21e05148c8
Deploy Iddaai Backend / build-and-deploy (push) Failing after 3m56s
- Add LeagueTier DB model and Prisma schema - Add league-tiers service (CRUD, sync, retrain trigger) - Add league-tiers controller with admin API endpoints - Add /v1/admin/retrain endpoint in AI engine (extract→train→reload pipeline) - Retrain V25 Pro with 48 quality leagues (MS accuracy: 26.9%→51.4%) - Update qualified_leagues.json (443→48 leagues) - Include V25 model files in repo for Docker deployment Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
43359 lines
2.2 MiB
Plaintext
43359 lines
2.2 MiB
Plaintext
tree
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version=v4
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num_class=9
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num_tree_per_iteration=9
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label_index=0
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max_feature_idx=151
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objective=multiclass num_class:9
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feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 Column_34 Column_35 Column_36 Column_37 Column_38 Column_39 Column_40 Column_41 Column_42 Column_43 Column_44 Column_45 Column_46 Column_47 Column_48 Column_49 Column_50 Column_51 Column_52 Column_53 Column_54 Column_55 Column_56 Column_57 Column_58 Column_59 Column_60 Column_61 Column_62 Column_63 Column_64 Column_65 Column_66 Column_67 Column_68 Column_69 Column_70 Column_71 Column_72 Column_73 Column_74 Column_75 Column_76 Column_77 Column_78 Column_79 Column_80 Column_81 Column_82 Column_83 Column_84 Column_85 Column_86 Column_87 Column_88 Column_89 Column_90 Column_91 Column_92 Column_93 Column_94 Column_95 Column_96 Column_97 Column_98 Column_99 Column_100 Column_101 Column_102 Column_103 Column_104 Column_105 Column_106 Column_107 Column_108 Column_109 Column_110 Column_111 Column_112 Column_113 Column_114 Column_115 Column_116 Column_117 Column_118 Column_119 Column_120 Column_121 Column_122 Column_123 Column_124 Column_125 Column_126 Column_127 Column_128 Column_129 Column_130 Column_131 Column_132 Column_133 Column_134 Column_135 Column_136 Column_137 Column_138 Column_139 Column_140 Column_141 Column_142 Column_143 Column_144 Column_145 Column_146 Column_147 Column_148 Column_149 Column_150 Column_151
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Tree=0
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num_leaves=8
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num_cat=0
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split_feature=36 40 40 95 40 95 3
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split_gain=607.054 154.945 104.413 51.0301 14.8209 13.5292 9.2714
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threshold=4.0650000000000004 2.9750000000000005 1.675 6.7499999999999991 3.4650000000000003 -2.2499999999999982 1704.4256057295754
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decision_type=2 2 2 2 2 2 2
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left_child=1 3 6 -1 -3 -4 -2
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right_child=2 4 5 -5 -6 -7 -8
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leaf_value=-1.3243453009829675 -1.3052281778802703 -1.3281713671552036 -1.322666999851311 -1.3175275382215799 -1.3321385573208322 -1.3155191511715398 -1.3180505461169776
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leaf_weight=1393.7081429958344 260.79802107810974 350.07626438140869 51.016139030456543 207.58291053771973 445.07183361053467 367.88793361186981 18.471360683441162
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leaf_count=6338 1186 1592 232 944 2024 1673 84
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internal_value=-1.32266 -1.3258 -1.31201 -1.32344 -1.33048 -1.31637 -1.3059
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internal_weight=3094.61 2396.44 698.173 1601.29 795.148 418.904 279.269
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internal_count=14073 10898 3175 7282 3616 1905 1270
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is_linear=0
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shrinkage=1
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Tree=1
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num_leaves=8
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num_cat=0
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split_feature=35 85 118 116 126 40 106
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split_gain=27.7745 21.095 10.0527 5.19843 4.83252 4.52553 3.9239
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threshold=3.8150000000000004 0.023920335429769301 1.1000000000000003 -0.41649999999999993 2.3875000000000006 4.8350000000000009 0.8590000000000001
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decision_type=2 2 2 2 2 2 2
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left_child=1 2 -1 -3 6 -6 -2
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right_child=4 3 -4 -5 5 -7 -8
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leaf_value=-2.891181868631703 -2.8980607276722385 -2.8895977560871797 -2.8876782544936295 -2.8964690987454724 -2.8853714428257833 -2.8950788661840883 -2.8919526231392765
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leaf_weight=227.03253738582134 99.127713076770306 18.162602990865707 363.60587675869465 84.267401538789272 6.7225218862295133 7.1942778080701828 23.764704562723637
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leaf_count=3850 1681 308 6166 1429 114 122 403
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internal_value=-2.89103 -2.88996 -2.889 -2.8952 -2.89622 -2.88982 -2.89701
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internal_weight=829.878 693.068 590.638 102.43 136.809 13.9168 122.892
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internal_count=14073 11753 10016 1737 2320 236 2084
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is_linear=0
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shrinkage=1
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Tree=2
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num_leaves=8
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num_cat=0
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split_feature=40 31 42 41 133 118 3
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split_gain=33.5937 12.4751 9.47906 9.30312 10.0105 5.53114 3.19904
