tree
version=v3
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=63
objective=regression
feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 Column_34 Column_35 Column_36 Column_37 Column_38 Column_39 Column_40 Column_41 Column_42 Column_43 Column_44 Column_45 Column_46 Column_47 Column_48 Column_49 Column_50 Column_51 Column_52 Column_53 Column_54 Column_55 Column_56 Column_57 Column_58 Column_59 Column_60 Column_61 Column_62 Column_63
feature_infos=[0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] none [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0.068623261654444226:0.99999999999999989] [0.094030177334652576:1] [0:1] [0.044124793334686468:1]
tree_sizes=2523 2620 2472 2550 2546 2373 2439 2550 2381 2372 2534 2537 2537 2448 2443 2429 2337 2437 2506 2505 2352 2367 2506 2513 2491 2662 2648 2569 2572 2492 2435 2642 2587 2422 2579 2507 2350 2575 2413 2412 2407 2513 2661 2520 2449 2254 2504 2443 2508 2610 2441 2598 2345 2351 2608 2349 2507 2679 2531 2577 2602 2346 2531 2598 2423 2441 2594 2524 2450 2599 2604 2443 2674 2523 2414 2678 2345 2467 2432 2360 2373 2425 2532 2448 2441 2365 2512 2522 2354 2601 2678 2720 2502 2505 2355 2527 2525 2435 2588 2594

Tree=0
num_leaves=29
num_cat=0
split_feature=60 56 43 56 61 43 62 62 62 54 60 62 44 60 61 55 54 61 62 60 62 43 60 57 62 62 63 62
split_gain=1.0012e+08 1.20557e+08 1.48395e+07 7.75702e+06 7.71168e+06 7.6902e+06 3.00547e+06 2.83142e+06 2.63305e+06 2.60047e+06 2.36376e+06 1.67827e+06 1.64844e+06 1.2664e+06 1.2485e+06 1.01647e+06 936500 880253 557572 414930 346288 242189 221559 147049 122567 95609.4 79291.7 70620.5
threshold=0.48307524832678989 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.36821140783164635 1.0000000180025095e-35 0.7619964010282777 0.57455012853470444 0.83397583547557852 1.0000000180025095e-35 0.62572490300777461 0.66794241645244223 1.0000000180025095e-35 0.58752395066771745 0.6720712192708731 1.0000000180025095e-35 1.0000000180025095e-35 0.30443182034401406 0.70415578406169677 0.28674998578337113 0.55548431876606696 1.0000000180025095e-35 0.57398449749149039 1.0000000180025095e-35 0.69001696658097689 0.676520822622108 0.35968533666493918 0.55377017994858613
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 10 4 17 8 9 -4 13 14 -2 -6 16 -3 22 -9 21 -1 -12 -14 -15 -5 -7 -22 27 -16 -25 -21
right_child=1 5 7 12 11 6 -8 15 -10 -11 18 -13 19 20 25 -17 -18 -19 -20 24 23 -23 -24 26 -26 -27 -28 -29
leaf_value=784.70365248983819 895.74453788458129 812.10427818808319 1018.8762110561361 787.44882471421181 868.56623051379495 838.93977586628671 831.73382353642398 962.30282068589145 799.0319010738873 894.93082373001994 948.3302511348777 831.80664976954154 772.78446627195422 849.96834723206041 871.37164387623829 992.54882051804486 818.78882408478671 811.9738234172147 925.54973247344481 785.1629916097603 829.36266934410469 800.15549036362586 853.00465700287441 835.66408675831531 779.37882517197545 863.12700531342443 843.32072844365064 793.20882448532996
leaf_weight=29 21 22 23 30 27 21 32 25 26 25 21 23 39 21 39 20 20 20 22 24 26 30 24 38 20 22 21 20
leaf_count=29 21 22 23 30 27 21 32 25 26 25 21 23 39 21 39 20 20 20 22 24 26 30 24 38 20 22 21 20
internal_value=848.176 877.506 957.806 801.478 824.028 844.069 859.208 990.334 828.045 865.919 923.245 851.657 789.28 833.938 859.077 975.745 800.049 795.834 936.675 780.915 838.469 793.802 846.441 835.628 785.87 868.398 838.389 788.82
internal_weight=0 449 132 282 99 317 163 68 154 131 64 50 183 128 106 45 80 49 43 103 106 60 45 85 64 61 59 44
internal_count=731 449 132 282 99 317 163 68 154 131 64 50 183 128 106 45 80 49 43 103 106 60 45 85 64 61 59 44
is_linear=0
shrinkage=1

Tree=1
num_leaves=30
num_cat=0
split_feature=60 56 43 56 61 43 62 62 62 54 60 61 62 60 61 55 61 62 60 62 54 62 62 60 63 62 60 62 61
split_gain=8.10969e+07 9.7651e+07 1.202e+07 6.28319e+06 6.24646e+06 6.22906e+06 2.43443e+06 2.29345e+06 2.13277e+06 2.10638e+06 1.91465e+06 1.4402e+06 1.3594e+06 1.02579e+06 1.01128e+06 823338 737608 729140 484330 451633 334401 223252 187585 179463 85682.6 77443.6 65824 44863.3 21175.4
