 1079.5000000000002 340.50000000000006 8 9 10 1049.5000000000002 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
decision_type=2 9 9 9 9 9 1 9 9 2 2 9 9 9 2 9 9 9 9 1 9 9 9 9 9 1 9 9 9 9
left_child=6 -2 3 -3 5 -4 7 9 15 -1 -10 -11 13 14 -12 -9 17 -8 -19 20 -18 22 -22 -23 -21 26 -26 -28 -27 -29
right_child=1 2 4 -5 -6 -7 16 8 10 11 12 -13 -14 -15 -16 -17 19 18 -20 24 21 23 -24 -25 25 28 27 29 -30 -31
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internal_value=0 0.00255535 0.00108654 0.00843347 -0.00163137 -0.0102867 -0.00034249 -0.0050976 0.000860863 -0.0190048 0.00665286 0.000933751 0.0060461 0.0142411 -0.00602016 -0.0203114 1.14734e-05 0.00271961 0.000551805 -0.000603954 -0.00553291 0.000677466 0.00843936 -0.00907405 -6.39753e-05 0.000170856 0.00289793 0.00649436 -0.000834322 0.00935552
internal_weight=0 13084.6 12112.9 3265.3 8847.63 2077.35 101789 7042.1 4936.48 2105.62 3881.49 416.292 3852.81 1471.91 330.973 1054.99 94746.5 17538 14962.3 77208.5 7614.11 5511.76 3069.71 2442.05 69594.4 68247.3 18375.4 15749.8 49871.8 13732.9
internal_count=539383 59590 54246 14666 39580 9615 479793 32851 22958 9893 18003 1762 17843 6872 1453 4955 446942 78979 67491 367963 39212 27849 14794 13055 328751 322698 85443 72923 237255 63779
cat_boundaries=0 8 15 22 30 39 40 49 55 60 68 77 82 91 100 109 110 118 125 130 138 147 148 156 165 174 183
cat_threshold=276824192 644 545259776 192 1792 4 1040 64 3327136035 14181968 19665420 131072 0 131072 8 65568 12582912 2426883 1073741856 14 150996992 2048 1077937163 4096 18941952 4096 536870913 25166336 8194 67108866 142731288 1610743848 1 8 0 0 0 0 16 8193 1109393592 14688256 558893442 134217856 436 8256 1296 0 8 1206 2287004170 21529181 4202496 512 16777218 39059461 1573388 4624 2147622928 1048576 262150 16777228 2150105088 2147483712 8 8388608 0 16 35160064 1090519296 12288 0 0 0 0 0 256 130 4210688 520 4194304 512 1736 1073741824 67714 10559520 805306400 159392000 256 2627586 65570 137101380 2181038400 6553604 525312 2622144 8426002 268468224 2147483712 16 542113792 327696 2215644193 134488144 2048 36192257 201327744 134219776 64 69644 134529062 23075372 546308097 3489660928 533268 4 0 80 1327235244 552106 2155872320 8519681 34079360 0 65536 1080098817 8388800 23330816 536871040 74 33556497 268435584 90964736 536870912 1025 536870912 6358016 8 536870912 80 0 4100 17825792 35164210 3489865736 2215119169 2097155 130 1208008704 337641472 8921088 805308416 2188657152 2181038080 2417017344 268443652 1107296768 134488192 268544 50462721 57345 2433664 1048608 1073840130 32 2181038656 134217858 142592 16777216 537006081 18882688 68157472 1208123410 536870944 268697621 1073776896 234913872 5776400 268435968 83902472 194 262144 64
is_linear=0
shrinkage=0.1


Tree=69
num_leaves=31
num_cat=29
split_feature=5 1 2 1 2 2 3 1 2 1 2 2 0 1 2 2 1 2 2 1 1 2 1 3 1 3 2 2 3 2
split_gain=8.72066 49.2082 28.979 19.2104 21.1551 19.0631 18.3054 39.4586 29.4933 27.4747 18.991 16.462 13.4156 39.1673 53.0936 31.1122 28.9101 47.3163 29.6478 32.4696 28.7024 28.1924 25.7293 32.1071 24.769 22.6367 31.9955 24.406 20.9612 32.3113
threshold=65.500000000000014 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
decision_type=2 9 9 9 9 9 1 9 9 9 9 9 1 9 9 9 9 9 9 9 9 9 9 1 9 1 9 9 1 9
left_child=1 5 -3 -4 -5 -1 7 -6 -9 -8 -11 -2 13 14 -13 20 17 -17 19 -18 -15 22 23 -14 -23 27 -27 -16 29 -19
right_child=11 2 3 4 6 -7 9 8 -10 10 -12 12 21 15 25 16 18 28 -20 -21 -22 24 -24 -25 -26 26 -28 -29 -30 -31
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leaf_weight=252.83537296950817 249.39220594614744 1108.4372038319707 1464.598559319973 907.12814746052027 998.45905959606171 469.6242785975337 1117.5071894004941 539.02712014317513 2299.0214295983315 659.02871803939342 3394.0540662184358 1410.6561290100217 400.74700301140547 908.56014496833086 763.47381406277418 3199.7196382433176 1062.9089343845844 1712.8203083947301 17313.606049433351 4858.2456125095487 1822.4611771851778 1843.9527261331677 1633.9132700115442 704.01893048733473 56576.065310686827 849.63665954768658 1368.7110153436661 927.34664737433195 2267.2313124835491 1745.4819594025612
leaf_count=1171 1180 5672 6762 4475 4758 2434 5859 2489 11118 3080 16214 6734 1844 4357 3702 15513 5263 8160 82553 24528 8435 9480 7402 3290 258194 4038 6605 4560 10793 8720
internal_value=0 -0.00242926 -0.000948929 -0.00245665 -0.00403743 -0.0276204 -0.00256053 0.00267021 -0.00335687 -0.00643932 -0.00258857 0.000302018 0.000366333 0.00178487 0.00976953 0.000565003 0.00143625 0.00627052 -0.000422663 -0.00652477 -0.00966239 -0.000566472 -0.0104639 -0.0222034 -0.000100777 0.00373694 -0.00290789 0.0124207 0.000818281 0.00571129
internal_weight=0 13209.7 12487.3 11378.8 9914.23 722.46 9007.1 3836.51 2838.05 5170.59 4053.08 101619 101370 40210.9 5319.82 34891 32160 8925.25 23234.8 5921.15 2731.02 61158.7 2738.68 1104.77 58420 3909.17 2218.35 1690.82 5725.53 3458.3
internal_count=539383 64032 60427 54755 47993 3605 43518 18365 13607 25153 19294 475351 474171 193961 25639 168322 155530 43186 112344 29791 12792 280210 12536 5134 267674 18905 10643 8262 27673 16880
cat_boundaries=0 9 18 26 35 44 45 54 63 72 81 90 91 99 106 115 123 130 138 146 153 162 169 170 178 179 188 195 196 204
cat_threshold=337657856 35651840 555745349 1208091008 2148008018 64 8 50348032 8 1107824642 142608384 270009368 131074 1073742913 1074462736 605028352 2048 32848 65601 136258 34342912 16780289 8389248 805576705 2228240 536871536 874512408 2148024578 20480 1044 130 268439552 131072 67108864 32 0 406847872 268697600 2147483792 512 0 0 0 32768 162 33564808 0 1073743104 33640448 1028 1575296 541854720 203685890 6 196608 1077018752 260048897 1573216 2348810752 2149580800 2148008193 1048577 1024 33564688 32768 1073759496 33636354 2304 1573250 549980160 201326594 22 262144 19005569 2317484033 2621696 2349335040 136314880 3221750017 1048577 1024 0 0 1056 134217760 8388608 2181627920 2751463424 2304 2097152 138688 134219792 16777232 75907074 43581472 262156 8388746 8388642 34144528 21006339 135925034 67129882 268697604 4202496 1310976 262144 1077954560 209715464 311427201 1073774722 73794 1073743904 6 64 67 1369981056 553156608 6359573 2147484032 34 4 0 285220864 202380387 3490512928 2151725072 276832768 2151677952 32769 4194304 234885635 1015840 32796 776 268451865 67141634 6400 134217728 32801 302065408 1074790720 285212674 2147483648 2449473600 272 536870912 1075871904 8392704 556337665 2147487872 162 2052 1024 0 1078069248 67111448 282104072 1128270848 16809984 4489312 0 256 41959430 4194304 20971520 4160 6 0 1024 194 134742016 279056 76743216 22626464 8917024 4104 16 65538 14 2360036 16814080 2416574528 135424 33948224 67125760 32800 16777344 256 135529888 1082196480 273940613 1087406208 1074266248 536904192 32768 30 34087040 537002626 262728 37752856 1376257032 268444160 8486912 32770
is_linear=0
shrinkage=0.1


Tree=70
num_leaves=31
num_cat=28
split_feature=4 0 1 1 2 1 2 1 2 1 2 1 3 1 2 1 2 2 2 1 4 2 2 2 2 0 1 1 2 1
split_gain=8.73007 41.4372 52.5177 49.9089 47.6342 40.8336 38.808 38.3067 37.5049 31.6559 31.5276 31.413 30.6475 57.4405 49.6424 39.5945 36.1659 33.8953 33.1562 31.1596 29.3401 27.4723 27.0195 26.9923 26.287 26.1858 58.9951 48.4029 48.1857 43.8386
threshold=960.50000000000011 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 1095.5000000000002 19 20 21 22 23 24 25 26 27
decision_type=2 1 9 9 9 9 9 9 9 9 9 9 1 9 9 9 9 9 9 9 2 9 9 9 9 1 9 9 9 9
left_child=25 3 21 10 -4 20 9 23 11 -7 -2 -5 13 17 -15 18 19 -10 -14 -17 24 -3 -9 -8 -6 26 -1 -27 -28 -30
right_child=1 2 4 8 5 6 7 22 12 -11 -12 -13 15 14 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 27 28 -29 29 -31
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cat_boundaries=0 1 10 18 27 36 44 52 60 67 76 84 85 93 101 109 118 123 128 135 139 147 151 153 154 163 171 180 189
cat_threshold=236564 134297600 34340864 1073743888 134644768 270532624 1052672 16778016 2281701378 8 2281701472 41976832 102761474 134229248 2134272 33554956 4194592 25165826 1073741824 4653056 1589504 1107296258 34095136 151060736 134301732 2147485312 80 524544 1879114112 9437952 3225944064 536904192 17039362 1073741825 603992576 69632 2357280770 1115685888 33554496 24580 67112128 268472324 84410369 335675392 2485125120 5251600 2684457156 2097408 257 1220 536911874 128 1536 155189248 19922968 692241 2304652 537002752 12 1 268484649 4203008 608174272 4224 1032 0 8192 1142950912 2424842016 84021409 268435456 33554432 0 0 0 64 2 0 786944 0 37 134219840 0 16 96 283117568 604110888 5325312 1614872768 268452361 8396800 2064 33554944 339746816 3758900288 268959745 2097280 2147501057 218202112 2684354850 32768 2359424 2231048 1480589920 37748736 2147484168 402661440 3074 131664 1112709386 268568592 406214 8388736 524288 262152 4456448 0 16 637279 1611794466 2148025155 285212674 1 257200138 2693025314 4460545 8192 1 67584 128 526336 0 536872113 16779264 16 2703424 268960138 32832 8192 1056 805308932 2298512009 281088000 4202508 536870913 1024 1208057856 24912205 532496 2050 2147745792 4456474 142 2024 1342177538 270566416 100729856 1073811520 70271616 4 1074004000 75628560 33554432 34816 213000 394240 134744066 13140288 3154117122 4196353 50331650 0 2155909121 2097318 134254734 268461056 33832964 3221225472 268437569 2 12589057 17448968 21102980 536905730 4195600 411042048 2 2 2
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Tree=71
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split_feature=5 3 2 1 1 2 1 1 3 2 1 1 2 0 1 2 2 2 0 1 2 1 2 3 1 1 2 2 2 1
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threshold=149.50000000000003 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
decision_type=2 1 9 9 9 9 9 9 1 9 9 9 9 1 9 9 9 9 1 9 9 9 9 1 9 9 9 9 9 9
left_child=18 2 4 17 -2 6 -3 12 9 10 -8 -10 -7 14 -5 -16 -15 -4 19 -1 -21 22 -22 24 -20 26 -26 -27 -29 -30
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cat_boundaries=0 1 10 19 27 35 43 52 53 59 67 76 85 86 94 101 110 116 117 126 135 143 152 153 162 171 180 189 197 205
cat_threshold=12 117440832 807931032 99614738 8389640 131073 268435968 1024 32768 64 330760 21102748 65605 3355448512 1115 0 3072 0 8 272646152 268443200 2427652 2148007936 262917 2564 16778256 131136 1107313258 134807688 274776080 33820740 1089 268435968 33792 32768 1107560832 1074006020 16844800 3901227008 2 134218244 2066 655936 71304273 4240 22020198 1476395072 1314 268443656 18874880 262144 8 2 1073758282 589824 4194304 4 0 512 2097207 2097152 537395728 64 262148 0 9216 16 4294257 14680192 540540930 0 270757 16777216 10485760 67108866 8 2135296 830523922 787012 2164270104 2228736 0 12 0 256 187653 524320 0 0 0 524292 512 2 512 1219840032 1057058 2415919693 2147880976 192 131072 4 2147549185 16941057 524800 272629760 512 1073872896 0 0 536870912 5002792 1216372768 2415923712 16781329 4194304 65537 24613 145227776 8389136 30539877 3490193408 8388898 10312 24 0 8 402 2285920770 2500067329 13664336 33556610 16777218 262144 0 272 2185265252 33554628 2149585024 537001986 2147491968 1174405121 2425857 80 170432064 131472 36180496 135172 32768 0 1 2048 64 2 50331648 1074016258 1243613216 279585 268473864 4232 16777248 0 18 536870920 4194816 85196806 142608384 109052231 3293184 67119104 18874368 260 537407489 69206178 2230298 3225551105 32768 1 289 622592 2097153 327700 2097168 83902490 274857992 537985152 1628569866 0 1073741824 256 1107820545 538445984 271622144 2147582528 335544401 262272 1056768 2147484736 8396802 128 2689204736 524288 541065232 1644168448 2150663168 269165056
is_linear=0
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Tree=72
num_leaves=31
num_cat=26
split_feature=4 1 0 4 1 2 2 1 1 1 0 2 1 1 0 5 0 1 1 2 1 2 1 2 1 2 1 2 4 1
split_gain=8.27318 19.3747 12.006 10.981 38.1838 28.9105 25.1436 47.8923 31.0287 24.2706 18.2069 17.5199 16.5967 15.7165 15.2984 14.866 13.9032 54.2236 39.9064 26.7628 24.6108 20.5382 17.1982 14.7909 15.1946 14.513 20.6889 14.0412 13.1409 12.8165
threshold=316.00000000000006 0 1 465.50000000000006 2 3 4 5 6 7 8 9 10 11 12 410.50000000000006 13 14 15 16 17 18 19 20 21 22 23 24 445.50000000000006 25
decision_type=2 9 1 2 9 9 9 9 9 9 1 9 9 9 1 2 1 9 9 9 9 9 9 9 9 9 9 9 2 9
left_child=1 -1 -3 4 5 -2 7 -6 11 -9 12 14 -11 -12 -8 16 17 19 21 -10 -19 -18 27 29 -25 26 -24 -20 -7 -22
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internal_count=539383 1775 1393 537608 75270 9388 65882 13224 52658 9750 8248 8875 3202 5046 2564 43783 43752 18540 25212 3967 14573 3635 21577 9759 6614 17730 3939 3847 7261 3145
cat_boundaries=0 6 7 15 20 28 35 43 51 52 56 64 71 72 73 81 89 93 101 104 112 116 124 129 136 139 146
cat_threshold=14315680 0 2 0 0 134225952 440 1209008723 2283276294 4202496 8390660 2148073984 3149824 33024 147458 134221827 549946912 25690113 589888 4 35134496 8978496 206045252 1363287040 1052682 1 8 128 2415984644 20971648 2223114880 2684359712 1162 545267712 35 66692 1077968912 2156005504 2147565569 335548416 42206208 545390609 32780 0 537268480 32772 53747712 65 150997057 67117568 262720 25650 775 676731016 33048 64 16416 8388608 1835345 192 16672 0 0 16 97030144 528 539033608 1481113600 167968 262176 1343424576 173446 55524 2963935232 66560 32839 256 2498560 134218537 8192 12929 67371040 822480904 68157440 1393558592 279872 1140850690 0 16 1094746823 132008 270540800 128 262176 822218888 87097344 1107432672 433 1140850690 0 16 69239566 806486816 1 2705852424 66560 402653191 262400 555886592 584 270336 10485760 1753514122 132746 12288 8650780 100681728 8397408 16400 403177984 4227080 805437440 286326816 72876288 1275167040 402678792 2183135762 32768 1 312475648 35652128 553648192 32 12615735 4 134217728 67149982 537168014 536875520 4243456 262400 256 536870912 1090 2052 1024
is_linear=0
shrinkage=0.1


