tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=4
objective=regression
feature_names=num_nan num_dense cat_ctr cat_onehot num_zeros
feature_infos=[-3.2815755102421402:3.7315614658206586] [-1.9965265662554441:1.9998125850342272] -1:1:8:7:0:6:3:2:4:9:5 -1:0:2:1 [-3.4557502889155205:3.5995925269436468]
tree_sizes=1399 1392 1401 1359 1383 1388 1380 1419 1384 1352 1416 1418 1409 1396 1418 1431 1427 1413 1415 1462 1414 1430 1436 1409 1450

Tree=0
num_leaves=15
num_cat=6
split_feature=0 2 2 0 0 2 0 4 2 2 2 4 0 4
split_gain=9152.37 2580.06 2024.16 1253.62 966.076 798.104 715.601 537.609 448.513 393.281 322.613 310.513 204.398 199.657
threshold=0.15268846666833161 0 1 1.2385134773113555 -1.3793663178870019 2 -0.4957405045401484 -1.0000000180025095e-35 3 4 5 -1.0000000180025095e-35 -0.31162525415182962 -1.0000000180025095e-35
decision_type=8 1 1 8 10 1 10 2 1 1 1 2 10 2
left_child=2 8 6 7 -4 -6 -1 -3 -2 13 -9 -7 -13 -5
right_child=1 3 4 9 5 11 -8 10 -10 -11 -12 12 -14 -15
leaf_value=-0.55741263383575168 -0.36939587932142121 -0.3948933831656129 -0.95739728571571003 -0.11090036489946459 -0.90217796282971219 -0.72521691406329158 -0.3483675824794879 -0.089135989773047208 -0.60272712520824889 -0.1513379898504012 -0.2628496674294406 -0.60748571644989335 -0.45112235106021925 0.076021880945734088
leaf_weight=365 159 217 126 80 106 141 297 160 170 278 341 228 132 200
leaf_count=365 159 217 126 80 106 141 297 160 170 278 341 228 132 200
internal_value=-0.403325 -0.240487 -0.590676 -0.176211 -0.705008 -0.653114 -0.463536 -0.263413 -0.490201 -0.0635979 -0.206465 -0.599031 -0.550152 0.0210997
internal_weight=3000 1605 1395 1276 733 607 662 718 329 558 501 501 360 280
internal_count=3000 1605 1395 1276 733 607 662 718 329 558 501 501 360 280
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=576 61 64 512 29 21
is_linear=0
shrinkage=1


Tree=1
num_leaves=15
num_cat=6
split_feature=0 2 2 0 0 2 2 0 4 2 0 4 4 3
split_gain=7416.69 2165.27 1717.85 1090.44 834.498 799.258 453.754 395.905 337.897 303.763 303.005 248.87 235.934 192.47
threshold=0.15268846666833161 0 1 -0.77232834469489808 1.2117346440659129 2 3 1.0217239484595644 -1.0000000180025095e-35 4 -1.3793663178870019 -1.0000000180025095e-35 -1.0000000180025095e-35 5
decision_type=8 1 1 10 8 1 1 8 2 1 10 2 2 1
left_child=2 5 10 9 8 -2 -5 -7 -3 -4 -1 -6 -8 -10
right_child=1 4 3 6 11 7 12 -9 13 -11 -12 -13 -14 -15
leaf_value=-0.64043955829408439 -0.17957870566139097 0.041836857295423954 -0.14820802660706986 0.074940575219191327 0.22870305810570715 -0.028316068660021516 -0.20486240714897208 0.15354204338378785 0.31446721077926698 -0.31321674070854599 -0.354376037179996 0.39664745321869854 -0.046723051711597269 0.16036644654873855
leaf_weight=45 170 168 222 240 125 217 137 267 124 239 209 300 303 234
leaf_count=45 170 168 222 240 125 217 137 267 124 239 209 300 303 234
internal_value=1.41249e-06 0.146588 -0.168652 -0.115924 0.242784 0.00632547 -0.0355332 0.071858 0.158837 -0.234756 -0.403468 0.347252 -0.0957443 0.213742
internal_weight=3000 1605 1395 1141 951 654 680 484 526 461 254 425 440 358
internal_count=3000 1605 1395 1141 951 654 680 484 526 461 254 425 440 358
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=834 576 64 21 29 2
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=15
num_cat=6
split_feature=0 2 2 0 0 2 4 2 4 3 0 4 4 3
split_gain=6022.42 1702.91 1577.73 864.709 685.253 473.361 445.632 417.355 305.533 270.048 262.277 229.484 193.545 186.385
threshold=0.2263210097851677 0 1 -1.028936382200613 0.94075800675983146 2 -1.0000000180025095e-35 3 -1.0000000180025095e-35 4 -0.85403177199781655 -0.010763247701073236 -1.0000000180025095e-35 5
decision_type=8 1 1 10 8 1 2 1 2 1 10 2 2 1
left_child=2 5 7 12 11 -2 -5 10 -6 -8 -1 -3 -4 -10
right_child=1 4 3 6 8 -7 9 -9 13 -11 -12 -13 -14 -15
leaf_value=-0.36178763343228237 0.055254156203378757 0.012488336275531715 -0.35401050415109192 -0.13088165011037797 0.17191556590042134 -0.15384150666608054 -0.074334398946578964 -0.45384129597179923 0.23008154113882018 0.080531912492588176 -0.16643681070772273 0.16671196321347279 -0.17305027146430052 0.37328843582382604
leaf_weight=108 314 142 85 255 179 164 166 133 133 350 189 301 194 287
leaf_count=108 314 142 85 255 179 164 166 133 133 350 189 301 194 287
internal_value=-1.75983e-05 0.139791 -0.143605 -0.077251 0.211372 -0.0166572 -0.0227343 -0.304743 0.281315 0.0307106 -0.236677 0.117277 -0.228182 0.32794
internal_weight=3000 1520 1480 1050 1042 478 771 430 599 516 297 443 279 420
internal_count=3000 1520 1480 1050 1042 478 771 430 599 516 297 443 279 420
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=832 832 768 768 4 4