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threshold=2.9750000000000005 0.2007194244604317 4.3150000000000004 1.8450000000000004 1.0500000000000003 1.3665 1462.1414527152465
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decision_type=2 2 2 2 2 2 2
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left_child=1 2 -1 6 -5 -3 -2
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right_child=3 5 -4 4 -6 -7 -8
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leaf_value=-3.7838409935234174 -3.7783755234696907 -3.7844399623322102 -3.7896267753438995 -3.782168495780641 -3.7703789102268583 -3.7769295396996627 -3.785058607742005
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leaf_weight=133.64979665726423 12.138605127111079 20.272721964865923 72.030733104795218 16.818850815296173 43.47372599132359 35.765086034312844 18.070253405719995
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leaf_count=5340 485 810 2878 672 1737 1429 722
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internal_value=-3.78224 -3.78464 -3.7861 -3.77577 -3.77316 -3.77953 -3.78202
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internal_weight=352.22 261.718 205.681 90.5014 60.2926 56.0378 30.2089
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internal_count=14073 10457 8218 3616 2409 2239 1207
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is_linear=0
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shrinkage=1
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Tree=3
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num_leaves=8
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threshold=3.3250000000000006 1.5000000000000002 2.5150000000000001 0.44950000000000007 5.9999999999999991 1488.6988923640308 1560.9408957765024
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Tree=7
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Tree=8
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Tree=10
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Tree=11
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threshold=2.9750000000000005 0.2007194244604317 4.3150000000000004 1.8450000000000004 0.26200000000000007 0.062000000000000006 2.2500000000000004
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Tree=12
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threshold=2.1650000000000005 -1.5000000000000002 -0.24520325203252033 3.1250000000000004 0.54358014385617659 0.39666666666666667 1.1075000000000002
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Tree=13
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Tree=14
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Tree=15
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Tree=16
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threshold=3.9650000000000003 -0.23091011871113623 1.5000000000000002 0.59050000000000014 1.9750000000000003 1634.0394275883634 0.41111655002225012
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Tree=17
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threshold=2.4950000000000006 3.0350000000000006 1.9950000000000003 4.5000000000000009 4.8350000000000009 2.7450000000000006 0.26796584848230992
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Tree=19
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Tree=20
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threshold=3.6050000000000004 4.3150000000000004 0.58900000000000008 2.0450000000000004 1.8350000000000002 1.5855000000000004 1505.3806414027015
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decision_type=2 2 2 2 2 2 2
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Tree=21
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threshold=3.5150000000000001 3.7050000000000005 19.050000000000004 -1.499999999999998 0.54150293202056043 1.1340000000000001 40.900800088414719
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decision_type=2 2 2 2 2 2 2
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Tree=22
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threshold=1.7850000000000004 3.9550000000000005 1.7950000000000002 0.89200000000000013 1.0000000180025095e-35 0.59548780782927435 1498.2554370848738
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internal_count=14073 10142 3931 8162 1965 1980 1966
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is_linear=0
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shrinkage=0.0130895
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Tree=23
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threshold=2.9650000000000003 3.9250000000000003 1.4750000000000003 4.5000000000000009 1.3452380952380956 0.50612500000000005 0.7629166666666668
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Tree=24
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threshold=3.3250000000000006 1.5000000000000002 1.0950000000000004 1.6675000000000002 5.9999999999999991 1488.6988923640308 1560.9408957765024
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Tree=25
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threshold=2.2150000000000003 -0.22602006688963208 1.5000000000000002 2.5000000000000004 0.047000000000000007 2.378571428571429 0.59050000000000014
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shrinkage=0.0130895
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Tree=26
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threshold=2.4950000000000006 3.0350000000000006 1.9950000000000003 -6.7499999999999973 4.8350000000000009 2.7450000000000006 1711.9054731033075
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decision_type=2 2 2 2 2 2 2
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leaf_count=718 788 3498 375 4306 2361 1976 51
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internal_weight=2259.25 1738.43 520.819 807.512 930.914 381.932 138.887
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Tree=27
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split_feature=36 34 40 85 34 99 3
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split_gain=549.23 154.851 91.4574 41.6493 39.3109 9.52621 8.42881
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threshold=4.0650000000000004 2.0050000000000003 1.675 0.16893280632411059 2.8950000000000005 0.5590277777777779 1704.4256057295754
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decision_type=2 2 2 2 2 2 2
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internal_weight=3093.31 2382.5 710.802 1131.1 1251.41 423.687 287.115
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internal_count=14073 10898 3175 5147 5751 1905 1270