Tree=73
num_leaves=31
num_cat=27
split_feature=4 2 2 1 1 2 2 4 2 1 2 1 3 1 2 1 2 2 1 2 2 1 2 2 1 1 2 2 2 4
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threshold=1290.5000000000002 0 1 2 3 4 5 960.50000000000011 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 840.50000000000011
decision_type=2 9 9 9 9 9 9 2 9 9 9 9 1 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 2
left_child=7 -2 3 -3 5 -4 -6 28 -9 10 -10 27 13 16 -15 22 -13 -17 19 -14 21 -20 -16 24 -22 26 -25 -11 29 -1
right_child=1 2 4 -5 6 -7 -8 8 9 11 -12 12 18 14 15 17 -18 -19 20 -21 23 -23 -24 25 -26 -27 -28 -29 -30 -31
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internal_value=0 -0.00450823 -0.00859687 -0.0308686 -0.00505653 0.00528185 -0.0103077 0.000138716 0.0016819 0.00207769 -0.0167644 0.00260435 0.00199799 0.00844712 0.00130174 0.00765186 0.0268626 -0.00649698 0.000663706 -0.0111154 0.00165757 -0.00973675 0.0187194 0.00303577 0.0150925 0.00203427 -0.00795751 0.0156875 -0.000564348 0.013174
internal_weight=0 3696.48 3153.3 421.915 2731.39 920.018 1811.37 110987 34738.3 34180.9 921.037 33259.9 31797.7 5441.84 3928.32 3084.06 1513.52 1355.42 26355.9 2042.82 24313 2616.92 1728.64 21696.1 1653.18 20042.9 2695.94 1462.19 76248.6 1130.09
internal_count=539383 16281 13956 2025 11931 3969 7962 523102 159577 157128 4206 152922 145080 25154 17945 14126 7209 6407 119926 10150 109776 11748 7719 98028 7386 90642 12034 7842 363525 5128
cat_boundaries=0 9 17 25 33 42 51 60 69 72 81 82 90 99 106 112 118 127 133 142 151 158 167 174 182 187 193 202
cat_threshold=805306657 3490792192 4654 8 544 16388 17472 1048640 32802 75504640 524481 68182272 16810502 805847040 1118208 1 49280 6293530 12582912 524416 64 4 0 0 2 6291850 4194304 524544 2147483680 34 0 1024 128 2151973006 163878 2449473600 13631504 2147483648 262145 536903680 0 536870912 1208492032 25166856 2359296 2449476736 1083310082 1207959562 544 524288 260 545390592 0 134217728 2304 34 2282225664 134401376 2147485196 2097159 2101248 1572864 3221229584 2523648 0 270013696 805339650 2283929740 8 1073745929 540677 16777217 264 612401280 101712896 1077938177 36864 262150 1073743904 578826240 69632 16 1208076288 18875392 539427072 2147557568 262702 33554464 2147483664 18 285475081 1208746248 2419064856 1057346 1573888 1114112 0 2176 1024 4718672 1212158052 138936962 134222848 2684363008 2107968 4195584 20519545 2013463778 2149589008 16 0 512 101716020 289407488 4096 2416182272 512 8 134545920 19023876 134381568 2147483648 2198209024 131072 2167538688 262162 130 2098267 1092297048 280498194 0 1 512 65537 10682500 2148024322 35913736 63176704 16793622 1107623936 134217728 32 8390660 268445240 10832196 402662528 4202568 134217736 4 0 32 1212153858 16842770 37799936 37781512 3238340736 268470305 2147487744 2483027968 138413072 1040 32901 67185280 5308544 268959753 268484609 128 851443712 320 20973568 134291648 4194304 0 134479872 67256448 1241523736 2424896 1186 10376 16609 272 16384 1230512726 1611669570 279982089 2147483648 64 71303431 2151809540 541081986 66560 262656 256 2156003328 0 1207959552 33622080 536875296 2172715008 17700 3221243520 67109009
is_linear=0
shrinkage=0.1


Tree=74
num_leaves=31
num_cat=23
split_feature=5 1 2 2 0 4 1 1 1 2 2 3 3 4 4 1 4 1 2 0 1 2 4 1 2 1 1 2 4 2
split_gain=8.04165 31.6899 40.9639 30.7454 22.988 19.2524 18.2082 17.3665 16.4993 13.207 12.4937 11.999 11.377 10.8267 17.8174 14.4725 15.446 11.6852 12.6801 10.6079 53.0786 49.4363 18.9738 26.7832 18.3771 17.423 17.2035 16.0951 12.8045 16.0146
threshold=233.50000000000003 0 1 2 3 1430.5000000000002 4 5 6 7 8 9 10 725.50000000000011 585.50000000000011 11 779.50000000000011 12 13 14 15 16 1000.5000000000001 17 18 19 20 21 545.50000000000011 22
decision_type=2 9 9 9 1 2 9 9 9 9 9 1 1 2 2 9 2 9 9 1 9 9 2 9 9 9 9 9 2 9
left_child=19 2 9 5 11 7 12 -3 -6 -2 -10 -4 -5 14 17 -15 -17 -11 -19 20 22 25 24 -24 -1 -22 28 -25 -26 -30
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cat_threshold=1115750548 2097860 536871809 2147487968 1798 2052 1024 64 8 4461036 1079633366 4608 131072 7175916 3758654887 0 0 131072 0 8 0 320 102406 6326304 0 19136514 0 16 8388608 10240 2 268435464 0 591872 0 33 16777728 2 1073741824 2097152 768 2147483648 0 0 1024 4 524624 4608 131072 20049408 520 1 78 58 41943040 0 129 160 516 41943040 0 257 2147483808 258 0 1024 4456544 73730 8193 1109393592 8396800 558893954 134221824 438 8256 1296 0 8 2170335561 1504 2097152 0 0 0 0 0 67109328 2097160 0 640 0 148 0 256 4194324 1075316484 2147483664 8650756 4 2149580800 64 0 0 0 16 35651608 0 4195074 134217728 144 0 272 55840769 1573000 4624 2147622928 1048576 512 34611203 134217728 266240 131072 1048576 512
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Tree=75
num_leaves=31
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split_feature=5 1 2 2 1 1 3 2 1 1 2 2 1 1 2 1 1 2 2 1 0 1 2 1 2 1 2 1 2 2
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threshold=101.50000000000001 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
decision_type=2 9 9 9 9 9 1 9 9 9 9 9 9 9 9 9 9 9 9 9 1 9 9 9 9 9 9 9 9 9
left_child=1 2 -1 4 -3 -5 7 19 -8 -9 16 13 18 -11 -12 17 -10 -16 -13 -7 21 29 23 -23 -22 28 -24 -28 -26 -2
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is_linear=0
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Tree=76
num_leaves=31
num_cat=26
split_feature=4 1 2 4 1 2 2 1 1 1 2 2 0 1 1 2 1 2 1 1 2 1 1 2 4 4 2 0 1 1
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threshold=316.00000000000006 0 1 465.50000000000006 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 375.50000000000006 435.50000000000006 22 23 24 25
decision_type=2 9 9 2 9 9 9 9 9 9 9 9 1 9 9 9 9 9 9 9 9 9 9 9 2 2 9 1 9 9
left_child=1 -1 -3 4 5 -2 7 -6 10 -9 -8 -10 13 23 15 -14 -15 19 24 -16 22 -22 -18 -13 -19 27 -27 28 -11 -29
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internal_count=539383 1775 1507 537608 75270 9064 66206 11820 54386 8731 7929 46457 44326 19655 24671 5682 15618 18989 8558 10431 12272 8985 3287 4037 2458 6548 1411 5137 1797 3340
cat_boundaries=0 6 9 17 22 30 38 46 54 58 64 65 73 81 84 92 98 105 112 115 123 131 134 138 139 147 155
cat_threshold=14315648 0 0 0 0 8224 201537186 136 64 1209008723 2283276294 4202496 2052 2147549696 3149824 536903936 147456 135008387 2965874336 159907841 598080 5 34610208 8978496 205520980 1363287040 1052938 1 8 128 302055428 20971648 2224163329 2147488801 1290 545267712 35 256 66564 1077969152 2156005377 2147565569 336072704 8651776 8519697 32844 4194304 537268240 539525120 62136448 225 16779329 67117056 262658 6325060 1750504072 8388608 64 547356672 3226603541 545259649 9707806 0 131072 55524 3001684096 66560 536903686 256 2498560 809 8192 12928 67141664 830869512 68157696 2047870144 263488 1140850690 0 528 8967 285213472 4096 262176 822214792 68222976 1107297504 273 1140850688 1024 16 1095262860 556042914 16785408 2149580800 1 512 2418294912 16416 2424832 25305122 134217745 16777216 16778240 8388608 35660416 553649888 17305632 155238574 285214720 67125248 1212448914 268437000 2117632 16384 2110016 16 411176960 32812 855769090 286326816 68681728 16793600 8256 524296 411082752 536870916 537411712 16777216 17301760 1091076823 168 8192 1024 64 80 4200448 396 92278912 2097152 65728 138936320 0 0 1343424064 64 524288 10485856 208 671088640 8192 1160 2151681040 2147483648
is_linear=0
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Tree=77
num_leaves=31
num_cat=28
split_feature=4 2 1 2 2 1 0 2 2 2 1 4 1 2 3 2 1 0 1 2 1 2 1 1 1 2 1 2 2 1
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threshold=1275.5000000000002 0 1 2 3 4 5 6 7 8 9 960.50000000000011 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
decision_type=2 9 9 9 9 9 1 9 9 9 9 2 9 9 1 9 9 1 9 9 9 9 9 9 9 9 9 9 9 9
left_child=11 -2 3 -3 -4 9 7 10 -8 -6 -7 -1 -13 -14 15 23 -17 18 -16 -20 -19 22 -22 -15 -18 29 27 -23 -28 -26
right_child=1 2 4 -5 5 6 8 -9 -10 -11 -12 12 13 14 17 16 24 20 19 -21 21 26 -24 -25 25 -27 28 -29 -30 -31
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cat_boundaries=0 9 15 24 33 41 42 49 58 65 72 81 90 91 100 109 110 118 126 135 144 153 159 168 177 186 194 203 211
cat_threshold=67110912 536870976 17408 16812550 805841024 1249280 269488129 268484740 16 4227458 268435456 524544 2147483808 0 136314880 824325 1073799202 8192 0 0 0 0 0 536870912 536879136 1343292160 33591334 276955136 8388640 16390 67125248 1310784 32774 1073741824 8388608 16777216 64 0 4096 2050 16 235530 190322374 4726913 1441792 2097184 1114112 67109376 4 3229634577 133282 2149589329 34078784 37380 1073774720 0 1073741824 536870912 2130312 2147483656 256 2147483664 4194304 1073741824 32768 2099200 0 2 0 2 0 9216 2101376 1572864 3221262336 2523648 0 272106624 537035264 2283929736 8 545390592 0 134217728 8716544 34 2147483650 134401380 2281702924 2097159 24 33559104 1073750184 16916500 33691656 75513880 4608 33554432 32832 32 3355558144 805306432 705380608 128 132096 36 2415919136 268984320 32 103440 134479874 555772444 679742224 1610612928 2197815296 8388612 2 268435456 1143314946 676352 17862661 37506 34152456 0 0 1 81920 1111752768 196608 2147493152 287465680 2048 2432696576 16402 128 1118208 4740 16809986 1107300872 2210743368 0 33619968 64 67108912 1342472197 25184432 2097924 687869952 778 8388612 48 512 4096 38060128 2109568 11272323 3221225472 8270 167774724 639107072 262144 285212708 8388642 8929296 537137921 8192 65540 16 2139136 25353282 2360642 1073741841 133249 2105344 0 2048 67108880 270008320 75563136 67108864 1648887872 1 738460166 1082654756 4096 65552 1145569413 2689073416 339747349 4203520 533008 16842753 0 67108864 335544320 100663297 268435600 532512 1745883648 285442176 285736969 268451840 1152 8650759 77594624 14680192 403181568 778 64 67108880 262144
is_linear=0
shrinkage=0.1