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=15
num_cat=8
split_feature=0 2 2 0 0 2 2 0 0 2 3 4 3 3
split_gain=5002.96 1804.01 1003.73 736.114 616.045 395.718 360.37 353.125 311.129 288.938 236.588 227.404 196.511 191.478
threshold=-0.11861992002152082 0 1 0.9721558612212009 0.83931910015270306 2 3 -1.3222519662974068 -1.5383103724018945 4 5 -1.0000000180025095e-35 6 7
decision_type=8 1 1 8 8 1 1 10 10 1 1 2 1 1
left_child=2 4 5 6 11 -1 -3 -4 -7 -5 -9 -2 -11 -6
right_child=1 3 7 9 13 8 -8 10 -10 12 -12 -13 -14 -15
leaf_value=-0.45666620373725897 0.021343136975804394 -0.0095886949851466258 -0.22260251194238664 -0.066235804547363053 0.37869540942126312 -0.43762429674466452 -0.18145781529265739 -0.14077410181026526 -0.18903829511552572 0.24851964212081457 0.002274602584199543 0.17045350481496546 0.088729781086512083 0.23947568553469836
leaf_weight=99 156 312 147 86 145 60 200 176 313 111 337 297 251 310
leaf_count=99 156 312 147 86 145 60 200 176 313 111 337 297 251 310
internal_value=-3.42532e-05 0.100494 -0.165923 0.00480755 0.201433 -0.277152 -0.0770982 -0.0858279 -0.228413 0.0984249 -0.0468025 0.119104 0.137347 0.283842
internal_weight=3000 1868 1132 960 908 472 512 660 373 448 513 453 362 455
internal_count=3000 1868 1132 960 908 472 512 660 373 448 513 453 362 455
cat_boundaries=0 1 2 3 4 5 6 7 8
cat_threshold=61 834 64 386 64 4 2 2
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=15
num_cat=7
split_feature=0 2 2 0 0 2 2 0 0 3 4 4 3 3
split_gain=4063.69 1488.28 775.771 620.011 516.94 320.501 297.985 271.919 248.078 246.223 244.685 193.599 186.979 177.368
threshold=-0.14434339899832779 0 1 0.83931910015270306 0.72400881498267255 2 3 -1.4928646797510263 -1.5383103724018945 4 -1.0000000180025095e-35 -1.0000000180025095e-35 5 6
decision_type=8 1 1 8 8 1 1 10 10 1 2 2 1 1
left_child=2 4 5 6 -2 -1 12 -4 -7 -5 -9 -6 -3 -12
right_child=1 3 7 9 11 8 -8 10 -10 -11 13 -13 -14 -15
leaf_value=-0.41586440082677867 0.099431561697317872 -0.11988668789495237 -0.2284780063302744 -0.016612404541057699 0.15235722271275931 -0.39386186679204305 -0.17595101036597044 -0.15120648974825068 -0.17142099005710257 0.13191312032794725 -0.09723754817137012 0.28983049191491822 0.046355859117339492 0.047157849042028514
leaf_weight=96 429 107 105 170 145 60 189 171 305 325 135 349 184 230
leaf_count=96 429 107 105 170 145 60 189 171 305 325 135 349 184 230
internal_value=-5.46267e-05 0.0886287 -0.152796 0.00237558 0.179544 -0.251632 -0.0786023 -0.0811951 -0.207418 0.0809044 -0.0524945 0.249479 -0.0147205 -0.00624867
internal_weight=3000 1898 1102 975 923 461 480 641 365 495 536 494 291 365
internal_count=3000 1898 1102 975 923 461 480 641 365 495 536 494 291 365
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=61 834 64 386 4 4 4
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=15
num_cat=6
split_feature=0 2 2 2 0 0 0 4 3 4 4 3 3 0
split_gain=3325.19 1331.52 625.821 561.879 471.087 432.129 300.037 251.138 241.277 219.376 164.048 138.824 136.75 144.548
threshold=-0.28227215113378906 0 1 2 1.1044453517643149 0.94075800675983146 -1.3793663178870019 -1.0000000180025095e-35 3 -1.0000000180025095e-35 -0.010763247701073236 4 5 1.6493311532184765
decision_type=8 1 1 1 8 8 10 2 1 2 2 1 1 10
left_child=3 4 -3 11 8 7 -5 -4 -2 -8 -7 -1 -6 -14
right_child=1 2 5 6 12 10 9 -9 -10 -11 -12 -13 13 -15
leaf_value=0.037351029282351872 0.18836991215953558 -0.15565036122910511 -0.14347080537725404 -0.33955605716134113 0.33277639312259222 0.010583544673972599 -0.28248024302470776 0.017396933765168786 0.055737247799446145 -0.12864049565383417 0.15769293094958323 -0.096315236379209065 0.16840460764931811 0.36379690325778463
leaf_weight=111 209 220 138 144 118 107 131 327 399 317 260 259 214 46
leaf_count=111 209 220 138 144 118 107 131 327 399 317 260 259 214 46
internal_value=-6.88913e-05 0.0722635 -0.00605537 -0.153305 0.155673 0.0336404 -0.213626 -0.0303445 0.10133 -0.173625 0.114803 -0.0560638 0.243494 0.202974
internal_weight=3000 2038 1052 962 986 832 592 465 608 448 367 370 378 260
internal_count=3000 2038 1052 962 986 832 592 465 608 448 367 370 378 260
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=61 64 29 2 2 2
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=15
num_cat=7
split_feature=0 2 2 0 3 0 2 4 3 4 4 2 2 4
split_gain=2770.85 845.553 742.443 488.364 400.579 293.223 273.113 250.734 203.67 163.113 162.929 157.381 138.012 125.963
threshold=0.3746969806696237 0 1 -0.77232834469489808 2 -0.38436500477495278 3 -0.010763247701073236 4 -0.20723827041733803 -1.0000000180025095e-35 5 6 -1.0000000180025095e-35
decision_type=8 1 1 10 1 10 1 2 1 2 2 1 1 2
left_child=1 5 10 9 11 13 -5 -6 -8 -3 -2 -4 -11 -1
