guyar's picture
initial commit
654e9ae
raw
history blame
No virus
121 kB
tree
version=v3
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=73
objective=regression
feature_names=x0_SCORE1 x0_SCORE2 x0_SCORE3 x0_SCORE4 x0_SCORE5 x0_SCORE6 x0_SCORE7 x0_SCORE8 x0_SCORE9 x1_SCORE1 x1_SCORE2 x1_SCORE3 x1_SCORE4 x1_SCORE5 x1_SCORE6 x1_SCORE7 x1_SCORE8 x1_SCORE9 x2_SCORE1 x2_SCORE2 x2_SCORE3 x2_SCORE4 x2_SCORE5 x2_SCORE6 x2_SCORE7 x2_SCORE8 x2_SCORE9 x3_SCORE1 x3_SCORE2 x3_SCORE3 x3_SCORE4 x3_SCORE5 x3_SCORE6 x3_SCORE7 x3_SCORE8 x3_SCORE9 x4_SCORE1 x4_SCORE2 x4_SCORE3 x4_SCORE4 x4_SCORE5 x4_SCORE6 x4_SCORE7 x4_SCORE8 x4_SCORE9 x5_SCORE2 x5_SCORE3 x5_SCORE4 x5_SCORE5 x5_SCORE6 x5_SCORE7 x5_SCORE8 x5_SCORE9 BON1 BON2 BON3 BON4 BON5 BON6 BON7 BON8 BON9 BON10 no_players red blue green black grey yellow brown x0_map1 x0_map2 x0_map3
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] [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] [0:3] none [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
tree_sizes=2798 2898 2878 2908 2903 2907 2880 2939 2883 2906 2913 2929 2893 2905 2900 2913 2898 2885 2893 2896 2925 2898 2892 2914 2894 2895 2884 2921 2903 2888 2908 2893 2917 2892 2932 2950 2862 2889 2864 2901
Tree=0
num_leaves=31
num_cat=0
split_feature=69 68 67 65 58 65 67 60 57 60 58 60 57 67 7 58 60 65 12 54 59 62 55 21 65 67 39 57 37 59
split_gain=103156 84987.9 45602.9 34666.6 21790.4 16909.2 18354.6 14784.7 14652 12517.5 14069.4 10422.5 10238.2 9823.28 9929.04 8361.45 8087.95 9653.36 7654.21 7313.65 6747.29 6682.15 6324.49 6678.25 5850.04 5710.01 5594.72 5407.73 5328.08 5828.07
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 7 13 6 -3 21 24 10 -5 20 -4 14 -2 -7 17 19 27 -14 -10 -1 -11 -24 25 28 -21 -12 29 -6
right_child=4 5 12 9 8 15 -8 -9 11 22 18 -13 16 -15 -16 -17 -18 -19 -20 26 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=97.76821714295572 96.078112450434631 97.006297835882464 96.883965578770585 96.545939361755643 97.683836190256869 95.419256138796754 96.107528322724292 97.332144320674175 96.812777260919688 97.022019611920797 97.98084832777765 95.893558409577707 97.89929958222109 95.362114901220025 94.75526476017167 96.030797086028173 96.336757946697873 96.344499968984408 98.816217146876383 97.061929764841508 96.161755542154054 98.60314994536796 96.605375638727054 95.642375108310688 96.254617707341126 96.455378136315517 95.702883807317676 97.15347482264022 98.224205130840602 96.49262015386735
leaf_weight=225 571 358 871 192 63 302 622 592 219 324 119 1512 93 526 63 861 1356 275 45 191 583 167 544 83 471 294 36 235 37 118
leaf_count=225 571 358 871 192 63 302 622 592 219 324 119 1512 93 526 63 861 1356 275 45 191 583 167 544 83 471 294 36 235 37 118
internal_value=96.4353 96.662 96.8752 97.1838 96.0544 96.1299 96.4359 97.6476 96.1855 96.8879 97.2493 96.0481 96.5989 95.6816 95.9467 95.872 96.4716 96.779 97.5878 97.1524 96.3395 98.1239 96.6633 96.4779 96.509 96.7429 96.8464 97.4316 97.1308 96.9072
internal_weight=0 7491 5348 2526 4457 2143 980 984 3297 1542 591 2314 2822 1160 634 1163 1951 595 399 320 802 392 951 627 983 512 227 354 218 181
internal_count=11948 7491 5348 2526 4457 2143 980 984 3297 1542 591 2314 2822 1160 634 1163 1951 595 399 320 802 392 951 627 983 512 227 354 218 181
is_linear=0
shrinkage=1
Tree=1
num_leaves=31
num_cat=0
split_feature=53 69 56 70 67 60 54 68 54 60 55 70 48 67 54 68 68 60 60 60 70 67 60 60 52 68 70 31 69 44
split_gain=179878 52335.8 48960.4 46775.9 33062.7 29972 19791.8 19076.5 18973.6 14396.4 12121.9 12082.5 12344.5 11690 11151.9 10417.7 9791.24 9478.32 8299.35 7456.03 7345.65 6782.5 6604.69 6276.8 6172.69 5659.14 5459.51 5102.52 5382 5049.97
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 6 4 17 14 23 22 20 21 -11 13 -13 16 24 18 19 -1 -5 -3 -7 -8 -6 -2 -4 26 27 -10 -29 -12
right_child=2 11 5 15 7 8 9 -9 25 10 29 12 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=1.3604036236802737 0.73291315460353745 0.80931541762568726 0.21621267562231389 0.6626962369800683 1.0423512516733997 -0.10202378898249795 0.41724888504856927 -0.022783070950148008 -0.32409695264009164 0.10095393074456083 -0.39457343835383651 -0.20176555333285451 -1.5289911386591417 -0.078390914299303574 -0.20358381685865914 -0.14088235946789465 -0.30637034152944881 0.87775187962384593 0.19436409803357912 0.26392781377070385 -0.4239966549038523 -0.070746979422878956 0.53559674345022801 0.24361450786626104 -0.73910341436664262 -0.75438578836028536 -0.64661666535735129 -0.25219015861168886 -1.2799530204431511 0.21791574728794585
leaf_weight=292 147 165 496 223 153 746 312 256 717 403 752 231 36 672 1336 305 92 475 684 343 545 213 452 562 32 525 625 39 54 65
leaf_count=292 147 165 496 223 153 746 312 256 717 403 752 231 36 672 1336 305 92 475 684 343 545 213 452 562 32 525 625 39 54 65
internal_value=0 0.34008 -0.196752 0.509741 0.743186 -0.314194 0.0480407 0.459625 -0.436391 -0.0726405 -0.198254 0.0269967 -0.380717 0.112578 -0.101072 0.196169 0.326464 1.0615 0.309511 0.441071 -0.237946 0.219262 0.663751 0.345063 0.158315 -0.567101 -0.498582 -0.384359 -0.848956 -0.345844
internal_weight=0 4379 7569 2840 1628 5115 2454 861 3251 1745 1220 1539 267 1272 1864 1212 600 767 907 508 1291 525 605 709 528 1960 1435 810 93 817
internal_count=11948 4379 7569 2840 1628 5115 2454 861 3251 1745 1220 1539 267 1272 1864 1212 600 767 907 508 1291 525 605 709 528 1960 1435 810 93 817
is_linear=0
shrinkage=0.0666667
Tree=2
num_leaves=31
num_cat=0
split_feature=53 69 56 70 67 60 54 54 65 60 70 48 67 65 54 70 59 62 65 65 60 21 70 65 69 4 60 54 60 0
split_gain=145701 42392 39657.9 37888.5 26780.8 24277.3 16031.4 15368.6 11952.4 11661.1 9786.82 9999.08 9468.89 10914.6 9033.08 8411.39 8134.23 7689.42 7362.19 6820.5 6005.54 6849.24 5949.98 5603.61 5209.03 5187.49 4925.3 4849.15 4640.65 4523.45
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 6 4 17 14 18 22 28 16 12 -12 13 27 19 -11 -8 -1 24 -4 21 23 -7 25 -2 -5 -19 -3 -6 -20
right_child=2 10 5 20 8 7 9 -9 -10 15 11 -13 -14 -15 -16 -17 -18 26 29 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=1.087416739148753 1.0453918493696353 1.5706625546400366 0.56773068359983503 1.4702832322140209 1.4810026891185688 -0.13773212225922951 0.94875084127698628 -0.76558661680507045 0.23153700962825452 -0.046971604769359104 -0.27238349871330964 -2.0641380796829862 -0.10582773876930809 0.04707655029624333 -0.27483814960083519 -0.58007952492757897 0.05864109250263299 2.1435967077216702 -0.015475545094932541 -0.15117340698838233 0.13942141625382329 -1.1261256301403046 -0.57239547932811019 0.31690040272015796 0.23142684230516697 -0.26722913680598143 1.4422120290100575 0.63975305111721315 0.7721673014675936 0.98002064843420633
leaf_weight=350 244 78 268 122 130 746 140 1960 412 715 231 36 672 324 1336 505 385 167 295 260 920 20 545 130 116 20 250 198 319 54
leaf_count=350 244 78 268 122 130 746 140 1960 412 715 231 36 672 324 1336 505 385 167 295 260 920 20 545 130 116 20 250 198 319 54
internal_value=0 0.459109 -0.265615 0.68815 1.0033 -0.424162 0.0648549 -0.589127 0.620494 -0.0980647 0.0364456 -0.513968 0.151981 0.440726 -0.136447 -0.267643 0.296004 1.43302 0.465835 0.213725 0.264829 0.659947 -0.321227 0.791276 0.783114 1.22556 1.7231 0.902836 0.977398 0.138555
internal_weight=0 4379 7569 2840 1628 5115 2454 3251 861 1745 1539 267 1272 600 1864 1220 525 767 709 528 1212 292 1291 272 360 142 417 276 449 349
internal_count=11948 4379 7569 2840 1628 5115 2454 3251 861 1745 1539 267 1272 600 1864 1220 525 767 709 528 1212 292 1291 272 360 142 417 276 449 349
is_linear=0
shrinkage=0.1
Tree=3
num_leaves=31
num_cat=0
split_feature=70 67 65 58 68 66 68 68 66 65 56 66 65 58 58 67 60 65 30 8 56 56 55 58 34 11 60 58 60 23
split_gain=60539.8 43100.2 26037.6 19108.8 14642.6 14576.2 23841.9 13430.4 10962.1 13620.5 9753.89 9034.42 14798.3 8051.78 7581.64 7499.12 6988.86 6886.37 6768.14 6305.56 5747.36 5495.25 5319.55 5117.97 4823.4 4744.37 4357.67 4330.73 4164.8 4373.61
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 10 16 11 6 21 8 9 15 -1 12 22 -14 -6 20 17 -2 -8 -7 -5 -4 -3 -13 -16 -24 27 -23 29 -25
right_child=3 4 5 7 14 19 18 -9 -10 -11 -12 23 13 -15 24 -17 -18 -19 -20 -21 -22 26 25 28 -26 -27 -28 -29 -30 -31
leaf_value=0.93083825337676296 0.24531524284132594 0.82177561631729945 0.85911699558024446 1.3048005093466053 -0.73450539380311974 -0.048652161977611533 -0.17046768993258954 -0.41310208033778761 -0.21517505960734831 -0.075561241085805211 0.47264493703480104 -0.33052397925356553 -0.43496587491663102 0.13117057687849945 -0.10921594576311366 0.15589119267801865 -0.62932024383983498 -0.55616390863575516 -1.5595444781176839 -1.1234916444867851 0.47519724408962893 0.22574830314878258 0.43294280466247115 0.37210032716818731 -0.76155335246846922 -0.38922785612798871 0.20899037999758446 0.96396341352715142 -0.090784962329405527 -0.52809286117553711
leaf_weight=538 145 231 318 99 225 723 249 883 1192 785 806 421 239 646 681 235 940 153 27 40 140 88 376 292 89 56 297 148 843 43
leaf_count=538 145 231 318 99 225 723 249 883 1192 785 806 421 239 646 681 235 940 153 27 40 140 88 376 292 89 56 297 148 843 43
internal_value=0 0.147684 0.375657 -0.238259 -0.0303128 0.176261 0.366679 -0.134444 -0.0340542 0.137428 0.656059 0.0577891 0.201292 -0.0217183 -0.308963 0.490163 -0.517838 -0.166182 -0.306356 -0.105 0.81884 0.584961 0.498974 -0.0811363 -0.184616 0.326365 0.421393 0.688697 0.00799115 0.256553
internal_weight=0 7376 3234 4572 4142 1890 1127 3334 2451 1259 1344 3147 1548 885 995 474 1238 298 276 763 239 851 663 1599 770 432 533 236 1178 335
internal_count=11948 7376 3234 4572 4142 1890 1127 3334 2451 1259 1344 3147 1548 885 995 474 1238 298 276 763 239 851 663 1599 770 432 533 236 1178 335
is_linear=0
shrinkage=0.0833333
Tree=4
num_leaves=31
num_cat=0
split_feature=53 56 56 68 54 67 54 55 70 58 67 68 65 65 44 54 65 46 58 65 70 63 55 21 15 67 70 65 0 16
split_gain=113892 29020.6 26639.5 16570 14464.2 13575.3 11718.2 10683.4 9895.45 6857.7 6717.61 5726.71 5616.35 5478.13 5358.66 5302.21 5107.33 5932.19 5101.65 5059.17 4857.17 4744.77 4689.02 4683.26 5299.47 4800.32 4564.12 4422.73 4356.47 4832.1
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 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 6 10 5 12 8 19 11 -4 21 16 -8 20 -10 -9 22 -1 -18 -5 -2 -3 23 -7 -6 25 -25 -11 -20 29 -24
right_child=1 4 3 18 9 15 7 14 13 26 -12 -13 -14 -15 -16 -17 17 -19 27 -21 -22 -23 28 24 -26 -27 -28 -29 -30 -31
leaf_value=0.59017566459303561 0.29053004289344875 0.10031281025104356 0.3747384745038263 -0.28137982594862321 -0.28776352315999298 0.59997677475515032 0.2131773400797039 -0.13777512415339527 0.29119326126668865 -0.11010120927042057 0.2495913636285936 -0.13463418276235126 -0.14150107802757056 -0.020434003712402449 0.21661960164560357 0.019705535342925899 0.24844212631384532 0.84609617824442884 0.11774998422896052 0.053055843383557705 -0.10954137669723248 0.12110759279463024 0.014707457142356981 -0.94248363563997872 0.032500807762145992 -0.38167076984576542 -0.24291516203284119 -0.13053817348098526 0.62191169644200717 0.64534469455357935
leaf_weight=322 360 534 767 171 1039 55 390 1141 195 1123 504 123 917 260 91 983 240 38 288 349 368 50 216 64 25 57 938 279 34 27