Tree=78
num_leaves=31
num_cat=30
split_feature=0 3 1 1 2 2 2 1 2 2 1 2 1 2 2 1 2 1 1 2 1 1 2 1 1 1 2 1 2 2
split_gain=6.88412 19.9217 61.0542 51.6204 45.0049 32.1884 31.6674 29.3341 33.4793 30.8436 32.07 29.0072 27.3155 37.8663 31.5722 26.3039 30.926 35.5201 23.1327 23.0356 48.6244 31.6503 37.5284 21.8604 20.766 20.2818 20.0583 19.8799 29.5256 21.0459
threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
decision_type=1 1 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9
left_child=1 3 6 11 25 -5 -3 8 -6 10 -9 -1 13 -11 18 26 17 -17 -14 20 -18 22 -21 -22 -23 -4 -7 29 -29 -16
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leaf_count=3450 291547 4165 499 4590 1391 5430 3351 2811 4950 3132 7142 6001 3512 12544 4090 8049 5662 5836 5329 8295 1946 7171 10078 10568 69487 3650 9535 5040 17209 12923
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internal_weight=0 52127.5 19713.3 32414.2 18072.5 30387.1 1640.79 17113.9 1255.66 15858.3 2167.45 2027.11 13690.8 3474.64 10216.2 29305 26568.9 2918.66 1878.63 23650.2 3816.16 19834 3633.66 2661.95 16200.4 958.532 2736.12 8337.57 4757.52 3580.05
internal_count=539383 247836 91738 156098 84222 146647 7516 80073 6341 73732 9953 9451 63779 15676 48103 142057 127092 13885 8841 113207 18176 95031 18373 12514 76658 4149 14965 39262 22249 17013
cat_boundaries=0 1 2 10 18 27 36 42 50 55 64 72 79 86 95 104 112 120 128 135 144 153 161 168 176 184 189 196 204 212 221
cat_threshold=134624 58 68157441 2148010056 1411416328 8421635 4096 948438145 1073741824 272 68288512 3221782624 268472456 33558791 384 805964801 1074003968 256 444596228 67108880 180224 1351418436 3223355456 0 4194564 269222016 2097152 0 67108880 134250496 1091109953 2281799712 8 2147631365 336461825 2097217 90473953 537427976 2290094084 529472 162 512 1090519040 269811712 144 268441608 102795265 1056768 71305984 8613892 72355856 957655040 69743112 8192 1 16451 2164260864 592 2169537537 406982656 0 1049601 147456 33236 849608806 132608 147851269 134242304 4194448 76 0 17301504 154174497 151523360 369119232 8736 268451840 2147745792 256 2852388960 16778240 136134660 1211237440 524296 2183135240 268435488 2105352 12585000 337650688 2050 50348928 553914504 4608 4 32 2215641376 1612189760 29884418 2236800 2064 1140850721 294912 134217729 536870912 1224736896 286261264 8912896 270534656 102793257 135266312 2832 86020 2181562886 268436482 2147483792 16384 580124672 2299693568 96 3238003712 2474084 12845060 1631847168 2147549248 1540 8256 9216 131600 4833282 113377792 25167905 8320 276824068 262212 16785411 888422680 2147483648 2097152 8421546 1073872976 1145061376 0 65664 67108868 4194402 33636750 579 8454144 4195904 1140858976 1024 524800 4 539495442 0 202704912 1074136072 17301508 25432064 88113152 8208 1090527456 1099639584 336597614 38010880 8 0 32768 539295744 2560 201394176 2281832448 16777216 16777216 16777248 16 8704 570441988 1627390976 8404992 276828226 1140858976 536870913 152699520 1075904528 10485760 553779777 0 512 1141125360 2823082016 270807058 4333576 0 0 32768 49158 37883904 12582915 8192 2148533856 17039364 16811027 604241921 8192 138619138 2451579040 4098 9781384 2198470656 2048 16777216 537142272 134367488 2214596640 2 67126414 269025284 2147680352 0 1
is_linear=0
shrinkage=0.1


Tree=79
num_leaves=31
num_cat=21
split_feature=5 1 2 2 0 4 2 1 1 3 0 4 3 1 2 2 2 5 5 2 4 4 0 1 1 4 1 4 1 3
split_gain=6.23887 25.475 33.1804 25.0133 19.6466 14.7471 13.7328 14.8741 14.6287 14.9672 14.5948 12.7972 12.3836 12.2579 13.5339 11.1466 10.1984 10.0666 10.3995 9.52591 13.769 13.832 13.1459 11.5871 11.3437 10.1824 14.764 11.3421 9.0673 13.4096
threshold=233.50000000000003 0 1 2 3 1430.5000000000002 4 5 6 7 8 480.50000000000006 9 10 11 12 13 328.50000000000006 332.50000000000006 14 360.50000000000006 400.50000000000006 15 16 17 925.50000000000011 18 1079.5000000000002 19 20
decision_type=2 9 9 9 1 2 9 9 9 1 1 2 1 9 9 9 9 2 2 9 2 2 1 9 9 2 9 2 9 1
left_child=-1 2 15 28 13 6 7 -5 10 19 12 -6 -8 -4 -15 -2 17 -12 -19 20 -10 -22 25 -24 -23 26 -21 -27 29 -3
right_child=1 3 4 5 11 -7 8 -9 9 -11 16 -13 -14 14 -16 -17 -18 18 -20 22 21 24 23 -25 -26 27 -28 -29 -30 -31
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leaf_count=488549 818 600 1722 2252 392 109 919 4564 34 4860 296 2057 1942 269 3742 10373 4459 63 451 355 70 1290 702 1929 337 310 1018 531 2441 1929
internal_value=0 0.00224102 0.00850914 -0.00140445 -0.00186366 -0.0040146 -0.00435336 -0.0124279 -0.00145856 0.00338928 -0.00836903 -0.01729 -0.0202324 0.00529934 0.0115146 0.0163236 -0.00148724 0.0205469 0.00311737 0.00997118 -0.00355042 -0.00631094 0.014771 0.0047018 -0.00243599 0.0270585 0.0390688 0.0090538 0.0121447 0.00324189
internal_weight=0 11138.2 4088.63 7049.6 1760.02 5916.8 5890.76 1541.91 4348.84 2558.85 1789.99 553.612 650.026 1206.41 872.246 2328.61 1139.97 168.091 106.325 1465.09 384.506 377.011 1080.59 601.503 362.188 479.085 296.398 182.688 1132.8 580.276
internal_count=539383 50834 19373 31461 8182 26491 26382 6816 19566 11436 8130 2449 2861 5733 4011 11191 5269 810 514 6576 1731 1697 4845 2631 1627 2214 1373 841 4970 2529
cat_boundaries=0 9 13 19 20 29 37 45 46 47 48 55 58 62 64 73 74 82 87 95 102 103
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is_linear=0
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Tree=80
num_leaves=31
num_cat=28
split_feature=0 1 2 3 3 2 2 2 1 1 1 1 1 2 2 1 2 3 2 2 5 2 4 1 2 2 1 2 1 2
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threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 171.50000000000003 20 1075.5000000000002 21 22 23 24 25 26 27
decision_type=1 9 9 1 1 9 9 9 9 9 9 9 9 9 9 9 9 1 9 9 2 9 2 9 9 9 9 9 9 9
left_child=1 2 3 -1 5 -4 10 8 -3 -5 -6 -8 13 -9 15 -14 -15 19 -19 -13 -17 -2 27 24 -24 -25 -27 28 -23 -26
right_child=21 7 4 9 6 -7 11 12 -10 -11 -12 17 14 16 -16 20 -18 18 -20 -21 -22 22 23 25 29 26 -28 -29 -30 -31
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cat_boundaries=0 1 9 15 16 17 25 34 43 51 59 64 67 75 82 89 96 104 105 113 121 130 139 148 156 164 173 180 188
cat_threshold=134592 134236162 18874392 1154222096 10223648 262188 8389640 0 268501010 20975651 4178270464 4350000 282066944 0 262656 192 20 1138824 8389290 2415923272 1073741880 1108410440 0 32800 622592 65808 13633154 64 33587256 1108967489 33554464 33 589824 4 541082120 67191048 33554464 32 8454144 2181038088 3221356550 201459713 69206081 270532768 268436672 536871681 4224 2147484418 68 2147484690 536870912 134234114 2097168 67373072 32 0 0 0 16 16386 18874368 4720656 262144 4 134234112 18874384 79691792 1624014865 416815104 538968066 2147557384 4195328 17826048 8208 512 134217783 1083703296 4764297 276832792 37879872 256 262176 1207959568 1476923392 272629777 1350565896 268460123 1140916256 9472 83951680 2214854720 1115077 1610632192 8512 64 1024 1050624 2147778688 1310724 2152726658 2298740736 940581377 67125312 12 162 10635784 67141632 352321536 0 0 16384 32768 17039360 1140853448 32800 2501382658 262400 0 536870912 32768 17039360 0 67108864 67239952 278409536 22023234 285786624 4489312 256 256 4260136 272629952 134545414 2147496000 536879360 2281704448 262404 33554496 69632 170394224 17386791 17043521 16777216 512 0 5 131072 1088 3229879552 2147484160 2105352 20 1084686988 393256 524288 67141632 268697616 33567768 1099976784 536872064 2147746816 67109382 2050 131090 268566528 3514829313 2416706114 4 1074200708 67110912 589824 67272704 1024 32801 64 16777600 1024 264 8388608 16777216 1073742080 537002048 8429576 1111490600 2097152 134479873 0 2048
is_linear=0
shrinkage=0.1


Tree=81
num_leaves=31
num_cat=26
split_feature=4 2 1 2 2 3 2 2 1 2 2 2 1 1 5 1 2 3 2 1 1 2 1 1 2 4 2 4 2 2
split_gain=6.09155 21.5007 17.3682 23.3329 15.2155 13.0281 34.3135 22.911 15.7009 18.9425 12.9835 10.2542 9.54102 8.29939 7.84088 24.2155 25.3887 19.2877 31.3379 29.9351 19.1924 17.8958 15.0687 14.045 16.6674 16.1085 12.8675 10.6924 21.1127 19.4485
threshold=1275.5000000000002 0 1 2 3 4 5 6 7 8 9 10 11 12 219.50000000000003 13 14 15 16 17 18 19 20 21 22 1235.5000000000002 23 905.50000000000011 24 25
decision_type=2 9 9 9 9 1 9 9 9 9 9 9 9 9 2 9 9 1 9 9 9 9 9 9 9 2 9 2 9 9
left_child=14 -2 3 -3 13 6 -6 -7 11 -10 -8 -9 -12 -4 27 16 -16 18 20 -20 -17 22 -19 24 -23 -26 -25 29 -29 -1
right_child=1 2 4 -5 5 7 10 8 9 -11 12 -13 -14 -15 15 17 -18 21 19 -21 -22 23 -24 26 25 -27 -28 28 -30 -31
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leaf_count=10865 1312 376 621 937 1184 2040 917 1359 796 2250 306 3036 1947 2376 2378 3411 5208 2284 3945 3094 3224 3707 4560 9493 5407 91 7837 3408 165541 285473
internal_value=0 -0.00367003 -0.00180668 0.02194 -0.00358276 -0.000693806 -0.010137 0.00364357 0.00903447 -0.00299937 0.00124134 0.0166686 -0.00733204 -0.0173803 0.000139034 0.00256147 0.0149951 0.000925072 0.00759669 0.017423 -0.00278724 -0.00181318 0.00771716 -0.00431647 -0.0110086 -0.00346805 -0.000774771 -0.000155027 0.00119641 -0.00096107
internal_weight=0 4364.95 4090.16 276.727 3813.44 3161.9 990.984 2170.91 1702.58 663.212 726.587 1039.37 515.423 651.541 110072 11915.3 1374.48 10540.8 3062.18 1569.85 1492.33 7478.62 1551.4 5927.22 2043.97 1215.46 3883.25 98156.4 36671.5 61484.9
internal_count=539383 19457 18145 1313 16832 13835 4354 9481 7441 3046 3170 4395 2253 2997 519926 54639 7586 47053 13674 7039 6635 33379 6844 26535 9205 5498 17330 465287 168949 296338
cat_boundaries=0 9 17 21 30 31 40 48 53 62 69 78 86 91 99 105 106 115 123 131 140 146 155 160 163 172 181
cat_threshold=67110912 536870912 533504 16812582 805840896 1249280 1052673 1342226564 16 16770 268435456 524544 2147483808 0 136314880 0 18874560 824325 1073799490 0 33554440 9442321 138414177 16656 1109917760 4231300 536912000 268435456 1024 128 40 54558720 25903108 135401472 2420113560 16859176 268435456 68 0 536870948 524610 335585408 2487222272 0 33685568 101188113 287744 2164916224 39845892 6291456 130 4096 550 1107320840 8406272 134218245 2416116752 16777506 2 0 64 34 322 1343234696 268468228 0 33555008 19 1024 2164260896 3238068996 52432904 2428502152 8 134234112 32832 0 536870916 2097152 0 0 4160 32 0 8194 16 4196376 0 128 64 2 276824208 4 545259776 192 768 4 3090 64 7344263 134775500 262164 8 0 512 12 149284908 3225559074 4194824 16777220 0 131072 8 0 16 1075888740 14680704 786944 4096 1056 25165824 0 67109392 2099207 4198400 17367043 2147487744 35 16777216 0 18 2396062723 139124836 17568264 131080 0 131072 8 0 128 1080066152 10485760 17039360 0 0 16777216 4212323 4194432 18942464 1073741856 40 159384064 0 67109392 8 545172 3238004098 17 0 131072 17045908 3506438658 2097152 0 33554433 1408 542850 335579144 5313168 16785417 268468225 144 2147876864 2097152 138412032 33620032 570425632 92274688 9453600 3221341824 67141776
is_linear=0
shrinkage=0.1


