2056 lines
344 KiB
Plaintext
2056 lines
344 KiB
Plaintext
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tree
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version=v4
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num_class=1
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num_tree_per_iteration=1
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label_index=0
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max_feature_idx=14
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objective=binary sigmoid:1
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feature_names=feat_close_vs_ema_slow feat_ema_fast_slow_sep feat_close_in_bb_channel feat_rsi_14 feat_rsi_zscore_100 feat_macd_hist_norm feat_mfi_14 feat_volume_zscore_50 feat_obv_slope_10 feat_atr_ratio_fast_slow feat_stoch_k feat_will_r feat_mom_reversal_score feat_bb_breakout_strength feat_atr_spike_score
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feature_infos=[-10.813207120591454:9.2171957285684734] [-6.3480260866784972:5.2866026152156484] [-0.48417910195547137:1.380935446563911] [17.173661744760757:81.405620926063378] [-3.4468828081847289:3.3853373502274069] [-0.72939396369719867:0.73328262274315237] [5.4843787304994374:95.689471118065157] [-1.4550512474908699:5.6714975445840574] [-1007062:994589] [0.67750321827975124:1.5644841979138842] [1.3506425386826972:97.4159021406726] [-99.999999999999986:0] [-2.5873705065562036:1.84803241864427] [-2.2282540146327308:1.5474129489230495] [0.60347706197283202:1.9883335088275276]
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tree_sizes=3263 3471 3468 3469 3460 3467 3466 3475 3468 3466 3468 3474 3473 3460 3471 3468 3474 3469 3470 3476 3477 3470 3474 3475 3468 3471 3470 3468 3475 3478 3478 3468 3477 3467 3477 3468 3471 3462 3468 3476 3475 3474 3478 3477 3475 3485 3475 3480 3478 3483 3468 3471 3483 3480 3475 3474 3485 3469 3482 3476 3473 3480 3475 3478 3470 3480 3480 3481 3468 3487 3469 3483 3474 3483 3479 3469 3481 3472 3486 3473 3477 3486 3466 3476 3481 3468 3476 3472 3477 3470 3482 3480 3469 3474 3478 3473 3465 3483 3478 3480
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Tree=0
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num_leaves=31
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num_cat=0
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split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 11 5 8 8 9 12 14 9 1 6 6 1 1 6 6 1
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split_gain=8.20491 6.14942 5.57459 6.68414 6.98306 5.10771 8.95336 6.20992 9.25617 5.42768 4.88413 6.41615 8.8106 8.33433 4.76023 5.9192 5.38276 6.15837 5.99822 6.15362 7.60971 6.02921 5.97722 5.1739 4.74267 4.63018 7.74072 4.54154 4.2384 4.12676
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threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 40.080336968386753 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
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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
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left_child=1 -1 3 4 24 6 7 8 10 -8 11 12 -3 -13 15 -12 23 -18 19 27 -21 -20 -23 -16 -2 -25 -27 -19 -9 -28
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leaf_count=22 28 25 22 21 35 37 20 26 70 22 37 35 29 25 43 29 36 29 48 20 24 28 24 48 82 22 34 23 25 64
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internal_value=0.133791 0.133706 0.134169 0.134044 0.134197 0.133678 0.133713 0.133662 0.133712 0.134613 0.133634 0.134009 0.133508 0.13446 0.13355 0.133048 0.133625 0.133414 0.133554 0.133196 0.133748 0.133898 0.133425 0.133856 0.133949 0.134015 0.134226 0.132729 0.132987 0.133984
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internal_weight=257.098 210.307 46.7903 41.3148 36.0883 204.832 195.623 185.17 172.477 10.4532 155.055 28.3728 13.4398 14.9331 126.682 16.4264 110.256 57.7412 48.7814 23.8929 10.9509 24.8885 12.942 52.5146 27.3773 41.8126 29.8662 12.942 12.6931 24.3907
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internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 509 66 443 232 196 96 44 100 52 211 110 168 120 52 51 98
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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=31
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num_cat=0
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split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 11 5 8 8 9 12 14 9 1 6 6 1 1 6 6 1
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split_gain=8.18867 6.13744 5.56418 6.67071 6.96992 5.09715 8.93583 6.19709 9.2379 5.4177 4.87431 6.40359 8.79256 8.31893 4.75035 5.90656 5.37183 6.14534 5.98595 6.14063 7.59451 6.0173 5.96488 5.16347 4.73349 4.62104 7.72636 4.53154 4.22925 4.11859
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threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 40.080336968386753 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
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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
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left_child=1 -1 3 4 24 6 7 8 10 -8 11 12 -3 -13 15 -12 23 -18 19 27 -21 -20 -23 -16 -2 -25 -27 -19 -9 -28
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leaf_value=0.00096070834723740778 0.00086947192652490879 0.00058847073978024857 0.0013256652915290541 -0.00080299781072624401 0.0011848939917155339 -0.00083915524088050517 6.6639688325317354e-05 -0.0013689799919805842 0.0006114092683199247 0.0015081505830675866 -0.0012730303403187741 3.796874981423666e-05 -0.0010336539095944983 0.0015519476781070212 -0.00055409568862912399 -6.4850345805267373e-05 -0.0011374468850388012 -0.0015872002007119429 0.00061857754305872053 0.00086947192652490934 -0.00080299781072624391 -0.00099411345510491017 0.00036769167672038249 -0.00030129615387086966 -8.5105454552102791e-05 0.0015081505830675864 -0.00037015912657945992 -0.00039582224872545402 -0.00021433106376665524 0.00049313353986783466
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leaf_count=22 28 25 22 21 35 37 20 26 70 22 37 35 29 25 43 29 36 29 48 20 24 28 24 48 82 22 34 23 25 64
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internal_value=2.32996e-11 -8.41785e-05 0.000378368 0.000252831 0.000405757 -0.000112108 -7.78813e-05 -0.00012866 -7.90308e-05 0.000821682 -0.000156604 0.000218045 -0.000282714 0.000668756 -0.000240511 -0.000742187 -0.000165767 -0.000376265 -0.000236448 -0.00059396 -4.28307e-05 0.000106779 -0.000365619 6.56886e-05 0.000157866 0.000224332 0.000434594 -0.00106027 -0.000802998 0.000193613
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internal_weight=257.098 210.309 46.7891 41.3141 36.0873 204.834 195.624 185.172 172.478 10.4526 155.057 28.3724 13.44 14.9324 126.684 16.4272 110.257 57.7427 48.7821 23.8939 10.951 24.8883 12.9423 52.5144 27.377 41.812 29.8653 12.9429 12.6938 24.3904
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internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 509 66 443 232 196 96 44 100 52 211 110 168 120 52 51 98
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is_linear=0
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shrinkage=0.001
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Tree=2
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num_leaves=31
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num_cat=0
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split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 11 5 8 8 9 12 14 9 1 6 6 1 1 6 6 1
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split_gain=8.17247 6.12549 5.55379 6.65731 6.95681 5.08662 8.91834 6.18429 9.21967 5.40775 4.86451 6.39105 8.77456 8.30358 4.7405 5.89394 5.36093 6.13235 5.9737 6.12767 7.57935 6.00542 5.95256 5.15306 4.72432 4.61191 7.71203 4.52159 4.22014 4.11045
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threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 40.080336968386753 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
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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
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left_child=1 -1 3 4 24 6 7 8 10 -8 11 12 -3 -13 15 -12 23 -18 19 27 -21 -20 -23 -16 -2 -25 -27 -19 -9 -28
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leaf_count=22 28 25 22 21 35 37 20 26 70 22 37 35 29 25 43 29 36 29 48 20 24 28 24 48 82 22 34 23 25 64
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internal_value=5.72637e-11 -8.40939e-05 0.000377999 0.000252583 0.000405362 -0.000111995 -7.7803e-05 -0.00012853 -7.89514e-05 0.000820906 -0.000156446 0.00021783 -0.000282426 0.000668117 -0.000240267 -0.000741409 -0.000165599 -0.00037588 -0.000236208 -0.000593343 -4.27877e-05 0.000106673 -0.000365244 6.56232e-05 0.00015771 0.000224111 0.000434172 -0.00105913 -0.000802152 0.000193421
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internal_weight=257.098 210.31 46.7879 41.3134 36.0863 204.835 195.625 185.173 172.479 10.452 155.058 28.372 13.4403 14.9317 126.686 16.428 110.258 57.7441 48.7829 23.8948 10.951 24.8881 12.9426 52.5142 27.3767 41.8113 29.8644 12.9438 12.6945 24.3901
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internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 509 66 443 232 196 96 44 100 52 211 110 168 120 52 51 98
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is_linear=0
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shrinkage=0.001
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Tree=3
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num_leaves=31
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num_cat=0
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split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 11 5 8 8 9 12 14 9 1 6 6 1 1 6 6 1
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split_gain=8.1563 6.11356 5.54343 6.64395 6.94373 5.0761 8.90089 6.17152 9.20147 5.39783 4.85473 6.37854 8.75661 8.28827 4.73067 5.88136 5.35005 6.11939 5.96148 6.11474 7.56421 5.99356 5.94028 5.14267 4.71518 4.60281 7.69775 4.51166 4.21105 4.10232
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threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 40.080336968386753 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
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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
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left_child=1 -1 3 4 24 6 7 8 10 -8 11 12 -3 -13 15 -12 23 -18 19 27 -21 -20 -23 -16 -2 -25 -27 -19 -9 -28
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leaf_count=22 28 25 22 21 35 37 20 26 70 22 37 35 29 25 43 29 36 29 48 20 24 28 24 48 82 22 34 23 25 64
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internal_weight=257.097 210.311 46.7867 41.3127 36.0853 204.836 195.626 185.175 172.479 10.4514 155.06 28.3715 13.4405 14.931 126.688 16.4288 110.259 57.7455 48.7836 23.8957 10.951 24.8879 12.9429 52.5139 27.3764 41.8107 29.8635 12.9447 12.6951 24.3897
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internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 509 66 443 232 196 96 44 100 52 211 110 168 120 52 51 98
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is_linear=0
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shrinkage=0.001
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Tree=4
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num_leaves=31
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num_cat=0
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split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 11 5 8 8 9 12 14 9 1 6 6 1 1 6 6 1
|
||
|
|
split_gain=8.14016 6.10166 5.5331 6.63061 6.93069 5.06561 8.88348 6.15878 9.18332 5.38794 4.84498 6.36605 8.73869 8.27299 4.72086 5.86882 5.33919 6.10646 5.94928 6.10184 7.54911 5.98173 5.92802 5.1323 4.70606 4.59372 7.6835 4.50177 4.20199 4.09421
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 40.080336968386753 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
|
||
|
|
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 -1 3 4 24 6 7 8 10 -8 11 12 -3 -13 15 -12 23 -18 19 27 -21 -20 -23 -16 -2 -25 -27 -19 -9 -28
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 14 13 -14 -15 16 -17 17 18 21 20 -22 22 -24 25 -26 26 29 -29 -30 -31
|
||
|
|
leaf_value=0.00095801665626296282 0.00086701950614051547 0.00058677704779854292 0.0013220519303686188 -0.0008004643788243847 0.0011816295069473968 -0.00083650176642670749 6.6440842281528792e-05 -0.0013645125821795756 0.00060965232806548864 0.0015040976647279192 -0.0012688992060788675 3.785528099716321e-05 -0.0010303469415999654 0.0015477915338946099 -0.00055237444803872527 -6.4655220671670414e-05 -0.0011337852801312008 -0.0015819552458966202 0.0006168010123849244 0.00086701950614051602 -0.00080046437882438459 -0.00099094046872983971 0.00036661684743639347 -0.00030037511950696273 -8.4848959528376294e-05 0.001504097664727919 -0.00036902262193790015 -0.00039460481769124702 -0.00021367957677862146 0.00049170460470824629
|
||
|
|
leaf_weight=5.474036216735839 6.9671295881271389 6.2211282551288622 5.4734844863414756 5.227683797478675 8.7081557512283307 9.2107675373554212 4.9776029586791992 6.4733169078826887 17.419050633907318 5.4732064902782422 9.2118013054132479 8.7108719348907453 7.2196149528026581 6.2194764614105216 10.703607782721511 7.2177779525518408 8.9625209569930941 7.2206404060125511 11.944468259811403 4.9765211343765241 5.9744957685470581 6.9705909490585247 5.972640395164496 11.94741654396057 20.408999353647232 5.4732064902782431 8.4629079103469902 5.7249470204114914 6.2224697321653366 15.926500320434569
|
||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 37 35 29 25 43 29 36 29 48 20 24 28 24 48 82 22 34 23 25 64
|
||
|
|
internal_value=8.72867e-11 -8.3925e-05 0.000377263 0.000252087 0.000404574 -0.00011177 -7.76468e-05 -0.000128271 -7.87929e-05 0.000819358 -0.000156131 0.000217401 -0.000281851 0.000666843 -0.00023978 -0.000739855 -0.000165265 -0.00037511 -0.000235729 -0.000592111 -4.2702e-05 0.000106462 -0.000364497 6.54927e-05 0.000157398 0.00022367 0.00043333 -0.00105687 -0.000800465 0.00019304
|
||
|
|
internal_weight=257.097 210.312 46.7855 41.312 36.0843 204.838 195.627 185.176 172.48 10.4508 155.061 28.3711 13.4407 14.9303 126.69 16.4296 110.26 57.7468 48.7843 23.8966 10.951 24.8877 12.9432 52.5136 27.3761 41.81 29.8626 12.9456 12.6958 24.3894
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 509 66 443 232 196 96 44 100 52 211 110 168 120 52 51 98
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=5
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 11 5 8 8 9 12 14 9 1 6 6 1 1 6 6 1
|
||
|
|
split_gain=8.12406 6.08979 5.52279 6.6173 6.91767 5.05515 8.86611 6.14607 9.1652 5.37807 4.83524 6.3536 8.72082 8.25776 4.71107 5.85631 5.32836 6.09356 5.93712 6.08898 7.53405 5.96992 5.91579 5.12195 4.69696 4.58465 7.66929 4.49191 4.19295 4.08611
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 40.080336968386753 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
|
||
|
|
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 -1 3 4 24 6 7 8 10 -8 11 12 -3 -13 15 -12 23 -18 19 27 -21 -20 -23 -16 -2 -25 -27 -19 -9 -28
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 14 13 -14 -15 16 -17 17 18 21 20 -22 22 -24 25 -26 26 29 -29 -30 -31
|
||
|
|
leaf_value=0.00095712192155193319 0.00086620417455659919 0.00058621370189568278 0.0013208517932943088 -0.00079962230880056405 0.0011805447415282669 -0.00083561985529242901 6.6374797254698388e-05 -0.0013630294620206708 0.00060906804455365324 0.0015027522729242713 -0.0012675272629105491 3.781753674997359e-05 -0.0010292481194671443 0.0015464119066952247 -0.00055180209505459831 -6.459028184846845e-05 -0.001132568939035886 -0.001580215213994462 0.00061621013391620675 0.00086620417455659984 -0.00079962230880056395 -0.00098988615179910143 0.00036625931068659268 -0.00030006880774267403 -8.4763527838968363e-05 0.0015027522729242711 -0.00036864464850546483 -0.00039419999454301269 -0.00021346295048280451 0.00049122936446096752
|
||
|
|
leaf_weight=5.473674625158309 6.9667140245437649 6.2208797782659548 5.472979635000228 5.2279557287693015 8.7074412405490857 9.2112676054239255 4.9775809049606323 6.4738798439502698 17.418326735496521 5.4726288616657239 9.2125489264726657 8.7108500301837903 7.220094621181488 6.2188003212213507 10.703995436429969 7.2178090661764136 8.963173806667319 7.2213629335165184 11.943966150283815 4.9762243032455427 5.974806547164917 6.971036970615379 5.9724923372268739 11.947654008865355 20.409114211797714 5.4726288616657248 8.4631136059761101 5.7250957638025284 6.2225576490163803 15.925968170166014
|
||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 37 35 29 25 43 29 36 29 48 20 24 28 24 48 82 22 34 23 25 64
|
||
|
|
internal_value=1.26815e-10 -8.38407e-05 0.000376896 0.000251839 0.000404181 -0.000111657 -7.75689e-05 -0.000128142 -7.87138e-05 0.000818586 -0.000155973 0.000217188 -0.000281565 0.000666208 -0.000239536 -0.000739081 -0.000165098 -0.000374727 -0.00023549 -0.000591497 -4.26592e-05 0.000106356 -0.000364124 6.54276e-05 0.000157243 0.00022345 0.00043291 -0.00105574 -0.000799624 0.000192849
|
||
|
|
internal_weight=257.097 210.312 46.7842 41.3112 36.0833 204.839 195.627 185.177 172.481 10.4502 155.063 28.3706 13.441 14.9297 126.692 16.4304 110.262 57.7482 48.785 23.8975 10.951 24.8875 12.9435 52.5134 27.3758 41.8094 29.8617 12.9465 12.6964 24.3891
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 509 66 443 232 196 96 44 100 52 211 110 168 120 52 51 98
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=6
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 11 5 8 8 9 12 14 9 1 6 6 1 1 6 6 1
|
||
|
|
split_gain=8.108 6.07794 5.5125 6.60402 6.90468 5.04471 8.84877 6.13339 9.14712 5.36823 4.82553 6.34117 8.70299 8.24258 4.70131 5.84384 5.31756 6.0807 5.92499 6.07616 7.51901 5.95813 5.90359 5.11163 4.68787 4.5756 7.65511 4.48209 4.18395 4.07803
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 40.080336968386753 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
|
||
|
|
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 -1 3 4 24 6 7 8 10 -8 11 12 -3 -13 15 -12 23 -18 19 27 -21 -20 -23 -16 -2 -25 -27 -19 -9 -28
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 14 13 -14 -15 16 -17 17 18 21 20 -22 22 -24 25 -26 26 29 -29 -30 -31
|
||
|
|
leaf_value=0.00095622842785971158 0.00086538985141621188 0.000585650981529522 0.0013196537640386167 -0.00079878141126673468 0.0011794618725092501 -0.00083473921966019035 6.6308685781918668e-05 -0.001361549397986925 0.00060848437617380463 0.0015014095640170113 -0.0012661580892731959 3.7779792312956636e-05 -0.0010281511895611415 0.0015450353964810268 -0.00055123039437824609 -6.4525409382984377e-05 -0.0011313547246485478 -0.0015784791716173306 0.00061561987780696902 0.00086538985141621243 -0.00079878141126673457 -0.00098883345997131662 0.00036590218231455937 -0.00029976282043376858 -8.4678336590093814e-05 0.001501409564017011 -0.0003682670077635767 -0.00039379559079363743 -0.00021324638778020814 0.00049075452231384228
|
||
|
|
leaf_weight=5.4733107388019553 6.9662967920303371 6.2206301838159579 5.472470521926879 5.2282257825136176 8.7067209929227811 9.2117643654346448 4.9775588512420654 6.4744361937046033 17.417599707841873 5.4720456600189191 9.2132882773876208 8.7108281254768354 7.2205699682235718 6.2181171029806128 10.704380527138701 7.2178397476673117 8.9638202190399081 7.2220755219459694 11.943461894989015 4.9759262800216657 5.975115180015564 6.9714792370796124 5.9723439216613832 11.947890758514403 20.409229069948196 5.47204566001892 8.4633187949657493 5.7252441644668579 6.222645565867424 15.925435066223143
|
||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 37 35 29 25 43 29 36 29 48 20 24 28 24 48 82 22 34 23 25 64
|
||
|
|
internal_value=1.46869e-10 -8.37566e-05 0.000376529 0.000251592 0.000403788 -0.000111545 -7.7491e-05 -0.000128013 -7.86348e-05 0.000817814 -0.000155816 0.000216974 -0.000281278 0.000665573 -0.000239293 -0.000738307 -0.000164931 -0.000374343 -0.000235251 -0.000590884 -4.26165e-05 0.000106251 -0.000363752 6.53625e-05 0.000157087 0.00022323 0.00043249 -0.00105462 -0.000798784 0.000192659
|
||
|
|
internal_weight=257.096 210.313 46.7829 41.3105 36.0822 204.84 195.628 185.178 172.481 10.4496 155.064 28.3701 13.4412 14.9289 126.694 16.4311 110.263 57.7495 48.7856 23.8984 10.951 24.8873 12.9438 52.5131 27.3755 41.8087 29.8608 12.9473 12.6971 24.3888
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 509 66 443 232 196 96 44 100 52 211 110 168 120 52 51 98
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=7
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 11 5 8 8 9 12 14 9 1 6 6 1 1 6 6 1
|
||
|
|
split_gain=8.09196 6.06611 5.50224 6.59076 6.89173 5.03429 8.83148 6.12074 9.12907 5.35842 4.81584 6.32877 8.6852 8.22743 4.69157 5.8314 5.30677 6.06787 5.91288 6.06337 7.50401 5.94637 5.89142 5.10133 4.67881 4.56657 7.64097 4.47231 4.17497 4.06997
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 40.080336968386753 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
|
||
|
|
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 -1 3 4 24 6 7 8 10 -8 11 12 -3 -13 15 -12 23 -18 19 27 -21 -20 -23 -16 -2 -25 -27 -19 -9 -28
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 14 13 -14 -15 16 -17 17 18 21 20 -22 22 -24 25 -26 26 29 -29 -30 -31
|
||
|
|
leaf_value=0.00095533611708596006 0.00086457660993737636 0.00058508891850706402 0.0013184578730689326 -0.00079794160533557088 0.0011783805584910166 -0.00083385982416862023 6.6242709411495402e-05 -0.0013600724077874565 0.00060790133885314898 0.0015000696436985681 -0.0012647914932150236 3.7742049945834326e-05 -0.0010270560092158277 0.001543661705766146 -0.00055065942437678274 -6.4460649220732325e-05 -0.0011301425441319526 -0.0015767469995773766 0.00061503028184581082 0.00086457660993737712 -0.00079794160533557077 -0.00098778242543325762 0.00036554537246336191 -0.00029945710263120485 -8.4593201788799017e-05 0.0015000696436985679 -0.0003678898334283503 -0.00039339159865489588 -0.00021303019518112491 0.00049028023542158268
|
||
|
|
leaf_weight=5.4729448854923239 6.9658770561218288 6.2203798443079013 5.4719571471214286 5.2284939587116233 8.7059960514307004 9.2122572660446149 4.9775364995002747 6.4749859571456891 17.416871637105942 5.4714568853378278 9.2140193581581133 8.7108056992292386 7.2210409939289093 6.2174271792173377 10.704764336347571 7.2178708612918845 8.9644601941108615 7.2227786034345787 11.942956209182741 4.9756264686584455 5.975421667098999 6.9719177484512249 5.9721951484680238 11.948126792907713 20.409343928098679 5.4714568853378287 8.463523477315908 5.7253918796777725 6.2227334827184677 15.924901008605955
|
||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 37 35 29 25 43 29 36 29 48 20 24 28 24 48 82 22 34 23 25 64
|
||
|
|
internal_value=1.80139e-10 -8.36725e-05 0.000376163 0.000251345 0.000403396 -0.000111433 -7.74133e-05 -0.000127884 -7.85559e-05 0.000817044 -0.000155659 0.000216761 -0.000280992 0.000664939 -0.000239051 -0.000737534 -0.000164765 -0.000373961 -0.000235013 -0.000590272 -4.25738e-05 0.000106145 -0.00036338 6.52976e-05 0.000156932 0.000223011 0.000432071 -0.00105349 -0.000797945 0.000192469
|
||
|
|
internal_weight=257.096 210.314 46.7817 41.3097 36.0812 204.841 195.629 185.18 172.482 10.449 155.065 28.3697 13.4414 14.9282 126.695 16.4319 110.264 57.7507 48.7863 23.8992 10.951 24.8871 12.9441 52.5128 27.3752 41.808 29.8599 12.9482 12.6977 24.3884
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 509 66 443 232 196 96 44 100 52 211 110 168 120 52 51 98
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=8
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 11 5 8 8 9 12 14 9 1 6 6 1 1 6 6 7
|
||
|
|
split_gain=8.07597 6.05431 5.49201 6.57754 6.8788 5.0239 8.81422 6.10811 9.11107 5.34863 4.80617 6.31639 8.66745 8.21232 4.68185 5.819 5.29602 6.05508 5.9008 6.05061 7.48904 5.93464 5.87928 5.09105 4.66976 4.55756 7.62688 4.46255 4.16602 4.06884
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 40.080336968386753 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 -0.52367065480819064
|
||
|
|
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 -1 3 4 24 6 7 8 10 -8 11 12 -3 -13 15 -12 23 -18 19 27 -21 -20 -23 -16 -2 -25 -27 -19 -9 -26
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 14 13 -14 -15 16 -17 17 18 21 20 -22 22 -24 25 29 26 -28 -29 -30 -31
|
||
|
|
leaf_value=0.00095444489592791653 0.00086376433779883669 0.00058452736417630147 0.0013172639357769149 -0.00079710309722985271 0.0011773009973785199 -0.00083298175162090657 6.6176662624978526e-05 -0.0013585982115512504 0.0006073189231756192 0.0014987325087744334 -0.0012634275565587378 3.7704479613893824e-05 -0.0010259625761227943 0.0015422908488840123 -0.00055008912025444803 -6.4395835940504232e-05 -0.0011289325961529669 -0.0015750190069195649 0.00061444134590471879 0.00086376433779883723 -0.0007971030972298526 -0.00098673324200058239 0.0003651888741947742 -0.0002991517270457224 0.0005896891077276172 0.0014987325087744332 0.00019227932233250444 -0.00039298810123232784 -0.00021281413637169632 -0.00038020859199460968
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||
|
|
leaf_weight=5.472577065229415 6.9654552340507534 6.2201287597417849 5.4714398384094229 5.2287599444389334 8.7052653729915601 9.2127463072538358 4.9775144457817078 6.4755295217037183 17.41614043712616 5.47086253762245 9.2147427201271075 8.7107837945222837 7.2215076982975006 6.2167309224605551 10.705146223306647 7.2179019749164572 8.9650942683219821 7.2234717458486717 11.942449092864992 4.9753251671791059 5.9757256507873535 6.9723520874977032 5.9720463752746644 11.948361396789549 6.2223959714174297 5.4708625376224509 24.38809219002724 5.7255389094352722 6.2228210270404816 14.187062814831732
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||
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|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 37 35 29 25 43 29 36 29 48 20 24 28 24 48 25 22 98 23 25 57
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||
|
|
internal_value=1.97063e-10 -8.35886e-05 0.000375797 0.000251098 0.000403004 -0.000111321 -7.73357e-05 -0.000127756 -7.84771e-05 0.000816276 -0.000155502 0.000216548 -0.000280707 0.000664306 -0.000238809 -0.000736763 -0.000164599 -0.000373579 -0.000234775 -0.000589661 -4.25312e-05 0.00010604 -0.000363009 6.52327e-05 0.000156777 0.000222791 0.000431652 -0.00105237 -0.000797107 -8.45081e-05
|
||
|
|
internal_weight=257.095 210.314 46.7804 41.3089 36.0802 204.842 195.629 185.181 172.482 10.4484 155.066 28.3692 13.4416 14.9275 126.697 16.4326 110.264 57.752 48.7869 23.9001 10.9511 24.8868 12.9444 52.5125 27.3749 41.8073 29.859 12.949 12.6984 20.4095
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 509 66 443 232 196 96 44 100 52 211 110 168 120 52 51 82
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=9
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||
|
|
num_leaves=31
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||
|
|
num_cat=0
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||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 11 5 8 8 9 12 14 9 1 6 6 1 1 6 6 1
|
||
|
|
split_gain=8.06 6.04254 5.4818 6.56434 6.86591 5.01353 8.797 6.09552 9.0931 5.33887 4.79651 6.30405 8.64974 8.19726 4.67216 5.80663 5.28529 6.04231 5.88876 6.03788 7.47411 5.92293 5.86716 5.08079 4.66073 4.54857 7.61282 4.45283 4.15709 4.06197
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 40.080336968386753 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
|
||
|
|
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 -1 3 4 24 6 7 8 10 -8 11 12 -3 -13 15 -12 23 -18 19 27 -21 -20 -23 -16 -2 -25 -27 -19 -9 -28
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||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 14 13 -14 -15 16 -17 17 18 21 20 -22 22 -24 25 -26 26 29 -29 -30 -31
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||
|
|
leaf_value=0.00095355500593747428 0.0008629530943507327 0.0005839665531788223 0.0013160722821802689 -0.00079626571060304439 0.0011762231286999844 -0.00083210491659991778 6.611085474987475e-05 -0.001357127032792844 0.00060673720420109341 0.0014973980471045317 -0.0012620661631887464 3.7666799610691179e-05 -0.0010248709669614053 0.0015409229881154418 -0.00054951951452276082 -6.4331142680484335e-05 -0.0011277247435517892 -0.0015732949640833824 0.00061385315087570747 0.00086295309435073335 -0.00079626571060304428 -0.00098568544755496686 0.0003648328372449099 -0.00029884675048454047 -8.4423150120181952e-05 0.0014973980471045315 -0.00036771004035406079 -0.00039258507484364315 -0.00021259840287271228 0.00048962065761686978
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||
|
|
leaf_weight=5.4722069501876822 6.9650313258171108 6.2198769301176089 5.4709179401397696 5.2290243655443183 8.7045300006866437 9.2132314890623075 4.9774923920631409 6.4760664999484998 17.415406107902527 5.4702626168727857 9.215457811951639 8.7107618898153287 7.2219705134630203 6.2160275876522055 10.705525547265998 7.2179326564073554 8.965721368789664 7.2241558134555977 11.941939115524294 4.9750223755836469 5.9760278463363647 6.972783088684074 5.971897602081305 11.948595285415648 20.409572839736938 5.4702626168727866 8.4636207520961815 5.7256855964660645 6.2229081988334656 15.924154281616209
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||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 37 35 29 25 43 29 36 29 48 20 24 28 24 48 82 22 34 23 25 64
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||
|
|
internal_value=2.16538e-10 -8.35047e-05 0.000375432 0.000250852 0.000402613 -0.000111209 -7.72581e-05 -0.000127627 -7.83984e-05 0.000815508 -0.000155345 0.000216335 -0.000280422 0.000663674 -0.000238567 -0.000735993 -0.000164433 -0.000373197 -0.000234537 -0.000589051 -4.24886e-05 0.000105935 -0.000362637 6.51678e-05 0.000156622 0.000222572 0.000431234 -0.00105125 -0.000796271 0.00019209
|
||
|
|
internal_weight=257.094 210.315 46.7791 41.3082 36.0791 204.843 195.63 185.182 172.483 10.4478 155.067 28.3686 13.4418 14.9268 126.699 16.4334 110.265 57.7532 48.7875 23.9009 10.9511 24.8866 12.9447 52.5122 27.3746 41.8066 29.858 12.9498 12.699 24.3878
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||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 509 66 443 232 196 96 44 100 52 211 110 168 120 52 51 98
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=10
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||
|
|
num_leaves=31
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||
|
|
num_cat=0
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||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 11 5 8 8 9 12 14 9 1 6 7 14 1 1 1 6
|
||
|
|
split_gain=8.04407 6.03079 5.47162 6.55118 6.85304 5.00318 8.77981 6.08296 9.07517 5.32914 4.78689 6.29172 8.63207 8.18223 4.66249 5.7943 5.27458 6.02958 5.87674 6.02519 7.4592 5.91124 5.85508 5.07055 4.65729 6.50925 5.41208 4.53959 7.59879 4.44315
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 -0.11274801404412607 1.1265284787364513 2.7115066536835508 -1.8041682965822676 -0.93447089921141446 55.921562546464322
|
||
|
|
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 -1 3 4 24 6 7 8 10 -8 11 12 -3 -13 15 -12 23 -18 19 29 -21 -20 -23 -16 26 -26 -2 -25 -29 -19
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 -9 -10 -11 14 13 -14 -15 16 -17 17 18 21 20 -22 22 -24 27 25 -27 -28 28 -30 -31
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||
|
|
leaf_value=0.00095266624213415118 0.0013243132325681754 0.00058340632248695247 0.0013148826488279593 -0.00079542961951920401 0.0011751470097952259 -0.00083122935216664519 6.6045046291619974e-05 -0.00079543602035267935 0.00060615607009865068 0.0014960661876169113 -0.001260707334717703 3.7629293905849577e-05 -0.0010237809885245233 0.0015395578249661039 -0.00054895067127409879 -6.4266623665996421e-05 -0.0011265189380174341 -0.0015715748781999876 0.00061326549638710264 0.00086214287905190797 -0.0007954296195192039 -0.00098463950006978836 0.00036447714061464481 -0.00029854208017387785 -0.0010185916750959209 0.00042790776144015317 7.4930244894477692e-05 0.001496066187616911 0.00019190007666416439 -0.00039218245957660082
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||
|
|
leaf_weight=5.4718348681926718 5.4743919819593421 6.2196243554353732 5.4703921079635611 5.2292865961790076 8.7037888914346677 9.2137133628129941 4.977470338344574 12.699591502547262 17.414669692516327 5.4696574509143812 9.216164633631708 8.7107399851083738 7.2224285751581192 6.2153179198503485 10.705902948975554 7.2179637700319281 8.9663425683975131 7.2248299419880073 11.941428422927858 4.9747180938720685 5.9763275384902954 6.9732099175453106 5.9717481136322084 11.948829174041746 6.221917390823366 6.2219173908233643 9.4560654163360578 5.469657450914382 24.387440323829654 5.7258315980434418
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||
|
|
leaf_count=22 22 25 22 21 35 37 20 51 70 22 37 35 29 25 43 29 36 29 48 20 24 28 24 48 25 25 38 22 98 23
|
||
|
|
internal_value=2.32768e-10 -8.3421e-05 0.000375067 0.000250606 0.000402222 -0.000111097 -7.71807e-05 -0.000127499 -7.83198e-05 0.000814741 -0.000155189 0.000216123 -0.000280137 0.000663043 -0.000238325 -0.000735224 -0.000164267 -0.000372816 -0.0002343 -0.000588442 -4.24462e-05 0.00010583 -0.000362267 6.51031e-05 0.000156467 -0.000295342 0.000533028 0.000222353 0.000430816 -0.00105013
|
||
|
|
internal_weight=257.093 210.315 46.7778 41.3074 36.0781 204.844 195.63 185.183 172.483 10.4471 155.069 28.3681 13.4421 14.9261 126.7 16.4341 110.266 57.7544 48.7881 23.9017 10.951 24.8864 12.945 52.5118 27.3743 12.4438 14.9305 41.8059 29.8571 12.9507
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 509 66 443 232 196 96 44 100 52 211 110 50 60 168 120 52
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=11
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||
|
|
num_leaves=31
|
||
|
|
num_cat=0
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||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 11 5 8 8 9 12 14 9 1 6 6 1 1 6 6 7
|
||
|
|
split_gain=8.02818 6.01907 5.46146 6.53804 6.84021 4.99286 8.76267 6.07042 9.05728 5.31943 4.77728 6.27943 8.61444 8.16725 4.65284 5.782 5.26389 6.01688 5.86475 6.01253 7.44433 5.89958 5.84302 5.06034 4.6496 4.53064 7.58481 4.4335 4.14801 4.05564
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 40.080336968386753 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 -0.52367065480819064
|
||
|
|
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 -1 3 4 24 6 7 8 10 -8 11 12 -3 -13 15 -12 23 -18 19 27 -21 -20 -23 -16 -2 -25 -27 -19 -9 -26
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 14 13 -14 -15 16 -17 17 18 21 20 -22 22 -24 25 29 26 -28 -29 -30 -31
|
||
|
|
leaf_value=0.00095177876975288255 0.00086183695641466539 0.00058284671167336589 0.0013136951451603951 -0.00079459456807191256 0.0011740726097176737 -0.00083035498395711625 6.5979237250206473e-05 -0.0013547989219011476 0.0006055756713374442 0.0014947371937267218 -0.0012593509915647134 3.7591723006930631e-05 -0.0010226930028573063 0.0015381957803749186 -0.00054838245987474271 -6.4201993442460068e-05 -0.001125315057095397 -0.0015698588369073025 0.00061267862052482788 0.00086133372131854118 -0.00079459456807191246 -0.00098359520172571716 0.00036412174058858012 -0.00029823769692950821 0.00058869965671519181 0.0014947371937267216 0.00019171069281532902 -0.00039178033853128487 -0.00021157636518924554 -0.00037964181758641681
|
||
|
|
leaf_weight=5.4714604914188376 6.9644426703453091 6.2193706631660479 5.4698620140552512 5.2295472621917716 8.7030425667762739 9.2141913771629316 4.9774482846260071 6.4769048988819105 17.41393119096756 5.4690463840961439 9.2168637365102786 8.7107180804014188 7.2228827476501465 6.2146011739969245 10.706279069185248 7.2179944515228263 8.9669578671455294 7.2254945635795753 11.940915584564211 4.9744123220443708 5.9766254425048828 6.9736329913139263 5.9715986251831117 11.94906163215637 6.2219680696725872 5.4690463840961447 24.387123674154285 5.7259769141674042 6.2233194708824158 14.187581285834311
|
||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 37 35 29 25 43 29 36 29 48 20 24 28 24 48 25 22 98 23 25 57
|
||
|
|
internal_value=2.66965e-10 -8.33374e-05 0.000374703 0.00025036 0.000401832 -0.000110986 -7.71034e-05 -0.000127371 -7.82413e-05 0.000813976 -0.000155032 0.000215911 -0.000279853 0.000662413 -0.000238084 -0.000734456 -0.000164101 -0.000372436 -0.000234063 -0.000587834 -4.24037e-05 0.000105726 -0.000361897 6.50384e-05 0.000156312 0.000222135 0.000430399 -0.00104902 -0.000794601 -8.44374e-05
|
||
|
|
internal_weight=257.092 210.316 46.7764 41.3066 36.077 204.844 195.63 185.184 172.483 10.4465 155.07 28.3676 13.4423 14.9253 126.702 16.4349 110.267 57.7556 48.7887 23.9025 10.951 24.8861 12.9452 52.5115 27.374 41.8052 29.8562 12.9515 12.7002 20.4095
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 509 66 443 232 196 96 44 100 52 211 110 168 120 52 51 82
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=12
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 11 5 8 8 9 12 14 9 1 6 7 14 1 1 1 6
|
||
|
|
split_gain=8.01231 6.00737 5.45132 6.52493 6.82741 4.98256 8.74556 6.05791 9.03942 5.30975 4.76769 6.26716 8.59685 8.1523 4.64322 5.76973 5.25324 6.00421 5.85278 5.99991 7.42949 5.88794 5.83099 5.05014 4.64127 6.49578 5.40175 4.5217 7.57086 4.42388
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 -0.11274801404412607 1.1265284787364513 2.7115066536835508 -1.8041682965822676 -0.93447089921141446 55.921562546464322
|
||
|
|
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 -1 3 4 24 6 7 8 10 -8 11 12 -3 -13 15 -12 23 -18 19 29 -21 -20 -23 -16 26 -26 -2 -25 -29 -19
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 -9 -10 -11 14 13 -14 -15 16 -17 17 18 21 20 -22 22 -24 27 25 -27 -28 28 -30 -31
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||
|
|
leaf_value=0.00095089238388934214 0.0013226848955903742 0.00058228756928856108 0.00131250965765653 -0.00079376069023511615 0.001172999868758756 -0.00082948196157805196 6.5913601263026459e-05 -0.00079376840907102871 0.00060499578188710898 0.0014934107935079825 -0.0012579972914175367 3.7554281930274895e-05 -0.0010216065820945572 0.0015368364448668736 -0.0005478148983030257 -6.4137541309986336e-05 -0.0011241134119630285 -0.0015681468323163021 0.00061209232916400362 0.00086052564221933132 -0.00079376069023511604 -0.00098255251634923424 0.00036376674880928889 -0.00029793363766122169 -0.0010173113955279597 0.00042766833144790658 7.4437860195970611e-05 0.0014934107935079823 0.00019152150462472002 -0.00039137871152565931
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||
|
|
leaf_weight=5.4710841476917258 5.4737144857645026 6.2191165983676928 5.4693279862403861 5.2298057377338401 8.7022910267114622 9.214666083455084 4.9774262309074402 12.700830355286596 17.413190603256226 5.4684303998947126 9.2175551205873507 8.7106961756944639 7.2233325988054276 6.2138784676790229 10.706652626395217 7.2180251330137244 8.9675661921501071 7.2261496782303016 11.940401315689089 4.9741047620773298 5.9769208431243896 6.9740523099899212 5.9714487791061464 11.949293375015257 6.2224100679159182 6.221809133887291 9.4557395875453931 5.4684303998947135 24.386806070804599 5.7261215448379517
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||
|
|
leaf_count=22 22 25 22 21 35 37 20 51 70 22 37 35 29 25 43 29 36 29 48 20 24 28 24 48 25 25 38 22 98 23
|
||
|
|
internal_value=2.94324e-10 -8.32539e-05 0.000374339 0.000250115 0.000401442 -0.000110874 -7.70262e-05 -0.000127243 -7.81629e-05 0.000813212 -0.000154876 0.000215699 -0.000279569 0.000661784 -0.000237843 -0.000733689 -0.000163936 -0.000372056 -0.000233826 -0.000587226 -4.23613e-05 0.000105621 -0.000361528 6.49738e-05 0.000156158 -0.000294856 0.000532093 0.000221916 0.000429982 -0.0010479
|
||
|
|