leaf_count=322 360 534 767 171 1039 55 390 1141 195 1123 504 123 917 260 91 983 240 38 288 349 368 50 216 64 25 57 938 279 34 27
internal_value=0 -0.104372 0.180405 0.116759 -0.164651 0.170678 0.0212703 -0.040636 0.277328 -0.220173 0.36921 0.129784 -0.0640466 0.113121 -0.111598 0.0715706 0.469691 0.330136 -0.0685963 0.173635 0.014696 -0.30299 0.225135 -0.320884 -0.556587 -0.678299 -0.170547 -0.00442355 0.150708 0.0847783
internal_weight=0 7569 4379 3275 5115 2537 2454 1745 1222 3296 1104 513 1819 455 1232 1315 600 278 738 709 902 1235 332 1185 146 121 2061 567 277 243
internal_count=11948 7569 4379 3275 5115 2537 2454 1745 1222 3296 1104 513 1819 455 1232 1315 600 278 738 709 902 1235 332 1185 146 121 2061 567 277 243
is_linear=0
shrinkage=0.0444444
Tree=5
num_leaves=31
num_cat=0
split_feature=69 70 57 70 67 57 58 60 67 60 56 66 8 56 59 59 48 57 33 66 60 55 56 46 12 12 56 26 60 56
split_gain=69439.2 63253.6 29370.1 19711.1 15268 15190.2 14321.1 12318.5 6523.04 6368.21 11811.4 6538.86 6134.3 5711.56 5229.46 4989.67 4938.33 4774.9 4695.75 4560.44 3855.81 3841.76 4109.33 4089.82 3799.11 3701.84 3605.11 4137.34 3591.69 3509.22
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 5 12 -2 20 13 16 15 11 -11 26 -4 21 -7 -8 -10 24 -19 -3 22 -9 -23 -5 -18 -1 -28 -6 -16
right_child=3 6 7 18 28 9 8 14 17 10 -12 -13 -14 -15 29 -17 25 19 -20 -21 -22 23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=1.0634345802751737 0.088964190629557655 -0.066801300594624219 0.61536520294628227 -0.47005717588542356 0.60926672028359907 0.2166172390449338 0.063365088069182646 0.8012199107511544 0.10638873349629552 0.15339062272437284 -0.42018561202840499 -0.30026623594557522 -0.050225844206633397 0.25804201610398331 0.10744260373214881 -0.16355598191908799 0.33754612028693642 -0.049507143709612997 -0.86441547132200669 -0.3433057795215434 -0.36571365036201753 0.16472504840718441 0.22690137049697695 -0.42239555661144151 -0.030730071242409524 1.3054748668273291 0.67096612233836384 1.5924780378307122 0.26117644623420511 -0.15540974304956548
leaf_weight=217 975 257 292 752 175 205 1097 81 369 318 1124 254 36 623 405 610 144 546 120 412 756 389 175 61 99 20 370 23 533 510
leaf_count=217 975 257 292 752 175 205 1097 81 369 318 1124 254 36 623 405 610 144 546 120 412 756 389 175 61 99 20 370 23 533 510
internal_value=0 0.12397 0.310358 -0.208359 0.561056 -0.134366 -0.0773772 0.176507 0.0058007 -0.221083 -0.29468 -0.0480584 0.79542 0.372073 0.0661158 -0.0679296 0.114376 -0.0973741 -0.474001 -0.175859 -0.289879 0.202434 0.408619 0.0851376 -0.418949 0.455586 0.845327 0.724897 0.347216 -0.0390653
internal_weight=0 7491 3890 4457 1354 3486 3601 2536 2588 2511 1696 572 646 915 1621 815 1261 1327 971 958 1013 706 256 450 851 164 610 393 708 915
internal_count=11948 7491 3890 4457 1354 3486 3601 2536 2588 2511 1696 572 646 915 1621 815 1261 1327 971 958 1013 706 256 450 851 164 610 393 708 915
is_linear=0
shrinkage=0.0666667
Tree=6
num_leaves=31
num_cat=0
split_feature=53 57 57 56 56 56 54 56 55 54 70 44 65 54 54 54 54 65 66 1 54 47 67 19 62 23 67 17 65 71
split_gain=92030.8 41469.8 21869.6 16805.5 13165.7 11826.9 9638.68 9326.77 9331.74 7708.53 7451.7 6198.34 5761.47 5663.31 5220.09 4689.01 4394.35 4455.77 4257.34 4223.69 4135.01 5220.49 4030.53 3718.48 3598.02 3401.5 3366.96 4331.9 4045.32 3268.46
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 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 7 4 9 16 18 12 8 -2 19 20 -11 25 23 -9 -10 -1 -18 -4 -3 -6 -22 -23 -7 -14 -5 27 28 -15 -16
right_child=1 3 5 6 10 13 -8 14 15 11 -12 -13 24 26 29 -17 17 -19 -20 -21 21 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=2.3633942543006525 1.1096427086902703 0.28136948329258643 0.71830215655328877 -0.1508641426065839 1.2223387419295155 0.28438599545793281 -0.64074185785639204 0.26668601651840351 0.76548033360242851 -0.32985667737562452 0.15654056522714563 0.51496387520369058 -0.23616365424427044 0.55255217060210216 -0.34680064898613217 0.058728737201305753 1.6267695481624078 0.62532606450716655 0.26515217952319048 -0.58817088582686017 0.74377087650253726 0.40577784270951245 -1.3416301131248476 1.0750654990925934 -0.70651270971316238 0.61919684968888766 -0.10757767361767115 -0.89434445914294991 0.055221531046114769 0.0035826396685944028
leaf_weight=41 161 493 544 553 152 602 2048 544 125 1141 292 94 294 252 385 377 109 75 335 63 414 33 22 66 364 64 940 36 466 863
leaf_count=41 161 493 544 553 152 602 2048 544 125 1141 292 94 294 252 385 377 109 75 335 63 414 33 22 66 364 64 940 36 466 863
internal_value=0 -0.211099 0.364881 -0.373277 0.742019 0.232457 -0.506362 0.126733 0.447177 -0.126354 0.573167 -0.265555 -0.290511 0.115924 0.00817565 0.234713 1.42718 1.21857 0.5456 0.182842 0.769068 0.622166 -0.293185 0.362507 -0.496357 -0.0709875 0.0186877 0.176101 0.229772 -0.104508
internal_weight=0 7569 4379 5114 1138 3241 3323 2455 663 1791 913 1235 1275 2362 1792 502 225 184 879 556 621 469 55 668 658 617 1694 754 718 1248
internal_count=11948 7569 4379 5114 1138 3241 3323 2455 663 1791 913 1235 1275 2362 1792 502 225 184 879 556 621 469 55 668 658 617 1694 754 718 1248
is_linear=0
shrinkage=0.1
Tree=7
num_leaves=31
num_cat=0
split_feature=53 69 57 60 60 68 60 68 60 57 69 55 59 55 20 62 69 34 58 57 68 13 18 69 63 59 12 55 59 57
split_gain=99733.9 44763.7 37777.7 28805.3 26387 16104.2 11758.1 8985.58 8714.86 8138.83 8092.81 7959.39 7686.86 7373.29 6702.17 16478.6 6209.3 5779.47 5056.08 5055.25 4993.16 6750.11 4938.61 4843.03 4634.78 4583.87 4569.25 4316.44 4281.03 4275.69
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 6 7 12 13 16 9 17 -1 18 25 27 14 28 -16 -2 -3 -6 -10 22 -22 -13 -14 -25 -8 -11 -4 -5 -30
right_child=2 8 4 5 10 -7 11 -9 19 26 -12 20 23 -15 15 -17 -18 -19 -20 -21 21 -23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=0.32342686391149472 0.10994618805801958 0.08951270807844898 0.12507361105779807 0.27769694551825524 -0.10317590814880667 -0.0092128621551502369 0.14159737958990296 0.08418768550786708 0.028746020184293137 0.16303799526447779 -0.12273479521204278 -0.026014498714480892 -0.0079315138221252909 0.074619049665280962 -0.39620179573694864 0.19758576483272755 0.001042983740660852 -0.10358543592691422 -0.047824007781486759 -0.050932259297737259 -0.057596529012159725 -0.29576649660604043 0.078659024637460981 -0.18971303160543795 -0.052669488528941065 0.022832028549179786 0.3201041369114892 0.014310573894042699 0.25263131147823031 0.10459527941607277
leaf_weight=153 468 310 125 98 748 534 116 180 295 402 1325 813 757 1097 20 37 211 50 1184 884 254 38 148 81 446 407 59 448 77 183
leaf_count=153 468 310 125 98 748 534 116 180 295 402 1325 813 757 1097 20 37 211 50 1184 884 254 38 148 81 446 407 59 448 77 183
internal_value=0 0.0633074 -0.0366261 0.102534 -0.0624245 0.0694682 0.0171144 0.18774 -0.00908016 0.218097 -0.091011 -0.00543861 -0.0122866 0.0972563 0.157095 -0.0107607 0.0761044 0.0626935 -0.0692542 -0.0309958 -0.0282338 -0.0885913 -0.00989412 -0.0349389 -0.0737331 0.0491739 0.18314 0.0384735 0.183821 0.148437
internal_weight=0 4379 7569 2840 5114 2046 2455 794 1539 614 3257 1776 1857 1512 415 57 679 360 1932 1179 1253 292 961 1284 527 523 461 573 358 260
internal_count=11948 4379 7569 2840 5114 2046 2455 794 1539 614 3257 1776 1857 1512 415 57 679 360 1932 1179 1253 292 961 1284 527 523 461 573 358 260
is_linear=0
shrinkage=0.0166667
Tree=8
num_leaves=31
num_cat=0
split_feature=69 68 66 60 65 67 65 67 67 66 65 58 67 65 65 60 68 58 49 38 58 66 39 34 67 32 58 38 22 31
split_gain=57289.9 43918.1 24945.4 13177.8 11401.3 9758.5 8781.61 8761.3 7152.32 8200.37 7047.79 6935.28 6704.92 13370.1 6620.37 6355.87 6842.43 5477.11 5386.96 5369.52 5203.94 4340.55 4282.9 3950.82 3957.67 3799.07 3776.93 3413.55 3490.84 3315.99
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 5 8 10 7 -3 9 18 -1 19 13 25 -7 -6 -17 -12 -2 -10 -15 -21 -8 26 -25 -4 -5 -28 -29 -16
right_child=4 6 12 23 15 14 22 -9 11 -11 17 -13 -14 20 29 16 -18 -19 -20 21 -22 -23 -24 24 -26 -27 27 28 -30 -31
leaf_value=1.6095358219628779 0.22975676842595869 0.40103999707202675 0.77121953442015434 0.11211886068143079 -0.18021541220543824 0.85977179951387461 -0.47909700134994404 -0.2199155979062104 -0.8342339244102025 -0.2596669790315993 0.3153086234238886 -0.14852935362854677 -0.048312726178245141 -0.4008926478678172 0.21575136491036054 -0.4806683589902232 -1.1183542231551415 1.1249646847526875 1.2366951796660821 1.3816505312919618 0.17961626383929089 -0.49285686731338507 0.062785448343084568 1.2501780467284354 0.39089992993730838 -0.070886003287112129 0.36192746422442101 1.1958302606012403 -0.17443940833858823 -1.0531296667845353
leaf_weight=183 464 358 440 590 612 219 992 622 288 392 126 1084 1398 227 197 1313 193 248 60 21 483 30 171 95 123 61 815 97 23 23
leaf_count=183 464 358 440 590 612 219 992 622 288 392 126 1084 1398 227 197 1313 193 248 60 21 483 30 171 95 123 61 815 97 23 23
internal_value=0 0.168905 0.322179 0.532964 -0.283883 0.823129 -0.213599 0.00692328 -0.131687 0.0862657 1.10101 -0.271986 0.100891 0.273133 0.470549 -0.45196 -0.56239 0.852193 0.345055 -0.666756 -0.00598306 0.278999 -0.399422 0.367156 0.765356 0.668688 0.310232 0.435245 0.933195 0.0830956
internal_weight=0 7491 5348 2739 4457 996 2143 980 2339 916 557 1423 2609 1211 439 2118 1506 374 524 339 710 51 1163 1743 218 501 1525 935 120 220
internal_count=11948 7491 5348 2739 4457 996 2143 980 2339 916 557 1423 2609 1211 439 2118 1506 374 524 339 710 51 1163 1743 218 501 1525 935 120 220
is_linear=0
shrinkage=0.1
Tree=9
num_leaves=31
num_cat=0
split_feature=53 57 69 70 68 69 70 70 69 67 62 70 67 70 48 67 13 68 66 67 66 68 67 27 12 1 57 50 66 65
split_gain=73900.5 31038.1 26658.1 20600.4 12644.5 9501.81 9625.12 9334.33 10283.2 6945.47 6463.69 6204.92 6101.1 6063.36 8826.3 6055.38 5792.18 5393.8 5487.19 5930.48 5318.98 5488.68 9127.48 5234.12 4939.91 4638.15 4568.98 5106.67 4405.07 4355.86
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 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 7 3 4 10 6 16 8 15 -6 -1 29 -12 20 -15 -2 -3 18 19 -5 21 22 26 -8 -13 -18 -4 -28 -14 -7
right_child=1 5 13 17 9 11 23 -9 -10 -11 12 24 28 14 -16 -17 25 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.64290784659276912 0.78402213030935908 0.049223755480601428 1.3679623783575863 0.96330370921822428 0.79289379493862988 -0.22001959058852538 -0.30615565012425322 -0.14616044104506978 -0.035607061505317693 -0.058727756550069898 1.4084818795642997 -0.92160346554846262 1.1598843780600212 -0.21446241438388824 -1.8978643812135692 0.24667643665248515 -0.37561264112104781 -0.16733302785442439 0.079513725795075624 0.22828793062887931 -0.15843640868797115 -0.27953249532040086 0.013780058796615586 -0.79956649411909697 0.00011780994680168024 -1.9604759315649671 0.7525235103289033 -0.63351347669959068 0.44399691589531448 -0.55686962722590383
leaf_weight=537 380 1240 95 206 153 733 1400 932 675 256 338 440 176 231 36 468 153 305 466 235 532 152 304 254 67 21 157 32 168 806
leaf_count=537 380 1240 95 206 153 733 1400 932 675 256 338 440 176 231 36 468 153 305 466 235 532 152 304 254 67 21 157 32 168 806