Tree=82
num_leaves=31
num_cat=26
split_feature=4 1 0 2 4 1 0 1 2 1 2 1 2 1 1 4 1 3 2 1 1 0 3 1 4 1 1 1 2 0
split_gain=5.74035 15.2398 11.7972 9.56606 6.98211 64.5484 35.0172 32.3225 23.5884 26.6851 18.2117 16.183 12.0338 11.2857 9.88607 9.3585 11.5941 8.7618 8.58409 46.0894 24.9762 19.7494 19.4009 17.6276 15.876 37.327 19.914 17.1543 15.1649 13.7995
threshold=316.00000000000006 0 1 2 370.50000000000006 3 4 5 6 7 8 9 10 11 12 360.50000000000006 13 14 15 16 17 18 19 20 1095.5000000000002 21 22 23 24 25
decision_type=2 9 1 9 2 9 1 9 9 9 9 9 9 9 9 2 9 1 9 9 9 1 1 9 2 9 9 9 9 1
left_child=1 2 -1 -3 5 6 10 12 9 -9 -2 -10 17 -12 -8 -11 -17 -7 19 21 22 -6 -21 28 26 -26 -22 29 -20 -27
right_child=4 3 -4 -5 18 7 14 8 11 15 13 -13 -14 -15 -16 16 -18 -19 23 20 24 -23 -24 -25 25 27 -28 -29 -30 -31
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leaf_weight=36.426770150661469 129.59719941020012 84.579320311546326 81.926157206296921 166.57105111330748 984.54046323895454 65.223445728421211 156.43152659386396 191.56221146136522 312.47569969296455 199.61611228436232 121.24226194620132 1505.9902287609875 426.62074600160122 167.52950755506754 101.29146539792418 45.457278713583946 51.877467446029186 42.653211459517479 600.91957932710648 990.78616753220558 2699.8847014829516 1047.3465006351471 727.36061695963144 94812.902851674706 205.41077242046595 266.7036205381155 5579.6304097995162 750.2656591385603 1349.182210534811 507.11979135870934
leaf_count=154 731 439 387 795 4487 343 994 1060 1791 1056 623 8869 2627 816 771 233 267 224 3056 4449 12229 4722 3414 444919 881 1157 25665 3522 6469 2233
internal_value=0 0.0124384 0.0402849 -0.00220049 -4.58617e-05 -0.00443186 0.0231396 -0.0110347 -0.00582458 0.0135104 0.0408077 -0.0110642 -0.0330026 0.0550302 -0.00599436 0.0319346 0.0075871 -0.00159471 9.37308e-05 0.00242991 1.55689e-05 0.0162961 -0.0110869 -0.000238684 0.00193058 -0.00678147 0.00375277 -0.0012238 -0.00962541 -0.0115974
internal_weight=0 369.503 118.353 251.15 114040 3517.57 676.092 2841.48 2306.98 488.513 418.369 1818.47 534.497 288.772 257.723 296.951 97.3347 107.877 110522 13759 11727.2 2031.89 1718.15 96763 10009 1729.5 8279.52 1524.09 1950.1 773.823
internal_count=539383 1775 541 1234 537608 20405 3935 16470 13276 2616 2170 10660 3194 1439 1765 1556 500 567 517203 62759 53550 9209 7863 454444 45687 7793 37894 6912 9525 3390
cat_boundaries=0 1 2 3 11 12 19 22 29 31 37 40 47 54 61 62 71 79 88 89 90 98 105 112 121 125 126
cat_threshold=7 16 134218771 8931394 272658560 88211712 3355459584 32840 12 67109152 2147483648 198099 5570612 26738720 2159083520 33554464 2147483778 70256640 1024 533764 647178401 270540800 33587329 2228744 16448 805307457 17301508 134479907 8 193446402 16802176 2197815296 2147617294 16480 273155072 536888336 402658083 67641392 268533770 524289 16384 16512 20971520 16384 32776 8 256 8929280 0 20971776 2147483648 72 0 67109120 1073741824 0 514 128 1 1073741824 512 184 2158231680 33554624 1073742080 16384 603979776 29428096 546308096 2164294656 67141840 8667208 8669192 1048588 974259232 17072576 3072 1024 262146 1074266112 2303104 2701133840 3238002688 2282749960 402678284 2050 65536 264 132376 150 8 134236416 201457708 135807232 554483776 0 2359304 2417000584 268435456 16781584 524288 32768 301990400 8392832 16 812679300 1124602112 1074397440 32768 839451141 8392832 2097168 39847969 1078460416 1073742208 4224 524309 262144 0 131600 2 67137050 918050 2101248 134217728 46124
is_linear=0
shrinkage=0.1


Tree=83
num_leaves=31
num_cat=22
split_feature=5 1 4 4 4 0 1 2 1 2 1 2 2 4 0 1 2 1 2 3 0 2 0 1 4 2 2 4 4 2
split_gain=5.6056 12.3338 12.5102 6.00598 8.62651 5.4863 65.3247 34.1534 13.9561 12.7328 12.4003 36.5975 20.8865 16.8989 16.5182 81.1702 28.7073 21.5279 22.1718 15.5454 15.0519 14.2534 13.9164 13.8778 14.3804 13.5097 13.5044 13.4274 12.7819 12.3173
threshold=410.50000000000006 0 1105.5000000000002 1085.5000000000002 1169.5000000000002 1 2 3 4 5 6 7 8 1054.5000000000002 9 10 11 12 13 14 15 16 17 18 735.50000000000011 19 20 1230.5000000000002 425.50000000000006 21
decision_type=2 9 2 2 2 1 9 9 9 9 9 9 9 2 1 9 9 9 9 1 1 9 1 9 2 9 9 2 2 9
left_child=5 3 -3 -2 -5 6 9 8 -8 -1 11 13 20 21 15 16 -12 19 -19 25 -13 -7 -23 24 28 -17 -24 -22 -18 -16
right_child=1 2 -4 4 -6 10 7 -9 -10 -11 14 12 -14 -15 29 17 23 18 -20 -21 27 22 26 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0026002001788858549 -0.030295889375190867 0.053103035590653304 -0.11170653180778743 0.068931192506551275 -0.019545907744806971 0.032500013957941151 0.018464483097817019 -0.011455321040289951 0.0040293843219560543 -0.021625154913102559 -0.013364659890675616 -0.02323341666206219 0.0016628525074184122 -0.0011572621603555479 0.0035169841143221255 0.013709775559492121 0.055912221594748061 -0.033322872153631992 -0.0060609632824212929 -0.034772130134170645 -0.0014045358792944612 0.022410630272120466 -0.015048334561989313 0.0083640716246492827 0.049846776421072048 -0.021431620630334249 0.010087398785345276 -0.042390037667173891 -0.020903037455738214 -0.00037294322323995542
leaf_weight=469.32584407925606 57.782738372683525 90.19244122505188 4.8535774052143088 19.308317646384239 25.670837864279747 376.44912101328373 1233.095374211669 936.15498106181622 1493.8684891164303 1580.5844416692853 587.98095739260316 558.26708827912807 11755.170898973942 906.07550831139088 9134.0809059813619 146.68552701920271 31.295639984309673 332.46394889801741 2456.4716629348695 735.74676395207644 1321.8887299522758 845.97550044208765 236.21814928203821 2508.903455466032 178.77988213300705 377.20616423338652 1703.1974037885666 85.078369989991188 70.372174210846424 74132.374537549913
leaf_count=2077 260 397 23 80 119 1712 5735 4599 7146 7792 2740 2534 54069 3942 43210 729 187 1751 13495 3889 6135 3826 1086 11810 754 2028 7788 387 374 348709
internal_value=0 0.0168139 0.0404329 -0.00817115 0.0184349 -3.47425e-05 -0.00305235 0.00494791 0.0106004 -0.0173032 0.000124447 0.00253779 6.53908e-05 0.0108562 -0.000349131 -0.004865 0.00657358 -0.0143998 -0.00941825 -0.0252682 -0.00944997 0.0143331 0.0117191 0.0108092 0.0316422 -0.0115198 0.00696441 -0.0038555 0.00274243 5.41412e-05
internal_weight=0 197.808 95.046 102.762 44.9792 114194 5713.03 3663.12 2726.96 2049.91 108481 17788.3 13720.4 4067.92 90692.4 7425.91 3377.33 4048.57 2788.94 1259.64 1965.23 3161.84 2785.39 2789.35 280.448 523.892 1939.42 1406.97 101.668 83266.5
internal_count=539383 879 420 459 199 538504 27349 17480 12881 9869 511155 81479 63125 18354 429676 37757 15865 21892 15246 6646 9056 14412 12700 13125 1315 2757 8874 6522 561 391919
cat_boundaries=0 7 8 17 26 34 43 52 61 69 70 79 86 93 95 96 97 101 102 105 107 112 121
cat_threshold=33556544 4194304 262144 0 0 0 2 8192 308281360 10493952 553650818 134221920 357 8256 1298 0 8 64855368 1920 524816 4194304 0 0 8 0 64 16454 132 2148007937 3221225472 8 8388608 2048 16 136577313 8192 266768 2147491856 1048576 512 0 0 64 69206528 1343750144 553648274 10485792 268435616 1058048 1073743186 2097152 65570 918622 555813953 1113858560 1 524368 512 32768 0 80 547383296 67141776 2214598752 8192 8456192 119558152 201326912 2048 4100 1355284544 10756176 2426880 167776384 74 2290092160 8192 16777218 8 21252280 152044042 269750786 2181038080 64 402653696 8421376 134498340 20974088 1048577 3489660928 9472 0 2048 100696576 2172780864 200 33193 524288 65600 270336 1 5978 4194304 8650768 2048 139842 1342308488 2 1024 4194816 0 524288 2158020612 41959568 2148698116 0 536871424 29362304 75497472 131072 32916
is_linear=0
shrinkage=0.1


Tree=84
num_leaves=31
num_cat=25
split_feature=4 1 2 2 1 4 2 2 1 3 0 2 0 1 2 4 1 1 2 4 2 0 1 2 2 1 5 1 2 2
split_gain=5.16394 28.9649 27.8034 27.0041 22.6215 23.742 29.1279 18.2468 20.521 18.1604 18.474 17.6104 17.5668 32.4825 23.9383 20.8384 20.4725 17.2815 16.1667 17.2136 15.1984 14.5295 13.9661 31.9119 18.8052 25.3488 15.0209 17.1095 17.2001 16.3441
threshold=565.50000000000011 0 1 2 3 445.50000000000006 4 5 6 7 8 9 10 11 12 405.50000000000006 13 14 15 380.50000000000006 16 17 18 19 20 21 273.50000000000006 22 23 24
decision_type=2 9 9 9 9 2 9 9 9 1 1 9 1 9 9 2 9 9 9 2 9 1 9 9 9 9 2 9 9 9
left_child=1 2 9 17 5 11 -7 8 -6 10 -1 -5 13 14 -9 16 -15 -3 -4 -20 -17 -21 23 -14 25 -24 29 28 -28 -26
right_child=-2 3 18 4 7 6 -8 12 -10 -11 -12 -13 22 15 -16 20 -18 -19 19 21 -22 -23 24 -25 26 -27 27 -29 -30 -31
leaf_value=0.022604043799414338 0.00036000211580282821 0.0055497279709153325 -0.014559922367525222 -0.019687039756124521 -0.016612714438525737 0.0031235244034698035 -0.045024703754081581 0.01162057176718613 0.019412673711058995 0.025412616922427075 -0.018902715714347939 0.013407635656646206 -0.013274230241854071 0.014720766297049631 -0.019277533700932617 0.00014446170621755858 -0.024468892751672879 -0.027809381496231952 -0.010877737280742747 0.01898916980405602 -0.034535916698324884 0.0027767637875524055 -0.022662284486893905 0.0086408702145290353 0.0075728515797577334 0.0049167349158400252 -0.03786816774791571 0.026008589181148029 0.013870606027806652 -0.0039691023462553321
leaf_weight=187.0984309092164 88178.817260056734 203.57843264937401 556.36667039990425 290.23945931717753 192.31734379380941 189.16010236740112 392.09937267005444 849.71624176204205 763.28454369306564 930.20629893243313 225.18372777849436 336.50912503898144 823.28439485281706 275.63711880147457 344.27413942664862 161.03303568065166 240.55370292440057 669.93840142339468 665.84426274895668 735.88152699172497 758.55896477028728 2180.6519927978516 955.72549898922443 3287.7709183096886 1463.3528338968754 509.49703265726566 97.743134841322899 404.04460457712412 151.51915764808655 7346.4743143096566
leaf_count=942 404089 1094 2557 2021 859 1101 2344 4957 3591 4585 1115 1950 4129 1740 2266 897 1886 3684 3567 3539 4874 10418 4713 15915 6855 2655 468 1906 687 37979
internal_value=0 -0.00123923 0.00521926 -0.00294997 -0.00218664 -0.0153918 -0.0300766 -0.00132235 0.0120655 0.0176731 2.27583e-05 -0.00201829 -0.00205283 -0.00957783 0.00262532 -0.0196739 -0.00373113 -0.02006 0.00114672 0.00361981 -0.0288369 0.00694201 -0.000731522 0.00423057 -0.00260033 -0.013104 -0.000961885 0.0136675 -0.00709577 -0.00204784
internal_weight=0 26187.5 5481.23 20706.3 19832.8 1208.01 581.259 18624.8 955.602 1342.49 412.282 626.749 17669.2 2629.77 1193.99 1435.78 516.191 873.517 4138.74 3582.38 919.592 2916.53 15039.4 4111.06 10928.4 1465.22 9463.13 653.307 249.262 8809.83
internal_count=539383 135294 26723 108571 103793 7416 3445 96377 4450 6642 2057 3971 91927 16620 7223 9397 3626 4778 20081 17524 5771 13957 75307 20044 55263 7368 47895 3061 1155 44834
cat_boundaries=0 9 18 25 33 37 44 51 52 53 57 58 66 71 77 85 91 100 101 108 115 122 129 136 137 146
cat_threshold=67207168 1638656 538722306 4096 19153154 2100224 32 16624 164 1124082186 33036 283148296 4362240 1900544 17825796 32 0 16 8404992 142610688 2392883200 11665793 1145045152 5243656 1536 2155872256 201457674 2151686144 606208 134414384 192 35075 2349600770 4268110 541066898 4198400 8 0 271844352 16785412 67584 2435019096 271097986 1048576 268435480 5248 8388865 536872960 0 4 2147491844 18 150402 1276161415 17170640 4096 4096 37412 6292544 4464848 10488469 33554432 536871436 536879620 73744 50331648 67937005 4336202 4609 12304 33587200 34095255 1342181376 1090519040 2155872448 64 142606336 2113542 1075839168 16842752 8192 40 0 8192 2 2304 286863360 139281 1342439476 278978560 278792 35127296 736 80 8192 0 131072 0 0 16 6017 1107839744 20976768 85983873 974135328 0 234885129 16777216 38404100 2164402304 269746882 4489236 34081793 1 260 1375732258 4718672 541593880 268443666 34820 16908288 8193 6291563 2686714368 33028 27263044 716 8388612 9216 2097162 2097152 256 2147483648 0 0 9216 371728 794624 2231509024 269877826 5030976 1 1073762321 268439552 0 256
is_linear=0
shrinkage=0.1


