diff --git a/models/lgb-es-jp-task-2.txt b/models/lgb-es-jp-task-2.txt old mode 100755 new mode 100644 index 51ced35d215a425fbd43e17070c48b7867016455..1f6aa424ef425056e154260fd63f779edab89c9e --- a/models/lgb-es-jp-task-2.txt +++ b/models/lgb-es-jp-task-2.txt @@ -4,25 +4,25 @@ num_class=4 num_tree_per_iteration=4 label_index=0 max_feature_idx=12 -objective=multiclassova num_class:4 sigmoid:1 +objective=multiclass num_class:4 feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 feature_infos=[9.9211121741772326e-05:0.97485291896233972] [3.868222740004656e-05:0.97764887062143768] [0.00082977244429396262:0.97239370153523974] [0.0077021669705578718:0.99883048604336944] [0:1] [0:1] [0:1] [0:1] [8:118] [0:1] [0:1] [0:1] [0:1] -tree_sizes=3445 3379 3481 3431 3485 3426 3481 3478 3478 3453 3493 3506 3495 3433 3515 3498 3500 3470 3514 3508 3505 3465 3507 3503 3499 3463 3530 3509 3519 3468 3532 3504 3524 3487 3530 3515 3517 3485 3514 3518 3508 3489 3526 3508 3527 3510 3538 3517 3494 3469 3527 3537 3515 3503 3537 3540 3520 3518 3522 3521 3504 3498 3551 3526 3524 3515 3537 3541 3518 3473 3533 3547 3517 3499 3539 3535 3526 3513 3556 3535 3540 3469 3526 3557 3520 3502 3546 3546 3522 3493 3552 3552 3547 3499 3535 3533 3491 3519 3565 3553 3515 3475 3548 3549 3532 3510 3548 3558 3511 3505 3531 3558 3542 3508 3543 3559 3509 3496 3546 3549 3467 3542 3543 3563 3540 3504 3537 3542 3510 3530 3567 3544 3502 3515 3580 3541 3558 3486 3533 3536 3520 3500 3544 3544 3438 3442 3517 3551 3506 3494 3536 3565 3473 3483 3577 3525 3540 3496 3513 3532 3460 3472 3570 3551 3519 3434 3463 3505 3534 3421 3552 3530 3538 3477 3541 3556 3486 3493 3513 3547 3491 3470 3543 3544 3476 3505 3500 3544 3485 3470 3552 3540 3507 3459 3497 3521 3474 3486 3468 3520 +tree_sizes=3440 3385 3442 3483 3478 3425 3500 3510 3496 3452 3521 3512 3504 3452 3529 3502 3502 3470 3520 3523 3513 3470 3537 3506 3504 3467 3538 3513 3513 3479 3531 3522 3513 3496 3544 3519 3510 3504 3539 3527 3525 3481 3538 3517 3536 3500 3545 3520 3488 3480 3554 3520 3516 3506 3561 3529 3511 3483 3547 3554 3543 3498 3550 3520 3534 3512 3568 3542 3520 3513 3564 3551 3530 3524 3565 3550 3530 3512 3544 3557 3518 3516 3563 3572 3521 3497 3550 3536 3515 3492 3574 3554 3523 3523 3552 3555 3512 3524 3532 3552 3513 3524 3543 3551 3522 3502 3560 3569 3533 3528 3527 3557 3537 3514 3506 3586 3544 3520 3576 3583 3509 3470 3557 3560 3502 3453 3553 3526 3523 3535 3508 3550 3523 3543 3517 3555 3515 3471 3531 3559 3523 3521 3535 3544 3485 3462 3506 3558 3511 3463 3478 3537 3552 3503 3482 3546 3492 3493 3541 3519 3513 3471 3451 3517 3492 3458 3489 3499 3477 3502 3488 3430 3484 3487 3493 3567 3492 3487 3507 3506 3520 3488 3537 3543 3505 3485 3475 3491 3468 3483 3528 3435 3463 3495 3478 3513 3500 3463 3423 3494 Tree=0 num_leaves=31 num_cat=0 split_feature=0 0 0 0 0 0 0 4 10 10 0 4 0 10 0 0 4 0 4 9 9 10 0 1 4 8 4 12 8 4 -split_gain=157971 20616.3 17734.4 2556.37 2497.99 2250.87 2241.88 1058.89 582.483 484.097 442.416 386.194 366.247 284.314 276.918 275.144 265.432 235.582 209.309 208.742 207.905 201.103 162.225 145.725 137.175 131.561 131.16 123.962 121.276 114.752 +split_gain=118478 15462.2 13300.8 1917.28 1873.49 1688.15 1681.41 794.167 436.862 363.073 331.812 289.646 274.686 213.236 207.688 206.358 199.074 176.687 156.982 156.556 155.929 150.827 121.669 109.294 102.882 98.6709 98.3697 92.9713 90.9568 86.0638 threshold=0.25407564794681914 0.059558405605527089 0.63872354282211752 0.46508427439233974 0.82146664024750038 0.018943607912878153 0.13417394391049783 0.38278388278388281 