internal_value=0 -0.189167 0.32697 0.5086 0.740982 -0.329472 -0.218158 0.103103 0.255639 0.259849 0.902411 -0.496388 1.10674 -0.00820125 -0.441438 0.487468 -0.0265921 0.196456 0.318789 0.571629 0.0827376 0.256122 0.394591 -0.381927 -0.799798 -0.566889 0.802219 0.517851 0.810265 -0.396434
internal_weight=0 7569 4379 2840 1628 5114 3068 2455 1523 409 1219 2046 682 1539 267 848 1414 1212 907 441 1272 740 588 1654 507 174 284 189 344 1539
internal_count=11948 7569 4379 2840 1628 5114 3068 2455 1523 409 1219 2046 682 1539 267 848 1414 1212 907 441 1272 740 588 1654 507 174 284 189 344 1539
is_linear=0
shrinkage=0.1
Tree=10
num_leaves=31
num_cat=0
split_feature=69 70 67 70 58 65 60 58 60 67 56 52 65 31 15 38 58 33 33 65 66 13 58 67 65 56 60 43 0 29
split_gain=38012.2 42233.8 17038.7 14346.9 10641.6 8958.73 8945.81 8469.55 7485.16 6046.91 5069.9 6330.11 4730.96 4921.53 4643.32 4739.07 4634.83 4531.76 4526.59 4485.09 4835.21 4597.4 4475.66 4321.46 12417.3 6023.58 4811.01 4021.72 3858.18 3803.3
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 7 -3 8 22 9 -4 -2 11 -8 17 27 15 -11 29 -5 -12 20 21 -9 -1 24 25 -6 -26 -14 -22 -7
right_child=3 4 5 12 23 16 10 19 -10 14 18 -13 13 -15 -16 -17 -18 -19 -20 -21 28 -23 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=0.34669437365934491 -0.090762875553163952 -0.25598290038012228 0.52389789551525889 -0.17537865512548606 0.76450644079783958 -0.12206424828937712 0.50509629261811717 0.12882351462469727 0.13909006324091658 -0.45919667983141732 0.067542153118169246 -0.60832668393850331 -0.70067154813476629 0.099720988121438536 -1.1079615292510365 0.15441572268803916 0.080786835585827943 -0.76143962198228987 0.62747033692158016 -0.11887276043782487 -0.11444826193204227 0.68003208496345158 0.7071383308259096 -0.085079892129417162 0.15277043606862661 0.21259468853265917 -0.17341903583092913 -0.030245413515302872 0.32698514796549977 -0.77425901371499761
leaf_weight=229 461 1013 338 470 132 292 417 488 670 367 483 24 342 47 41 66 855 67 74 1242 641 78 462 1327 317 263 549 45 102 46
leaf_count=229 461 1013 338 470 132 292 417 488 670 367 483 24 342 47 41 66 855 67 74 1242 641 78 462 1327 317 263 549 45 102 46
internal_value=0 0.0917221 0.244024 -0.15416 -0.0728029 0.1218 0.403299 -0.0910334 0.268123 -0.262676 0.275632 0.444502 -0.380791 -0.544479 -0.429874 -0.365667 -0.0018323 -0.2485 0.141931 -0.0281225 0.0579828 0.204785 0.587686 -0.00110224 0.0872708 0.397031 -0.0540171 -0.622715 -0.0538477 -0.210824
internal_weight=0 7491 3890 4457 3601 2201 1689 3486 1008 935 998 441 971 434 474 433 1193 537 557 2551 1309 566 691 2588 1261 395 866 387 743 338
internal_count=11948 7491 3890 4457 3601 2201 1689 3486 1008 935 998 441 971 434 474 433 1193 537 557 2551 1309 566 691 2588 1261 395 866 387 743 338
is_linear=0
shrinkage=0.0666667
Tree=11
num_leaves=31
num_cat=0
split_feature=70 57 56 60 58 56 60 12 67 60 56 59 65 55 43 65 59 54 1 54 60 55 60 62 65 18 67 8 61 45
split_gain=36572.3 27530.7 15623.7 16122.4 12018 10853.2 7001.16 6760.36 6689.7 6095.04 9384.5 5857.03 5824.89 5725.68 7644.84 5559.23 5518.86 5432.59 5223.08 5206.9 4956.82 4578.23 4547.02 5272.83 4445 4662.55 4386.67 5800.14 4363.83 4265.82
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 8 11 20 13 -7 9 16 10 -6 -4 -13 14 -1 26 21 -5 -19 29 24 -3 23 -15 -2 -26 -11 -28 -21 -8
right_child=4 2 3 17 7 6 19 -9 -10 15 -12 12 -14 22 -16 -17 -18 18 -20 28 -22 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=0.53555734789802745 0.087941060299160836 0.48243695914500045 0.16312209928232538 -0.029433107397222189 0.22474172078537855 0.20330933765889922 0.19474291717244424 0.093612498013248696 0.022142385869367565 0.061631835940012071 -0.040598701592534779 0.10541586942076682 -0.069601428806884399 0.088744124072663327 -0.13671507772171138 -0.14411939749832914 0.087595998325995003 -0.11446193164342434 -0.32268633507192135 0.11264441404269919 -0.20031636528000366 0.18820540233518104 0.14016766382494208 0.53060377880511989 -0.096232565902549805 -0.63096870853314324 -0.060852815158173056 -0.49549759469098514 -0.049618437275627474 -0.14388016919664881
leaf_weight=129 145 81 386 823 187 488 343 368 905 348 712 375 484 47 22 1032 506 1121 152 280 940 214 352 83 132 21 651 36 538 47
leaf_count=129 145 81 386 823 187 488 343 368 905 348 712 375 484 47 22 1032 506 1121 152 280 940 214 352 83 132 21 651 36 538 47
internal_value=0 0.0459145 0.00216786 -0.039741 -0.0740738 0.140715 0.0967542 -0.0411418 0.0842414 -0.0578611 0.0145945 0.0552683 0.0068031 0.258498 0.43761 -0.0893742 0.154403 -0.0961754 -0.139325 0.0537087 -0.162762 0.268994 0.202386 0.370855 -0.0443006 -0.169628 -0.0347876 -0.083629 0.00592386 0.153934
internal_weight=0 7376 5047 3341 4572 2329 1696 3334 1706 2966 899 1245 859 633 151 2067 801 2096 1273 1208 1238 295 482 130 298 153 1035 687 818 390
internal_count=11948 7376 5047 3341 4572 2329 1696 3334 1706 2966 899 1245 859 633 151 2067 801 2096 1273 1208 1238 295 482 130 298 153 1035 687 818 390
is_linear=0
shrinkage=0.0333333
Tree=12
num_leaves=31
num_cat=0
split_feature=53 60 57 60 69 56 68 57 54 70 56 56 55 65 56 54 18 60 56 68 48 28 68 44 54 54 70 44 43 7
split_gain=64101.8 23170.3 23115.7 14791.1 11836 11392.4 9236.38 8306.5 8276.26 7522.66 7018.35 6924.43 6704.67 5693.19 5359.09 5247.84 5134.77 4908.41 4669.83 4430.62 4417.59 4955.66 4356.02 4119 4035.27 3907.14 4312.24 3901.37 3730.39 4234.31
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 10 11 6 15 9 25 -7 -3 12 27 -2 -13 -9 -5 -14 24 -6 28 -19 -22 -16 -17 -12 -1 -27 -4 29 -10
right_child=2 4 3 5 18 8 -8 14 19 -11 17 13 16 -15 22 23 -18 20 -20 -21 21 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=2.0666199872660083 0.91554648182036724 0.64134890439038295 0.16746042202394762 0.090787486610697549 0.26063600751116822 -0.34266308491652903 -0.045173722407248651 1.0231312805033745 -0.43935844360808063 0.19320409920676584 0.74761562919896896 0.039028452236733929 0.051674432770824057 -0.37640802443177512 0.54750519697334221 -0.40436569489732443 1.0106009757990251 -0.21169688294441921 -0.19989279669228077 -1.0697132315942113 0.50056427126548375 -1.0966535340655934 -0.066256092858725579 0.40218238215083657 0.081795761630665972 1.2766301468299455 0.21027570866048337 1.3072523944079877 -1.1459253027534284 -1.1588069617591408
leaf_weight=43 161 828 488 433 293 864 534 188 589 684 117 592 438 745 571 769 64 1077 886 319 166 22 145 69 410 157 50 32 119 95
leaf_count=43 161 828 488 433 293 864 534 188 589 684 117 592 438 745 571 769 64 1077 886 319 166 22 145 69 410 157 50 32 119 95
internal_value=0 0.304522 -0.17618 -0.297262 0.166923 -0.425677 0.312349 0.689061 -0.575294 0.438617 0.0760456 -0.0720336 0.354019 -0.19246 0.547972 -0.191893 0.173928 -0.0267985 -0.0854442 -0.754432 -0.133621 0.313656 0.42321 -0.337955 0.229615 1.19924 1.01906 0.237601 -0.629183 -0.539282
internal_weight=0 4379 7569 5114 3225 3257 2046 1154 1986 1512 2455 1857 663 1337 904 1271 502 1792 1179 1122 1265 188 716 838 527 250 207 520 803 684
internal_count=11948 4379 7569 5114 3225 3257 2046 1154 1986 1512 2455 1857 663 1337 904 1271 502 1792 1179 1122 1265 188 716 838 527 250 207 520 803 684
is_linear=0
shrinkage=0.1
Tree=13
num_leaves=31
num_cat=0
split_feature=53 57 69 68 56 54 59 57 59 56 54 54 26 61 55 55 8 56 44 57 27 16 55 28 30 68 45 7 1 62
split_gain=51922.4 18723.7 16417.9 12105.7 11817.5 7039.84 6432.11 6394.15 7698 6447.32 6016.2 5761.59 4526.06 4500.39 6027.59 4426.04 6133.29 5504.55 4277.61 3901.05 3948.9 3860.88 3852.44 3707.61 3604.17 3528.15 5030.19 3433.41 4097.72 3398.37
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 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 6 3 7 11 -6 13 9 12 -1 23 -3 -9 -2 -15 17 -17 29 -13 20 -4 -16 -11 -8 -24 27 -27 28 -7 -12
right_child=1 4 19 -5 5 25 10 8 -10 22 15 18 -14 14 21 16 -18 -19 -20 -21 -22 -23 24 -25 -26 26 -28 -29 -30 -31
leaf_value=1.1513474747593102 0.64524391922442359 0.17236574534248622 0.12125766946485748 0.050289918404649928 -0.16222108776857649 -0.2421423547517568 0.28565701743150351 0.67642832997202962 0.22204112213922558 0.94435591315877843 1.2702653336304204 -0.19519727992540342 -0.60352538687487445 0.68926863433040442 0.094177990135939665 -0.17978918313787695 -1.0985952034408664 -0.085991973997478433 0.38965504508505167 -0.063052580676999273 0.84493027480008698 -0.70916107550580443 0.30057717266098305 -0.39007972060547519 1.1684684472678748 -0.49304056883094333 -1.2342384758774301 -0.69295728381414512 -0.68752705718473939 0.27392689653095748
leaf_weight=148 170 556 288 714 1275 1145 474 471 1010 114 36 1141 20 113 358 768 54 301 94 1187 64 47 326 64 37 493 73 173 164 70
leaf_count=148 170 556 288 714 1275 1145 474 471 1010 114 36 1141 20 113 358 768 54 301 94 1187 64 47 326 64 37 493 73 173 164 70
internal_value=0 -0.132135 0.228392 0.347174 -0.222946 -0.315946 0.0570342 0.44688 0.353623 0.670844 -0.0271336 -0.0503948 0.624292 0.273203 0.151105 -0.12887 -0.240149 0.0958743 -0.150682 0.0091971 0.252835 0.000950987 0.521757 0.205272 0.38904 -0.411649 -0.588637 -0.344055 -0.297943 0.612306
internal_weight=0 7569 4379 2840 5114 3323 2455 2126 1501 625 1767 1791 491 688 518 1229 822 407 1235 1539 352 405 477 538 363 2048 566 1482 1309 106
internal_count=11948 7569 4379 2840 5114 3323 2455 2126 1501 625 1767 1791 491 688 518 1229 822 407 1235 1539 352 405 477 538 363 2048 566 1482 1309 106
is_linear=0
shrinkage=0.0833333
Tree=14
num_leaves=31
num_cat=0
split_feature=53 57 69 70 56 67 68 68 56 54 54 34 3 62 50 21 65 59 58 19 7 65 54 59 8 61 31 3 52 44
split_gain=42057.2 15166.2 13298.5 11509.4 9572.16 8763.37 5909.46 5827.72 6696.77 5702.27 4666.89 4291.1 5450.6 4137.43 4081.9 4323.6 6864.81 4076.4 3764.5 5687.85 3737.13 3578.78 3519.67 3649.78 4254.72 4084.32 3918.99 3777.38 3473.36 3464.87
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 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 7 3 5 10 13 -7 8 -2 21 -3 -4 18 -1 15 -5 -17 -15 -13 -20 28 -6 -10 25 26 -24 -25 -27 -9 -12
right_child=1 4 11 14 9 6 -8 20 22 -11 29 12 -14 17 -16 16 -18 -19 19 -21 -22 -23 23 24 -26 27 -28 -29 -30 -31
leaf_value=0.40571089364162516 0.33547178281846496 0.13961625107895481 0.053456441216496342 0.20885269746957524 -0.0016381376035771117 0.37506155383272843 -0.054810483794426546 -0.16964450550037408 0.20075332749057823 -0.33343581216845453 -0.15810979694278224 -0.90144314202480025 -1.3869929008185864 1.0366879670766362 -0.25862270347644511 0.23776359260082247 -0.972675663581554 0.55992527814104975 0.2321602794596539 -1.1189001849719458 -0.81041973892678609 -0.25307462206584513 0.54486252963542947 -0.048300578401674732 -0.94623520253477889 0.088692710809409631 -0.66598696546485792 -0.78604804482311019 0.55944430700037628 0.31562059759459599
leaf_weight=350 526 556 1356 954 617 605 256 453 426 2048 1141 32 24 171 151 60 47 246 106 21 47 658 99 520 37 210 65 32 40 94
leaf_count=350 526 556 1356 954 617 605 256 453 426 2048 1141 32 24 171 151 60 47 246 106 21 47 658 99 520 37 210 65 32 40 94
internal_value=0 -0.107029 0.184997 0.281211 -0.180586 0.411483 0.247248 0.0461977 0.107559 -0.255916 -0.0408198 0.00744965 -0.333453 0.595846 0.106224 0.158148 -0.293925 0.755432 -0.174428 0.00875658 -0.171409 -0.131399 0.0212513 -0.0581546 -0.166264 0.139042 -0.116932 -0.0269755 -0.110489 -0.122053