internal_weight=257.091 210.316 46.7751 41.3058 36.076 204.845 195.63 185.185 172.484 10.4459 155.071 28.367 13.4424 14.9246 126.704 16.4356 110.268 57.7568 48.7892 23.9033 10.951 24.8859 12.9455 52.5112 27.3737 12.4442 14.9295 41.8045 29.8552 12.9523
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 509 66 443 232 196 96 44 100 52 211 110 50 60 168 120 52
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=13
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 6 11 5 8 8 9 12 14 9 1 6 1 1 6 6 1
|
||
|
|
split_gain=7.99648 5.9957 5.44122 6.51184 6.81464 4.97228 8.72849 6.04542 9.0216 5.3001 4.75812 6.25492 8.5793 8.1374 4.6385 4.63362 5.7575 5.2426 5.99158 5.84085 5.98731 7.41468 5.87633 5.81899 5.03997 4.51278 7.55695 4.4143 4.13897 4.0541
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 40.080336968386753 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
|
||
|
|
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 -1 3 4 14 6 7 8 10 -8 11 12 -3 -13 -2 16 -12 24 -19 20 27 -22 -21 -24 -17 -26 -27 -20 -9 -28
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 15 13 -14 -15 -16 17 -18 18 19 22 21 -23 23 -25 25 26 29 -29 -30 -31
|
||
|
|
leaf_value=0.00095000726903073617 0.00086072311683493624 0.00058172920459655575 0.0013113263742602734 -0.00079292793734470892 0.0011719288025442173 -0.00082861009413656987 6.5847922781549342e-05 -0.0013524785928713937 0.000604416588428022 0.0014920871654273064 -0.0012566461437923014 3.7516775659538963e-05 -0.0010205219764901272 0.0015354800005324286 -8.4451407405410374e-05 -0.00054724814539102579 -6.407320149748277e-05 -0.0011229138351171134 -0.001566438744046314 0.00061150665880157313 0.00085971858956963377 -0.00079292793734470882 -0.00098151144196525195 0.00036341214347855572 -0.0002976299593010295 0.001492087165427306 -0.00036792245061737199 -0.00039097741966051883 -0.0002105571774275561 0.00048859187985211469
|
||
|
|
leaf_weight=5.4707058370113364 6.9638480544090298 6.2188614159822482 5.4687893688678733 5.2300623357295981 8.7015342712402326 9.2151369303464872 4.9774041771888733 6.4777270257472974 17.412446886301041 5.4678085148334485 9.2182382345199603 8.7106742709875089 7.223778560757637 6.2131486833095542 20.40951444208622 10.707024261355391 7.2180562466382971 8.968168616294852 7.2267948538065117 11.939884901046755 4.9737957119941694 5.9772140979766846 6.9744678735732952 5.971298933029181 11.949525117874144 5.4678085148334494 8.4635057449340874 5.7262658327817917 6.2237266451120377 15.922982215881346
|
||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 37 35 29 25 82 43 29 36 29 48 20 24 28 24 48 22 34 23 25 64
|
||
|
|
internal_value=3.03367e-10 -8.31706e-05 0.000373975 0.000249869 0.000401052 -0.000110763 -7.69491e-05 -0.000127115 -7.80847e-05 0.000812449 -0.00015472 0.000215488 -0.000279285 0.000661155 0.000156003 -0.000237602 -0.000732924 -0.000163771 -0.000371676 -0.000233589 -0.00058662 -4.2319e-05 0.000105516 -0.000361159 6.49092e-05 0.000221698 0.000429565 -0.00104679 -0.000792936 0.000191332
|
||
|
|
internal_weight=257.09 210.316 46.7737 41.305 36.0749 204.846 195.631 185.185 172.484 10.4452 155.071 28.3665 13.4426 14.9238 27.3734 126.705 16.4363 110.269 57.7579 48.7897 23.9041 10.951 24.8857 12.9458 52.5108 41.8038 29.8543 12.9531 12.7015 24.3865
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 110 509 66 443 232 196 96 44 100 52 211 168 120 52 51 98
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=14
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 7 14 1 11 5 8 8 9 12 14 9 1 6 1 1 6
|
||
|
|
split_gain=7.98069 5.98405 5.43113 6.49879 6.80189 4.96203 8.71146 6.03297 9.00382 5.29047 4.74858 6.24271 8.56179 8.12254 4.63035 6.48245 5.3914 4.62404 5.74531 5.23199 5.97897 5.82894 5.97475 7.39991 5.86474 5.80701 5.02982 4.50388 7.54307 4.40475
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -0.11274801404412607 1.1265284787364513 2.7115066536835508 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322
|
||
|
|
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 -1 3 4 14 6 7 8 10 -8 11 12 -3 -13 16 -16 -2 18 -12 26 -21 22 29 -24 -23 -26 -19 -28 -29 -22
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 -9 -10 -11 17 13 -14 -15 15 -17 -18 19 -20 20 21 24 23 -25 25 -27 27 28 -30 -31
|
||
|
|
leaf_value=0.0009491232961330937 0.0013212499386288589 0.00058117142442596368 0.0013101450320037863 -0.00079209646788218357 0.0011708595500202524 -0.00082773958086192786 6.5782351493950497e-05 -0.00079210566380359031 0.00060383813672106588 0.0014907661055603033 -0.0012552975186234101 3.7479334206106479e-05 -0.0010194391656550761 0.0015341263509127134 -0.0010162975938334195 0.00042718855735670149 7.4151112534452259e-05 -0.00054668205601560019 -6.4008812396833983e-05 -0.0011217163908655012 -0.0015647345830634098 0.00061092164748783044 0.00085891245144487332 -0.00079209646788218346 -0.00098047197660436 0.00036305787827550583 -0.00029732662260082402 0.001490766105560303 0.00019114376966556371 -0.00039057667357167875
|
||
|
|
leaf_weight=5.4703252315521231 5.4731066375970832 6.2186054885387438 5.4682468175888053 5.2303170561790457 8.7007723003625852 9.2156039178371412 4.9773821234703064 12.702048465609549 17.411701083183289 5.4671813845634443 9.2189130783081072 8.7106523662805539 7.2242197692394257 6.2124125659465781 6.2227969765663165 6.221597895026207 9.4555433988571149 10.707393974065772 7.2180869281291953 8.9687646031379611 7.2274309545755546 11.939367055892946 4.9734854698181135 5.9775052070617676 6.9748796820640484 5.9711483716964784 11.949755430221556 5.4671813845634452 24.386151850223545 5.7264094352722168
|
||
|
|
leaf_count=22 22 25 22 21 35 37 20 51 70 22 37 35 29 25 25 25 38 43 29 36 29 48 20 24 28 24 48 22 98 23
|
||
|
|
internal_value=3.28176e-10 -8.30873e-05 0.000373612 0.000249625 0.000400663 -0.000110652 -7.68721e-05 -0.000126987 -7.80065e-05 0.000811687 -0.000154565 0.000215277 -0.000279002 0.000660528 0.000155849 -0.000294624 0.00053136 -0.000237362 -0.000732159 -0.000163606 -0.000371298 -0.000233353 -0.000586015 -4.22767e-05 0.000105412 -0.00036079 6.48447e-05 0.000221481 0.00042915 -0.00104568
|
||
|
|
internal_weight=257.089 210.317 46.7724 41.3041 36.0738 204.846 195.631 185.186 172.484 10.4446 155.072 28.3659 13.4428 14.9231 27.373 12.4444 14.9287 126.706 16.437 110.269 57.759 48.7902 23.9048 10.951 24.8854 12.946 52.5105 41.8031 29.8533 12.9538
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 110 50 60 509 66 443 232 196 96 44 100 52 211 168 120 52
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=15
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 6 11 5 8 8 9 12 14 9 1 6 1 1 6 6 1
|
||
|
|
split_gain=7.96493 5.97243 5.42107 6.48576 6.78918 4.9518 8.69447 6.02054 8.98607 5.28086 4.73905 6.23052 8.54433 8.10771 4.62744 4.61448 5.73315 5.2214 5.9664 5.81706 5.96223 7.38516 5.85317 5.79506 5.01969 4.49499 7.52924 4.39523 4.12996 4.04614
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 40.080336968386753 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
|
||
|
|
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 -1 3 4 14 6 7 8 10 -8 11 12 -3 -13 -2 16 -12 24 -19 20 27 -22 -21 -24 -17 -26 -27 -20 -9 -28
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 15 13 -14 -15 -16 17 -18 18 19 22 21 -23 23 -25 25 26 29 -29 -30 -31
|
||
|
|
leaf_value=0.00094824053825323727 0.00085961157829479782 0.00058061422385582073 0.0013089658033346955 -0.00079126608134445591 0.0011697918117173963 -0.00082687020930110298 6.5716953264992326e-05 -0.0013501658780518898 0.00060326022315669234 0.0014894477875375951 -0.0012539512876118871 3.7442002048325144e-05 -0.0010183580252996808 0.0015327756039765091 -8.4465239083141412e-05 -0.00054611658248798431 -6.3944543278813819e-05 -0.0011205208596676737 -0.0015630342292017511 0.000610337377474423 0.00085810739020881946 -0.0007912660813444558 -0.00097943417688846454 0.00036270390965086459 -0.00029702355478756083 0.0014894477875375949 -0.00036774143755876753 -0.00039017642103182881 -0.00020954089447359554 0.00048793519372809763
|
||
|
|
leaf_weight=5.4699426591396323 6.9632472991943386 6.2183488160371798 5.4677003324031821 5.2305698990821829 8.70000511407852 9.2160675972700101 4.9773600697517395 6.4785328805446607 17.410952150821686 5.4665486812591535 9.21958075463772 8.710630461573599 7.2246570885181427 6.2116697430610648 20.409477978944778 10.707761764526358 7.2181171774864188 8.9693546891212375 7.2280575484037559 11.938847780227663 4.9731734395027143 5.9777941703796387 6.9752873182296673 5.9709978103637757 11.949985027313231 5.4665486812591544 8.4636035263538414 5.726552352309227 6.2241297215223312 15.922229766845701
|
||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 37 35 29 25 82 43 29 36 29 48 20 24 28 24 48 22 34 23 25 64
|
||
|
|
internal_value=3.53333e-10 -8.30041e-05 0.000373249 0.00024938 0.000400274 -0.000110541 -7.67951e-05 -0.00012686 -7.79284e-05 0.000810926 -0.000154409 0.000215066 -0.000278719 0.000659901 0.000155695 -0.000237122 -0.000731396 -0.000163441 -0.000370919 -0.000233118 -0.00058541 -4.22345e-05 0.000105308 -0.000360422 6.47803e-05 0.000221263 0.000428734 -0.00104458 -0.000791275 0.000190955
|
||
|
|
internal_weight=257.088 210.317 46.771 41.3033 36.0727 204.847 195.631 185.187 172.484 10.4439 155.073 28.3653 13.443 14.9223 27.3727 126.708 16.4377 110.27 57.7601 48.7907 23.9056 10.951 24.8851 12.9463 52.5101 41.8024 29.8524 12.9546 12.7027 24.3858
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 110 509 66 443 232 196 96 44 100 52 211 168 120 52 51 98
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=16
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 7 14 1 11 5 8 8 9 12 14 9 1 6 1 1 6
|
||
|
|
split_gain=7.9492 5.96083 5.41103 6.47276 6.7765 4.94159 8.67751 6.00815 8.96836 5.27129 4.72955 6.21836 8.5269 8.09293 4.61946 6.46915 5.38108 4.60494 5.72102 5.21084 5.95387 5.80521 5.94973 7.37045 5.84163 5.78315 5.00958 4.48613 7.51543 4.38574
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -0.11274801404412607 1.1265284787364513 2.7115066536835508 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322
|
||
|
|
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 -1 3 4 14 6 7 8 10 -8 11 12 -3 -13 16 -16 -2 18 -12 26 -21 22 29 -24 -23 -26 -19 -28 -29 -22
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 -9 -10 -11 17 13 -14 -15 15 -17 -18 19 -20 20 21 24 23 -25 25 -27 27 28 -30 -31
|
||
|
|
leaf_value=0.00094735891841108246 0.0013198182052016319 0.00058005760755044944 0.0013077886611878229 -0.00079043681656244076 0.0011687257729870756 -0.00082600202775801686 6.5651446679649769e-05 -0.00079044768144408031 0.00060268296886792252 0.0014881320754068868 -0.0012526077843742676 3.740456021854901e-05 -0.0010172785203760059 0.0015314276261488133 -0.0010152851312133122 0.00042670947677488373 7.3864989872608872e-05 -0.00054555180439831176 -6.388033280717016e-05 -0.0011193276346515568 -0.0015613376912537176 0.00060975364552971376 0.0008573033837825613 -0.00079043681656244065 -0.00097839812869370728 0.00036235040234014715 -0.00029672094033796574 0.0014881320754068865 0.0001907668078168192 -0.00038977650322651519
|
||
|
|
leaf_weight=5.4695581197738639 5.4724924564361563 6.2180913984775561 5.4671495854854575 5.2308208644390097 8.6992332339286786 9.2165274173021299 4.9773380160331726 12.703246206045149 17.410201132297516 5.4659107327461225 9.2202401608228701 8.710608556866644 7.2250905185937881 6.2109205871820441 6.2231803834438342 6.2213855683803558 9.4553463757038099 10.70812699198722 7.2181478589773169 8.9699383378028781 7.2286746352911155 11.938326358795168 4.9728599190711957 5.9780809879302979 6.9756916165351788 5.9708472490310731 11.950213909149168 5.4659107327461234 24.385494321584705 5.7266949266195297
|
||
|
|
leaf_count=22 22 25 22 21 35 37 20 51 70 22 37 35 29 25 25 25 38 43 29 36 29 48 20 24 28 24 48 22 98 23
|
||
|
|
internal_value=3.77447e-10 -8.29211e-05 0.000372887 0.000249136 0.000399886 -0.00011043 -7.67184e-05 -0.000126732 -7.78505e-05 0.000810166 -0.000154254 0.000214855 -0.000278437 0.000659275 0.000155541 -0.000294392 0.000530627 -0.000236882 -0.000730634 -0.000163277 -0.000370542 -0.000232882 -0.000584807 -4.21923e-05 0.000105203 -0.000360055 6.4716e-05 0.000221046 0.00042832 -0.00104347
|
||
|
|
internal_weight=257.086 210.317 46.7696 41.3025 36.0716 204.847 195.631 185.187 172.484 10.4432 155.074 28.3647 13.4432 14.9215 27.3724 12.4446 14.9278 126.709 16.4384 110.271 57.7611 48.7912 23.9063 10.9509 24.8849 12.9465 52.5097 41.8016 29.8514 12.9554
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 110 50 60 509 66 443 232 196 96 44 100 52 211 168 120 52
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=17
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 6 11 5 8 8 9 12 14 9 1 6 1 1 6 6 1
|
||
|
|
split_gain=7.9335 5.94925 5.40102 6.45979 6.76384 4.93141 8.66059 5.99577 8.95069 5.26174 4.72007 6.20623 8.50951 8.07818 4.6164 4.59543 5.70893 5.2003 5.94136 5.79339 5.93727 7.35577 5.83011 5.77126 4.99949 4.47728 7.50167 4.37629 4.121 4.0382
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 40.080336968386753 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
|
||
|
|
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 -1 3 4 14 6 7 8 10 -8 11 12 -3 -13 -2 16 -12 24 -19 20 27 -22 -21 -24 -17 -26 -27 -20 -9 -28
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 15 13 -14 -15 -16 17 -18 18 19 22 21 -23 23 -25 25 26 29 -29 -30 -31
|
||
|
|
leaf_value=0.00094647853077201309 0.00085850232803125041 0.00057950165207096142 0.0013066135325684109 -0.00078960879212244285 0.0011676614560873679 -0.00082513514727660363 6.5586113155054857e-05 -0.0013478609043646272 0.00060210638057995138 0.0014868190099168333 -0.0012512667655391883 3.736729269139999e-05 -0.0010162009436304623 0.0015300823615193142 -8.447879167386252e-05 -0.00054498775345740316 -6.3816184813197217e-05 -0.001118136174593221 -0.0015596452475854668 0.0006091705721882444 0.00085650031177532632 -0.00078960879212244275 -0.00097736351274171408 0.00036199722831792449 -0.00029641846494958573 0.0014868190099168331 -0.00036756022005719958 -0.00038937699540124362 -0.00020852751375589041 0.0004872796487077832
|
||
|
|
leaf_weight=5.4691712856292716 6.9626405239105251 6.2178332358598727 5.4665945768356314 5.2310699522495261 8.6984556168317777 9.2169839292764646 4.9773159623146057 6.4793224632740003 17.409448027610779 5.4652675390243513 9.2208912968635577 8.7105866521596891 7.2255191951990128 6.210165098309516 20.409435927867889 10.708490937948218 7.2181785404682151 8.970515549182883 7.2292826473713081 11.937803506851198 4.9725449085235578 5.9783656597137451 6.9760921597480694 5.9706963300705018 11.950442075729368 5.4652675390243521 8.463701814413076 5.7268368154764175 6.2245287001132965 15.921474456787108
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||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 37 35 29 25 82 43 29 36 29 48 20 24 28 24 48 22 34 23 25 64
|
||
|
|
internal_value=4.00981e-10 -8.28382e-05 0.000372526 0.000248892 0.000399499 -0.00011032 -7.66417e-05 -0.000126605 -7.77726e-05 0.000809408 -0.000154099 0.000214645 -0.000278155 0.00065865 0.000155388 -0.000236642 -0.000729873 -0.000163113 -0.000370165 -0.000232647 -0.000584205 -4.21503e-05 0.000105099 -0.000359688 6.46518e-05 0.000220828 0.000427905 -0.00104237 -0.00078962 0.000190579
|
||
|
|
internal_weight=257.085 210.317 46.7682 41.3016 36.0705 204.848 195.631 185.188 172.484 10.4426 155.075 28.3641 13.4434 14.9208 27.3721 126.711 16.4391 110.272 57.7621 48.7916 23.907 10.9509 24.8846 12.9468 52.5094 41.8009 29.8504 12.9561 12.7039 24.3852
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 110 509 66 443 232 196 96 44 100 52 211 168 120 52 51 98
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=18
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 7 14 1 11 5 8 8 9 12 14 9 1 6 1 1 6
|
||
|
|
split_gain=7.91784 5.93771 5.39104 6.44685 6.75122 4.92125 8.64371 5.98344 8.93305 5.25221 4.7106 6.19412 8.49216 8.06348 4.6086 6.45588 5.37078 4.58594 5.69687 5.18979 5.92888 5.78159 5.92484 7.34112 5.81861 5.75939 4.98943 4.46846 7.48793 4.36687
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -0.11274801404412607 1.1265284787364513 2.7115066536835508 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322
|
||
|
|
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 -1 3 4 14 6 7 8 10 -8 11 12 -3 -13 16 -16 -2 18 -12 26 -21 22 29 -24 -23 -26 -19 -28 -29 -22
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 -9 -10 -11 17 13 -14 -15 15 -17 -18 19 -20 20 21 24 23 -25 25 -27 27 28 -30 -31
|
||
|
|
leaf_value=0.0009455992633100401 0.0013183898247516139 0.00057894628060797901 0.0013054405115201064 -0.00078878188732071301 0.0011665987777179526 -0.00082426945437131854 6.5520779051491852e-05 -0.00078879446205360848 0.00060153036915198922 0.0014855086118931869 -0.0012499281550730141 3.7330024976815528e-05 -0.0010151250309501536 0.0015287400618625639 -0.0010142741252901471 0.00042623109823912604 7.3579518454182317e-05 -0.00054442436455989275 -6.3752037364555117e-05 -0.0011169469778664744 -0.0015579566046773836 0.00060858820128194171 0.00085569829351781336 -0.0007887818873207129 -0.00097633049798804953 0.00036164437257133202 -0.00029611644277623302 0.0014855086118931867 0.00019039065111626122 -0.00038897811594370288
|
||
|
|
leaf_weight=5.4687824845314017 5.4718715697526923 6.2175743281841296 5.4660356342792502 5.231317162513732 8.6976733058691007 9.2174365818500501 4.9772939085960388 12.704423576593397 17.408692836761475 5.4646187722682935 9.221535265445711 8.7105647474527341 7.2259439826011658 6.2094029039144507 6.2235603481531161 6.2211725860834122 9.4551487863063794 10.708852961659423 7.2182092219591132 8.9710868597030551 7.229881152510659 11.937278509140016 4.9722284078598005 5.9786481857299805 6.9764889478683392 5.9705450534820619 11.950669527053831 5.4646187722682944 24.384834378957752 5.7269780188798904
|
||
|
|
leaf_count=22 22 25 22 21 35 37 20 51 70 22 37 35 29 25 25 25 38 43 29 36 29 48 20 24 28 24 48 22 98 23
|
||
|
|
internal_value=4.30544e-10 -8.27554e-05 0.000372165 0.000248648 0.000399111 -0.000110209 -7.65651e-05 -0.000126478 -7.76949e-05 0.00080865 -0.000153944 0.000214435 -0.000277873 0.000658026 0.000155234 -0.00029416 0.000529896 -0.000236403 -0.000729113 -0.000162949 -0.000369788 -0.000232413 -0.000583603 -4.21082e-05 0.000104996 -0.000359321 6.45877e-05 0.000220612 0.000427491 -0.00104126
|
||
|
|
internal_weight=257.083 210.317 46.7668 41.3007 36.0694 204.848 195.63 185.188 172.484 10.4419 155.075 28.3635 13.4435 14.92 27.3718 12.4447 14.927 126.712 16.4397 110.272 57.7631 48.792 23.9077 10.9509 24.8843 12.947 52.509 41.8001 29.8495 12.9569
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 110 50 60 509 66 443 232 196 96 44 100 52 211 168 120 52
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=19
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 6 11 5 8 8 9 12 14 9 1 6 1 1 6 6 1
|
||
|
|
split_gain=7.90222 5.92618 5.38107 6.43393 6.73862 4.91111 8.62686 5.97112 8.91546 5.24271 4.70116 6.18204 8.47485 8.04881 4.60539 4.57648 5.68484 5.1793 5.91644 5.76982 5.91244 7.32651 5.80714 5.74755 4.97938 4.45964 7.47424 4.35748 4.11207 4.03026
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 40.080336968386753 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
|
||
|
|
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 -1 3 4 14 6 7 8 10 -8 11 12 -3 -13 -2 16 -12 24 -19 20 27 -22 -21 -24 -17 -26 -27 -20 -9 -28
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 15 13 -14 -15 -16 17 -18 18 19 22 21 -23 23 -25 25 26 29 -29 -30 -31
|
||
|
|
leaf_value=0.00094472122431378341 0.00085739532034012037 0.00057839152769086316 0.0013042694216658616 -0.00078795610110823098 0.0011655377653747346 -0.00082340502138780367 6.5455614092464409e-05 -0.0013455634814508789 0.0006009550594849864 0.0014842008546798299 -0.0012485920210847615 3.7292757074794214e-05 -0.0010140507803044672 0.0015274004498692442 -8.4492129457236072e-05 -0.0005438616373352631 -6.3688009879096704e-05 -0.0011157596530380941 -0.0015562717384376605 0.00060800636984466804 0.00085489729851945381 -0.00078795610110823087 -0.00097529919502984839 0.00036129192491148206 -0.00029581468920169716 0.0014842008546798297 -0.00036737878931733807 -0.00038857957081706219 -0.00020751703271509308 0.00048662514057376739
|
||
|
|
leaf_weight=5.4683917164802542 6.9620279073715237 6.2173143029212969 5.4654727578163138 5.2315624952316275 8.6968857795000059 9.2178859263658506 4.9772721529006958 6.4800957739353162 17.40793451666832 5.4639647603034955 9.2221709638834017 8.7105428427457792 7.2263648808002472 6.208634376525878 20.409387931227684 10.709213063120833 7.2182394713163367 8.9716522693633944 7.2304701507091682 11.936752796173097 4.9719104170799238 5.9789285659790039 6.9768823981285015 5.9703934192657533 11.950896263122557 5.4639647603034964 8.46379959583283 5.7271188795566559 6.2249235808849335 15.920717239379881
|
||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 37 35 29 25 82 43 29 36 29 48 20 24 28 24 48 22 34 23 25 64
|
||
|
|
internal_value=4.58137e-10 -8.26726e-05 0.000371804 0.000248405 0.000398725 -0.000110099 -7.64886e-05 -0.000126351 -7.76172e-05 0.000807894 -0.00015379 0.000214226 -0.000277592 0.000657403 0.000155081 -0.000236165 -0.000728354 -0.000162785 -0.000369412 -0.000232178 -0.000583003 -4.20662e-05 0.000104892 -0.000358955 6.45236e-05 0.000220395 0.000427078 -0.00104016 -0.000787969 0.000190203
|
||
|
|
internal_weight=257.082 210.316 46.7653 41.2999 36.0683 204.848 195.63 185.189 172.484 10.4412 155.076 28.3629 13.4437 14.9192 27.3714 126.713 16.4404 110.273 57.7641 48.7925 23.9084 10.9508 24.884 12.9473 52.5086 41.7994 29.8485 12.9576 12.705 24.3845
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 110 509 66 443 232 196 96 44 100 52 211 168 120 52 51 98
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=20
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 7 14 1 11 5 8 8 9 12 14 9 1 6 1 1 6
|
||
|
|
split_gain=7.88662 5.91468 5.37113 6.42104 6.72606 4.90099 8.61006 5.95884 8.89789 5.23324 4.69174 6.16998 8.45758 8.03418 4.59777 6.44264 5.36052 4.56703 5.67285 5.16883 5.90402 5.75808 5.90007 7.31192 5.79569 5.73575 4.96936 4.45086 7.46058 4.34812
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -0.11274801404412607 1.1265284787364513 2.7115066536835508 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322
|
||
|
|
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 -1 3 4 14 6 7 8 10 -8 11 12 -3 -13 16 -16 -2 18 -12 26 -21 22 29 -24 -23 -26 -19 -28 -29 -22
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 -9 -10 -11 17 13 -14 -15 15 -17 -18 19 -20 20 21 24 23 -25 25 -27 27 28 -30 -31
|
||
|
|
leaf_value=0.0009438443040927513 0.0013169647159852183 0.00057783731905579393 0.0013031004101372095 -0.00078713155206243282 0.0011644784587264657 -0.0008225419739975227 6.5390452479150796e-05 -0.00078714591426033297 0.00060038032635639186 0.0014828956699985236 -0.0012472585498790848 3.7255598470671181e-05 -0.0010129783904524738 0.0015260637244326801 -0.0010132646027227207 0.00042575342800310145 7.3294699044143541e-05 -0.00054329955661201594 -6.3624044861297944e-05 -0.0011145742939457292 -0.0015545908308840916 0.0006074252769241895 0.00085409732625635804 -0.00078713155206243271 -0.00097426958193476138 0.00036093984870977006 -0.00029551327670356183 0.0014828956699985232 0.00019001519873434501 -0.00038818151844779308
|
||
|
|
leaf_weight=5.4679989814758292 5.4712442755699149 6.2170539051294345 5.464905619621276 5.2318059504032126 8.6960930377244932 9.2183314114809018 4.9772500991821289 12.705580577254294 17.407174110412598 5.4633055031299573 9.2227989435195941 8.7105209380388242 7.2267814576625824 6.2078591436147681 6.223936930298807 6.2209585756063461 9.4549501240253431 10.709570601582518 7.2182697206735602 8.9722112417220981 7.2310496419668358 11.936224222183229 4.9715909361839277 5.9792068004608154 6.9772716760635296 5.9702417850494447 11.951121568679808 5.4633055031299582 24.384173035621647 5.7272590547800064
|
||
|
|
leaf_count=22 22 25 22 21 35 37 20 51 70 22 37 35 29 25 25 25 38 43 29 36 29 48 20 24 28 24 48 22 98 23
|
||
|
|
internal_value=4.79587e-10 -8.25901e-05 0.000371444 0.000248162 0.000398338 -0.000109989 -7.64122e-05 -0.000126225 -7.75397e-05 0.000807139 -0.000153635 0.000214016 -0.000277311 0.000656781 0.000154927 -0.000293928 0.000529166 -0.000235926 -0.000727597 -0.000162621 -0.000369037 -0.000231944 -0.000582403 -4.20243e-05 0.000104788 -0.00035859 6.44596e-05 0.000220179 0.000426665 -0.00103907
|
||
|
|
internal_weight=257.08 210.316 46.7639 41.299 36.0672 204.848 195.63 185.189 172.484 10.4406 155.077 28.3622 13.4438 14.9184 27.3711 12.4449 14.9262 126.714 16.4411 110.273 57.7651 48.7928 23.9091 10.9508 24.8837 12.9475 52.5082 41.7986 29.8475 12.9583
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 110 50 60 509 66 443 232 196 96 44 100 52 211 168 120 52
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=21
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 6 11 5 8 8 9 12 14 9 1 6 1 1 6 6 1
|
||
|
|
split_gain=7.87106 5.90321 5.36122 6.40818 6.71352 4.8909 8.59328 5.94657 8.88037 5.22379 4.68234 6.15795 8.44035 8.0196 4.59441 4.55761 5.66089 5.15839 5.89164 5.74637 5.88774 7.29737 5.78427 5.72396 4.95935 4.44208 7.44696 4.3388 4.10317 4.02235
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 40.080336968386753 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
|
||
|
|
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 -1 3 4 14 6 7 8 10 -8 11 12 -3 -13 -2 16 -12 24 -19 20 27 -22 -21 -24 -17 -26 -27 -20 -9 -28
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 15 13 -14 -15 -16 17 -18 18 19 22 21 -23 23 -25 25 26 29 -29 -30 -31
|
||
|
|
leaf_value=0.00094296861095580838 0.00085629048452960394 0.00057728381014586743 0.0013019335003637419 -0.00078630807247618152 0.0011634206871571832 -0.0008216798997017793 6.5325356153469471e-05 -0.001343273531993373 0.00059980617648370388 0.0014815931221120967 -0.001245927472609334 3.7218395201129304e-05 -0.0010119076859560225 0.001524729661156463 -8.4505262150889394e-05 -0.00054273820167982905 -6.3560254109343384e-05 -0.0011133911599266919 -0.001552913608552799 0.00060684480561307911 0.00085329831625722847 -0.00078630807247618141 -0.00097324153003978335 0.00036058801583674545 -0.00029521224462811713 0.0014815931221120965 -0.00036719717615064571 -0.00038778387540134652 -0.00020650926688732434 0.00048597169460654391
|
||
|
|
leaf_weight=5.4676042795181266 6.9614094495773342 6.2167923897504824 5.4643345475196829 5.2320478409528723 8.6952956020832044 9.2187735885381681 4.977228045463562 6.4808531999587995 17.406411617994308 5.4626406729221326 9.223419204354288 8.7104990333318693 7.2271937131881714 6.2070775777101508 20.40933446586132 10.709926858544341 7.2183004021644583 8.9727643132209689 7.2316200584173362 11.935694932937624 4.9712699651718122 5.9794832468032837 6.9776571989059368 5.9700897932052674 11.951346874237059 5.4626406729221335 8.4638973772525841 5.727398544549942 6.2253143638372421 15.919957160949705
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||
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|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 37 35 29 25 82 43 29 36 29 48 20 24 28 24 48 22 34 23 25 64
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||
|
|
internal_value=4.88285e-10 -8.25076e-05 0.000371084 0.000247919 0.000397953 -0.000109879 -7.63359e-05 -0.000126098 -7.74623e-05 0.000806385 -0.000153481 0.000213807 -0.000277031 0.000656159 0.000154774 -0.000235688 -0.000726841 -0.000162458 -0.000368662 -0.000231711 -0.000581805 -4.19825e-05 0.000104685 -0.000358225 6.43956e-05 0.000219962 0.000426252 -0.00103797 -0.000786322 0.000189828
|
||
|
|
internal_weight=257.078 210.316 46.7624 41.2981 36.066 204.848 195.629 185.19 172.483 10.4399 155.077 28.3616 13.444 14.9176 27.3707 126.715 16.4417 110.274 57.766 48.7932 23.9098 10.9508 24.8834 12.9477 52.5078 41.7978 29.8465 12.959 12.7062 24.3839
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 110 509 66 443 232 196 96 44 100 52 211 168 120 52 51 98
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=22
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||
|
|
num_leaves=31
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||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 7 14 1 11 5 8 8 9 12 14 9 1 6 1 1 6
|
||
|
|
split_gain=7.85553 5.89176 5.35133 6.39535 6.70101 4.88083 8.57655 5.93435 8.86287 5.21437 4.67296 6.14595 8.42316 8.00505 4.58696 6.42943 5.35028 4.54821 5.64896 5.14797 5.87929 5.73469 5.87544 7.28285 5.77287 5.71221 4.94937 4.43333 7.43337 4.32951
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -0.11274801404412607 1.1265284787364513 2.7115066536835508 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322
|
||
|
|
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 -1 3 4 14 6 7 8 10 -8 11 12 -3 -13 16 -16 -2 18 -12 26 -21 22 29 -24 -23 -26 -19 -28 -29 -22
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||
|
|
right_child=2 5 -4 -5 -6 -7 9 -9 -10 -11 17 13 -14 -15 15 -17 -18 19 -20 20 21 24 23 -25 25 -27 27 28 -30 -31
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||
|
|
leaf_value=0.00094209409169146072 0.0013155428436169611 0.00057673084533622172 0.0013007685939846281 -0.00078548571554563624 0.0011623646882293714 -0.00082081908190419011 6.5260321208655928e-05 -0.00078550210341653758 0.00059923269192375961 0.0014802931612549067 -0.0012445988371460729 3.7181299004126697e-05 -0.001010838637156056 0.001523398386411237 -0.0010122565426784699 0.00042527644043539457 7.3010577027044711e-05 -0.00054217750731026804 -6.3496352097360033e-05 -0.0011122099560339821 -0.001551240346503571 0.00060626495364415249 0.00085250035791941997 -0.00078548571554563614 -0.00097221487679461564 0.00036023665926323298 -0.00029491153579546845 0.0014802931612549065 0.00018964054391072173 -0.00038738664954448871
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||
|
|
leaf_weight=5.4672072827816001 5.470610409975051 6.2165305018425006 5.4637592136859885 5.2322875410318366 8.694492429494856 9.2192124575376493 4.977206289768219 12.706717595458029 17.405647039413452 5.4619709253311139 9.2240317463874835 8.7104776501655561 7.2276020795106888 6.2062900513410559 6.2243100106716174 6.2207439094781876 9.4547506272792798 10.710281193256369 7.2183306515216819 8.973310947418204 7.2321809679269951 11.935163497924806 4.9709475040435773 5.9797571897506714 6.9780393838882366 5.9699378013610902 11.951571464538572 5.4619709253311148 24.383508831262592 5.7275376915931702
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||
|
|
leaf_count=22 22 25 22 21 35 37 20 51 70 22 37 35 29 25 25 25 38 43 29 36 29 48 20 24 28 24 48 22 98 23
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||
|
|
internal_value=5.24806e-10 -8.24252e-05 0.000370724 0.000247676 0.000397567 -0.000109769 -7.62597e-05 -0.000125972 -7.73849e-05 0.000805632 -0.000153327 0.000213598 -0.000276751 0.000655539 0.000154622 -0.000293696 0.000528437 -0.00023545 -0.000726085 -0.000162295 -0.000368287 -0.000231477 -0.000581207 -4.19406e-05 0.000104581 -0.00035786 6.43318e-05 0.000219747 0.000425841 -0.00103688
|
||
|
|
internal_weight=257.076 210.315 46.761 41.2972 36.0649 204.848 195.629 185.19 172.483 10.4392 155.077 28.3609 13.4441 14.9168 27.3704 12.4451 14.9254 126.717 16.4424 110.274 57.7669 48.7936 23.9104 10.9507 24.8831 12.948 52.5073 41.7971 29.8455 12.9597
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||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 110 50 60 509 66 443 232 196 96 44 100 52 211 168 120 52
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=23
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||
|
|
num_leaves=31
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||
|
|
num_cat=0
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||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 6 11 5 8 8 9 12 14 9 1 6 1 1 6 6 7
|
||
|
|
split_gain=7.84004 5.88033 5.34146 6.38255 6.68853 4.87078 8.55985 5.92214 8.84542 5.20497 4.6636 6.13397 8.40601 7.99053 4.58347 4.53883 5.63707 5.13758 5.86697 5.72303 5.86317 7.26835 5.76149 5.70048 4.93941 4.42459 7.41982 4.32025 4.09431 4.01728
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 40.080336968386753 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 -0.52367065480819064
|
||
|
|
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 -1 3 4 14 6 7 8 10 -8 11 12 -3 -13 -2 16 -12 24 -19 20 27 -22 -21 -24 -17 -26 -27 -20 -9 -16
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 15 13 -14 -15 29 17 -18 18 19 22 21 -23 23 -25 25 26 -28 -29 -30 -31
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||
|
|
leaf_value=0.00094122065085189993 0.00085518792171364062 0.00057617849844900093 0.0012996055329374322 -0.000784664632503563 0.0011613103210080084 -0.00081995960732277398 6.5195289599051149e-05 -0.0013409911836717206 0.00059865989473757036 0.0014789958096306467 -0.0012432726396676287 3.7144160370257542e-05 -0.0010097712420462624 0.0015220698592505076 0.00058553531444704022 -0.00054161750553746149 -6.3432628154313651e-05 -0.001111030822181489 -0.0015495706460286747 0.00060568567699657351 0.0008517033907730516 -0.00078466463250356289 -0.00097118998604892482 0.00035988555256602993 -0.00029461109527544711 0.0014789958096306465 0.00018945338310933158 -0.00038698983271252054 -0.00020550453243504003 -0.00037827966588405609
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||
|
|
leaf_weight=5.466808319091796 6.9607849717140224 6.2162674963474291 5.4631802737712851 5.2325253635644904 8.6936845630407316 9.2196474671363813 4.9771842360496521 6.4815947413444501 17.404879331588745 5.4612956047058088 9.2246365696191805 8.7104557454586011 7.2280065566301346 6.2054958194494239 6.2205505371093777 10.710632964968672 7.2183609008789054 8.9738516807556064 7.2327332347631614 11.934630632400514 4.9706235527992231 5.9800289869308472 6.9784178137779156 5.9697850942611757 11.951795339584349 5.4612956047058097 24.383189380168918 5.7276761531829834 6.2257006764411926 14.188725054264067
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||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 37 35 29 25 25 43 29 36 29 48 20 24 28 24 48 22 98 23 25 57
|
||
|
|
internal_value=5.39996e-10 -8.23429e-05 0.000370366 0.000247434 0.000397183 -0.000109659 -7.61836e-05 -0.000125846 -7.73077e-05 0.00080488 -0.000153174 0.00021339 -0.000276471 0.000654919 0.000154469 -0.000235213 -0.000725331 -0.000162132 -0.000367913 -0.000231244 -0.00058061 -4.18989e-05 0.000104478 -0.000357496 6.4268e-05 0.000219531 0.000425429 -0.00103578 -0.000784681 -8.45181e-05
|
||
|
|
internal_weight=257.074 210.315 46.7595 41.2963 36.0637 204.848 195.629 185.19 172.483 10.4385 155.078 28.3602 13.4443 14.916 27.3701 126.718 16.443 110.275 57.7677 48.7939 23.9111 10.9507 24.8828 12.9482 52.5069 41.7963 29.8445 12.9604 12.7073 20.4093
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||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 110 509 66 443 232 196 96 44 100 52 211 168 120 52 51 82
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=24
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||
|
|
num_leaves=31
|
||
|
|
num_cat=0
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||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 6 11 5 8 8 9 12 14 9 1 6 1 1 6 6 1
|
||
|
|
split_gain=7.82457 5.86893 5.33161 6.36977 6.67608 4.86076 8.54319 5.90997 8.828 5.1956 4.65426 6.12202 8.38889 7.97606 4.57462 4.52948 5.6252 5.1272 5.85468 5.7114 5.85093 7.25389 5.75014 5.68878 4.92947 4.41587 7.40631 4.31102 4.08563 4.01451
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 40.080336968386753 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
|
||
|
|
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 -1 3 4 14 6 7 8 10 -8 11 12 -3 -13 -2 16 -12 24 -19 20 27 -22 -21 -24 -17 -26 -27 -20 -9 -28
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 15 13 -14 -15 -16 17 -18 18 19 22 21 -23 23 -25 25 26 29 -29 -30 -31
|
||
|
|
leaf_value=0.00094034847309509091 0.0008543875761666004 0.00057562673476704168 0.0012984446459345701 -0.00078384445647906376 0.0011602574848175152 -0.00081910126409101384 6.5130365193794105e-05 -0.0013395552459712023 0.00059808768721649212 0.0014777010191835702 -0.0012419488505213973 3.7107131036029733e-05 -0.0010087055259456993 0.0015207440043295943 -8.4433197010140795e-05 -0.00054105822854132266 -6.33689047453498e-05 -0.0011098535165700726 -0.0015479049672818734 0.00060510717662341925 0.00085090736327401507 -0.00078384445647906365 -0.00097016668504509938 0.00035953490716858543 -0.00029431094061175981 0.00147770101918357 -0.00036720938086115762 -0.00038659356001361601 -0.00020529636010862003 0.00048513646444519801
|
||
|
|
leaf_weight=5.4664073884487143 6.9603384137153652 6.216003745794298 5.4625970721244803 5.2327616214752188 8.692872002720831 9.2200791686773282 4.9771621823310852 6.4820546209812147 17.404109537601471 5.4606150388717634 9.2252336740493792 8.7104338407516462 7.2284067124128342 6.2046952545642844 20.409376084804535 10.710983455181113 7.2183911502361289 8.9743865132331759 7.2332755625248115 11.934095621109011 4.9702984094619733 5.9802989959716797 6.9787924885749737 5.9696323871612611 11.952017784118651 5.4606150388717642 8.4638907909393364 5.7278139293193817 6.2257803976535797 15.918979644775389
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||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 37 35 29 25 82 43 29 36 29 48 20 24 28 24 48 22 34 23 25 64
|
||
|
|
internal_value=5.70606e-10 -8.22608e-05 0.000370007 0.000247192 0.000396798 -0.000109549 -7.61076e-05 -0.00012572 -7.72305e-05 0.000804129 -0.00015302 0.000213182 -0.000276192 0.0006543 0.000154316 -0.000234976 -0.000724578 -0.000161969 -0.00036754 -0.000231011 -0.000580014 -4.18571e-05 0.000104375 -0.000357132 6.42042e-05 0.000219316 0.000425018 -0.00103469 -0.000783863 0.000189266
|
||
|
|
internal_weight=257.072 210.314 46.7579 41.2953 36.0626 204.848 195.628 185.19 172.482 10.4378 155.078 28.3595 13.4444 14.9151 27.3697 126.719 16.4436 110.275 57.7686 48.7942 23.9117 10.9506 24.8825 12.9484 52.5065 41.7955 29.8435 12.9611 12.7078 24.3829
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 110 509 66 443 232 196 96 44 100 52 211 168 120 52 51 98
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=25
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 7 14 1 11 5 8 8 9 12 14 9 1 6 1 1 6
|
||
|
|
split_gain=7.80914 5.85755 5.3218 6.35702 6.66366 4.85076 8.52656 5.89783 8.81062 5.18625 4.64494 6.1101 8.37182 7.96163 4.56944 6.41619 5.33987 4.52014 5.61338 5.11685 5.84242 5.69979 5.83872 7.23947 5.73881 5.67711 4.91955 4.40717 7.39282 4.30182
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -0.11274801404412607 1.1265284787364513 2.7115066536835508 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322
|
||
|
|
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 -1 3 4 14 6 7 8 10 -8 11 12 -3 -13 16 -16 -2 18 -12 26 -21 22 29 -24 -23 -26 -19 -28 -29 -22
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 -9 -10 -11 17 13 -14 -15 15 -17 -18 19 -20 20 21 24 23 -25 25 -27 27 28 -30 -31
|
||
|
|
leaf_value=0.00093947737237904717 0.0013137069157294313 0.0005750755964145333 0.0012972857494234569 -0.00078302555931966092 0.0011592063473681927 -0.00081824426166221358 6.5065502183406107e-05 -0.0007830461172353342 0.00059751613088115019 0.0014764088744737424 -0.0012406277274163967 3.7070101515561185e-05 -0.0010076416598185037 0.0015194210203828206 -0.0010110586181238329 0.00042497671503736735 7.2312599201092615e-05 -0.00054049961100146248 -6.3305243800184499e-05 -0.0011086783419027371 -0.0015462428523497725 0.00060452922251698967 0.00085011246693467342 -0.00078302555931966081 -0.00096914497187536362 0.00035918457333283365 -0.00029401122100712715 0.0014764088744737421 0.00018907983940151274 -0.00038619770409918262
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||
|
|