right_child=2 3 4 6 7 -7 8 -9 -10 12 -12 -13 -14 -15
leaf_value=-0.148261008743482 0.12734259167356263 -0.35083560101764721 -0.1792300772995262 -0.23696635988141812 0.0090681932425550216 0.074064802720576292 0.020740073199166268 0.14664103439746271 -0.10754518046723827 -0.38797409253961901 0.26762651470507243 0.0015392818879097997 -0.16487398758813104 -0.018551132350188234
leaf_weight=111 120 97 58 111 189 306 184 443 378 33 267 263 210 230
leaf_count=111 120 97 58 111 189 306 184 443 378 33 267 263 210 230
internal_value=-6.71902e-05 -0.0864136 0.106899 -0.143379 0.0592324 0.00299398 -0.0941696 0.1055 -0.0654279 -0.241208 0.22355 -0.0316766 -0.197447 -0.0607734
internal_weight=3000 1660 1340 1013 953 647 673 632 562 340 387 321 243 341
internal_count=3000 1660 1340 1013 953 647 673 632 562 340 387 321 243 341
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=29 21 4 64 2 64 64
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=15
num_cat=6
split_feature=0 2 2 0 4 3 3 4 4 2 4 4 0 3
split_gain=2245.28 702.758 647.038 511.725 301.253 232.194 201.617 191.913 187.468 158.87 147.318 142.329 129.834 116.836
threshold=0.3746969806696237 0 1 -0.56889763208802713 -1.0000000180025095e-35 2 3 -0.010763247701073236 -1.0000000180025095e-35 4 -1.0000000180025095e-35 -1.0000000180025095e-35 -1.717021182951586 5
decision_type=8 1 1 10 2 1 1 2 2 1 2 2 10 1
left_child=1 8 7 6 -4 -5 -3 -2 -1 -6 -7 -8 -10 -9
right_child=2 3 4 5 9 10 11 13 12 -11 -12 -13 -14 -15
leaf_value=-0.33527334194916947 -0.11520941865164787 -0.19713981952315762 0.05876122117947994 0.082215110498638652 0.263052453791629 -0.11412979475676249 -0.16220542325897785 -0.041558496959817913 -0.45865504401070734 0.14944484929010207 0.0024103994596372832 -0.03018808848005889 -0.14374897920383639 0.085003261820411458
leaf_weight=91 117 207 288 265 178 156 122 120 13.999999999999998 451 356 247 202 186
leaf_count=91 117 207 288 265 178 156 122 120 14 451 356 247 202 186
internal_value=-9.27214e-05 -0.0778198 0.0961961 -0.0466858 0.14331 0.00623019 -0.118148 -0.00626395 -0.214183 0.18225 -0.0330979 -0.0738361 -0.16416 0.0353712
internal_weight=3000 1660 1340 1353 917 777 576 423 307 629 512 369 216 306
internal_count=3000 1660 1340 1353 917 777 576 423 307 629 512 369 216 306
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=576 832 2 4 17 4
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=15
num_cat=6
split_feature=0 2 0 2 3 0 3 4 3 0 0 4 3 4
split_gain=1848.57 777.065 532.168 369.369 344.346 205.055 197.863 181.383 165.353 139.105 122.92 121.827 111.632 102.671
threshold=-0.28227215113378906 0 1.2615051055658595 1 2 1.2615051055658595 3 1.0000000180025095e-35 4 -1.5126939741172361 1.8607216361169523 -1.0000000180025095e-35 5 -1.0000000180025095e-35
decision_type=8 1 8 1 1 8 1 2 1 10 10 2 1 2
left_child=3 5 4 11 -3 12 -5 -6 -4 -8 -10 -1 -2 -7
right_child=1 2 8 6 7 13 9 -9 10 -11 -12 -13 -14 -15
leaf_value=-0.1238793174344191 -0.20664998335497722 -0.03614407016110479 0.24672694922321373 -0.078585344315750011 0.050869072339346004 -0.11326190575025977 -0.3345936137594675 0.16014280128570429 0.10673046752830173 -0.18180818347331218 0.27955090042124403 -0.013346884184847436 -0.071750346453088087 0.073599734319361385
leaf_weight=147 98 357 171 153 501 40 76 218 331 276 47 310 164 111
leaf_count=147 98 357 171 153 501 40 76 218 331 276 47 310 164 111
internal_value=-6.96991e-05 0.0538618 0.0849632 -0.114324 0.0441386 -0.0685499 -0.173185 0.0840007 0.165131 -0.214796 0.128219 -0.0487943 -0.122209 0.0241
internal_weight=3000 2038 1625 962 1076 413 505 719 549 352 378 457 262 151
internal_count=3000 2038 1625 962 1076 413 505 719 549 352 378 457 262 151
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=576 61 4 2 2 4
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=15
num_cat=9
split_feature=0 2 4 2 3 0 3 0 3 2 2 2 4 3
split_gain=1535.23 703.248 392.484 359.822 269.49 254.601 195.498 176.227 150.888 142.816 119.535 111.788 94.7113 92.2921
threshold=0.75301869591083026 0 -1.0000000180025095e-35 1 2 -0.81717114419483328 3 -1.0556436863015477 4 5 6 7 -1.0000000180025095e-35 8
decision_type=8 1 2 1 1 10 1 10 1 1 1 1 2 1
left_child=1 5 11 13 -4 -1 -5 -6 -7 -8 -9 -3 -11 -2
right_child=3 2 4 6 7 8 9 10 -10 12 -12 -13 -14 -15
leaf_value=-0.071051835155575782 0.11338064072491683 -0.31747928457013491 0.020786594411570217 0.14257162915499405 -0.20612057165783504 0.12916111083012363 -0.097819793376287351 -0.18239103959137459 0.020673738537379666 -0.019317732623575213 -0.048106777367325548 -0.16101638659135586 0.082011939575307793 0.23499097407401837
leaf_weight=211 92 57 268 215 124 194 75 80 378 133 382 296 301 194