internal_weight=0 7569 4379 2840 5114 1628 861 2455 1915 3323 1791 1539 183 767 1212 1061 107 417 159 127 540 1275 1389 963 622 341 585 242 493 1235
internal_count=11948 7569 4379 2840 5114 1628 861 2455 1915 3323 1791 1539 183 767 1212 1061 107 417 159 127 540 1275 1389 963 622 341 585 242 493 1235
is_linear=0
shrinkage=0.075
Tree=15
num_leaves=31
num_cat=0
split_feature=53 60 60 57 57 1 57 55 55 55 57 38 32 3 63 51 38 26 51 8 61 62 45 16 38 40 24 55 66 6
split_gain=34066.3 18198.3 15843.3 10402.3 7391.56 5676.15 5529.18 5245.69 4834.08 4755.79 4503.66 4425.93 3971.19 3651.99 6809.85 4838.26 4016.08 3549.74 3524.89 3435.61 3160.65 3058.71 2979.81 3578.32 3516.2 3065.85 2864.46 3204.74 4442.65 2835.4
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 10 9 8 7 -1 11 -3 21 -2 18 -7 16 -15 -16 19 -8 -5 -11 -20 -4 23 -9 -25 -24 27 28 -6 -10
right_child=2 4 3 5 26 12 17 22 29 13 -12 -13 -14 14 15 -17 -18 -19 20 -21 -22 -23 25 24 -26 -27 -28 -29 -30 -31
leaf_value=0.48951371055841442 0.14788342352511791 0.41345031244911734 0.2572241963173908 -0.13421812599142885 0.18868932283700329 -0.29858925810456277 0.24781359667852698 -0.19851395306460404 0.15065294123745041 0.02213221347894943 -0.0025993573632317971 0.2003516715257726 -0.82322169874862938 0.50582389788968229 -0.31192426103470705 -1.1399998018687423 -0.27983783727962208 -0.18563592572510246 -0.27063679344719277 -0.34155044011239499 0.30963633145121011 0.010164002934618603 -0.41725594634230517 0.16524465310139932 -0.45331977563244963 0.12002235910311963 0.15309899787027456 -0.056231004085523006 -0.097820572542936302 -0.17043850504877894
leaf_weight=250 679 169 208 868 365 300 854 1370 642 898 1857 141 41 21 89 22 153 50 32 70 88 315 231 128 28 30 281 1476 215 77
leaf_count=250 679 169 208 868 365 300 854 1370 642 898 1857 141 41 21 89 22 153 50 32 70 88 315 231 128 28 30 281 1476 215 77
internal_value=0 0.110998 -0.0642175 -0.115567 0.0500256 -0.168647 0.281395 -0.146075 0.172825 -0.0182228 0.0376916 -0.0617043 -0.361668 -0.0710838 -0.319841 -0.476047 -0.0417921 0.22384 -0.0991029 -0.00416715 0.154897 0.108421 -0.19938 -0.172677 0.0542203 -0.3555 0.00336501 -0.0170996 0.0824831 0.116266
internal_weight=0 4379 7569 5033 3225 3257 1154 2916 888 1776 2536 1129 341 1253 132 111 1121 904 988 968 120 523 1787 1526 156 261 2337 2056 580 719
internal_count=11948 4379 7569 5033 3225 3257 1154 2916 888 1776 2536 1129 341 1253 132 111 1121 904 988 968 120 523 1787 1526 156 261 2337 2056 580 719
is_linear=0
shrinkage=0.05
Tree=16
num_leaves=31
num_cat=0
split_feature=53 60 60 68 69 69 54 65 54 68 71 66 31 67 34 66 62 50 0 34 69 55 19 62 55 21 72 0 63 33
split_gain=27593.7 14740.6 12833.1 8241.49 6126.24 5905.95 5752.35 5710.09 5589.39 5163.33 4645.82 4809.92 4802.02 4410.34 5101.37 4178.44 4497.17 5786.69 3752.35 3737.09 3718.7 3647.6 4231.36 3472.04 3433.89 5232.93 5024.87 3818.84 3372.09 3331.18
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 4 6 7 9 15 13 -1 10 11 -3 -13 14 -2 16 -4 -18 -17 -10 -21 22 23 -12 -8 -26 27 28 -27 -7
right_child=2 5 3 -5 -6 29 24 -9 19 -11 21 12 -14 -15 -16 18 17 -19 -20 20 -22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=0.63745887574415372 0.36217817501227056 0.58192480675790503 0.29647411552901937 -0.28095479826705294 -0.090703269727634692 -0.021797319178289285 -0.051327216423053448 0.013947701233054778 0.31348857568867078 -0.049692334114723881 -0.11054423077161923 0.26762720976614396 -0.6509209805521472 0.11848082589536216 1.2393894965600485 -0.16940543506104311 0.068135257823941919 -0.70842257993561875 0.28816717666537101 0.24156030070478632 -0.55807860984966373 0.040712488044466172 1.0570072139463118 0.4164494588464942 -0.17232038611466555 -0.41144757711135593 0.30034414877494175 0.0084926421857542452 -1.2023038810374693 -0.39804062132520246
leaf_weight=223 275 232 361 1331 932 1063 914 907 826 534 86 198 29 389 33 555 329 49 93 59 46 779 31 157 1248 37 24 24 68 116
leaf_count=223 275 232 361 1331 932 1063 914 907 826 534 86 198 29 389 33 555 329 49 93 59 46 779 31 157 1248 37 24 24 68 116
internal_value=0 0.133198 -0.077061 -0.13868 0.0452299 0.0600307 -0.0875274 0.124214 0.337674 0.128515 0.191454 0.368453 0.15028 0.267701 0.456165 0.0198345 0.128188 -0.0325296 -0.103735 0.265867 -0.108758 0.1143 0.323515 0.229941 -0.151852 -0.217433 -0.585413 -0.750205 -0.923621 -0.0588153
internal_weight=0 4379 7569 5033 2536 3225 3702 1604 1154 2046 1512 459 227 697 308 1387 739 378 648 931 105 1053 274 243 2315 1401 153 129 105 1179
internal_count=11948 4379 7569 5033 2536 3225 3702 1604 1154 2046 1512 459 227 697 308 1387 739 378 648 931 105 1053 274 243 2315 1401 153 129 105 1179
is_linear=0
shrinkage=0.0666667
Tree=17
num_leaves=31
num_cat=0
split_feature=53 60 70 69 59 60 69 59 57 73 57 65 68 59 12 6 54 26 14 17 65 24 62 68 65 57 6 54 52 6
split_gain=22350.9 11939.9 10570.1 12246.4 6776.51 6658.91 6363.23 6167.86 6641.25 6030.46 5989.11 6185.46 5453.94 5830.41 5114.66 5095.35 4962.86 4464.5 4235.79 4542.47 4101.19 3989.85 3698.24 3729.68 3656.76 4406.2 5190.83 3614.23 3705.46 3468.06
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 12 16 27 9 -1 15 -7 11 -6 13 18 -8 -9 -3 -13 19 -2 29 -18 -12 -24 25 -14 -27 28 -4 -10
right_child=2 4 5 -5 10 6 14 8 20 -11 22 17 24 -15 -16 -17 21 -19 -20 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=0.90466076511243154 0.31859437916394412 0.74414110940207945 0.46929895217655249 -0.17298964944398024 0.5319817128647929 -0.17084723695797066 -0.76195693776323969 0.62174281501921558 0.34601340412811532 -0.72563108126346942 0.034898418367604829 0.028429787106151821 0.70251663834960376 0.093718786742663221 0.30380036258697513 1.9929349780781196 0.10000232122614082 -1.4146109428094782 1.2025386518811527 1.3740245261652904 -0.046129523530705936 0.7960913044123098 -0.14465311955367302 -0.63903066047081136 -0.26773963778772775 -0.33046908105086342 1.198574254547174 -0.13208688213045286 -0.92909636171091181 1.547375983458299
leaf_weight=242 557 202 194 2214 345 1393 453 177 317 228 779 316 108 894 50 32 664 23 73 44 360 94 597 205 408 152 26 754 21 26
leaf_count=242 557 202 194 2214 345 1393 453 177 317 228 779 316 108 894 50 32 664 23 73 44 360 94 597 205 408 152 26 754 21 26
internal_value=0 0.179817 -0.104032 -0.00579744 0.0810415 -0.246192 -0.345297 0.455859 0.33677 -0.24888 -0.0133297 0.233891 0.157847 0.261151 -0.656017 0.831686 0.303699 -0.0694756 0.483234 0.395864 0.189632 0.186325 -0.120287 -0.271021 -0.0755538 0.198613 -0.107126 -0.0289582 0.332712 0.437079
internal_weight=0 4379 7569 4476 3225 3093 2124 1154 912 1621 2265 684 2262 1568 503 209 960 339 674 601 703 758 1581 802 694 286 178 969 215 343
internal_count=11948 4379 7569 4476 3225 3093 2124 1154 912 1621 2265 684 2262 1568 503 209 960 339 674 601 703 758 1581 802 694 286 178 969 215 343
is_linear=0
shrinkage=0.1
Tree=18
num_leaves=31
num_cat=0
split_feature=56 53 53 57 54 55 57 54 0 54 55 61 48 6 57 48 65 46 58 29 38 72 1 57 29 33 58 39 21 32
split_gain=18411.6 11970.6 9866.48 7496.06 6010.89 5837.62 5717.01 4428.44 4700.53 4087.99 4057.13 3853.81 3269.96 3042.1 3004.5 2969.46 2895.41 3377.46 4213.93 6785.79 4381.88 3614.9 2885.91 2883.18 3482.81 2877.2 6463.28 4008.41 2840.96 4444.42
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 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 6 15 14 23 -1 8 12 16 22 -12 -7 -9 -2 -3 25 18 19 20 21 -18 -6 -4 -25 27 -27 -5 -11 -30
right_child=1 3 5 9 10 7 -8 13 -10 28 11 -13 -14 -15 -16 -17 17 -19 -20 -21 -22 -23 -24 24 -26 26 -28 -29 29 -31
leaf_value=0.88868011199103469 0.63162633094678422 -0.063759615362087504 0.69945139509180321 0.22091432416051138 0.12655659207922831 0.19259696709410998 0.32376479738401476 -0.17478888720064573 0.9234624766641194 -0.30971684830814006 0.12561290836161271 -0.19183545349224487 -0.64119098726308577 0.33843825552540352 0.19149570488357015 0.30592243806587849 -0.92165159508585937 -0.86698593527796763 -0.0025845696980302986 -2.1153879740238191 0.72336159752261253 0.32695571568704423 0.79462708124559223 0.30865387570609654 -0.50847657598176255 0.78098019413326103 -1.2797015778223675 -0.53337939561131487 -0.53238835476612278 -1.9661640773216886
leaf_weight=225 202 1539 161 466 566 418 879 1103 81 1806 560 1206 53 129 668 253 92 83 396 25 31 31 73 450 59 23 45 83 218 24
leaf_count=225 202 1539 161 466 566 418 879 1103 81 1806 560 1206 53 129 668 253 92 83 396 25 31 31 73 450 59 23 45 83 218 24
internal_value=0 -0.0808388 0.190623 -0.176417 0.0684385 0.0789303 0.438897 -0.015589 0.219788 -0.265316 -0.0130443 -0.0911723 0.0987737 -0.12105 0.293687 -0.0115668 -0.124744 -0.270669 -0.184592 -0.587245 -0.33917 -0.606962 0.202878 0.330606 0.213937 0.0308777 -0.582706 0.106877 -0.352831 -0.674581
internal_weight=0 8390 3558 5115 3275 2454 1104 1784 552 3323 2405 1766 471 1232 870 1792 1275 658 575 179 154 123 639 670 509 617 68 549 2048 242
internal_count=11948 8390 3558 5115 3275 2454 1104 1784 552 3323 2405 1766 471 1232 870 1792 1275 658 575 179 154 123 639 670 509 617 68 549 2048 242
is_linear=0
shrinkage=0.1
Tree=19
num_leaves=31
num_cat=0
split_feature=69 70 70 60 58 65 67 58 40 7 59 54 55 44 11 12 56 24 31 59 65 32 41 60 67 59 33 7 57 11
split_gain=16900.2 19563.9 8540.79 8531.41 5626.84 5497.45 4183.87 4143.6 4526.98 4087.22 4016.31 5267.63 6042.68 4780.83 4715.89 3928.07 3792.9 4392 3550.03 3410.64 4471.9 3320.85 3165.1 3564.95 3164.65 3155.45 3416 3140.61 3080.21 2937.36
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 7 5 -3 -1 -7 8 27 19 11 -5 21 16 -14 -6 17 18 -12 20 -4 -13 -21 -24 -10 -8 -27 29 -15 -2
right_child=2 4 9 10 15 6 25 -9 24 -11 13 12 14 28 -16 -17 -18 -19 -20 22 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=0.44102897051994772 -0.023101011859209597 -0.18401934936484515 0.24377726200238137 0.41120760141337986 -0.027230865962403247 0.31784271690848603 0.39688390196122303 -0.010082028597894133 -0.18860243881742159 -0.67256819773465404 0.25677999644478161 0.43919656317089206 0.015599048380733383 0.84817698250214257 -0.69270227754369684 0.23759878964175601 -0.095095442951462272 -0.34998060358088046 -0.33010373442780738 -0.24846611448927106 -0.37495089037300544 -0.40382175419641581 -0.04065789440531789 -0.96074776289963071 -0.83289732031386221 -0.21493919431420505 0.55607935745140602 -0.49923747411322977 0.14630407137852727 -0.47212439113882959
leaf_weight=646 643 1013 131 339 2309 383 66 2551 64 104 450 214 376 48 47 279 863 75 51 562 86 23 27 61 72 214 29 84 66 72
leaf_count=646 643 1013 131 339 2309 383 66 2551 64 104 450 214 376 48 47 279 863 75 51 562 86 23 27 61 72 214 29 84 66 72
internal_value=0 0.0611588 -0.102791 0.164817 -0.0508186 0.301168 0.170603 -0.0540853 -0.174141 -0.277651 0.0933292 0.197605 0.0878915 0.0262514 -0.0631011 0.00131916 -0.00667144 0.125811 0.197037 -0.230279 -0.00143297 0.357385 -0.306679 -0.678447 -0.5297 -0.0118976 -0.122925 -0.113621 0.44183 -0.0683174
internal_weight=0 7491 4457 3890 3601 1338 692 3486 935 971 2552 999 660 1553 423 2588 1439 576 501 867 217 237 650 88 136 309 243 799 114 715
internal_count=11948 7491 4457 3890 3601 1338 692 3486 935 971 2552 999 660 1553 423 2588 1439 576 501 867 217 237 650 88 136 309 243 799 114 715