leaf_weight=5.4660044908523551 5.4697754830121985 6.2157396227121371 5.4620099365711203 5.2329956889152518 8.6920542269945127 9.220507010817526 4.9771404266357422 12.708368033170698 17.40333765745163 5.4599292278289777 9.2258225083351153 8.7104119360446912 7.2288025468587875 6.2038883566856375 6.2247421741485613 6.2205968350172043 9.4542658030986768 10.711332023143759 7.2184213995933524 8.9749149084091098 7.2338092476129692 11.933559894561769 4.9699714779853803 5.9805665016174316 6.979163408279411 5.9694796800613465 11.952240228652952 5.4599292278289786 24.382522821426395 5.7279513627290726
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||
|
|
leaf_count=22 22 25 22 21 35 37 20 51 70 22 37 35 29 25 25 25 38 43 29 36 29 48 20 24 28 24 48 22 98 23
|
||
|
|
internal_value=5.96347e-10 -8.21787e-05 0.000369649 0.000246951 0.000396414 -0.00010944 -7.60317e-05 -0.000125594 -7.71535e-05 0.00080338 -0.000152867 0.000212974 -0.000275913 0.000653682 0.000154164 -0.00029328 0.000527293 -0.000234739 -0.000723826 -0.000161806 -0.000367167 -0.000230779 -0.000579419 -4.18155e-05 0.000104272 -0.000356769 6.41406e-05 0.000219101 0.000424608 -0.00103361
|
||
|
|
internal_weight=257.07 210.314 46.7564 41.2944 36.0614 204.848 195.627 185.19 172.482 10.4371 155.079 28.3588 13.4445 14.9143 27.3694 12.4453 14.924 126.72 16.4442 110.275 57.7694 48.7945 23.9123 10.9505 24.8822 12.9486 52.506 41.7947 29.8425 12.9618
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 110 50 60 509 66 443 232 196 96 44 100 52 211 168 120 52
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=26
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 6 11 5 8 8 9 12 14 9 1 6 1 1 6 6 1
|
||
|
|
split_gain=7.79375 5.8462 5.312 6.3443 6.65127 4.84078 8.50998 5.8857 8.79328 5.17693 4.63564 6.0982 8.35478 7.94723 4.56373 4.51083 5.60158 5.10653 5.83019 5.68822 5.82654 7.22507 5.7275 5.66546 4.90965 4.39848 7.37938 4.29265 4.07684 4.00662
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 40.080336968386753 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
|
||
|
|
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 -1 3 4 14 6 7 8 10 -8 11 12 -3 -13 -2 16 -12 24 -19 20 27 -22 -21 -24 -17 -26 -27 -20 -9 -28
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 15 13 -14 -15 -16 17 -18 18 19 22 21 -23 23 -25 25 26 29 -29 -30 -31
|
||
|
|
leaf_value=0.00093860749522461321 0.00085328852398797053 0.0005745249940109214 0.0012961288156620534 -0.0007822078462801622 0.0011581568660991408 -0.00081738822669695738 6.5000816146259144e-05 -0.0013372848607956492 0.00059694516396175084 0.0014751192635925582 -0.0012393089566689673 3.7033179078445225e-05 -0.0010065794411186324 0.0015181007026918636 -8.4445849103020963e-05 -0.00053994163755307029 -6.3241698990233912e-05 -0.0011075052290814636 -0.0015445846685142259 0.00060395188704770323 0.00084931844029707327 -0.00078220784628016209 -0.00096812478676350569 0.00035883455760306424 -0.00029371171227562546 0.0014751192635925579 -0.000367026978523772 -0.00038580225673470221 -0.00020429551276961652 0.00048448557864148238
|
||
|
|
leaf_weight=5.4655996263027182 6.9597054719924953 6.2154743820428866 5.4614185392856589 5.2332281917333594 8.6912312358617765 9.2209315448999387 4.9771183729171753 6.4827702045440656 17.402563691139221 5.4592381715774518 9.2264041751623171 8.710390552878378 7.2291944921016693 6.2030751258134833 20.409309923648834 10.711678028106681 7.2184516489505759 8.9754374027252108 7.2343334257602852 11.933022022247316 4.9696430563926679 5.9808322191238403 6.9795309901237408 5.9693266153335633 11.952461242675779 5.4592381715774527 8.463989078998571 5.7280881106853485 6.2261622399091721 15.918214797973631
|
||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 37 35 29 25 82 43 29 36 29 48 20 24 28 24 48 22 34 23 25 64
|
||
|
|
internal_value=6.15017e-10 -8.20968e-05 0.000369292 0.000246709 0.000396031 -0.000109331 -7.5956e-05 -0.000125469 -7.70765e-05 0.000802631 -0.000152714 0.000212766 -0.000275634 0.000653065 0.000154012 -0.000234502 -0.000723076 -0.000161644 -0.000366795 -0.000230547 -0.000578825 -4.17739e-05 0.000104169 -0.000356406 6.4077e-05 0.000218886 0.000424197 -0.00103252 -0.000782228 0.000188893
|
||
|
|
internal_weight=257.068 210.313 46.7549 41.2935 36.0602 204.848 195.627 185.19 172.481 10.4364 155.079 28.3581 13.4447 14.9135 27.369 126.721 16.4449 110.276 57.7702 48.7948 23.9129 10.9505 24.8819 12.9489 52.5056 41.7939 29.8414 12.9624 12.7089 24.3822
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 110 509 66 443 232 196 96 44 100 52 211 168 120 52 51 98
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=27
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 7 14 1 11 5 8 8 9 12 14 9 1 6 1 1 6
|
||
|
|
split_gain=7.77838 5.83487 5.30223 6.3316 6.63891 4.83082 8.49342 5.87362 8.77597 5.16763 4.62636 6.08632 8.33779 7.93287 4.5587 6.40304 5.32969 4.50154 5.58982 5.09623 5.818 5.67667 5.8144 7.2107 5.71622 5.65384 4.89978 4.38982 7.36596 4.28352
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -0.11274801404412607 1.1265284787364513 2.7115066536835508 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322
|
||
|
|
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 -1 3 4 14 6 7 8 10 -8 11 12 -3 -13 16 -16 -2 18 -12 26 -21 22 29 -24 -23 -26 -19 -28 -29 -22
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 -9 -10 -11 17 13 -14 -15 15 -17 -18 19 -20 20 21 24 23 -25 25 -27 27 28 -30 -31
|
||
|
|
leaf_value=0.00093773867737105793 0.001312292649385324 0.00057397505116183476 0.0012949738562807753 -0.00078139112401896577 0.0011571089118506243 -0.00081653369174301599 6.4936017865477791e-05 -0.00078141406003352874 0.00059637488373256802 0.0014738320952702973 -0.0012379925828959195 3.6996214196033106e-05 -0.0010055188348856664 0.001516783029040751 -0.0010100537319168612 0.00042450115968862277 7.2030409638259497e-05 -0.00053938429050198332 -6.3178220424219158e-05 -0.0011063339363752624 -0.001542930299748474 0.00060337520874768165 0.00084852541184913361 -0.00078139112401896566 -0.00096710635660409827 0.00035848502470011074 -0.00029341252878358035 0.0014738320952702969 0.00018870706161439976 -0.00038540727793301524
|
||
|
|
leaf_weight=5.4651927947998038 5.4691267609596244 6.2152083963155764 5.4608235359191886 5.2334588170051566 8.6904035508632642 9.2213522195816022 4.9770966172218323 12.709453895688055 17.401786595582962 5.458542197942732 9.2269781231880206 8.7103686481714231 7.2295825481414795 6.2022555619478217 6.2251075506210345 6.2203803211450577 9.4540637731552106 10.712022751569739 7.2184814661741248 8.9759539961814792 7.2348485291004341 11.932482719421388 4.96931344270706 5.9810957908630371 6.9798948168754498 5.9691731929779115 11.952682256698607 5.4585421979427329 24.381852895021442 5.728224515914917
|
||
|
|
leaf_count=22 22 25 22 21 35 37 20 51 70 22 37 35 29 25 25 25 38 43 29 36 29 48 20 24 28 24 48 22 98 23
|
||
|
|
internal_value=6.30674e-10 -8.2015e-05 0.000368935 0.000246468 0.000395647 -0.000109221 -7.58803e-05 -0.000125343 -7.69997e-05 0.000801884 -0.000152561 0.000212559 -0.000275356 0.000652449 0.00015386 -0.000293049 0.000526568 -0.000234266 -0.000722326 -0.000161482 -0.000366423 -0.000230315 -0.000578233 -4.17324e-05 0.000104066 -0.000356044 6.40136e-05 0.000218671 0.000423788 -0.00103143
|
||
|
|
internal_weight=257.066 210.312 46.7534 41.2925 36.0591 204.847 195.626 185.19 172.481 10.4356 155.079 28.3574 13.4448 14.9126 27.3687 12.4455 14.9232 126.722 16.4455 110.276 57.771 48.795 23.9135 10.9504 24.8816 12.9491 52.5051 41.7931 29.8404 12.9631
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 110 50 60 509 66 443 232 196 96 44 100 52 211 168 120 52
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=28
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 6 11 5 8 8 9 12 14 9 1 6 1 1 6 6 7
|
||
|
|
split_gain=7.76305 5.82356 5.29248 6.31893 6.62657 4.82089 8.4769 5.86154 8.75869 5.15836 4.6171 6.07448 8.32083 7.91855 4.55286 4.49227 5.57809 5.08595 5.80583 5.66515 5.80229 7.19637 5.70496 5.64225 4.88992 4.38117 7.35259 4.27441 4.06808 3.99928
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 40.080336968386753 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 -0.52367065480819064
|
||
|
|
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 -1 3 4 14 6 7 8 10 -8 11 12 -3 -13 -2 16 -12 24 -19 20 27 -22 -21 -24 -17 -26 -27 -20 -9 -16
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 15 13 -14 -15 29 17 -18 18 19 22 21 -23 23 -25 25 26 -28 -29 -30 -31
|
||
|
|
leaf_value=0.00093687108172249046 0.00085219176667201079 0.00057342569102985413 0.0012938208490709002 -0.00078057559082751965 0.001156062652206956 -0.00081568019603345894 6.4871392667864718e-05 -0.0013350218329972793 0.00059580519260673908 0.0014725476530687573 -0.0012366785542930977 3.6959356402251058e-05 -0.0010044598721248182 0.0015154681264675086 0.00058414164931111132 -0.00053882769918886758 -6.3114738604279347e-05 -0.0011051647002036603 -0.0015412793600661308 0.00060279930605705047 0.00084773345291890804 -0.00078057559082751954 -0.00096608937207382298 0.00035813571348500603 -0.00029311372295910248 0.0014725476530687571 0.00018852083371806222 -0.00038501281366023907 -0.00020329738474498388 -0.00037753983866179797
|
||
|
|
leaf_weight=5.4647839963436118 6.9590663909912136 6.2149416655302065 5.4602245986461631 5.2336875647306433 8.6895706504583341 9.2217701375484449 4.9770748615264893 6.4834699034690839 17.401007413864136 5.4578406512737256 9.2275449037551898 8.7103472650051099 7.2299667149782181 6.2014300376176825 6.2199089527130154 10.712365552783004 7.2185117155313483 8.9764646887779147 7.235354557633416 11.931941270828249 4.9689820408821088 5.981357216835022 6.9802548885345379 5.9690197706222596 11.952902555465696 5.4578406512737265 24.381533503532413 5.7283598929643631 6.2265396118164062 14.189329385757445
|
||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 37 35 29 25 25 43 29 36 29 48 20 24 28 24 48 22 98 23 25 57
|
||
|
|
internal_value=6.7172e-10 -8.19332e-05 0.000368578 0.000246228 0.000395265 -0.000109112 -7.58047e-05 -0.000125218 -7.69229e-05 0.000801137 -0.000152408 0.000212352 -0.000275078 0.000651834 0.000153708 -0.00023403 -0.000721577 -0.00016132 -0.000366052 -0.000230084 -0.00057764 -4.16909e-05 0.000103963 -0.000355683 6.39501e-05 0.000218457 0.000423379 -0.00103035 -0.000780598 -8.44583e-05
|
||
|
|
internal_weight=257.063 210.312 46.7518 41.2916 36.0579 204.847 195.625 185.19 172.48 10.4349 155.079 28.3567 13.4449 14.9118 27.3683 126.722 16.4461 110.276 57.7717 48.7953 23.9141 10.9503 24.8812 12.9493 52.5046 41.7923 29.8394 12.9637 12.71 20.4092
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 110 509 66 443 232 196 96 44 100 52 211 168 120 52 51 82
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=29
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 6 11 5 8 8 9 12 14 9 1 6 1 1 6 6 1
|
||
|
|
split_gain=7.74776 5.81228 5.28275 6.30629 6.61426 4.81097 8.46042 5.84952 8.74146 5.14911 4.60786 6.06265 8.30391 7.90427 4.54408 4.48303 5.56639 5.07569 5.79369 5.65365 5.7902 7.18206 5.69372 5.63069 4.88008 4.37254 7.33925 4.26534 4.05949 3.99881
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 40.080336968386753 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
|
||
|
|
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 -1 3 4 14 6 7 8 10 -8 11 12 -3 -13 -2 16 -12 24 -19 20 27 -22 -21 -24 -17 -26 -27 -20 -9 -28
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 15 13 -14 -15 -16 17 -18 18 19 22 21 -23 23 -25 25 26 29 -29 -30 -31
|
||
|
|
leaf_value=0.00093600461651410804 0.00085139519989946007 0.00057287691349242574 0.0012926699353056432 -0.00077976120581370475 0.0011550180164415329 -0.00081482787486871356 6.4806770785866369e-05 -0.0013335975930912375 0.00059523615211767454 0.0014712655607358855 -0.0012353671506229579 3.6922456158862958e-05 -0.0010034027509778114 0.0015141559531338777 -8.4373406012914139e-05 -0.00053827176587294937 -6.3051438619824804e-05 -0.0011039975179099396 -0.0015396324273920271 0.00060222390287953485 0.00084694246126489417 -0.00077976120581370464 -0.00096507393377096723 0.00035778681017957904 -0.00029281533219540631 0.0014712655607358853 -0.00036703732919629502 -0.00038461865936989086 -0.00020309161989675038 0.00048365380248532901
|
||
|
|
leaf_weight=5.4643729031085959 6.9586120843887356 6.214674189686777 5.4596213996410361 5.2339144349098197 8.6887330561876279 9.2221841961145383 4.9770528078079224 6.4839038252830488 17.400226145982742 5.4571341872215253 9.2281034141778964 8.710325360298155 7.2303465604782104 6.2005978077650061 20.409334182739258 10.712706431746474 7.2185415327548972 8.9769694805145175 7.2358515113592308 11.931398391723635 4.9686494469642621 5.9816164970397949 6.9806112051010052 5.9688659906387391 11.953121423721312 5.4571341872215262 8.4639835059642845 5.7284952700138092 6.2266170978546143 15.9172306060791
|
||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 37 35 29 25 82 43 29 36 29 48 20 24 28 24 48 22 34 23 25 64
|
||
|
|
internal_value=6.74741e-10 -8.18516e-05 0.000368222 0.000245987 0.000394883 -0.000109003 -7.57292e-05 -0.000125093 -7.68463e-05 0.000800392 -0.000152255 0.000212145 -0.000274801 0.000651219 0.000153556 -0.000233795 -0.00072083 -0.000161158 -0.000365681 -0.000229852 -0.000577049 -4.16494e-05 0.000103861 -0.000355321 6.38867e-05 0.000218242 0.00042297 -0.00102927 -0.000779786 0.000188335
|
||
|
|
internal_weight=257.061 210.311 46.7502 41.2906 36.0567 204.846 195.624 185.19 172.479 10.4342 155.079 28.3559 13.445 14.9109 27.3679 126.723 16.4466 110.277 57.7725 48.7955 23.9146 10.9503 24.8809 12.9495 52.5042 41.7915 29.8383 12.9643 12.7105 24.3812
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 110 509 66 443 232 196 96 44 100 52 211 168 120 52 51 98
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=30
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 9 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12
|
||
|
|
split_gain=7.73503 8.33685 6.02796 5.19429 5.10235 6.50565 5.26522 4.64284 4.52972 5.98727 5.08535 4.87517 4.153 11.0804 4.59869 7.11413 7.59838 10.3742 7.09939 5.90746 7.55197 5.30535 7.71101 6.14974 5.62634 7.29986 4.56186 4.40675 7.17014 4.25169
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85053445933006644 0.87974157264870612 0.85768445658255632 0.82576828451958695 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 11 -10 -11 -5 14 -14 15 16 17 -12 19 21 -21 23 -23 -17 26 27 -24 28 -26 -18
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 12 -13 13 -15 -16 18 29 -19 -20 20 -22 22 24 -25 25 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0011269845663955853 0.00096569688830921974 -0.0010989363292575741 0.00088696788603636278 -5.3931518813598733e-05 -0.00099348937173071301 0.00085714324676977973 0.00056026722105584901 -0.00050032333323632092 0.00073097781722692465 -0.00057311204424781383 0.00071025716054807532 -0.001363811452392385 0.0014285973517176058 -0.00048748802000490589 0.00029213797115752439 -0.00029275109385907839 0.00032831762438315966 -0.0013066045301012882 0.00066913339169375212 -0.0019279140895256644 -0.00039952273921305776 -0.001127780853012305 -1.0612624035994768e-05 -0.0015807580457424641 0.00044940928094816399 -0.0010096672536911387 0.0010064431064097817 0.00091347570533013725 -0.0010469415000328836 0.0014994048718508614
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||
|
|
leaf_weight=4.9807041734457007 11.184443816542624 7.7177950143814078 6.2105817049741736 6.2211587876081449 5.2263377010822287 9.9436196088790911 10.694992110133173 6.7215625047683707 10.454147130250929 16.683874726295471 5.220101013779642 5.2300778925418854 6.719325587153433 5.4789931625127792 32.337991327047348 11.459066092967989 6.4705115258693695 4.9867051839828491 7.4655064940452567 4.9811696410179129 9.2111167162656766 5.9765924215316621 8.463819608092324 5.4796338677406302 7.7145770192146248 7.9650789797306158 9.2080925256013852 5.224124312400817 5.4748995900154114 5.9517695903778058
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||
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leaf_count=20 45 31 25 25 21 40 43 27 42 67 21 21 27 22 130 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24
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||
|
|
internal_value=7.12543e-10 -7.85817e-05 -4.02741e-05 -1.32906e-05 0.000382918 0.000182895 -0.000113202 0.000150954 -4.20548e-05 -3.86045e-06 -4.84014e-05 -0.000652188 7.79129e-06 0.000567969 -3.97969e-05 -0.000136281 0.000364153 -0.000275114 -0.000264061 -0.000349903 -0.000935953 -0.0002257 -6.19174e-05 -0.000709419 8.26943e-05 -0.000209823 0.000519332 0.000136161 -0.00017172 0.00088941
|
||
|
|
internal_weight=257.058 213.287 205.57 200.589 43.771 32.5865 22.6429 17.4166 194.378 182.927 172.473 11.4512 155.789 12.1983 143.591 111.253 22.6291 10.2068 88.6237 81.1582 14.1923 66.9659 50.0272 16.9387 44.0506 26.3787 17.6719 18.4136 13.1895 12.4223
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 735 693 46 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
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||
|
|
|
||
|
|
|
||
|
|
Tree=31
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||
|
|
num_leaves=31
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||
|
|
num_cat=0
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||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 9 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12
|
||
|
|
split_gain=7.71976 8.31954 6.01548 5.18425 5.09274 6.49309 5.25436 4.63364 4.52047 5.97557 5.07499 4.86483 4.14486 11.0594 4.58955 7.09995 7.58381 10.353 7.08524 5.8951 7.53541 5.29442 7.69507 6.1365 5.61524 7.28476 4.5532 4.39821 7.15544 4.24427
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||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85053445933006644 0.87974157264870612 0.85768445658255632 0.82576828451958695 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 11 -10 -11 -5 14 -14 15 16 17 -12 19 21 -21 23 -23 -17 26 27 -24 28 -26 -18
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||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 12 -13 13 -15 -16 18 29 -19 -20 20 -22 22 24 -25 25 -27 -28 -29 -30 -31
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||
|
|
leaf_value=-0.0011257801440835136 0.0009648017837137644 -0.0010977613529126694 0.0008861434071581537 -5.38773985742694e-05 -0.00099243108473522968 0.00085634043852115301 0.00055972899682711229 -0.00049980704994173901 0.00073028146233681775 -0.0005725187995153999 0.00070958503284846873 -0.0013623363148768494 0.0014273055546889849 -0.00048698606733447205 0.00029185181341194764 -0.00029245329813405995 0.00032799660304177618 -0.0013052104952596926 0.0006684942862693131 -0.0019257638916006603 -0.00039911305571200607 -0.001126575027023381 -1.0602042930807619e-05 -0.0015790279847345092 0.00044897332440970084 -0.0010085915375960628 0.001005504345759462 0.00091262020978165575 -0.0010458220101284461 0.0014981078346831946
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||
|
|
leaf_weight=4.9810467213392249 11.18362572789192 7.7183296233415595 6.2101435959339133 6.2211811691522581 5.2266786992549887 9.9429887533187884 10.694571241736414 6.7217770218849173 10.453651681542395 16.684461697936058 5.2198206335306185 5.2305052876472473 6.7186817824840528 5.4791557788848877 32.337329000234604 11.459263399243357 6.4703681766986847 4.9870389699935913 7.4651712179183951 4.9817442148923865 9.2113508433103544 5.9770062863826601 8.4638252854347389 5.4801516979932776 7.7143456190824455 7.9656005650758841 9.2074728608131391 5.22379246354103 5.4752792865037918 5.950966000556944
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||
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|
leaf_count=20 45 31 25 25 21 40 43 27 42 67 21 21 27 22 130 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24
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||
|
|
internal_value=7.2669e-10 -7.8503e-05 -4.02338e-05 -1.32774e-05 0.000382546 0.000182714 -0.000113088 0.000150805 -4.20127e-05 -3.85659e-06 -4.8353e-05 -0.00065151 7.78356e-06 0.000567423 -3.97572e-05 -0.000136144 0.000363804 -0.000274838 -0.000263793 -0.000349546 -0.000934964 -0.000225471 -6.18553e-05 -0.000708679 8.26121e-05 -0.000209611 0.000518831 0.000136026 -0.000171546 0.000888588
|
||
|
|
internal_weight=257.057 213.288 205.569 200.588 43.7696 32.586 22.643 17.4163 194.378 182.926 172.473 11.4517 155.788 12.1978 143.591 111.253 22.6282 10.2069 88.625 81.1598 14.1931 66.9667 50.0273 16.9394 44.0503 26.379 17.6713 18.4134 13.1896 12.4213
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||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 735 693 46 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
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||
|
|
|
||
|
|
|
||
|
|
Tree=32
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||
|
|
num_leaves=31
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||
|
|
num_cat=0
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||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 9 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12
|
||
|
|
split_gain=7.70452 8.30227 6.00302 5.17423 5.08315 6.48056 5.24353 4.62445 4.51125 5.96389 5.06465 4.85451 4.13673 11.0384 4.58042 7.08579 7.56928 10.3319 7.07112 5.88278 7.51892 5.28353 7.67917 6.1233 5.60416 7.26969 4.54456 4.38969 7.14078 4.23686
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||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85053445933006644 0.87974157264870612 0.85768445658255632 0.82576828451958695 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 11 -10 -11 -5 14 -14 15 16 17 -12 19 21 -21 23 -23 -17 26 27 -24 28 -26 -18
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 12 -13 13 -15 -16 18 29 -19 -20 20 -22 22 24 -25 25 -27 -28 -29 -30 -31
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||
|
|
leaf_value=-0.0011245777967337485 0.00096390791449106226 -0.0010965883045341203 0.00088532002453899268 -5.3823331677061544e-05 -0.00099137453017340512 0.00085553871190583678 0.00055919132829160235 -0.00049929134481967836 0.00072958592861632656 -0.000571926267460826 0.00070891367987209323 -0.0013608640995452185 0.0014260162613527934 -0.00048648474304805979 0.00029156593197005709 -0.00029215584064189415 0.00032767591873388496 -0.0013038190346828121 0.00066785591147722819 -0.0019236199866225065 -0.00039870383876976955 -0.0011253713180386423 -1.0591440563807931e-05 -0.0015773019452453064 0.00044853781813076321 -0.0010075175265536493 0.0010045668915097815 0.00091176585075336363 -0.0010447043485375415 0.0014968134392893697
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||
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|
leaf_weight=4.9813857674598685 11.182803258299826 7.7188589274883261 6.2097035795450202 6.2212035208940488 5.2270167022943488 9.942354768514635 10.69414906203747 6.7219905257225028 10.453153938055037 16.685045197606087 5.2195393145084399 5.2309273481369019 6.7180319130420667 5.4793174117803574 32.336666211485863 11.459460183978083 6.4702244400978088 4.9873682856559753 7.4648345857858649 4.9823090881109229 9.2115843147039396 5.9774159640073625 8.4638310819864433 5.48066222667694 7.7141135334968514 7.9661177694797614 9.2068491131067258 5.2234588414430609 5.4756557196378708 5.9501566886901838
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||
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|
leaf_count=20 45 31 25 25 21 40 43 27 42 67 21 21 27 22 130 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24
|
||
|
|
internal_value=7.4733e-10 -7.84244e-05 -4.01937e-05 -1.32641e-05 0.000382175 0.000182535 -0.000112974 0.000150656 -4.19708e-05 -3.85273e-06 -4.83047e-05 -0.000650833 7.77583e-06 0.000566879 -3.97175e-05 -0.000136007 0.000363454 -0.000274561 -0.000263526 -0.00034919 -0.000933977 -0.000225243 -6.17933e-05 -0.000707941 8.253e-05 -0.000209399 0.00051833 0.000135892 -0.000171373 0.000887768
|
||
|
|
internal_weight=257.056 213.288 205.569 200.588 43.7683 32.5855 22.6432 17.4161 194.378 182.926 172.473 11.4521 155.788 12.1973 143.59 111.254 22.6273 10.2069 88.6263 81.1615 14.1939 66.9676 50.0274 16.9401 44.05 26.3793 17.6707 18.4132 13.1898 12.4204
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 735 693 46 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=33
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||
|
|
num_leaves=31
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||
|
|
num_cat=0
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||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 3 12 7 14 1 11 5 8 8 9 12 14 9 1 6 1 1 6
|
||
|
|
split_gain=7.69038 5.77502 5.2646 6.29335 6.5914 4.80503 8.42894 5.83379 8.70245 5.13105 4.56896 6.01445 8.24323 7.85519 4.53708 6.38526 5.31991 4.46499 5.54503 5.06793 5.76076 5.64168 5.76895 7.16159 5.66674 5.61416 4.85853 4.362 7.31997 4.24623
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -0.11274801404412607 1.1265284787364513 2.7115066536835508 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 -0.36281965813562028 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322
|
||
|
|
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 -1 3 4 14 6 7 8 10 -8 11 12 -3 -13 16 -16 -2 18 -12 26 -21 22 29 -24 -23 -26 -19 -28 -29 -22
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 -9 -10 -11 17 13 -14 -15 15 -17 -18 19 -20 20 21 24 23 -25 25 -27 27 28 -30 -31
|
||
|
|
leaf_value=0.00093317404054972302 0.0013096885222703908 0.00057094902569673625 0.0012898747153446389 -0.00077983143288821001 0.0011525409739903561 -0.00081397840733450687 6.4942926507928175e-05 -0.00077840978154326574 0.00059417624694384306 0.0014690081103916645 -0.0012323926393862903 3.6306365369317247e-05 -0.00099955855891107736 0.0015091830244884179 -0.0010090861139630432 0.00042348397907938234 7.0451307665240893e-05 -0.00053628861479846203 -6.2376967797161395e-05 -0.0011008866540528131 -0.0015366389809239756 0.00060129449982489344 0.00084573050720494053 -0.00077867909008427446 -0.00096278984495218323 0.00035808689820252855 -0.00029190437267224994 0.0014700048299644605 0.00018869442984659432 -0.0003842533323921213
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||
|
|
leaf_weight=5.4630088061094275 5.4679092019796363 6.2137221097946185 5.4581312984228125 5.2338916063308707 8.6867173165082914 9.2225807756185514 4.9770880043506622 12.71136139333248 17.398735851049423 5.4558674246072751 9.2293352186679858 8.709959149360655 7.2316901385784149 6.1973704099655142 6.2254371494054812 6.2199058085680008 9.4529875218868238 10.713897719979277 7.2188508063554755 8.9782795757055194 7.2367251068353813 11.930496320128443 4.9681265503168088 5.9819436222314835 6.9813907891511837 5.9689881503582063 11.953768491744993 5.4564258009195319 24.381759598851207 5.7286098897457123
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||
|
|
leaf_count=22 22 25 22 21 35 37 20 51 70 22 37 35 29 25 25 25 38 43 29 36 29 48 20 24 28 24 48 22 98 23
|
||
|
|
internal_value=7.74231e-10 -8.15445e-05 0.00036688 0.00024486 0.000393617 -0.000108606 -7.53514e-05 -0.00012462 -7.6437e-05 0.000799193 -0.000151674 0.000211211 -0.000273757 0.00064862 0.000152716 -0.000293119 0.000524582 -0.000232861 -0.000718891 -0.000160371 -0.000364733 -0.000229285 -0.000576105 -4.16726e-05 0.000104078 -0.000353982 6.4499e-05 0.000218519 0.000423004 -0.00102747
|
||
|
|
internal_weight=257.055 210.31 46.745 41.2868 36.053 204.847 195.624 185.191 172.48 10.433 155.081 28.3527 13.4454 14.9073 27.3662 12.4453 14.9209 126.729 16.4482 110.28 57.7746 48.7963 23.9154 10.9501 24.8809 12.9504 52.5059 41.792 29.8382 12.9653
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 623 114 54 60 110 50 60 509 66 443 232 196 96 44 100 52 211 168 120 52
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=34
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||
|
|
num_leaves=31
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||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 9 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12
|
||
|
|
split_gain=7.67813 8.28279 5.98776 5.1546 5.06846 6.46253 5.23126 4.61067 4.49972 5.95397 5.04931 4.84022 4.13082 11.0126 4.56632 7.06071 7.54313 10.2945 7.05468 5.86775 7.49997 5.26504 7.65921 6.11069 5.59411 7.25291 4.53487 4.38002 7.1268 4.22001
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85053445933006644 0.87974157264870612 0.85768445658255632 0.82576828451958695 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 11 -10 -11 -5 14 -14 15 16 17 -12 19 21 -21 23 -23 -17 26 27 -24 28 -26 -18
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 12 -13 13 -15 -16 18 29 -19 -20 20 -22 22 24 -25 25 -27 -28 -29 -30 -31
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||
|
|
leaf_value=-0.0011230620178022948 0.00096246950639748555 -0.0010952195162501779 0.00088373829655635468 -5.3775293701335224e-05 -0.00099024057988458683 0.00085430043237140322 0.00055838541554033023 -0.00049852154235846742 0.00072906269930027507 -0.00057101364890263398 0.00070770309993379102 -0.0013588584093618807 0.0014247268470475836 -0.00048555632114739708 0.0002911205014783427 -0.00029133257911522848 0.00032731991019245869 -0.0013013665797780177 0.00066723822022794115 -0.0019209793538906947 -0.00039805904085993092 -0.001123835403966692 -1.0473749791563631e-05 -0.0015750974252837489 0.00044811221696092841 -0.0010063724265773533 0.0010036201781517238 0.00091075803360630579 -0.0010436552938174063 0.001494220561879803
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||
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|
leaf_weight=4.9817786365747443 11.181367456912993 7.719403773546218 6.2088444083929053 6.2211646586656553 5.2273234128952017 9.9412379413843173 10.693368896842005 6.7222490161657324 10.452644541859625 16.685767695307732 5.2190283089876193 5.2314469218254089 6.7173274904489499 5.4795828312635422 32.335443615913391 11.459933608770372 6.4700652062892914 4.9879392981529236 7.4644475728273383 4.9829577207565299 9.2118722051382047 5.9778989553451387 8.4638170450925987 5.4812788665294638 7.7138190269470162 7.966604486107836 9.2061552852392179 5.2230174243450156 5.4759608507156372 5.9485133886337263
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||
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|
leaf_count=20 45 31 25 25 21 40 43 27 42 67 21 21 27 22 130 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24
|
||
|
|
internal_value=7.95804e-10 -7.82883e-05 -4.01008e-05 -1.32042e-05 0.000381534 0.000182184 -0.000112904 0.00015043 -4.18546e-05 -3.78418e-06 -4.81984e-05 -0.000649925 7.79886e-06 0.000566513 -3.96602e-05 -0.000135801 0.0003628 -0.000274089 -0.000263087 -0.000348648 -0.000932665 -0.000224857 -6.16896e-05 -0.000706691 8.24532e-05 -0.00020921 0.000517875 0.000135696 -0.00017122 0.000886267
|
||
|
|
internal_weight=257.052 213.287 205.567 200.586 43.7655 32.5842 22.6429 17.4156 194.377 182.924 172.471 11.4526 155.786 12.1969 143.589 111.253 22.6255 10.207 88.6278 81.1633 14.1948 66.9685 50.0273 16.9412 44.0494 26.3794 17.67 18.4128 13.1898 12.4186
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 735 693 46 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=35
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 9 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12
|
||
|
|
split_gain=7.66298 8.26561 5.97538 5.14465 5.05892 6.45006 5.22048 4.60153 4.49055 5.94233 5.03903 4.82997 4.12273 10.9917 4.55725 7.04664 7.52869 10.2735 7.04063 5.8555 7.48361 5.25421 7.6434 6.09758 5.58308 7.23792 4.52627 4.37154 7.1122 4.21267
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85053445933006644 0.87974157264870612 0.85768445658255632 0.82576828451958695 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 11 -10 -11 -5 14 -14 15 16 17 -12 19 21 -21 23 -23 -17 26 27 -24 28 -26 -18
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 12 -13 13 -15 -16 18 29 -19 -20 20 -22 22 24 -25 25 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0011218642914472225 0.00096157874908834207 -0.0010940508093158238 0.00088291803656206447 -5.3721313384367281e-05 -0.00098918751727033148 0.00085350124257434516 0.00055784923009991451 -0.00049800738088127332 0.00072836864752410656 -0.00057042294884090234 0.00070703397196351795 -0.001357393201400287 0.0014234425506385593 -0.00048505666808412013 0.000290835367578462 -0.00029103631940381221 0.00032699993399649361 -0.0012999827396763814 0.00066660130533995954 -0.0019188491273376157 -0.00039765103067631729 -0.0011226363685897269 -1.0463249725751427e-05 -0.0015733805270490766 0.00044767762347283039 -0.0010053019724746777 0.001002685412078261 0.00090990613011041163 -0.0010425411471904507 0.001492933872200514
|
||
|
|
leaf_weight=4.9821098446845999 11.18053378164768 7.7199219316244116 6.2083983868360511 6.2211869955062848 5.2276554256677619 9.9405964612960833 10.692943572998049 6.722459837794303 10.452142804861067 16.686343133449554 5.2187438607215899 5.2318565249443054 6.7166651636362058 5.479742169380188 32.334779247641563 11.460127577185633 6.4699210822582245 4.9882557988166809 7.464108243584632 4.9835006743669501 9.2121031582355482 5.9782990813255159 8.4638227522373359 5.481772616505622 7.7135860323905892 7.9671121686697104 9.2055235356092435 5.2226797938346854 5.4763306528329849 5.9476869106292707
|
||
|
|
leaf_count=20 45 31 25 25 21 40 43 27 42 67 21 21 27 22 130 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24
|
||
|
|
internal_value=8.26184e-10 -7.821e-05 -4.00608e-05 -1.3191e-05 0.000381165 0.000182005 -0.00011279 0.000150282 -4.18128e-05 -3.78038e-06 -4.81503e-05 -0.000649251 7.79114e-06 0.00056597 -3.96206e-05 -0.000135664 0.000362453 -0.000273814 -0.00026282 -0.000348292 -0.000931682 -0.00022463 -6.16278e-05 -0.000705956 8.23713e-05 -0.000208998 0.000517375 0.000135562 -0.000171047 0.00088545
|
||
|
|
internal_weight=257.051 213.287 205.567 200.585 43.7642 32.5837 22.6431 17.4154 194.376 182.923 172.471 11.453 155.785 12.1964 143.588 111.254 22.6246 10.207 88.629 81.1649 14.1956 66.9693 50.0274 16.9419 44.0491 26.3797 17.6693 18.4126 13.1899 12.4176
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 735 693 46 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=36
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 9 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12
|
||
|
|
split_gain=7.64786 8.24848 5.96302 5.13471 5.0494 6.43762 5.20973 4.5924 4.48139 5.93072 5.02877 4.81975 4.11465 10.9709 4.54819 7.03261 7.51428 10.2526 7.0266 5.84328 7.46731 5.24341 7.62762 6.08451 5.57207 7.22296 4.5177 4.36307 7.09764 4.20535
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85053445933006644 0.87974157264870612 0.85768445658255632 0.82576828451958695 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 11 -10 -11 -5 14 -14 15 16 17 -12 19 21 -21 23 -23 -17 26 27 -24 28 -26 -18
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 12 -13 13 -15 -16 18 29 -19 -20 20 -22 22 24 -25 25 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0011206686802562153 0.00096068924380330971 -0.0010928841071594472 0.00088209881149186144 -5.3667405697242049e-05 -0.00098813606117167051 0.00085270302768515203 0.00055731360919693089 -0.00049749383529738205 0.00072767537840957939 -0.00056983299641374453 0.00070636555820768876 -0.0013559309373601749 0.0014221606805257902 -0.00048455758476000435 0.00029055050603182131 -0.00029074035638033534 0.00032668025677921295 -0.0012986014039070887 0.000665965097743319 -0.0019167250999079567 -0.00039724347021215912 -0.0011214394517396937 -1.0452784977510847e-05 -0.0015716675790410381 0.00044724351866443009 -0.0010042332244337125 0.0010017519252162586 0.0009090553236749552 -0.0010414288947097959 0.0014916497034338388
|
||
|
|
leaf_weight=4.9824375957250586 11.179695561528204 7.7204348891973487 6.2079505026340476 6.2212092876434308 5.2279845625162116 9.9399520605802554 10.692517027258875 6.722669541835784 10.451638862490652 16.686914920806885 5.2184587866067904 5.2322609722614288 6.7159968465566617 5.4799008667469025 32.334113627672195 11.46032100915909 6.4697769582271576 4.988568127155304 7.4637677669525138 4.9840340018272391 9.2123329341411573 5.9786949604749529 8.4638283848762672 5.4822591841220847 7.713352486491198 7.9676153212785819 9.2048878073692304 5.2223403751850119 5.4766972661018372 5.9468547105789167
|
||
|
|
leaf_count=20 45 31 25 25 21 40 43 27 42 67 21 21 27 22 130 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24
|
||
|
|
internal_value=8.45203e-10 -7.81318e-05 -4.00208e-05 -1.31778e-05 0.000380795 0.000181826 -0.000112677 0.000150133 -4.17711e-05 -3.7766e-06 -4.81022e-05 -0.000648577 7.78342e-06 0.000565428 -3.95811e-05 -0.000135529 0.000362105 -0.000273539 -0.000262554 -0.000347937 -0.0009307 -0.000224403 -6.15661e-05 -0.000705221 8.22896e-05 -0.000208787 0.000516876 0.000135428 -0.000170875 0.000884634
|
||
|
|
internal_weight=257.049 213.287 205.566 200.584 43.7628 32.5831 22.6432 17.4152 194.376 182.922 172.471 11.4535 155.784 12.1959 143.588 111.254 22.6237 10.207 88.6301 81.1664 14.1964 66.97 50.0274 16.9426 44.0487 26.38 17.6687 18.4124 13.19 12.4166
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 735 693 46 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=37
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 6 3 12 11 5 8 8 9 12 14 9 9 6 1 1 6 6 1
|
||
|
|
split_gain=7.63346 5.73804 5.24657 6.28046 6.56867 4.7991 8.39763 5.81811 8.66367 5.1131 4.53337 4.5304 5.96666 8.18308 7.8066 4.44706 5.52382 5.06021 5.72806 5.62977 5.74782 7.14121 5.63992 5.61569 4.8371 4.3515 7.30079 4.22726 4.04163 3.99058
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 40.080336968386753 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 1.1400219583046669 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
|
||
|
|
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 -1 3 4 10 6 7 8 11 -8 -2 12 13 -3 -14 16 -13 24 -19 20 27 -22 -21 -24 -17 -26 -27 -20 -9 -28
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 -12 15 14 -15 -16 17 -18 18 19 22 21 -23 23 -25 25 26 29 -29 -30 -31
|
||
|
|
leaf_value=0.00093035831632698365 0.00084897577329726647 0.0005690297517552804 0.0012870954253759879 -0.00077989957959743973 0.0011500760447352252 -0.00081313241304594797 6.5078159703317644e-05 -0.0013295656807683514 0.00059312083838565803 0.0014667635182063965 -8.5772766019369943e-05 -0.001229435858381314 3.5692475262862475e-05 -0.0009957396955273352 0.0015042504718902068 -0.00053431543459810159 -6.17058390031577e-05 -0.0010977935537944516 -0.0015336643777017621 0.00060036917498311807 0.00084452449992173848 -0.00077760364106828795 -0.00087319934335938895 0.0004803221521196148 -0.00029099790843487873 0.0014687496656716325 -0.00036572122044626482 -0.0003838901110606802 -0.00020162106018326568 0.00048406855717947366
|
||
|
|
leaf_weight=5.4616168439388266 6.9571827054023769 6.2127524912357348 5.4566103965044013 5.2338627576827994 8.6846668273210508 9.2229472547769529 4.9771011024713516 6.4850707948207837 17.397187173366547 5.4545742422342283 20.407269671559334 9.2305038124322909 8.709586024284361 7.2329614162445068 6.1940492838621131 10.715041354298583 7.2191375941038123 8.9795269668102176 7.2375487685203712 11.929551124572756 4.9675825238227826 5.982236236333847 7.970307454466818 4.9809098988771439 11.954370230436323 5.4556999653577796 8.4646409898996406 5.7287033200263977 6.227117583155632 15.917617067694662
|
||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 82 37 35 29 25 43 29 36 29 48 20 24 32 20 48 22 34 23 25 64
|
||
|
|
internal_value=8.67816e-10 -8.12387e-05 0.000365545 0.000243738 0.000392357 -0.00010821 -7.49754e-05 -0.000124149 -7.60297e-05 0.000797999 0.000151879 -0.000151095 0.000210282 -0.000272719 0.000646035 -0.000231933 -0.000716962 -0.000159587 -0.00036379 -0.00022872 -0.000575167 -4.1696e-05 0.000104294 -0.000352648 6.51083e-05 0.000218793 0.000423038 -0.00102568 -0.000777037 0.000189052
|
||
|
|
internal_weight=257.048 210.308 46.7396 41.283 36.0491 204.847 195.624 185.192 172.48 10.4317 27.3645 155.083 28.3493 13.4457 14.9036 126.733 16.4496 110.284 57.7764 48.7968 23.9161 10.9498 24.8808 12.9512 52.5074 41.7923 29.838 12.9663 12.7122 24.3823
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 110 623 114 54 60 509 66 443 232 196 96 44 100 52 211 168 120 52 51 98
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=38