leaf_count=211 92 57 268 215 124 194 75 80 378 133 382 296 301 194
internal_value=-6.27294e-05 -0.0510263 -0.0988596 0.100351 -0.0622795 0.0228061 0.0625309 -0.100269 0.0574684 0.0288449 -0.0718584 -0.187636 0.0508422 0.195189
internal_weight=3000 1990 1207 1010 854 783 724 586 572 509 462 353 434 286
internal_count=3000 1990 1207 1010 854 783 724 586 572 509 462 353 434 286
cat_boundaries=0 1 2 3 4 5 6 7 8 9
cat_threshold=29 21 2 2 2 64 64 64 4
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=15
num_cat=5
split_feature=0 2 2 3 4 3 4 0 0 0 0 4 4 3
split_gain=1291.66 507.561 332.809 274.454 213.372 154.891 153.68 146.633 118.231 111.813 104.303 98.1072 94.6242 88.0312
threshold=-0.11861992002152082 0 1 2 -1.0000000180025095e-35 3 -1.0000000180025095e-35 1.4359295173597733 -2.1319532624979565 1.5351218533411357 -1.7730604932739118 -1.0000000180025095e-35 0.052858901504343157 4
decision_type=8 1 1 1 2 1 2 8 10 8 10 2 2 1
left_child=2 4 6 12 -2 -4 -1 11 -7 -6 -8 -5 -3 -12
right_child=1 3 5 7 9 8 10 -9 -10 -11 13 -13 -14 -15
leaf_value=-0.23570370939593027 0.033706948304046143 -0.10455698033148537 0.033559123630798195 -0.072941453118635494 0.10786769031524515 -0.32972503269419956 -0.29962243128705912 0.11095616542470954 -0.060925480660990954 0.19817330974267752 -0.17016976824870297 0.036285974873408726 0.010468865988665435 -0.056107629711255526
leaf_weight=142 289 245 206 113 414 17 27 199 437 205 102 302 101 201
leaf_count=142 289 245 206 113 414 17 27 199 437 205 102 302 101 201
internal_value=-8.33502e-05 0.0509964 -0.0843739 0.000246777 0.104537 -0.0383004 -0.148403 0.0403848 -0.0709907 0.137775 -0.111287 0.00654453 -0.0709801 -0.0945048
internal_weight=3000 1868 1132 960 908 660 472 614 454 619 330 415 346 303
internal_count=3000 1868 1132 960 908 660 472 614 454 619 330 415 346 303
cat_boundaries=0 1 2 3 4 5
cat_threshold=61 834 4 2 4
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=15
num_cat=5
split_feature=0 2 2 3 4 2 0 0 4 3 4 0 0 4
split_gain=1072.18 389.928 382.322 289.905 235.938 186.582 164.022 126.561 105.255 102.108 87.1731 83.6484 82.0429 78.6654
threshold=0.2263210097851677 0 1 2 -1.0000000180025095e-35 3 -1.028936382200613 -1.0936441615183725 1.0000000180025095e-35 4 -1.0000000180025095e-35 2.09258634589062 -1.4405531659060931 -1.0000000180025095e-35
decision_type=8 1 1 1 2 1 10 10 2 1 2 10 10 2
left_child=1 7 -2 10 12 -5 -6 -1 11 -8 -4 -7 -3 -9
right_child=2 4 3 5 6 8 9 13 -10 -11 -12 -13 -14 -15
leaf_value=-0.069398825742925205 -0.085024773715571933 -0.29290803494778545 -0.055323782089449797 0.17638945010307075 -0.14128773704593636 0.043127509883511758 0.029503576965396142 -0.020028965266898187 0.14306520230510911 -0.064287099056206762 0.04008049593818859 0.26320686870151094 -0.14572649007142688 0.085488124010239364
leaf_weight=120 164 44 138 283 194 426 172 105 178 357 313 18 272 216
leaf_count=120 164 44 138 283 194 426 172 105 178 357 313 18 272 216
internal_value=-7.50154e-05 -0.0606599 0.0589156 0.0763307 -0.0940493 0.109028 -0.0626358 0.0181777 0.0779705 -0.0337918 0.0108881 0.0520496 -0.16622 0.0509732
internal_weight=3000 1480 1520 1356 1039 905 723 441 622 529 451 444 316 321
internal_count=3000 1480 1520 1356 1039 905 723 441 622 529 451 444 316 321
cat_boundaries=0 1 2 3 4 5
cat_threshold=21 64 4 21 2
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=15
num_cat=5
split_feature=0 3 2 2 2 0 1 0 1 3 4 1 1 4
split_gain=909.878 471.457 246.953 192.355 189.434 147.262 127.186 125.169 112.676 99.0435 92.7475 81.8366 80.7354 80.405
threshold=0.83931910015270306 0 1 2 3 -0.72901229544864099 1.1763278841626641 -1.0373018108526935 -1.1190505427842148 4 1.0000000180025095e-35 1.092258078276052 1.2710478285752393 -1.0000000180025095e-35
decision_type=8 1 1 1 1 10 2 10 2 1 2 2 2 2
left_child=1 4 8 12 -1 -4 9 -6 -3 -5 -9 -7 -2 -10
right_child=3 2 5 6 7 11 -8 10 13 -11 -12 -13 -14 -15
leaf_value=-0.20424704763100709 0.18041380900629733 0.13021550732736406 -0.10647041286928538 0.13852634697914032 -0.17130607264033254 0.010521761861794135 -0.035181681205841725 -0.083293252463733397 -0.03754926923347611 0.0455074211469505 0.014772255119043504 -0.079103997491175013 0.047466351933263505 0.054885716259055584
leaf_weight=147 215 130 227 164 112 425 134 315 142 379 139 134 58 279
leaf_count=147 215 130 227 164 112 425 134 315 142 379 139 134 58 279
internal_value=-6.44682e-05 -0.0375545 -0.00253391 0.0808351 -0.103224 -0.0384968 0.0519931 -0.0764908 0.0487484 0.0736015 -0.0532688 -0.0109628 0.151613 0.0237081
internal_weight=3000 2050 1337 950 713 786 677 566 551 543 454 559 273 421
internal_count=3000 2050 1337 950 713 786 677 566 551 543 454 559 273 421