is_linear=0
shrinkage=0.0666667
Tree=20
num_leaves=31
num_cat=0
split_feature=53 56 56 68 67 66 57 55 57 59 54 54 24 55 0 47 58 25 66 25 68 46 23 44 54 73 59 55 52 58
split_gain=20619.6 11381.8 11013.2 7254.96 6628.7 7577.04 6119.45 5535.92 4710.65 5057.53 4632.9 4129.64 4058.59 4039.65 3796.69 5123.43 3738.22 3538.44 3324.6 6902.16 3883.45 3250.69 3348.35 3229.73 3013.2 3889.43 4023.68 5159.88 5123.51 3529.54
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 7 4 5 -3 24 18 -1 12 14 -8 13 -10 15 -9 -5 -15 19 20 -2 22 -7 -12 -4 26 27 -26 -28 -27
right_child=2 3 6 16 -6 21 11 10 9 -11 23 -13 -14 17 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 29 28 -29 -30 -31
leaf_value=0.21466742804522315 0.1975056060892067 0.14025956432060901 0.040469575140656057 -0.1516685650453832 0.00089055203815865481 0.019491661052512033 -0.030627276456239173 -0.00050379302683853161 0.38235968086454603 0.051506486644460128 -0.04285248924183295 -0.087938678456977462 0.4407810238354346 0.038753002997174976 0.21383649675566474 0.26259689949667797 -0.018313105931551551 0.38139798455786977 -0.0025933252505603291 -0.15678400385613533 0.022232485889831434 -0.13124047692859384 0.25042164729864791 0.11190977103107579 0.23703965315213188 -0.3131386377063452 -0.064186157612200062 0.006290301300518256 0.19582047906576419 -0.068259175550757029
leaf_weight=225 302 649 544 171 1315 449 1275 419 36 656 1141 2048 34 131 81 52 567 22 210 51 107 81 43 91 78 51 665 271 51 132
leaf_count=225 302 649 544 171 1315 449 1275 419 36 656 1141 2048 34 131 81 52 567 22 210 51 107 81 43 91 78 51 665 271 51 132
internal_value=0 0.0431782 -0.0249805 0.0197771 0.0398459 0.0817658 -0.0458683 0.018557 0.112597 0.08647 -0.00445415 -0.0659489 0.189322 0.144086 0.0557332 0.0285434 -0.0492125 0.0880222 0.0798283 0.117456 0.151652 0.0155138 0.0396746 -0.0314212 -0.00863171 -0.0300348 -0.0117401 0.0578618 -0.0456661 -0.136504
internal_weight=0 4379 7569 3275 2537 1222 5115 2454 1104 879 1784 3323 223 189 552 471 738 153 670 460 409 573 492 1232 1792 1248 1065 349 716 183
internal_count=11948 4379 7569 3275 2537 1222 5115 2454 1104 879 1784 3323 223 189 552 471 738 153 670 460 409 573 492 1232 1792 1248 1065 349 716 183
is_linear=0
shrinkage=0.025
Tree=21
num_leaves=31
num_cat=0
split_feature=68 53 60 55 67 65 65 54 31 65 45 47 60 65 67 54 60 6 1 28 3 34 11 32 35 4 0 0 16 11
split_gain=15607.4 11995.6 9099.78 5667.43 4216.36 4600.03 4185.57 4174.43 4192.47 4158.07 4095.22 4064.65 3818.85 4078.65 3613.94 2980.01 5155.52 5182.4 3291.53 3193.91 2848.66 2729.87 2667.28 3106.5 2649.43 2552.49 2318.22 2315 2981.89 2956.87
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 6 5 24 15 11 -9 14 -8 12 13 -5 -2 22 21 18 19 -18 -15 -17 23 -3 -4 26 -14 -6 29 -29
right_child=9 3 4 7 27 -7 10 8 -10 -11 -12 -13 25 20 -16 16 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.38242185269477424 0.099359506929688382 0.63028418111801154 0.43650211214504281 0.44612433480233266 -0.044686364647614683 0.063031825034524716 -0.081911270009639825 -0.1034944859893102 -0.43776829671375872 -0.25960748168441894 0.4172261018839975 0.3761561352253745 -0.22075324888598791 0.04518404039401043 -0.16578076747347437 0.34058673565231623 0.048207689765585621 0.86426648752109436 -0.7394734549932942 -0.7821104242584922 -0.87386132507324232 1.2072322987958239 -0.25794697400062322 -0.29553878490741442 -0.29516609247993025 0.31490206485986716 0.15557700819969178 0.51656352128301364 -0.61596189065413043 -0.44451385895411177
leaf_weight=929 528 215 463 194 1202 649 853 2108 271 1435 120 190 647 158 873 168 292 37 49 33 25 27 31 26 34 80 125 140 22 24
leaf_count=929 528 215 463 194 1202 649 853 2108 271 1435 120 190 647 158 873 168 292 37 49 33 25 27 31 26 34 80 125 140 22 24
internal_value=0 0.0510098 0.168244 -0.0208581 0.0897233 0.203292 0.0939233 -0.0767981 -0.141573 -0.163893 -0.0203527 0.0317986 -0.0214381 0.190559 -0.0658564 0.220564 0.121823 -0.0389035 -0.128255 -0.0361015 -0.0803686 0.460584 0.440554 0.530403 0.386448 -0.115244 -0.159819 -0.00404439 0.258599 0.375918
internal_weight=0 9112 3463 5649 2534 1146 1851 3798 2379 2836 973 1419 1229 377 1401 878 606 411 374 325 183 195 272 241 497 852 772 1388 186 164
internal_count=11948 9112 3463 5649 2534 1146 1851 3798 2379 2836 973 1419 1229 377 1401 878 606 411 374 325 183 195 272 241 497 852 772 1388 186 164
is_linear=0
shrinkage=0.08
Tree=22
num_leaves=31
num_cat=0
split_feature=69 68 66 55 59 60 68 66 35 56 55 60 57 56 30 25 59 58 6 59 11 22 57 59 29 20 47 73 11 16
split_gain=14825 12480.2 9975.24 7817.03 6131.99 5963.56 4937.42 5460.29 4246.75 3783.37 4688.52 3718.17 3632.77 5138.17 3782.37 3372.38 4447.07 3297.84 4933.32 3122.38 3117.51 4841.58 3012.83 3010.89 3041.88 2921.17 2807.06 2887.83 2767.2 2743.06
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 -5 7 9 -8 10 -2 -11 13 -7 20 -13 -17 -3 23 -12 21 -15 -6 24 -19 28 27 -14 -24 -25
right_child=6 17 -4 5 22 12 8 -9 -10 11 19 15 26 14 -16 16 -18 18 -20 -21 -22 -23 25 29 -26 -27 -28 -29 -30 -31
leaf_value=0.72436722462727365 0.57543532858823332 -0.27087483585574113 0.023077678929331852 0.34001162072524627 0.52833909634903908 0.56035010529563611 -0.36548246608778034 -0.18839021628891928 0.72010310997183513 0.12839877511306702 0.38258152405976953 -0.2174538512288067 -0.24553684602885126 -0.15264934338378386 0.85418599948126783 -0.35365264409387753 0.76063006762730867 0.016639809911143659 0.37682365115002947 -0.10002325519593687 -0.90389415846076049 1.0568820559061489 0.33672863915317541 -0.21157304309015332 0.71065274536609646 -0.42508106336653612 0.3672987629022253 0.33486960430209545 -0.30074111656064084 0.26615139215752703
leaf_weight=341 159 566 2609 673 231 173 667 1785 26 466 134 813 478 198 31 43 59 357 178 305 31 26 304 900 50 53 76 68 56 92
leaf_count=341 159 566 2609 673 231 173 667 1785 26 466 134 813 478 198 31 43 59 357 178 305 31 26 304 900 50 53 76 68 56 92
internal_value=0 0.0716011 0.13969 0.250767 0.43863 0.145269 -0.120342 -0.0827071 -0.324753 0.012616 0.187714 -0.063205 0.024027 0.201861 -0.0149881 -0.160787 0.290883 -0.0983189 -0.0363869 0.0472866 -0.120652 -0.0122573 0.287331 -0.0889612 0.101899 0.15253 -0.107204 -0.173252 0.237567 -0.167268
internal_weight=0 7491 5348 2739 985 1754 4457 3764 693 1979 598 1381 1081 459 286 915 102 2143 1577 439 255 224 644 1399 407 413 622 546 360 992
internal_count=11948 7491 5348 2739 985 1754 4457 3764 693 1979 598 1381 1081 459 286 915 102 2143 1577 439 255 224 644 1399 407 413 622 546 360 992
is_linear=0
shrinkage=0.0833333
Tree=23
num_leaves=31
num_cat=0
split_feature=56 53 53 54 54 73 63 7 50 54 44 25 55 39 6 37 32 21 48 55 26 31 22 7 50 61 42 55 30 19
split_gain=13183.5 8411.59 6879.97 4730.23 3903.37 3889 3656.91 3922.42 4284.77 3600.25 3648.73 3206.34 3107.85 3002.22 2987.85 3280.88 2936.77 4708.05 3165.79 2748.86 4091.21 2631.05 2391 2342.09 3729.53 3781.3 5070.45 2977.04 5676.7 3353
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 -1 -2 13 16 -7 8 -8 22 11 12 -11 -3 15 21 23 18 -18 -5 -21 -14 -4 27 25 -25 -27 28 29 -6
right_child=1 4 9 19 5 6 7 -9 -10 10 -12 -13 14 -15 -16 -17 17 -19 -20 20 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=0.36862479460137165 0.25654634418051647 0.019751658134595548 0.18714505912346624 0.16217667301285996 -0.12785398783104748 -0.21948834382815333 -0.74572294019391205 0.3934476375579834 -2.1058034591100836 0.22454222266671975 0.51593296086885099 -0.44944563925349978 -0.024589278081104799 -0.35656394887335452 0.41478264858421776 -0.67921028134368722 -0.46255368177505107 -1.6021003663539888 0.44720265944798793 -0.04063571098182972 -0.67042395345189354 -0.62896618034690621 0.73362795794787616 -0.064587476760149004 0.60932815074920654 -0.62124015641808517 -2.3005667809396981 -0.18870025518774522 0.73032862743206117 0.52999606295912105
leaf_weight=1104 870 1574 617 639 648 246 163 25 27 433 123 178 723 245 103 105 255 32 45 1656 110 80 92 100 32 125 21 1382 107 88
leaf_count=1104 870 1574 617 639 648 246 163 25 27 433 123 178 723 245 103 105 255 32 45 1656 110 80 92 100 32 125 21 1382 107 88
internal_value=0 -0.0684052 0.161304 0.0567288 -0.148525 -0.213421 -0.482793 -0.784062 -0.938998 0.0680349 -0.00917169 -0.0489916 0.000371865 -0.0309341 -0.0956378 -0.153538 -0.169619 -0.449079 -0.32609 -0.0155545 -0.0798637 -0.0848012 0.258057 -0.132551 -0.406213 -0.538316 -0.862787 -0.0983588 0.0497455 -0.049198
internal_weight=0 8390 3558 3275 5115 3296 461 215 190 2454 1745 1622 1444 1819 1011 908 2835 332 300 2405 1766 803 709 2503 278 246 146 2225 843 736
internal_count=11948 8390 3558 3275 5115 3296 461 215 190 2454 1745 1622 1444 1819 1011 908 2835 332 300 2405 1766 803 709 2503 278 246 146 2225 843 736
is_linear=0
shrinkage=0.1
Tree=24
num_leaves=31
num_cat=0
split_feature=70 69 69 67 57 14 53 56 1 8 68 58 7 12 58 38 33 54 67 49 7 59 65 41 19 57 57 39 10 67
split_gain=13820 13761 6780.41 5669.83 4429.44 5068.89 5400.12 6097.72 4906.77 4876.31 4326.39 4180.37 3345.63 3321.96 3170.42 3921.63 4283.11 3837.7 3479.58 3145.22 3125.57 3093.44 3846.53 2796.41 2786.16 2729.48 2665.11 2769.12 2648.78 3544.13
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 11 4 9 6 -6 -8 24 -1 -5 19 21 -13 15 16 18 -17 20 -2 -3 22 -4 28 -9 -25 27 -16 -23 -30
right_child=2 14 12 10 5 -7 7 8 -10 -11 -12 13 -14 -15 26 17 -18 -19 -20 -21 -22 23 -24 25 -26 -27 -28 -29 29 -31
leaf_value=0.37458545429369466 -0.104138485232756 -0.040147269796241419 0.21672738337590725 0.12316004212630255 0.23836970567025922 0.49803242124983527 0.18117335501598986 -0.064608558857670195 -0.98380401627770808 -0.3440305634339651 -0.056593580312470464 -0.027204229573317071 -0.54424168112472848 0.19198360642438295 0.13218274145053446 0.83670579671859757 0.20174669843127857 0.011148296192936275 -0.35926319081367397 -0.40602055400712739 -0.65257521239194016 -0.15700478497141668 -0.2997253512333386 -0.03362809267044068 -0.62620384341792068 -0.77458402452014752 -0.042277277548812789 -0.2100383982070021 -0.23611333549022678 -1.2322838215827945
leaf_weight=610 868 330 131 1488 440 122 219 195 29 36 713 2309 104 279 695 26 95 92 359 145 33 506 86 25 38 63 1759 97 36 20
leaf_count=610 868 330 131 1488 440 122 219 195 29 36 713 2309 104 279 695 26 95 92 359 145 33 506 86 25 38 63 1759 97 36 20
internal_value=0 0.0508043 -0.0819624 0.128385 0.211076 0.134607 0.0864657 -0.0524902 -0.247804 0.334539 0.06493 -0.0440201 -0.222673 -0.00357463 -0.0357675 -0.130281 -0.176981 0.193051 -0.226813 -0.14735 -0.0958225 -0.1841 0.0120503 -0.249584 -0.156199 -0.564085 -0.00112601 0.0902693 -0.200338 -0.591889
internal_weight=0 7376 4572 3890 1689 1043 921 481 262 646 2201 3601 971 2588 3486 935 817 118 722 1013 363 867 217 650 233 88 2551 792 562 56
internal_count=11948 7376 4572 3890 1689 1043 921 481 262 646 2201 3601 971 2588 3486 935 817 118 722 1013 363 867 217 650 233 88 2551 792 562 56
is_linear=0
shrinkage=0.06
Tree=25
num_leaves=31
num_cat=0
split_feature=60 59 70 56 69 56 41 69 65 70 67 63 54 31 65 59 43 19 58 5 56 65 68 69 59 8 6 6 71 26
split_gain=12705.4 8217.65 7466.05 6113.56 4855.72 4446.97 4789.57 3972.64 5125.77 4245.6 5475.64 3934.95 3954.6 3432.52 4045.09 5994.16 4189.1 4186.47 3422.67 3755.18 3241.6 3222.6 4887.95 4172.99 5181.57 3965.7 3780.02 3335.13 3391.21 3317.92