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 9 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12
|
||
|
|
split_gain=7.62331 8.22822 5.94689 5.11546 5.03512 6.41987 5.1977 4.5807 4.4706 5.9202 5.01251 4.80654 4.1074 10.9487 4.53252 7.0074 7.48834 10.2155 7.0085 5.82991 7.44804 5.22722 7.61036 6.0737 5.56154 7.20601 4.50748 4.35304 7.08194 4.18868
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85053445933006644 0.87974157264870612 0.85768445658255632 0.82576828451958695 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 11 -10 -11 -5 14 -14 15 16 17 -12 19 21 -21 23 -23 -17 26 27 -24 28 -26 -18
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 12 -13 13 -15 -16 18 29 -19 -20 20 -22 22 24 -25 25 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0011190801625022306 0.00095931356134132677 -0.0010914730036911554 0.00088053018166483739 -5.3621233240086147e-05 -0.00098698853461270421 0.00085151144071689961 0.00055663033508247719 -0.0004968355652251803 0.00072710427641210795 -0.00056887819358099356 0.00070516024834961239 -0.0013540705440227437 0.0014209020961653885 -0.00048391562665738258 0.00029004119490487126 -0.0002899224725388374 0.00032632591495944141 -0.0012961663961976193 0.00066524994542393415 -0.0019141228721335946 -0.00039667030536951674 -0.0011200185530999961 -1.0223674069640356e-05 -0.0015696606968178153 0.00044686323490979076 -0.0010029610689479384 0.0010008524019678524 0.00090811633635587711 -0.0010401440043357921 0.0014890773733650486
|
||
|
|
leaf_weight=4.982835888862609 11.178284078836439 7.7209754437208167 6.2070772200822821 6.2211645245552045 5.2282892763614646 9.938845708966257 10.69181762635708 6.7228813767433158 10.451081216335295 16.687655955553055 5.2179405838251132 5.2327126711606979 6.715286970138548 5.4800763875246048 32.3327476978302 11.460782840847971 6.4696169495582581 4.9891087412834167 7.4633359760045996 4.9846384376287451 9.2125690430402738 5.979129984974846 8.4638641178608101 5.4827976822853079 7.7130768448114342 7.9681563079357245 9.2042078524827939 5.2219157218933097 5.4770714640617371 5.9451649188995344
|
||
|
|
leaf_count=20 45 31 25 25 21 40 43 27 42 67 21 21 27 22 130 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24
|
||
|
|
internal_value=8.8684e-10 -7.80048e-05 -3.9939e-05 -1.3131e-05 0.000380197 0.000181512 -0.000112575 0.000149944 -4.16688e-05 -3.71908e-06 -4.80047e-05 -0.000647733 7.79247e-06 0.000564958 -3.95299e-05 -0.000135311 0.000361455 -0.000273069 -0.000262103 -0.000347372 -0.000929448 -0.000223977 -6.13886e-05 -0.000704035 8.23102e-05 -0.000208486 0.000516498 0.000135338 -0.000170601 0.000883142
|
||
|
|
internal_weight=257.045 213.285 205.564 200.581 43.7601 32.5818 22.643 17.4147 194.374 182.92 172.469 11.4539 155.781 12.1954 143.586 111.253 22.6218 10.207 88.6315 81.1682 14.1972 66.971 50.0274 16.9436 44.0483 26.3802 17.6681 18.4121 13.1901 12.4148
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 735 693 46 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=39
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 14 14 12 8
|
||
|
|
split_gain=7.60828 8.21117 5.9346 5.10559 5.02565 6.40749 5.187 4.57162 4.46451 9.6221 5.00231 4.09936 10.928 4.52352 6.99344 7.47402 10.1947 6.99454 5.82404 5.04956 7.70354 8.42379 4.18143 3.89979 7.04874 5.98495 3.82103 6.11333 3.81253 3.76885
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 0.97548464437668925 1.0676029138739915 -0.43196694949145781 105092.50000000001
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 19 20 23 -22 -17 24 -16 -25 -21 -28 -23 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 29 17 22 -18 -19 -20 26 21 28 -24 25 -26 -27 27 -29 -30 -31
|
||
|
|
leaf_value=-0.0011178893153161922 0.00095842707765632243 -0.0010903106184695199 0.00087971394010122642 -0.00058161274038280152 -0.00098594059422757994 0.00085071578133941942 0.00055609604113147557 -0.00049632343026789359 0.0010937617215458133 -0.00056829011988185623 0.00070449398813751955 0.0014196251601050511 -0.00048341788856789785 0.00047273088025838965 -0.0015005705644749779 0.0003260068537203423 -0.001294792367574646 0.00066461529340732916 -0.0012383426110167785 -6.4335510156667778e-05 -0.00059622316229539902 0.0014220667278789681 0.0014878009679425437 0.00063029953897262864 6.8596718272318324e-05 -0.00046466346562599721 -0.0015928202645846565 -0.00032381306760994011 0.00026716009342636252 -0.00034731253531267679
|
||
|
|
leaf_weight=4.983155593276023 11.177435189485548 7.7214770615100852 6.2066238969564429 14.193188294768332 5.228612393140792 9.9381938427686709 10.691388309001924 6.7230887562036505 7.7116767317056647 16.688219279050827 5.217652380466463 6.7146064788103086 5.4802331924438477 25.117923408746719 6.7362482696771622 6.4694724380970001 4.989408552646637 7.4629926085472098 6.7235820442438117 7.2168682515621212 5.2307035624980953 6.7157137244939813 5.9443151950836164 7.2181205749511639 4.9782907962798948 16.184845075011275 7.472007289528845 7.7167469412088394 4.9765085428953144 7.214156672358512
|
||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 27 26 20 30 27 29 21 27 24 29 20 65 30 31 20 29
|
||
|
|
internal_value=9.13397e-10 -7.79269e-05 -3.98992e-05 -1.31179e-05 0.000379829 0.000181334 -0.000112462 0.000149796 -4.16273e-05 9.0853e-07 -4.79568e-05 7.78476e-06 0.000564418 -3.94905e-05 -0.000135175 0.00036111 -0.000272796 -0.000261837 -0.000347018 -0.000266518 -9.56295e-05 0.000458612 0.000882329 -0.000362715 -0.000833726 -0.000126947 -0.000663434 -0.000948093 0.000930509 0.000289757
|
||
|
|
internal_weight=257.043 213.285 205.563 200.58 43.7587 32.5813 22.6431 17.4145 194.373 180.18 172.469 155.78 12.1948 143.586 111.253 22.6208 10.2071 88.6326 81.1696 74.4461 52.0404 16.9229 12.4138 35.1175 11.7145 23.403 22.4056 15.1888 11.6922 32.3321
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 90 61 47 130
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=40
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12 8
|
||
|
|
split_gain=7.59327 8.19417 5.92234 5.09573 5.0162 6.39514 5.17633 4.56256 4.45541 9.60356 4.99213 4.09133 10.9073 4.51453 6.97952 7.45973 10.1739 6.98062 5.81176 7.42992 5.21335 7.58934 6.05951 5.54523 7.18284 4.49808 4.34664 7.07035 4.1742 3.76143
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212 105092.50000000001
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 20 -20 22 -22 -16 25 26 -23 27 -25 -17 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 29 17 28 -18 -19 19 -21 21 23 -24 24 -26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.001116700517227058 0.00095754175353330619 -0.0010891502114376232 0.00087889875830717478 -0.00058101036952745017 -0.0009848942968568974 0.0008499211032540917 0.00055556231971428001 -0.00049581184497251153 0.0010927504080260951 -0.00056770278236011344 0.00070382856923510836 0.0014183506250453586 -0.00048292069296975142 0.000472274181022216 -0.00028923328063956287 0.00032568810991007402 -0.0012934210485449509 0.00066398136258608747 -0.0019112038385161951 -0.00039567896556709839 -0.0011181936588847614 -1.0177483075692774e-05 -0.0015674201650239454 0.00044661915449530109 -0.0010010811799689692 0.0009998633094535879 0.00090757744959152646 -0.0010391522448816284 0.0014865272039992015 -0.00034695691274627157
|
||
|
|
leaf_weight=4.9834718257188788 11.176581993699072 7.7219736874103537 6.2061684876680365 14.193695321679114 5.2289326488971701 9.9375391006469744 10.690957769751551 6.7232952415943137 7.7110951244831076 16.688779294490814 5.2173632383346575 6.7139199525117856 5.4803891628980637 25.117069751024246 11.461186617612841 6.4693279266357422 4.989703893661499 7.4626479297876349 4.9853123873472205 9.213077634572981 5.9797313064336626 8.4638648480177086 5.4834059178829184 7.712893337011332 7.9690025299787619 9.2034933418035489 5.2216960042715064 5.4773957878351212 5.9434601068496686 7.2143301367759696
|
||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24 29
|
||
|
|
internal_value=9.31374e-10 -7.7849e-05 -3.98594e-05 -1.31048e-05 0.000379462 0.000181156 -0.000112349 0.000149648 -4.15858e-05 9.07644e-07 -4.7909e-05 7.77705e-06 0.000563878 -3.94512e-05 -0.00013504 0.000360764 -0.000272523 -0.000261572 -0.000346665 -0.000927807 -0.000223461 -6.10867e-05 -0.000702865 8.24196e-05 -0.000207939 0.000515985 0.000135345 -0.000170362 0.000881518 0.000289473
|
||
|
|
internal_weight=257.042 213.284 205.562 200.579 43.7573 32.5807 22.6432 17.4143 194.373 180.179 172.468 155.779 12.1943 143.585 111.254 22.6199 10.2071 88.6337 81.1711 14.1984 66.9727 50.0281 16.9446 44.0483 26.381 17.6674 18.412 13.1903 12.4128 32.3314
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50 130
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=41
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 14 14 12 8
|
||
|
|
split_gain=7.5783 8.1772 5.91011 5.0859 5.00677 6.38281 5.16568 4.55352 4.44634 9.58506 4.98197 4.08333 10.8867 4.50556 6.96563 7.44547 10.1533 6.96672 5.80631 5.03655 7.68347 8.40679 4.16699 3.89295 7.02904 5.97038 3.80747 6.10024 3.80383 3.75403
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 0.97548464437668925 1.0676029138739915 -0.43196694949145781 105092.50000000001
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 19 20 23 -22 -17 24 -16 -25 -21 -28 -23 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 29 17 22 -18 -19 -20 26 21 28 -24 25 -26 -27 27 -29 -30 -31
|
||
|
|
leaf_value=-0.0011155137233827537 0.00095665766937543288 -0.0010879917967585064 0.00087808454948412791 -0.00058040873202127425 -0.00098384963496636764 0.00084912739224242623 0.00055502918620298843 -0.00049530091855063785 0.0010917406360273631 -0.0005671161124957034 0.00070316385432400621 0.0014170784866126484 -0.00048242412678610669 0.00047181800559855042 -0.001498439919034502 0.00032536977674486048 -0.0012920522677142441 0.00066334814212905464 -0.0012362246917366814 -6.4278738033600891e-05 -0.000595461316044606 0.0014207618851641724 0.0014852558576770986 0.00062991473049107949 6.8507609891976725e-05 -0.00046371650263859386 -0.0015904401441171876 -0.00032285010971142767 0.0002671448214964539 -0.00034660164215373512
|
||
|
|
leaf_weight=4.9837847203016272 11.175724446773527 7.7224652022123328 6.2057111263275138 14.194199278950689 5.2292501032352439 9.9368814677000064 10.690525978803636 6.7235004901885977 7.7105093598365775 16.689336061477661 5.2170731574296969 6.7132275253534299 5.4805443584918976 25.116214096546173 6.7368330806493759 6.4691830277442932 4.9899947643280029 7.4623020589351645 6.7243557572364798 7.2168788313865688 5.230908170342448 6.71498827636242 5.9425992965698224 7.2179092615842739 4.9782529473304624 16.185710147023222 7.4729396253824216 7.7171893566846848 4.9764690697193119 7.2145030796527854
|
||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 27 26 20 30 27 29 21 27 24 29 20 65 30 31 20 29
|
||
|
|
internal_value=9.56888e-10 -7.77713e-05 -3.98197e-05 -1.30918e-05 0.000379095 0.000180978 -0.000112236 0.0001495 -4.15443e-05 9.06772e-07 -4.78612e-05 7.76936e-06 0.000563339 -3.94119e-05 -0.000134905 0.00036042 -0.00027225 -0.000261308 -0.000346313 -0.000265933 -9.52627e-05 0.000458271 0.000880708 -0.00036199 -0.000832575 -0.00012643 -0.000662322 -0.000946454 0.000929725 0.00028919
|
||
|
|
internal_weight=257.04 213.284 205.562 200.578 43.7559 32.5802 22.6433 17.414 194.372 180.178 172.467 155.778 12.1938 143.584 111.254 22.6189 10.2071 88.6347 81.1724 74.4481 52.0411 16.9224 12.4118 35.1187 11.7151 23.4036 22.407 15.1901 11.6915 32.3307
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 90 61 47 130
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=42
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 14 14 12 11
|
||
|
|
split_gain=7.56336 8.16028 5.89791 5.07609 4.99736 6.3705 5.15505 4.54449 4.43728 9.5666 4.97183 4.07534 10.8661 4.49661 6.95177 7.43123 10.1326 6.95285 5.79404 5.02616 7.66816 8.39046 4.1598 3.88495 7.01429 5.95847 3.79948 6.08703 3.79694 3.75065
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 0.97548464437668925 1.0676029138739915 -0.43196694949145781 -30.892857142857142
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 19 20 23 -22 -17 24 -16 -25 -21 -28 -23 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 29 17 22 -18 -19 -20 26 21 28 -24 25 -26 -27 27 -29 -30 -31
|
||
|
|
leaf_value=-0.0011143290241318463 0.00095577473574276115 -0.0010868352991888247 0.00087727147333814049 -0.00057980784400743545 -0.00098280665718277426 0.00084833469270164177 0.00055449661122247934 -0.00049479058440449978 0.0010907323515615458 -0.00056653022014503966 0.00070249982602446236 0.0014158088272518297 -0.0004819281001293214 0.00047145800843871979 -0.0014968434256961087 0.00032505168834607499 -0.0012906860980408969 0.00066271564241881424 -0.0012348969676719925 -6.421421274077582e-05 -0.00059484517911491419 0.0014194851946776547 0.0014839871069214378 0.00062931093386684616 6.8439433434749992e-05 -0.0004632395865591713 -0.0015887015076681632 -0.00032252058241681299 0.00026688247786150966 -0.00034659430212670623
|
||
|
|
leaf_weight=4.9840941280126563 11.174862712621687 7.7229517102241507 6.2052519023418418 14.194700479507445 5.2295645475387564 9.9362208396196383 10.690093070268633 6.7237048000097266 7.709919646382331 16.689889803528786 5.2167821377515811 6.7125288993120176 5.4806988090276718 25.115483120083809 6.737274095416069 6.4690377414226532 4.9902808666229248 7.4619548767805091 6.7248536050319663 7.2169096171855953 5.2310900092124966 6.7143069803714761 5.9417327642440778 7.2176096439361492 4.9782304614782209 16.186172276735327 7.4736362099647504 7.7173485457897186 4.976379826664922 7.2145484685897818
|
||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 27 26 20 30 27 29 21 27 24 29 20 65 30 31 20 29
|
||
|
|
internal_value=9.77534e-10 -7.76936e-05 -3.978e-05 -1.30787e-05 0.000378728 0.0001808 -0.000112124 0.000149353 -4.15029e-05 9.05893e-07 -4.78135e-05 7.76167e-06 0.000562801 -3.93726e-05 -0.00013477 0.000360076 -0.000271978 -0.000261043 -0.00034596 -0.000265664 -9.51674e-05 0.000457829 0.000879899 -0.000361622 -0.000831713 -0.000126302 -0.000661633 -0.000945454 0.000928856 0.000288907
|
||
|
|
internal_weight=257.038 213.284 205.561 200.577 43.7544 32.5796 22.6434 17.4138 194.371 180.177 172.467 155.777 12.1932 143.584 111.254 22.6178 10.2071 88.6358 81.1738 74.449 52.0411 16.9218 12.4108 35.1193 11.7155 23.4038 22.4079 15.191 11.6907 32.33
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 90 61 47 130
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=43
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 9 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12
|
||
|
|
split_gain=7.54845 8.1434 5.88574 5.0663 4.98797 6.35822 5.14445 4.53549 4.42908 5.86692 4.96172 4.79585 4.06737 10.8456 4.48768 6.93794 7.41703 10.1121 6.93901 5.78773 7.40997 5.19643 7.56307 6.04419 5.52367 7.15152 4.48787 4.34229 7.06169 4.15263
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85053445933006644 0.87974157264870612 0.85768445658255632 0.82576828451958695 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 11 -10 -11 -5 14 -14 15 16 17 -12 19 21 -21 23 -23 -17 26 27 -24 28 -26 -18
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 12 -13 13 -15 -16 18 29 -19 -20 20 -22 22 24 -25 25 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0011131463095955846 0.00095489298487670292 -0.0010856807360718349 0.00087645930785180243 -5.1236538123467053e-05 -0.00098176527996856862 0.00084754298230584751 0.00055396461680682566 -0.00049428083992346242 0.00072393344482257131 -0.000565945041538592 0.00070183669758730005 -0.0013501210824359588 0.0014145415772922327 -0.00048143266561601354 0.00028862428477636928 -0.00028815269184643785 0.00032473397264900171 -0.0012893225483785243 0.00066208385528924085 -0.0019074944908781021 -0.00039410765491679022 -0.0011157443150166093 -1.0095848980786555e-05 -0.0015646547214735885 0.00044656394905108249 -0.00099839567177144838 0.00099881836638276425 0.00090734830203840133 -0.0010382800279281354 0.0014827208789709356
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||
|
|
leaf_weight=4.9844001531600943 11.17399702966213 7.7234331518411627 6.2047907859086981 6.2221414148807508 5.2298763245344153 9.9355572611093539 10.689658939838411 6.7239080220460883 10.448615774512289 16.69044017791748 5.2164898663759249 5.2337675839662552 6.7118242233991605 5.4808524698019028 32.329344436526299 11.461788132786753 6.4688924551010132 4.9905627965927124 7.4616064727306357 4.986118718981742 9.2138437628746015 5.9805290549993364 8.4638562798500221 5.4841299802064887 7.7127533406019158 7.9701744318008521 9.2026933133602125 5.221590280532836 5.4776760935783386 5.9408605098724347
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||
|
|
leaf_count=20 45 31 25 25 21 40 43 27 42 67 21 21 27 22 130 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24
|
||
|
|
internal_value=1.00061e-09 -7.76161e-05 -3.97404e-05 -1.30657e-05 0.000378362 0.000180622 -0.000112011 0.000149205 -4.14616e-05 -3.68415e-06 -4.77659e-05 -0.000644647 7.754e-06 0.000562263 -3.93334e-05 -0.000134635 0.000359732 -0.000271706 -0.000260779 -0.000345609 -0.000925512 -0.000222659 -6.05462e-05 -0.000701261 8.27188e-05 -0.000207061 0.000515458 0.000135492 -0.000170057 0.000879091
|
||
|
|
internal_weight=257.036 213.283 205.56 200.575 43.753 32.579 22.6434 17.4136 194.371 182.915 172.466 11.4559 155.776 12.1927 143.583 111.254 22.6168 10.2071 88.6368 81.1752 14.2 66.9752 50.0293 16.9459 44.0487 26.3822 17.6665 18.412 13.1904 12.4098
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 735 693 46 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=44
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||
|
|
num_leaves=31
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||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 6 3 12 11 5 8 8 9 12 14 9 9 6 1 1 6 6 1
|
||
|
|
split_gain=7.53455 5.67584 5.22038 6.26386 6.54211 4.79591 8.34742 5.79905 8.60945 5.0884 4.52196 4.4632 5.88424 8.08296 7.7245 4.39839 5.46762 5.04841 5.68716 5.60799 5.71223 7.10578 5.60816 5.60732 4.81916 4.33022 7.27496 4.20287 4.02365 3.97256
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 40.080336968386753 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 1.1400219583046669 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
|
||
|
|
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 -1 3 4 10 6 7 8 11 -8 -2 12 13 -3 -14 16 -13 24 -19 20 27 -22 -21 -24 -17 -26 -27 -20 -9 -28
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 -12 15 14 -15 -16 17 -18 18 19 22 21 -23 23 -25 25 26 29 -29 -30 -31
|
||
|
|
leaf_value=0.00092562313589638723 0.00084647689189104233 0.00056583819077544442 0.0012826867416973525 -0.00078058251792509272 0.0011464997125632712 -0.00081220051364384242 6.5053743622377476e-05 -0.0013263605298358494 0.00059181863468601439 0.0014634797184548622 -8.7182158893344154e-05 -0.0012224016314140995 3.4522396870829873e-05 -0.00098934418536338986 0.0014957762077078176 -0.00053222289363936525 -6.0717903934695258e-05 -0.0010936416513735187 -0.0015290363031318296 0.00059935407664872715 0.0008425030370027832 -0.00077565616865986396 -0.00087111129574126897 0.00048135814050169121 -0.00028905362481834252 0.0014671785354275781 -0.00036381894971420058 -0.00038264317790142883 -0.00020096886770176503 0.00048402306336753711
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||
|
|
leaf_weight=5.4591854214668265 6.9556784182786968 6.2110794484615344 5.4541021883487693 5.2336327582597724 8.681590795516966 9.2232345491647703 4.9769740104675293 6.4859055280685407 17.395086169242859 5.4526013135910016 20.405113384127617 9.2331524491310137 8.7088451683521253 7.2349248826503754 6.1880573332309714 10.716153442859641 7.2195275723934165 8.9811191707849414 7.2387577593326728 11.928364709019663 4.9666035026311857 5.9826784431934357 7.9710970520973188 4.9811135679483414 11.955628514289854 5.4547536522150031 8.4655525237321907 5.7290273010730743 6.2272381335496902 15.917373090982435
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||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 82 37 35 29 25 43 29 36 29 48 20 24 32 20 48 22 34 23 25 64
|
||
|
|
internal_value=1.02265e-09 -8.07053e-05 0.000363212 0.000241715 0.00039016 -0.000107524 -7.43e-05 -0.000123322 -7.52794e-05 0.000796153 0.000150173 -0.000150105 0.000208632 -0.000270963 0.000641516 -0.000230329 -0.000712648 -0.000158377 -0.000362338 -0.000227743 -0.000573508 -4.16578e-05 0.000104632 -0.000350984 6.60518e-05 0.000219454 0.000423208 -0.00102257 -0.000775114 0.000189659
|
||
|
|
internal_weight=257.034 210.304 46.7301 41.276 36.0424 204.845 195.622 185.192 172.479 10.4296 27.3608 155.084 28.3429 13.446 14.8969 126.741 16.4527 110.288 57.7788 48.7976 23.9171 10.9493 24.8806 12.9522 52.5095 41.7933 29.8377 12.9678 12.7131 24.3829
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 110 623 114 54 60 509 66 443 232 196 96 44 100 52 211 168 120 52 51 98
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=45
|
||
|
|
num_leaves=31
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||
|
|
num_cat=0
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||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 12 14 14 8
|
||
|
|
split_gain=7.52425 8.12342 5.86985 5.04731 4.97388 6.34069 5.13259 4.52393 4.42006 9.53538 4.94566 4.06022 10.8238 4.47222 6.9131 7.39149 10.0755 6.92115 5.77648 5.01487 7.64353 8.36739 4.13628 3.87115 6.98381 5.94309 3.78708 3.7847 6.07119 3.74239
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 -0.43196694949145781 0.97548464437668925 1.0676029138739915 105092.50000000001
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 19 20 23 -22 -17 24 -16 -25 -23 -21 -29 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 29 17 22 -18 -19 -20 27 21 26 -24 25 -26 -27 -28 28 -30 -31
|
||
|
|
leaf_value=-0.0011115745422792158 0.00095352869614818037 -0.0010842835965127703 0.0008749034944303194 -0.00057860304304288102 -0.00098062803021349999 0.00084636056599782206 0.00055328649662567109 -0.00049362617398540079 0.0010890944314349386 -0.00056499686163642693 0.00070064034981159136 0.0014132976082625063 -0.00048079553711960482 0.0004704787808182206 -0.0014934251235957645 0.00032438270694318001 -0.0012869180290945592 0.00066137338159813486 -0.0012325827951078787 -6.4114670019909675e-05 -0.00059361373104796012 0.0014180220712435006 0.0014801836722155039 0.00062898380657203719 6.8410458151235419e-05 -0.00046215915538140888 0.00026687814487396494 -0.0015859813651309591 -0.00032150822466028129 -0.00034668642843416881
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||
|
|
leaf_weight=4.9847687780857077 11.172538384795187 7.7239332348108283 6.2038909494876853 14.195491313934324 5.2301603555679312 9.9344180822372454 10.688945338129999 6.7241104394197455 7.7088344097137442 16.691141828894615 5.2159594595432299 6.711077615618704 5.4810203462839127 25.113570183515549 6.7381779253482819 6.4687312841415405 4.9910503625869751 7.4611638933420172 6.7256167083978644 7.2168711274862316 5.2313673645257976 6.713424652814866 5.9390913248062116 7.2173784971237103 4.978211328387248 16.187045753002188 4.9762840718030903 7.4746269136667234 7.717756062746048 7.2143923640251151
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||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 27 26 20 30 27 29 21 27 24 29 20 65 20 30 31 29
|
||
|
|
internal_value=1.04446e-09 -7.74902e-05 -3.96593e-05 -1.30193e-05 0.000377769 0.000180311 -0.000111909 0.000149018 -4.13602e-05 9.68222e-07 -4.76691e-05 7.76285e-06 0.000561798 -3.92828e-05 -0.000134419 0.000359089 -0.000271241 -0.000260332 -0.000345048 -0.000264872 -9.45651e-05 0.000457562 0.000877615 -0.000360578 -0.000829812 -0.000125676 0.000927983 -0.000660381 -0.000943627 0.000288118
|
||
|
|
internal_weight=257.031 213.281 205.557 200.572 43.7502 32.5776 22.6432 17.4131 194.368 180.173 172.464 155.773 12.1921 143.581 111.253 22.6148 10.207 88.6379 81.1768 74.4511 52.0419 16.9211 12.4078 35.1208 11.7164 23.4044 11.6897 22.4093 15.1924 32.328
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 47 90 61 130
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=46
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12 11
|
||
|
|
split_gain=7.50942 8.10663 5.85775 5.03758 4.96454 6.32848 5.12204 4.51496 4.41106 9.51703 4.9356 4.05228 10.8033 4.46334 6.89935 7.37738 10.0551 6.90738 5.76861 7.38907 5.17731 7.54071 6.03234 5.50794 7.12655 4.47688 4.33433 7.04899 4.12917 3.739
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212 -30.892857142857142
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 20 -20 22 -22 -16 25 26 -23 27 -25 -17 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 29 17 28 -18 -19 19 -21 21 23 -24 24 -26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0011103965106319016 0.00095264998513586846 -0.0010831333261445996 0.00087409440109896801 -0.00057800437687576759 -0.00097959007784857851 0.00084557130776497706 0.00055275584494293673 -0.00049311778393881583 0.0010880900859554163 -0.00056441354790003908 0.00069997926845519719 0.001412035118596277 -0.0004803014264764339 0.00047011938801909837 -0.00028694901370406598 0.00032406562559151192 -0.0012855616320689919 0.00066074311765423194 -0.001904129444447436 -0.00039295938713394579 -0.0011137081546317353 -9.8331222348478629e-06 -0.0015621382726457736 0.00044637163527589307 -0.00099632685218658894 0.00099786547545484792 0.00090672014666693063 -0.0010371206277142173 0.0014789249551289078 -0.00034667541805684826
|
||
|
|
leaf_weight=4.985066905617713 11.171661704778669 7.7244036048650733 6.2034242004156104 14.195983752608297 5.2304662466049185 9.9337473064661044 10.688508421182634 6.7243113815784445 7.708234265446662 16.691683724522591 5.2156646847724932 6.7103612273931486 5.481172189116478 25.112827286124229 11.462425947189333 6.4685856103897095 4.9913200736045837 7.4608127027750006 4.9868107736110678 9.2143206149339658 5.9811428636312334 8.4638755768537681 5.4847558885812751 7.7125113308429665 7.9710134118795493 9.2019144743680936 5.2212762087583533 5.4779957234859467 5.9382022619247419 7.2144444882869712
|
||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24 29
|
||
|
|
internal_value=1.06836e-09 -7.74129e-05 -3.96198e-05 -1.30063e-05 0.000377404 0.000180134 -0.000111797 0.000148871 -4.1319e-05 9.67283e-07 -4.76216e-05 7.75518e-06 0.000561263 -3.92438e-05 -0.000134285 0.000358746 -0.000270971 -0.000260069 -0.000344697 -0.000923616 -0.000221949 -6.01322e-05 -0.000699649 8.29278e-05 -0.00020643 0.000515066 0.00013554 -0.00016972 0.00087681 0.000287836
|
||
|
|
internal_weight=257.029 213.28 205.556 200.571 43.7487 32.577 22.6433 17.4128 194.367 180.171 172.463 155.771 12.1915 143.58 111.253 22.6138 10.207 88.6389 81.178 14.2011 66.9769 50.0297 16.9472 44.0486 26.3828 17.6658 18.4118 13.1905 12.4068 32.3273
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50 130
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=47
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 9 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 12 14 14
|
||
|
|
split_gain=7.49462 8.08988 5.84568 5.02787 4.95522 6.31629 5.11152 4.50602 4.40236 5.83582 4.92556 4.7825 4.04436 10.783 4.45448 6.88564 7.36329 10.0347 6.89364 5.75894 5.00198 7.62364 8.35053 4.12209 3.86439 6.96437 5.92863 3.77846 3.7713 6.05828
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85053445933006644 0.87974157264870612 0.85768445658255632 0.82576828451958695 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 -0.43196694949145781 0.97548464437668925 1.0676029138739915
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 11 -10 -11 -5 14 -14 15 16 17 -12 19 20 21 24 -23 -18 25 -17 -26 -24 -22 -30
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 12 -13 13 -15 -16 18 23 -19 -20 -21 28 22 27 -25 26 -27 -28 -29 29 -31
|
||
|
|
leaf_value=-0.0011092205162834413 0.00095177236879819287 -0.0010819849738230574 0.00087328629803235924 -5.0032869513654747e-05 -0.0009785537989309269 0.0008447830757477297 0.00055222570615430185 -0.00049261003803823878 0.00072213282241573209 -0.00056383090516142181 0.0006993190002124183 -0.0013470373097450006 0.0014107750522212765 -0.00047980787862395772 0.00028755443913607091 -0.001491316433256325 0.00032374893540425666 -0.0012842077735953008 0.00066011357088251123 -0.0012304826581785975 -6.4058796835875036e-05 -0.00059285676875070698 0.0014167258335671391 0.0014776687522090827 0.00062859910655516929 6.8320721127238025e-05 -0.00046121799339766777 0.00026686232764412611 -0.0015836252593970153 -0.00032055176119376077
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||
|
|
leaf_weight=4.9853616952896109 11.170781016349791 7.7248689383268347 6.2029555588960639 6.2225622087717039 5.230769231915473 9.9330737590789813 10.688070505857469 6.7245112657546988 10.447031155228613 16.692222416400909 5.2153686583042163 5.2345101684331894 6.709638833999632 5.4813232570886612 32.326579287648201 6.7387111335992813 6.4684399366378784 4.9915853142738342 7.4604602307081214 6.7263470590114585 7.2168767750263241 5.2315621972084072 6.7126737534999856 5.9373078346252424 7.2171605378389279 4.9781710952520246 16.187878817319891 4.9762389659881565 7.4754970967769605 7.7181820124387741
|
||
|
|
leaf_count=20 45 31 25 25 21 40 43 27 42 67 21 21 27 22 130 27 26 20 30 27 29 21 27 24 29 20 65 20 30 31
|
||
|
|
internal_value=1.09248e-09 -7.73357e-05 -3.95804e-05 -1.29934e-05 0.000377039 0.000179957 -0.000111685 0.000148724 -4.12779e-05 -3.61171e-06 -4.75742e-05 -0.000642609 7.74753e-06 0.000560728 -3.92047e-05 -0.000134151 0.000358405 -0.0002707 -0.000259806 -0.000344347 -0.000264291 -9.42012e-05 0.000457223 0.000876007 -0.000359857 -0.000828671 -0.000125163 0.000927202 -0.000659277 -0.000942001
|
||
|
|
internal_weight=257.027 213.28 205.555 200.569 43.7472 32.5764 22.6434 17.4126 194.366 182.909 172.462 11.4571 155.77 12.191 143.579 111.252 22.6127 10.207 88.6398 81.1793 74.453 52.0424 16.9205 12.4057 35.1219 11.7169 23.405 11.6889 22.4106 15.1937
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 735 693 46 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 47 90 61
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=48
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12 8
|
||
|
|
split_gain=7.47986 8.07316 5.83363 5.01817 4.94592 6.30412 5.10102 4.49709 4.39643 9.48632 4.91554 4.03646 10.7626 4.44563 6.87195 7.34924 10.0143 6.87992 5.75072 7.37127 5.16361 7.51992 6.01833 5.49182 7.10369 4.46757 4.32797 7.03746 4.11503 3.73204
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212 105092.50000000001
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 20 -20 22 -22 -16 25 26 -23 27 -25 -17 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 29 17 28 -18 -19 19 -21 21 23 -24 24 -26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0011080465192706372 0.00095089597119456303 -0.0010808385300774088 0.00087247922437992567 -0.00057701630605634256 -0.00097751915447527983 0.00084399574740999929 0.00055169613075104536 -0.00049210285969616052 0.0010864219459929489 -0.00056324898172723978 0.00069865944375781914 0.0014095173699837579 -0.00047931495985235629 0.00046939438020435908 -0.00028626665011525501 0.00032343247148253966 -0.0012828565163272737 0.00065948473838258837 -0.0019012538888519171 -0.00039197772487153048 -0.001111901051508678 -9.7880523859552235e-06 -0.0015599237723696111 0.00044612699240617197 -0.00099446662612835126 0.0009968817949946797 0.00090618209330058867 -0.0010361356703056863 0.0014764148603764798 -0.00034664614989378867
|
||
|
|
leaf_weight=4.9856530725955954 11.169896170496939 7.7253293395042411 6.2024850845336905 14.19674029946327 5.2310693264007559 9.9323974996805209 10.687631368637087 6.7247102260589591 7.7072268873453131 16.69275788962841 5.2150720059871691 6.7089105248451215 5.4814735352993011 25.111505746841431 11.4628022313118 6.4682938754558563 4.9918463826179504 7.4601064622402182 4.98741391301155 9.214790150523184 5.981706142425522 8.4638690650463264 5.4853147268295279 7.7123161256313271 7.9718034118414023 9.2011727094650251 5.2210429459810248 5.4783029705286026 5.9364080429077131 7.2144003957509986
|
||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24 29
|
||
|
|
internal_value=1.10861e-09 -7.72587e-05 -3.9541e-05 -1.29805e-05 0.000376675 0.000179781 -0.000111573 0.000148577 -4.12368e-05 9.81023e-07 -4.75269e-05 7.73987e-06 0.000560193 -3.91657e-05 -0.000134017 0.000358063 -0.000270431 -0.000259543 -0.000343998 -0.000921993 -0.000221439 -5.98338e-05 -0.00069849 8.3035e-05 -0.000205889 0.000514555 0.000135546 -0.000169484 0.000875205 0.000287273
|
||
|
|
internal_weight=257.024 213.279 205.553 200.568 43.7457 32.5758 22.6434 17.4123 194.365 180.169 172.461 155.769 12.1904 143.578 111.252 22.6116 10.2069 88.6406 81.1805 14.2022 66.9783 50.0302 16.9481 44.0485 26.3835 17.665 18.4117 13.1906 12.4047 32.3259
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50 130
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=49
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 12 14 14 11
|
||
|
|
split_gain=7.46513 8.05649 5.82162 5.0085 4.93664 6.29198 5.09054 4.48818 4.38748 9.46808 4.90555 4.02857 10.7424 4.4368 6.85829 7.33522 9.99404 6.86624 5.74148 4.98913 7.60382 8.33371 4.10798 3.85765 6.945 5.9142 3.76987 3.75797 6.04543 3.72865
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 -0.43196694949145781 0.97548464437668925 1.0676029138739915 -30.892857142857142
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 19 20 23 -22 -17 24 -16 -25 -23 -21 -29 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 29 17 22 -18 -19 -20 27 21 26 -24 25 -26 -27 -28 28 -30 -31
|
||
|
|
leaf_value=-0.0011068744332650346 0.00095002072959815011 -0.0010796940363404666 0.00087167309206021947 -0.00057641959838687922 -0.00097648602405684326 0.00084320948295039618 0.00055116717371213612 -0.00049159627836186466 0.0010854215934315596 -0.00056266778622759105 0.00069800071703550448 0.0014082619781660814 -0.0004788225774717538 0.00046903603177159419 -0.0014892145469642738 0.00032311634436605854 -0.0012815077658163666 0.0006588566346860782 -0.0012283890828535117 -6.4003097676055155e-05 -0.00059210130200218773 0.0014154325037566411 0.001475163657384032 0.00062821440723502249 6.8230893887113135e-05 -0.00046027899944137357 0.00026684622274524944 -0.0015812777120953552 -0.00031959791478821119 -0.00034663486998630431
|
||
|
|
leaf_weight=4.9859411716461173 11.169007018208502 7.7257846593856803 6.2020129561424246 14.197225257754324 5.2313667982816687 9.9317181557416934 10.687190860509874 6.7249080985784522 7.7066162675619116 16.69329035282135 5.2147741019725817 6.708176374435423 5.4816230237483978 25.110758408904076 6.7392281889915466 6.4681474268436432 4.9921029806137085 7.4597515016794196 6.7270612716674796 7.2168800383806255 5.2317534238100079 6.7119139432907113 5.9355025291442853 7.2169398367404858 4.9781294763088102 16.188698798418066 4.9761914014816258 7.4763450324535352 7.7186006456613541 7.2144521176815024
|
||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 27 26 20 30 27 29 21 27 24 29 20 65 20 30 31 29
|
||
|
|
internal_value=1.13575e-09 -7.71817e-05 -3.95017e-05 -1.29676e-05 0.000376311 0.000179605 -0.000111461 0.000148431 -4.11958e-05 9.80079e-07 -4.74796e-05 7.73223e-06 0.00055966 -3.91268e-05 -0.000133883 0.000357723 -0.000270161 -0.000259281 -0.000343649 -0.000263711 -9.38384e-05 0.000456884 0.000874404 -0.000359139 -0.000827533 -0.000124651 0.000926424 -0.000658176 -0.00094038 0.000286992
|
||
|
|
internal_weight=257.022 213.278 205.552 200.566 43.7442 32.5752 22.6435 17.4121 194.364 180.167 172.46 155.767 12.1898 143.577 111.252 22.6105 10.2069 88.6415 81.1817 74.4547 52.0429 16.9199 12.4036 35.123 11.7174 23.4056 11.6881 22.4118 15.1949 32.3252
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 47 90 61 130
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=50
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 6 3 12 11 5 8 8 9 12 14 9 9 6 1 1 6 6 1
|
||
|
|
split_gain=7.45086 5.62283 5.19711 6.2466 6.51847 4.79138 8.30263 5.78188 8.56251 5.0668 4.51076 4.40646 5.81469 7.99835 7.65488 4.35321 5.4153 5.03594 5.65343 5.58656 5.67998 7.07268 5.58257 5.59754 4.80522 4.30981 7.25116 4.182 4.00733 3.95486
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 40.080336968386753 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 1.1400219583046669 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
|
||
|
|
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 -1 3 4 10 6 7 8 11 -8 -2 12 13 -3 -14 16 -13 24 -19 20 27 -22 -21 -24 -17 -26 -27 -20 -9 -28
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 -12 15 14 -15 -16 17 -18 18 19 22 21 -23 23 -25 25 26 29 -29 -30 -31
|
||
|
|
leaf_value=0.00092157028237990193 0.00084423869729690672 0.00056312222905903952 0.0012788554297198319 -0.00078088627188359534 0.0011433791211339288 -0.00081127489651150908 6.4964384520947157e-05 -0.0013235078316143644 0.0005906748600710399 0.0014605447297225788 -8.8343420149754198e-05 -0.001215977614755289 3.3550065464097036e-05 -0.00098392374628411571 0.0014885951298624989 -0.00053061434649338672 -5.9939027930635733e-05 -0.001090158864590255 -0.0015248880352741374 0.00059849490497570872 0.00084063657887647753 -0.0007738126297611701 -0.00086932660442035363 0.00048193779904198865 -0.00028732462332782576 0.0014656083962465885 -0.00036211713294758416 -0.0003813965335963102 -0.00020043260333300596 0.00048381269895291933
|
||
|
|
leaf_weight=5.4570199996232978 6.9542967379093197 6.2096003741025942 5.4518346190452567 5.2334938496351233 8.6788153946399671 9.2234622836112958 4.9767891019582748 6.4865863323211652 17.393100470304489 5.4507694691419584 20.403235152363777 9.2353837937116641 8.7082002907991392 7.236431360244751 6.1826947927474967 10.716929003596297 7.2198062539100638 8.9823754131793887 7.2397708147764366 11.927255168557169 4.9656455218791944 5.9830261021852493 7.971706882119177 4.9811692088842392 11.956680759787558 5.4537812471389762 8.4663247168064171 5.7293167114257812 6.2272802442312241 15.916881427168844
|
||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 82 37 35 29 25 43 29 36 29 48 20 24 32 20 48 22 34 23 25 64
|
||
|
|
internal_value=1.16243e-09 -8.02519e-05 0.000361227 0.000240006 0.000388268 -0.000106941 -7.3731e-05 -0.000122617 -7.46439e-05 0.000794472 0.000148719 -0.000149262 0.000207233 -0.000269472 0.000637684 -0.000228964 -0.000708759 -0.00015738 -0.000361086 -0.000226883 -0.000571977 -4.15975e-05 0.000104863 -0.000349683 6.67692e-05 0.000219953 0.000423236 -0.00101973 -0.000773423 0.000190089
|
||
|
|
internal_weight=257.02 210.298 46.7217 41.2698 36.0363 204.841 195.618 185.19 172.476 10.4276 27.3575 155.083 28.3369 13.446 14.8909 126.746 16.4552 110.291 57.7803 48.7979 23.9178 10.9487 24.8801 12.9529 52.5106 41.7937 29.837 12.9691 12.7139 24.3832
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 110 623 114 54 60 509 66 443 232 196 96 44 100 52 211 168 120 52 51 98
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=51
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12 8
|
||
|
|
split_gain=7.4412 8.03675 5.80593 4.98974 4.9227 6.27464 5.07882 4.47674 4.37607 9.44955 4.88967 4.02151 10.7208 4.42153 6.83377 7.31 9.95799 6.84858 5.73177 7.35062 5.14464 7.49771 6.00659 5.4762 7.07892 4.45665 4.32005 7.02482 4.09189 3.7204
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212 105092.50000000001
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 20 -20 22 -22 -16 25 26 -23 27 -25 -17 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 29 17 28 -18 -19 19 -21 21 23 -24 24 -26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.001105316801934891 0.00094866605837063203 -0.0010783085775922863 0.00087012808149374184 -0.00057561227852168573 -0.00097535733853911714 0.0008420347935062753 0.00055049335269375592 -0.00049094462988543992 0.0010844591114920273 -0.00056172533533915695 0.00069681185835175153 0.0014070299991261338 -0.00047818940887524362 0.00046833984396918253 -0.00028506952196204508 0.00032276774496263163 -0.0012791285445706996 0.00065815004684687591 -0.0018979213100925412 -0.00039083657374694333 -0.001109877088432167 -9.5272420108265879e-06 -0.0015574261819714997 0.00044593364952099913 -0.00099241085427726437 0.00099593198497317293 0.00090555451691538954 -0.0010349826640126036 0.0014726559706973749 -0.00034643353448528437