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shrinkage=0.0130895
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Tree=28
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split_feature=35 85 55 56 142 56 9
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split_gain=25.9373 19.7241 9.47286 8.17668 6.94942 5.89588 5.44522
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threshold=3.8150000000000004 0.023920335429769301 1.9750000000000003 1.9350000000000003 -0.58199999999999985 2.1750000000000003 0.65476190476190488
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decision_type=2 2 2 2 2 2 2
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leaf_weight=558.1965534761548 17.371726393699646 93.389180768281221 36.540171951055527 7.3747375607490566 21.937394179403782 8.0689082369208318 88.130426783114672
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leaf_count=9399 298 1600 617 125 375 137 1522
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internal_count=14073 11753 10016 2320 500 1737 1820
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is_linear=0
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shrinkage=0.0130895
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Tree=29
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split_feature=40 31 42 133 49 45 47
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split_gain=31.2795 12.0464 9.12031 8.73372 10.315 5.66254 4.85972
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threshold=2.9750000000000005 0.2007194244604317 4.3150000000000004 1.0500000000000003 3.8850000000000002 1.0550000000000004 1.4550000000000003
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decision_type=2 2 2 2 2 2 2
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leaf_value=-0.0013095902578262773 0.0059960704679523956 0.0059014259166233901 -0.0070198945263804319 0.010681611974722593 -0.0022313785920515961 -0.0015517654363379975 -0.002839127690262325
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internal_count=14073 10457 8218 3616 2508 2239 1108
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is_linear=0
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shrinkage=0.0130895
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Tree=30
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threshold=3.5150000000000001 3.7050000000000005 5.9999999999999991 -1.5000000000000002 1.9150000000000003 1.8150000000000002 1.1075000000000002
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decision_type=2 2 2 2 2 2 2
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internal_count=14073 7891 6368 6182 5138 1044 1523
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is_linear=0
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shrinkage=0.0130895
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Tree=31
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threshold=3.2450000000000006 3.9550000000000005 -0.13132376395534293 1.1650000000000003 1.0000000180025095e-35 0.59548780782927435 -0.47099999999999992
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decision_type=2 2 2 2 2 2 2
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Tree=115
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Tree=117
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Tree=340
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Tree=341
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Tree=342
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Tree=344
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Tree=345
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Tree=489
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Tree=570
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Tree=571
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Tree=572
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Tree=573
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Tree=574
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Tree=575
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threshold=2.8550000000000004 3.9950000000000006 2.5000000000000004 5.9650000000000007 2.0350000000000006 20.550000000000004 0.10467592153390461
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Tree=914
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Tree=915
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Tree=917
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threshold=-2.2499999999999982 0.41442428529949099 1.635 1.5855000000000004 1.2321428571428574 9.7500000000000018 0.13764791915968619
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Tree=1100
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Tree=1101
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Tree=1102
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Tree=1103
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Tree=1187
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Tree=1243
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Tree=1247
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Tree=1248
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Tree=1388
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Tree=1391
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Tree=1645
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threshold=0.30785714285714288 0.13244153082919916 0.96155000000000013 0.29200000000000004 1553.2233096581019 0.18100000000000002 0.29450000000000004
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Tree=1646
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Tree=1647
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Tree=1679
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Tree=1688
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Tree=1690
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Tree=1693
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Tree=1705
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Tree=1707
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Tree=1721
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Tree=1787
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Tree=1788
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decision_type=2 2 2 2 2 2 2
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Tree=1789
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Tree=1790
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Tree=1791
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Tree=1792