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 -2 18 -1 -7 8 9 -3 -11 12 -5 14 15 -6 -16 -17 -4 -20 -10 -13 23 24 -23 29 -24 28 -26 -25
right_child=2 7 4 11 13 6 -8 -9 20 10 -12 21 -14 -15 16 17 -18 -19 19 -21 -22 22 26 25 27 -27 -28 -29 -30 -31
leaf_value=0.8101390045259802 0.16231885325478901 0.56159613970006617 -0.30008058211761257 0.28269483551816016 0.3784487543609536 0.19182933273199307 0.92525076978993648 -0.092892664778918277 0.31646166730071768 0.54484430547581597 -0.25376854091133905 -0.021139314394435695 -0.070147591686244945 0.25451831331719527 -0.9243626407698774 -0.38390636098913 0.20438852882698966 -1.6768916559006488 0.0020579966683144722 -0.48202118231716118 -0.1081077400448599 0.49632262918082148 -0.54647509473041422 -0.21611373509637063 0.61501525458024475 -1.5306481063365938 -1.8485907676219941 -1.3556469636658828 -0.3416395086896189 -1.2619019253687425
leaf_weight=211 1694 423 756 499 103 657 103 1004 242 151 199 873 874 69 244 237 38 28 1607 178 700 165 206 376 49 28 25 24 152 33
leaf_count=211 1694 423 756 499 103 657 103 1004 242 151 199 873 874 69 244 237 38 28 1607 178 700 165 206 376 49 28 25 24 152 33
internal_value=0 0.154266 -0.0689323 0.00786018 -0.186665 0.403988 0.291227 0.0650867 0.157571 0.348417 0.0907759 -0.0713326 0.0580887 -0.416098 -0.487287 -0.268909 -0.772261 -0.520524 -0.121745 -0.0462143 0.000964231 -0.163355 -0.280703 -0.167105 0.0706776 -0.379313 -0.687397 -0.241462 -0.108425 -0.300493
internal_weight=0 3690 8258 4998 3260 971 760 2719 1715 773 350 3304 1373 719 650 368 282 265 2541 1785 942 1931 1058 827 390 437 231 225 201 409
internal_count=11948 3690 8258 4998 3260 971 760 2719 1715 773 350 3304 1373 719 650 368 282 265 2541 1785 942 1931 1058 827 390 437 231 225 201 409
is_linear=0
shrinkage=0.1
Tree=26
num_leaves=31
num_cat=0
split_feature=60 57 54 52 65 9 54 62 66 65 68 61 20 69 34 17 48 66 34 63 9 0 61 29 61 58 1 27 71 12
split_gain=10291.4 7972.67 4076.19 5984.14 4874.43 4016.95 3730.42 4025.29 4214.79 3739.35 3657.19 3368.47 3594.81 2942.61 3020.92 2892.41 2646.13 3689.69 3618.71 2577.65 3211.05 2564.68 2546.64 3405.02 2462.91 3853.32 2555.42 2453.57 2696.18 2610.85
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 10 3 4 15 6 7 8 -3 -9 16 -7 -13 -4 -15 -1 17 18 24 -19 -21 -10 -12 -24 25 -2 -27 29 -29 -26
right_child=1 5 13 -5 -6 11 -8 9 21 -11 22 12 -14 14 -16 -17 -18 19 -20 20 -22 -23 23 -25 27 26 -28 28 -30 -31
leaf_value=0.67239594274045278 -0.27037816949188714 0.38051020230642102 0.15682163669816318 -0.75036534305129743 0.12313212621715162 -0.062097526865654465 -0.15820366157874508 0.1234016219435848 -0.23912407169792249 -0.29013531338749005 0.23418575238380859 -0.37094952263028064 -1.1166008500734697 0.007161944147307856 -0.52335200698313411 -0.31291245762258768 0.42251469265902419 0.15452861598757811 0.78683850960089607 -0.32697068518074002 0.30626020238548524 0.60927018274863565 -0.38035524709185725 0.42647794543719686 0.040855918903985336 0.50922130456815162 1.6135916059215862 -0.26635491847991943 0.85635953441910129 -0.71961655151844028
leaf_weight=432 60 474 1777 49 385 321 3041 380 235 515 134 512 74 893 122 32 288 344 104 402 100 42 367 61 465 165 24 31 69 50
leaf_count=432 60 474 1777 49 385 321 3041 380 235 515 134 512 74 893 122 32 288 344 104 402 100 42 367 61 465 165 24 31 69 50
internal_value=0 -0.0620391 0.13884 0.324165 0.386181 -0.129845 -0.0925682 0.0286938 0.19941 -0.114555 0.0803441 -0.322478 -0.46511 0.0792331 -0.0566043 0.604444 0.140928 0.0962221 0.229551 -0.0563337 -0.200829 -0.110487 -0.146253 -0.265363 0.16247 0.427811 0.649459 0.055039 0.508318 -0.0329764
internal_weight=0 8258 3690 898 849 5594 4687 1646 751 895 2664 907 586 2792 1015 464 2102 1814 968 846 502 277 562 428 864 249 189 615 100 515
internal_count=11948 8258 3690 898 849 5594 4687 1646 751 895 2664 907 586 2792 1015 464 2102 1814 968 846 502 277 562 428 864 249 189 615 100 515
is_linear=0
shrinkage=0.1
Tree=27
num_leaves=31
num_cat=0
split_feature=53 59 56 65 67 59 44 70 67 65 69 18 56 22 50 73 15 48 70 24 16 27 58 40 70 63 60 46 62 49
split_gain=16444.7 7991.07 7896.91 5703.64 4765.11 3779.84 5287.23 3708.79 3634.83 5027.24 3581.51 3813.7 3341.06 3763.24 3333.19 3284.9 3257.2 3202.44 3081.79 3692.41 3315.15 3585.05 3074.38 3214.13 3070.02 3162.5 2928.14 3524.57 3212.73 2880.94
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 5 10 14 8 18 -4 9 -2 11 -3 13 -5 -1 -9 -10 -17 19 22 21 -20 29 -24 -12 -26 -6 28 -28 -7
right_child=2 3 7 12 26 6 -8 15 16 -11 24 -13 -14 -15 -16 17 -18 -19 20 -21 -22 -23 23 -25 25 -27 27 -29 -30 -31
leaf_value=0.16086565647012832 0.21032243187215119 0.1012099145222855 -0.021707989371192542 0.024190443261208651 0.18593590707288521 -0.0090476492957826306 0.1599522979188282 -0.051879211553185506 -0.030148659191235046 0.032804702807989743 0.031620063179911215 -0.034136384730408718 -0.036426555975192607 0.30026879653005917 -0.0036398610560579251 -0.16952958712021687 0.21953726382674399 0.057685539291964641 -0.054011349174483074 -0.12355422179123997 0.084810986534454111 -0.22642124942607353 0.035810363655891596 0.19865322695270685 0.028056380358235589 -0.22409339161283934 -0.059930269609233644 -0.16494280703492084 0.089765421439990348 -0.24637975136975984
leaf_weight=570 181 839 2943 334 73 235 113 1847 278 222 493 154 1198 34 89 280 37 45 464 113 86 90 509 89 58 67 132 59 279 37
leaf_count=570 181 839 2943 334 73 235 113 1847 278 222 493 154 1198 34 89 280 37 45 464 113 86 90 509 89 58 67 132 59 279 37
internal_value=0 0.0385601 -0.0223087 0.0177871 0.093465 0.0145581 -0.00539579 -0.0399961 0.062803 0.112534 0.050813 0.0802197 -0.0161879 0.0496977 0.138649 -0.0647759 -0.000820471 -0.138069 -0.016908 0.0108888 -0.0596022 -0.0820202 0.028351 0.0600462 0.00356263 -0.107096 0.0386288 0.0157492 0.041688 -0.0413318
internal_weight=0 4379 7569 3177 1202 2454 1736 5115 718 403 1611 993 1566 368 659 2172 315 325 1623 983 640 554 870 598 618 125 543 470 411 272
internal_count=11948 4379 7569 3177 1202 2454 1736 5115 718 403 1611 993 1566 368 659 2172 315 325 1623 983 640 554 870 598 618 125 543 470 411 272
is_linear=0
shrinkage=0.025
Tree=28
num_leaves=31
num_cat=0
split_feature=53 57 56 60 1 56 43 68 66 11 61 5 18 60 18 19 61 38 51 73 18 68 56 16 38 31 14 58 33 10
split_gain=10585.9 6634.02 5588.27 4336.15 4045.89 3646.61 3646.67 3413.07 3818 3648.84 3522.85 3735.58 3215.44 3153.7 4267.6 4637.26 2730.12 7430.21 5984.73 3548.67 3599.35 2708.35 3118.29 3237.55 3080.69 2659.26 2657.36 2754.63 5095.08 3926.59
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 21 13 -3 5 -5 16 8 9 10 11 -4 25 14 15 -1 -7 18 19 26 -21 22 -2 -24 -23 -8 27 29 -29 -18
right_child=1 3 7 4 -6 6 12 -9 -10 -11 -12 -13 -14 -15 -16 -17 17 -19 -20 20 -22 24 23 -25 -26 -27 -28 28 -30 -31
leaf_value=0.98708447446063008 0.32666405455807768 -0.01451302282925942 0.63310650496448484 -0.029794051380449046 -0.5319132081735497 -0.048235541227209661 -0.63989115558070708 -0.13111538340849929 -0.01545071185648207 -0.23436370770633222 0.16751890924243909 -0.43595311509238349 0.39551879956766411 0.23114058417139935 -0.44611497232990882 -0.52179664023544481 -0.61605024096699301 0.43482564398855494 0.21109647921851427 -1.4029705792106688 0.068046833078066513 -0.041335498101548601 0.097021173236804814 -0.37362211392294753 -0.74814979014262351 -1.8042249636216596 0.27568864239298779 -0.15292801545439369 -1.7127329302870711 -1.8774502933025361
leaf_weight=178 526 1857 355 1155 341 655 181 738 1208 150 788 36 27 872 31 23 208 114 122 80 21 469 1223 166 71 22 46 234 23 28
leaf_count=178 526 1857 355 1155 341 655 181 738 1208 150 788 36 27 872 31 23 208 114 122 80 21 469 1223 166 71 22 46 234 23 28
internal_value=0 -0.0715955 0.123751 -0.136461 -0.205991 -0.167877 -0.258442 0.0581622 0.113222 0.23018 0.289282 0.534676 -0.629714 0.31832 0.645992 0.814426 -0.202667 -0.318137 -0.430785 -0.553144 -1.09712 0.0635258 0.119301 0.0407744 -0.134268 -0.766075 -0.451212 -0.519037 -0.292521 -0.765708
internal_weight=0 7569 4379 5114 3257 2916 1761 3275 2537 1329 1179 391 230 1104 232 201 1531 876 762 640 101 2455 1915 1389 540 203 539 493 257 236
internal_count=11948 7569 4379 5114 3257 2916 1761 3275 2537 1329 1179 391 230 1104 232 201 1531 876 762 640 101 2455 1915 1389 540 203 539 493 257 236
is_linear=0
shrinkage=0.1
Tree=29
num_leaves=31
num_cat=0
split_feature=57 65 60 54 56 21 61 17 68 7 56 16 52 63 65 56 61 5 38 7 72 60 34 63 38 40 23 63 60 27
split_gain=8626.3 5656.56 6066.54 4443.18 4255.7 3715.92 3512.76 3057.83 2915.22 4748.88 3718.6 3914.83 3296.49 3051.38 3153.98 3925 2808.84 4133.49 2806.39 3742.14 3231.48 3807.06 2791.73 4453.73 3575.6 2682.2 3423.21 2666.19 2656.84 4062.62
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 -1 22 16 -4 8 10 12 -5 -12 13 14 -10 -16 17 28 19 -18 21 -21 -3 -24 -25 26 -13 -19 29 -6
right_child=1 4 6 7 5 -7 -8 -9 9 -11 11 25 -14 -15 15 -17 18 27 -20 20 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=0.316391307100297 0.20739407778302549 0.068178849120554344 0.095869270455326713 0.32020910119584634 0.48322091360841946 -0.48678953267748248 -0.14305796147614699 0.48575379800930718 -0.038918773333231613 -1.1200816246370475 0.072139140049787095 -0.43958284349973537 0.79220835700631143 0.07786080104434083 -1.987429200048032 -0.50091453263392816 -0.2248211877492115 0.10175731556756157 0.1009558783860894 -0.30980885506735423 0.055274238511919975 -1.4296699884732567 -1.6652219222939533 0.052305741556759537 -1.3954650938510895 -1.1715236071987372 0.89130460749501772 -0.96977100899254065 -0.060924630801046188 -0.70628581950158786
leaf_weight=940 1306 1177 969 525 221 391 1686 161 96 48 1252 121 40 248 23 78 1358 35 222 51 40 75 23 116 20 38 23 69 563 33
leaf_count=940 1306 1177 969 525 221 391 1686 161 96 48 1252 121 40 248 23 78 1358 35 222 51 40 75 23 116 20 38 23 69 563 33
internal_value=0 -0.0557212 0.0309412 0.129571 -0.133844 -0.198892 -0.0558563 0.0633782 0.0360899 -0.171266 0.0925067 0.00914281 -0.0773621 -0.155526 -0.449332 -0.839428 -0.156685 -0.0153842 -0.23122 -0.279607 -0.727798 -0.976393 0.0150483 -0.378251 -0.160602 -0.424217 -0.227011 -0.609161 0.0602005 0.328679
internal_weight=0 8355 3961 3593 4394 3058 2655 2653 2492 533 1959 1434 485 445 197 101 2667 921 1746 1524 166 126 1336 159 136 182 144 104 817 254
internal_count=11948 8355 3961 3593 4394 3058 2655 2653 2492 533 1959 1434 485 445 197 101 2667 921 1746 1524 166 126 1336 159 136 182 144 104 817 254
is_linear=0
shrinkage=0.1
Tree=30
num_leaves=31
num_cat=0
split_feature=53 60 60 70 73 25 70 6 21 71 52 6 65 67 5 37 4 3 67 20 3 42 71 21 9 1 56 45 62 39
split_gain=12828.1 6128.3 5661.18 4251.03 3508.37 3355.94 3389.67 5406.37 6233.01 3133.92 4856.82 4428.97 3042.04 4392.6 2960.85 4939.25 2944.59 2873.58 2774.48 3120.26 2514.59 2507.22 2816.61 2483.26 4219.6 2884.78 2593.94 2505.25 2370.57 2311.42
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 29 16 14 6 9 8 -8 11 17 20 13 21 -5 -16 -4 18 -11 28 -1 22 -3 25 27 26 -14 -25 -20 -2