|
||
|
|
leaf_weight=4.9862849563360205 11.167508766055105 7.7262510359287253 6.2010910511016837 14.19771198928356 5.231633558869361 9.9305507093668002 10.68646487593651 6.7251021564006797 7.7059037685394278 16.693958297371864 5.2142333686351794 6.7073992639780027 5.4817843437194824 25.109361261129379 11.463412851095201 6.4679858684539795 4.9925461411476135 7.4592998772859564 4.9880522638559333 9.2152377963066083 5.9822943657636491 8.4638791680336158 5.485904946923255 7.7120617479085869 7.9726023674011328 9.2003744393587095 5.2207202762365332 5.4786089509725571 5.9336661100387555 7.2144304960966101
|
||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24 29
|
||
|
|
internal_value=1.17648e-09 -7.70567e-05 -3.94212e-05 -1.29215e-05 0.000375722 0.000179296 -0.00011136 0.000148245 -4.10951e-05 1.02726e-06 -4.73835e-05 7.74093e-06 0.000559199 -3.90767e-05 -0.000133669 0.000357085 -0.0002697 -0.000258837 -0.000343092 -0.00092011 -0.000220734 -5.94227e-05 -0.000696887 8.3242e-05 -0.000205263 0.000514163 0.000135593 -0.00016915 0.000872941 0.000286488
|
||
|
|
internal_weight=257.016 213.275 205.549 200.563 43.7413 32.5738 22.6432 17.4116 194.361 180.164 172.458 155.764 12.1892 143.575 111.251 22.6084 10.2068 88.6424 81.1831 14.2033 66.9799 50.0305 16.9493 44.0482 26.384 17.6643 18.4114 13.1907 12.4017 32.3238
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50 130
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=52
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 9 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 12 14 14
|
||
|
|
split_gain=7.42655 8.02017 5.79398 4.98013 4.91347 6.26256 5.06839 4.46787 4.36785 5.79465 4.87972 4.76909 4.01365 10.7006 4.41275 6.8202 7.29606 9.93782 6.83496 5.72414 4.97795 7.57944 8.31082 4.08491 3.84401 6.91495 5.89895 3.76011 3.74339 6.0298
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85053445933006644 0.87974157264870612 0.85768445658255632 0.82576828451958695 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 -0.43196694949145781 0.97548464437668925 1.0676029138739915
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 11 -10 -11 -5 14 -14 15 16 17 -12 19 20 21 24 -23 -18 25 -17 -26 -24 -22 -30
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 12 -13 13 -15 -16 18 23 -19 -20 -21 28 22 27 -25 26 -27 -28 -29 29 -31
|
||
|
|
leaf_value=-0.0011041494005533776 0.00094779373393103362 -0.001077168258313678 0.00086932499367364064 -4.8256648066201072e-05 -0.00097432763742153253 0.00084125093814820721 0.00054996568054573893 -0.00049043941292636244 0.0007197253824004409 -0.00056114599862260267 0.00069615524349367721 -0.0013433532464600616 0.0014057793777716482 -0.00047769836237553158 0.00028620818153313052 -0.0014858343608766681 0.00032245232586812191 -0.0012777868832643654 0.00065752346650914699 -0.0012260987301245261 -6.3905008880220946e-05 -0.00059087812664323179 0.0014139792606289651 0.0014714120560490676 0.00062788619397507594 6.8200460425847667e-05 -0.00045920722266810633 0.00026684024388990948 -0.0015785884157858406 -0.00031859444360034163
|
||
|
|
leaf_weight=4.9865651577711096 11.166609436273573 7.7266954481601706 6.2006130814552298 6.223204702138899 5.2319251000881186 9.9298643469810504 10.686021864414217 6.7252978086471549 10.444890454411505 16.694482177495956 5.2139329612255114 5.2353805005550385 6.7066534012556058 5.4819320887327194 32.323091685771942 6.7400439083576202 6.4678390324115753 4.9927905201911926 7.4589421898126593 6.7277654260396949 7.2168320119380978 5.2320124506950405 6.7109982222318658 5.9327441453933698 7.2166975885629574 4.9781065583228941 16.189523860812209 4.9760842174291584 7.4772536456584913 7.7189832627773285
|
||
|
|
leaf_count=20 45 31 25 25 21 40 43 27 42 67 21 21 27 22 130 27 26 20 30 27 29 21 27 24 29 20 65 20 30 31
|
||
|
|
internal_value=1.1998e-09 -7.698e-05 -3.9382e-05 -1.29086e-05 0.00037536 0.00017912 -0.000111248 0.000148099 -4.10542e-05 -3.53214e-06 -4.73364e-05 -0.000639981 7.73329e-06 0.000558667 -3.90379e-05 -0.000133536 0.000356746 -0.000269432 -0.000258576 -0.000342744 -0.000262926 -9.32415e-05 0.000456617 0.000872143 -0.000358104 -0.000825649 -0.00012403 0.000925555 -0.000656935 -0.00093857
|
||
|
|
internal_weight=257.014 213.274 205.547 200.561 43.7397 32.5731 22.6432 17.4113 194.36 182.902 172.457 11.4586 155.762 12.1886 143.574 111.251 22.6073 10.2067 88.6432 81.1843 74.4565 52.0435 16.9191 12.4006 35.1244 11.7182 23.4062 11.6871 22.4131 15.1962
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 735 693 46 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 47 90 61
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=53
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12 11
|
||
|
|
split_gain=7.41193 8.00362 5.78206 4.97054 4.90427 6.2505 5.05799 4.45902 4.36157 9.41909 4.8698 4.00582 10.6804 4.40399 6.80665 7.28215 9.91771 6.82137 5.71403 7.33302 5.13105 7.47707 5.99269 5.46018 7.05624 4.44739 4.31371 7.01334 4.07795 3.71707
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212 -30.892857142857142
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 20 -20 22 -22 -16 25 26 -23 27 -25 -17 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 29 17 28 -18 -19 19 -21 21 23 -24 24 -26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0011029839657802571 0.00094692262034266211 -0.0010760298716647899 0.0008685229084137992 -0.00057462933848739372 -0.00097329958035494006 0.00084046804253094722 0.00054943859211187447 -0.00048993478100790746 0.0010827999391728603 -0.00056056733650028693 0.00069549937159468702 0.0014045311162249258 -0.00047720788664527673 0.0004677054730362611 -0.00028439131800984876 0.000322137205787245 -0.001276447613683103 0.00065689755559072049 -0.0018950723229860997 -0.00038986042645048507 -0.0011080804873150119 -9.4830427495162162e-06 -0.0015552275392453979 0.0004456887462318939 -0.00099056198749210593 0.00099495154997363239 0.00090501713267687441 -0.0010340023305392154 0.0014701705312207963 -0.00034671173318024745
|
||
|
|
leaf_weight=4.9868421405553809 11.165705785155295 7.7271349281072608 6.2001334875822058 14.198444917798041 5.2322138398885718 9.9291754364967364 10.685577660799028 6.7254924029111853 7.7048725932836524 16.69500321149826 5.2136313021183032 6.7059017121791822 5.4820790141820908 25.108068361878395 11.463773235678675 6.4676921963691711 4.9930307269096375 7.4585832059383383 4.9886119216680518 9.2156859487295133 5.982835292816147 8.4638685435056846 5.4864336699247351 7.7118597775697655 7.9733595401048758 9.1996166855096799 5.2204797565937033 5.4789058864116669 5.9318168163299543 7.2143467515707007
|
||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24 29
|
||
|
|
internal_value=1.22625e-09 -7.69033e-05 -3.93429e-05 -1.28958e-05 0.000374998 0.000178944 -0.000111137 0.000147953 -4.10134e-05 1.04083e-06 -4.72894e-05 7.72567e-06 0.000558136 -3.89991e-05 -0.000133403 0.000356407 -0.000269164 -0.000258315 -0.000342397 -0.000918497 -0.000220226 -5.91264e-05 -0.000695735 8.33479e-05 -0.000204725 0.000513653 0.000135597 -0.000168915 0.000871346 0.000285928
|
||
|
|
internal_weight=257.011 213.273 205.546 200.559 43.7382 32.5725 22.6433 17.4111 194.359 180.16 172.456 155.761 12.188 143.573 111.25 22.6062 10.2067 88.644 81.1854 14.2043 66.9811 50.0309 16.9502 44.0481 26.3846 17.6635 18.4112 13.1908 12.3995 32.3224
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50 130
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=54
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 12 14 14 8
|
||
|
|
split_gain=7.39734 7.98712 5.77016 4.96097 4.89508 6.23848 5.04762 4.45019 4.3527 9.40099 4.8599 3.99801 10.6604 4.39525 6.79313 7.26827 9.89764 6.80781 5.70682 4.96518 7.55975 8.29411 4.07101 3.83732 6.89578 5.88461 3.75158 3.73018 6.01707 3.7101
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 -0.43196694949145781 0.97548464437668925 1.0676029138739915 105092.50000000001
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 19 20 23 -22 -17 24 -16 -25 -23 -21 -29 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 29 17 22 -18 -19 -20 27 21 26 -24 25 -26 -27 -28 28 -30 -31
|
||
|
|
leaf_value=-0.0011018204523420179 0.00094605264091802488 -0.0010748933454280375 0.00086772177424413919 -0.00057403557733061352 -0.00097227310600675552 0.00083968613283100701 0.0005489120277313189 -0.00048943076042787183 0.0010818049192020875 -0.00055998938331401019 0.00069484414174711179 0.0014032851488671532 -0.00047671794775895203 0.00046726128955701959 -0.0014837496113092249 0.00032182231101268011 -0.0012751109469905707 0.00065627235812829227 -0.0012240190933774568 -6.3849995315325823e-05 -0.00059012649186645236 0.0014126921435799091 0.0014689313939647126 0.00062750130310575169 6.8110206198430926e-05 -0.0004582730016065378 0.00026682353035312222 -0.0015762590606448149 -0.00031764603407730975 -0.00034639104274767366
|
||
|
|
leaf_weight=4.9871158003807059 11.164798110723494 7.7275695055723181 6.1996520161628714 14.19891846179962 5.2324998527765265 9.9284834861755389 10.685132175683977 6.725685939192771 7.7042478471994391 16.695520684123039 5.2133290171623248 6.7051442861556989 5.4822251945734024 25.107274532318115 6.740520253777504 6.467545360326767 4.993266761302948 7.4582231491804114 6.7284456193447104 7.216830566525462 5.232195362448695 6.7102194130420694 5.930884122848509 7.2164709568023602 4.978062734007823 16.190316349267981 4.9760311245918247 7.4780538380146009 7.7193872481584549 7.2144382596015921
|
||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 27 26 20 30 27 29 21 27 24 29 20 65 20 30 31 29
|
||
|
|
internal_value=1.24366e-09 -7.68268e-05 -3.93039e-05 -1.2883e-05 0.000374636 0.000178769 -0.000111025 0.000147807 -4.09727e-05 1.03982e-06 -4.72424e-05 7.71804e-06 0.000557606 -3.89604e-05 -0.00013327 0.000356069 -0.000268897 -0.000258055 -0.000342049 -0.00026235 -9.28811e-05 0.000456279 0.000870551 -0.000357389 -0.000824518 -0.000123521 0.000924779 -0.00065584 -0.000936959 0.000285648
|
||
|
|
internal_weight=257.008 213.272 205.544 200.557 43.7366 32.5718 22.6433 17.4108 194.358 180.159 172.454 155.759 12.1874 143.571 111.25 22.605 10.2066 88.6448 81.1865 74.4581 52.0438 16.9184 12.3984 35.1254 11.7186 23.4068 11.6863 22.4143 15.1974 32.3217
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 47 90 61 130
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=55
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12 11
|
||
|
|
split_gain=7.38278 7.97065 5.7583 4.95141 4.88591 6.22647 5.03727 4.44138 4.34384 9.38294 4.85003 3.99021 10.6403 4.38653 6.77965 7.25442 9.87762 6.79428 5.69636 7.31551 5.11749 7.4565 5.97885 5.44421 7.03365 4.43816 4.30737 7.00189 4.06408 3.7067
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212 -30.892857142857142
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 20 -20 22 -22 -16 25 26 -23 27 -25 -17 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 29 17 28 -18 -19 19 -21 21 23 -24 24 -26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0011006589705304924 0.00094518378460772324 -0.0010737587557563093 0.00086692163937282421 -0.00057344250172563919 -0.00097124820665364284 0.00083890517037829115 0.00054838604702425406 -0.00048892732440780043 0.0010808113092047537 -0.00055941217321854727 0.00069418972292087887 0.0014020415973756103 -0.00047622858637330054 0.00046690422200254571 -0.00028371474212616419 0.0003215078267107951 -0.0012737767645057711 0.00065564786157080134 -0.001892235283881306 -0.0003888867563435496 -0.0011062888070371029 -9.4390740286603047e-06 -0.0015530362564200215 0.00044544380297109848 -0.00098871843606968685 0.0009939727287399387 0.00090448012227261222 -0.0010330240578862349 0.0014676948411255311 -0.00034637593812558134
|
||
|
|
leaf_weight=4.9873861670494071 11.163886472582815 7.7279992252588263 6.199168696999549 14.199389159679411 5.2327831089496604 9.9277887344360369 10.684685766696932 6.7258784770965567 7.703619346022605 16.696035534143448 5.2130254805088061 6.7043808698654157 5.4823706597089767 25.10651159286499 11.464127436280252 6.4673981368541718 4.9934983253479004 7.457861751317977 4.9891519993543616 9.2161246985197049 5.9833656400441972 8.4638563245535057 5.4869483262300482 7.7116551995277351 7.9741015732288458 9.1988513469696027 5.2202355414628974 5.4791979938745499 5.9299457073211652 7.2144964635372153
|
||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24 29
|
||
|
|
internal_value=1.25932e-09 -7.67504e-05 -3.92648e-05 -1.28702e-05 0.000374275 0.000178594 -0.000110914 0.000147661 -4.0932e-05 1.03881e-06 -4.71955e-05 7.71043e-06 0.000557077 -3.89217e-05 -0.000133137 0.000355731 -0.00026863 -0.000257794 -0.000341703 -0.00091689 -0.00021972 -5.8831e-05 -0.000694586 8.34532e-05 -0.000204189 0.000513144 0.000135601 -0.00016868 0.000869756 0.000285369
|
||
|
|
internal_weight=257.006 213.271 205.543 200.555 43.735 32.5711 22.6433 17.4106 194.356 180.157 172.453 155.757 12.1868 143.57 111.249 22.6039 10.2065 88.6455 81.1876 14.2053 66.9823 50.0313 16.9511 44.0479 26.3852 17.6627 18.4111 13.1909 12.3973 32.321
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50 130
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=56
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 9 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 12 14 14
|
||
|
|
split_gain=7.36825 7.95422 5.74646 4.94188 4.87675 6.21449 5.02694 4.43258 4.33523 5.75276 4.84017 4.75873 3.98243 10.6203 4.37782 6.76619 7.2406 9.85765 6.78078 5.68957 4.95246 7.54012 8.27743 4.05718 3.83066 6.87669 5.8703 3.74308 3.71703 6.0044
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85053445933006644 0.87974157264870612 0.85768445658255632 0.82576828451958695 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 -0.43196694949145781 0.97548464437668925 1.0676029138739915
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 11 -10 -11 -5 14 -14 15 16 17 -12 19 20 21 24 -23 -18 25 -17 -26 -24 -22 -30
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 12 -13 13 -15 -16 18 23 -19 -20 -21 28 22 27 -25 26 -27 -28 -29 29 -31
|
||
|
|
leaf_value=-0.0010994993910459791 0.00094431611757634206 -0.0010726259847812618 0.00086612259194141514 -4.6480979704828062e-05 -0.000970224929251597 0.00083812516963480664 0.00054786063307181009 -0.00048842446066794107 0.00071721015388208635 -0.00055883561035330255 0.00069353603151903838 -0.0013400822482978329 0.0014008003262671891 -0.0004757397797160325 0.00028508970592727105 -0.0014816715372226673 0.00032119367912205563 -0.0012724449624893239 0.0006550240646535627 -0.0012219459705127428 -6.3795158673526705e-05 -0.00058937635611643459 0.0014114079538608533 0.0014664606029635313 0.00062711647611773578 6.8019833943406343e-05 -0.00045734092028363471 0.00026680651946377188 -0.0015739381506235583 -0.000316700185630037
|
||
|
|
leaf_weight=4.9876533001661292 11.162970617413519 7.7284240573644629 6.1986835151910773 6.2239049524068815 5.2330636829137793 9.9270913600921649 10.684237837791445 6.7260701209306708 10.44275641441345 16.696546882390976 5.2127213180065173 5.2361825555562973 6.7036118656396848 5.4825152307748795 32.320301979780197 6.7409808039665222 6.4672505259513855 4.9937257170677185 7.4574992060661307 6.7291099876165381 7.2168268561363247 5.2323747873306301 6.7094317078590402 5.9290022850036603 7.2162415534257809 4.9780177921056623 16.191095948219321 4.9759755283594105 7.478832080960272 7.7197841107845306
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||
|
|
leaf_count=20 45 31 25 25 21 40 43 27 42 67 21 21 27 22 130 27 26 20 30 27 29 21 27 24 29 20 65 20 30 31
|
||
|
|
internal_value=1.29123e-09 -7.66741e-05 -3.92259e-05 -1.28574e-05 0.000373915 0.000178419 -0.000110803 0.000147516 -4.08913e-05 -3.50592e-06 -4.71486e-05 -0.000637535 7.70285e-06 0.000556549 -3.88831e-05 -0.000133004 0.000355394 -0.000268363 -0.000257535 -0.000341357 -0.000261775 -9.25217e-05 0.000455942 0.000868963 -0.000356677 -0.000823391 -0.000123014 0.000924004 -0.000654748 -0.000935353
|
||
|
|
internal_weight=257.003 213.269 205.541 200.553 43.7334 32.5705 22.6434 17.4103 194.355 182.895 172.452 11.4601 155.755 12.1861 143.569 111.249 22.6027 10.2064 88.6462 81.1887 74.4596 52.0441 16.9178 12.3963 35.1263 11.719 23.4073 11.6854 22.4154 15.1986
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 735 693 46 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 47 90 61
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=57
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||
|
|
num_leaves=31
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||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 6 3 12 11 5 8 8 9 12 14 9 9 6 1 1 6 6 1
|
||
|
|
split_gain=7.35479 5.56219 5.17141 6.22935 6.49165 4.78818 8.2535 5.76365 8.50895 5.04255 4.49964 4.34108 5.73453 7.90101 7.57541 4.30579 5.36061 5.02434 5.61333 5.56521 5.64511 7.03792 5.55209 5.5892 4.78758 4.28895 7.22558 4.15809 3.98968 3.93725
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 40.080336968386753 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 1.1400219583046669 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
|
||
|
|
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 -1 3 4 10 6 7 8 11 -8 -2 12 13 -3 -14 16 -13 24 -19 20 27 -22 -21 -24 -17 -26 -27 -20 -9 -28
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 -12 15 14 -15 -16 17 -18 18 19 22 21 -23 23 -25 25 26 29 -29 -30 -31
|
||
|
|
leaf_value=0.00091691806290286051 0.00084179980804419531 0.00055997861083879983 0.0012745317681965912 -0.00078147664645827929 0.0011398212474550723 -0.0008103632608368927 6.4943713959739668e-05 -0.0013203968235574056 0.0005893801222941798 0.0014573274985981279 -8.9723991190327604e-05 -0.001209084029823288 3.2393384277101913e-05 -0.00097766707892091927 0.0014803391563112348 -0.00052855506779992778 -5.8969520786099023e-05 -0.0010860756824664067 -0.0015203468180356497 0.00059752986225324262 0.00083865558494463223 -0.00077190662427676477 -0.00086730119050549778 0.00048292678826383718 -0.00028541176541252504 0.0014640569162955583 -0.00036024571128398248 -0.00038017454053686678 -0.00019982289778859561 0.0004837779852950212
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||
|
|
leaf_weight=5.4544312208890906 6.9527437686920193 6.2078205794096011 5.4491670280694953 5.2332394123077384 8.6755401045083982 9.2235460728406888 4.9765265434980392 6.4872379601001722 17.390641123056412 5.4486668109893781 20.400891423225403 9.2375374138355273 8.7074005752801877 7.2379798889160156 6.1761969178915015 10.717843085527411 7.2201112061738959 8.9837409555911929 7.2407731115818184 11.925851508975031 4.9645338207483274 5.9832431226968765 7.9723047167062742 4.9812865257263184 11.95771887898445 5.4527578204870215 8.4670901596546226 5.7295070290565491 6.2272445559501648 15.916420876979826
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||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 82 37 35 29 25 43 29 36 29 48 20 24 32 20 48 22 34 23 25 64
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||
|
|
internal_value=1.30933e-09 -7.9729e-05 0.000358935 0.00023802 0.000386102 -0.000106268 -7.30683e-05 -0.000121806 -7.39055e-05 0.000792665 0.000147051 -0.000148286 0.000205611 -0.000267748 0.000633243 -0.000227384 -0.000704519 -0.000156187 -0.000359657 -0.000225922 -0.00057035 -4.15583e-05 0.000105198 -0.000348073 6.77006e-05 0.000220607 0.000423408 -0.00101669 -0.000771567 0.000190694
|
||
|
|
internal_weight=257 210.288 46.7116 41.2624 36.0292 204.834 195.61 185.185 172.471 10.4252 27.3536 155.08 28.3294 13.4458 14.8836 126.751 16.4576 110.293 57.7812 48.7975 23.9181 10.9478 24.8794 12.9536 52.5118 41.794 29.8363 12.9703 12.7145 24.3835
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 110 623 114 54 60 509 66 443 232 196 96 44 100 52 211 168 120 52 51 98
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=58
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||
|
|
num_leaves=31
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||
|
|
num_cat=0
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||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 12 14 14 8
|
||
|
|
split_gain=7.34466 7.93476 5.731 4.92338 4.86299 6.19736 5.01537 4.42128 4.32701 9.35239 4.82449 3.97546 10.599 4.36275 6.74204 7.21576 9.82216 6.76335 5.67769 4.94388 7.52056 8.25531 4.04139 3.81598 6.85177 5.85774 3.73516 3.70798 5.98876 3.69861
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 -0.43196694949145781 0.97548464437668925 1.0676029138739915 105092.50000000001
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 19 20 23 -22 -17 24 -16 -25 -23 -21 -29 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 29 17 22 -18 -19 -20 27 21 26 -24 25 -26 -27 -28 28 -30 -31
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||
|
|
leaf_value=-0.0010979579591235008 0.00094297250692524683 -0.0010712540618713416 0.00086458989677198688 -0.00057225447614873157 -0.00096910616651646464 0.00083695942060387971 0.00054719183710102634 -0.00048777642769275636 0.0010791970896747646 -0.00055789965676653259 0.00069235598602469524 0.0013995824041754096 -0.00047511134948368061 0.00046593704030952783 -0.0014788394736534344 0.00032084811856522913 -0.0012700952058594499 0.00065432210838680456 -0.001220443882786549 -6.368869766968185e-05 -0.00058830122552803587 0.0014099869020773588 0.0014639866259933197 0.0006265715838176569 6.8010841822926669e-05 -0.00045673770874906728 0.00026655433066821645 -0.0015718911251560402 -0.0003163257754405192 -0.00034646893512840088
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||
|
|
leaf_weight=4.9879682660102835 11.161427184939383 7.7288510948419562 6.1977363973855963 14.20009423792362 5.2333103269338599 9.9258919656276721 10.683498471975328 6.7262548953294745 7.7024639099836341 16.697176560759544 5.2121686935424822 6.7027991563081724 5.4826691448688507 25.104566469788551 6.7416243106126785 6.4670881927013397 4.9941173195838928 7.4570372253656378 6.7295461297035208 7.2168059051036861 5.2326112091541317 6.7085542231798181 5.9270893335342389 7.2159160971641461 4.9780147224664564 16.191540211439154 4.9758262634277317 7.4795048385858518 7.719901368021965 7.2143235206603995
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||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 27 26 20 30 27 29 21 27 24 29 20 65 20 30 31 29
|
||
|
|
internal_value=1.32953e-09 -7.65501e-05 -3.9146e-05 -1.28117e-05 0.00037333 0.000178113 -0.000110701 0.000147332 -4.07915e-05 1.10009e-06 -4.70533e-05 7.71134e-06 0.000556092 -3.88335e-05 -0.000132792 0.000354763 -0.000267906 -0.000257094 -0.000340805 -0.000261305 -9.21963e-05 0.000455575 0.000867515 -0.000355999 -0.000821802 -0.000122781 0.000923053 -0.000653929 -0.000934179 0.000284589
|
||
|
|
internal_weight=256.996 213.266 205.537 200.549 43.7304 32.569 22.6431 17.4098 194.351 180.151 172.449 155.752 12.1855 143.566 111.247 22.6005 10.2063 88.6469 81.1898 74.4603 52.0441 16.917 12.3942 35.1271 11.7196 23.4075 11.6844 22.4162 15.1994 32.3189
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 47 90 61 130
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=59
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
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||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12 11
|
||
|
|
split_gain=7.33021 7.91842 5.71923 4.9139 4.85389 6.18544 5.0051 4.41253 4.3182 9.33444 4.81468 3.96771 10.5792 4.35409 6.72866 7.20202 9.80232 6.74991 5.6719 7.29339 5.09571 7.42934 5.96615 5.42356 7.00114 4.42651 4.30151 6.99221 4.03454 3.69519
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212 -30.892857142857142
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 20 -20 22 -22 -16 25 26 -23 27 -25 -17 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 29 17 28 -18 -19 19 -21 21 23 -24 24 -26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0010968029584110428 0.0009421077376767944 -0.0010701254371181035 0.00086379372152016758 -0.00057166359610367915 -0.00096808618644812175 0.00083618181443609113 0.00054666771614558004 -0.00048727493314176926 0.0010782073288127579 -0.00055732495835485987 0.00069170437522423603 0.0013983457466902344 -0.00047462383205224923 0.00046558046006496149 -0.00028214056662078703 0.00032053458680900691 -0.0012687702695533965 0.00065369982248053246 -0.0018881747568182978 -0.00038718343673984707 -0.0011036658735501129 -9.1465735042245843e-06 -0.001550049531919034 0.00044543563908908563 -0.00098588733468179353 0.00099297211110675222 0.00090416040540879279 -0.0010320008028315965 0.001462759519938655 -0.00034644975850257713
|
||
|
|
leaf_weight=4.9882276952266684 11.160501152276991 7.7292651981115332 6.1972458809614173 14.200556561350821 5.2335850894451132 9.9251877963542956 10.683048069477083 6.7264442592859259 7.7018252313137046 16.697679802775383 5.2118617147207278 6.7020186036825162 5.4828120917081833 25.103790611028671 11.464866280555727 6.4669401943683624 4.9943330883979797 7.4566718786954871 4.9898181706666938 9.2167435288429242 5.9840944856405107 8.4638338983059089 5.4875845015048972 7.7114092856645531 7.9751315861940482 9.197921082377432 5.2200009971857062 5.479432076215744 5.9261298179626447 7.2143893390893927
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||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24 29
|
||
|
|
internal_value=1.34763e-09 -7.6474e-05 -3.91072e-05 -1.2799e-05 0.000372971 0.000177939 -0.000110591 0.000147187 -4.0751e-05 1.09902e-06 -4.70066e-05 7.70374e-06 0.000555565 -3.8795e-05 -0.00013266 0.000354427 -0.000267641 -0.000256835 -0.00034046 -0.000914382 -0.000218738 -5.81886e-05 -0.000692568 8.38445e-05 -0.000203241 0.000512739 0.000135783 -0.000168287 0.000866725 0.000284311
|
||
|
|
internal_weight=256.993 213.265 205.535 200.547 43.7288 32.5683 22.6431 17.4095 194.35 180.149 172.447 155.75 12.1848 143.565 111.247 22.5993 10.2062 88.6475 81.1908 14.2066 66.9843 50.0318 16.9525 44.0477 26.386 17.6618 18.4108 13.1908 12.3931 32.3182
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50 130
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=60
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 12 14 14 8
|
||
|
|
split_gain=7.31579 7.90212 5.70749 4.90445 4.84481 6.17355 4.99484 4.40379 4.30942 9.31653 4.8049 3.95998 10.5593 4.34546 6.71531 7.18832 9.78253 6.7365 5.66055 4.93123 7.50105 8.23873 4.02772 3.80937 6.83285 5.8435 3.72671 3.69493 5.9762 3.68829
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 -0.43196694949145781 0.97548464437668925 1.0676029138739915 105092.50000000001
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 19 20 23 -22 -17 24 -16 -25 -23 -21 -29 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 29 17 22 -18 -19 -20 27 21 26 -24 25 -26 -27 -28 28 -30 -31
|
||
|
|
leaf_value=-0.0010956498427706594 0.00094124410727393381 -0.001068998682878502 0.0008629984921094616 -0.0005710734523963275 -0.00096706784796640266 0.00083540521138130081 0.00054614411333101442 -0.00048677400308062613 0.001077219064391069 -0.00055675093077822615 0.00069105353267315674 0.0013971113802927176 -0.00047413693529287489 0.00046513917469857521 -0.0014767759975106978 0.00032022144625137893 -0.0012674477755414879 0.00065307822505958509 -0.0012183815567191772 -6.3634531437364324e-05 -0.00058755435766256548 0.0014087082076546258 0.0014615348989010641 0.00062618680026954349 6.7919969399084088e-05 -0.00045580919466332783 0.00026653702250996737 -0.0015695850196718085 -0.00031538374655890164 -0.00034613259247315428
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||
|
|
leaf_weight=4.9884838759899131 11.159571155905722 7.7296744287013999 6.196753814816474 14.201016038656233 5.2338571250438681 9.9244806021451968 10.682596653699877 6.7266325801610938 7.7011826485395423 16.698179915547371 5.2115537971258181 6.7012323141098005 5.4829541891813278 25.102995917201042 6.7420503199100494 6.4667921960353851 4.9945443868637085 7.4563054591417304 6.7301839590072623 7.2167996615171459 5.2327844798564938 6.7077503949403772 5.9251649379730207 7.2156828939914623 4.977968573570239 16.192301586270354 4.9757677614688847 7.480244502425192 7.7202892005443573 7.2144725024700156
|
||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 27 26 20 30 27 29 21 27 24 29 20 65 20 30 31 29
|
||
|
|
internal_value=1.37525e-09 -7.6398e-05 -3.90684e-05 -1.27864e-05 0.000372612 0.000177764 -0.00011048 0.000147042 -4.07106e-05 1.09796e-06 -4.696e-05 7.69617e-06 0.000555039 -3.87566e-05 -0.000132528 0.000354092 -0.000267376 -0.000256577 -0.000340115 -0.000260734 -9.18388e-05 0.000455238 0.000865936 -0.00035529 -0.000820681 -0.000122276 0.000922281 -0.000652842 -0.000932581 0.000284033
|
||
|
|
internal_weight=256.99 213.263 205.533 200.545 43.7271 32.5676 22.6431 17.4092 194.348 180.147 172.446 155.748 12.1842 143.564 111.246 22.5981 10.2061 88.6481 81.1918 74.4616 52.0443 16.9163 12.392 35.128 11.72 23.408 11.6835 22.4173 15.2005 32.3175
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 47 90 61 130
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=61
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 9 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12
|
||
|
|
split_gain=7.3014 7.88586 5.69578 4.89502 4.83575 6.16168 4.98461 4.39507 4.30129 5.71223 4.79514 4.74547 3.95226 10.5395 4.33684 6.70199 7.17464 9.76278 6.72312 5.65441 7.2761 5.08227 7.40894 5.95243 5.40771 6.97876 4.41733 4.2952 6.9808 4.02092
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85053445933006644 0.87974157264870612 0.85768445658255632 0.82576828451958695 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 11 -10 -11 -5 14 -14 15 16 17 -12 19 21 -21 23 -23 -17 26 27 -24 28 -26 -18
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 12 -13 13 -15 -16 18 29 -19 -20 20 -22 22 24 -25 25 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0010944986753725025 0.00094038159245902857 -0.0010678738064939697 0.00086220430346358313 -4.4723430729914015e-05 -0.00096605101845851401 0.00083462952555633828 0.00054562110694631903 -0.00048627367710224901 0.00071482644296454504 -0.00055617763531646798 0.00069040337237316943 -0.0013364390652662633 0.0013958793035450381 -0.0004736505795479076 0.00028375509278439601 -0.00028146898179385557 0.00031990851257430178 -0.0012661278830855499 0.00065245731709071908 -0.0018853678333605529 -0.00038621668431587598 -0.0011018866183276775 -9.1034939186412966e-06 -0.0015478762179393444 0.00044519022090933383 -0.00098405754611959029 0.00099199702223582678 0.00090362394494383443 -0.0010310271790621296 0.0014603125394211302
|
||
|
|
leaf_weight=4.9887368083000174 11.158637210726736 7.7300787717103949 6.1962596178054801 6.2245192229747754 5.2341264635324469 9.9237707555294055 10.682144165039064 6.7268198579549781 10.440503150224684 16.698677137494087 5.2112449407577532 5.2369867712259293 6.7004403471946699 5.4830956012010574 32.316754624247551 11.46520020067692 6.4666441977024078 4.994751513004303 7.4559378623962393 4.990308851003646 9.21715399622917 5.9845984131097643 8.4638161063194435 5.4880648106336585 7.7111957669258064 7.9758339673280814 9.1971365660428983 5.2197471857070914 5.4797122776508331 5.9241946935653669
|
||
|
|
leaf_count=20 45 31 25 25 21 40 43 27 42 67 21 21 27 22 130 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24
|
||
|
|
internal_value=1.39313e-09 -7.63222e-05 -3.90297e-05 -1.27737e-05 0.000372253 0.000177591 -0.000110369 0.000146897 -4.06702e-05 -3.42739e-06 -4.69134e-05 -0.000634934 7.68859e-06 0.000554513 -3.87182e-05 -0.000132396 0.000353756 -0.000267111 -0.000256318 -0.000339771 -0.000912787 -0.000218236 -5.78957e-05 -0.000691427 8.39483e-05 -0.000202709 0.000512231 0.000135786 -0.000168054 0.000865148
|
||
|
|
internal_weight=256.987 213.262 205.532 200.543 43.7255 32.5669 22.6431 17.409 194.347 182.885 172.445 11.4615 155.746 12.1835 143.562 111.246 22.5968 10.206 88.6487 81.1928 14.2075 66.9853 50.032 16.9533 44.0474 26.3865 17.661 18.4107 13.1909 12.3908
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 735 693 46 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=62
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 12 11 14 14
|
||
|
|
split_gain=7.28705 7.86963 5.68409 4.8856 4.8267 6.14984 4.9744 4.38637 4.29516 9.28655 4.7854 3.94457 10.5198 4.32823 6.6887 7.16099 9.74308 6.70976 5.64349 4.91862 7.48159 8.22219 4.01413 3.80278 6.814 5.8293 3.71829 3.68496 3.68193 5.9637
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 -0.43196694949145781 -30.892857142857142 0.97548464437668925 1.0676029138739915
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 19 20 23 -22 -17 24 -16 -25 -23 -15 -21 -30
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 27 17 22 -18 -19 -20 28 21 26 -24 25 -26 -27 -28 -29 29 -31
|
||
|
|
leaf_value=-0.0010933493846961174 0.00093952023484798991 -0.0010667507191784451 0.00086141104261515974 -0.0005701001580234842 -0.00096503578152307959 0.00083385482686503518 0.00054509866722589426 -0.00048577396536419608 0.001075577642206671 -0.00055560498425860454 0.00068975399703959887 0.0013946495168197632 -0.00047316476815898118 0.00046450959013229258 -0.0014747189991509923 0.00031959600772411801 -0.0012648104014937691 0.00065183710898205217 -0.0012163255941884553 -6.3580525471650958e-05 -0.00058680903481142326 0.0014074324482128853 0.001459092572576407 0.00062580209256133204 6.782904233052414e-05 -0.0004548828069450726 0.00026651944234292222 -0.00034640396977649756 -0.001567287222318023 -0.00031444431974061288
|
||
|
|
leaf_weight=4.9889865070581427 11.157699227333067 7.7304784059524527 6.1957638561725608 14.201704278588293 5.2343931049108496 9.9230582416057604 10.681690365076067 6.7270063161849967 7.7001051306724539 16.699171036481857 5.2109351456165331 6.6996427327394468 5.4832362234592438 25.10167595744133 6.7424607574939728 6.4664958119392395 4.9949541687965393 7.4555690586566916 6.7308062314987174 7.2167911529541042 5.2329543679952648 6.7069377899169931 5.9232194423675519 7.2154470533132473 4.9779210388660307 16.19305019080641 4.9757067263126347 7.2143968492746344 7.4809623360633832 7.7206700593233109
|
||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 27 26 20 30 27 29 21 27 24 29 20 65 20 29 30 31
|
||
|
|
internal_value=1.42005e-09 -7.62464e-05 -3.8991e-05 -1.2761e-05 0.000371895 0.000177417 -0.000110259 0.000146753 -4.06299e-05 1.11128e-06 -4.68669e-05 7.68102e-06 0.000553989 -3.86798e-05 -0.000132265 0.000353422 -0.000266847 -0.00025606 -0.000339428 -0.000260164 -9.14823e-05 0.000454902 0.000864361 -0.000354582 -0.000819563 -0.000121772 0.000921511 0.000283477 -0.000651758 -0.000930988
|
||
|
|
internal_weight=256.984 213.26 205.53 200.541 43.7238 32.5661 22.6431 17.4087 194.345 180.143 172.443 155.744 12.1829 143.561 111.245 22.5956 10.2059 88.6493 81.1937 74.4629 52.0445 16.9156 12.3897 35.1289 11.7204 23.4085 11.6826 32.3161 22.4184 15.2016
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 47 130 90 61
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=63
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 6 3 12 11 5 8 8 9 12 14 9 9 6 1 1 6 6 1
|
||
|
|
split_gain=7.27321 5.51048 5.14863 6.21227 6.46844 4.78368 8.2096 5.74672 8.46283 5.02134 4.48856 4.28591 5.6669 7.81873 7.50801 4.26171 5.30968 5.01197 5.58026 5.54415 5.61349 7.00541 5.52692 5.57955 4.77383 4.26886 7.20208 4.13762 3.97365 3.91981
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 40.080336968386753 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 1.1400219583046669 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
|
||
|
|
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 -1 3 4 10 6 7 8 11 -8 -2 12 13 -3 -14 16 -13 24 -19 20 27 -22 -21 -24 -17 -26 -27 -20 -9 -28
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 -12 15 14 -15 -16 17 -18 18 19 22 21 -23 23 -25 25 26 29 -29 -30 -31
|
||
|
|
leaf_value=0.00091293528006160078 0.00083959004293332939 0.00055730303692460084 0.0012707725653425285 -0.00078177136006212563 0.0011367520233226511 -0.00080945483423550525 6.4857808929285162e-05 -0.0013175956999471612 0.00058825215024476232 0.0014544492537960311 -9.0869221605818589e-05 -0.0012027854468604706 3.1432618654871242e-05 -0.00097236308113615472 0.0014733412378785593 -0.00052697283002440859 -5.8205413989481892e-05 -0.0010826503316403015 -0.0015162735394165855 0.00059668523467782612 0.00083682398984313378 -0.00077009894515460875 -0.00086554589299748532 0.0004835008783178619 -0.00028370983234266012 0.0014625048865185453 -0.0003585706918243296 -0.00037895015565432664 -0.00019929474465299609 0.00048356713381354424
|
||
|
|
leaf_weight=5.4521337747573844 6.9513054937124279 6.206253185868265 5.4467645585536948 5.2330619096755973 8.6726247072219831 9.2236050814390165 4.9762314558029175 6.487772196531294 17.388370379805565 5.4467248618602735 20.398845747113228 9.2393284440040606 8.7067062556743604 7.2391387522220612 6.1704096496105185 10.718457654118529 7.2203235179185858 8.9848070442676455 7.2416089177131813 11.924535796046259 4.9634650200605375 5.9834021180868149 7.9727694392204267 4.9812857955694199 11.958586677908896 5.4517184793949118 8.4677415341138893 5.7296842485666275 6.2271697074174881 15.915736332535742
|
||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 82 37 35 29 25 43 29 36 29 48 20 24 32 20 48 22 34 23 25 64
|
||
|
|
internal_value=1.43943e-09 -7.92827e-05 0.000356978 0.000236335 0.000384236 -0.000105694 -7.25082e-05 -0.000121112 -7.32801e-05 0.000791017 0.000145616 -0.000147456 0.000204236 -0.000266285 0.000629476 -0.000226041 -0.000700695 -0.000155206 -0.000358425 -0.000225075 -0.000568848 -4.14973e-05 0.000105426 -0.00034679 6.84051e-05 0.000221096 0.000423433 -0.00101389 -0.000769905 0.000191115
|
||
|
|
internal_weight=256.981 210.278 46.7026 41.2558 36.0228 204.826 195.602 185.179 172.464 10.423 27.3502 155.076 28.3225 13.4454 14.8771 126.753 16.4597 110.294 57.7816 48.7968 23.9182 10.9469 24.8786 12.9541 52.5122 41.7938 29.8352 12.9713 12.7149 24.3835
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 110 623 114 54 60 509 66 443 232 196 96 44 100 52 211 168 120 52 51 98
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=64
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12 8
|
||
|
|
split_gain=7.26373 7.8504 5.66882 4.86731 4.81309 6.13288 4.96298 4.37519 4.284 9.26841 4.76989 3.93768 10.4987 4.31333 6.66485 7.13646 9.70807 6.69253 5.63592 7.25604 5.06366 7.38714 5.94096 5.39238 6.9545 4.40657 4.28736 6.96829 3.99858 3.67687
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212 105092.50000000001
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 20 -20 22 -22 -16 25 26 -23 27 -25 -17 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 29 17 28 -18 -19 19 -21 21 23 -24 24 -26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0010918215813198917 0.00093818593272216341 -0.0010653901075603812 0.00085988883823582901 -0.0005693036140013804 -0.00096392531363211802 0.00083269664281371595 0.00054443411541550636 -0.00048512889837148249 0.0010746288257776806 -0.00055467454918002384 0.00068858130879293942 0.0013934431902590425 -0.00047254021965937226 0.00046382184215092246 -0.00028028853418874148 0.00031925304124172485 -0.001262484810388787 0.00065113895779977179 -0.001882118004350457 -0.000385094441913629 -0.0010998943983250272 -8.8471783308662823e-06 -0.0015454266476432844 0.00044499401584998386 -0.00098203624241399354 0.00099105534056777777 0.00090299735952279413 -0.0010298894122885577 0.0014566468983830581 -0.00034620757186641643
|
||
|
|
leaf_weight=4.989277407526969 11.156117498874663 7.7308726459741584 6.1947953701019278 14.202139988541601 5.23462289571762 9.9218317121267336 10.680938914418222 6.7271829992532721 7.6993488669395438 16.699767798185349 5.2103728204965609 6.6988006085157377 5.4833838492631912 25.100257888436317 11.465740233659746 6.4663327038288116 4.9953031539916992 7.4550982117652884 4.9908099174499503 9.2175233811140043 5.9851201474666444 8.4638034850359123 5.4885636866092673 7.7109085917472786 7.9765281826257803 9.1962873339652997 5.2194017916917792 5.4799841046333313 5.9212421178817731 7.2143556177616111
|
||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24 29