Tree=85
num_leaves=31
num_cat=26
split_feature=4 1 2 5 0 5 4 1 2 2 1 1 1 2 0 1 3 1 2 2 1 1 1 0 0 2 0 1 1 2
split_gain=5.00565 12.9431 11.4958 6.42433 6.16914 7.77544 5.59076 26.4492 34.8662 13.8069 40.3448 22.3394 19.5836 20.2882 13.0425 12.0014 15.6279 11.3262 15.4783 14.0064 28.0104 18.6641 13.7073 11.9989 11.0798 11.0664 10.4724 15.0487 11.255 11.0636
threshold=316.00000000000006 0 1 162.50000000000003 2 215.50000000000003 465.50000000000006 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
decision_type=2 9 9 2 1 2 2 9 9 9 9 9 9 9 1 9 1 9 9 9 9 9 9 1 1 9 1 9 9 9
left_child=1 2 3 -1 5 -4 7 8 -2 10 -9 -12 13 -11 15 16 -14 18 -16 20 -19 23 25 -21 -10 -20 28 -28 -22 -30
right_child=6 -3 4 -5 -6 -7 -8 9 24 12 11 -13 14 -15 17 -17 -18 19 22 21 26 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0088596284217979798 -0.026731225303621875 -0.020214707381651147 0.0072978661870333836 0.064207724515230477 0.0155205712687971 -0.083185623077404319 0.00021434010571688545 -0.017522399719186049 0.0049578356740018828 -0.028795009907970501 0.031673387924842859 0.0068808739214845554 0.045883994863659523 -0.0036814364648159212 0.019764391091576329 -0.0460125645071775 -0.033185847069698932 0.016415011419254652 0.0044986873852623501 0.021127287594807115 -0.012455234750293956 -0.009157782700556184 0.012843444762180804 -0.003855637077551495 -0.02536956589983479 -0.024366210303050966 -0.026728680903647686 -0.00093657495175113723 0.042351323388627266 0.0039958433386652606
leaf_weight=14.085387766361235 921.55726177245378 90.420576713979244 21.75014266371727 82.590566992759705 143.73492895066738 16.857795044779778 100222.60485844314 547.41316930577159 818.95504327490926 501.86595363914967 475.95847116038203 1520.9080201983452 37.695501565933228 894.76578156650066 656.11941511929035 109.13903203606606 42.853318110108376 1083.6622435897589 247.45054259896278 370.06945001333952 189.96058416366577 2810.2636501565576 435.20597796887159 388.49620953947306 130.95733958482742 276.86583064496517 361.4060627296567 592.57817526906729 110.06275016069412 224.14974098652601
leaf_count=70 5329 473 103 385 667 77 462338 2979 4223 2742 2356 7565 312 4824 3417 1104 372 5704 1408 2145 935 15494 2153 2055 957 1560 2304 3672 530 1130
internal_value=0 0.0116139 0.0218692 0.048541 0.00593969 -0.0255842 -4.50664e-05 -0.00193608 -0.0129515 -0.000189293 0.00632614 0.0129186 -0.00197042 -0.0128463 -4.26387e-05 -0.0252765 0.00479827 0.00060707 0.00802869 -0.00135868 0.00427355 -0.00540232 -0.000117238 0.0084487 0.000556089 -0.0109142 -0.00467805 -0.0108835 0.00660813 0.0174905
internal_weight=0 369.439 279.019 96.676 182.343 38.6079 113971 13748.4 1871.47 11876.9 2544.28 1996.87 9332.61 1396.63 7935.98 189.688 80.5488 7746.29 1615.64 6130.65 2561.82 3568.83 959.522 758.566 949.912 524.316 1478.16 953.984 524.173 334.212
internal_count=539383 1775 1302 455 847 180 537608 75270 10509 64761 12900 9921 51861 7566 44295 1788 684 42507 8538 33969 14275 19694 5121 4200 5180 2968 8571 5976 2595 1660
cat_boundaries=0 6 9 10 18 22 28 36 43 51 55 56 63 64 72 75 82 90 98 106 107 108 111 112 120 127 129
cat_threshold=102239 0 0 0 0 67108864 2133 544 4096 16 1209008727 2283276294 4202496 8390660 65536 3149824 538083584 147456 1429513320 2013284634 790529 4104 135273504 8462410 207095872 1480727552 1052936 1 4194304 397312 537165968 37494912 537002081 16779329 1140858880 262226 302055424 281018368 2223507713 1610613792 256 536870912 32 2181104672 1883275520 2147680257 2147500033 2416443904 263168 8388625 33356 6815773 269240704 2418020866 262145 32768 8388608 16785600 524548 32 537133060 134217728 16777216 28 337809408 262144 16809984 1048704 2385347 293 67108864 12433 6562325 33664 2147488256 1191739786 404244512 1344569344 33603744 17 256 8 0 25301576 76546706 452989024 12 2499813378 16777248 2097152 541851648 33620016 673185860 541074690 16908336 1744833032 8192 67108896 337674240 0 16777216 0 2106624 0 0 16 7319 134807 1174962240 16388 2097152 198919 804872 65552 538970436 1610752000 671219760 1073744072 1024 524288 262272 16512 2621444 66560 32800 134217792 270336 50364800 268959744
is_linear=0
shrinkage=0.1


Tree=86
num_leaves=31
num_cat=22
split_feature=4 2 1 2 2 0 2 2 2 1 3 3 0 2 2 3 4 5 1 1 2 2 2 5 2 2 5 5 4 4
split_gain=4.89502 18.7382 15.1228 27.0611 21.2043 13.7398 20.937 12.5124 12.1321 11.7569 12.7266 10.5395 10.9494 17.4454 10.6394 10.1422 9.52747 15.7294 9.03028 8.73907 11.2045 8.87836 8.23339 7.81309 7.7104 6.84174 6.65511 6.41224 6.35455 6.29551
threshold=1275.5000000000002 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 1300.5000000000002 330.50000000000006 15 16 17 18 19 222.50000000000003 20 21 67.500000000000014 237.50000000000003 1325.5000000000002 960.50000000000011
decision_type=2 9 9 9 9 1 9 9 9 9 1 1 1 9 9 1 2 2 9 9 9 9 9 2 9 9 2 2 2 2
left_child=29 23 4 9 -3 7 -7 16 -5 -4 -11 24 14 27 15 22 17 -6 -16 21 -21 -15 -13 -2 -10 -12 -26 -14 -24 -1
right_child=1 2 3 8 5 6 -8 -9 11 10 25 12 13 19 18 -17 -18 -19 -20 20 -22 -23 28 -25 26 -27 -28 -29 -30 -31
leaf_value=-0.0003832795714417407 -0.034255952101323227 -0.029422146578745825 0.0044105265457031603 -0.017619271866960655 -0.0070752914904404184 0.032683433158434562 -0.005181623982750197 -0.028775030859227377 0.013545993892315526 0.057047108550011855 -0.01578336315072508 -0.034010283590532417 0.02191895172412495 0.030213801865392239 -0.014106827160025592 0.040608654915092419 0.014942009552174599 -0.14494718853692617 0.023068035897828722 -0.00087913013245949671 -0.033606058240686049 -0.028211834079904703 -0.014020148674343119 0.048878628188261289 0.017408863201421293 0.027644122692941558 -0.03638945306864097 -0.015954436616974474 0.052219909963961524 0.0012545726522334188
leaf_weight=76014.997645039111 240.70773559808731 386.39622859656811 203.17342318594456 391.43230099976063 42.890655890107155 204.7343358322978 452.98546467721462 277.7292877137661 58.077527262270451 150.12089491635561 49.222067229449749 34.138365119695663 285.12820307165384 73.431202560663223 156.88385014235973 209.07882550358772 166.91050282120705 10.252943679690359 97.40212319791317 192.08965732902288 239.40597700327635 29.728403106331825 24.747613072395325 11.861785918474196 26.9405921921134 96.420882739126682 156.97143851965666 53.015451982617378 34.915003180503845 33949.629346996546
leaf_count=363525 1137 1838 923 1727 202 901 2111 1277 248 707 223 139 1222 325 656 876 763 46 423 842 992 128 105 50 124 432 673 221 146 156401
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internal_weight=0 4356.79 4104.22 2562.32 1541.9 1155.5 657.72 497.783 2063.39 498.937 295.764 1671.95 1429.96 872.799 557.166 302.88 220.054 53.1436 254.286 534.655 431.496 103.16 93.801 252.57 241.99 145.643 183.912 338.144 59.6626 109965
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cat_threshold=67108864 64 9216 50367014 805844992 1150976 1052673 1342226564 16 1073743961 10485760 17039488 64 4 4096 2050 530 807671080 3221537031 16793600 8396808 131584 16386 1088 64 536870912 2166363699 541720997 20480 8256 148096 0 64 0 536870912 26979 1111490632 2172666376 4718604 276955264 16777216 16 16384 0 2 1351680 9218 2097186 2147614720 8454144 512 32800 17563648 168820800 159389696 2147483660 4849792 21004544 805970064 268443648 1024 32 33554692 268435456 2 4096 2 0 1024 152 32 121378 532486 269688840 33554433 271582272 2183152776 262156 75530240 0 32772 3242230273 524960 69374528 2147483648 1048576 134217729 132 16388 4194304 0 4096 0 8388608 132 0 0 2147483648 0 0 1024 21004288 541065248 273289232 2147483648 16 1 512 1048577 641 524416 4194816 524288 131 268444800 576 268439808 2147483652 16793600 0 131072 0 1024 64
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Tree=87
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split_feature=0 1 2 2 1 3 1 2 1 2 1 1 1 2 2 1 2 1 2 2 4 2 1 2 2 1 1 2 2 1
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threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 1194.5000000000002 20 21 22 23 24 25 26 27 28
decision_type=1 9 9 9 9 1 9 9 9 9 9 9 9 9 9 9 9 9 9 9 2 9 9 9 9 9 9 9 9 9
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Tree=88
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threshold=82.500000000000014 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 1275.5000000000002 809.50000000000011 23 24 25 26
decision_type=2 9 9 9 9 1 9 9 9 9 9 9 9 9 9 9 9 9 9 1 9 9 9 9 2 2 1 9 9 9
left_child=1 2 -1 4 -3 6 14 -7 -8 -10 -9 -12 -11 28 -5 -14 -4 18 -15 -16 -17 -19 23 -2 25 26 27 -18 -13 -24
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Tree=89
num_leaves=31
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threshold=410.50000000000006 0 1105.5000000000002 1085.5000000000002 1169.5000000000002 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
decision_type=2 9 2 2 2 1 1 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 1 1 9 9
left_child=5 3 -3 -2 -5 -1 12 23 21 15 11 -11 13 -7 -12 -10 19 18 -18 -14 -13 -9 -19 -8 25 26 -24 28 -26 -30
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Tree=90
num_leaves=31
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threshold=750.50000000000011 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
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is_linear=0
shrinkage=0.1