right_child=2 12 3 4 -6 -7 7 -9 -10 10 -12 -13 23 -15 15 -17 -18 -19 19 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.030140199094642828 0.032966859316875381 0.24962729011092871 -0.038693127524453808 -0.061535913699849967 -0.22969144045888334 0.3156962455746154 0.0043800080500397028 0.59888550194826995 -0.6831589265491651 0.36789968491095237 -0.2738324194954288 -0.48390998641649885 0.085051722874750893 0.01425704294693547 -0.1384940162652768 -0.68986961764674037 0.090817173154581168 -0.015081243455410004 0.008275841246259975 -0.21412369434038803 0.42882135999202736 0.36133118171196482 0.054781614578755577 0.004304944472530714 -0.56981196165084846 0.16181196978167159 -0.052220462208320995 -0.44049900171657408 0.36083383906846755 -0.075333902546555462
leaf_weight=162 2167 175 2594 1647 285 142 255 22 23 241 31 24 294 1083 161 31 315 60 47 30 30 77 369 130 32 163 878 24 87 369
leaf_count=162 2167 175 2594 1647 285 142 255 22 23 241 31 24 294 1083 161 31 315 60 47 30 30 77 369 130 32 163 878 24 87 369
internal_value=0 0.0544912 -0.0315255 -0.0560814 -0.0991032 0.133596 0.108045 -0.00473424 -0.0525027 0.155564 0.210943 0.0283959 0.026185 0.0628885 -0.0788652 -0.227518 -0.0246692 0.243262 0.281535 0.154621 0.0924341 0.1477 0.117462 -0.0149345 -0.151862 0.00414307 -0.0177853 -0.0650152 0.237175 0.0172086
internal_weight=0 4379 7569 5033 2124 1154 1012 300 278 712 496 216 3225 1704 1839 192 2909 465 405 164 192 621 544 1521 186 1335 1172 154 134 2536
internal_count=11948 4379 7569 5033 2124 1154 1012 300 278 712 496 216 3225 1704 1839 192 2909 465 405 164 192 621 544 1521 186 1335 1172 154 134 2536
is_linear=0
shrinkage=0.04
Tree=31
num_leaves=31
num_cat=0
split_feature=53 59 65 59 55 31 24 62 58 16 72 2 56 58 73 26 46 71 62 73 60 24 15 14 25 1 50 71 69 70
split_gain=9676.62 6478.1 4738.11 4512.64 5950.53 3709.14 4887.13 3319.06 6611.97 3967.65 4294.06 3264.21 3125.37 4496.55 4801.97 3454.05 3139.74 3174.19 3822.24 3113.38 2956.27 3120.57 3838.52 4724.54 2919.61 2889.15 3071.78 2856.65 2797.56 4385.73
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 20 24 4 19 12 -7 11 9 -9 -11 -5 15 14 -14 -6 -15 -18 -19 -2 -1 22 23 -22 28 -4 -27 -23 -3 -30
right_child=3 2 25 7 5 6 -8 8 -10 10 -12 -13 13 16 -16 -17 17 18 -20 -21 21 27 -24 -25 -26 26 -28 -29 29 -31
leaf_value=0.62841046792416533 0.37577954013808434 0.22544885709658141 -0.12838350046631292 -0.013556617825653176 0.13894205105966992 -0.24829007792001476 -1.599525567023985 -0.34669049447988831 -0.072386342431337028 -0.68291989623130056 -2.2761438903354465 -0.37000988990276118 -0.24030461430891195 0.12813517848094333 -1.3378912798687816 1.1842429891064326 0.31867351348583517 -0.202617133098344 -1.5884339108186609 -0.21725432655702415 -0.0050612986223107148 1.4963261968949262 0.71364527890640028 0.78385389551173812 0.54230093881899488 0.15240124982672854 1.469731076657772 0.40212585824541752 0.077216739216883351 -0.6397962957339467
leaf_weight=242 595 887 1392 2450 450 196 31 794 1313 87 21 287 349 692 45 34 39 48 34 104 647 34 113 86 181 154 20 80 437 106
leaf_count=242 595 887 1392 2450 450 196 31 794 1313 87 21 287 349 692 45 34 39 48 34 104 647 34 113 86 181 154 20 80 437 106
internal_value=0 0.118317 0.0435031 -0.0684514 0.0377633 -0.053268 -0.43282 -0.124583 -0.215589 -0.424041 -0.992713 -0.0509341 -0.00231685 -0.088406 -0.365663 0.212372 0.0459599 -0.424001 -0.777224 0.287546 0.316056 0.237317 0.171133 0.087499 0.163907 -0.0803611 0.303818 0.728466 0.116013 -0.0627527
internal_weight=0 4379 3177 7569 2617 1918 227 4952 2215 902 108 2737 1691 1207 394 484 813 121 82 699 1202 960 846 733 1611 1566 174 114 1430 543
internal_count=11948 4379 3177 7569 2617 1918 227 4952 2215 902 108 2737 1691 1207 394 484 813 121 82 699 1202 960 846 733 1611 1566 174 114 1430 543
is_linear=0
shrinkage=0.1
Tree=32
num_leaves=31
num_cat=0
split_feature=57 53 55 31 41 60 54 60 1 23 16 69 34 2 22 54 56 18 41 28 53 22 67 55 62 23 51 3 69 16
split_gain=8541.35 5431.07 3894.11 4363.22 6398.75 4321.93 3531.45 3073.43 3081.83 3080.56 3056.56 3037.11 3990.11 6301.64 2866.79 2656.32 2963.16 2621.52 3437.2 2804.63 2542.22 2533.31 2240.28 2936.87 2860.78 2176.47 3437.33 2166.38 2093.13 2787.81
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 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 11 20 5 -5 10 25 9 -9 -8 21 -2 -13 -14 -10 16 -7 19 27 -17 -1 -4 -11 -24 -25 28 -27 -19 -3 -30
right_child=1 6 3 4 -6 15 7 8 14 22 -12 12 13 -15 -16 17 -18 18 -20 -21 -22 -23 23 24 -26 26 -28 -29 29 -31
leaf_value=0.50749151896466904 0.099516979416125612 0.032857430147250066 0.40208970894271456 -0.10305563200444173 -1.3067043068508304 0.53748896202292817 -0.0084825534820852037 -0.18301810337100072 -0.66449215163450592 -0.083382070892386972 -0.21241467815433812 -0.012963653907777676 -0.74857738865731727 0.76467639466990589 0.24706606815258661 -0.050193421082179578 0.073744841312653228 0.21342169555524984 1.0570343911647797 -0.5147347605228425 0.17891088287692483 -0.17872514669922573 -0.0013317295412222543 -0.46142492691675818 -1.7351721509297691 0.096139946901033752 1.0158496770058192 -0.62696272457639379 -0.10177339468797791 -0.69211953948502269
leaf_weight=216 2054 1035 517 248 35 124 1177 1766 166 72 78 1051 113 23 28 926 419 144 30 100 673 58 25 24 25 166 34 25 534 62
leaf_count=216 2054 1035 517 248 35 124 1177 1766 166 72 78 1051 113 23 28 926 419 144 30 100 673 58 25 24 25 166 34 25 534 62
internal_value=0 -0.0462051 0.107443 0.0576991 -0.251917 0.0938913 -0.099692 -0.151408 -0.217652 -0.0532685 0.2771 0.0381923 -0.0679246 -0.492659 -0.532927 0.0262244 0.179646 -0.041782 0.235024 -0.0954704 0.258746 0.343503 -0.414317 -0.736308 -1.1113 -0.00696496 0.252491 0.0891045 -0.0387805 -0.163185
internal_weight=0 8355 3593 2704 283 2421 5114 3283 1960 1323 653 3241 1187 136 194 1768 543 1225 199 1026 889 575 146 74 49 1831 200 169 1631 596
internal_count=11948 8355 3593 2704 283 2421 5114 3283 1960 1323 653 3241 1187 136 194 1768 543 1225 199 1026 889 575 146 74 49 1831 200 169 1631 596
is_linear=0
shrinkage=0.0833333
Tree=33
num_leaves=31
num_cat=0
split_feature=70 69 69 67 9 53 29 66 68 22 49 67 7 61 63 7 12 68 66 68 67 10 61 60 4 12 59 1 71 63
split_gain=8269.15 8419.43 3811.66 3656.78 3560.91 3485.44 5493.82 3334.03 6091.24 5193.62 3314.88 3885.79 2975.63 2867.18 2967.79 2848.45 2800.83 2623.86 2620.92 4900.5 4485.03 2657.79 2389.81 2299.03 3007.18 2741.57 2519.95 2966.02 3078.84 2932.59
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 7 4 23 22 -7 8 9 10 11 -2 -10 -14 -15 16 -4 -5 19 20 -3 -20 -6 25 26 -1 29 28 -28 -25
right_child=2 18 15 17 5 6 -8 -9 12 -11 -12 -13 13 14 -16 -17 -18 -19 21 -21 -22 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.40520352094123768 0.38275693967105712 0.32386329346114684 -0.28373161816883102 0.15728268976619353 0.97539741986019668 -0.12036119433724957 -1.8801436506956817 -0.17291629967963204 -0.10907914896315539 0.72293691868717613 -0.35721979197765985 -0.027580585221916733 0.19453995060175658 -0.22559560114337551 -1.4860698807112716 -0.77602701680734754 0.30267837722222884 -0.076027523617548831 -0.18933615874148343 -0.24688069694705042 -0.033456560808658525 0.21201776542606199 0.048965013423297982 1.0404657895050267 0.77702936876033046 1.0138970955339228 0.34193006791174413 0.77326572408730332 -0.29531133240775864 0.23779421076178553
leaf_weight=495 425 630 776 1488 43 157 20 1488 786 148 143 505 28 31 47 104 91 713 1402 473 794 187 79 55 91 87 110 44 244 264
leaf_count=495 425 630 776 1488 43 157 20 1488 786 148 143 505 28 31 47 104 91 713 1402 473 794 187 79 55 91 87 110 44 244 264
internal_value=0 0.0654976 -0.105667 0.166637 0.277317 -0.03575 -0.319207 -0.0582537 0.0224931 0.167613 0.0910168 0.159939 -0.176152 -0.673506 -0.985112 -0.281502 -0.222182 0.0817033 -0.0473629 0.0319951 0.124627 -0.142103 0.375494 0.34466 0.235511 0.496194 0.166783 -0.00105519 -0.0972985 0.376186
internal_weight=0 7376 4572 3890 1689 299 177 3601 2113 1221 1073 930 892 106 78 971 867 2201 3486 1897 1424 1589 122 1390 808 582 717 398 354 319
internal_count=11948 7376 4572 3890 1689 299 177 3601 2113 1221 1073 930 892 106 78 971 867 2201 3486 1897 1424 1589 122 1390 808 582 717 398 354 319
is_linear=0
shrinkage=0.1
Tree=34
num_leaves=31
num_cat=0
split_feature=53 59 57 68 55 59 66 65 16 21 6 7 57 3 51 18 56 61 46 57 18 1 34 55 66 41 27 45 13 41
split_gain=13207.8 5331.03 5562.03 5270.32 4907.83 3777.06 3395.21 3390.77 4114.25 3036.94 3198.08 2956.22 2861.03 3914.46 4987.61 3836.53 2775.85 3368.95 2821.83 2733.33 4414.72 3734.51 2878.3 2632.42 2584.95 2577.49 2518.54 3188.29 5130.88 3182.62
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 16 4 5 11 23 8 9 10 -7 -2 13 15 25 -6 -3 18 24 20 -9 22 -21 -1 -18 -15 27 28 -5 -29
right_child=3 2 -4 26 12 7 -8 19 -10 -11 -12 -13 -14 14 -16 -17 17 -19 -20 21 -22 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=0.15899563253768498 0.079162296821904399 0.12444845875892689 -0.0024745321418558315 -0.010153396049181161 0.0011910223119107667 0.022348456631351338 0.019366433773181337 0.068326402718431489 -0.12702776307409461 0.21584395663682807 0.18847043839784769 -0.070434144715131333 -0.032370171837926252 0.005290999035549979 -0.31049272328615191 0.099551427068171452 0.20730038822609551 0.013533480227063193 -0.089936789637026587 -0.019253035532299491 -0.2261197313795919 -0.21307825720080964 -0.20327638451513405 0.069311001219961033 0.028157945635418097 -0.21843132791519165 -0.10173960710770655 -0.073729227937403177 -0.12463006529062154 -0.28391542396124669
leaf_weight=168 506 189 2284 1252 1015 427 441 178 55 43 52 59 2421 117 32 188 98 535 23 419 23 52 37 593 48 25 266 189 179 34
leaf_count=168 506 189 2284 1252 1015 427 441 178 55 43 52 59 2421 117 32 188 98 535 23 419 23 52 37 593 48 25 266 189 179 34
internal_value=0 0.0276458 0.0140723 -0.0159943 -0.00626475 0.0204384 0.0635219 0.00150159 0.0375009 0.0548363 0.0403826 0.0635407 -0.0192789 0.00373787 -0.0849282 0.0165624 0.0563938 0.0381234 0.115967 -0.0277954 0.0346336 -0.0524967 -0.0341848 0.08911 0.148404 -0.0340967 -0.0446206 -0.0354346 -0.024473 -0.105776
internal_weight=0 4379 3177 7569 5649 1851 1202 1286 577 522 479 565 3798 1377 174 1203 893 704 169 709 201 508 456 761 146 142 1920 1654 1431 223
internal_count=11948 4379 3177 7569 5649 1851 1202 1286 577 522 479 565 3798 1377 174 1203 893 704 169 709 201 508 456 761 146 142 1920 1654 1431 223
is_linear=0
shrinkage=0.02
Tree=35
num_leaves=31
num_cat=0
split_feature=68 69 55 60 67 41 31 19 59 63 58 52 24 67 6 29 21 63 38 60 57 52 58 12 61 59 29 27 60 13
split_gain=16781.7 13474.6 8019.98 6090.51 5650.59 3875.43 4423.66 3787.42 3553.12 3600.36 3540.38 5154.03 5172.23 3845.53 3729.18 3545.6 3415.45 3876.2 3153.96 3740.14 3140.85 5292.78 3069.77 3050.59 2977.65 2865.39 4352.44 2818.43 2811.15 2802.23
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 5 18 -4 -7 8 9 -6 11 12 13 28 25 -15 17 -5 19 22 27 23 -1 -22 -23 26 -12 -3 -2 -21