threshold=0.48307524832678989 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.36821140783164635 1.0000000180025095e-35 0.7619964010282777 0.57455012853470444 0.83397583547557852 1.0000000180025095e-35 0.62572490300777461 0.41928728403988141 0.66794241645244223 0.58752395066771745 0.6720712192708731 1.0000000180025095e-35 0.29468031718547844 0.67385706940874046 0.28674998578337113 0.70415578406169677 1.0000000180025095e-35 0.71695321336760931 0.57455012853470444 0.57398449749149039 0.36923283076795749 0.676520822622108 0.73259159280789454 0.67287917737789205 0.24955880394246141
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 10 4 16 8 9 -4 13 14 -2 18 -6 -3 23 -9 -1 -13 28 -12 22 24 -15 -7 -20 -16 -24 -28 -5
right_child=1 5 7 11 12 6 -8 15 -10 -11 19 17 -14 20 25 -17 -18 -19 21 -21 -22 -23 26 -25 -26 -27 27 -29 -30
leaf_value=-61.275128755115333 42.811259385517673 -32.464972478693184 153.62976923403534 -70.068448486328123 18.350784471299914 -8.3130254084155677 -14.79838253185153 102.71371669006349 -44.23011392446665 42.078917510986329 90.138403992425836 -27.085215341127839 -14.732838605797809 -3.157511470913887 20.875656204040236 129.93511722564696 -36.482519939967567 -50.768062767615689 -48.252151938045728 69.635935835404823 2.2385770364241169 -63.608217511858257 -19.009470767974854 4.3453678250312811 -55.252256605360245 13.455481321161443 -8.7487664018358497 -15.141673985771511 -65.466770172119141
leaf_weight=21 21 22 23 20 27 21 32 25 26 25 21 26 23 20 39 20 28 26 34 22 22 21 20 24 36 22 21 23 20
leaf_count=21 21 22 23 20 27 21 32 25 26 25 21 26 23 20 39 20 28 26 34 22 22 21 20 24 36 22 21 23 20
internal_value=0 26.3964 98.6664 -42.0283 -21.7341 -3.69708 9.92829 127.942 -18.1187 15.9684 67.5615 -53.0072 3.13232 -12.8149 9.81025 114.812 -47.1079 -38.9266 -58.5964 79.6488 -8.73654 -54.5651 -11.611 -1.56188 -51.8522 18.1995 -14.2527 -12.0905 -67.7676
internal_weight=0 449 132 282 99 317 163 68 154 131 64 183 50 128 106 45 49 52 131 43 106 91 84 45 70 61 64 44 40
internal_count=731 449 132 282 99 317 163 68 154 131 64 183 50 128 106 45 49 52 131 43 106 91 84 45 70 61 64 44 40
shrinkage=0.1

Tree=2
num_leaves=28
num_cat=0
split_feature=60 56 43 56 61 43 62 62 57 54 60 44 63 61 46 61 46 61 45 54 62 60 60 43 62 35 62
split_gain=6.56885e+07 7.90973e+07 9.73618e+06 5.08938e+06 5.06321e+06 5.04554e+06 1.97189e+06 1.8577e+06 1.79848e+06 1.70617e+06 1.55086e+06 1.20041e+06 1.19278e+06 927301 865936 784646 679147 528532 399857 372565 365823 331944 243286 119925 93413.6 78617.5 24363.8
threshold=0.48307524832678989 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.35848963486566721 1.0000000180025095e-35 0.7619964010282777 0.57455012853470444 1.0000000180025095e-35 1.0000000180025095e-35 0.62572490300777461 1.0000000180025095e-35 0.41544900810502444 0.62687894816957168 1.0000000180025095e-35 0.4087776609711547 1.0000000180025095e-35 0.29468031718547844 1.0000000180025095e-35 1.0000000180025095e-35 0.70415578406169677 0.66489316638562235 0.28674998578337113 1.0000000180025095e-35 0.63089100257069419 1.0000000180025095e-35 0.65231362467866327
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 10 4 17 8 9 -4 13 14 -2 15 -6 -3 18 23 -9 -1 -7 21 -12 -10 -13 -5 -23 -24 -16
right_child=1 5 7 11 12 6 -8 16 19 -11 20 22 -14 -15 26 -17 -18 -19 -20 -21 -22 24 25 -25 -26 -27 -28
leaf_value=-55.147614687965032 38.530135290963308 -45.601059780950131 138.26679422129754 -52.363868435946387 13.912958813086153 -8.5124233117470371 -13.318544346094132 114.8224887053172 -21.951150245666504 37.871025428771979 81.124565228961771 -61.070143949068509 -17.217931900024414 -20.03161797394624 16.996350486190231 -26.997080575718599 90.197675505138591 -33.817740572415865 8.0694997729677151 4.4368235969543459 62.672342196377841 -3.0082287422541913 -48.244307630490034 -42.142313448588055 -11.349513845443726 -55.427993164062507 21.601293029785158
leaf_weight=21 21 23 23 22 32 26 32 24 20 25 21 39 20 37 27 34 21 26 33 20 22 29 39 24 25 25 20