Tree=91
num_leaves=31
num_cat=27
split_feature=0 1 2 3 1 2 1 3 2 4 2 2 3 2 1 1 2 1 2 2 4 2 1 4 2 2 2 3 1 3
split_gain=4.15569 28.9371 30.324 23.449 66.3552 40.8921 31.5082 27.9199 40.366 33.1392 27.1105 26.6834 22.9613 29.4001 26.2262 20.8498 20.2159 19.116 24.4797 22.4506 19.7394 18.8379 18.4926 22.9164 29.6976 19.6306 18.5599 18.1248 17.5817 17.5442
threshold=0 1 2 3 4 5 6 7 8 630.50000000000011 9 10 11 12 13 14 15 16 17 18 670.50000000000011 19 20 1090.5000000000002 21 22 23 24 25 26
decision_type=1 9 9 1 9 9 9 1 9 2 9 9 1 9 9 9 9 9 9 9 2 9 9 2 9 9 9 1 9 1
left_child=1 2 27 4 7 -6 12 8 -3 21 15 28 14 -14 -5 -8 -11 18 -12 20 -19 -9 26 25 -25 -24 -13 -1 -7 -22
right_child=-2 3 -4 6 5 11 10 9 -10 16 17 22 13 -15 -16 -17 -18 19 -20 -21 29 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=0.018566528255360128 -0.00032367549750970471 0.027650294063660732 0.027027631864886062 -0.021194523471581642 0.027539022523769132 -0.029958201551792598 0.022742107910247385 0.03087407339369241 -0.027657461185764582 -0.074469972487490252 0.0066339448999365065 -0.00051456408333725183 0.0077366384414460452 -0.028196129385092666 0.01662685945562185 0.0036261114607530976 -0.028944378210957241 -0.010906285095601459 -0.0057375393018699976 0.011745133909891847 0.01902257422931538 -0.027953073192409479 -0.016336776857284119 0.044704682525543021 -0.013591869490269413 0.0039357907177455615 0.033031634906636069 -0.010657811654232033 -0.00400997990545 -0.0026667681068869818
leaf_weight=333.22678857296705 89537.899147734046 193.00261080265045 846.29653969407082 273.15763278305531 483.89321295917034 502.39123253524303 1188.8782831728458 76.373061776161194 371.03405465185642 242.90032213926315 2381.0463228672743 327.92757264524698 308.40883285552263 860.54583333432674 511.37019730359316 1115.8463910594583 236.14403811097145 1109.764054313302 4824.1521854624152 3154.9272167980671 642.61173415184021 139.10612852871418 988.97972437739372 202.76308611035347 145.65777716785669 913.20368077605963 331.35658880323172 546.02898981422186 557.14879702031612 870.44097264111042
leaf_count=1631 411725 982 4207 1264 2331 2378 6305 346 1865 1145 12274 1639 1442 4268 2523 5603 1305 5456 24777 18277 3829 639 4843 1156 688 4328 1626 2709 2695 5127
internal_value=0 0.0011417 0.0135923 0.00020018 -0.00534735 0.00040053 0.00204008 -0.0255286 -0.00858021 -0.0389756 0.00356975 -0.00296868 -0.00988817 -0.0187307 0.00335716 0.0135426 -0.054187 0.00179031 -0.0016457 0.00607068 -0.000773688 -0.0069672 0.00199012 -0.00234041 0.0212267 -0.00666948 0.0165874 0.00050208 -0.0164786 0.00665306
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internal_count=539383 127658 8547 119111 27966 21684 91145 6282 2847 3435 81648 19353 9497 5710 3787 11908 2450 69740 37051 32689 14412 985 14280 11015 1844 9171 3265 4340 5073 8956
cat_boundaries=0 1 9 17 18 25 32 40 41 47 55 63 64 69 75 82 87 95 102 108 111 118 125 133 138 139 146 147
cat_threshold=132160 0 570427400 69732359 43191330 4227396 0 0 65552 7602181 1342636832 268435457 2148704296 106496 524288 0 262144 192 3254878240 1073754112 13959232 320 236732928 16777216 2151696672 143654976 1092091936 268993096 2418180612 526352 257 393473 537444353 1073792848 452985136 8256 285278352 268437514 0 2147483648 64 4136 1755217954 270795346 139272 1025 512 33556211 4194304 4239492 2147495984 37748745 73984 32800 32770 3584 4265738 4484 8650754 34865152 2550178304 1073741856 32770 10 4200546 328192 1310720 4456966 9216 49152 16400 268435472 8256 65552 268437506 1355087926 4202528 5308928 1744830464 33572387 16777216 16777488 38805632 1610679850 268706304 131080 1 281346132 71303300 4211200 3238006912 25610 8260 16786432 512 138674432 2023227938 1049097 276824072 1076888640 2348843520 1073741824 148195592 1612611874 276841025 0 1536 512 37758976 152240650 67633152 270532609 335594048 838861088 2147491840 16851096 268443650 9232 1092989192 2952847360 79708161 8192 2415944705 67108864 32768 23437704 276867072 8195 4194304 2147509769 68157440 32768 8 2109704 2416107520 75759616 0 1 70 274989250 12583424 16777216 1073741824 59 10240 1024 48
is_linear=0
shrinkage=0.1


Tree=92
num_leaves=31
num_cat=27
split_feature=5 3 1 2 1 2 1 2 1 2 3 0 1 1 1 2 2 1 2 0 3 1 1 4 4 0 2 1 2 3
split_gain=4.1285 23.7005 34.2726 31.3295 27.2598 25.7452 26.3647 22.3115 21.874 21.3332 20.6305 24.7938 19.9342 19.2958 17.8371 26.2994 16.2713 17.0301 15.704 15.2489 15.2409 15.8859 14.9062 14.3086 13.0439 13.0229 30.8482 31.1888 17.6703 16.093
threshold=149.50000000000003 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 1100.5000000000002 1169.5000000000002 22 23 24 25 26
decision_type=2 1 9 9 9 9 9 9 9 9 1 1 9 9 9 9 9 9 9 1 1 9 9 2 2 1 9 9 9 1
left_child=25 2 9 12 7 6 -6 -3 -5 -2 11 -8 -4 -13 15 20 17 -10 -16 23 -7 -22 -18 -12 -15 26 -1 28 -28 -27
right_child=1 4 3 8 5 14 10 -9 16 -11 19 13 -14 24 18 -17 22 -19 -20 -21 21 -23 -24 -25 -26 29 27 -29 -30 -31
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leaf_weight=732.20756474137306 950.99360931664705 1155.9868935495615 1376.1404862701893 589.43477679789066 1815.3247962966561 859.09545620530844 349.16694131493568 1671.7669840753078 173.54233251512051 703.62794639915228 187.44433443248272 111.26348751038313 892.35226713120937 136.46126913279295 543.83493544906378 6138.2261499539018 1346.7902383059263 1137.289742603898 8921.9412395507097 2312.1882789358497 397.7461968511343 1025.9913475885987 3427.5343810245395 76.936990007758141 12.112310878932474 9444.8642313480377 1354.1036695688963 3459.1937630623579 3277.2279654368758 59607.666517876089
leaf_count=3294 4319 5122 6209 2950 8512 3959 1535 7509 807 3196 859 546 4290 661 2595 28052 6131 5270 41446 10760 1906 4738 15492 329 57 44895 6008 17367 15056 285513
internal_value=0 0.000874872 0.00485191 0.00729882 -0.000765708 -0.00191118 -0.00824683 0.00847973 0.0038331 -0.00833781 -0.00273963 -0.019136 0.0174344 0.00440975 -0.0001362 0.00320982 0.00203358 -0.00779763 -0.00311318 0.00119486 0.01235 0.00589933 0.00474348 0.0234865 0.0272383 -0.000416274 -0.00403174 -0.0022384 0.00312649 4.62461e-05
internal_weight=0 36313.2 10597.7 8943.08 25715.5 22887.7 5000.9 2827.75 6674.59 1654.62 3185.57 609.004 2268.49 259.837 17886.8 8421.06 6085.16 1310.83 9465.78 2576.57 2282.83 1423.74 4774.32 264.381 148.574 77875.3 8822.73 8090.53 4631.33 69052.5
internal_count=539383 167250 48664 41149 118586 105955 23259 12631 30650 7515 14747 2799 10499 1264 82696 38655 27700 6077 44041 11948 10603 6644 21623 1188 718 372133 41725 38431 21064 330408
cat_boundaries=0 1 9 18 26 34 42 51 59 68 69 70 79 86 93 102 111 118 127 128 129 134 143 144 153 161 170 171
cat_threshold=12 68872 16909336 327748 2550142080 1359 4 16780288 131072 2265481216 806882440 91234322 8389640 131073 268435968 1024 32768 64 67111296 17043504 16777318 3623878656 33802 268444168 16779776 917504 1174421544 622728 274780176 33828932 1089 268435968 33792 32768 272728184 283116032 3932160 8393856 270788 16777216 0 2 85475481 2151776420 12289 0 0 1 0 128 16 0 277086720 1622278656 545784096 262656 16779328 2147483664 67633216 2148309525 823173216 4718592 1 0 0 8 0 536870912 2 69229 42238069 1080033344 21495939 0 176 8388608 2147491840 16 8 1082130436 0 256 0 528 8388608 2147483648 1112016501 4197888 2150891777 532672 536871296 75499520 8388608 2283012228 822236436 2214600710 285343744 2 0 8200 64 603979920 142935074 2147581959 581 2420506704 642 1073872896 8192 128 128 0 2101376 1 1073741824 16 142606336 8194 2290090240 537920001 2148532748 2151677969 640 131072 4 0 64 352 130 1077936192 0 0 192 256 302776416 4196420 20973601 17834048 524448 8704 2097152 262672 8 8229 402 138437120 67141648 4 0 0 0 0 16 4243681 17039564 2148270992 536872000 24 8388608 2105344 201326672 36189768 131504 2097152 2181042176 0 0 0 0 64 2
is_linear=0
shrinkage=0.1


Tree=93
num_leaves=31
num_cat=22
split_feature=5 1 2 2 1 1 2 3 2 4 2 2 1 2 4 3 2 2 4 1 3 0 4 2 2 4 1 4 2 4
split_gain=4.06971 34.6726 21.3299 14.2981 12.37 11.9024 12.038 11.446 30.5104 17.3237 16.6337 11.4256 10.9054 10.5156 10.1624 8.45039 10.3221 9.11487 8.69752 7.97071 9.75273 7.88805 12.0632 31.3214 15.0422 20.9377 9.34042 9.47058 9.04513 8.31719
threshold=65.500000000000014 0 1 2 3 4 5 6 7 595.50000000000011 8 9 10 11 1195.5000000000002 12 13 14 750.50000000000011 15 16 17 1070.5000000000002 18 19 1040.5000000000002 20 1185.5000000000002 21 985.50000000000011
decision_type=2 9 9 9 9 9 9 1 9 2 9 9 9 9 2 1 9 9 2 9 1 1 2 9 9 2 9 2 9 2
left_child=1 3 4 -1 -3 14 19 8 -8 10 -10 -2 -11 -9 15 17 18 -4 -17 20 -7 22 24 -24 25 29 27 -23 -25 -15
right_child=11 2 5 -5 -6 6 7 13 9 12 -12 -13 -14 21 -16 16 -18 -19 -20 -21 -22 26 23 28 -26 -27 -28 -29 -30 -31
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leaf_weight=403.85816947370768 81.086915671825409 320.39239913970232 277.24008014425635 370.66200981289148 823.78859324008226 70.068752408027649 208.50692442804575 1309.2721612080932 93.31523434817791 225.11356975883245 144.17678897082806 100970.23156679794 541.19939762353897 706.88884158432484 96.771236687898636 59.704398728907108 320.08970285207033 397.68161373585463 83.384336441755295 1926.1088901907206 189.22573527693748 886.3274777457118 282.36466571688652 126.28794941306114 1210.2075461745262 26.264779880642891 1553.9135977812111 107.85357321053743 276.88372908532619 75.088304236531258
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internal_weight=0 13112.6 12338.1 774.52 1144.18 11193.9 9959.07 7773.66 1212.31 1003.8 237.492 101051 766.313 6561.35 1234.87 1138.1 463.178 674.922 143.089 2185.4 259.294 5252.08 2703.99 685.536 2018.45 808.242 2548.09 994.181 403.172 781.977
internal_count=539383 64032 59932 4100 5805 54127 48338 37419 5870 4900 1274 475351 3626 31549 5789 5366 2180 3186 705 10919 1363 25591 12585 2981 9604 4160 13006 4963 1703 4048
cat_boundaries=0 9 17 26 32 40 49 50 59 63 72 80 89 90 97 102 109 110 111 119 128 137 144
cat_threshold=337788928 439386368 555745349 1207959936 2147483730 64 8 50348032 8 1107824642 411076616 404227089 1048576 17472 1611202576 605029376 2048 134 415498696 269221888 2147483792 524800 256 0 0 32768 1077936352 4096 0 536877120 13 33554432 65545 201794 42469376 17042432 8388736 268447745 2228225 537133666 1007682777 2164806402 20480 1044 130 337641472 131072 67108864 32 32 8448 67108896 100796484 4456480 167872512 134254720 33554432 268451840 1024 8603684 537133056 8388872 2097152 0 0 1056 0 8388608 16 2147483648 2048 2097152 2151678032 8388608 1212546 2147537408 257 2147484802 545325056 2097152 2105600 67108864 109052488 21332000 1090587136 2281705504 33554432 268451840 33872 54 202377524 262144 0 0 4 0 16384 3147944 262656 67108864 0 134 130 0 0 4096 8 8390656 328704 80 36596 8800260 131072 4194304 2097154 2852126720 32896 3221225472 128 8538148 1073872896 2 270532930 142639104 32896 2147483648 132 4 2160066818 612368384 1097728 20992 804 6 262148 2097152 33554432 0 270336 131106 1342177280 8196 149512 1
is_linear=0
shrinkage=0.1


Tree=94
num_leaves=31
num_cat=26
split_feature=4 1 2 1 4 1 2 0 2 1 1 2 1 2 0 1 1 2 1 2 1 1 2 2 2 2 4 2 2 5
split_gain=3.87035 11.4741 8.50937 5.56142 5.09311 23.7493 30.3364 12.4171 12.0758 32.5263 15.7597 16.2817 13.38 11.228 9.31814 43.4464 22.3702 17.0496 16.7142 14.4759 22.6759 20.4479 13.5861 13.1764 11.5479 9.93459 9.28368 17.4227 15.9072 11.2134
threshold=316.00000000000006 0 1 2 465.50000000000006 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 380.50000000000006 24 25 239.50000000000003
decision_type=2 9 9 9 2 9 9 1 9 9 9 9 9 9 1 9 9 9 9 9 9 9 9 9 9 9 2 9 9 2
left_child=1 -1 -3 -4 5 6 26 -8 9 -7 11 -10 13 -11 15 17 22 -12 23 20 -18 25 -16 -17 -20 -21 28 -28 29 -2
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internal_weight=0 368.909 325.436 175.304 113784 13715 2022.48 1048.85 11692.5 2429.41 9263.14 1118.88 1707.06 573.292 8144.26 2232.02 5912.23 701.602 1530.42 4866.6 1585.43 3281.17 1045.63 409.821 1120.6 672.024 973.629 659.281 314.348 86.3264
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cat_boundaries=0 6 9 10 18 22 23 29 36 44 47 55 58 59 67 75 78 85 89 97 105 111 113 116 121 124 127
cat_threshold=5403008 0 0 0 0 8224 201537186 136 64 7 1209008727 2283276294 4202496 2052 66048 3149824 67141888 131076 1597285480 134236442 791057 4105 103720 101719040 8462410 206047760 1480727552 1052936 1 65568 281035200 2157447429 1744965728 1416 545259520 16777248 66592 272679168 2147549185 2158100481 2156400704 8651776 545390608 520 2621449 268979200 2415923202 4194304 1074139648 555745362 65664 553680929 16779328 1073750528 311314 34604032 65546 71303696 75011 268730368 16909384 95814404 33555520 33049 67110912 1 16 606212096 8716288 151027794 16777472 539239424 2147483941 0 134230145 17048257 128 4096 538974208 8454272 134252546 262146 606216228 8261 1024 1222902083 2147614901 538980425 9699598 2433220608 33554960 18444 809795618 16908288 536871112 9216 526400 2416459776 131080 70402052 536872032 24 603981952 1114113 67635280 296 2488540180 3238036512 287008 0 131072 21012663 896 1078722773 1074790528 8192 557056 1074824448 1048576 33554432 16 3408896 0 16 134225984 2058 524289
is_linear=0
shrinkage=0.1