|
||
|
|
internal_value=1.46288e-09 -7.61233e-05 -3.89118e-05 -1.27157e-05 0.000371314 0.000177113 -0.000110158 0.00014657 -4.05307e-05 1.1577e-06 -4.67723e-05 7.68937e-06 0.000553536 -3.86307e-05 -0.000132054 0.000352797 -0.000266394 -0.000255623 -0.00033888 -0.000910938 -0.000217542 -5.74923e-05 -0.000689848 8.415e-05 -0.000202093 0.00051184 0.000135828 -0.000167727 0.000862926 0.00028298
|
||
|
|
internal_weight=256.977 213.256 205.525 200.536 43.7207 32.5646 22.6427 17.4081 194.341 180.139 172.44 155.74 12.1822 143.558 111.243 22.5933 10.2057 88.6498 81.1947 14.2083 66.9863 50.032 16.9543 44.0469 26.3868 17.6601 18.4103 13.1909 12.3876 32.3146
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50 130
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=65
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 9 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 12 11 14
|
||
|
|
split_gain=7.24945 7.83426 5.6572 4.85796 4.8041 6.1211 4.95282 4.36653 4.27539 5.68203 4.7602 4.7324 3.93001 10.4791 4.30478 6.65164 7.1229 9.6885 6.67924 5.62657 4.90764 7.45769 8.19966 3.99186 3.78943 6.78476 5.81429 3.70871 3.67344 3.66771
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85053445933006644 0.87974157264870612 0.85768445658255632 0.82576828451958695 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 -0.43196694949145781 -30.892857142857142 0.97548464437668925
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 11 -10 -11 -5 14 -14 15 16 17 -12 19 20 21 24 -23 -18 25 -17 -26 -24 -16 -22
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 12 -13 13 -15 28 18 23 -19 -20 -21 29 22 27 -25 26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0010906768189242492 0.00093732742391789531 -0.0010642711190099693 0.0008590985383617653 -4.3545376643619773e-05 -0.00096291336069408541 0.00083192425959438456 0.00054391292967490565 -0.00048463048606881822 0.00071305784525084459 -0.00055410376084987585 0.00068793403757576701 -0.0013334209791003848 0.0013922179561075584 -0.00047205568817146196 0.00046346644714117467 -0.0014714103213510645 0.00031894107847941811 -0.0012611740606694934 0.00065052026527861562 -0.0012140783936671834 -6.3484928692350686e-05 -0.00058560145923733375 0.0014059979976682316 0.0014554339571701612 0.00062547226665119989 6.7795782957502554e-05 -0.00045382644791927215 0.00026651078864158478 -0.00034618420414266531 -0.00092920874430951457
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leaf_weight=4.9895195960998526 11.155169650912283 7.731261581182479 6.1942943036556235 6.2249008566141111 5.2348838448524466 9.9211124479770678 10.680482670664789 6.7273671776056281 10.438761308789251 16.700253739953041 5.2100605219602603 5.2376186698675156 6.6979916691780073 5.4835226684808731 25.099465772509575 6.7431113123893738 6.4661839306354523 4.9954944849014282 7.4547267556190482 6.7314031869173041 7.2167264968156841 5.2331800609827068 6.7059594094753274 5.9202511310577375 7.2151852399110714 4.9778917431831236 16.193789899349234 4.9755800068378422 7.2144287675619116 15.202728763222693
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leaf_count=20 45 31 25 25 21 40 43 27 42 67 21 21 27 22 101 27 26 20 30 27 29 21 27 24 29 20 65 20 29 61
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||
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internal_value=1.48563e-09 -7.60477e-05 -3.88732e-05 -1.27031e-05 0.000370957 0.00017694 -0.000110047 0.000146426 -4.04906e-05 -3.35683e-06 -4.6726e-05 -0.000632934 7.68181e-06 0.000553013 -3.85925e-05 -0.000131923 0.000352464 -0.000266131 -0.000255366 -0.000338537 -0.00025939 -9.08954e-05 0.000454637 0.000862142 -0.000353563 -0.000817712 -0.000121162 0.00092065 0.000282703 -0.000650536
|
||
|
|
internal_weight=256.973 213.254 205.523 200.534 43.719 32.5638 22.6427 17.4078 194.339 182.877 172.438 11.4625 155.738 12.1815 143.556 111.242 22.592 10.2056 88.6503 81.1956 74.4642 52.0447 16.9147 12.3864 35.13 11.721 23.409 11.6815 32.3139 22.4195
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||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 735 693 46 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 47 130 90
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
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||
|
|
|
||
|
|
|
||
|
|
Tree=66
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||
|
|
num_leaves=31
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||
|
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num_cat=0
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||
|
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split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12 8
|
||
|
|
split_gain=7.2352 7.81816 5.64561 4.84862 4.79512 6.10934 4.94268 4.35788 4.26983 9.23861 4.75053 3.92236 10.4595 4.29624 6.63846 7.10936 9.66897 6.66598 5.61859 7.23893 5.05075 7.36852 5.92793 5.3754 6.93058 4.39701 4.28148 6.95693 3.98515 3.66662
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||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212 105092.50000000001
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 20 -20 22 -22 -16 25 26 -23 27 -25 -17 -15
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||
|
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right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 29 17 28 -18 -19 19 -21 21 23 -24 24 -26 -27 -28 -29 -30 -31
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||
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leaf_value=-0.0010895339677868007 0.00093647004145669573 -0.0010631539836672243 0.00085830908493154143 -0.00056833418312602745 -0.00096190293824788048 0.00083115281449472594 0.00054339230092509926 -0.00048413268233942126 0.001072993749247115 -0.00055353366157787065 0.00068728737893198829 0.0013909949577536119 -0.00047157177307592061 0.00046302811026778019 -0.00027962112053101727 0.00031862950761389467 -0.0012598656805581621 0.00064990221882401441 -0.0018793359120587263 -0.00038413345183887354 -0.0010982381277065843 -8.804915456458634e-06 -0.0015433307553275794 0.00044474831810239899 -0.00098005931744971704 0.00099003481030666713 0.00090251089500870433 -0.0010289203170983192 0.0014542234454797023 -0.00034587074717023776
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||
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|
leaf_weight=4.9897584915161124 11.154217660427092 7.7316457629203788 6.1937916576862326 14.202809631824492 5.235142156481742 9.9203905463218707 10.68002535402775 6.727550357580184 7.6982546895742408 16.700736746191978 5.2097472846508044 6.6971772462129575 5.4836608618497849 25.098670914769173 11.466058447957041 6.4660347700119019 4.9956816434860229 7.454354152083396 4.9912629574537268 9.2179177701473218 5.9855689406394808 8.4637817442417305 5.4890059977769843 7.7106885761022514 7.9772922545671561 9.195459380745886 5.219166859984397 5.4802541434764862 5.9192544221878034 7.2145030796527854
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||
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leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24 29
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||
|
|
internal_value=1.50305e-09 -7.59723e-05 -3.88348e-05 -1.26905e-05 0.000370601 0.000176767 -0.000109937 0.000146282 -4.04504e-05 1.17086e-06 -4.66797e-05 7.67425e-06 0.000552491 -3.85543e-05 -0.000131792 0.000352131 -0.000265868 -0.000255109 -0.000338195 -0.000909354 -0.000217042 -5.71946e-05 -0.000688732 8.42745e-05 -0.000201509 0.000511307 0.000135845 -0.000167496 0.00086136 0.000282427
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||
|
|
internal_weight=256.97 213.253 205.521 200.531 43.7173 32.5631 22.6427 17.4076 194.337 180.135 172.436 155.736 12.1808 143.555 111.242 22.5907 10.2054 88.6508 81.1965 14.2092 66.9873 50.0322 16.9551 44.0466 26.3874 17.6592 18.4101 13.1909 12.3853 32.3132
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||
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|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50 130
|
||
|
|
is_linear=0
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||
|
|
shrinkage=0.001
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||
|
|
|
||
|
|
|
||
|
|
Tree=67
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||
|
|
num_leaves=31
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||
|
|
num_cat=0
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||
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|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 12 11 14 14
|
||
|
|
split_gain=7.22098 7.80209 5.63404 4.8393 4.78616 6.0976 4.93257 4.34926 4.26114 9.22091 4.74089 3.91473 10.4399 4.28772 6.6253 7.09585 9.64949 6.65274 5.60965 4.8951 7.43837 8.18322 3.97846 3.7829 6.7661 5.80017 3.70035 3.6632 3.65481 5.94855
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||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 -0.43196694949145781 -30.892857142857142 0.97548464437668925 1.0676029138739915
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||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 19 20 23 -22 -17 24 -16 -25 -23 -15 -21 -30
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 27 17 22 -18 -19 -20 28 21 26 -24 25 -26 -27 -28 -29 29 -31
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||
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leaf_value=-0.0010883929527281773 0.00093561377070374243 -0.0010620387256980986 0.00085752073742899576 -0.00056774810830916131 -0.00096089413472887617 0.00083038239667244148 0.00054287220041733628 -0.00048363544475663658 0.001072013051119839 -0.0005529642081354289 0.00068664155573518572 0.0013897742610459519 -0.00047108838082930292 0.00046267343195085609 -0.0014693699118041635 0.00031831825423295521 -0.0012585596426487797 0.00064928492058930495 -0.0012120359395708603 -6.343153622935047e-05 -0.00058485979395736379 0.0014047282878641477 0.0014530152285470474 0.00062508735034999552 6.7704416715071684e-05 -0.00045290471449231851 0.00026649255920301669 -0.00034584740206667567 -0.0015630557779879924 -0.0003118955036526939
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||
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leaf_weight=4.9899943172931662 11.153261885046957 7.7320252507925025 6.1932869106531134 14.203253507614134 5.2353977113962165 9.9196657985448855 10.679566979408266 6.7277325093746176 7.6975921988487235 16.701216548681259 5.2094331085681933 6.6963570117950422 5.4837982505559921 25.097875669598579 6.7434823513031006 6.4658856093883514 4.9958646297454834 7.4539802819490424 6.7319921553134909 7.2167134135961559 5.2333417832851437 6.7051281630992898 5.9182530641555768 7.214943602681152 4.9778419733047361 16.194511651992819 4.9755135178565952 7.2145757526159278 7.4821712374687177 7.7216552197933197
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||
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leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 27 26 20 30 27 29 21 27 24 29 20 65 20 29 30 31
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||
|
|
internal_value=1.528e-09 -7.58969e-05 -3.87963e-05 -1.26779e-05 0.000370244 0.000176594 -0.000109828 0.000146138 -4.04104e-05 1.16974e-06 -4.66334e-05 7.66672e-06 0.000551969 -3.85161e-05 -0.000131661 0.000351799 -0.000265605 -0.000254853 -0.000337853 -0.000258823 -9.05413e-05 0.000454302 0.000860578 -0.00035286 -0.000816601 -0.000120661 0.000919883 0.000282151 -0.000649457 -0.000927622
|
||
|
|
internal_weight=256.966 213.251 205.519 200.529 43.7156 32.5624 22.6427 17.4073 194.335 180.132 172.435 155.733 12.1802 143.553 111.241 22.5894 10.2053 88.6513 81.1973 74.4653 52.0448 16.914 12.3841 35.1308 11.7213 23.4095 11.6806 32.3125 22.4205 15.2038
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||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 47 130 90 61
|
||
|
|
is_linear=0
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||
|
|
shrinkage=0.001
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||
|
|
|
||
|
|
|
||
|
|
Tree=68
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||
|
|
num_leaves=31
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||
|
|
num_cat=0
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||
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|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12 8
|
||
|
|
split_gain=7.20679 7.78607 5.6225 4.83 4.77722 6.08589 4.92248 4.34065 4.25248 9.20324 4.73126 3.90712 10.4204 4.27922 6.61217 7.08237 9.63006 6.63954 5.60132 7.22191 5.03745 7.34831 5.91437 5.35971 6.90846 4.38791 4.2752 6.9456 3.9718 3.6564
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||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212 105092.50000000001
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 20 -20 22 -22 -16 25 26 -23 27 -25 -17 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 29 17 28 -18 -19 19 -21 21 23 -24 24 -26 -27 -28 -29 -30 -31
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||
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|
leaf_value=-0.0010872538461746569 0.00093475862640948781 -0.0010609252666501673 0.00085673322517108353 -0.00056716273860558139 -0.00095988684106822089 0.00082961286284976676 0.00054235268000021734 -0.00048313880848373599 0.0010710337818559577 -0.00055239549335215786 0.00068599643047894245 0.0013885557720494908 -0.00047060555625358396 0.00046223584529297545 -0.00027895526354994939 0.00031800720773610217 -0.0012572561581585234 0.00064866827862560916 -0.0018765660923711781 -0.0003831745256037514 -0.0010964734738175652 -8.7628723127013661e-06 -0.001541179565036004 0.00044450258917343578 -0.0009782461020574635 0.00098906456637102343 0.00090197528350115751 -0.0010279531766260233 0.0014518092585720547 -0.00034553414159174109
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||
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|
leaf_weight=4.9902268946170798 11.15230220556259 7.7323999255895606 6.1927805542945853 14.203694567084311 5.2356506288051596 9.9189385473728198 10.679107293486597 6.7279136329889289 7.6969258785247794 16.701693296432495 5.209117993712427 6.6955312788486463 5.4839348793029785 25.097077503800392 11.466370820999147 6.465736448764801 4.9960434436798096 7.4536052346229544 4.9916920959949485 9.2182982414960843 5.9860416650771944 8.4637584239244621 5.4894440323114386 7.7104660421609825 7.9779481589794257 9.1946520656347257 5.2189027816057196 5.4805194884538651 5.9172463417053205 7.2146496176719657
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||
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|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24 29
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||
|
|
internal_value=1.53754e-09 -7.58217e-05 -3.87579e-05 -1.26654e-05 0.000369889 0.000176422 -0.000109718 0.000145994 -4.03704e-05 1.16859e-06 -4.65873e-05 7.65917e-06 0.000551449 -3.8478e-05 -0.000131531 0.000351467 -0.000265343 -0.000254597 -0.000337512 -0.000907774 -0.000216544 -5.69046e-05 -0.0006876 8.43765e-05 -0.000200982 0.000510801 0.000135847 -0.000167265 0.000859798 0.000281875
|
||
|
|
internal_weight=256.963 213.249 205.516 200.526 43.7139 32.5616 22.6427 17.407 194.333 180.13 172.433 155.731 12.1795 143.552 111.24 22.5881 10.2052 88.6517 81.1981 14.21 66.9881 50.0323 16.9558 44.0462 26.3878 17.6584 18.4099 13.191 12.383 32.3117
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50 130
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=69
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||
|
|
num_leaves=31
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||
|
|
num_cat=0
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||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 12 11 14 14
|
||
|
|
split_gain=7.19263 7.77008 5.61098 4.82072 4.7683 6.0742 4.91242 4.33206 4.24384 9.18562 4.72165 3.89952 10.4009 4.27074 6.59908 7.06892 9.61067 6.62636 5.59279 4.88261 7.41911 8.16682 3.96514 3.77638 6.74751 5.78608 3.69201 3.65299 3.64199 5.93618
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 -0.43196694949145781 -30.892857142857142 0.97548464437668925 1.0676029138739915
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 19 20 23 -22 -17 24 -16 -25 -23 -15 -21 -30
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 27 17 22 -18 -19 -20 28 21 26 -24 25 -26 -27 -28 -29 29 -31
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||
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leaf_value=-0.0010861166647365109 0.00093390461313502089 -0.0010598135681134015 0.00085594674234159586 -0.00056657808028208424 -0.00095888109513427467 0.00082884427506329118 0.00054183372571425933 -0.00048264269733475367 0.0010700559428806831 -0.00055182742708096029 0.00068535201326163828 0.001387339567705087 -0.00047012330774420726 0.00046188195586578906 -0.0014673359858951723 0.00031769658998717371 -0.0012559548417891443 0.00064805232895031413 -0.0012099998930977984 -6.3378358342118947e-05 -0.00058411967079592469 0.0014034614464933271 0.0014506056442436749 0.00062470251994814778 6.7612954844285754e-05 -0.00045198507382774098 0.00026647409518210482 -0.00034551080140927254 -0.0015607818966258073 -0.00031096473407721086
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||
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leaf_weight=4.9904563277959815 11.151338592171667 7.7327699661254874 6.1922726780176154 14.204133063554762 5.2359008789062491 9.9182084053754824 10.678646624088289 6.7280939221382132 7.6962558776140204 16.702167168259621 5.2088022530078906 6.6946999877691251 5.4840708374977112 25.096279069781303 6.7438377439975739 6.4655869007110596 4.9962180852890015 7.4532290995120993 6.732565611600875 7.2166979759931591 5.2335000485181835 6.7042882293462762 5.9162342548370344 7.214699387550346 4.9777911752462263 16.195220902562163 4.9754446893930409 7.2147216647863379 7.4828263819217664 7.7220123559236526
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||
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leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 27 26 20 30 27 29 21 27 24 29 20 65 20 29 30 31
|
||
|
|
internal_value=1.56621e-09 -7.57466e-05 -3.87196e-05 -1.26529e-05 0.000369533 0.000176249 -0.000109608 0.000145851 -4.03304e-05 1.16747e-06 -4.65411e-05 7.65166e-06 0.000550929 -3.84399e-05 -0.0001314 0.000351136 -0.000265081 -0.000254341 -0.000337171 -0.000258258 -9.01882e-05 0.000453967 0.000859019 -0.000352158 -0.000815494 -0.000120161 0.000919117 0.000281599 -0.000648382 -0.000926043
|
||
|
|
internal_weight=256.959 213.247 205.514 200.524 43.7122 32.5608 22.6426 17.4067 194.331 180.127 172.431 155.729 12.1788 143.55 111.239 22.5868 10.205 88.6521 81.1989 74.4663 52.0448 16.9132 12.3818 35.1315 11.7216 23.4099 11.6797 32.311 22.4215 15.2048
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 47 130 90 61
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=70
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 6 3 12 11 5 8 8 9 12 14 9 9 6 1 1 6 6 1
|
||
|
|
split_gain=7.17911 5.4513 5.12343 6.19309 6.4443 4.7803 8.16082 5.72831 8.41187 4.99762 4.47649 4.2223 5.5891 7.72474 7.43106 4.21586 5.25632 4.99933 5.54144 5.52425 5.57847 6.97181 5.49681 5.57157 4.75717 4.24732 7.17742 4.11503 3.95648 3.90155
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 40.080336968386753 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 1.1400219583046669 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
|
||
|
|
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 -1 3 4 10 6 7 8 11 -8 -2 12 13 -3 -14 16 -13 24 -19 20 27 -22 -21 -24 -17 -26 -27 -20 -9 -28
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 -12 15 14 -15 -16 17 -18 18 19 22 21 -23 23 -25 25 26 29 -29 -30 -31
|
||
|
|
leaf_value=0.00090836352231767926 0.0008370291008266362 0.00055422631796286242 0.0012665172609333314 -0.00078218193188040928 0.0011333415148291205 -0.00080854522037969087 6.4801623175590861e-05 -0.0013145237929514169 0.00058704128839643505 0.0014512729982116889 -9.2279563063170947e-05 -0.0011960483212231411 3.0288465235741267e-05 -0.00096628691235703802 0.0014652942818640356 -0.00052502139501623942 -5.7288888684534745e-05 -0.001078644366522912 -0.0015118407679754347 0.00059578836703433129 0.00083487159532349509 -0.00076830467342073837 -0.00086350148778889123 0.00048456005738603471 -0.00028178084860673526 0.0014609771117332152 -0.00035671179099630243 -0.00037765905689675372 -0.00019865495443656723 0.00048344922309842098
|
||
|
|
leaf_weight=5.4493941813707343 6.9495879262685802 6.2043804079294222 5.4439346492290488 5.2328065037727347 8.6692632138729078 9.2235024273395521 4.9758288562297821 6.4882646054029447 17.385658949613571 5.4444840103387815 20.396211132407188 9.240991339087488 8.705844119191168 7.2402681261301041 6.1634276807308188 10.719129458069792 7.2205342650413504 8.9859534651040942 7.2424101680517357 11.922942936420442 4.9622134864330274 5.9833916574716568 7.9732173830270749 4.9813565462827682 11.959450975060461 5.4506143033504477 8.4683805853128487 5.729778066277504 6.2270142287015915 15.914947733283041
|
||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 82 37 35 29 25 43 29 36 29 48 20 24 32 20 48 22 34 23 25 64
|
||
|
|
internal_value=1.58339e-09 -7.87656e-05 0.000354707 0.000234366 0.000382065 -0.00010503 -7.18538e-05 -0.00012031 -7.25511e-05 0.000789216 0.000143892 -0.000146502 0.000202634 -0.000264607 0.000625109 -0.00022449 -0.000696553 -0.000154034 -0.000356997 -0.000224101 -0.000567257 -4.15013e-05 0.000105816 -0.000345138 6.9294e-05 0.000221723 0.000423562 -0.00101088 -0.000768053 0.00019166
|
||
|
|
internal_weight=256.955 210.263 46.6918 41.2479 36.0151 204.814 195.59 185.17 172.455 10.4203 27.3458 155.069 28.3139 13.4446 14.8693 126.755 16.4615 110.294 57.7813 48.7953 23.9178 10.9456 24.8775 12.9546 52.5125 41.7934 29.8339 12.9722 12.7153 24.3833
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 110 623 114 54 60 509 66 443 232 196 96 44 100 52 211 168 120 52 51 98
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=71
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 9 14 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12
|
||
|
|
split_gain=7.16963 7.75112 5.59594 4.80268 4.75486 6.05745 4.90115 4.32101 4.23424 5.63211 4.71922 4.70634 3.89273 10.3801 4.25604 6.57559 7.04475 9.57621 6.60935 5.58306 7.20217 5.01903 7.32673 5.90306 5.34454 6.88448 4.37724 4.2674 6.93316 3.94988
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85053445933006644 0.87974157264870612 0.82576828451958695 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 10 -10 -5 -11 14 -14 15 16 17 -13 19 21 -21 23 -23 -17 26 27 -24 28 -26 -18
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 11 -12 12 13 -15 -16 18 29 -19 -20 20 -22 22 24 -25 25 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0010846045438891989 0.00093258103209272792 -0.0010584660542747053 0.00085443664289086162 -4.1235773195561932e-05 -0.00095778033986049726 0.00082769478254484416 0.00054117408868774243 -0.00048200115896318877 0.00071009305864711578 -0.00055090336933660779 -0.0013292168817543347 0.00068418783854880824 0.00138614680963459 -0.00046950340993586598 0.00028110486870845083 -0.00027778350010931158 0.00031735668142351297 -0.0012536576416015478 0.00064735860701328957 -0.0018733607440527035 -0.00038206211488163384 -0.0010944979411940147 -8.5089672662910014e-06 -0.0015387558138012672 0.00044430501941900203 -0.00097624334029894702 0.00098812750622744418 0.00090134924835475892 -0.0010268242000857004 0.0014481920933642946
|
||
|
|
leaf_weight=4.9907193034887305 11.149713248014448 7.7331261038780204 6.1912797540426245 6.225703686475752 5.2361111342906943 9.9169512391090411 10.677882060408594 6.7282615453004828 10.435824319720266 16.702726602554321 5.2384891510009766 5.2082283496856707 6.693823501467703 5.4842111468315125 32.309518054127693 11.466875508427622 6.4654230177402496 4.9965173006057739 7.4527483433485022 4.9921185970306388 9.2186284363269788 5.9865284413099138 8.463734507560746 5.4898937195539466 7.7101627439260429 7.9785875082016089 9.1937759071588498 5.2185459733009329 5.4807727485895157 5.9141839742660505
|
||
|
|
leaf_count=20 45 31 25 25 21 40 43 27 42 67 21 21 27 22 130 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24
|
||
|
|
internal_value=1.60395e-09 -7.56245e-05 -3.8641e-05 -1.26079e-05 0.000368958 0.000175948 -0.000109507 0.000145671 -4.02321e-05 -3.27221e-06 -0.00062977 -4.64473e-05 7.6598e-06 0.00055048 -3.83915e-05 -0.000131191 0.000350517 -0.000264633 -0.000253908 -0.000336629 -0.000905943 -0.000215857 -5.65052e-05 -0.000686034 8.45753e-05 -0.000200372 0.000510412 0.000135887 -0.000166942 0.000857597
|
||
|
|
internal_weight=256.951 213.242 205.509 200.518 43.7089 32.5592 22.6423 17.4061 194.327 182.863 11.4642 172.427 155.724 12.178 143.546 111.237 22.5844 10.2047 88.6524 81.1996 14.2107 66.9889 50.0321 16.9568 44.0456 26.3881 17.6575 18.4095 13.1909 12.3796
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 735 46 693 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=72
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 12 8 8 8
|
||
|
|
split_gain=7.15555 7.73521 5.58449 4.79346 4.74599 6.04582 4.89113 4.31246 4.22741 9.15578 4.69678 3.88516 10.3608 4.2476 6.56257 7.03138 9.55695 6.59624 5.57608 4.87174 7.39544 8.14447 3.94329 3.76318 6.71868 5.7712 3.68253 3.64508 6.49779 4.08493
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 -0.43196694949145781 105092.50000000001 -56164.999999999993 -130077.49999999999
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 19 20 23 -22 -17 24 -16 -25 -23 28 29 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 27 17 22 -18 -19 -20 -21 21 26 -24 25 -26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0010834717006468343 0.00093172980748960162 -0.00105735840907613 0.00085365296432711544 -0.00056540777824938299 -0.00095677781362647784 0.00082692851273306542 0.00054065638747097309 -0.00048150643660531921 0.0010684670200054539 -0.00055033711149292841 0.0006835454940073715 0.0013849349844127475 -0.00046902241762441393 0.00045546043017502557 -0.0014640637121727531 0.00031704666047434554 -0.0012523629676540928 0.00064674413721079642 -0.0012077753517622334 -0.00064717008574684926 -0.00058292017863428673 0.0014020365285190427 0.0014469953776125736 0.00062437172105549697 6.7578278687154336e-05 -0.00045093702735358841 0.00026646389678362966 -0.00034560546742118143 0.0011599659748381323 -0.00059188800722434997
|
||
|
|
leaf_weight=4.9909413009881964 11.14873994886875 7.7334856539964667 6.1907668411731711 14.204749107360838 5.2363558560609809 9.9162145555019396 10.677418828010561 6.7284396141767493 7.6950264275073996 16.70319239795208 5.2079097926616686 6.692981228232382 5.4843453466892242 10.687145769596102 6.7444036900997162 6.4652734696865082 4.9966806173324585 7.452369660139083 6.7331059873104087 22.422459527850151 5.233708098530772 6.7032774537801751 5.9131568670272809 7.2144268155097881 4.9777580350637312 16.195914179086706 4.9753068536519978 7.2145302891731253 8.6916559785604495 5.7154982984066001
|
||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 43 27 26 20 30 27 90 21 27 24 29 20 65 20 29 35 23
|
||
|
|
internal_value=1.6274e-09 -7.55496e-05 -3.86028e-05 -1.25954e-05 0.000368603 0.000175776 -0.000109397 0.000145527 -4.01922e-05 1.22765e-06 -4.64013e-05 7.65229e-06 0.000549962 -3.83535e-05 -0.000131061 0.000350187 -0.000264373 -0.000253653 -0.000336289 -0.000257492 -8.96066e-05 0.000453702 0.000856821 -0.000351148 -0.00081366 -0.000119556 0.00091826 0.00028083 0.000460928 9.05121e-05
|
||
|
|
internal_weight=256.947 213.24 205.507 200.516 43.7072 32.5584 22.6422 17.4059 194.325 180.12 172.425 155.722 12.1773 143.545 111.236 22.583 10.2046 88.6527 81.2004 74.4673 52.0448 16.9123 12.3784 35.1325 11.7222 23.4103 11.6786 32.3088 25.0943 16.4026
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 47 130 101 66
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=73
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12 11
|
||
|
|
split_gain=7.14149 7.71935 5.57307 4.78426 4.73713 6.03422 4.88114 4.30393 4.21882 9.13826 4.68725 3.87761 10.3414 4.23918 6.54957 7.01804 9.53773 6.58315 5.56572 7.18548 5.00655 7.30827 5.89064 5.33187 6.86358 4.36653 4.26033 6.92188 3.93671 3.64107
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212 -30.892857142857142
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 20 -20 22 -22 -16 25 26 -23 27 -25 -17 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 29 17 28 -18 -19 19 -21 21 23 -24 24 -26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0010823407565704042 0.00093087973120021194 -0.0010562525735331309 0.00085287029206890437 -0.00056482528433797279 -0.00095577679261502177 0.00082616322678943249 0.00054013920618771959 -0.00048101221912130195 0.0010674928954013682 -0.00054977150180527486 0.00068290393223565543 0.0013837254757170586 -0.00046854196929517017 0.00046056111253347842 -0.00027712172092755178 0.00031673688386823411 -0.0012510706158167194 0.00064613034807500791 -0.0018706125178713808 -0.00038109190389896329 -0.001092851423095052 -8.2271137813526303e-06 -0.001536730947090425 0.00044405906260489876 -0.00097455506366276668 0.00098720683157817678 0.00090071474675930993 -0.0010258614811681605 0.0014458008987852564 -0.00034552768244384323
|
||
|
|
leaf_weight=4.9911601543426505 11.147762611508368 7.7338404953479758 6.1902519017457953 14.205179259181021 5.2365978956222525 9.9154753386974352 10.676954582333567 6.728616625070571 7.6943467110395423 16.703655451536179 5.2075902968645114 6.6921332329511625 5.4844788610935211 25.093440026044846 11.467172339558603 6.4651235342025757 4.9968397617340088 7.4519897401332846 4.9925142973661414 9.2190036773681623 5.9869505465030519 8.4638330638408821 5.490293711423873 7.709933519363398 7.979207322001467 9.1930066943168622 5.218244567513465 5.4810280799865723 5.9121243953704816 7.2146304398775092
|
||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24 29
|
||
|
|
internal_value=1.65178e-09 -7.54747e-05 -3.85646e-05 -1.2583e-05 0.00036825 0.000175605 -0.000109288 0.000145384 -4.01525e-05 1.22647e-06 -4.63554e-05 7.64478e-06 0.000549444 -3.83155e-05 -0.000130931 0.000349858 -0.000264112 -0.000253398 -0.000335949 -0.000904361 -0.000215363 -5.62082e-05 -0.000684944 8.46999e-05 -0.000199904 0.000510044 0.000135858 -0.000166713 0.000856046 0.000280556
|
||
|
|
internal_weight=256.943 213.238 205.504 200.513 43.7054 32.5576 22.6422 17.4056 194.323 180.118 172.423 155.72 12.1766 143.543 111.235 22.5817 10.2044 88.6532 81.2012 14.2115 66.9897 50.0322 16.9575 44.0453 26.3884 17.6568 18.4092 13.191 12.3772 32.3081
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50 130
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=74
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 9 14 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 12 9 14
|
||
|
|
split_gain=7.12747 7.70352 5.56167 4.77507 4.7283 6.02264 4.87117 4.29542 4.21032 5.60136 4.70919 4.67774 3.87008 10.3221 4.23078 6.5366 7.00473 9.51856 6.57009 5.55937 4.85929 7.37632 8.12817 3.93015 3.75671 6.70028 5.75719 3.67425 3.64063 6.53174
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85053445933006644 0.87974157264870612 0.82576828451958695 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 -0.43196694949145781 1.0553357060143072 1.1164007559413334
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 10 -10 -5 -11 14 -14 15 16 17 -13 19 20 21 24 -23 -18 25 -17 -26 -24 -16 -30
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 11 -12 12 13 -15 28 18 23 -19 -20 -21 -22 22 27 -25 26 -27 -28 -29 29 -31
|
||
|
|
leaf_value=-0.0010812116679624517 0.00093003073322089707 -0.001055148471101218 0.00085208858742093511 -4.0061448719642797e-05 -0.00095477738048965657 0.00082539882482000676 0.00053962260187159371 -0.00048051862775014915 0.00070822343957986904 -0.00054920661739798506 -0.0013266155278255168 0.00068226292316493967 0.001382518133421386 -0.00046806210623287221 0.00059115567989454724 -0.0014620460373547409 0.00031642759127680148 -0.0012497807227985845 0.00064551725836455281 -0.001205752498749788 -0.00064609757085866762 -0.00058218378847230752 0.0014007756954552621 0.0014446087892396435 0.00062398668312507234 6.7486379716627564e-05 -0.0004500220150652596 0.00026644472851468853 -0.00081349985234982253 0.0005166168832301094
|
||
|
|
leaf_weight=4.9913758337497702 11.146781682968138 7.7341907769441596 6.1897353529930106 6.2261428385972959 5.2368372678756705 9.9147334843873995 10.676489353179933 6.7287928611040106 10.434078112244604 16.704115360975266 5.2390491962432861 5.2072701752185839 6.6912798434495908 5.4846115857362747 17.391795918345451 6.7447203993797302 6.4649732112884521 4.9969950318336487 7.4516086876392356 6.733646720647811 22.423523306846619 5.2338583171367672 6.7024190574884424 5.9110869169235212 7.2141767591237942 4.9777048230171079 16.196597054600737 4.9752325862646076 6.7150011509656897 8.2005404829978925
|
||
|
|
leaf_count=20 45 31 25 25 21 40 43 27 42 67 21 21 27 22 70 27 26 20 30 27 90 21 27 24 29 20 65 20 27 33
|
||
|
|
internal_value=1.67083e-09 -7.54e-05 -3.85265e-05 -1.25706e-05 0.000367896 0.000175433 -0.000109179 0.000145241 -4.01128e-05 -3.25447e-06 -0.000627956 -4.63096e-05 7.63728e-06 0.000548927 -3.82777e-05 -0.000130802 0.000349529 -0.000263852 -0.000253143 -0.00033561 -0.000256929 -8.92559e-05 0.000453368 0.000855273 -0.00035045 -0.000812559 -0.000119059 0.000917497 0.000280281 -8.22038e-05
|
||
|
|
internal_weight=256.939 213.236 205.502 200.51 43.7036 32.5569 22.6421 17.4053 194.32 182.855 11.4652 172.421 155.717 12.1759 143.541 111.234 22.5803 10.2043 88.6535 81.2019 74.4682 52.0447 16.9115 12.3761 35.1332 11.7224 23.4108 11.6777 32.3073 14.9155
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 735 46 693 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 47 130 60
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=75
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 6 3 12 11 5 8 8 9 12 14 9 9 6 1 1 6 6 7
|
||
|
|
split_gain=7.11436 5.40892 5.10286 6.17855 6.41927 4.77486 8.12436 5.71147 8.37371 4.97887 4.46696 4.17841 5.53448 7.65712 7.37591 4.18136 5.21751 4.9902 5.51184 5.50664 5.55006 6.94944 5.47251 5.56159 4.74205 4.23329 7.157 4.09651 3.94175 3.8897
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 40.080336968386753 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 1.1400219583046669 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 -0.52367065480819064
|
||
|
|
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 -1 3 4 10 6 7 8 11 -8 -2 12 13 -3 -14 16 -13 24 -19 20 27 -22 -21 -24 -17 -26 -27 -20 -9 -12
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 29 15 14 -15 -16 17 -18 18 19 22 21 -23 23 -25 25 26 -28 -29 -30 -31
|
||
|
|
leaf_value=0.00090506403761396014 0.00083535116016081052 0.00055198656231009483 0.0012633116425811647 -0.00078231589884768856 0.001130544877968294 -0.00080768104267423977 6.4796079545787879e-05 -0.0013119578999051438 0.0005860763738223994 0.0014487936458600079 0.00056689966441013525 -0.0011911294655066612 2.9548710994401645e-05 -0.00096191268591653927 0.001459589372588056 -0.00052347485183655443 -5.6617960685097645e-05 -0.001075705492466191 -0.0015083525577124029 0.0005948575550670448 0.00083345249329542202 -0.0007672354345011819 -0.00086188892798353507 0.00048495992215663282 -0.00028058829721652067 0.0014596272902496123 0.00019202546429289568 -0.00037674885252722611 -0.0001981792764612453 -0.00038203562521066945
|
||
|
|
leaf_weight=5.447363853454589 6.9484251290559795 6.2029915601015109 5.4417533725500098 5.2326650023460379 8.6664823591709119 9.2235033065080625 4.9755324572324753 6.4886800944805128 17.383518815040588 5.4427053332328779 6.2112499922513988 9.2420894056558627 8.7052720040082914 7.240991473197937 6.1582700014114371 10.719678327441207 7.2206737846136084 8.9867534190416247 7.2429927438497703 11.921489521861078 4.961282089352606 5.9833231121301651 7.9735729843378049 4.9812748730182648 11.959931701421736 5.449662670493125 24.383159518241886 5.7298337072134018 6.2268779873847961 14.183399751782416
|
||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 25 37 35 29 25 43 29 36 29 48 20 24 32 20 48 22 98 23 25 57
|
||
|
|
internal_value=1.69069e-09 -7.84081e-05 0.000353137 0.000233043 0.000380588 -0.000104566 -7.14078e-05 -0.000119753 -7.20618e-05 0.000787825 0.000142887 -0.000145843 0.00020152 -0.000263407 0.000622044 -0.000223417 -0.000693525 -0.000153247 -0.000356027 -0.000223478 -0.000566086 -4.16301e-05 0.000105923 -0.000344011 6.98761e-05 0.000222068 0.000423583 -0.00100855 -0.000766534 -9.30346e-05
|
||
|
|
internal_weight=256.935 210.251 46.684 41.2422 36.0096 204.804 195.581 185.162 172.447 10.4182 27.3431 155.063 28.3075 13.444 14.8635 126.756 16.4628 110.293 57.7805 48.7938 23.9174 10.9446 24.8763 12.9548 52.5124 41.7928 29.8328 12.9728 12.7156 20.3946
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 110 623 114 54 60 509 66 443 232 196 96 44 100 52 211 168 120 52 51 82
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=76
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 12 8 8 8
|
||
|
|
split_gain=7.10538 7.68496 5.54641 4.75641 4.71464 6.00596 4.86019 4.28386 4.20206 9.10927 4.66265 3.8634 10.3011 4.21668 6.51364 6.98081 9.48447 6.55342 5.54709 4.851 7.35741 8.10674 3.91509 3.74211 6.67627 5.74571 3.66722 3.63276 6.48121 4.07598
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 -0.43196694949145781 105092.50000000001 -56164.999999999993 -130077.49999999999
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 19 20 23 -22 -17 24 -16 -25 -23 28 29 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 27 17 22 -18 -19 -20 -21 21 26 -24 25 -26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0010796778849034739 0.00092871195805779134 -0.0010538284282576942 0.00085051336573624913 -0.00056363332389467444 -0.00095367293996118107 0.00082427572088161055 0.00053897112399236668 -0.00047980267289726686 0.0010659439711536607 -0.00054829788534177298 0.00068110485840206447 0.0013813133786061656 -0.00046741828329276809 0.00045424844993065787 -0.0014592917701765132 0.0003160896471499895 -0.0012475028479805189 0.00064482657807308976 -0.0012042393744849623 -0.00064531660504974495 -0.00058115186507408769 0.0013994154817358728 0.001442217907624572 0.00062346587863633526 6.7475567484225085e-05 -0.00044948538874856839 0.00026612506700475209 -0.00034557163847407664 0.0011578424449284715 -0.00059197549017472254
|
||
|
|
leaf_weight=4.9916282147169104 11.145123481750487 7.7345145195722571 6.1886832863092414 14.205792456865309 5.2370352149009696 9.913471534848215 10.675718307495119 6.7289808094501486 7.6931239515542975 16.70464089512825 5.2066884487867373 6.6903641223907453 5.4847550243139267 10.686055526137354 6.7451871484518051 6.4648089408874512 4.9972599744796753 7.4511207640171042 6.7340156584978095 22.424240261316299 5.2340586483478573 6.701504349708558 5.9089851379394513 7.2138509899377743 4.9777012467384214 16.196938782930395 4.9750503450632069 7.2144522666931143 8.6899337172508258 5.7154136449098578
|
||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 43 27 26 20 30 27 90 21 27 24 29 20 65 20 29 35 23
|
||
|
|
internal_value=1.71288e-09 -7.52823e-05 -3.84516e-05 -1.25299e-05 0.000367342 0.000175159 -0.000109051 0.000145094 -4.00166e-05 1.28253e-06 -4.62219e-05 7.64022e-06 0.00054848 -3.82349e-05 -0.000130605 0.000348915 -0.000263407 -0.000252726 -0.000335085 -0.000256489 -8.89556e-05 0.000452993 0.000853861 -0.000349807 -0.000811005 -0.000118864 0.000916552 0.000279801 0.000459612 8.96712e-05
|
||
|
|
internal_weight=256.931 213.231 205.496 200.505 43.7003 32.5552 22.6417 17.4047 194.316 180.11 172.417 155.712 12.1751 143.537 111.231 22.5777 10.2039 88.6537 81.2025 74.4685 52.0443 16.9106 12.3738 35.1337 11.7229 23.4108 11.6766 32.3059 25.0914 16.4015
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 47 130 101 66
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=77
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 10 9 9 14 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12 9
|
||
|
|