leaf_count=21 21 23 23 22 32 26 32 24 20 25 21 39 20 37 27 34 21 26 33 20 22 29 39 24 25 25 20
internal_value=0 23.7568 88.7998 -37.8255 -19.5607 -3.32737 8.93546 115.147 -16.3069 14.3716 60.8053 -47.7065 1.93954 -29.8332 8.82922 -38.5165 103.331 -43.3481 0.762212 -7.67301 71.6839 -10.9459 -54.8443 -47.0309 -6.86993 -51.0504 18.9559
internal_weight=0 449 132 282 99 317 163 68 154 131 64 183 52 60 106 80 45 47 59 94 43 74 103 46 54 64 47
internal_count=731 449 132 282 99 317 163 68 154 131 64 183 52 60 106 80 45 47 59 94 43 74 103 46 54 64 47

Tree=3
num_cat=0
split_feature=60 56 43 62 56 61 43 55 62 60 60 54 44 60 54 61 46 57 62 54 60 43 62 57 43 61 63 46
split_gain=5.32077e+07 6.40688e+07 7.8863e+06 4.14108e+06 4.1224e+06 4.1452e+06 3.07532e+06 1.61363e+06 1.42314e+06 1.31193e+06 1.2562e+06 1.14851e+06 972335 926460 723487 616561 438014 342498 296317 225282 203896 184318 124020 94617.9 76712 49795.4 30920.7 12176.2
threshold=0.48307524832678989 1.0000000180025095e-35 1.0000000180025095e-35 0.88217634961439595 1.0000000180025095e-35 0.37570282175203601 1.0000000180025095e-35 1.0000000180025095e-35 0.66794241645244223 0.58373942601956441 0.62572490300777461 1.0000000180025095e-35 1.0000000180025095e-35 0.58752395066771745 1.0000000180025095e-35 0.30443182034401406 1.0000000180025095e-35 1.0000000180025095e-35 0.70415578406169677 1.0000000180025095e-35 0.33926911440266366 1.0000000180025095e-35 0.57455012853470444 1.0000000180025095e-35 1.0000000180025095e-35 0.77856239059289167 0.39338631584962852 1.0000000180025095e-35
left_child=4 2 10 6 5 15 13 -4 -7 -8 -2 16 14 -3 21 -1 17 -11 -12 22 24 -6 -15 -22 -14 -18 27 -24
right_child=1 3 7 -5 12 8 9 -9 -10 11 18 -13 20 19 -16 -17 25 -19 -20 -21 23 -23 26 -25 -26 -27 -28 -29
leaf_value=-46.755606815732762 34.677120599292572 -28.712989517052968 89.53242909714983 -43.858288234213127 -45.697877502441408 20.242238178253174 -9.2098276329040534 120.4620758425805 -14.63087581287731 -6.3866739729176398 73.012106432233551 32.346440184557878 -55.94558641588366 -2.3515081429481506 -18.19344383239746 -24.831246599943743 19.25421587073285 9.9539223268114299 56.40510704734109 2.0159180077639496 -49.134600982666022 -34.612799530029299 -11.440139416285923 -39.729967200237773 -48.591269020412284 12.922317469561543 -14.103251228332519 -8.1096417116082247
leaf_weight=29 21 24 37 23 30 25 30 31 22 23 21 27 37 20 20 23 23 29 22 22 20 30 21 23 23 27 25 23
leaf_count=29 21 24 37 23 30 25 30 31 22 23 21 27 37 20 20 23 23 29 22 22 20 30 21 23 23 27 25 23
internal_value=0 21.3811 79.9198 -2.99464 -34.0429 -17.6046 0.202181 103.633 3.91865 9.62628 54.7248 14.0068 -42.9358 -10.8973 -34.6649 -37.0583 9.15215 2.72635 64.5155 -7.04528 -49.3599 -40.1553 -9.28513 -44.1042 -53.1264 15.835 -11.2949 -9.6992
internal_weight=0 449 132 317 282 99 294 68 47 159 64 129 183 135 80 52 102 52 43 111 103 60 89 43 60 50 69 44
internal_count=731 449 132 317 282 99 294 68 47 159 64 129 183 135 80 52 102 52 43 111 103 60 89 43 60 50 69 44

Tree=4
num_cat=0
split_feature=60 56 43 60 62 56 43 62 45 62 60 60 54 60 57 61 56 46 57 63 62 62 63 43 57 63 61 63
split_gain=4.30982e+07 5.18958e+07 6.38791e+06 3.48901e+06 3.35428e+06 3.26276e+06 2.49101e+06 1.4956e+06 1.49189e+06 1.19092e+06 1.06266e+06 1.01752e+06 930296 750432 703749 541649 656696 354792 277424 250862 182911 94477.2 77096.9 68787.5 59904.1 65760 40334.3 11.1058
threshold=0.48307524832678989 1.0000000180025095e-35 1.0000000180025095e-35 0.37334956543537123 0.88217634961439595 1.0000000180025095e-35 1.0000000180025095e-35 0.73093419023136252 1.0000000180025095e-35 0.66794241645244223 0.58373942601956441 0.62572490300777461 1.0000000180025095e-35 0.58752395066771745 1.0000000180025095e-35 0.29468031718547844 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.32108252227255979 0.55548431876606696 0.67385706940874046 0.36923283076795749 1.0000000180025095e-35 1.0000000180025095e-35 0.35968533666493918 0.77856239059289167 0.37010481552349633
left_child=3 2 11 15 6 9 13 8 -4 -5 -8 -2 17 -3 -7 23 -17 18 -12 -13 -15 22 -18 27 -22 -26 -19 -1
