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 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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 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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 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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 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1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 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-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:[]