cat_boundaries=0 1 2 3 4 5
cat_threshold=4 29 21 576 2
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=15
num_cat=5
split_feature=0 2 4 2 3 0 1 4 0 0 1 3 3 4
split_gain=766.793 400.325 311.201 217.04 211.284 158.507 138.434 130.11 103.458 91.73 88.1826 87.725 77.1326 69.2759
threshold=-0.32929403756973946 0 1.0000000180025095e-35 1 2 -2.3194777423576984 -1.0872765319782296 -1.0000000180025095e-35 1.6493311532184765 1.3982714103122416 1.1328181816316898 3 4 -1.0000000180025095e-35
decision_type=8 1 2 1 1 10 2 2 10 8 2 1 1 2
left_child=3 13 4 -1 10 -5 -6 -7 -8 12 -3 -9 -4 -2
right_child=1 2 9 5 6 7 8 11 -10 -11 -12 -13 -14 -15
leaf_value=-0.24101659586099355 -0.1850780071100841 -0.010449262058526594 0.14756352250326679 -0.29167937780248709 0.1215995933654295 -0.11407481673026446 0.018339765270199281 -0.079055792199746136 0.18418358412571254 0.175183383185671 -0.11783552688330111 0.002936174833409363 0.053517544763398289 -0.0594988354084241
leaf_weight=73 60 336 132 29 208 248 631 206 40 161 99 356 257 164
leaf_count=73 60 336 132 29 208 248 631 206 40 161 99 356 257 164
internal_value=-6.48296e-05 0.0333478 0.0485216 -0.0765622 0.0221125 -0.0618922 0.0503213 -0.0537417 0.0282261 0.111703 -0.0348889 -0.0271178 0.0854303 -0.0927222
internal_weight=3000 2088 1864 912 1314 839 879 810 671 550 435 562 389 224
internal_count=3000 2088 1864 912 1314 839 879 810 671 550 435 562 389 224
cat_boundaries=0 1 2 3 4 5
cat_threshold=64 64 4 4 2
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=15
num_cat=6
split_feature=0 3 2 2 0 1 4 4 0 3 2 4 2 0
split_gain=653.915 326.699 236.228 198.562 134.027 126.735 103.566 96.7384 92.0753 92.5217 91.4669 89.0337 66.0711 59.0016
threshold=0.58828518112777517 0 1 2 -1.234971835300338 1.2710478285752393 -1.0000000180025095e-35 0.099234260491414428 1.6493311532184765 3 4 -1.0000000180025095e-35 5 -1.8652513864818003
decision_type=8 1 1 1 10 2 2 2 10 1 1 2 1 10
left_child=1 10 11 7 -4 8 -6 -2 9 -5 -1 -3 -8 -13
right_child=3 2 4 5 6 -7 12 -9 -10 -11 -12 13 -14 -15
leaf_value=0.081588071317870228 -0.038590369449229917 -0.2166153849122372 -0.12856420408112598 0.15191314355009697 -0.073449969969336851 0.0061852352283159762 0.064790996402692411 0.070772098105584019 0.21038682350477617 0.064708570960156517 -0.0023902269000613905 -0.2971500627199809 -0.016685883766874944 -0.093305687294595471
leaf_weight=188 240 94 136 182 248 152 136 122 77 367 414 14.999999999999998 363 266
leaf_count=188 240 94 136 182 248 152 136 122 77 367 414 15 363 266
internal_value=-6.63807e-05 -0.0366171 -0.0656089 0.059569 -0.0372145 0.0879797 -0.020633 -0.00172863 0.107981 0.0936179 0.0239671 -0.132017 0.00561664 -0.104187
internal_weight=3000 1860 1258 1140 883 778 747 362 626 549 602 375 499 281
internal_count=3000 1860 1258 1140 883 778 747 362 626 549 602 375 499 281
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=2 832 832 2 21 17
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=15
num_cat=4
split_feature=0 3 1 2 2 2 4 4 0 1 0 1 0 0
split_gain=534.036 287.924 173.941 162.01 123.196 123.043 110.811 106.055 85.1625 83.3141 79.2779 65.3902 63.3655 52.7031
threshold=0.72400881498267255 0 -1.1282991092905879 1 2 3 0.052858901504343157 -0.010763247701073236 -1.0373018108526935 -1.1838206825600217 -1.194002181634191 1.1174862426201442 2.0030470508009715 1.610907692856633
decision_type=8 1 2 1 1 1 2 2 10 2 10 2 10 10
left_child=1 5 -3 13 -4 -1 10 12 -7 -9 -6 -10 -5 -2
right_child=3 2 4 7 6 8 -8 9 11 -11 -12 -13 -14 -15
leaf_value=-0.20715393908321858 0.10522013749674286 0.066219196593258201 -0.13004903022277478 -0.040495459787492263 -0.11579191247001291 -0.14120334035342957 0.043079684971294843 0.13330912791323243 -0.031331375865705252 0.03656032488255858 -0.018447293986186938 -0.12460152805652669 0.16624195175245404 0.23149038725777676
leaf_weight=71 254 285 95 202 99 127 268 114 392 406 540 93 15.999999999999998 38
leaf_count=71 254 285 95 202 99 127 268 114 392 406 540 93 16 38
internal_value=-5.54991e-05 -0.0305632 -0.00271315 0.0582942 -0.0223197 -0.0830421 -0.0108806 0.0331807 -0.0681936 0.0577706 -0.0335289 -0.0492162 -0.0253221 0.121237
internal_weight=3000 1970 1287 1030 1002 683 907 738 612 520 639 485 218 292
internal_count=3000 1970 1287 1030 1002 683 907 738 612 520 639 485 218 292
cat_boundaries=0 1 2 3 4
cat_threshold=4 21 64 64
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=15
num_cat=4
split_feature=0 2 4 2 1 0 1 1 1 4 0 2 1 3
split_gain=466.307 276.282 184.039 133.111 123.629 109.236 95.679 153.137 93.8137 89.2565 77.3434 77.154 56.0826 55.8726