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Tree=1793
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Tree=1794
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split_gain=12.4613 11.1 9.25431 5.34722 6.71468 4.20974 3.68545
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threshold=6.7499999999999991 -15.749999999999996 -0.19718676122931436 0.18765000000000001 5.9500000000000011 0.28202609608175649 0.16795000000000002
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Tree=1803
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Tree=1804
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Tree=1805
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threshold=8.25 0.53137254901960795 0.18386349555029852 5.5500000000000007 -0.45393665158371038 2.0500000000000003 1.6835000000000002
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Tree=1808
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Tree=1862
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Tree=1863
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Tree=1864
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Tree=1865
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Tree=1866
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Tree=1867
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Tree=1868
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decision_type=2 2 2 2 2 2 2
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Tree=1891
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decision_type=2 2 2 2 2 2 2
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Tree=1892
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decision_type=2 2 2 2 2 2 2
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Tree=1893
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threshold=0.55000000000000016 3.5000000000000004 0.11933452006024915 5.2750000000000012 3.5000000000000004 -0.00064999999999999986 0.099999999999999964
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decision_type=2 2 2 2 2 2 2
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Tree=1894
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Tree=1895
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threshold=3.9250000000000003 0.15744386118401868 0.62839366515837114 0.48150423393478953 -0.022916666666666644 1.2450000000000003 1421.8683544333271
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decision_type=2 2 2 2 2 2 2
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Tree=1896
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threshold=1496.5992822155449 19.050000000000004 2.1250000000000004 0.44816666666666666 3.1850000000000005 0.41428571428571431 2.5000000000000004
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Tree=1897
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threshold=0.16145000000000001 0.039452054794520457 0.4931666666666667 0.82405000000000006 0.7238095238095239 13.050000000000002
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Tree=1898
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Tree=1964
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Tree=1965
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threshold=-0.21570747217806038 5.2350000000000012 0.58612500000000012 1488.1063739193269 1.5850000000000002 1.2930000000000004 0.76350000000000018
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Tree=1966
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threshold=0.24269371034620571 0.48050000000000004 4.2678571428571432 0.15605000000000002 11.725000000000001 1.5166666666666668 0.44292175993420807
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Tree=1967
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threshold=-3.75 0.28650000000000003 1.6460000000000001 2.7611408199643499 2.1650000000000005 0.050893238614556857 0.69450000000000001
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Tree=1968
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threshold=-0.069468085106382929 -0.30549999999999994 1.2930000000000004 4.6250000000000009 -0.00054999999999999982 0.32850000000000007 -1.0000000180025095e-35
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Tree=1969
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Tree=1970
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threshold=6.4450000000000012 0.25001118310045645 1493.3052807289894 0.76250000000000007 -0.62349999999999983 3.2489714609078679
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Tree=1971
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Tree=1980
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Tree=1981
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Tree=1982
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Tree=1983
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Tree=1984
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Tree=1985
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Tree=1986
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Tree=1988
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threshold=0.42976513239726083 0.52316666666666678 1567.040503351592 19.850000000000005 0.235533237685318 0.68150000000000011 1.1000000000000003
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Tree=1989
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threshold=-0.7533333333333333 2.5000000000000004 2.5000000000000004 0.039452054794520457
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Tree=1990
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threshold=0.76400000000000012 3.4142857142857146 0.27050000000000007 1.0333333333333337 -30.446274747526328 0.16150000000000003 0.11250000000000002
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Tree=1991
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threshold=5.1350000000000007 3.6333333333333337 1.3785714285714288 3.0750000000000006 2.4720000000000004 1.6200000000000003 2.2110000000000007
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Tree=1992
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threshold=5.2750000000000012 0.48816666666666669 -0.24520325203252033 0.15635629251700683 2.7640000000000007 1.0000000180025095e-35 1488.1063739193269
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Tree=1993
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threshold=3.2750000000000004 1.0000000180025095e-35 8.6750000000000025 3.8650000000000007 13.250000000000002 0.18291666666666667 2.8166666666666669
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Tree=1994