right_child=1 4 7 5 -6 14 10 -9 -10 -11 12 19 -14 20 -16 16 21 26 -20 -21 24 -23 -24 -25 25 -27 -28 -29
leaf_value=-50.249621734619147 31.209408464885897 -25.841690572102863 87.942532239641466 17.866825340270996 -39.47246021602465 -40.246172674078693 -8.2888451544443775 70.294242401123057 123.70230655670167 -14.435988071986609 -5.7480068123858912 66.254866104125981 29.111795538443108 2.0629449640001574 -21.000547569676453 -23.999403309822085 -34.998513803879426 17.328794529127038 8.9585302879070419 50.941418092147167 -11.860809904529203 -47.1694792175293 -43.10061910878057 -43.129199218750003 -8.9133617250542905 -1.9405872072492327 11.630085813557661 -50.144237670898441
leaf_weight=20 21 24 28 25 23 38 30 20 20 21 23 20 27 21 38 32 24 23 29 23 31 20 23 21 38 21 27 20
leaf_count=20 21 24 28 25 23 38 30 20 20 21 23 20 27 21 38 32 24 23 29 23 31 20 23 21 38 21 27 20
internal_value=0 19.243 71.9278 -30.6387 -2.69517 -17.9005 0.181963 93.2694 102.842 3.11989 8.66365 49.2523 12.6061 -9.80758 -30.6234 -40.3515 -35.7843 8.23694 2.45372 58.064 -6.34075 -41.413 -38.9634 -47.7638 -8.30161 -6.43153 14.2515 -50.1969
internal_weight=0 449 132 282 317 122 294 68 48 46 159 64 129 135 76 160 99 102 52 43 111 67 47 61 90 59 50 40
internal_count=731 449 132 282 317 122 294 68 48 46 159 64 129 135 76 160 99 102 52 43 111 67 47 61 90 59 50 40

Tree=5
num_leaves=27
num_cat=0
split_feature=60 56 56 60 43 43 62 45 61 57 54 61 60 61 62 63 45 60 62 61 62 62 62 54 44 61
split_gain=3.51008e+07 3.90732e+07 5.00942e+06 5.11469e+06 2.63422e+06 2.24294e+06 2.1902e+06 1.26938e+06 1.26915e+06 1.98606e+06 1.01221e+06 537154 528397 527818 505201 289620 250104 221350 179052 173256 145782 134395 70917.6 63937.9 76172.4 13660.4
threshold=0.53820095234005716 1.0000000180025095e-35 1.0000000180025095e-35 0.37669250418084949 1.0000000180025095e-35 1.0000000180025095e-35 0.7028704370179949 1.0000000180025095e-35 0.43356729012862483 1.0000000180025095e-35 1.0000000180025095e-35 0.71436182357865918 0.3080267667207866 0.69747031737575182 0.73772390745501293 0.33762362970305232 1.0000000180025095e-35 0.28674998578337113 0.65616966580976877 0.78304867664966915 0.73093419023136252 0.65616966580976877 0.676520822622108 1.0000000180025095e-35 1.0000000180025095e-35 0.24955880394246141
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 12 14 13 -5 18 17 -10 11 15 -1 16 -2 -7 -3 25 -6 21 23 -15 -13 24 -19 -4
right_child=1 5 8 6 7 10 -8 -9 9 -11 -12 22 -14 19 -16 -17 -18 20 -20 -21 -22 -23 -24 -25 -26 -27
leaf_value=-38.550377873011996 60.765782070159915 -21.638185116904125 -46.55851119995117 30.466518043749261 79.750595626831057 5.5767321016639473 -7.9376950299298317 103.2126001267206 -38.990933000719224 -6.6486886635804794 26.200616490399398 15.500912364323936 -19.122918282236373 5.75369523089865 40.804641578311013 -7.6780186793383436 -8.3841950416564952 -32.278618621826176 66.529805682954347 -8.9355276788984028 -43.142545734752311 -5.4548047056794173 8.0259907559915025 -29.500347212086552 -39.600013676396124 -42.862514724731447
leaf_weight=28 32 35 20 33 20 32 27 21 37 39 27 30 28 23 21 34 24 30 21 35 22 20 22 23 27 20
leaf_count=28 32 35 20 33 20 32 27 21 37 39 27 30 28 23 21 34 24 30 21 35 22 20 22 23 27 20
internal_value=0 20.0991 -23.8903 -7.10151 69.2261 0.0650953 13.1846 83.2194 -32.8238 -22.3943 8.73392 4.7373 -28.8366 -9.10994 52.8567 -1.25147 -16.2467 -38.4058 72.979 -3.7116 -35.9334 0.540439 12.3384 -33.9508 -35.7466 -44.7105
internal_weight=0 397 334 116 115 282 60 62 218 76 145 118 56 137 53 66 59 142 41 78 102 43 52 80 57 40
internal_count=731 397 334 116 115 282 60 62 218 76 145 118 56 137 53 66 59 142 41 78 102 43 52 80 57 40

Tree=6
num_cat=0
split_feature=60 56 43 62 61 55 43 55 60 57 54 63 62 44 62 60 54 60 62 63 60 46 63 62 43 60 62
split_gain=2.85803e+07 3.44144e+07 4.357e+06 2.43458e+06 2.26778e+06 2.58676e+06 1.54796e+06 1.31726e+06 1.12725e+06 930608 915755 842343 601152 472823 439360 404491 321198 288729 299465 241231 210276 108945 92856.5 52734.3 41230.3 28015.8 24295.8