Tree=95
num_leaves=31
num_cat=27
split_feature=1 0 2 2 2 0 0 1 1 1 3 1 3 4 2 1 4 4 1 3 1 2 2 1 1 1 2 1 2 2
split_gain=3.88896 30.3773 26.1599 20.7513 19.7795 18.1325 16.6977 61.9679 17.4572 17.3057 15.6647 15.2309 14.0588 13.5991 13.0103 30.5458 20.8805 22.2467 13.3431 13.0963 53.3673 44.8559 39.4227 41.3414 26.0025 20.1397 26.3939 19.4182 24.2456 17.9266
threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 995.50000000000011 13 14 418.50000000000006 1170.5000000000002 15 16 17 18 19 20 21 22 23 24 25 26
decision_type=9 1 9 9 9 1 1 9 9 9 1 9 1 2 9 9 2 2 9 1 9 9 9 9 9 9 9 9 9 9
left_child=1 4 -3 5 -1 -4 7 8 13 12 -11 -6 -9 -2 15 16 -8 -18 -17 20 21 -16 24 -24 -22 26 -21 28 -25 -29
right_child=6 2 3 -5 11 -7 14 9 -10 10 -12 -13 -14 -15 19 18 17 -19 -20 25 22 -23 23 27 -26 -27 -28 29 -30 -31
leaf_value=-0.026352374976028894 0.016415075155229782 -0.0079573055328937495 -0.0057835777699516353 0.0032859179662264337 -0.02851355459234688 0.027829489575184448 -0.016584320645898751 -0.017047595212759722 0.0024228243005346454 -0.0028826079395314376 -0.021087876002566262 -0.00063625686513969749 -0.055372393664284307 0.068362924605138153 0.012457042063594916 -0.0079372545548806323 0.019598284115508107 -0.017196664730024843 0.0021020650562787089 -0.022792370960337573 -0.0044232879850494853 -0.02724540265318728 0.01803541152621416 0.022145984095757354 0.026216375808259557 0.00037557804435639649 -0.0024166064623754925 -0.026953234805795465 -0.0086549710437870808 -0.0077034045310960704
leaf_weight=529.5631547421217 175.68437440693378 1994.5216291993856 215.7575172111392 13884.529328323901 215.99565563350916 633.03565967828035 210.77363067120314 235.2925839908421 2115.3785060495138 846.86760142445564 1097.9172997139394 1493.3767494261265 198.99416263401508 70.662458255887032 351.3754453137517 1522.0728725418448 1912.8506719842553 179.7616818100214 9738.1687183976173 840.35496380925179 417.03782574087381 1442.088623765856 734.12900719791651 439.25506055355072 823.86589521914721 65240.991566132754 2552.1424130797386 581.51940004527569 585.22479066997766 2856.6669524535537
leaf_count=2355 814 9068 944 63096 1059 2862 1192 1161 10588 3997 5350 6610 981 305 1594 7382 8971 914 45525 3996 1976 6795 3650 2108 3914 310193 12492 2750 2835 13906
internal_value=0 0.00130033 0.00276591 0.00422198 -0.0096131 0.0193174 -0.000267443 -0.0060461 0.00542389 -0.0174075 -0.0132156 -0.00430417 -0.0354594 0.0300942 3.61445e-05 0.00289035 0.0133578 0.0164375 0.000739188 -0.000467823 -0.00423451 -0.019441 2.54027e-05 -0.00380431 0.0159661 -1.55362e-05 -0.00751604 -0.00742933 0.00463764 -0.011028
internal_weight=0 18966.8 16727.8 14733.3 2238.94 848.793 95169.1 4740.8 2361.73 2379.07 1944.78 1709.37 434.287 246.347 90428.3 13563.6 2303.39 2092.61 11260.2 76864.7 8231.16 1793.46 6437.7 5196.8 1240.9 68633.5 3392.5 4462.67 1024.48 3438.19
internal_count=539383 85994 75970 66902 10024 3806 453389 23196 11707 11489 9347 7669 2142 1119 430193 63984 11077 9885 52907 366209 39528 8389 31139 25249 5890 326681 16488 21599 4943 16656
cat_boundaries=0 9 10 18 27 31 32 33 42 45 52 53 60 61 70 79 88 89 97 106 113 122 130 139 146 154 160 168
cat_threshold=606077440 1075314692 1073741954 2158036992 268435504 9445632 1073775616 2359808 65570 73825 70328576 32896 2215647268 1056768 264192 119558153 67109184 133120 524800 196672 136577536 0 524352 512 32772 0 64 1073780762 2148009810 2147483648 131072 16664 4 1354760400 278929536 19139072 671088768 9 134219776 8208 67108882 8 4194304 8388608 2099200 134498336 20971520 0 4096 4 0 2050 140 0 0 128 0 32 8192 1024 212 2158233668 33587344 2215774208 0 536870912 29360264 612368384 2147663872 67109008 2156200088 268697728 75563784 536872000 32904 3072 17104944 524304 8 20480 553713736 570425344 50594048 9192449 1526727172 8200 192 4194560 64 34130016 285474944 3148880 1074283520 294913 16777216 65792 2147549186 1141899265 541328416 2131464 319168516 21103104 536872960 268435520 0 36 1140884224 1116677 21250560 269501952 1 1409548288 5571588 4260104 64 71311400 129 2151678464 3288334881 16785414 369623360 8 1342504962 2102600 328192 224 1346 3200 553650224 64 4194312 33554432 335548456 131079 32768 2214592553 262145 404259154 33554440 1242064152 131584 536870929 301989904 65536 262144 4194304 1073746052 100688904 260 33828864 2102272 301992972 271583232 16777216 403247155 1762140194 270544904 23072776 128 131584 33554448 155739200 557196 20971560 1075053060 2147484161 1073750016 16777216
is_linear=0
shrinkage=0.1


Tree=96
num_leaves=31
num_cat=26
split_feature=5 1 2 0 1 2 1 1 2 2 0 2 1 5 1 1 3 1 2 2 4 1 0 4 0 2 1 0 2 1
split_gain=3.89051 18.6914 20.6467 20.9808 23.6097 18.3615 16.3854 16.0229 19.8718 13.0321 11.1251 10.7715 17.1185 10.5269 10.4311 9.64808 9.23011 9.14639 9.14597 9.01335 12.6852 9.48613 8.46776 8.19118 9.81253 11.3337 8.12819 7.92823 32.0063 39.766
threshold=222.50000000000003 0 1 2 3 4 5 6 7 8 9 10 11 224.50000000000003 12 13 14 15 16 17 1325.5000000000002 18 19 1170.5000000000002 20 21 22 23 24 25
decision_type=2 9 9 1 9 9 9 9 9 9 1 9 9 2 9 9 1 9 9 9 2 9 1 2 1 9 9 1 9 9
left_child=27 5 3 4 -3 13 16 8 -5 22 19 12 -12 -2 -13 -11 -4 -15 -19 21 26 -7 -9 -8 -25 -26 -21 28 -1 -30
right_child=1 2 6 7 -6 10 23 9 -10 15 11 14 -14 17 -16 -17 -18 18 -20 20 -22 -23 -24 24 25 -27 -28 -29 29 -31
leaf_value=-0.017775222188314753 0.082076855463422471 0.011937063260957996 0.039973437315028414 0.0060894887933070803 -0.039643865765512418 0.02551654357838791 -0.00060452316729420143 -0.015097603196914822 0.043123934108949435 -0.014285060590786587 0.0035607476473092908 0.0025615977477702868 -0.032651397801178282 -0.010717384111354767 -0.0098807017037515141 0.0098926851116082522 0.0053245576846061007 0.04446403615450812 0.0085498485458808584 0.0066965656917281893 0.069118761409072235 0.00040960577840062033 0.057732297910187726 0.0090478073023925933 0.0025273078247438864 -0.039027442314975409 -0.019047012590353851 6.2310597256003407e-05 -0.019104467838376004 0.0021643155200088584
leaf_weight=1258.03247269243 19.19531561434269 183.09098447859287 136.02630690485239 261.21624453365803 158.21836590021849 264.15711598098278 2513.1299946159124 20.663608953356743 358.34123206138611 171.74158492684364 199.97369988262653 1033.9611355289817 383.2377465069294 220.46301583945751 1922.1156319975853 2085.3562974184752 187.70034082978964 69.402650684118271 892.94123701006174 194.07373088598251 21.408790081739426 345.08388482034206 82.215397544205189 115.47914508730173 103.45653818547726 193.51567082852125 314.24340344965458 92703.864971194416 1001.7651549093425 6694.0597449764609
leaf_count=5962 93 793 674 1206 751 1200 11756 92 1792 900 868 4533 1672 986 8739 9775 910 316 3953 873 93 1531 493 514 442 828 1384 439929 5053 31272
internal_value=0 0.00166053 0.00532136 0.0108577 -0.0124218 -0.0024347 -0.000352851 0.013557 0.0278543 0.00970194 -0.00526786 -0.00803219 -0.0203841 0.00854462 -0.00553474 0.00799812 0.0206452 0.00742354 0.0115706 0.00331729 -0.00616892 0.0115318 0.0430626 -0.00273877 -0.0158095 -0.0249402 -0.00946117 -0.000212301 -0.00305216 -0.00062544
internal_weight=0 12450.4 6570.15 3320.84 341.309 5880.26 3249.31 2979.53 619.557 2359.98 4678.26 3539.29 583.211 1202 2956.08 2257.1 323.727 1182.81 962.344 1138.97 529.726 609.241 102.879 2925.58 412.451 296.972 508.317 101658 8953.86 7695.82
internal_count=539383 57167 30926 15802 1544 26241 15124 14258 2998 11260 20893 15812 2540 5348 13272 10675 1584 5255 4269 5081 2350 2731 585 13540 1784 1270 2257 482216 42287 36325
cat_boundaries=0 8 12 13 18 25 34 41 44 48 49 58 65 73 82 83 91 94 103 110 111 112 114 122 123 127 134
cat_threshold=37749803 12582912 19204098 0 536870954 159386112 10242 67108882 2235601339 2153375188 4616 131072 98308 1075904512 0 384 0 1 1219585027 1224753736 25956357 131080 0 131072 8 276889600 68 536871168 224 1280 0 0 64 8 196 4096 537395712 64 0 0 1024 4198691 65536 4608 67109120 65552 4608 131072 33292 136 2147492096 16 0 0 0 0 0 536870928 33554464 8388608 0 0 2 2048 8194 9 4194304 0 0 2 8388608 2048 67108880 65536 0 384 160 1025 0 0 0 8 22 4194344 0 16777218 0 2 0 0 16 134225920 16793600 262148 35464 2147491844 0 0 0 0 0 0 16 4194304 0 2 0 0 134217728 8194 65 41091 576 1 33554434 4194304 262144 0 0 134217728 8192 16 8201 2098614 2152762176 2169012252 4325376 1073741872 274735104 558893440 134217856 452 64 1296
is_linear=0
shrinkage=0.1


Tree=97
num_leaves=31
num_cat=24
split_feature=4 2 2 1 2 1 3 1 0 5 2 1 4 2 5 2 3 3 1 1 2 3 4 0 5 0 0 3 2 3
split_gain=3.81347 20.6376 14.9672 12.3327 12.7688 10.8251 8.4449 8.42642 8.65894 9.35204 8.68667 8.49751 8.14287 7.20947 9.11599 7.15336 6.79857 6.44451 12.4451 7.33254 6.79099 6.3631 8.37693 6.82178 6.26519 6.75465 6.08421 6.07317 5.63042 53.2078
threshold=1290.5000000000002 0 1 2 3 4 5 6 7 332.50000000000006 8 9 1341.5000000000002 10 310.50000000000006 11 12 13 14 15 16 17 1350.5000000000002 18 158.50000000000003 19 20 21 22 23
decision_type=2 9 9 9 9 9 1 9 1 2 9 9 2 9 2 9 1 1 9 9 9 1 2 1 2 1 1 1 9 1
left_child=28 5 3 21 -5 -2 12 15 9 -9 -10 26 -7 17 24 -4 -6 18 -13 20 -19 22 -3 -23 25 -15 -12 -17 29 -1
right_child=1 2 7 4 16 6 -8 8 10 -11 11 13 -14 14 -16 27 -18 19 -20 -21 -22 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.016608243964051739 0.00059557426056269878 0.043953731726578557 0.014963455166060086 -0.033832414454585062 0.031651365250649655 0.020194672423777808 -0.045822745854304285 -0.029862358470911045 0.0087832031419248641 -0.1520590125954816 0.024072310925733215 0.023793911525867687 -0.047200251274259607 0.030553223898029849 0.023392932680529277 -0.01080183412090425 -0.0086500388331961532 0.026009536282350001 -0.030368909453992378 0.019307418435326885 -0.023229650182265436 0.0062695260091092941 0.13534963721846946 0.039780592795812822 -0.03010772460746702 -0.012421048439378947 -0.012726929280414674 -0.05021936245303641 -3.4960111438081511e-05 -0.0072833221952522441
leaf_weight=1744.0310046449304 130.56469015777111 30.134585000574589 40.395191624760628 77.63757635653019 83.164314612746239 48.982690513134003 205.51163735240698 35.925283953547478 660.37621238082647 7.5855083912610999 152.87698298692703 55.1588444262743 28.276986986398697 29.814003095030785 67.087234288454056 102.74427063018084 73.591694183647633 30.198998659849167 121.75750637054443 247.15152207016945 92.110473051667213 169.21358585357666 15.030282527208326 98.515010520815849 207.48377131670713 708.84720055758953 57.61472374945879 82.113044209778309 106700.7020746544 1981.814883492887
leaf_count=7777 580 130 174 331 349 233 962 176 2920 31 678 235 135 147 288 544 310 129 526 1058 396 727 67 443 916 3066 296 434 506552 8773
internal_value=0 -0.00318236 -0.000463654 0.0144629 -0.00302497 -0.0239458 -0.0349106 -0.0035323 -0.00180365 -0.0416039 -0.000923585 -0.00457392 -0.00395935 -0.00713702 -0.0121086 -0.0216347 0.0133471 0.00213443 -0.0131125 0.0095886 -0.0100252 0.0272512 0.0608879 0.0195888 -0.0147538 -0.010441 0.0138794 -0.0299897 9.86513e-05 0.0039146
internal_weight=0 3659.86 3246.53 547.287 234.394 413.336 282.771 2699.24 2473.99 43.5108 2430.48 1770.1 77.2597 1559.61 1013.23 225.253 156.756 546.377 176.916 369.461 122.309 312.893 45.1649 267.729 946.145 738.661 210.492 184.857 110427 3725.85
internal_count=539383 16281 14371 2357 990 1910 1330 12014 10862 207 10655 7735 368 6761 4417 1152 659 2344 761 1583 525 1367 197 1170 4129 3213 974 978 523102 16550
cat_boundaries=0 9 18 26 29 36 37 45 46 55 62 71 80 81 82 88 93 101 102 103 104 105 106 115 116
cat_threshold=67109952 524481 68174080 16810534 537419776 1118208 268435457 49280 16 805306657 1342194434 4642 8388616 2147483682 16384 17472 65 32802 2113639 4194304 2 2147483648 0 0 0 16777216 32 1342177282 2 33587213 0 262400 0 2 0 8192 80 1073741824 0 16777218 64 0 134217728 10242 2 16897 1225555968 2165318660 2451570700 1050624 42992128 1074003971 67108864 1048576 4 6326402 0 524544 2147483680 32 0 1024 2105472 679542792 21758032 4464768 1140981824 134217752 8421920 2148007936 256 4194306 0 0 2415919104 0 4 32768 0 4 86 48 33554433 8388608 0 0 6 8388608 33570881 0 262144 0 2 0 8388608 16777216 0 0 16 32768 2147483648 128 46209 141312 163890 210 2147483648 33554561 1073742080 0 537415940 26282368 268435456 3506553856 67109072 28
is_linear=0
shrinkage=0.1