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threshold=0.072307692307692267 4.745000000000001 -0.69449999999999978 0.45000000000000007 0.88200000000000012 1591.9558519953259 2.2930000000000006
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Tree=1995
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split_gain=7.25617 7.49286 9.35793 5.89483 4.90824 4.7359 2.96189
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threshold=-0.069468085106382929 1562.0820257905882 1.1055000000000004 0.26562533285341133 -0.00044999999999999993 7.3500000000000005 2.5152597294757348
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decision_type=2 2 2 2 2 2 2
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internal_weight=446.088 373.631 286.218 87.4129 72.4576 23.5974 48.8602
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Tree=1996
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split_gain=7.19484 7.24942 7.07147 6.09858 5.39981 4.88731 4.55461
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threshold=1627.1140755449317 1.1000000000000003 3.9650000000000003 0.56050000000000011 -0.53549999999999998 0.37139475724226889 0.70765220975686816
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decision_type=2 2 2 2 2 2 2
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leaf_weight=500.45374909043312 15.288160458207132 8.311457457020877 40.452288734726608 76.746083538979292 43.918750884011388 6.3583034891635171 15.287080867215989
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is_linear=0
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Tree=1997
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split_gain=10.4583 10.999 8.27142 6.47701 9.69196 5.7366 5.23442
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threshold=0.42976513239726083 0.52316666666666678 -0.016638655462184845 0.235533237685318 0.68150000000000011 1.1000000000000003 -0.070999999999999994
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decision_type=2 2 2 2 2 2 2
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right_child=3 2 -4 5 -6 -7 -8
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leaf_value=-0.0024131127929130497 0.0039623603567881457 0.0041000414679805757 3.0093795730707676e-05 -0.0056813055797173065 9.6410490783131847e-05 0.0010939642569179073 -0.00061834861587994623
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internal_weight=2120.8 1614.28 464.089 506.524 435.586 70.9378 1150.19
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is_linear=0
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Tree=1998
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split_gain=10.9989 17.4301 11.1957 9.25411 8.08049 7.93143 7.48918
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threshold=2.5000000000000004 2.5000000000000004 6.3750000000000009 2.1180000000000008 14.550000000000002 0.62202380952380965 -6.7499999999999973
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decision_type=2 2 2 2 2 2 2
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Tree=1999
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split_gain=8.09944 7.05713 4.9811 4.81646 7.04954 5.1618 3.19504
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threshold=0.76400000000000012 2.7070000000000003 0.04424010217113656 0.50468378703219485 1504.2796619741546 0.092914111934075616 2.3165000000000004
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decision_type=2 2 2 2 2 2 2
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Tree=2000
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split_gain=5.24966 5.86669 4.54784 4.2465 3.58661 2.84248 2.51632
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threshold=-0.22602006688963208 3.6333333333333337 0.50196630607383896 1.675 0.35055000000000008 0.95000000000000007 8.9350000000000005
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Tree=2001
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decision_type=2 2 2 2 2 2 2
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Tree=2002
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threshold=3.2750000000000004 1.0000000180025095e-35 8.6750000000000025 3.8650000000000007 -0.0033499999999999992 1.2583333333333335 2.8166666666666669
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decision_type=2 2 2 2 2 2 2
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right_child=1 2 -4 5 -6 -7 -8
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Tree=2003
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threshold=0.072307692307692267 4.745000000000001 0.45000000000000007 5.6833333333333345 0.60183333333333344 1.2110000000000001 1.8619047619047622
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decision_type=2 2 2 2 2 2 2
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internal_weight=1451.55 1297.34 89.0088 1208.33 154.212 144.011 10.2011
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Tree=2004
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threshold=0.44527777777777783 0.2621301108055536 26.071839049624831 -0.064462279293739988 1.5523809523809526 0.41428571428571431 0.54150293202056043
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decision_type=2 2 2 2 2 2 2
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Tree=2005
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threshold=1627.1140755449317 1.1000000000000003 3.9650000000000003 0.17305000000000001 0.56050000000000011 0.37139475724226889 0.70765220975686816
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decision_type=2 2 2 2 2 2 2
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Tree=2006
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threshold=0.50472222222222241 0.086570052833251351 19.850000000000005 1.2850000000000004 1467.3017005555341 -2.2499999999999982 1.8165000000000002
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decision_type=2 2 2 2 2 2 2
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Tree=2007
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threshold=-0.7533333333333333 2.5000000000000004 2.5000000000000004 0.56333333333333335
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Tree=2008
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threshold=0.76400000000000012 2.7070000000000003 1.6835000000000002 -30.446274747526328 0.16150000000000003 2.3165000000000004 0.11250000000000002
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decision_type=2 2 2 2 2 2 2
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internal_weight=825.181 765.134 733.221 60.047 49.8725 31.9132 10.1745