threshold=0.48307524832678989 1.0000000180025095e-35 1.0000000180025095e-35 0.75685501285347045 0.37267153131897418 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.5923593453155338 1.0000000180025095e-35 1.0000000180025095e-35 0.26533165964809263 0.85582673521850905 1.0000000180025095e-35 0.7028704370179949 0.62185681939774884 1.0000000180025095e-35 0.28674998578337113 0.53706066838046274 0.4612188474824766 0.7364602566884888 1.0000000180025095e-35 0.37439084228800917 0.61418200514138832 1.0000000180025095e-35 0.22798018259954253 0.65231362467866327
left_child=4 2 11 6 17 9 16 -4 -5 19 15 -2 -10 -11 -13 -8 20 24 -19 -6 -3 -17 -20 -22 25 -1 -23
right_child=1 3 7 8 5 -7 10 -9 12 13 -12 14 -14 -15 -16 21 -18 18 22 -21 23 26 -24 -25 -26 -27 -28
leaf_value=-43.143637520926347 56.86261562347412 -14.775473908015663 63.459206184181006 -37.922488173246386 -26.449763521552086 14.1341219385465 -4.0989443438393733 91.404507975424494 -2.6674344686237546 -5.794104588733 27.843616044521333 43.058073959350594 -23.54144670313055 -23.708363078190729 22.989522584279381 5.3106732983742999 4.4899482291677719 -21.977529538062313 -29.921333145141602 -40.449761810302732 -1.1506657216859901 10.990829453644929 -38.306178828648164 -7.6667394072921189 -35.044410934448244 -37.978204273042223 15.589340600967407
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Tree=8
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Tree=9
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Tree=13
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Tree=14
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split_gain=1.04334e+06 1.03309e+06 1.2181e+06 674850 520698 689653 193898 188306 187229 152216 127350 118316 88003.8 127854 87842 89136.2 107666 82698.1 82286.5 76920.7 47364.6 35862.9 35690.8 64527.4 17676.1 16457.5 13285.8 1409.26
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Tree=24
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Tree=25
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Tree=26
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Tree=27
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Tree=28
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Tree=29
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Tree=31
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Tree=32
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Tree=34
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Tree=35
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Tree=36
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Tree=37
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Tree=38
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Tree=40
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Tree=43
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Tree=44
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Tree=46
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Tree=47
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Tree=48
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Tree=49
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Tree=50
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Tree=51
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Tree=52
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Tree=54
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Tree=55
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Tree=56
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Tree=57
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Tree=58
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Tree=59
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Tree=62
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Tree=63
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Tree=64
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Tree=66
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split_gain=32695.1 44024.7 57402 48724.1 42767.5 45751.4 44994.7 34154.1 182896 77308.2 86204.1 78559.4 51212.8 37419.3 27355.3 26796.4 34128.5 43397.6 22426.2 12409.2 11209.9 16111.5 20820.9 12916.8 11581.4 8071.4 6010.02 7248.83