split_gain=7.09144 7.66921 5.53508 4.74728 4.70585 5.99443 4.85027 4.27852 4.19353 9.09185 4.65319 3.8559 10.2819 4.20832 6.50075 6.96758 9.46542 6.54042 5.54002 7.16445 4.98591 7.28437 5.88016 5.31745 6.83429 4.35195 4.25329 6.91349 3.90859 3.6307
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 87.505788118360201 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212 1.0553357060143072
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 20 -20 22 -22 -16 25 26 -23 27 -25 -17 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 29 17 28 -18 -19 19 -21 21 23 -24 24 -26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0010785531785713471 0.000927865773542561 -0.0010527282736011447 0.00084973455073957796 -0.0005630529679406136 -0.00095267667978172707 0.00082351366068233697 0.00046969931577535461 -0.00061203468685765367 0.0010649735218789869 -0.0005477347677716758 0.00068046587820047892 0.0013801104156577375 -0.00046693971540092793 0.0005900002361052736 -0.00027557791462179447 0.00031578089658653623 -0.0012462195526673366 0.00064421493744829536 -0.0018666072066108174 -0.00037932758119035739 -0.0010905001120790753 -7.5251362382770294e-06 -0.0015340181325173001 0.00044403840993566956 -0.00097207692789472264 0.00098626492679937416 0.00090018490734178401 -0.0010249923875499313 0.0014410324465437196 -8.2461868964612609e-05
|
||
|
|
leaf_weight=4.9918364882469168 11.144132673740385 7.7348545491695395 6.1881615817546836 14.206214398145674 5.2372691333293906 9.9127232283353823 12.179422423243524 5.2249827831983557 7.6924346536397925 16.705093190073967 5.2063658237457293 6.6894998550415021 5.4848860949277878 17.389979869127274 11.467773973941805 6.4646582305431366 4.9974039196968079 7.4507372677326194 4.9929786324501029 9.2195275425910932 5.9875030815601198 8.4639835506677787 5.4907667487859717 7.7096230983734078 7.9800189584493735 9.192055866122244 5.2178990095853797 5.4811675101518631 5.9079326391220075 14.915103390812872
|
||
|
|
leaf_count=20 45 31 25 57 21 40 49 21 31 67 21 27 22 70 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24 60
|
||
|
|
internal_value=1.7274e-09 -7.52078e-05 -3.84136e-05 -1.25175e-05 0.000366989 0.000174988 -0.000108942 0.000144952 -3.9977e-05 1.28128e-06 -4.61762e-05 7.63271e-06 0.000547965 -3.81972e-05 -0.000130475 0.000348587 -0.000263149 -0.000252472 -0.000334746 -0.000901822 -0.000214438 -5.56075e-05 -0.000683031 8.50772e-05 -0.000199135 0.00050986 0.00013593 -0.000166388 0.00085309 0.000279528
|
||
|
|
internal_weight=256.927 213.228 205.494 200.502 43.6985 32.5544 22.6417 17.4044 194.314 180.107 172.415 155.71 12.1744 143.535 111.23 22.5764 10.2038 88.654 81.2033 14.2125 66.9908 50.0323 16.9585 44.0447 26.3887 17.656 18.4087 13.1908 12.3726 32.3051
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50 130
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=78
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 1 2 11 2 13 6 6 11 12 11 5 8 1 0 6 5 10 6 6 7 2 7 7 7 14 10 9
|
||
|
|
split_gain=7.0775 7.6535 5.52377 4.74333 4.69709 5.98294 4.84037 4.2755 4.22775 6.18898 9.05708 5.28563 4.75651 8.41776 5.57579 7.88925 5.19367 6.45375 5.5511 6.49044 4.85695 7.70428 4.82713 4.68178 3.68309 7.99671 7.19427 5.49207 5.7539 8.32617
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 3.2942051192745438 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 25.307211947305706 18.580365155410313 -88.02985074626865 -0.22056341123408515 -90.521114106019738 -0.20199247264792924 -254212.99999999997 2.7115066536835508 -8.0804519865253308 32.264932524706339 -0.19847946874235792 23.958882892820956 68.286957004615218 61.800563631189561 1.0000000180025095e-35 0.79370741792197186 0.043541592573087547 -0.18752495816705816 0.71412187986576503 0.83463596440369281 72.152174026840726 0.96508370684372324
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 8 -2 6 -6 -8 9 10 -4 -11 13 -10 -14 16 -16 -18 -19 -20 21 24 -23 -22 25 27 -26 -21 29 -29
|
||
|
|
right_child=4 -3 3 -5 5 -7 7 -9 12 11 -12 -13 14 -15 15 -17 17 18 19 20 23 22 -24 -25 26 -27 -28 28 -30 -31
|
||
|
|
leaf_value=-0.0010774303036613104 0.00092702066783603026 -0.0010516299405114011 0.00052353190333168391 0.0006359092630033688 -0.00095168199174525516 0.0008227525478024301 0.00053832118730072357 -0.00047946338639264527 -0.001330479365293447 0.00017729327719680462 -0.0011691848447290441 0.0013710815034557163 0.00062353044765474895 0.00013537319124573677 -0.0010161144260058884 -0.0013468003409144382 -0.00085126739068926757 0.00089055232764123128 -0.001131107895572068 -0.00076840725843650519 -0.00093010353930623123 0.0012135753360583996 7.8080418626789725e-05 0.00023747499254877149 -0.00083075591056865213 0.00099420171265123653 0.00021337482116415949 0.00067730584013548885 0.0010327373902888186 -0.00053998814375699755
|
||
|
|
leaf_weight=4.9920416623353949 11.143138244748114 7.7351898550987235 7.4546547085046768 10.680806294083593 5.2375003695487967 9.9119721204042452 10.675098523497583 6.7291026711463919 8.2418859153985959 7.7081938236951828 5.4880297333002108 7.1484062969684583 11.19499598443508 7.4666319489479056 5.4834093004465094 4.9744954258203498 8.7221773117780668 7.207868918776497 4.9775386005640163 8.2248543500900109 9.2137027084827405 9.4341103732585889 6.2070748060941687 5.4750738888978949 13.204797834157946 9.1954188793897753 13.191144391894339 9.1994759291410499 5.9673102200031272 14.436762496829031
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||
|
|
leaf_count=20 45 31 30 43 21 40 43 27 33 31 22 29 45 30 22 20 35 29 20 33 37 38 25 22 53 37 53 37 24 58
|
||
|
|
internal_value=1.75724e-09 -7.51334e-05 -3.83757e-05 -1.25052e-05 0.000366637 0.000174817 -0.000108833 0.000144808 -4.89906e-05 0.000311299 -0.000194223 0.000751697 -0.000110809 -0.000633725 -5.46668e-05 -0.000110859 -6.36163e-05 -2.1718e-05 4.06917e-05 -1.56482e-05 3.78676e-05 0.000125737 0.000762964 -0.000494902 -1.00164e-05 0.00015779 -0.000308961 -4.55265e-05 0.000155314 -6.62044e-05
|
||
|
|
internal_weight=256.923 213.226 205.491 200.499 43.6968 32.5537 22.6417 17.4042 189.818 27.7993 12.9427 14.8566 162.019 15.7085 146.31 135.115 130.141 124.657 115.935 108.727 103.75 89.0609 15.6412 14.6888 73.4198 47.0238 26.3959 37.8284 29.6035 23.6362
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 763 112 52 60 651 63 588 543 523 501 466 437 417 358 63 59 295 189 106 152 119 95
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=79
|
||
|
|
num_leaves=31
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||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 6 6 3 12 11 5 8 8 9 12 14 9 9 6 1 1 6 6 1
|
||
|
|
split_gain=7.0651 5.38346 5.08395 6.16547 6.39845 4.76554 8.09275 5.69033 8.33325 4.96286 4.45741 4.14436 5.49081 7.60923 7.33192 4.15055 5.18046 4.98121 5.48454 5.49138 5.52519 6.93091 5.45248 5.54891 4.72552 4.21618 7.13866 4.08201 3.92867 3.88615
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 40.080336968386753 25.307211947305706 18.580365155410313 28.592659241194688 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -35284.999999999993 -8553.9999999999982 0.98410804992040413 0.21532426125320223 0.90575614129482684 1.0492806804790769 1.1400219583046669 32.769862318776326 -1.8041682965822676 -0.93447089921141446 55.921562546464322 70.635258498683001 0.51069181360283111
|
||
|
|
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 -1 3 4 10 6 7 8 11 -8 -2 12 13 -3 -14 16 -13 24 -19 20 27 -22 -21 -24 -17 -26 -27 -20 -9 -28
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 -10 -11 -12 15 14 -15 -16 17 -18 18 19 22 21 -23 23 -25 25 26 29 -29 -30 -31
|
||
|
|
leaf_value=0.00090313198294906442 0.00083395112370711648 0.00055051249564502314 0.0012605938502894202 -0.00078220570190144041 0.0011283317225455802 -0.00080665038300905038 6.4693414493380372e-05 -0.0013094077571755569 0.00058484703603750045 0.0014465783832016616 -9.3496269324730595e-05 -0.0011867499031561306 2.8962534657785257e-05 -0.0009586815986260712 0.0014550342279807276 -0.00052205684631676235 -5.630062665470328e-05 -0.0010731415469296475 -0.0015055251781271339 0.00059397702286913474 0.00083214714726969718 -0.00076647951306881663 -0.00086045694942197247 0.00048485881073713022 -0.00027945038831554448 0.0014581165107114677 -0.00035522222219446024 -0.00037595054207952922 -0.00019750014026702868 0.00048327552529706374
|
||
|
|
leaf_weight=5.4461428672075263 6.9474470317363766 6.2020642757415789 5.439882978796958 5.2326313704252234 8.6642412692308408 9.2236747443675977 4.9752860218286514 6.4891515076160413 17.381252557039261 5.4411251544952375 20.393608689308167 9.2430361360311526 8.7048216909170133 7.2414983659982681 6.1540528684854499 10.720265418291083 7.2207158505916587 8.9874766618013293 7.2434919774532478 11.920269608497621 4.9604687541723234 5.9832963645458221 7.973922595381735 4.9811008721590042 11.96047183871269 5.4486651420593253 8.4687722623348289 5.7299561202526093 6.2269199788570404 15.913937658071516
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||
|
|
leaf_count=22 28 25 22 21 35 37 20 26 70 22 82 37 35 29 25 43 29 36 29 48 20 24 32 20 48 22 34 23 25 64
|
||
|
|
internal_value=1.77269e-09 -7.81351e-05 0.000351939 0.000232074 0.000379479 -0.00010423 -7.11021e-05 -0.000119351 -7.17452e-05 0.000786536 0.000142171 -0.000145346 0.000200636 -0.000262429 0.000619594 -0.000222598 -0.000690954 -0.000152684 -0.000355283 -0.000223055 -0.000565186 -4.18717e-05 0.000105899 -0.000343194 7.02383e-05 0.000222171 0.00042329 -0.00100663 -0.000764919 0.000192043
|
||
|
|
internal_weight=256.92 210.242 46.6778 41.2379 36.0053 204.796 195.572 185.156 172.44 10.4164 27.3411 155.058 28.3024 13.4436 14.8589 126.756 16.4638 110.292 57.78 48.7925 23.9172 10.9438 24.8753 12.955 52.5121 41.7918 29.8314 12.9734 12.7161 24.3827
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 110 623 114 54 60 509 66 443 232 196 96 44 100 52 211 168 120 52 51 98
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=80
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
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||
|
|
split_feature=3 4 12 7 2 11 2 10 9 9 9 14 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 12 11 14
|
||
|
|
split_gain=7.05489 7.63486 5.509 4.72933 4.68387 5.96644 4.82929 4.26764 4.18148 5.57515 4.69132 4.63597 3.84635 10.2563 4.19109 6.4684 6.93053 9.42135 6.51729 5.52847 4.8422 7.32835 8.08087 3.8876 3.72215 6.63476 5.72175 3.65644 3.62659 3.61298
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 87.505788118360201 0.85053445933006644 0.87974157264870612 0.82576828451958695 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 -0.43196694949145781 -30.892857142857142 0.97548464437668925
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 10 -10 -5 -11 14 -14 15 16 17 -13 19 20 21 24 -23 -18 25 -17 -26 -24 -16 -22
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 11 -12 12 13 -15 28 18 23 -19 -20 -21 29 22 27 -25 26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0010759374310276603 0.00092571057065583004 -0.001050298261347256 0.00084823251410976667 -3.888942971694928e-05 -0.00095059300699034896 0.00082161396618033952 0.00046898974382878443 -0.00061137132968216274 0.0007067463369677707 -0.00054670438184813174 -0.0013229456918112802 0.00067912303310221239 0.0013785453579661065 -0.00046626774684339033 0.00045860968539698365 -0.0014546834451547468 0.00031513649541696498 -0.0012431007460584327 0.000643226457264537 -0.001201700819892397 -6.13824432719377e-05 -0.00057973231979390491 0.0013978008724973184 0.0014375326436949943 0.00062263491294798484 6.7304526081995219e-05 -0.00044809742937886092 0.00026612054588327647 -0.00034590675874722113 -0.00092055581361123447
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||
|
|
leaf_weight=4.992270588874816 11.141458153724669 7.7354992628097525 6.1871362924575797 6.2264041453599912 5.2376863658428183 9.9106750935316104 12.178462266921999 5.2251126766204825 10.432204857468603 16.70560359954834 5.2396861463785172 5.2056828439235705 6.6883014142513257 5.4850183129310608 25.08902832865715 6.7458750754594803 6.4643429517745972 4.9977376461029053 7.4500190317630759 6.7345767319202414 7.2172127366066006 5.2343094050884273 6.7002794742584237 5.9047840833663923 7.2132676988840023 4.9776206612586851 16.197859719395659 4.9748538881540272 7.2142590284347525 15.207934990525244
|
||
|
|
leaf_count=20 45 31 25 25 21 40 49 21 42 67 21 21 27 22 101 27 26 20 30 27 29 21 27 24 29 20 65 20 29 61
|
||
|
|
internal_value=1.79963e-09 -7.50122e-05 -3.82977e-05 -1.24606e-05 0.000366067 0.000174519 -0.000108731 0.000144631 -3.98669e-05 -3.13087e-06 -0.000625668 -4.60846e-05 7.62769e-06 0.000547315 -3.81453e-05 -0.000130235 0.000347682 -0.000262401 -0.00025192 -0.000334045 -0.000255579 -8.81948e-05 0.00045271 0.000850947 -0.000348519 -0.00080847 -0.000118191 0.000915584 0.000278938 -0.000644043
|
||
|
|
internal_weight=256.915 213.222 205.486 200.494 43.6934 32.5519 22.6413 17.4036 194.307 182.841 11.4661 172.409 155.703 12.1733 143.53 111.226 22.5725 10.2034 88.6538 81.2038 74.4692 52.0441 16.9094 12.3691 35.1346 11.7235 23.4111 11.6751 32.3033 22.4251
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 735 46 693 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 47 130 90
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=81
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 1 2 11 2 13 6 6 11 12 11 5 8 1 0 6 5 10 6 6 7 2 7 7 7 14 10 9
|
||
|
|
split_gain=7.04103 7.61923 5.49775 4.72292 4.67515 5.955 4.81943 4.2647 4.20497 6.15474 9.02052 5.25997 4.72754 8.37206 5.5628 7.87592 5.1785 6.43435 5.53181 6.47585 4.84235 7.67188 4.81879 4.67041 3.67333 7.97321 7.17172 5.47132 5.74085 8.30546
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 3.2942051192745438 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 25.307211947305706 18.580365155410313 -88.02985074626865 -0.22056341123408515 -90.521114106019738 -0.20199247264792924 -254212.99999999997 2.7115066536835508 -8.0804519865253308 32.264932524706339 -0.19847946874235792 23.958882892820956 68.286957004615218 61.800563631189561 1.0000000180025095e-35 0.79370741792197186 0.043541592573087547 -0.18752495816705816 0.71412187986576503 0.83463596440369281 72.152174026840726 0.96508370684372324
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 8 -2 6 -6 -8 9 10 -4 -11 13 -10 -14 16 -16 -18 -19 -20 21 24 -23 -22 25 27 -26 -21 29 -29
|
||
|
|
right_child=4 -3 3 -5 5 -7 7 -9 12 11 -12 -13 14 -15 15 -17 17 18 19 20 23 22 -24 -25 26 -27 -28 28 -30 -31
|
||
|
|
leaf_value=-0.0010748188110384722 0.00092486823797455556 -0.0010492038749638983 0.00052276048752524114 0.00063460823036431177 -0.00094960143348274525 0.00082085510551749296 0.00053753321708853604 -0.0004789782154429633 -0.0013266194035475598 0.00017679705592621466 -0.0011665426082266132 0.0013678409595844557 0.00062289869773996876 0.0001352214847963897 -0.0010145240034656082 -0.0013455066565892803 -0.00084988854162984669 0.00088914699267037358 -0.0011297020696590073 -0.00076670331423190415 -0.00092868536137565721 0.0012118751580279948 7.7296052580529001e-05 0.00023747363006970508 -0.00082928454984519705 0.00099303738329132034 0.00021319929742385848 0.00067662933950509037 0.001031739010959152 -0.00053917555611806222
|
||
|
|
leaf_weight=4.9924686253070822 11.14045414328575 7.7358243614435187 7.4539396613836288 10.679562464356421 5.2379121631383887 9.9099178463220614 10.674161344766619 6.7292070984840384 8.2426610738038999 7.7078940570354462 5.4883510917425173 7.145020663738249 11.194315999746321 7.466523364186286 5.4837655425071707 4.9748481810092917 8.7226344197988492 7.2069655656814424 4.977835908532156 8.2252826690673668 9.2141527086496335 9.4325085282325727 6.2065834999084464 5.474926844239234 13.205655291676523 9.1942935883998995 13.190753906965254 9.1986623853445106 5.9666690826416007 14.43716326355934
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||
|
|
leaf_count=20 45 31 30 43 21 40 43 27 33 31 22 29 45 30 22 20 35 29 20 33 37 38 25 22 53 37 53 37 24 58
|
||
|
|
internal_value=1.82043e-09 -7.4938e-05 -3.82599e-05 -1.24483e-05 0.000365715 0.000174348 -0.000108623 0.000144488 -4.88544e-05 0.000310493 -0.000193611 0.000749751 -0.000110503 -0.000631811 -5.45298e-05 -0.000110656 -6.34506e-05 -2.16111e-05 4.07081e-05 -1.55319e-05 3.79267e-05 0.000125668 0.000761602 -0.000494034 -9.79448e-06 0.000157796 -0.000308337 -4.52151e-05 0.000155256 -6.60049e-05
|
||
|
|
internal_weight=256.911 213.219 205.483 200.491 43.6917 32.5512 22.6413 17.4034 189.811 27.7952 12.9423 14.8529 162.016 15.7092 146.307 135.113 130.138 124.654 115.931 108.724 103.747 89.0576 15.6391 14.6891 73.4185 47.0221 26.3964 37.8278 29.6025 23.6358
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 763 112 52 60 651 63 588 543 523 501 466 437 417 358 63 59 295 189 106 152 119 95
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=82
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 9 9 6 6 2 1 11 3 0 4 7 3 12 6 10 0 3 0 7
|
||
|
|
split_gain=7.0281 5.36597 5.06839 6.15184 6.38048 4.75521 8.06691 5.67105 8.29784 4.9495 4.44896 4.12073 9.44508 4.84607 5.0916 6.48764 6.23597 7.13166 8.06861 6.916 5.83179 5.50618 6.39471 4.59717 6.69377 4.43463 4.39275 4.28971 4.11858 3.97009
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 40.080336968386753 0.85972803866516356 0.87857711120658533 25.307211947305706 37.456821566776306 0.35540356598241429 -3.8819898007546372 -91.341829085457263 48.167331931066833 0.30985197243885093 -0.2684305413618962 -0.029269748685320538 36.10098943754668 -0.50100303463021534 18.580365155410313 66.746954595791223 -0.66213324270175422 55.031302339153434 -3.4046779263322287 -0.10918762259083147
|
||
|
|
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 -1 3 4 10 6 7 8 11 -8 -2 -3 -13 23 15 21 -16 -18 20 26 -19 28 -23 -14 -25 29 27 -20 -15 -21
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 -9 -10 -11 -12 12 13 14 16 -17 17 18 19 25 -22 22 -24 24 -26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=0.00090181859492238347 0.00083282081241961038 -0.00073576227407209992 0.0012584342929185027 -0.00078178353868923003 0.0011265105434466786 -0.00080562867890514767 6.4598342751988244e-05 -0.00076351606729602888 0.00058370596748694387 0.0014447139228048343 -9.379053284085989e-05 0.0010165242177910684 -0.00037295305913982859 -0.00027386999022535168 -0.0010502130471438213 -0.0015701015215692185 -0.00091216196187851812 0.00014170927462102222 1.2269499356336296e-05 -0.0007888504037667593 0.0011251082806396928 -0.0006196235707204116 0.00092572378766569942 -0.00016747729396383049 0.001082282467887122 0.00070428965239662195 -0.0013845503651187916 -0.0011110395170883913 -0.0015134523571016542 0.00036415771294955247
|
||
|
|
leaf_weight=5.4453072249889365 6.9466524124145534 10.970789223909376 5.4383877813816062 5.2327115982770911 8.6623961329460126 9.2239335626363737 4.9751118868589401 12.716575905680655 17.379292413592339 5.4397998899221403 20.392972439527512 7.1981597542762747 8.456188306212427 5.4876206368207958 6.7366741299629203 5.7367908656597129 8.4801248759031136 16.674227103590969 10.700213566422464 5.9752062112092856 9.4468647837638979 5.4901353865861875 5.2272843569517136 7.7207051664590862 9.6325772404670698 9.446797698736189 5.4816656857728949 4.9826853424310675 5.2396434396505382 5.9700446724891796
|
||
|
|
leaf_count=22 28 44 22 21 35 37 20 51 70 22 82 29 34 22 27 23 34 67 43 24 38 22 21 31 39 38 22 20 21 24
|
||
|
|
internal_value=1.84203e-09 -7.79295e-05 0.000351036 0.00023136 0.000378616 -0.000103981 -7.08872e-05 -0.000119057 -7.15296e-05 0.000785445 0.00014165 -0.000144972 -9.99878e-05 -0.0001587 -0.000249398 -0.000625536 -0.00012753 -4.69706e-05 5.98607e-05 -0.000208676 0.000497362 -0.00037285 0.0001341 0.000231635 0.000526248 0.000192304 -0.000613966 -0.000344622 -0.000879334 -0.000212595
|
||
|
|
internal_weight=256.908 210.234 46.6731 41.2347 36.002 204.789 195.565 185.15 172.434 10.4149 27.3396 155.054 144.084 136.885 111.076 27.1815 83.8945 77.1578 68.6777 42.5566 26.1211 21.4447 10.7174 25.8095 17.3533 21.392 21.1646 15.6829 10.7273 11.9453
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 110 623 579 550 446 109 337 310 276 171 105 86 43 104 70 86 85 63 43 48
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=83
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 10 9 9 14 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12 9
|
||
|
|
split_gain=7.01815 7.60087 5.48102 4.71147 4.6619 5.93856 4.80779 4.25749 4.16762 9.0536 4.62161 3.83795 10.2285 4.17351 6.4365 6.89352 9.39267 6.49426 5.51455 7.13477 4.94645 7.24354 5.8585 5.29351 6.80343 4.33924 4.24008 6.90125 3.87074 3.61813
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 87.505788118360201 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212 1.0553357060143072
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 20 -20 22 -22 -16 25 26 -23 27 -25 -17 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 29 17 28 -18 -19 19 -21 21 23 -24 24 -26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0010731290455936447 0.00092354717534941938 -0.0010478846564917512 0.00084673426662299964 -0.0005611974485847164 -0.00094846760992868746 0.00081971042179122301 0.00046828537856241669 -0.00061079620115226947 0.0010629527549825771 -0.00054581413878495937 0.00067853776366127321 0.0013769980158680685 -0.00046536930378853359 0.00058832358223225598 -0.00027329665958424266 0.00031423028065707319 -0.0012407622477560297 0.00064226346722981084 -0.0018618070342092453 -0.00037766207791457412 -0.001086986219691342 -7.5486722709290433e-06 -0.0015293414512840874 0.00044407629614514899 -0.00096948050073764459 0.00098483792586689695 0.00089911952299806563 -0.0010236494050922789 0.001434353463539704 -8.3008227364577336e-05
|
||
|
|
leaf_weight=4.9927541315555564 11.138738751411436 7.7361468225717536 6.1861020326614371 14.207105055451391 5.2381056994199744 9.9086089581251162 12.177498087286951 5.2252178639173499 7.6906815320253363 16.706125378608704 5.2053820788860339 6.687119856476782 5.4852199405431747 17.387253433465958 11.468641743063928 6.4638949781656265 4.9979718923568726 7.4493428319692603 4.9934178441762915 9.2198271304368955 5.9882975965738146 8.4635519087314766 5.4915462434291831 7.7091980278491921 7.980766639113436 9.1906840652227384 5.2172621190547934 5.4814383536577225 5.9018712043762189 14.914233177900313
|
||
|
|
leaf_count=20 45 31 25 57 21 40 49 21 31 67 21 27 22 70 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24 60
|
||
|
|
internal_value=1.86224e-09 -7.48148e-05 -3.81794e-05 -1.24059e-05 0.000365137 0.000174044 -0.000108528 0.000144288 -3.9759e-05 1.37582e-06 -4.59798e-05 7.65194e-06 0.000546772 -3.80709e-05 -0.000129968 0.000346813 -0.000261605 -0.000251345 -0.00033332 -0.000899074 -0.000213287 -5.50777e-05 -0.000679992 8.52258e-05 -0.000198337 0.000509082 0.000135993 -0.000165845 0.000848837 0.000278356
|
||
|
|
internal_weight=256.904 213.216 205.48 200.487 43.6882 32.5494 22.6408 17.4027 194.301 180.094 172.403 155.697 12.1723 143.525 111.223 22.5691 10.2034 88.654 81.2046 14.2132 66.9914 50.0312 16.9602 44.0429 26.3887 17.6542 18.4079 13.1906 12.3658 32.3015
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50 130
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=84
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 1 2 11 2 13 6 8 0 8 1 6 12 11 6 6 9 14 3 12 14 8 5 7 2 3 5 5
|
||
|
|
split_gain=7.00437 7.58532 5.46984 4.70496 4.65323 5.92718 4.79798 4.25354 4.18549 5.71733 5.02627 4.80797 4.67155 5.03844 5.58416 5.21616 6.09499 7.06142 5.5268 5.92963 12.5831 5.95087 5.43537 9.41543 5.13878 4.99587 4.96102 4.8843 4.3738 4.07178
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 3.2942051192745438 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 26.389114394371848 -150041.99999999997 -8.4498657404061959 -278050.99999999994 2.7403761203797674 32.264932524706339 -0.273144928539297 -87.066905615292697 68.286957004615218 61.800563631189561 1.1687990507231485 0.98756682831275555 48.167331931066833 0.51300644551801933 0.93262052616180779 -99731.999999999985 -0.034249189289581462 1.0000000180025095e-35 0.79370741792197186 56.882370941185393 -0.31631782012621945 0.0078017896194930913
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 8 -2 6 -6 -8 9 11 -10 28 13 14 -12 -15 17 18 19 21 29 22 23 -17 -25 -19 -18 -22 -4 -21
|
||
|
|
right_child=4 -3 3 -5 5 -7 7 -9 10 -11 12 -13 -14 15 -16 16 26 25 -20 20 27 -23 -24 24 -26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0010720150615083097 0.00092270761310336044 -0.0010467941108070419 0.00085006487620786992 0.00063346592057704737 -0.00094747928123615707 0.00081895386402052535 0.00053670640543102552 -0.00047848610057149587 -0.0011019160589313196 0.0011702150192822384 0.00010096987423949936 -0.00060878190833072246 -0.00091377369407124188 -0.00056271060810756833 -0.001247204889233085 0.00065297330677623999 -0.00095854740055786034 0.0012258927980125472 0.0010048639831404392 0.00076372912521335823 -0.0010521345685435921 0.0010471552043685179 0.00072256019520623434 -0.0013628960892612856 -0.00022329287821860929 7.6469636807957876e-05 0.00023743132699956864 7.4598985859353266e-05 -0.00015377805833536034 -0.00028049931223612202
|
||
|
|
leaf_weight=4.992944359779357 11.137725144624708 7.7364617884159079 8.936154738068586 10.67846594750881 5.238325983285903 9.9078451395034808 10.673195451498033 6.7293114215135565 4.9862371385097495 5.9475894421339026 5.4883130341768265 7.2120302915573111 6.4663913100957862 14.203714460134504 6.9792407155036909 9.9399301558732862 9.4638630300760251 9.6785848587751371 5.7232697159051886 9.9467722028493863 16.942181989550594 7.4494789540767661 9.6877904683351499 5.4868632405996207 14.190206706523922 6.2060745209455481 5.4747874438762656 4.9777022898197165 8.4395318180322665 5.9786195605993262
|
||
|
|
leaf_count=20 45 31 36 43 21 40 43 27 20 24 22 29 26 57 28 40 38 39 23 40 68 30 39 22 57 25 22 20 34 24
|
||
|
|
internal_value=1.88327e-09 -7.47408e-05 -3.81418e-05 -1.23937e-05 0.000364787 0.000173874 -0.00010842 0.000144145 -4.87298e-05 0.000290415 -0.000113751 7.75974e-05 -8.18146e-05 -4.54199e-05 -0.000653728 1.06135e-05 7.78326e-05 0.000161955 5.38215e-05 -1.05178e-05 -0.00030478 0.000227673 7.23557e-05 -0.000140328 -0.000541066 0.000776818 -0.000520239 -0.000796269 0.000362489 0.000371711
|
||
|
|
internal_weight=256.9 213.213 205.477 200.484 43.6864 32.5487 22.6408 17.4025 189.805 30.5353 159.27 24.5877 154.284 147.817 12.4676 135.35 121.146 106.207 90.3228 84.5995 37.8453 46.7543 39.3048 29.617 19.6771 15.8847 14.9387 21.9199 17.3757 15.9254
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 763 123 640 99 620 594 50 544 487 427 363 340 152 188 158 119 79 64 60 88 70 64
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=85
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 9 9 6 6 2 1 11 3 0 4 7 3 12 6 10 0 3 0 7
|
||
|
|
split_gain=6.99181 5.34931 5.0527 6.1382 6.36287 4.745 8.04275 5.65151 8.26092 4.9346 4.44008 4.10342 9.40832 4.81897 5.06613 6.46977 6.20928 7.10454 8.04036 6.89429 5.81807 5.48959 6.37698 4.5821 6.66517 4.42527 4.37902 4.27929 4.10475 3.95733
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 40.080336968386753 0.85972803866516356 0.87857711120658533 25.307211947305706 37.456821566776306 0.35540356598241429 -3.8819898007546372 -91.341829085457263 48.167331931066833 0.30985197243885093 -0.2684305413618962 -0.029269748685320538 36.10098943754668 -0.50100303463021534 18.580365155410313 66.746954595791223 -0.66213324270175422 55.031302339153434 -3.4046779263322287 -0.10918762259083147
|
||
|
|
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 -1 3 4 10 6 7 8 11 -8 -2 -3 -13 23 15 21 -16 -18 20 26 -19 28 -23 -14 -25 29 27 -20 -15 -21
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 -9 -10 -11 -12 12 13 14 16 -17 17 18 19 25 -22 22 -24 24 -26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=0.00090057243393032221 0.00083166710330608961 -0.00073412587309823138 0.0012562779556614452 -0.00078134039938026871 0.0011247251520746298 -0.00080462077266519076 6.4705567222498e-05 -0.00076210502431069398 0.00058249437130902251 0.0014428311758361621 -9.4062159818733343e-05 0.0010147335699866779 -0.00037261534449391042 -0.00027283380891481864 -0.0010478355847138604 -0.0015671326046123931 -0.00091029583764275365 0.00014137392472876451 1.2546574853239256e-05 -0.00078761361041670909 0.0011236604917018347 -0.00061803037065022231 0.00092517516083129802 -0.0001670700544053056 0.001080099368439616 0.00070362752222713314 -0.0013821817019535739 -0.0011093785715602148 -0.0015102849571305939 0.00036354365882403897
|
||
|
|
leaf_weight=5.4445053339004508 6.9458532035350826 10.971580296754835 5.4368729144334784 5.2327964156866065 8.6605622470378858 9.2241726070642454 4.9750111401081085 12.71713751554489 17.37719963490963 5.4384451955556852 20.392351299524307 7.196860045194625 8.4561754316091555 5.4878680706024197 6.7372972369194022 5.7373977005481711 8.4806879162788231 16.673633545637134 10.700111255049707 5.9754620939493064 9.4457007944584017 5.4903965890407544 5.2270151674747467 7.720598682761195 9.6298613101243955 9.4460356980562192 5.4822294861078253 4.9829415827989569 5.2402205467224148 5.9697408825159206
|
||
|
|
leaf_count=22 28 44 22 21 35 37 20 51 70 22 82 29 34 22 27 23 34 67 43 24 38 22 21 31 39 38 22 20 21 24
|
||
|
|
internal_value=1.89686e-09 -7.77268e-05 0.000350148 0.000230664 0.00037777 -0.000103737 -7.06771e-05 -0.000118772 -7.13248e-05 0.000784434 0.000141139 -0.000144601 -9.97088e-05 -0.000158302 -0.000248741 -0.000623925 -0.000127176 -4.67843e-05 5.98495e-05 -0.000208212 0.000496604 -0.000371585 0.00013461 0.000230965 0.000525135 0.000192153 -0.000612851 -0.00034392 -0.000877277 -0.000212311
|
||
|
|
internal_weight=256.897 210.228 46.6684 41.2316 35.9988 204.784 195.56 185.146 172.429 10.4135 27.3382 155.052 144.08 136.883 111.077 27.1829 83.8938 77.1565 68.6759 42.5565 26.1193 21.4455 10.7174 25.8066 17.3505 21.3912 21.1653 15.6831 10.7281 11.9452
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 110 623 579 550 446 109 337 310 276 171 105 86 43 104 70 86 85 63 43 48
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=86
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 10 9 9 14 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 12 11 14 14
|
||
|
|
split_gain=6.98161 7.56706 5.4532 4.69411 4.64005 5.91081 4.78639 4.24738 4.15075 9.01997 4.60786 3.83033 10.2019 4.15468 6.4052 6.86774 9.37041 6.47374 5.50722 4.82624 7.27842 8.05046 3.85942 3.69264 6.60166 5.69221 3.63889 3.61391 3.59169 5.90901
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 87.505788118360201 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 -0.43196694949145781 -30.892857142857142 0.97548464437668925 1.0676029138739915
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 19 20 23 -22 -17 24 -16 -25 -23 -15 -21 -30
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 27 17 22 -18 -19 -20 28 21 26 -24 25 -26 -27 -28 -29 29 -31
|
||
|
|
leaf_value=-0.0010703317994790367 0.0009213909892831502 -0.0010454797908293085 0.00084527646002451442 -0.00056002097447877181 -0.00094634935431049672 0.00081781275829723122 0.00046758286415919898 -0.00061022160176985865 0.0010611078501746793 -0.00054494549871282171 0.00067780848590015389 0.0013755584388250571 -0.00046446333971202953 0.00045711414210598936 -0.0014492334186850795 0.00031334740757738217 -0.001239235627723836 0.00064148069710970735 -0.0011985335184298705 -6.1124310662282757e-05 -0.0005785025094249773 0.0013951818802131095 0.0014319593660647217 0.00062180372717590855 6.8874801524041926e-05 -0.00044618318867656098 0.00026613680730217773 -0.0003460170205129634 -0.0015509417887935328 -0.00030417642085394514
|
||
|
|
leaf_weight=4.993218094110488 11.135991156101225 7.736769586801528 6.1850895285606375 14.20777018368244 5.2385114133357993 9.906522750854494 12.176524296402933 5.2253200858831397 7.6892333477735511 16.706587761640549 5.2050066441297549 6.6859975755214673 5.4854178130626678 25.085545018315315 6.7466107457876205 6.4634527564048767 4.9981180727481842 7.4487941563129416 6.7352469265460959 7.21704834699631 5.2344899624586132 6.6983619183301935 5.8996429294347745 7.2125860452651898 4.9781068712472791 16.199039295315764 4.9746041148900959 7.2140265554189673 7.4851125776767713 7.7242975234985352
|
||
|
|
leaf_count=20 45 31 25 57 21 40 49 21 31 67 21 27 22 101 27 26 20 30 27 29 21 27 24 29 20 65 20 29 30 31
|
||
|
|
internal_value=1.91963e-09 -7.46177e-05 -3.80615e-05 -1.23515e-05 0.00036421 0.00017357 -0.000108326 0.000143946 -3.96527e-05 1.40108e-06 -4.58636e-05 7.69079e-06 0.000546297 -3.79864e-05 -0.000129676 0.000345982 -0.000261278 -0.00025075 -0.000332593 -0.000254275 -8.71628e-05 0.000451942 0.000847147 -0.000346578 -0.000804672 -0.000117161 0.000914023 0.000277737 -0.000642084 -0.000917756
|
||
|
|
internal_weight=256.893 213.21 205.473 200.48 43.6829 32.5469 22.6404 17.4018 194.295 180.087 172.398 155.692 12.1714 143.52 111.221 22.5662 10.2031 88.6543 81.2055 74.4703 52.0438 16.9075 12.3631 35.1363 11.7247 23.4116 11.673 32.2996 22.4265 15.2094
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 47 130 90 61
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=87
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 1 1 6 1 3 14 11 14 2 2 12 9
|
||
|
|
split_gain=6.9679 7.55159 5.44209 4.68511 4.63143 5.89948 4.77664 4.2424 4.14232 9.00274 4.59851 3.8229 10.1829 4.14645 6.39255 6.85474 9.35164 6.46091 5.49591 7.10994 4.91877 7.21005 5.83613 5.26799 6.77141 4.32428 4.2355 6.89439 3.85307 3.6082
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 43.023247883086363 0.98874515264668861 -39.863013698630134 0.91056861657371091 0.4382530120906088 0.20402135781719696 -0.13723228598343212 1.0553357060143072
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 20 -20 22 -22 -16 25 26 -23 27 -25 -17 -15
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 29 17 28 -18 -19 19 -21 21 23 -24 24 -26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0010692223110115849 0.00092055419738475911 -0.0010443931222696226 0.00084450397594014437 -0.00055944498843406038 -0.00094536418801624653 0.00081705848179901091 0.00053588173785633928 -0.00047799448413154391 0.0010601443138426945 -0.00054438638213028087 0.00067717327645153971 0.0013743659972447987 -0.00046398816535462889 0.00058703224886005509 -0.00027188708536467936 0.00031304140523248587 -0.0012379671340276444 0.00064087278725068252 -0.0018580492441806879 -0.00037653498681013148 -0.0010841115119715845 -7.532704615108971e-06 -0.0015254744040648117 0.00044399495334720144 -0.00096680532881284289 0.00098318413042649991 0.00089876207445291779 -0.0010230024565974739 0.0014307932032557608 -8.340327171294182e-05
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||
|
|
leaf_weight=4.9934007674455634 11.1349681019783 7.7370745837688437 6.1845565885305396 14.208175361156462 5.2387261241674414 9.9057525545358676 10.672220304608347 6.7294124960899344 7.6885259747505179 16.707022249698639 5.2046794742345828 6.6851072162389737 5.4855443239212036 17.385175049304962 11.469255536794664 6.4633007198572159 4.9982361495494843 7.4484043717384329 4.9938157796859732 9.2200865596532804 5.9889443367719499 8.4633645713329475 5.4921545535325995 7.7089095711708016 7.9815872013568976 9.189256548881529 5.2170249223709098 5.4815718084573746 5.8985474705696088 14.913650929927824
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||
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|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 70 46 26 20 30 20 37 24 34 22 31 32 37 21 22 24 60
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||
|
|
internal_value=1.94101e-09 -7.45441e-05 -3.8024e-05 -1.23393e-05 0.000363861 0.0001734 -0.000108217 0.000143804 -3.96136e-05 1.39973e-06 -4.58183e-05 7.68327e-06 0.000545785 -3.7949e-05 -0.000129548 0.000345658 -0.000261022 -0.000250499 -0.000332258 -0.00089704 -0.000212427 -5.4655e-05 -0.000677802 8.5334e-05 -0.000197533 0.000508195 0.000136027 -0.000165646 0.000846385 0.000277466
|
||
|
|
internal_weight=256.888 213.207 205.47 200.477 43.6811 32.5461 22.6404 17.4016 194.292 180.084 172.396 155.689 12.1707 143.518 111.219 22.5648 10.2029 88.6544 81.206 14.2139 66.9921 50.0307 16.9614 44.0417 26.3891 17.6526 18.4075 13.1905 12.3618 32.2988
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 57 269 201 68 177 106 71 74 53 50 130
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=88
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||
|
|
num_leaves=31
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||
|
|
num_cat=0
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||
|
|
split_feature=3 4 12 1 2 11 2 10 6 8 0 8 1 6 12 11 6 6 9 14 3 12 14 8 5 7 2 3 12 5
|
||
|
|
split_gain=6.95424 7.53615 5.431 4.68145 4.62282 5.88818 4.76691 4.23903 4.15882 5.69576 5.00477 4.78839 4.67229 5.01199 5.57832 5.18942 6.07923 7.0261 5.51668 5.90249 12.5366 5.93104 5.40983 9.38583 5.11907 4.9875 4.94698 4.86684 4.36586 4.61109
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 3.2942051192745438 0.81353797674696826 -4.7437499999999995 0.8698834854418015 87.505788118360201 26.389114394371848 -150041.99999999997 -8.4498657404061959 -278050.99999999994 2.7403761203797674 32.264932524706339 -0.273144928539297 -87.066905615292697 68.286957004615218 61.800563631189561 1.1687990507231485 0.98756682831275555 48.167331931066833 0.51300644551801933 0.93262052616180779 -99731.999999999985 -0.034249189289581462 1.0000000180025095e-35 0.79370741792197186 56.882370941185393 -0.20196138214995474 -0.33533873029023165
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 8 -2 6 -6 -8 9 11 -10 28 13 14 -12 -15 17 18 19 21 -21 22 23 -17 -25 -19 -18 -22 29 -4
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||
|
|
right_child=4 -3 3 -5 5 -7 7 -9 10 -11 12 -13 -14 15 -16 16 26 25 -20 20 27 -23 -24 24 -26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0010681146958753658 0.00091971850061991979 -0.0010433081829636949 0.0005867384687959509 0.00063196255026856012 -0.00094438057942752027 0.00081630514445751954 0.00046699858768700587 -0.00060974497876912386 -0.0010993820524512828 0.0011678142015773291 0.00010249459345403845 -0.00060787047662508417 -0.00091353525826007168 -0.00056105884100347868 -0.0012449432529790469 0.00065223621044282229 -0.00095713499969647241 0.0012239845506293702 0.0010041973647156508 0.00037140199589143132 -0.0010498082282731265 0.001045560940090022 0.00072104928277079525 -0.0013601611096047022 -0.00022277774665597011 7.543827899291989e-05 0.00023716250505911494 7.4903184589542976e-05 0.0009766385400059841 -0.00074390639970076859
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||
|
|
leaf_weight=4.9935802519321433 11.133941367268561 7.7373749613761893 5.4676702171564164 10.677004858851431 5.2389382272958747 9.9049799442291278 12.175876528024675 5.2254524230957022 4.9867230951786032 5.9457222223281851 5.488460436463356 7.2117771357297888 6.4664123803377143 14.204450473189352 6.9797302633523923 9.9391327202319975 9.4642017483711225 9.6765852123498899 5.7228160947561255 15.924539685249327 16.943657338619236 7.4481806159019461 9.6862745285034162 5.4873256087303046 14.19007399678233 6.2053714394569388 5.4744839072227469 4.9776424169540396 6.9326528161764172 4.9727206528186789
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||
|
|
leaf_count=20 45 31 22 43 21 40 49 21 20 24 22 29 26 57 28 40 38 39 23 64 68 30 39 22 57 25 22 20 28 20
|
||
|
|
internal_value=1.96367e-09 -7.44705e-05 -3.79865e-05 -1.23271e-05 0.000363513 0.000173231 -0.000108109 0.000143663 -4.85716e-05 0.000289521 -0.000113382 7.71095e-05 -8.15121e-05 -4.51134e-05 -0.000651805 1.07761e-05 7.78273e-05 0.000161845 5.3987e-05 -1.0293e-05 -0.000303873 0.000227366 7.2312e-05 -0.000139862 -0.000539953 0.000775226 -0.000519468 -0.000794421 0.000361454 -4.70429e-05
|
||
|
|
internal_weight=256.884 213.205 205.467 200.474 43.6792 32.5452 22.6403 17.4013 189.797 30.5305 159.266 24.5848 154.279 147.813 12.4682 135.345 121.14 106.202 90.3196 84.5968 37.8458 46.751 39.3028 29.6165 19.6774 15.882 14.9387 21.9213 17.373 10.4404
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||
|
|