right_child=10 20 3 16 7 6 -8 -9 -10 -11 14 -13 -14 15 -16 -17 -18 -19 -20 29 21 24 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.026265663132872635 0.018622595976120319 -0.00034014769104760088 0.054499410802664544 0.010679085604619568 0.2399183431620239 0.0017756479325518905 -0.25257565004355981 0.12866337880110129 -0.0071884017365184717 0.044612902604481752 -0.016775629313200376 0.086063869004803048 0.053909022679351305 -0.12129631197786735 0.037283655301564272 -0.30434281656555101 -0.056605400279950466 -0.09515637859161144 0.17037117978269675 0.063057317231381846 -0.023612066631538066 -0.022849339809682633 0.16141430180933738 0.032420953569871076 -0.17136419696485003 -0.045187785989491691 0.13308974424672257 0.075354775638313762 -0.089368350030021457 -0.063060974984457993
leaf_weight=62 92 903 1114 1992 31 139 22 91 548 170 458 56 71 217 240 34 278 101 112 444 2233 60 189 307 100 1361 61 161 246 55
leaf_count=62 92 903 1114 1992 31 139 22 91 548 170 458 56 71 217 240 34 278 101 112 444 2233 60 189 307 100 1361 61 161 246 55
internal_value=0 0.0110196 0.0280227 0.0140779 0.057895 0.0434529 -0.0329804 0.0271319 0.0147963 0.0747346 -0.0354057 -0.0674486 -0.0804739 -0.0966728 -0.0245836 -0.146091 -0.00171841 0.00557188 0.0878729 0.0755532 -0.0131389 -0.0226963 0.128031 -0.0168396 -0.115671 -0.0324816 0.000838605 0.0111137 -0.0599744 0.0491565
internal_weight=0 9112 5348 3646 1702 1275 161 840 749 201 2836 716 660 589 2120 251 2371 2093 862 750 3764 2700 251 2540 160 1880 519 1064 338 499
internal_count=11948 9112 5348 3646 1702 1275 161 840 749 201 2836 716 660 589 2120 251 2371 2093 862 750 3764 2700 251 2540 160 1880 519 1064 338 499
is_linear=0
shrinkage=0.0166667
Tree=36
num_leaves=31
num_cat=0
split_feature=53 66 55 57 68 56 25 15 52 56 67 69 9 70 72 63 21 72 50 15 67 15 44 8 46 14 72 49 30 72
split_gain=8440.93 4637.27 4454.36 4340.16 3723 3271.75 3263.92 3937.03 3071.2 2587.5 2812.17 3735.19 3782.74 3530.67 5496.23 3073.28 2889.82 2778.7 3090.34 2690.48 2266.98 2736.96 2427.93 2211.27 2167.04 6357.52 2161.28 2972.66 2113.68 2049.18
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 23 8 20 9 26 -1 -4 13 -12 19 14 -11 -16 17 18 -15 -13 22 24 -5 -2 -22 29 27 -8 -25 -26
right_child=3 -3 6 5 -6 -7 7 -9 -10 10 11 12 -14 16 15 -17 -18 -19 -20 -21 21 -23 -24 28 25 -27 -28 -29 -30 -31
leaf_value=0.60150656254462354 0.069484885282861356 -0.017813538374866131 0.27121323910979633 0.062016977521791673 0.0073942096522677013 -0.17511859052577974 0.62990974036038372 -0.66365489278126644 -0.51368537132556624 0.57409286659552172 0.040312933533234931 -0.4129950248541272 -1.3586758281839524 -0.0049662641784143169 0.24900425672531129 -1.2608405712459769 -1.0542880902002598 0.78623793866289293 -1.264950277182189 0.61900410919353888 -0.24720149412534928 0.3868514120578766 0.72097607858479029 -0.48055975516035687 0.79975442049812673 -1.186253383067938 1.2244919368106386 -0.57927021607756612 0.60186611357189368 -0.33337517142295842
leaf_weight=492 2306 1714 468 821 171 3323 133 27 26 262 441 196 38 169 26 28 29 38 22 29 689 96 60 128 79 26 46 24 21 20
leaf_count=492 2306 1714 468 821 171 3323 133 27 26 262 441 196 38 169 26 28 29 38 22 29 689 96 60 128 79 26 46 24 21 20
internal_value=0 0.110504 0.193032 -0.0639316 0.411974 -0.116398 0.116691 0.470798 0.545532 0.0700444 -0.003623 -0.137568 -0.435839 0.160657 0.384756 -0.533878 -0.11382 0.00527876 -0.150095 -0.279982 -0.00744784 -0.118147 0.106895 0.0453604 -0.177704 0.205364 0.621685 0.445067 -0.328003 0.570839
internal_weight=0 4379 2665 7569 689 5114 1976 230 518 1746 1278 704 263 574 316 54 258 229 191 225 1791 910 881 2455 814 125 203 157 149 99
internal_count=11948 4379 2665 7569 689 5114 1976 230 518 1746 1278 704 263 574 316 54 258 229 191 225 1791 910 881 2455 814 125 203 157 149 99
is_linear=0
shrinkage=0.1
Tree=37
num_leaves=31
num_cat=0
split_feature=70 69 68 66 69 22 43 34 46 32 62 59 60 71 55 68 17 59 59 31 49 61 43 71 3 27 46 3 32 39
split_gain=7587.03 7794.44 3498.11 3804.51 4020.46 4241.01 4632.67 4525.91 3451.11 4627.74 4084.94 3459.61 3430.56 3525.85 3641.55 3567.45 3607.24 3278.32 3200.24 3115.53 3084.2 2971.1 2947.47 2817.88 3618.84 2738.95 3563.32 2737.8 5306.86 2665.5
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 12 3 4 5 6 8 22 9 10 -2 -12 23 15 18 16 -14 -4 -15 -6 -13 -17 -7 24 -1 -19 -27 -5 -29 -20
right_child=2 -3 17 27 19 7 -8 -9 -10 -11 11 20 13 14 -16 21 -18 25 29 -21 -22 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.044949090378625052 0.42671719286208454 -0.04585277809698949 0.03807969149774252 -0.11502468171535865 -0.24574719352699198 0.18469369288753062 -0.49145730369754381 1.9113822927077611 0.69062855780400623 -0.59172581467735641 0.34942342024551681 -0.11937329267854231 0.35426871117817921 0.50130672318185787 -0.097811130139932839 0.45300037555751349 1.5204041991915023 -0.27354697493458885 -0.06745867197589113 0.58935362435117067 -1.1036704791961489 -0.26985171389427376 1.4609090143984016 0.38417530137015149 0.88096643810470909 -0.98778518975845397 0.46128817401826389 -0.76638369726141298 0.73331557533570702 0.62788785765950506
leaf_weight=350 341 3486 293 1457 506 102 124 24 108 89 146 228 504 229 1103 84 28 736 363 49 37 176 22 940 48 112 20 150 28 65
leaf_count=350 341 3486 293 1457 506 102 124 24 108 89 146 228 504 229 1103 84 28 736 363 49 37 176 22 940 48 112 20 150 28 65
internal_value=0 0.0627381 -0.101215 -0.0501837 0.0511482 0.152587 0.083371 0.654405 0.15848 0.0901425 0.170842 -0.0414528 0.160051 0.0920532 0.0132038 0.267274 0.415644 -0.251145 0.199581 -0.172018 -0.256803 -0.0363149 0.411119 0.289745 0.0667191 -0.348775 -0.768229 -0.160254 -0.530476 0.038143
internal_weight=0 7376 4572 3411 1776 1221 1073 148 949 841 752 411 3890 2552 1760 792 532 1161 657 555 265 260 124 1338 398 868 132 1635 178 428
internal_count=11948 7376 4572 3411 1776 1221 1073 148 949 841 752 411 3890 2552 1760 792 532 1161 657 555 265 260 124 1338 398 868 132 1635 178 428
is_linear=0
shrinkage=0.1
Tree=38
num_leaves=31
num_cat=0
split_feature=60 59 53 57 65 54 63 59 16 65 57 62 52 53 6 53 67 50 65 7 23 21 48 41 52 63 58 61 51 61
split_gain=6886.51 5050.43 4398.92 3672.94 4934.22 3547.86 3546.15 3351.65 3183.2 3133.92 3870.97 4169.93 3583.5 3062.2 3943.07 3022.72 2948.6 4432.26 3583.77 2881.72 2876.04 2777.75 3263.86 2742.07 2492.63 2758.84 2623.79 4725.36 2445.95 2567.05
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 24 7 13 6 -4 8 16 15 10 23 21 20 14 -3 -5 17 -2 -19 -11 28 22 -12 -9 26 -26 27 -1 29 -13
right_child=2 3 5 4 -6 -7 -8 9 -10 19 11 12 -14 -15 -16 -17 -18 18 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=1.0062646050964084 0.48835569500359521 0.37401293445441686 0.000815692136975893 0.4593505701114392 -0.17158795954557637 -0.17326297947792807 0.23877124556675855 0.26005606989198704 -1.3914397568187931 -0.087257338774564097 0.20921886497097983 0.13052732721571961 -1.5493342088801523 0.10585502577699851 1.5802397623658182 -0.47051477120681251 0.018071578691138866 0.15935424233591833 -1.3659901740650335 -0.59300626802632184 0.59321245549246671 0.96165622211084134 -0.64129890274847501 1.0893997220889382 0.54526070844043384 -0.88381592682429722 0.42710737231107343 -0.30947825933295875 -1.0481650007076753 -0.497482538772543
leaf_weight=35 423 177 1853 58 1078 3180 741 299 22 998 341 124 21 523 32 88 470 43 24 127 40 41 52 46 22 35 755 124 39 137
leaf_count=35 423 177 1853 58 1078 3180 741 299 22 998 341 124 21 523 32 88 470 43 24 127 40 41 52 46 22 35 755 124 39 137
internal_value=0 0.113573 -0.050749 0.0436606 -0.0268832 -0.109172 0.144725 0.0404277 -0.270087 -0.0259413 0.0909101 -0.0304801 -0.281595 0.23515 0.558698 -0.101116 0.197017 0.368659 -0.387038 -0.144351 -0.203293 0.178396 0.0966822 0.370635 0.309343 -0.332242 0.349355 -0.0198493 -0.309494 -0.199118
internal_weight=0 3690 8258 2719 1987 5033 909 3225 168 2265 1140 795 361 732 209 146 960 490 67 1125 340 434 393 345 971 57 914 159 300 261
internal_count=11948 3690 8258 2719 1987 5033 909 3225 168 2265 1140 795 361 732 209 146 960 490 67 1125 340 434 393 345 971 57 914 159 300 261
is_linear=0
shrinkage=0.1
Tree=39
num_leaves=31
num_cat=0
split_feature=68 69 70 55 50 18 65 70 7 52 7 69 35 5 0 65 62 65 70 57 73 0 38 34 63 70 49 70 52 18
split_gain=6967.24 6376.15 5209.1 3304.65 2841.67 4044.16 2798.78 2927.74 3628.27 2705.76 4804.66 3060.1 4143.21 2637.69 2702.89 2444.01 5188.09 2307.73 2705.2 2509.63 2447.99 3140.62 2885.01 3379.82 2987.81 3037.18 2594.18 4057.54 2306.82 3477.03
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 -4 -3 -8 -9 11 -11 17 -13 14 15 16 -6 18 19 -2 22 -22 23 26 -24 -26 -19 -28 -5 -30
right_child=9 6 4 28 13 -7 7 8 -10 10 -12 12 -14 -15 -16 -17 -18 20 -20 -21 21 -23 24 -25 25 -27 27 -29 29 -31
leaf_value=0.17579961275634001 0.26010727888306245 0.013743558778923793 0.05267151085926302 0.077655031667874075 0.47663288263023884 -0.13861217075575363 -0.040019335736557637 -0.14272780001870003 -0.64555198487301824 0.18188296762811396 -0.59800191548737613 -0.20436142950925873 0.44014892354607582 -0.47114763403910082 -0.41432237171878417 -0.16288691649919954 -0.20311285076806179 -0.035784199119361627 -0.078111526700025746 0.0098990259992096253 -0.19373938723846718 -0.83798138485713436 -0.61418481741262521 0.268713942279176 -0.3732886926747031 0.25823405511451492 0.0084287296359737713 -0.69521608471870433 -0.28541115586982763 0.41286629953167653
leaf_weight=1012 151 1918 1912 1659 61 323 1458 348 40 193 22 609 26 49 48 116 52 628 464 298 135 22 46 82 45 33 42 40 94 22
leaf_count=1012 151 1918 1912 1659 61 323 1458 348 40 193 22 609 26 49 48 116 52 628 464 298 135 22 46 82 45 33 42 40 94 22
internal_value=0 0.021301 0.05639 0.103693 0.00491228 0.0250274 -0.0285546 -0.0725025 -0.194565 -0.0684394 0.102081 -0.0824272 -0.177972 -0.132993 -0.0731755 -0.00166875 0.16383 -0.0518778 0.00655242 0.0940448 -0.101595 -0.284015 -0.070329 -0.0352179 -0.294587 -0.106106 -0.0703199 -0.334813 0.0625826 -0.152979
internal_weight=0 9112 5348 2787 2561 2235 3764 1846 388 2836 215 2621 635 326 277 229 113 1986 913 449 1073 157 916 792 124 78 710 82 1775 116
internal_count=11948 9112 5348 2787 2561 2235 3764 1846 388 2836 215 2621 635 326 277 229 113 1986 913 449 1073 157 916 792 124 78 710 82 1775 116
is_linear=0
shrinkage=0.05
end of trees
feature_importances:
BON8=72
blue=67
black=57
BON4=56
BON2=54
BON5=52
grey=49
brown=46
BON7=44
BON3=43
yellow=43
BON6=40
BON1=31
green=29
BON10=21
BON9=20
no_players=19
x0_SCORE8=18
x0_SCORE2=15
x0_SCORE7=15
x5_SCORE9=15
x2_SCORE4=14
x3_SCORE5=14
x3_SCORE8=14
x4_SCORE3=14
x1_SCORE4=13
x1_SCORE8=13
x0_SCORE1=12
x2_SCORE1=12
x4_SCORE9=12
x5_SCORE5=11
x0_map1=11
x0_SCORE4=10
x5_SCORE3=10
x5_SCORE7=10
x0_map3=10
x0_SCORE9=9
x4_SCORE6=9
x1_SCORE3=8
x2_SCORE2=8
x2_SCORE5=8
x2_SCORE7=8
x3_SCORE1=8
x3_SCORE3=8
x3_SCORE6=8
x3_SCORE7=8
x0_map2=8
x1_SCORE7=7
x2_SCORE6=7
x2_SCORE8=7
x2_SCORE9=7
x4_SCORE4=7
x4_SCORE8=7
x5_SCORE6=7
x5_SCORE2=6
x5_SCORE8=6
x0_SCORE6=5
x1_SCORE1=5
x1_SCORE5=5
x1_SCORE6=5
x1_SCORE9=5
x3_SCORE4=5
x0_SCORE5=4
x2_SCORE3=4
x3_SCORE2=4
x4_SCORE5=4
x5_SCORE4=4
x1_SCORE2=3
x3_SCORE9=3
x4_SCORE2=3
x0_SCORE3=2
x4_SCORE7=2
parameters:
[boosting: dart]
[objective: regression]
[metric: l2]
[tree_learner: serial]
[device_type: cpu]
[linear_tree: 0]
[data: ]
[valid: ]
[num_iterations: 40]
[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: 0.7]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[early_stopping_round: 10]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[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:[]