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Tree=2009
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split_gain=5.17326 5.82279 4.00812 3.74867 3.69897 3.5651 2.32469
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threshold=-0.28713735558408215 3.6333333333333337 0.87350000000000005 0.50196630607383896 0.64495798319327746 0.32645000000000007 1.6460000000000001
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leaf_weight=5.1803609542548674 219.17518785130233 7.7793760308995834 48.830224482808262 46.563690860755742 7.3505903389304859 4.9327642368152738 5.3993934476748109
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is_linear=0
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shrinkage=0.0130895
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Tree=2010
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split_gain=12.21 12.2632 10.4002 7.84055 7.38692 7.33036 6.75095
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threshold=4.8150000000000004 0.49788888888888888 -0.24520325203252033 -1.0000000180025095e-35 1.1550000000000002 0.36931818181818182 5.5277777777777786
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decision_type=2 2 2 2 2 2 2
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leaf_weight=43.201452452689409 13.612237736582754 45.044955775141716 1336.3965315334499 85.36804722994566 43.199790589511395 274.46398320049047 171.33074926957488
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internal_weight=2012.62 418.489 1594.13 98.9803 86.4012 319.509 1507.73
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is_linear=0
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shrinkage=0.0130895
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Tree=2011
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split_gain=7.06998 9.98275 11.8337 8.86375 9.23457 9.21118 5.12683
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threshold=3.2750000000000004 1.0000000180025095e-35 8.6750000000000025 3.8650000000000007 13.250000000000002 -0.0033499999999999992 2.8166666666666669
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decision_type=2 2 2 2 2 2 2
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leaf_weight=86.76093877106905 198.44846500456333 235.1135768070817 153.17717675119638 68.666472665965557 24.946132451295853 1230.2665814384818 7.3658177554607382
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leaf_count=551 1713 2108 1215 486 180 7800 63
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internal_weight=2004.75 594.105 388.291 1410.64 93.6126 1317.03 205.814
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is_linear=0
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shrinkage=0.0130895
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Tree=2012
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split_feature=85 40 135 114 27 135 10
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split_gain=10.8728 7.88646 8.78656 8.20664 4.17233 3.73524 1.67366
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threshold=0.072307692307692267 4.745000000000001 -0.69449999999999978 0.45000000000000007 0.60183333333333344 0.6110000000000001 1.8619047619047622
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decision_type=2 2 2 2 2 2 2
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Tree=2013
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threshold=0.44527777777777783 3.1650000000000005 123.76314141667217 0.87500000000000011 0.62828947368421062 1.3675000000000004 0.74456521739130443
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decision_type=2 2 2 2 2 2 2
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shrinkage=0.0130895
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Tree=2014
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split_gain=6.87903 7.32584 6.8313 5.8571 5.45264 4.46481 2.44792
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threshold=1627.1140755449317 1458.2878506595262 3.9650000000000003 0.56050000000000011 -0.33549999999999996 0.70765220975686816 0.6132478632478634
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decision_type=2 2 2 2 2 2 2
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leaf_count=9495 124 262 1252 1505 796 497 185
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shrinkage=0.0130895
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Tree=2015
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decision_type=2 2 2 2 2 2 2
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Tree=2017
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Tree=2019
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decision_type=2 2 2 2 2 2
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Tree=2020
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decision_type=2 2 2 2 2 2 2
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Tree=2021
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Tree=2022
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threshold=0.65301003344481623 1.7945000000000002 0.24423393900191323 0.16900000000000004 1.0000000180025095e-35 0.26562533285341133 1.175
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Tree=2023
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threshold=0.55414285714285716 20.850000000000005 8.0500000000000025 0.77500000000000013 0.59545454545454557 25.050000000000004 0.82405000000000006
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Tree=2024
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split_gain=12.6185 10.6932 11.4352 7.54588 7.64477 6.91061 1.99297
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threshold=3.8950000000000005 0.11372875092387287 3.6250000000000004 0.15476190476190474 -0.13132376395534293 0.062916666666666662 1501.967995928926
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decision_type=2 2 2 2 2 2 2
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is_linear=0
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Tree=2025
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threshold=9.75 -0.7533333333333333 4.1850000000000014 0.0070833333333332514 0.48684210526315791 1485.962350406817
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decision_type=2 2 2 2 2 2
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shrinkage=0.0130895
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Tree=2026
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threshold=4.245000000000001 0.92600000000000016 0.071249999999999966 0.78900000000000015 0.33166666666666672 2.4720000000000004 1574.709031446858