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Tree=68
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split_gain=28710.7 28795.7 33553.4 125410 49439.6 42010.9 65080.3 44713.4 45716.9 39640.9 50800.5 68296 46909.2 43318.5 35157.7 29895.1 46677.7 32079.4 23211.8 25213.2 30353.4 10704.8 16899.2 16379.5 10473.4 8943.29 1620.24
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right_child=-2 -3 3 -5 -6 6 -8 -9 -10 10 14 -13 -14 -15 -16 16 17 -19 21 20 -22 25 23 -25 -26 -27 -28
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Tree=69
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split_gain=29061.5 37976.5 36054.8 26994.9 33018.1 109972 43435.6 39152.6 120185 92211.5 74078.9 79465.1 56174.4 46740.3 52661.4 89826.5 37879.2 47392.4 31609.8 30813.4 29335.1 29887.1 39759.4 34306.8 21029 16844.5 15566.3 12957.4 12268.9
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right_child=1 -3 -4 -5 6 -7 -8 8 10 -11 12 -13 -14 16 -16 25 26 -19 -20 -21 -22 23 24 -25 -26 -27 27 -29 -30
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Tree=70
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split_gain=27071.1 28452.7 52951.4 44558.4 38529.2 34275.7 31873.6 29924.1 59883.6 69588.9 45793.6 76427.8 64456.4 40103.3 121466 35093.5 68497.9 31350.9 25675.3 42842.2 21360.8 16636.4 23208.6 15569.3 20413.5 14366.7 13091.7 10703.6 4511.78
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right_child=-2 -3 4 5 -6 -7 7 10 9 17 11 12 -14 -15 -16 -17 20 18 19 -21 -22 23 28 24 -26 -27 -28 -29 -30
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Tree=71
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split_gain=24710.6 44436 60714.2 43648 40346.2 39067.8 34700.6 31213.7 32872.4 28331 40697.4 72567 60722.6 33114.2 77880.4 78446.6 54017.4 33082.7 29834.1 25272.7 23188.9 21330.2 29541 18673.3 25434.2 13580.1 11123.3
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right_child=-2 -3 3 -5 -6 6 7 19 -10 20 11 12 -14 14 18 -17 17 -19 21 -21 -22 22 25 24 -26 -27 -28
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Tree=72
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Tree=73
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split_feature=63 60 62 62 62 63 63 36 54 41 63 63 49 63 63 46 62 49 56 61 60 62 61 60 60 60 62 61
split_gain=26202.6 74489.8 33255.6 32700.8 90328.7 51916.2 101078 48958.7 69132.3 69595.6 93651.4 116138 40081.6 28862.2 48049.7 40095.1 39465.9 38833.2 26438.1 19803 15404.2 34465.8 29404.4 14949.9 11265.2 9386.84 6968.07 2183.86
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Tree=74
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split_feature=63 63 38 62 55 60 61 60 60 61 62 61 62 58 63 63 60 61 49 61 62 62 63 62 63 62 60
split_gain=23198.1 62142.7 65964.9 60819.9 95457 92244.9 47312 51311.2 37665.2 54489 46637.4 43872.2 34474.4 32514.5 25856.8 59844.4 26935.8 42466 39399.1 35879.2 25482.5 23878.3 18396.5 14685.6 13404.6 7357.63 3609.6
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Tree=78
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Tree=82
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Tree=83
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Tree=84
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Tree=85
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Tree=86
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Tree=87
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Tree=88
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Tree=89
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Tree=91
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Tree=92
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Tree=93
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Tree=94
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Tree=95
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Tree=96
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Tree=97
num_cat=0
split_feature=62 63 56 25 61 61 43 56 55 61 60 62 43 61 63 43 61 61 39 52 60 63 61 44 57 63 43