Tree=98
num_leaves=31
num_cat=24
split_feature=5 1 2 2 1 4 2 1 3 1 2 2 1 2 2 0 5 1 2 2 2 2 2 1 4 1 4 4 1 1
split_gain=3.70817 27.1454 32.5921 16.8355 19.8457 15.3367 15.4578 12.8518 11.5883 47.901 43.3854 37.3151 27.4632 23.4854 18.8698 17.1675 16.851 15.6566 13.6739 13.0186 12.7505 11.7591 11.3314 10.375 12.1676 10.1999 10.0601 13.5096 12.5781 11.2516
threshold=82.500000000000014 0 1 2 3 645.50000000000011 4 5 6 7 8 9 10 11 12 13 80.500000000000014 14 15 16 17 18 19 20 1275.5000000000002 21 850.50000000000011 835.50000000000011 22 23
decision_type=2 9 9 9 9 2 9 9 1 9 9 9 9 9 9 1 2 9 9 9 9 9 9 9 2 9 2 2 9 9
left_child=1 2 -1 4 -3 6 -4 -5 9 11 -11 -9 22 -12 16 18 26 21 -16 -17 -13 -15 -10 24 -7 -21 27 28 -14 -28
right_child=-2 3 5 7 -6 23 -8 8 12 10 13 20 14 17 15 19 -18 -19 -20 25 -22 -23 -24 -25 -26 -27 29 -29 -30 -31
leaf_value=0.00083349093825492773 0.00032185970989938827 0.017715501340229325 0.013467191583612516 0.0050012269716933544 0.00028788621167260918 -0.014139518465152918 -0.026598485828986912 0.015513256138581059 0.00035071186069362252 0.029092862480119733 -0.01726202177233906 -0.030125249650274539 0.028173031758511147 0.026639834303632801 -0.042802790594266393 -0.01243729728281092 -0.037243555255539879 0.0015244267467754251 -0.0070930459038808158 0.012126371911583771 -0.01031660328714961 0.00097606499873592947 -0.021198595851246387 -0.037336592862482615 0.14815281933398941 -0.0022555675825501218 0.030050184006410505 -0.082433331523066825 -0.0020079481230993912 0.0074652368927821669
leaf_weight=1130.9397510364652 85727.490149080753 1094.8972588777542 191.10166662186384 3140.9512494280934 1610.7428558692336 211.28441596776247 176.40544820576906 382.02284889668226 320.38397954404354 770.45668516308069 485.31910195201635 629.14839445799589 157.20231122523546 534.50907289981842 186.8912783972919 1211.2315307557583 82.723259672522545 1972.5347129367292 267.09117331728339 512.75299175083637 737.33821502327919 277.96792314946651 1120.2104412317276 600.76355247199535 4.7229261696338645 8755.2717444859445 352.25817620009184 18.75500126928091 790.60564425587654 623.19792526960373
leaf_count=5348 400485 5128 1218 15082 7470 981 1082 1734 1471 3786 2401 3057 745 2664 1372 5633 366 9993 1608 2528 3400 1317 5821 3148 19 43164 1666 105 3626 2965
internal_value=0 -0.000997445 -0.0113497 -7.24458e-05 0.00737962 -0.0228937 -0.00612186 -0.000939517 -0.00186583 0.00191084 0.00789092 -0.0118754 -0.0033846 0.0028225 -0.00192199 -0.00356506 0.00692421 0.00637169 -0.0223994 -0.00272854 -0.0195894 0.0179783 -0.0164367 -0.0307205 -0.0101224 -0.00144768 0.00884125 0.00161085 0.00327389 0.0160057
internal_weight=0 28349.7 2315.22 26034.5 2705.64 1184.28 367.507 23328.8 20187.9 5789.3 4040.79 1748.51 14398.6 3270.33 12958 10933.2 2024.74 2785.01 453.982 10479.3 1366.49 812.477 1440.59 816.771 216.007 9268.02 1942.02 966.563 947.808 975.456
internal_count=539383 138898 11796 127102 12598 6448 2300 114504 99422 28352 20161 8191 71070 16375 63778 54305 9473 13974 2980 51325 6457 3981 7292 4148 1000 45692 9107 4476 4371 4631
cat_boundaries=0 9 18 27 34 36 45 46 55 64 72 80 89 98 99 108 115 123 132 139 148 157 166 173 180
cat_threshold=10522656 285213696 2158493708 167903232 131408 1092616192 335544392 268435521 8 137363974 269779490 18361856 2064 539497216 128 1 0 96 51905296 512 2164261056 2281832456 17825921 1627394064 1092 150994944 2097168 1112080449 12583022 65553 1073811456 536870914 2113 65552 101196112 139528 671350920 2148029200 67373056 2147491968 2147483780 1049608 16385 536871458 65568 160 3221307392 1088430178 134316082 536871424 37898 33562624 73760 32768 33554432 79790082 805441920 557056 524608 1145578498 3145984 536870912 1048704 132 1749024769 402653184 269502465 1082163968 2282496064 2282225668 2223243264 1 268968000 32776 16847105 1082130470 402653184 537395651 541526016 33554432 1073741824 147947548 1146098704 272630276 18944 2147745792 33554688 67108868 67141632 1073750048 5767168 101974548 306462752 301990400 272924705 33554432 2 33792 4608 301989889 1083392 20801 1073741888 23068704 545783938 4459540 50593792 4096 8507392 2155872258 0 4 524288 133120 536870912 610533376 0 557056 1083704768 1140850690 137363456 2357745664 269484032 67122374 537465856 38011436 306446352 33554440 268706304 0 0 1024 277701 2198601728 8388613 33562624 52 512 20992 138420224 138477952 393220 16809984 512 2560 0 1073742848 67109120 0 16777216 2149580812 33554432 0 1092616192 335544320 268435456 8 0 8224 1212317744 536887808 36872 33554432 16777216 2097152 33554448 1073823748 0 128 0 1056 33554436 32 33619968 1619001344 2 262144 1537 8388608 8224
is_linear=0
shrinkage=0.1


Tree=99
num_leaves=31
num_cat=29
split_feature=4 2 1 2 3 1 2 2 1 2 1 2 2 1 2 2 1 2 1 2 1 1 2 0 1 2 1 2 2 2
split_gain=3.54382 20.2193 15.6048 16.0315 14.9603 32.858 30.4251 28.9806 24.8093 39.7542 26.3474 47.4674 26.4024 24.0678 25.3602 20.6359 38.659 20.2788 20.2594 19.9778 43.5602 21.5703 29.0807 17.9739 38.4423 31.1917 26.6331 33.2565 27.4818 22.09
threshold=750.50000000000011 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
decision_type=2 9 9 9 1 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 1 9 9 9 9 9 9
left_child=1 -1 3 -3 5 7 18 -4 9 -6 11 -10 -12 14 -8 16 -15 -13 -7 20 -14 22 -21 24 29 -26 27 -25 -28 -23
right_child=-2 2 4 -5 8 6 13 -9 10 -11 12 17 19 15 -16 -17 -18 -19 -20 21 -22 23 -24 26 25 -27 28 -29 -30 -31
leaf_value=-0.013781699483225949 0.000485807745555273 -0.0018950454819450819 -0.0093874218465484806 -0.023208674920028368 0.0038620067339798902 -0.034469993494917896 0.0042680496158197098 0.020481553149209648 -0.027468525018529744 -0.026800942252999189 -0.014010022654306613 0.019124706746460447 -0.010916144212148322 0.033313345769620251 -0.025158184156869171 0.0016432114402090102 -0.0036924012468256039 -0.0049365766217817717 -0.003808338941946183 -0.0085421564258517917 0.024879655997145519 -0.0020593097700089195 0.023666813394955154 -0.02214654279507914 -0.012521283945155493 0.003872244947795363 0.016635127723525368 -0.00109461954693771 -0.0023259315172672766 0.024497209604623975
leaf_weight=1133.5532912164927 64129.375829085708 890.99970163777471 407.03168814629316 583.18280923739076 759.74157834798098 381.7586207613349 524.96615332365036 1557.7528721019626 942.53550882637501 946.59896661713719 1128.6479185894132 381.03483606874943 510.91018530726433 583.23888892680407 654.02548639476299 15457.424160346389 541.71955682337284 3369.2380632720888 501.57464253157377 411.67727454006672 989.80948429554701 436.79748603701591 856.95709127187729 1404.7087317034602 1551.1437013149261 4514.1254817247391 896.78987120091915 1612.725416354835 4858.9387723393738 1137.4022265560925
leaf_count=5510 294115 4929 1920 3544 3995 1762 2719 7297 4420 5169 5593 1842 2486 2690 3514 74886 2479 17121 2324 2158 4511 1971 4610 7268 7584 21182 4179 7839 24321 5445
internal_value=0 -0.000637761 -0.000329513 -0.0104262 -1.2824e-05 0.00201084 0.000711202 0.0142776 -0.00157447 -0.0132054 -0.000775758 -0.00752065 0.000785596 0.00161605 -0.01213 0.0026001 0.0156178 -0.00244755 -0.0172972 0.001663 0.0127016 0.000719435 0.0132298 -0.000255036 0.00328899 -0.000333977 -0.00334133 -0.0109357 0.000652085 0.017162
internal_weight=0 49927 48793.5 1474.18 47319.3 20609.5 18644.7 1964.78 26709.8 1706.34 25003.4 4692.81 20310.6 17761.4 1178.99 16582.4 1124.96 3750.27 883.333 19182 1500.72 17681.3 1268.63 16412.6 7639.47 6065.27 8773.16 3017.43 5755.73 1574.2
internal_count=539383 245268 239758 8473 231285 99591 90374 9217 131694 9164 122530 23383 99147 86288 6233 80055 5169 18963 4086 93554 6997 86557 6768 79789 36182 28766 43607 15107 28500 7416
cat_boundaries=0 9 18 26 27 36 45 53 62 69 77 84 92 100 104 112 120 125 132 141 150 158 165 166 173 182 190 197 205 212
cat_threshold=268632064 0 264 20971776 25217035 1140916488 270336 286164992 2097153 1572864 134217728 1180736 1620051968 85049344 0 11569154 36044802 4104 17878992 553921024 1074266116 0 0 0 0 1048576 14 75629056 3221487622 134254594 303105 2457862656 70254784 536870912 8 276 0 8409124 402696196 268976128 71434400 536871440 672662536 67109248 16 1057280 1489600778 2231382016 8663044 1073807872 131584 67108928 128 92340224 2147883044 134250528 33849344 147339840 2097152 0 67141760 272 52430760 2568144010 6816320 8192 65536 512 4 306315280 1073775104 276834837 134217736 33554444 33833540 536879136 2048 67108912 2432803840 14200853 276865024 327808 294912 33 5242880 68157440 410816 3223322793 540540928 2420637732 42008832 2 2684397568 33570832 33619968 2416050176 1024 2148012291 5062660 403181604 1250439920 2149122304 3295285248 131073 0 884752 75760640 1082138785 1879310336 277610496 41949440 1073742339 268435643 6297152 8390784 65696 426 4 2147484720 17 17408 68157800 268568768 34869281 532480 35668323 16777280 536871040 4096 256 8388612 1024 2148007968 262165 134217748 606224 4391076 10485760 1213726720 2147484032 144 1074004258 547356880 17367040 4747296 268435841 478152705 16777216 0 2 3221233664 541712 1073758208 268566531 270532608 16783362 68108808 402661381 1159995392 554238986 341315584 139264 268443664 262145 2048 207840 671399936 23068936 4980864 4718592 1296 2894070793 4194304 234922497 1074397600 88089120 1184258 1207968256 262144 16384 0 67108864 536906241 568328456 6553600 17302592 1043 2751464457 0 1049152 1249940930 3640661568 303038464 0 33555520 134480385 1 25199616 3265954912 23592960 8781826 1073741824 134615552 0 4 1074024452 134416450 2161123840 42119172 33562688 0 32768
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
AirportFrom=1162
AirportTo=1098
Time=240
Airline=233
DayOfWeek=174
Length=93

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

end of parameters

pandas_categorical:[]