internal_count=1033 857 826 806 176 131 91 70 763 123 640 99 620 594 50 544 487 427 363 340 152 188 158 119 79 64 60 88 70 42
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
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||
|
|
|
||
|
|
|
||
|
|
Tree=89
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||
|
|
num_leaves=31
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||
|
|
num_cat=0
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||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 9 9 6 6 2 1 11 3 0 4 7 3 12 6 10 0 3 0 7
|
||
|
|
split_gain=6.94177 5.32509 5.0345 6.12147 6.34325 4.73516 8.01368 5.63144 8.21938 4.91878 4.43142 4.07985 9.35582 4.78281 5.0362 6.45088 6.18051 7.06736 8.00984 6.87396 5.79732 5.4735 6.35062 4.55984 6.62349 4.41517 4.36392 4.26769 4.08954 3.94275
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 40.080336968386753 0.85972803866516356 0.87857711120658533 25.307211947305706 37.456821566776306 0.35540356598241429 -3.8819898007546372 -91.341829085457263 48.167331931066833 0.30985197243885093 -0.2684305413618962 -0.029269748685320538 36.10098943754668 -0.50100303463021534 18.580365155410313 66.746954595791223 -0.66213324270175422 55.031302339153434 -3.4046779263322287 -0.10918762259083147
|
||
|
|
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 -1 3 4 10 6 7 8 11 -8 -2 -3 -13 23 15 21 -16 -18 20 26 -19 28 -23 -14 -25 29 27 -20 -15 -21
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 -9 -10 -11 -12 12 13 14 16 -17 17 18 19 25 -22 22 -24 24 -26 -27 -28 -29 -30 -31
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||
|
|
leaf_value=0.00089874574611803221 0.00083023528787103844 -0.00073189571266823604 0.0012535908034603653 -0.00078095318333052852 0.0011225014049544802 -0.00080354665658410309 6.4722940735722362e-05 -0.00076055131262491981 0.00058121343831418857 0.0014407495302992592 -9.464813758769683e-05 0.0010121501086994868 -0.00037199952271584503 -0.00027153674069089025 -0.0010451132403882591 -0.0015636784449699177 -0.00090763604625282023 0.00014129477998504352 1.2828439438898925e-05 -0.00078603027576640088 0.0011218840625240398 -0.00061550516996167291 0.00092450894452704348 -0.00016638467197426405 0.0010770083126009724 0.0007030995668430998 -0.001379597348549659 -0.0011075659572859673 -0.0015066420078458549 0.00036300590653895481
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||
|
|
leaf_weight=5.4433045685291281 6.9448348581790951 10.97265340387821 5.4349337369203559 5.2328462451696387 8.6582263708114606 9.2243110835552198 4.9747835695743561 12.717586308717726 17.37475623190403 5.4368769377469999 20.391147062182426 7.1949643790721884 8.456197991967203 5.4881335794925716 6.737969070672988 5.7380400300025931 8.4813915938138802 16.67319576442242 10.699845075607302 5.9757592231035117 9.4441716223955279 5.4907669723033887 5.2266624867916107 7.7203470915555981 9.6257571429014188 9.4451594650745374 5.4827971011400214 4.9831253290176383 5.2408266514539745 5.9694089442491665
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||
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|
leaf_count=22 28 44 22 21 35 37 20 51 70 22 82 29 34 22 27 23 34 67 43 24 38 22 21 31 39 38 22 20 21 24
|
||
|
|
internal_value=1.98724e-09 -7.74469e-05 0.00034892 0.000229658 0.000376581 -0.000103396 -7.03692e-05 -0.000118375 -7.10093e-05 0.000783272 0.000140323 -0.000144098 -9.93317e-05 -0.000157756 -0.000247848 -0.000621909 -0.000126639 -4.64281e-05 5.99338e-05 -0.000207614 0.000495881 -0.000369935 0.000135527 0.000230087 0.000523603 0.000192175 -0.000611645 -0.000343167 -0.000874855 -0.000211818
|
||
|
|
internal_weight=256.881 210.219 46.662 41.2271 35.9942 204.775 195.551 185.14 172.422 10.4117 27.336 155.047 144.075 136.88 111.077 27.1844 83.8928 77.1549 68.6735 42.5561 26.1174 21.4464 10.7174 25.8023 17.3461 21.3903 21.1658 15.683 10.729 11.9452
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 110 623 579 550 446 109 337 310 276 171 105 86 43 104 70 86 85 63 43 48
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=90
|
||
|
|
num_leaves=31
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||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 9 14 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 12 11 14
|
||
|
|
split_gain=6.93164 7.51802 5.41449 4.6681 4.60974 5.87193 4.7554 4.2313 4.12668 5.50977 4.66702 4.58513 3.81505 10.1564 4.12827 6.36139 6.82885 9.33127 6.4408 5.48869 4.81067 7.24245 8.03047 3.83787 3.67652 6.58308 5.67416 3.62638 3.60334 3.57324
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85053445933006644 0.87974157264870612 0.82576828451958695 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 -0.43196694949145781 -30.892857142857142 0.97548464437668925
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 10 -10 -5 -11 14 -14 15 16 17 -13 19 20 21 24 -23 -18 25 -17 -26 -24 -16 -22
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 11 -12 12 13 -15 28 18 23 -19 -20 -21 29 22 27 -25 26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0010664406414713683 0.00091840774179832501 -0.0010420005957912652 0.0008430728843137463 -3.6170018236739465e-05 -0.00094325600706375492 0.00081516876793343539 0.00053505928018892897 -0.00047750318950123041 0.00070284803635107737 -0.00054353813216786236 -0.0013167836030467193 0.00067653796232193173 0.0013729115639848166 -0.00046309747641119385 0.00045599977549685283 -0.0014459769121037912 0.00031244079515279011 -0.001236532682014149 0.00064010908518903457 -0.0011959839670821338 -6.1041351460791582e-05 -0.00057783396847769901 0.0013932685196066774 0.0014281237953092218 0.00062147434328200678 6.9948216142037159e-05 -0.00044482720986830683 0.00026610361668890427 -0.00034596824444706355 -0.00091546520971501929
|
||
|
|
leaf_weight=4.9938377737998954 11.132183402776716 7.7376626878976813 6.1835484206676474 6.2271842956542951 5.2391127943992606 9.9036398679018038 10.671236008405687 6.7295103669166556 10.427876874804495 16.707446053624153 5.2408223003149033 5.2043502926826495 6.6839534938335401 5.4857336580753326 25.082982093095779 6.7469905912876129 6.4629910737276077 4.9983637481927872 7.4478547871112815 6.7357831746339789 7.216886609792712 5.234549984335902 6.6969584077596673 5.8960120230913144 7.2122508734464565 4.9784270375966901 16.199854165315649 4.9744288623332951 7.2139472067356101 15.21054922044277
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||
|
|
leaf_count=20 45 31 25 25 21 40 43 27 42 67 21 21 27 22 101 27 26 20 30 27 29 21 27 24 29 20 65 20 29 61
|
||
|
|
internal_value=2.0034e-09 -7.43479e-05 -3.79065e-05 -1.22851e-05 0.000362938 0.000172928 -0.000108015 0.000143464 -3.95085e-05 -3.0068e-06 -0.000621404 -4.57039e-05 7.72226e-06 0.000545293 -3.78629e-05 -0.00012926 0.000344825 -0.000260685 -0.000249911 -0.000331538 -0.000253351 -8.65045e-05 0.000451301 0.000844691 -0.000345262 -0.000802339 -0.000116346 0.000912863 0.00027687 -0.000640522
|
||
|
|
internal_weight=256.877 213.201 205.464 200.47 43.6757 32.5435 22.6399 17.4007 194.286 182.818 11.468 172.39 155.683 12.1697 143.513 111.216 22.5617 10.2027 88.6545 81.2067 74.4709 52.0435 16.9059 12.359 35.1375 11.7254 23.4121 11.6714 32.2969 22.4274
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 735 46 693 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 47 130 90
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=91
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||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 1 2 11 2 10 6 8 0 8 1 6 12 11 6 6 9 14 3 12 14 8 5 7 2 3 5 5
|
||
|
|
split_gain=6.91805 7.50267 5.40347 4.66135 4.60117 5.86068 4.74572 4.22896 4.13814 5.67629 4.98693 4.77342 4.67013 4.99168 5.56984 5.16502 6.06064 6.9971 5.50476 5.88492 12.4903 5.91655 5.39267 9.35761 5.10326 4.97879 4.9361 4.85159 4.36129 4.05357
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 3.2942051192745438 0.81353797674696826 -4.7437499999999995 0.8698834854418015 87.505788118360201 26.389114394371848 -150041.99999999997 -8.4498657404061959 -278050.99999999994 2.7403761203797674 32.264932524706339 -0.273144928539297 -87.066905615292697 68.286957004615218 61.800563631189561 1.1687990507231485 0.98756682831275555 48.167331931066833 0.51300644551801933 0.93262052616180779 -99731.999999999985 -0.034249189289581462 1.0000000180025095e-35 0.79370741792197186 56.882370941185393 -0.31631782012621945 0.0078017896194930913
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 8 -2 6 -6 -8 9 11 -10 28 13 14 -12 -15 17 18 19 21 29 22 23 -17 -25 -19 -18 -22 -4 -21
|
||
|
|
right_child=4 -3 3 -5 5 -7 7 -9 10 -11 12 -13 -14 15 -16 16 26 25 -20 20 27 -23 -24 24 -26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0010653374721521294 0.00091757477082779905 -0.0010409194986413324 0.00084767866965895181 0.00063067178278710268 -0.00094227556193534506 0.00081441768948868946 0.00046629909751836902 -0.00060917126376348744 -0.0010972854761110158 0.0011657486630712408 0.00010340474895553469 -0.00060711074848207385 -0.00091309399281927625 -0.00055957260675006094 -0.0012429845526852744 0.00065142100886585413 -0.00095574216736079654 0.0012222716082006687 0.0010032853745379888 0.00076196843620882993 -0.0010478642867291035 0.0010444136383313276 0.0007200519822301622 -0.0013579021887907107 -0.00022230738474500589 7.4660546947682789e-05 0.00023723997496773546 7.5076539331514328e-05 -0.00015485585003906726 -0.00027996416877167053
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||
|
|
leaf_weight=4.9940097332000724 11.131147310137747 7.7379531860351554 8.933461889624601 10.675733581185339 5.2393194139003745 9.9028610736131686 12.174889460206034 5.2255502939224234 4.9871192276477805 5.9442333430051795 5.4885246455669403 7.211705043911933 6.4665226787328711 14.205174282193182 6.9801860153675062 9.9383749365806455 9.4646393954753858 9.6748598963022214 5.7223097681999198 9.9450924694538099 16.945061653852466 7.4472747743129721 9.6852360367774946 5.4877292364835624 14.190095186233547 6.204868718981742 5.4743687510490409 4.9776134192943564 8.4377370029687899 5.9784752875566474
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||
|
|
leaf_count=20 45 31 36 43 21 40 49 21 20 24 22 29 26 57 28 40 38 39 23 40 68 30 39 22 57 25 22 20 34 24
|
||
|
|
internal_value=2.02281e-09 -7.42745e-05 -3.78692e-05 -1.2273e-05 0.000362591 0.00017276 -0.000107907 0.000143323 -4.84386e-05 0.000288833 -0.000113086 7.67919e-05 -8.12707e-05 -4.48794e-05 -0.000650326 1.08992e-05 7.77963e-05 0.00016169 5.40582e-05 -1.0151e-05 -0.000303289 0.000227164 7.23021e-05 -0.000139528 -0.000539001 0.000773852 -0.000518576 -0.000792897 0.000360716 0.000370777
|
||
|
|
internal_weight=256.872 213.198 205.46 200.466 43.6738 32.5426 22.6398 17.4004 189.791 30.5271 159.264 24.5829 154.276 147.81 12.4687 135.341 121.136 106.197 90.3173 84.595 37.8462 46.7487 39.3014 29.6162 19.6778 15.8797 14.939 21.9227 17.3712 15.9236
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 763 123 640 99 620 594 50 544 487 427 363 340 152 188 158 119 79 64 60 88 70 64
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=92
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 7 14 1 3 11 8 6 6 6 11 10 10 0 7 7 7 7 14 6 14
|
||
|
|
split_gain=6.90476 5.30851 5.01937 6.1065 6.32668 4.72486 7.9896 5.6121 8.18411 4.90441 4.42344 6.26483 5.30945 4.07711 4.33579 6.35161 5.56505 8.04535 10.2284 8.03996 5.40975 6.47284 5.36912 4.68518 4.41081 5.78565 4.6895 5.00082 3.90629 3.68997
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 -0.11274801404412607 1.1265284787364513 2.7115066536835508 27.871521479873557 -86.715686274509792 -35284.999999999993 19.741846357590322 26.389114394371848 32.769862318776326 -79.516317016317004 16.791670861437911 9.8212402930782332 -4.5277149007411408 0.85843348513871776 0.088716321324360595 -0.17591074962686973 -0.46812800068790056 0.8480659170014585 70.635258498683001 0.89002955446527399
|
||
|
|
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 -1 3 4 10 6 7 8 13 -8 12 -12 -2 -3 20 16 -16 -18 -19 -20 21 -15 -21 24 25 26 27 -17 -9 -10
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 28 29 -11 11 -13 -14 14 15 23 17 18 19 22 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=0.0008975073724388626 0.0012923722565635295 0.00043786690325504305 0.0012514589206283251 -0.00078042467323693272 0.0011207305755738101 -0.00080252657950060724 6.4799542540690407e-05 -0.0013020199121612259 -0.00014776601496493483 0.0014389058883920334 -0.0010095844905491753 0.0004099132365874511 5.3338302610493775e-05 -0.00091690244049504759 -0.00088141201797730274 -0.0008775921766761628 0.0012301193393183943 -0.0009193845829341869 0.0013611462831942119 -0.00064534590966870079 -0.0010411185939991877 0.00035940972932680239 0.00032237549798083361 0.00026402991457804057 -0.0010757904192850204 0.00048477907441690185 -0.0010833590983441576 0.00016082951017004006 -0.00019337203136433483 0.00087189103779710753
|
||
|
|
leaf_weight=5.4424858242273322 5.4582646340131751 11.183952793478964 5.4333850890398017 5.2329474240541449 8.6563523262739164 9.2245246767997724 4.9746617674827576 6.4903775006532651 4.9720845520496395 5.4355034977197629 6.2244471460580844 6.212112620472908 9.4395345300436002 6.7226622849702897 4.984840139746658 7.4852975159883526 6.9112052768468848 8.4791909754276258 5.9659721553325502 7.4744771718978731 12.214809253811834 9.7170162647962552 24.611288353800802 10.457223042845724 9.7212443649768812 7.2092123329639533 9.7154392749071103 12.190182432532309 6.2277161926031113 12.400617077946661
|
||
|
|
leaf_count=22 22 45 22 21 35 37 20 26 20 22 25 25 38 27 20 30 28 34 24 30 49 39 99 42 39 29 39 49 25 50
|
||
|
|
internal_value=2.04117e-09 -7.7239e-05 0.00034801 0.000228933 0.00037569 -0.000103146 -7.01543e-05 -0.000118086 -7.07993e-05 0.000782267 0.000139748 -0.00030054 0.000507296 -0.000143729 -0.000188943 -0.000102362 0.000129106 0.000223363 7.383e-05 0.000295151 -0.000537043 -0.000162511 9.69418e-05 -0.00034055 -0.000477036 -0.000318002 -0.000514914 -0.000234225 -0.000759144 0.000580064
|
||
|
|
internal_weight=256.869 210.212 46.657 41.2237 35.9907 204.769 195.545 185.135 172.417 10.4102 27.3344 12.4366 14.8978 155.044 143.86 115.206 58.427 53.4421 46.5309 38.0517 28.6545 16.4397 32.0858 56.7786 46.3214 36.6001 29.3909 19.6755 12.7181 17.3727
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 110 50 60 623 578 463 235 215 187 153 115 66 129 228 186 147 118 79 51 70
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=93
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 12 9 14 14
|
||
|
|
split_gain=6.89508 7.48275 5.39001 4.6508 4.58756 5.84644 4.7342 4.22032 4.11727 8.95722 4.56774 3.80446 10.1306 4.11156 6.33496 6.80643 9.2983 6.42213 5.47511 4.79832 7.21771 8.00887 3.82735 3.66214 6.57448 5.65913 3.61752 3.59245 6.48134 3.55882
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 -0.43196694949145781 1.0553357060143072 1.1164007559413334 0.97548464437668925
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 19 20 23 -22 -17 24 -16 -25 -23 -15 -29 -21
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 27 17 22 -18 -19 -20 29 21 26 -24 25 -26 -27 -28 28 -30 -31
|
||
|
|
leaf_value=-0.0010639582336568817 0.00091622081455432615 -0.0010394904928064197 0.00084161835570716232 -0.00055763883198940549 -0.00094119765987448563 0.0008133863634369609 0.00053419499208156283 -0.00047706802840791727 0.0010577078030388472 -0.00054247921465565177 0.00067528279478086886 0.0013712758432525558 -0.0004624728695337612 0.00058524004172365123 -0.0014438604716968341 0.00031174710631890948 -0.0012344467111396207 0.00063936541892414833 -0.0011942547842423573 -6.1148976125713928e-05 -0.00057697410639884683 0.0013916071989188014 0.0014260156422172354 0.000620864186029429 7.1031379595090093e-05 -0.00044404256503156951 0.00026576554847243994 -0.00081214926619565012 0.00051291352224993746 -0.0009138489711861779
|
||
|
|
leaf_weight=4.9942019879817954 11.129331067204474 7.7382605820894232 6.1825173497200003 14.208936139941214 5.2394715845584861 9.9016050994396227 10.670189529657366 6.7295954823493949 7.6864445358514777 16.707996994256973 5.2036942839622515 6.6826619356870633 5.4858453869819641 17.382104858756065 6.7472436875104904 6.4626375287771225 4.9985389560461044 7.447299286723136 6.7361633330583564 7.2166393995285061 5.234721481800082 6.695774346590043 5.8939818590879423 7.2118054628372112 4.9787725061178083 16.200296580791495 4.9742492586374256 6.715356931090354 8.1976011991500837 15.211484104394911
|
||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 70 27 26 20 30 27 29 21 27 24 29 20 65 20 27 33 61
|
||
|
|
internal_value=2.06277e-09 -7.41496e-05 -3.77913e-05 -1.2226e-05 0.000362006 0.000172458 -0.000107861 0.000143076 -3.93976e-05 1.49536e-06 -4.55999e-05 7.72754e-06 0.000544579 -3.77937e-05 -0.000129006 0.000344129 -0.000260381 -0.000249399 -0.000330906 -0.000252813 -8.61775e-05 0.000450736 0.000843242 -0.000344483 -0.00080065 -0.000116011 0.000911727 0.000276311 -8.37669e-05 -0.000639478
|
||
|
|
internal_weight=256.865 213.195 205.457 200.463 43.6702 32.5409 22.6393 17.3998 194.28 180.071 172.385 155.677 12.1685 143.508 111.213 22.5589 10.2022 88.6544 81.2072 74.471 52.0429 16.9047 12.3566 35.1381 11.726 23.4121 11.67 32.2951 14.913 22.4281
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 47 130 60 90
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=94
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 1 2 11 2 10 6 8 0 8 1 6 12 11 6 6 9 14 3 12 14 8 5 7 2 3 5 5
|
||
|
|
split_gain=6.88157 7.46748 5.37904 4.64644 4.57904 5.83524 4.72457 4.21761 4.11972 5.66057 4.97049 4.75827 4.66296 4.96939 5.56028 5.13858 6.04274 6.96975 5.49248 5.86721 12.4455 5.89931 5.37582 9.32521 5.09044 4.972 4.92358 4.83955 4.35425 4.04039
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 3.2942051192745438 0.81353797674696826 -4.7437499999999995 0.8698834854418015 87.505788118360201 26.389114394371848 -150041.99999999997 -8.4498657404061959 -278050.99999999994 2.7403761203797674 32.264932524706339 -0.273144928539297 -87.066905615292697 68.286957004615218 61.800563631189561 1.1687990507231485 0.98756682831275555 48.167331931066833 0.51300644551801933 0.93262052616180779 -99731.999999999985 -0.034249189289581462 1.0000000180025095e-35 0.79370741792197186 56.882370941185393 -0.31631782012621945 0.0078017896194930913
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 8 -2 6 -6 -8 9 11 -10 28 13 14 -12 -15 17 18 19 21 29 22 23 -17 -25 -19 -18 -22 -4 -21
|
||
|
|
right_child=4 -3 3 -5 5 -7 7 -9 10 -11 12 -13 -14 15 -16 16 26 25 -20 20 27 -23 -24 24 -26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.0010628591224628701 0.00091539064276114528 -0.0010384134097571769 0.00084657991277009939 0.00062973120924137197 -0.00094022034482916703 0.00081263745426802397 0.00046550436674952592 -0.00060852711751423802 -0.0010953613012820019 0.001164025716628253 0.00010431817852572719 -0.00060633931815885572 -0.0009122234075914855 -0.00055802680362760846 -0.0012408848039780524 0.00065038657153521507 -0.00095438396394144495 0.0012206465588858507 0.0010022609762131917 0.0007607097947926896 -0.0010461094856379688 0.0010430031163592682 0.00071902868581394744 -0.0013558481931432722 -0.00022170553585531747 7.3744807193415113e-05 0.00023708892690882068 7.5428610178318622e-05 -0.00015519658184507339 -0.00027954600450901668
|
||
|
|
leaf_weight=4.9943671822547904 11.128285631537436 7.7385404855012885 8.93228523433209 10.674778342247008 5.2396728396415702 9.90082034468651 12.173805549740793 5.2256703227758399 4.9874859154224387 5.9429543018341056 5.4886237382888794 7.2115664035081855 6.4668073654174796 14.205995127558706 6.9807422757148725 9.9374415129423017 9.4650150239467603 9.6731427013874036 5.7218095213174811 9.9439625293016416 16.946341514587406 7.446231096982955 9.6841792166233045 5.4880512058734778 14.190209671854999 6.2042741626501074 5.4741681218147269 4.9775971323251715 8.4371101856231707 5.9785325974225989
|
||
|
|
leaf_count=20 45 31 36 43 21 40 49 21 20 24 22 29 26 57 28 40 38 39 23 40 68 30 39 22 57 25 22 20 34 24
|
||
|
|
internal_value=2.08289e-09 -7.40764e-05 -3.77541e-05 -1.2214e-05 0.00036166 0.000172291 -0.000107754 0.000142935 -4.83214e-05 0.000288219 -0.000112823 7.64749e-05 -8.10584e-05 -4.46933e-05 -0.000648769 1.09636e-05 7.76936e-05 0.000161467 5.40498e-05 -1.00868e-05 -0.000302778 0.000226881 7.22488e-05 -0.000139245 -0.000538005 0.000772482 -0.000517792 -0.000791476 0.000359971 0.000370118
|
||
|
|
internal_weight=256.86 213.192 205.454 200.459 43.6683 32.54 22.6391 17.3995 189.785 30.5239 159.261 24.581 154.273 147.806 12.4694 135.337 121.131 106.192 90.3144 84.5925 37.8464 46.7461 39.2999 29.6157 19.6783 15.8774 14.9392 21.9239 17.3694 15.9225
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 763 123 640 99 620 594 50 544 487 427 363 340 152 188 158 119 79 64 60 88 70 64
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=95
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 3 11 8 6 6 6 11 10 10 0 7 7 7 7 14 6 7 14 14
|
||
|
|
split_gain=6.86954 5.29209 5.0038 6.09339 6.30793 4.71482 7.96519 5.59339 8.14926 4.89019 4.4207 4.06678 4.31605 6.32876 5.54711 8.01477 10.1918 8.01967 5.39186 6.45812 5.35346 4.6733 4.39889 5.76795 4.6784 4.97967 3.89564 3.84769 5.60939 3.67898
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 40.080336968386753 27.871521479873557 -86.715686274509792 -35284.999999999993 19.741846357590322 26.389114394371848 32.769862318776326 -79.516317016317004 16.791670861437911 9.8212402930782332 -4.5277149007411408 0.85843348513871776 0.088716321324360595 -0.17591074962686973 -0.46812800068790056 0.8480659170014585 70.635258498683001 -0.20477772599970562 1.1265284787364513 0.89002955446527399
|
||
|
|
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 -1 3 4 10 6 7 8 11 -8 -2 -3 18 14 -14 -16 -17 -18 19 -13 -19 22 23 24 25 -15 -9 -12 -29 -10
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 26 29 -11 27 12 13 21 15 16 17 20 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
|
||
|
|
leaf_value=0.00089627207777583952 0.00082843978820261606 0.00043751093142895296 0.0012493301863901337 -0.00078000451059716117 0.0011189040328033145 -0.00080153510086528957 6.4837958169756133e-05 -0.0012998967526501085 -0.00014781184214101035 0.0014370458400110916 0.00037243249287702745 -0.00091541828708132126 -0.00087995609900695551 -0.00087559173764099776 0.0012280411879225467 -0.00091758636899030659 0.001359484533177243 -0.00064439196843644119 -0.0010390317956051999 0.00035944240237365899 0.00032190976234479796 0.00026393311479831934 -0.0010741231560951565 0.00048420980609182869 -0.0010817309509570333 0.00016062181400774308 -0.00019277737419088603 -0.0012138106648116509 0.00021771819027330112 0.00087035586176842806
|
||
|
|
leaf_weight=5.4416602551937094 6.9434837549924877 11.183270454406737 5.431816726922988 5.2330178320407859 8.6544031500816327 9.2247134149074537 4.9745250642299652 6.4907227456569654 4.9719997495412853 5.4341020733118039 9.440344765782358 6.7227808237075868 4.9848721474409023 7.4857266545295742 6.9091982394456855 8.479778125882147 5.9650594443082658 7.4747351109981386 12.21583831310272 9.7167721688747388 24.609988421201734 10.456907182931898 9.7218325734138471 7.2086997330188849 9.7159556448459607 12.189653620123861 6.2277669012546539 5.4800673425197584 5.4689638018608093 12.398575052618979
|
||
|
|
leaf_count=22 28 45 22 21 35 37 20 26 20 22 38 27 20 30 28 34 24 30 49 39 99 42 39 29 39 49 25 22 22 50
|
||
|
|
internal_value=2.10519e-09 -7.70406e-05 0.000347142 0.000228255 0.000374869 -0.000102907 -6.99484e-05 -0.000117805 -7.05948e-05 0.000781236 0.000139286 -0.000143366 -0.000188522 -0.000102135 0.000128926 0.000223036 7.38028e-05 0.000294744 -0.000535822 -0.000161898 9.67917e-05 -0.00033989 -0.0004762 -0.000317378 -0.00051398 -0.000233618 -0.000757782 -9.54017e-05 -0.000498772 0.000578925
|
||
|
|
internal_weight=256.857 210.205 46.6521 41.2203 35.9873 204.763 195.539 185.13 172.412 10.4086 27.3329 155.041 143.858 115.202 58.4236 53.4388 46.5296 38.0498 28.6554 16.4396 32.0847 56.7788 46.3219 36.6 29.3913 19.6754 12.7185 20.3894 10.949 17.3706
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 110 623 578 463 235 215 187 153 115 66 129 228 186 147 118 79 51 82 44 70
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=96
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 1 1 6 1 10 6 7 7 5 12 9 14
|
||
|
|
split_gain=6.85982 7.44758 5.36538 4.63311 4.56512 5.82066 4.71319 4.20932 4.10589 8.93912 4.5502 3.7943 10.1052 4.0942 6.30864 6.78409 9.26545 6.40352 5.46412 7.07485 4.87218 7.1609 5.81172 5.24351 6.34555 6.84401 3.94242 3.8169 3.58154 6.46052
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 0.96301698520889156 1.4974755879273729 37.456821566776306 -3.7774884772836992 25.57850510508268 43.568557492638739 -0.098756235097180567 -0.35188603904722421 0.037463209809313426 -0.13723228598343212 1.0553357060143072 1.1164007559413334
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 20 -20 22 -22 -16 -23 25 -25 -26 -17 -15 -30
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 28 17 27 -18 -19 19 -21 21 23 -24 24 26 -27 -28 -29 29 -31
|
||
|
|
leaf_value=-0.0010614653988099902 0.00091404640113529789 -0.0010369896549193226 0.00084012060336259337 -0.00055680965103042457 -0.00093910607955581559 0.0008116231137759879 0.00053337801233485399 -0.00047658015754321892 0.0010567531019006228 -0.00054141560885743447 0.00067403022140470918 0.0013696737349138067 -0.00046184033174528628 0.00058420097276546789 -8.8462050988186053e-05 0.00031105485552398256 -0.0012323670509445828 0.00063862322986196285 -0.0018519786478582267 -0.00037418415987368759 -0.0010796090856337376 0.00073511692528908901 -0.0012591097613665597 -0.00017011078895205035 -0.00012944958261508729 0.0011181515700391231 -0.001109798096326352 0.0014239157009623309 -0.00081096810139493869 0.00051196507193074117
|
||
|
|
leaf_weight=4.994553178548812 11.126459509134291 7.7388321459293357 6.1814471036195746 14.209262788295744 5.2398269027471533 9.8995643407106417 10.669176355004312 6.7296956628561011 7.6855597347021094 16.70853129029274 5.2030335813760775 6.6813826858997327 5.4859547019004822 17.38034000992775 8.4797456264495867 6.4622794538736343 4.9987020492553711 7.4467375874519339 4.9943095892667762 9.2205121517181379 5.9898240417241899 9.6973968446254855 8.4836258590221387 10.702030733227717 9.9529841989278953 6.709060236811637 6.9780026823282233 5.8919333666563016 6.71582007408142 8.1968852132558805
|
||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 70 34 26 20 30 20 37 24 39 34 43 40 27 28 24 27 33
|
||
|
|
internal_value=2.12379e-09 -7.39578e-05 -3.76826e-05 -1.2174e-05 0.000361104 0.000172026 -0.00010766 0.000142737 -3.92925e-05 1.54581e-06 -4.55008e-05 7.727e-06 0.000543889 -3.7733e-05 -0.000128753 0.000343435 -0.000260077 -0.00024889 -0.000330275 -0.0008934 -0.000210788 -5.37548e-05 -0.00067392 8.5772e-05 -9.75878e-05 0.000326299 -0.000533494 0.000841797 0.000275719 -8.38075e-05
|
||
|
|
internal_weight=256.853 213.189 205.45 200.455 43.6647 32.5383 22.6387 17.3989 194.274 180.065 172.379 155.671 12.1673 143.503 111.21 22.5559 10.2017 88.6542 81.2075 14.2148 66.9927 50.0293 16.9634 44.0395 34.3421 17.4111 16.931 12.3542 32.293 14.9127
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 57 269 201 68 177 138 70 68 50 130 60
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=97
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 1 2 11 2 10 6 8 0 8 1 6 12 11 6 6 9 14 3 12 14 8 5 7 2 3 12 5
|
||
|
|
split_gain=6.84637 7.43239 5.35447 4.62724 4.55665 5.80952 4.7036 4.20672 4.10036 5.64474 4.95561 4.74344 4.65764 4.94302 5.55017 5.11612 6.0256 6.94211 5.48056 5.84972 12.4114 5.8814 5.35915 9.29304 5.07576 4.96332 4.91124 4.82818 4.35007 4.59772
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 3.2942051192745438 0.81353797674696826 -4.7437499999999995 0.8698834854418015 87.505788118360201 26.389114394371848 -150041.99999999997 -8.4498657404061959 -278050.99999999994 2.7403761203797674 32.264932524706339 -0.273144928539297 -87.066905615292697 68.286957004615218 61.800563631189561 1.1687990507231485 0.98756682831275555 48.167331931066833 0.51300644551801933 0.93262052616180779 -99731.999999999985 -0.034249189289581462 1.0000000180025095e-35 0.79370741792197186 56.882370941185393 -0.20196138214995474 -0.33533873029023165
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 8 -2 6 -6 -8 9 11 -10 28 13 14 -12 -15 17 18 19 21 -21 22 23 -17 -25 -19 -18 -22 29 -4
|
||
|
|
right_child=4 -3 3 -5 5 -7 7 -9 10 -11 12 -13 -14 15 -16 16 26 25 -20 20 27 -23 -24 24 -26 -27 -28 -29 -30 -31
|
||
|
|
leaf_value=-0.001060370291700646 0.00091321896786865028 -0.0010359165865414868 0.00058442475101488575 0.00062849452988016736 -0.00093813185340951984 0.00081087626581099895 0.00046477549433169614 -0.00060787422359516094 -0.0010935740146365682 0.0011622657026560301 0.00010547196293379746 -0.00060561696618736493 -0.00091149882385476702 -0.00055669332125135834 -0.0012384701446577105 0.00064940501795735385 -0.00095303726769276856 0.0012189616368708555 0.0010013035099553911 0.00036976810172011771 -0.0010445575634993644 0.0010415874691713618 0.00071806068009315775 -0.0013535948227101245 -0.00022111746705961031 7.2992891027305604e-05 0.00023694686698759094 7.5658282949356056e-05 0.00097348782525066878 -0.00074439750782949433
|
||
|
|
leaf_weight=4.9947115629911414 11.125404655933378 7.7391017675399771 5.4663420319557252 10.673521056771277 5.2400227785110465 9.8987737298011798 12.172769501805307 5.2257906496524802 4.9878244549036017 5.941637471318244 5.4888074696063995 7.2114148736000052 6.4670212119817725 14.206740409135817 6.9813488125801069 9.9365356713533277 9.4653849452733976 9.6713497042655927 5.7213391661643973 15.921742811799048 16.947411015629772 7.4451638311147681 9.6832282245159131 5.488413512706745 14.190311253070858 6.2037824094295493 5.4739664942026129 4.9775502383708945 6.9289684295654324 4.9722657799720755
|
||
|
|
leaf_count=20 45 31 22 43 21 40 49 21 20 24 22 29 26 57 28 40 38 39 23 64 68 30 39 22 57 25 22 20 28 20
|
||
|
|
internal_value=2.14471e-09 -7.38849e-05 -3.76455e-05 -1.2162e-05 0.00036076 0.000171859 -0.000107553 0.000142597 -4.81938e-05 0.000287576 -0.000112542 7.61315e-05 -8.08231e-05 -4.44775e-05 -0.000646927 1.10348e-05 7.76229e-05 0.000161282 5.40811e-05 -9.98511e-06 -0.000302235 0.000226639 7.22462e-05 -0.000138914 -0.000536966 0.000771133 -0.000517012 -0.000790239 0.000359209 -4.85387e-05
|
||
|
|
internal_weight=256.849 213.186 205.447 200.452 43.6628 32.5374 22.6386 17.3986 189.779 30.5206 159.258 24.579 154.27 147.803 12.4702 135.333 121.126 106.187 90.3117 84.5904 37.8467 46.7437 39.2985 29.6153 19.6787 15.8751 14.9394 21.925 17.3676 10.4386
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 763 123 640 99 620 594 50 544 487 427 363 340 152 188 158 119 79 64 60 88 70 42
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=98
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=0 7 6 5 6 6 5 6 6 1 6 3 11 8 6 6 6 11 10 10 0 7 7 7 7 14 6 7 14 14
|
||
|
|
split_gain=6.83437 5.27599 4.98835 6.08028 6.28934 4.7054 7.94086 5.57463 8.11511 4.87602 4.41269 4.05519 4.29802 6.30719 5.53335 7.97956 10.1479 8.005 5.3712 6.44581 5.33701 4.66178 4.38479 5.75207 4.66903 4.95822 3.88502 3.83562 5.59237 3.66853
|
||
|
|
threshold=3.8200440539280396 -1.0657330083286027 73.433399333682459 0.16834481878144722 62.716972114150572 75.042305846843206 0.32823808991407999 68.2273403192751 61.800563631189561 -2.3963747739785819 40.080336968386753 27.871521479873557 -86.715686274509792 -35284.999999999993 19.741846357590322 26.389114394371848 32.769862318776326 -79.516317016317004 16.791670861437911 9.8212402930782332 -4.5277149007411408 0.85843348513871776 0.088716321324360595 -0.17591074962686973 -0.46812800068790056 0.8480659170014585 70.635258498683001 -0.20477772599970562 1.1265284787364513 0.89002955446527399
|
||
|
|
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 -1 3 4 10 6 7 8 11 -8 -2 -3 18 14 -14 -16 -17 -18 19 -13 -19 22 23 24 25 -15 -9 -12 -29 -10
|
||
|
|
right_child=2 5 -4 -5 -6 -7 9 26 29 -11 27 12 13 21 15 16 17 20 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
|
||
|
|
leaf_value=0.00089506403246941723 0.00082739367168810872 0.00043706114650280575 0.0012472096245110329 -0.00077958439541649007 0.0011170836020692951 -0.00080059070714062221 6.4879143820940847e-05 -0.0012977691051427901 -0.00014788529956898672 0.0014351927594986784 0.00037147864068226338 -0.00091423769080360348 -0.00087884124155387987 -0.00087359741743224084 0.0012257645069839417 -0.00091529564444715894 0.0013582202428205953 -0.00064340822859412761 -0.0010368738779050588 0.00035941130664416472 0.00032140155302871486 0.00026385756691019792 -0.0010723134518914456 0.00048371786456597246 -0.0010802890689809339 0.00016037282766865571 -0.00019217629333120249 -0.0012122785565321624 0.00021707264978603825 0.00086886559840211564
|
||
|
|
leaf_weight=5.4408434033393851 6.9427059888839748 11.182617351412771 5.4302323758602133 5.2330852448940268 8.6524357944726926 9.2248752415180189 4.9743777960538864 6.4910607039928419 4.9719056189060238 5.4326859861612302 9.4394814819097537 6.7228114604950013 4.9848285764455715 7.4861377328634289 6.906970113515853 8.4805189818143827 5.9643541127443163 7.4749816358089296 12.21693894267082 9.7165405303239805 24.608660131692915 10.456590577960013 9.7224326878786069 7.2081996798515418 9.7163687050342542 12.189134150743483 6.2278127074241638 5.4804977029561979 5.4686079174280167 12.396574318408964
|
||
|
|
leaf_count=22 28 45 22 21 35 37 20 26 20 22 38 27 20 30 28 34 24 30 49 39 99 42 39 29 39 49 25 22 22 50
|
||
|
|
internal_value=2.16516e-09 -7.6842e-05 0.000346273 0.000227576 0.000374047 -0.000102668 -6.97409e-05 -0.000117522 -7.03892e-05 0.000780209 0.000138819 -0.000143005 -0.000188097 -0.000101887 0.00012879 0.000222789 7.39014e-05 0.000294384 -0.000534662 -0.000161443 9.66161e-05 -0.000339233 -0.000475372 -0.0003168 -0.000513124 -0.000233037 -0.000756414 -9.56535e-05 -0.000498379 0.00057781
|
||
|
|
internal_weight=256.845 210.198 46.647 41.2168 35.9837 204.757 195.533 185.125 172.407 10.4071 27.3313 155.038 143.855 115.199 58.4203 53.4355 46.5285 38.048 28.6563 16.4394 32.0836 56.7789 46.3223 36.5998 29.3916 19.6753 12.7189 20.3886 10.9491 17.3685
|
||
|
|
internal_count=1033 845 188 166 145 823 786 744 693 42 110 623 578 463 235 215 187 153 115 66 129 228 186 147 118 79 51 82 44 70
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
Tree=99
|
||
|
|
num_leaves=31
|
||
|
|
num_cat=0
|
||
|
|
split_feature=3 4 12 7 2 11 2 13 9 9 14 4 14 0 6 6 3 8 0 2 10 3 12 11 5 5 12 11 14 14
|
||
|
|
split_gain=6.82474 7.41259 5.34089 4.61574 4.5428 5.795 4.69229 4.19835 4.09468 8.92152 4.53303 3.78392 10.0797 4.07743 6.28236 6.76157 9.2345 6.38526 5.45525 4.78236 7.17758 7.98072 3.80256 3.64296 6.56588 5.63634 3.60483 3.57351 3.53449 5.89581
|
||
|
|
threshold=61.727254609588236 1.296564171542929 -1.3779102001264198 -1.0657330083286027 0.81353797674696826 -4.7437499999999995 0.8698834854418015 0.079584154316031233 0.85972803866516356 0.87974157264870612 0.85768445658255632 0.86644353964699883 1.022361119758038 2.6573580507586745 25.307211947305706 18.580365155410313 28.592659241194688 178222.00000000003 2.1503086950602976 0.48823609210992613 40.183792815371291 41.72133694122099 -0.13723228598343212 -90.521114106019738 -0.20199247264792924 -0.19552607719975548 -0.43196694949145781 -30.892857142857142 0.97548464437668925 1.0676029138739915
|
||
|
|
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||
|
|
left_child=1 2 -1 -4 -2 6 -6 -8 -5 -10 -11 13 -13 14 15 16 -12 18 19 20 23 -22 -17 24 -16 -25 -23 -15 -21 -30
|
||
|
|
right_child=4 -3 3 8 5 -7 7 -9 9 10 11 12 -14 27 17 22 -18 -19 -20 28 21 26 -24 25 -26 -27 -28 -29 29 -31
|
||
|
|
leaf_value=-0.0010589820459605481 0.00091187916023353867 -0.0010344981052757081 0.00083864786470253709 -0.00055599214958360478 -0.00093702134707691019 0.00080986517736213648 0.00053256318513363976 -0.00047609270160736922 0.0010558255731891921 -0.00054037218087530086 0.00067287191739639877 0.0013680550027789454 -0.00046122129773212335 0.00045357591224722476 -0.0014406417578964161 0.00031064248464806476 -0.0012303790526962349 0.00063789915129892297 -0.0011913962322018781 -6.1321444248693812e-05 -0.00057573211396494232 0.001389493022363986 0.0014215362277751234 0.00062040688362664808 7.3186389572823328e-05 -0.00044237462993598948 0.00026555325845365808 -0.00034508328432570484 -0.0015435352979166405 -0.00029830344467069109
|
||
|
|
leaf_weight=4.9948874711990348 11.12356026470661 7.7393776625394812 6.1803845018148413 14.209570646286009 5.2401688247919074 9.8975053280591982 10.668153494596483 6.7297923117876044 7.6846830844879142 16.709029361605644 5.2024187445640582 6.6800773739814741 5.4860572218894958 25.077011778950691 6.7475565671920776 6.4620567560195923 4.998847022652626 7.4461782276630393 6.7366760373115531 7.2160896360874203 5.2348840534687069 6.6941502392292032 5.8895841687917692 7.2112327069044033 4.9794294536113615 16.201117590069792 4.9739978611469242 7.2140292823314658 7.4866104722022992 7.7262587696313858
|
||
|
|
leaf_count=20 45 31 25 57 21 40 43 27 31 67 21 27 22 101 27 26 20 30 27 29 21 27 24 29 20 65 20 29 30 31
|
||
|
|
internal_value=2.18364e-09 -7.37667e-05 -3.75743e-05 -1.21222e-05 0.000360206 0.000171595 -0.00010746 0.0001424 -3.91884e-05 1.59601e-06 -4.54033e-05 7.72678e-06 0.000543182 -3.76705e-05 -0.000128504 0.000342738 -0.000259763 -0.000248384 -0.000329649 -0.000251696 -8.53344e-05 0.000450123 0.000840346 -0.000342905 -0.000797851 -0.000115028 0.00091037 0.00027515 -0.000637708 -0.000911111
|
||
|
|
internal_weight=256.841 213.182 205.443 200.448 43.6592 32.5356 22.6381 17.3979 194.268 180.058 172.373 155.664 12.1661 143.498 111.207 22.5529 10.2013 88.6542 81.208 74.4713 52.0424 16.903 12.3516 35.1393 11.727 23.4124 11.6681 32.291 22.429 15.2129
|
||
|
|
internal_count=1033 857 826 806 176 131 91 70 781 724 693 626 49 577 447 91 41 356 326 299 209 68 50 141 47 94 47 130 90 61
|
||
|
|
is_linear=0
|
||
|
|
shrinkage=0.001
|
||
|
|
|
||
|
|
|
||
|
|
end of trees
|
||
|
|
|
||
|
|
feature_importances:
|
||
|
|
feat_mfi_14=617
|
||
|
|
feat_ema_fast_slow_sep=281
|
||
|
|
feat_atr_spike_score=253
|
||
|
|
feat_mom_reversal_score=221
|
||
|
|
feat_atr_ratio_fast_slow=218
|
||
|
|
feat_rsi_14=211
|
||
|
|
feat_macd_hist_norm=193
|
||
|
|
feat_close_in_bb_channel=191
|
||
|
|
feat_will_r=174
|
||
|
|
feat_obv_slope_10=164
|
||
|
|
feat_volume_zscore_50=144
|
||
|
|
feat_close_vs_ema_slow=135
|
||
|
|
feat_rsi_zscore_100=106
|
||
|
|
feat_bb_breakout_strength=47
|
||
|
|
feat_stoch_k=45
|
||
|
|
|
||
|
|
parameters:
|
||
|
|
[boosting: gbdt]
|
||
|
|
[objective: binary]
|
||
|
|
[metric: auc,binary_logloss]
|
||
|
|
[tree_learner: serial]
|
||
|
|
[device_type: cpu]
|
||
|
|
[data_sample_strategy: bagging]
|
||
|
|
[data: ]
|
||
|
|
[valid: ]
|
||
|
|
[num_iterations: 100]
|
||
|
|
[learning_rate: 0.001]
|
||
|
|
[num_leaves: 31]
|
||
|
|
[num_threads: 20]
|
||
|
|
[seed: 42]
|
||
|
|
[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: 400]
|
||
|
|
[bagging_by_query: 0]
|
||
|
|
[feature_fraction: 1]
|
||
|
|
[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: 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: 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: 1]
|
||
|
|
[is_unbalance: 0]
|
||
|
|
[scale_pos_weight: 1]
|
||
|
|
[sigmoid: 1]
|
||
|
|
[boost_from_average: 1]
|
||
|
|
[reg_sqrt: 0]
|
||
|
|
[alpha: 0.9]
|
||
|
|
[fair_c: 1]
|
||
|
|
[poisson_max_delta_step: 0.7]
|
||
|
|
[tweedie_variance_power: 1.5]
|
||
|
|
[lambdarank_truncation_level: 30]
|
||
|
|
[lambdarank_norm: 1]
|
||
|
|
[label_gain: ]
|
||
|
|
[lambdarank_position_bias_regularization: 0]
|
||
|
|
[eval_at: ]
|
||
|
|
[multi_error_top_k: 1]
|
||
|
|
[auc_mu_weights: ]
|
||
|
|
[num_machines: 1]
|
||
|
|
[local_listen_port: 12400]
|
||
|
|
[time_out: 120]
|
||
|
|
[machine_list_filename: ]
|
||
|
|
[machines: ]
|
||
|
|
[gpu_platform_id: -1]
|
||
|
|
[gpu_device_id: -1]
|
||
|
|
[gpu_use_dp: 0]
|
||
|
|
[num_gpu: 1]
|
||
|
|
|
||
|
|
end of parameters
|
||
|
|
|
||
|
|
pandas_categorical:[]
|