split_gain=14093.8 30714.8 49253 18709.5 18715.5 55942 117193 46702 36126.6 98213.8 83340.2 36069.7 44758.3 18665 16381.9 18466.3 16259.6 19261.4 15675.4 19493.4 24813.6 14879.5 11486.6 14517.8 12003.8 7957.27 7628.42
threshold=0.76885192802056568 0.37986119185044037 1.0000000180025095e-35 1.0000000180025095e-35 0.50869845973818417 0.45043976900829602 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.73201204429560873 0.76740782692153708 0.70592853470437023 1.0000000180025095e-35 0.85738426630641629 0.30023962338140914 1.0000000180025095e-35 0.38249854916660336 0.41477780843290973 1.0000000180025095e-35 1.0000000180025095e-35 0.60009667307672232 0.28921320372125658 0.35848963486566721 1.0000000180025095e-35 1.0000000180025095e-35 0.42524873734636814 1.0000000180025095e-35
left_child=3 14 -3 4 5 16 -7 8 9 -6 -10 13 -13 18 15 -2 22 -18 19 20 -9 -22 23 -1 -25 -26 -23
right_child=1 2 -4 -5 7 6 -8 11 10 -11 -12 12 -14 -15 -16 -17 17 -19 -20 -21 21 26 -24 24 25 -27 -28
leaf_value=-1.7116324697222032 -2.0411504799979077 -6.3822164058685305 -0.43671124483409685 3.2285534524917603 -7.8591595287980711 -1.6408008730411532 8.7238871574401866 1.7341853478375606 4.527548828125 1.2498307850956918 -4.3916445146907455 0.19420497789978983 5.9775511959324712 2.4214059818874709 2.8282417327165605 1.2072620516163963 -3.22864655506398 0.44843312707440613 1.5619140524130604 -3.4161695260426095 0.41261074829101568 -1.27327295135368 2.8078024750664121 2.8639926288438882 -1.0136127488366489 1.2908936300585347 -3.8512511809666954
leaf_weight=28 35 22 38 20 29 20 24 34 20 20 22 32 23 22 20 35 28 29 26 29 25 22 21 23 29 31 24
leaf_count=28 35 22 38 20 29 20 24 34 20 20 22 32 23 22 20 35 28 29 26 29 25 22 21 23 29 31 24
internal_value=0 -0.864167 -2.61673 0.223107 0.115961 0.801256 4.01267 -0.37085 -2.29653 -4.1412 -0.14441 0.368547 2.6127 -0.30963 0.304208 -0.416944 0.0536263 -1.35785 -0.685148 -1.12114 -0.487281 -1.55108 0.663128 0.257379 0.921624 0.177049 -2.61831
internal_weight=0 150 60 581 561 233 44 328 91 49 42 237 55 182 90 70 189 57 160 134 105 71 132 111 83 60 46
internal_count=731 150 60 581 561 233 44 328 91 49 42 237 55 182 90 70 189 57 160 134 105 71 132 111 83 60 46

Tree=98
num_cat=0
split_feature=63 47 62 62 60 62 43 62 63 60 63 63 56 61 60 55 39 61 60 62 49 63 62 63 61 63 60 60 62
split_gain=13221 17571 12405.8 31483.3 33896 30384.1 28260 30388.9 23323.5 12926.3 45687 11289.1 33397.3 25886.6 20573.9 19640.1 39773.4 33063.6 29327.7 21304.4 69753.5 32463.1 25867.9 17285.3 14640 5460.37 9839.9 5414.69 4942.5
threshold=0.16609171506099954 1.0000000180025095e-35 0.71695321336760931 0.73671825192802076 0.77562852006633654 0.70592853470437023 1.0000000180025095e-35 0.78491876606683808 0.26533165964809263 0.53336555769224081 0.30023962338140914 0.26410792510981101 1.0000000180025095e-35 0.86113264898394115 0.86605382357685745 1.0000000180025095e-35 1.0000000180025095e-35 0.69559731524469159 0.50676943645282935 0.48607557840616972 1.0000000180025095e-35 0.58197937583626802 0.66259640102827777 0.32903876735840848 0.37570282175203601 0.44915392846375007 0.38491261705508045 0.66876183026621661 0.56555269922879181
left_child=1 -1 5 -4 6 11 9 -8 -9 -5 -11 12 -2 14 15 16 17 19 -17 21 22 24 23 -21 -13 26 -25 -14 -27
right_child=2 -3 3 4 -6 -7 7 8 -10 10 -12 13 27 -15 -16 18 -18 -19 -20 20 -22 -23 -24 25 -26 28 -28 -29 -30
leaf_value=3.8654335391521459 -4.2074239909648901 0.038879165649414064 -3.8113142161533755 0.18249097203737813 -3.5363117977424907 3.637583829959234 1.5801213851341835 -0.12968409061431885 -4.6719697353931577 -0.91843594610691071 5.438877987861634 -1.366793033054897 -0.61568298890040474 3.6168036483582995 -2.8888723531494973 0.020011046426049596 3.6879632771909239 -3.2127334695113334 4.9976457738876343 2.7078359206517537 5.6893558097922288 1.703312566280365 -3.4956165404546833 0.42427755832672126 -5.1471924066543586 -0.5879403770590822 -2.6750146457127162 1.5159345106645066 1.463471789982008
leaf_weight=20 24 30 29 38 27 24 26 20 26 20 26 21 26 21 23 29 25 38 20 24 23 20 21 20 20 24 21 22 23