threshold=-0.3955931302117518 0 -1.0000000180025095e-35 1 -1.1838206825600217 -2.0335274159926624 -0.092070930202413401 1.1075132281797047 1.0550007854941001 1.0000000180025095e-35 1.5759936106559673 2 1.1328181816316898 3
decision_type=8 1 2 1 2 10 2 2 2 2 10 1 2 1
left_child=3 9 10 -1 -4 -5 -6 -8 11 -2 12 -7 -3 -13
right_child=1 2 4 5 6 8 7 -9 -10 -11 -12 13 -14 -15
leaf_value=-0.19562509033990944 0.056443734694462039 -0.042068147858634469 0.088246149179930428 -0.19510263517054693 -0.038128223395933025 0.031518998826441415 0.078120456121449369 -0.02993219924570106 -0.10801561497024366 0.13928932269317981 0.095322747596285562 -0.094341022962570395 -0.12646945959554529 -0.017379681718307626
leaf_weight=68 427 306 237 49 306 183 307 229 163 187 33 153 106 246
leaf_count=68 427 306 237 49 306 183 307 229 163 187 33 153 106 246
internal_value=-6.11893e-05 0.0249725 0.00212632 -0.0621517 0.0244445 -0.0504109 0.00648607 0.0319562 -0.0409619 0.0815424 -0.0519842 -0.0221823 -0.063783 -0.0467739
internal_weight=3000 2138 1524 862 1079 794 842 536 745 614 445 582 412 399
internal_count=3000 2138 1524 862 1079 794 842 536 745 614 445 582 412 399
cat_boundaries=0 1 2 3 4
cat_threshold=21 64 21 4
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=15
num_cat=5
split_feature=0 3 2 3 1 0 1 1 4 2 1 2 4 1
split_gain=394.859 249.775 177.546 123.715 115.697 93.8331 82.6968 141.502 76.8499 76.6645 65.9178 52.7591 50.1589 41.3942
threshold=0.83931910015270306 0 1 2 0.99555980752714468 1.7903710357351488 0.14900865169135893 -1.1282991092905879 -1.0000000180025095e-35 3 -1.1950139965037931 4 -1.0000000180025095e-35 -1.1697308479025847
decision_type=8 1 1 1 2 10 2 2 2 1 2 1 2 2
left_child=1 9 8 13 6 10 7 -4 -3 -1 -5 -12 -11 -2
right_child=3 2 4 5 -6 -7 -8 -9 -10 12 11 -13 -14 -15
leaf_value=0.093598764890080524 0.17574040086611231 -0.17625353551931056 0.03416036630303345 0.076946275992814797 -0.086853769398294395 0.14325412165087004 0.045991627680360934 -0.070564146266312897 -0.078082784702674088 -0.038231521504960814 -0.066342363235625354 0.016162916754714162 0.029561701667180945 0.086659839104478512
leaf_weight=134 68 107 220 139 232 65 217 312 313 157 98 356 358 224
leaf_count=134 68 107 220 139 232 65 217 312 313 157 98 356 358 224
internal_value=-6.05406e-05 -0.0247576 -0.0485151 0.0532331 -0.0251228 0.0291935 -0.00603545 -0.027257 -0.102848 0.0265278 0.0166911 -0.00175712 0.0088774 0.107405
internal_weight=3000 2050 1401 950 981 658 749 532 420 649 593 454 515 292
internal_count=3000 2050 1401 950 981 658 749 532 420 649 593 454 515 292
cat_boundaries=0 1 2 3 4 5
cat_threshold=2 832 2 17 576
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=15
num_cat=5
split_feature=0 3 4 0 2 2 4 1 0 1 4 2 2 0
split_gain=338.893 230.834 142.642 97.844 96.9313 86.675 86.3288 83.0979 63.4508 57.9504 54.0566 47.3365 43.9866 38.5497
threshold=-0.56889763208802713 0 1.0000000180025095e-35 -2.1319532624979565 1 2 -1.0000000180025095e-35 -1.1027257896485627 1.5039292051507391 -1.1838206825600217 0.099234260491414428 3 4 1.2960994511274311
decision_type=8 1 2 10 1 1 2 2 8 2 2 1 1 8
left_child=3 5 4 -1 -3 10 -5 -6 -9 -8 -2 -4 -11 -13
right_child=1 2 11 6 7 -7 9 8 -10 12 -12 13 -14 -15
leaf_value=-0.20523609364489942 -0.087858446572447221 -0.075463327467441554 0.13612826799737737 -0.10524457006934373 0.084805119698311837 0.0040867899625194335 0.036251467488579117 -0.0031538855463881556 0.062226294352805391 -0.08980964601275998 0.00046955968330924711 0.043884713248055623 -0.01696316178833299 0.12087172164510077
leaf_weight=44 249 94 141 204 218 432 110 545 204 141 96 228 203 91
leaf_count=44 249 94 141 204 218 432 110 545 204 141 96 228 203 91
internal_value=-5.30391e-05 0.0185235 0.0411762 -0.0608634 0.0210121 -0.0258199 -0.0512092 0.0304368 0.0146533 -0.0269291 -0.0630973 0.0876853 -0.0471321 0.0656408
internal_weight=3000 2298 1521 702 1061 777 658 967 749 454 345 460 344 319
internal_count=3000 2298 1521 702 1061 777 658 967 749 454 345 460 344 319
cat_boundaries=0 1 2 3 4 5
cat_threshold=4 64 834 21 960
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=15
num_cat=3
split_feature=0 2 3 4 1 0 4 1 4 0 1 1 3 0
split_gain=290.075 221.537 168.577 109.521 82.9896 73.3851 60.8211 56.3506 54.6656 51.1477 42.345 77.0542 39.2893 37.9603
threshold=1.356011462047005 0 1 1.0000000180025095e-35 1.1903825155613585 1.7903710357351488 -1.0000000180025095e-35 -1.2323176384876229 -1.0000000180025095e-35 -0.81717114419483328 -0.10836247762060756 1.1174862426201442 2 -1.8652513864818003
decision_type=8 1 1 2 2 10 2 2 2 10 2 2 1 10
left_child=1 8 7 4 9 6 -2 -3 -1 -4 -9 -12 -8 -10
right_child=5 2 3 -5 -6 -7 12 10 13 -11 11 -13 -14 -15