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decision_type=2 2 2 2 2 2 2
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Tree=2027
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threshold=0.19225000000000003 1.0333333333333337 4.7638888888888902 1404.5425997246773 0.40950000000000003 3.7250000000000005 0.15476190476190474
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Tree=2028
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threshold=2.7640000000000007 -0.5116666666666666 0.26185000000000008 0.029605263157894701 1495.5843271745141 0.58612500000000012
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decision_type=2 2 2 2 2 2
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Tree=2029
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threshold=0.15041666666666667 2.3250000000000006 0.18612670408981552 1.2360000000000002 2.8166666666666669 7.9500000000000011 2.8804761904761906
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Tree=2055
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Tree=2056
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Tree=2057
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Tree=2156
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Tree=2157
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Tree=2158
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Tree=2159
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Tree=2160
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Tree=2240
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threshold=-2.2499999999999982 1.5850000000000002 1513.3376141750603 7.7500000000000009 -0.19718676122931436 1572.6234501699353 0.50316666666666687
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Tree=2242
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Tree=2243
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Tree=2244
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decision_type=2 2 2 2 2 2 2
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Tree=2245
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Tree=2246
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Tree=2247
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|
|
threshold=0.17399267399267399 0.34848484848484851 0.78416149068322993 3.7071428571428577 0.62323806241620983 0.70850000000000002 4.9500000000000011
|
|
decision_type=2 2 2 2 2 2 2
|
|
left_child=2 4 5 -3 -2 -1 -4
|
|
right_child=1 3 6 -5 -6 -7 -8
|
|
leaf_value=0.012204266226217356 -0.0043838907390245374 0.0016195842010980996 0.00147872225629303 -0.00027269865195016956 0.0038117947486759505 0.0018424863022294259 -0.0037102940738744897
|
|
leaf_weight=14.520495958626272 125.3002540320158 600.51766570657492 6.5234015658497793 1243.7715478055179 9.319096237421034 8.6507030092179757 7.3225587978959084
|
|
leaf_count=88 1008 4443 42 8416 52 59 54
|
|
internal_value=0.000207148 6.40028e-05 0.00623402 0.000348792 -0.00359472 0.0100429 -0.00166778
|
|
internal_weight=2015.93 1978.91 37.0172 1844.29 134.619 23.1712 13.846
|
|
internal_count=14162 13919 243 12859 1060 147 96
|
|
is_linear=0
|
|
shrinkage=0.0130895
|
|
|
|
|
|
Tree=2263
|
|
num_leaves=8
|
|
num_cat=0
|
|
split_feature=149 35 40 122 120 138 103
|
|
split_gain=7.99967 7.09739 5.76332 5.40364 6.95858 6.5661 1.28425
|
|
threshold=0.4688957032352174 3.6050000000000004 2.2850000000000006 0.92600000000000016 1.6460000000000001 1.5000000000000002 0.66750000000000009
|
|
decision_type=2 2 2 2 2 2 2
|
|
left_child=1 2 -1 5 -5 -2 -3
|
|
right_child=3 6 -4 4 -6 -7 -8
|
|
leaf_value=0.0064789305759059687 0.0050225052931559024 -0.0056914420615765873 0.0015318715568345706 0.0006369549329547934 -0.0011782132045463952 -0.0028183536903894899 0.00059217610035672481
|
|
leaf_weight=53.611285269260406 11.10641125962138 11.177839361131193 136.05454865098 1060.7839776985347 536.71176085621119 194.5619947463274 5.2512808404862872
|
|
leaf_count=329 74 112 713 7348 4248 1291 47
|
|
internal_value=4.51647e-05 0.0024263 0.00318175 -0.000238728 2.36182e-05 -0.00218414 -0.00421482
|
|
internal_weight=2009.26 206.095 189.666 1803.16 1597.5 205.668 16.4291
|
|
internal_count=14162 1201 1042 12961 11596 1365 159
|
|
is_linear=0
|
|
shrinkage=0.0130895
|
|
|
|
|
|
Tree=2264
|
|
num_leaves=8
|
|
num_cat=0
|
|
split_feature=96 103 12 11 25 9 47
|
|
split_gain=9.23787 7.54766 8.32568 7.59557 6.86848 6.66138 5.202
|
|
threshold=4.5000000000000009 0.89450000000000018 1.0000000180025095e-35 0.51666666666666672 0.77500000000000013 2.6333333333333337 1.6650000000000003
|
|
decision_type=2 2 2 2 2 2 2
|
|
left_child=1 3 -3 -1 5 -2 -6
|
|
right_child=4 2 -4 -5 6 -7 -8
|
|
leaf_value=0.0037680282571157767 -0.0032650400750298177 -0.001306257285453599 0.0027800126155311817 -0.0009143918676804445 0.002851237032369057 0.0044041481444478028 -0.0031784874531727305
|
|
leaf_weight=56.454712919890881 280.8865085169673 106.92341438494623 335.36952724866569 562.07232019677758 71.316312652081251 12.393002789467571 25.860400639474392
|
|
leaf_count=477 3462 842 2733 5349 903 120 276
|
|
internal_value=-0.000136317 0.000498909 0.00178521 -0.000434495 -0.00183187 -0.00280801 0.00110138
|
|
internal_weight=1451.28 1060.82 442.293 618.527 390.456 293.28 97.1767
|
|
internal_count=14162 9401 3575 5826 4761 3582 1179
|
|
is_linear=0
|
|
shrinkage=0.0130895
|
|
|
|
|
|
Tree=2265
|
|
num_leaves=7
|
|
num_cat=0
|
|
split_feature=2 142 84 31 31 30
|
|
split_gain=10.0857 6.53586 5.46539 8.07059 7.85896 0.196263
|
|
threshold=289.72889284509807 -1.0000000180025095e-35 0.011458333333333301 0.1482928240740741 0.13853769992383855 0.17871660859465732
|
|
decision_type=2 2 2 2 2 2
|
|
left_child=2 5 3 -1 -4 -2
|
|
right_child=1 -3 4 -5 -6 -7
|
|
leaf_value=-0.0021853602509665534 0.00042958412264033815 0.012639514102346497 0.0014930131730869227 0.0017661903895800225 -0.0058121180831462883 -0.0026017359897019471
|
|
leaf_weight=156.71964003611356 1.7499932274222372 6.0314795169979316 32.759192794561386 179.18388896994293 65.815822096541524 2.7045922838151455
|
|
leaf_count=5110 43 122 975 5923 1922 67
|
|
internal_value=-0.000512453 0.0085125 -0.000914681 -8.72132e-05 -0.00346956 -0.00193555
|
|
internal_weight=444.965 10.4861 434.479 335.904 98.575 4.45459
|
|
internal_count=14162 232 13930 11033 2897 110
|
|
is_linear=0
|
|
shrinkage=0.0130895
|
|
|
|
|
|
Tree=2266
|
|
num_leaves=8
|
|
num_cat=0
|
|
split_feature=26 94 149 41 22 77 77
|
|
split_gain=5.77172 5.60269 4.89606 8.49421 5.78491 3.61655 0.473974
|
|