leaf_count=20 24 30 29 38 27 24 26 20 26 20 26 21 26 21 23 29 25 38 20 24 23 20 21 20 20 24 21 22 23
internal_value=0 1.5695 -0.115235 -0.750064 -0.264947 0.171724 0.30125 -1.15252 -2.69706 1.54734 2.67483 -0.015199 -1.1616 0.206091 0.00261067 0.204751 -0.118465 -0.491644 2.0517 -0.0151402 0.604454 -1.59968 -0.27489 0.328996 -3.21089 -0.319778 -1.16316 0.361308 0.415942
internal_weight=0 50 681 212 183 469 156 72 46 84 46 445 72 373 352 329 280 255 49 217 156 61 133 112 41 88 41 48 47
internal_count=731 50 681 212 183 469 156 72 46 84 46 445 72 373 352 329 280 255 49 217 156 61 133 112 41 88 41 48 47

Tree=99
num_cat=0
split_feature=62 46 62 63 63 61 63 63 63 61 60 62 60 61 55 63 63 63 63 60 61 63 63 62 60 62 43 60 43
split_gain=12038 24887.6 23405 21248.2 40360.5 25864.6 25232.7 25998.4 41882.9 20789.6 45450.1 19711.8 18035.3 59890.1 29453.8 22582.9 21595.2 24768 18744.1 13895.9 15294.6 12721.3 14421.7 11949 33093.7 10603.3 6617.95 5645.99 4137.45
threshold=0.49464421593830338 1.0000000180025095e-35 0.50758149100257077 0.53378275854594337 0.49252753402711136 0.43356729012862483 0.46691778513901511 0.44915392846375007 0.43444842284068003 0.53603299337849164 0.4197712109202279 0.90895475578406171 0.85589908862704511 0.78869027798919278 1.0000000180025095e-35 0.31541314342129384 0.22719291849849155 0.25158385931585164 0.31165326339063149 0.73742698745571089 0.75790406899307428 0.29167151102641969 0.32108252227255979 0.74143136246786634 0.6117020844479365 0.70544113110539863 1.0000000180025095e-35 0.52611217558523193 1.0000000180025095e-35
left_child=1 9 -2 4 6 -5 7 8 11 10 26 12 13 14 16 -16 23 -18 -14 21 -21 -19 -23 24 -4 -7 -1 28 -24
right_child=2 -3 3 5 -6 25 -8 -9 -10 -11 -12 -13 18 -15 15 -17 17 19 -20 20 -22 22 27 -25 -26 -27 -28 -29 -30
leaf_value=0.64201835964037024 -3.1674986534118652 4.1569576072692866 0.12296409606933595 1.2656992194056511 4.2632909132086709 -1.385323140734718 -3.5008586812019349 2.8334150010889232 -4.329847297885201 -2.4141025499864059 5.1215584421157843 -2.9232105922698977 0.13916870866503037 5.715386783509028 4.9795629047212149 0.57053970350668981 3.1911690279289529 -2.1324856452229954 -3.8691167655587195 3.3836750117215249 -0.43723763704299928 2.145985859870911 -0.87858627959276037 -0.058431266969250099 -5.1852947001655902 -4.4333521673679348 -1.7317660196373863 -1.4950232618733459 0.93153785296848834
leaf_weight=23 25 20 23 20 23 21 20 33 22 22 20 20 28 21 21 26 27 36 20 22 20 25 23 31 24 25 24 38 28
leaf_count=23 25 20 23 20 23 21 20 33 22 22 20 20 28 21 21 26 27 36 20 22 20 25 23 31 24 25 24 38 28
internal_value=0 0.969395 -0.169878 -0.0443495 0.165979 -1.73654 -0.019529 0.123148 -0.0734203 0.253089 1.12888 0.142842 0.291319 0.53096 0.214468 2.54053 -0.153629 0.355263 -1.53095 -0.0435367 1.56419 -0.493701 0.02381 -1.58244 -2.58764 -3.04186 -0.570127 -0.572307 0.115207
internal_weight=0 109 622 597 531 66 508 488 455 89 67 433 413 365 344 47 297 219 48 192 42 150 114 78 47 46 47 89 51
internal_count=731 109 622 597 531 66 508 488 455 89 67 433 413 365 344 47 297 219 48 192 42 150 114 78 47 46 47 89 51

end of trees

feature_importances:
Column_62=560
Column_63=529
Column_60=431
Column_61=345
Column_43=148
Column_56=135
Column_55=61
Column_57=58
Column_54=51
Column_45=39
Column_46=32
Column_49=32
Column_36=27
Column_37=27
Column_41=26
Column_44=24
Column_34=19
Column_47=19
Column_25=18
Column_32=18
Column_52=14
Column_15=13
Column_58=13
Column_31=11
Column_40=11
Column_39=10
Column_59=10
Column_50=9
Column_0=8
Column_48=8
Column_8=7
Column_35=7
Column_38=6
Column_5=5
Column_27=5
Column_42=5
Column_3=4
Column_33=4
Column_20=3
Column_29=3
Column_30=3
Column_51=3
Column_53=3
Column_2=2
Column_7=2
Column_10=2
Column_26=2
Column_28=2

parameters:
[boosting: gbdt]
[objective: regression]
[metric: l2]
[tree_learner: serial]
[device_type: cpu]
[linear_tree: 0]
[data: ]
[valid: ]
[num_iterations: 100]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: -1]
[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: ]
[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:null