leaf_value=-0.13428450512969939 -0.0049500992053193964 0.10286226815059166 -0.075473535199713268 0.021826747811310915 -0.10118673385384128 0.14289059792955716 0.1125832318502944 -0.011920724106797329 -0.24908920884132388 -0.011428348701169369 0.092275716374117855 -0.0084560490010264222 0.045114062242385636 -0.051076583592159878
leaf_weight=131 167 121 161 396 184 90 128 180 9.9999999999999982 553 177 133 265 304
leaf_count=131 167 121 161 396 184 90 128 180 10 553 177 133 265 304
internal_value=-4.91359e-05 -0.0164029 -0.0015411 -0.0219831 -0.0413023 0.0590759 0.0456057 0.0417492 -0.0798418 -0.0258699 0.026658 0.0490585 0.0670888 -0.0573827
internal_weight=3000 2350 1905 1294 898 650 560 611 445 714 490 310 393 314
internal_count=3000 2350 1905 1294 898 650 560 611 445 714 490 310 393 314
cat_boundaries=0 1 2 3
cat_threshold=576 2 2
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=15
num_cat=5
split_feature=0 1 3 2 1 1 0 4 2 3 0 2 1 1
split_gain=250.666 161.69 134.984 98.772 82.5998 159.022 62.3727 62.937 51.5347 47.4013 44.3183 40.3097 36.5838 69.1947
threshold=-0.18798574079355293 -1.1027257896485627 0 1 -0.066326192887059307 0.99555980752714468 -2.1319532624979565 0.01084057223318472 2 3 -1.717021182951586 4 -0.10836247762060756 0.97008772230553542
decision_type=8 2 1 1 2 2 10 2 1 1 10 1 2 2
left_child=3 11 8 10 -4 -6 -5 9 -3 -8 -1 -2 -10 -14
right_child=1 2 4 6 5 -7 7 -9 12 -11 -12 -13 13 -15
leaf_value=-0.1034607628826052 0.13078494262493526 -0.094601072723969448 -0.013325506124677158 -0.2005069776624441 0.097653577124001467 -0.0019626107397619809 -0.11433969379266662 -0.0085641512902530446 -0.066707702568633148 -0.049781185320268075 0.020788681812878154 0.057164367491733641 0.04722228975377369 -0.054204254927143695
leaf_weight=32 95 118 338 30 320 321 178 218 114 315 279 371 147 124
leaf_count=32 95 118 338 30 320 321 178 218 114 315 279 371 147 124
internal_value=-4.42225e-05 0.021198 0.00504269 -0.0393787 0.0266753 0.0477678 -0.0591856 -0.0533059 -0.0370613 -0.0730903 0.00797852 0.0725762 -0.0191304 0.000813096
internal_weight=3000 1948 1482 1052 979 641 741 711 503 493 311 466 385 271
internal_count=3000 1948 1482 1052 979 641 741 711 503 493 311 466 385 271
cat_boundaries=0 1 2 3 4 5
cat_threshold=4 21 576 4 17
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=15
num_cat=4
split_feature=4 2 0 2 3 0 2 1 1 1 1 0 1 1
split_gain=226.243 177.993 131.4 88.2149 67.8643 63.9282 51.5072 46.9912 44.0682 77.5127 41.0705 32.6442 31.7258 52.0249
threshold=-1.0000000180025095e-35 0 0.56835225814571588 1 2 0.20422750322222918 3 -0.97913745496831284 -0.092070930202413401 0.97008772230553542 -1.3630823120564128 2.0030470508009715 -1.0425388366277348 1.0000000180025095e-35
decision_type=2 1 8 1 1 8 1 2 2 2 2 10 2 2
left_child=3 10 4 -1 -3 -5 -6 -4 -9 -10 -2 -7 -8 -14
right_child=1 2 7 5 6 11 12 8 9 -11 -12 -13 13 -15
leaf_value=-0.1071407873959591 0.14671289643479721 0.019370126657146523 0.081128955292042337 -0.056242630728835091 -0.10706408581581345 -0.005160451244030681 0.013446002820124613 -0.021399352274194455 0.096938755887254369 -0.0021351884629544913 0.063261925238413175 0.11782667044064273 -0.083720255609827515 -0.013644444237296419
leaf_weight=167 72 325 187 370 88 350 156 157 146 172 326 23 165 296
leaf_count=167 72 325 187 370 88 350 156 157 146 172 326 23 165 296
internal_value=-3.66885e-05 0.018084 0.0039036 -0.0416545 -0.0184354 -0.0267553 -0.0358634 0.0386665 0.0219497 0.0433516 0.0781622 0.00242321 -0.0254936 -0.0387258
internal_weight=3000 2090 1692 910 1030 743 705 662 475 318 398 373 617 461
internal_count=3000 2090 1692 910 1030 743 705 662 475 318 398 373 617 461
cat_boundaries=0 1 2 3 4
cat_threshold=17 576 2 64
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=15
num_cat=3
split_feature=3 1 1 1 0 2 0 1 1 1 0 2 0 1
split_gain=198.707 143.355 113.178 214.469 80.4641 48.1092 43.905 38.7366 38.0668 67.6606 34.7855 32.735 32.2299 27.8226
threshold=0 1.1903825155613585 0.084937863754229306 -1.1282991092905879 0.47188262044120871 1 0.24422832155864324 -1.1950139965037931 -0.055277100711593079 1.1174862426201442 -0.59495322398982453 2 0.53353752849519609 0.95459830008664459
decision_type=1 2 2 2 8 1 8 2 2 2 8 1 8 2
left_child=4 2 3 12 7 -5 13 -1 -9 -10 -3 -6 -2 -4
right_child=1 10 6 5 11 -7 -8 8 9 -11 -12 -13 -14 -15
leaf_value=0.06676980976688876 0.0054455677517205748 -0.12660458443750597 0.021345662776455953 -0.10337849901323873 0.12981753541515714 -0.042827287246710435 0.060276771308988231 -0.035777506054341365 0.066398114536423233 -0.033173733266821805 -0.055316451120384719 0.05758855072844371 0.058436233420402578 -0.053005233808205682
leaf_weight=112 279 87 223 195 82 416 278 173 160 119 321 295 195 65
leaf_count=112 279 87 223 195 82 416 278 173 160 119 321 295 195 65