threshold=0.39050000000000007 11.400000000000002 0.61941211201079638 2.1950000000000007 0.70833333333333337 1.1547619047619049 1.7238095238095241
|
|
decision_type=2 2 2 2 2 2 2
|
|
left_child=1 6 4 -4 -2 -3 -1
|
|
right_child=2 5 3 -5 -6 -7 -8
|
|
leaf_value=-0.0033947223153575341 -0.00083115225482953609 -2.0667311014237714e-05 0.0085896302072116393 -0.0031382651820861629 0.0028956276696316661 0.010474164473889356 0.00076011271585120553
|
|
leaf_weight=5.2895498145371702 583.1552758840844 7.4466857351362732 17.268409240990881 10.713739905506371 71.383093656972051 12.648362047970293 2.4480726476758718
|
|
leaf_count=109 11746 126 325 259 1337 209 51
|
|
internal_value=0.00014501 0.00513036 -0.000128588 0.00445207 -0.000387702 0.00786005 -0.00239108
|
|
internal_weight=710.353 27.8327 682.521 27.9821 654.538 20.095 7.73762
|
|
internal_count=14162 495 13667 584 13083 335 160
|
|
is_linear=0
|
|
shrinkage=0.0130895
|
|
|
|
|
|
Tree=2267
|
|
num_leaves=8
|
|
num_cat=0
|
|
split_feature=95 42 123 137 34 7 31
|
|
split_gain=10.3979 12.5363 9.90909 7.93112 7.34196 14.4617 9.72394
|
|
threshold=-2.2499999999999982 1.5850000000000002 1.5665000000000002 7.7500000000000009 1.425 -25.78318322104337 0.12352614787071711
|
|
decision_type=2 2 2 2 2 2 2
|
|
left_child=1 2 -1 -3 5 -2 -6
|
|
right_child=4 3 -4 -5 6 -7 -8
|
|
leaf_value=0.001208048045939925 0.0070710489833403249 -0.00069687974918569717 0.0086896176083588426 0.0019958687257931283 0.0019901707672341992 -0.0033052653187668323 -0.00092774213766257606
|
|
leaf_weight=66.077649034559727 15.880545008927582 412.26368103176355 52.781533420085907 328.27730911970139 258.30592950060964 267.46529527381063 714.2157204002142
|
|
leaf_count=308 105 2122 217 1677 1898 3084 4751
|
|
internal_value=6.79495e-05 0.00116992 0.00494225 0.00050736 -0.000689386 -0.00250507 -0.000140512
|
|
internal_weight=2115.27 859.4 118.859 740.541 1255.87 283.346 972.522
|
|
internal_count=14162 4324 525 3799 9838 3189 6649
|
|
is_linear=0
|
|
shrinkage=0.0130895
|
|
|
|
|
|
end of trees
|
|
|
|
feature_importances:
|
|
Column_85=1429
|
|
Column_95=692
|
|
Column_36=557
|
|
Column_34=521
|
|
Column_35=453
|
|
Column_40=422
|
|
Column_42=384
|
|
Column_4=283
|
|
Column_148=268
|
|
Column_145=256
|
|
Column_27=245
|
|
Column_99=242
|
|
Column_3=231
|
|
Column_26=206
|
|
Column_30=203
|
|
Column_29=192
|
|
Column_31=188
|
|
Column_86=187
|
|
Column_28=168
|
|
Column_136=167
|
|
Column_39=158
|
|
Column_56=157
|
|
Column_149=157
|
|
Column_130=153
|
|
Column_96=148
|
|
Column_1=144
|
|
Column_110=144
|
|
Column_2=143
|
|
Column_7=141
|
|
Column_104=140
|
|
Column_103=137
|
|
Column_6=136
|
|
Column_137=136
|
|
Column_147=136
|
|
Column_44=134
|
|
Column_49=134
|
|
Column_142=132
|
|
Column_105=131
|
|
Column_98=129
|
|
Column_38=126
|
|
Column_5=124
|
|
Column_141=124
|
|
Column_132=121
|
|
Column_93=120
|
|
Column_80=118
|
|
Column_91=118
|
|
Column_133=117
|
|
Column_134=117
|
|
Column_11=116
|
|
Column_92=115
|
|
Column_131=115
|
|
Column_135=113
|
|
Column_111=111
|
|
Column_8=109
|
|
Column_0=108
|
|
Column_41=106
|
|
Column_123=106
|
|
Column_120=104
|
|
Column_144=104
|
|
Column_97=102
|
|
Column_37=101
|
|
Column_121=99
|
|
Column_102=98
|
|
Column_127=97
|
|
Column_94=96
|
|
Column_90=93
|
|
Column_9=90
|
|
Column_53=89
|
|
Column_122=89
|
|
Column_114=81
|
|
Column_143=81
|
|
Column_10=77
|
|
Column_22=73
|
|
Column_115=71
|
|
Column_47=70
|
|
Column_126=70
|
|
Column_106=67
|
|
Column_79=65
|
|
Column_55=61
|
|
Column_51=60
|
|
Column_46=59
|
|
Column_52=58
|
|
Column_118=58
|
|
Column_89=57
|
|
Column_100=57
|
|
Column_101=50
|
|
Column_113=50
|
|
Column_23=49
|
|
Column_150=49
|
|
Column_109=47
|
|
Column_107=46
|
|
Column_12=42
|
|
Column_138=40
|
|
Column_146=39
|
|
Column_13=37
|
|
Column_16=37
|
|
Column_54=37
|
|
Column_124=34
|
|
Column_20=33
|
|
Column_48=33
|
|
Column_125=33
|
|
Column_19=31
|
|
Column_119=31
|
|
Column_50=30
|
|
Column_116=30
|
|
Column_45=29
|
|
Column_78=27
|
|
Column_84=27
|
|
Column_14=24
|
|
Column_117=24
|
|
Column_112=22
|
|
Column_18=21
|
|
Column_77=20
|
|
Column_15=19
|
|
Column_17=19
|
|
Column_108=18
|
|
Column_21=17
|
|
Column_25=17
|
|
Column_24=16
|
|
Column_128=16
|
|
Column_140=14
|
|
Column_139=13
|
|
Column_151=6
|
|
Column_129=5
|
|
Column_81=3
|
|
Column_58=1
|
|
|
|
parameters:
|
|
[boosting: gbdt]
|
|
[objective: multiclass]
|
|
[metric: multi_logloss]
|
|
[tree_learner: serial]
|
|
[device_type: cpu]
|
|
[data_sample_strategy: bagging]
|
|
[data: ]
|
|
[valid: ]
|
|
[num_iterations: 1500]
|
|
[learning_rate: 0.0130895]
|
|
[num_leaves: 8]
|
|
[num_threads: 4]
|
|
[seed: 42]
|
|
[deterministic: 0]
|
|
[force_col_wise: 0]
|
|
[force_row_wise: 0]
|
|
[histogram_pool_size: -1]
|
|
[max_depth: 3]
|
|
[min_data_in_leaf: 44]
|
|
[min_sum_hessian_in_leaf: 0.001]
|
|
[bagging_fraction: 0.744087]
|
|
[pos_bagging_fraction: 1]
|
|
[neg_bagging_fraction: 1]
|
|
[bagging_freq: 4]
|
|
[bagging_seed: 400]
|
|
[bagging_by_query: 0]
|
|
[feature_fraction: 0.790605]
|
|
[feature_fraction_bynode: 1]
|
|
[feature_fraction_seed: 30056]
|
|
[extra_trees: 0]
|
|
[extra_seed: 12879]
|
|
[early_stopping_round: 0]
|
|
[early_stopping_min_delta: 0]
|
|
[first_metric_only: 0]
|
|
[max_delta_step: 0]
|
|
[lambda_l1: 2.01297e-05]
|
|
[lambda_l2: 9.87919]
|
|
[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: 17869]
|
|
[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]
|
|
[use_quantized_grad: 0]
|
|
[num_grad_quant_bins: 4]
|
|
[quant_train_renew_leaf: 0]
|
|
[stochastic_rounding: 1]
|
|
[linear_tree: 0]
|
|
[max_bin: 255]
|
|
[max_bin_by_feature: ]
|
|
[min_data_in_bin: 3]
|
|
[bin_construct_sample_cnt: 200000]
|
|
[data_random_seed: 175]
|
|
[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: ]
|
|
[precise_float_parser: 0]
|
|
[parser_config_file: ]
|
|
[objective_seed: 16083]
|
|
[num_class: 9]
|
|
[is_unbalance: 0]
|
|
[scale_pos_weight: 1]
|
|
[sigmoid: 1]
|
|
[boost_from_average: 1]
|
|
[reg_sqrt: 0]
|
|
[alpha: 0.9]
|
|
[fair_c: 1]
|
|
[poisson_max_delta_step: 0.7]
|
|
[tweedie_variance_power: 1.5]
|
|
[lambdarank_truncation_level: 30]
|
|
[lambdarank_norm: 1]
|
|
[label_gain: ]
|
|
[lambdarank_position_bias_regularization: 0]
|
|
[eval_at: ]
|
|
[multi_error_top_k: 1]
|
|
[auc_mu_weights: ]
|
|
[num_machines: 1]
|
|
[local_listen_port: 12400]
|
|
[time_out: 120]
|
|
[machine_list_filename: ]
|
|
[machines: ]
|
|
[gpu_platform_id: -1]
|
|
[gpu_device_id: -1]
|
|
[gpu_use_dp: 0]
|
|
[num_gpu: 1]
|
|
|
|
end of parameters
|
|
|
|
pandas_categorical:null
|