internal_value=-4.01599e-05 -0.0174387 -0.00432168 -0.0232321 0.0380295 -0.0623914 0.0319288 0.0141219 0.00107636 0.0239284 -0.0705176 0.0737959 0.0272455 0.00456508
internal_weight=3000 2059 1651 1085 941 611 566 564 452 279 408 377 474 288
internal_count=3000 2059 1651 1085 941 611 566 564 452 279 408 377 474 288
cat_boundaries=0 1 2 3
cat_threshold=2 832 17
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=15
num_cat=5
split_feature=4 2 0 3 2 0 0 0 1 1 1 0 3 3
split_gain=189.505 138.023 113.787 72.7419 63.3725 50.9117 50.4495 40.9906 40.4706 40.8485 71.2769 36.4396 28.5747 27.8748
threshold=1.0000000180025095e-35 0 -0.61049931826300097 1 2 2.09258634589062 1.4359295173597733 -1.8349068049532338 1.1763278841626641 0.12809993264926581 -0.95420096066375726 -2.3194777423576984 3 4
decision_type=2 1 8 1 1 10 8 10 2 2 2 10 1 1
left_child=1 -1 11 -4 -2 8 7 -6 9 10 -5 -3 -9 -13
right_child=4 2 3 5 6 -7 -8 12 -10 -11 -12 13 -14 -15
leaf_value=-0.095774123487741364 0.091948381027911863 -0.18187567332670804 -0.02639611782929005 0.050033797581325694 -0.11555798367286724 0.15887608837622863 0.079799554748443663 0.052907974240511205 -0.022806056523440751 0.061431777552814593 -0.024980364018522848 -0.081326203750783976 0.0034851534458037133 -0.027115572362395996
leaf_weight=198 176 21 490 247 24 26 137 165 201 243 260 149 402 261
leaf_count=198 176 21 490 247 24 26 137 165 201 243 260 149 402 261
internal_value=-3.47706e-05 -0.0165406 -0.00822018 0.00504706 0.0382355 0.0208169 0.0250892 0.0124492 0.0170424 0.0277218 0.011565 -0.0533971 0.0178675 -0.0468165
internal_weight=3000 2096 1898 1467 904 977 728 591 951 750 507 431 567 410
internal_count=3000 2096 1898 1467 904 977 728 591 951 750 507 431 567 410
cat_boundaries=0 1 2 3 4 5
cat_threshold=64 4 17 2 4
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=15
num_cat=3
split_feature=2 4 0 2 4 3 1 1 1 1 0 1 0 0
split_gain=166.182 121.083 82.4926 56.6855 54.1916 45.3789 42.6482 53.363 76.2305 36.5158 28.6726 24.2757 23.5139 22.9659
threshold=0 -1.0000000180025095e-35 1.4359295173597733 1 -1.0000000180025095e-35 2 -1.1190505427842148 1.0000000180025095e-35 0.99555980752714468 1.2363954992055377 -1.4678482889820859 1.1075132281797047 1.610907692856633 -1.0750898748460667
decision_type=1 2 8 1 2 1 2 2 2 2 8 2 10 10
left_child=4 5 3 13 -1 -2 -5 -8 -9 10 -6 -7 -12 -3
right_child=1 2 -4 6 9 11 7 8 -10 -11 12 -13 -14 -15
leaf_value=0.00065487214588685666 -0.088458480461336239 -0.16888791291337266 0.047818922194284796 0.033388243876726918 -0.026473728140756009 -0.017862599392360262 -0.046856045312626236 0.044088470512360804 -0.035510072634977984 0.0046882656449452045 0.067355494361443738 -0.073857114589414921 0.16721612203121186 -0.052146087298419755
leaf_weight=282 221 19 294 251 31 303 303 256 227 120 415 104 25 149
leaf_count=282 221 19 294 251 31 303 303 256 227 120 415 104 25 149
internal_value=-3.1421e-05 -0.0151099 0.000326254 -0.0112612 0.0366814 -0.051979 -0.00249621 -0.0139587 0.0066788 0.0539337 0.0664804 -0.0321708 0.0730294 -0.0649624
internal_weight=3000 2127 1499 1205 873 628 1037 786 483 591 471 407 440 168
internal_count=3000 2127 1499 1205 873 628 1037 786 483 591 471 407 440 168
cat_boundaries=0 1 2 3
cat_threshold=21 64 4
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
num_nan=101
cat_ctr=82
num_zeros=63
num_dense=52
cat_onehot=52

parameters:
[boosting: gbdt]
[objective: regression]
[metric: l2]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 25]
[learning_rate: 0.1]
[num_leaves: 15]
[num_threads: 1]
[seed: 7]
[deterministic: 1]
[force_col_wise: 0]
[force_row_wise: 1]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 10]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 17422]
[bagging_by_query: 0]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 7040]
[extra_trees: 0]
[extra_seed: 6516]
[early_stopping_round: 0]
[early_stopping_min_delta: 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: 15215]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 10]
[max_cat_threshold: 32]
[cat_l2: 1]
[cat_smooth: 1]
[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]
[use_quantized_grad: 0]
[num_grad_quant_bins: 4]
[quant_train_renew_leaf: 0]
[stochastic_rounding: 1]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 61]
[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: 2,3]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 15521]
[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: ]
[lambdarank_position_bias_regularization: 0]
[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_device_id_list: ]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:null