1.0000000180025095e-35 1.0000000180025095e-35 0.92502263599968015 0.41101055806938164 0.0057466159744883156 1.0000000180025095e-35 0.088877665623056365 0.034239685061620957 0.64142857142857157 0.33729223410574333 0.74709302325581406 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.19310495345021272 0.0050703539589219198 0.63450834879406315 22.500000000000004 0.6043478260869567 1.0000000180025095e-35 28.500000000000004 0.51224489795918371 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 3 7 16 12 14 9 18 17 24 13 -1 22 -3 -7 21 -2 25 -11 23 -4 -8 -15 -6 -5 -9 -27 -19 -16 right_child=2 6 4 8 10 15 11 26 -10 19 -12 -13 -14 20 29 -17 -18 28 -20 -21 -22 -23 -24 -25 -26 27 -28 -29 -30 -31 -leaf_value=-1.9863942216714765 -1.7343551348725736 -1.882222904055838 -1.4804393425938858 -1.6352890262625028 -1.3317273457340173 -1.943908649737687 -1.8179971731743161 -1.6027927212813569 -1.489119034895162 -1.6025087452814828 -1.2117366618011367 -1.6889085587522352 -1.9664259652812637 -1.7635537765091587 -1.8482179474255376 -1.9139383009322757 -1.3508134290368023 -1.7162613168239877 -1.447685663929273 -1.6844675105913345 -1.7946023469801249 -1.4116157151729634 -1.7774038883216905 -1.6721484388884156 -1.2433345772933353 -1.6079477634754329 -1.5097177840977711 -1.5398769454980821 -1.6594019460680722 -1.7586264855391693 -leaf_weight=24714.145168304443 1579.2686719447374 3979.4118579626083 1163.4233546108007 517.33274674415588 1009.581298917532 6591.9652420431376 2424.3068596869707 254.29389908909798 1017.5207916945219 793.83421258628368 603.97677661478519 417.45622891187668 14618.447244241834 306.53346025943756 3802.3266495019197 5722.3031201809645 280.18354944884777 589.59363752603531 104.36405722796917 510.65897020697594 522.97093726694584 668.52830484509468 1657.6280137002468 404.68400140106678 212.52526317536831 534.36238342523575 374.19174653291702 535.74316477775574 1031.2135401070118 148.54906050860882 +leaf_value=-2.101525030578697 -1.9124957154795199 -2.0233965423669682 -1.7220588712705041 -1.8381961340219668 -1.6105248736256026 -2.0696608516283548 -1.9752272442058267 -1.8138239052861072 -1.7285686404964611 -1.8136109232862017 -1.5205318606759421 -1.878410783389266 -2.0865488382860375 -1.9343946967069585 -1.9978928248942429 -2.0471830900242964 -1.6248394361026914 -1.8989253519430804 -1.6974936122720445 -1.8750799972685905 -1.9576811245601833 -1.6704411507048122 -1.9447822805663575 -1.8658406934914014 -1.544230297295091 -1.8176901869316642 -1.744017702398418 -1.7666370734486514 -1.8562808238761439 -1.9306992284794668 +leaf_weight=32952.193557739258 2105.6915625929832 5305.8824772834778 1551.2311394810677 689.77699565887451 1346.1083985567093 8789.2869893908501 3232.4091462492943 339.0585321187973 1356.6943889260292 1058.4456167817116 805.30236881971359 556.60830521583557 19491.262992322445 408.71128034591675 5069.7688660025597 7629.7374935746193 373.57806593179703 786.12485003471375 139.15207630395889 680.87862694263458 697.29458302259445 891.37107312679291 2210.1706849336624 539.57866853475571 283.36701756715775 712.48317790031433 498.92232871055603 714.32421970367432 1374.9513868093491 198.06541401147842 leaf_count=214784 13725 34584 10111 4496 8774 57289 21069 2210 8843 6899 5249 3628 127045 2664 33045 49731 2435 5124 907 4438 4545 5810 14406 3517 1847 4644 3252 4656 8962 1291 -internal_value=-1.8776 -1.93839 -1.54055 -1.62749 -1.36741 -1.96729 -1.82916 -1.66897 -1.54891 -1.68594 -1.28175 -1.78152 -1.97897 -1.7888 -1.8636 -1.92998 -1.44146 -1.70687 -1.58487 -1.63459 -1.74674 -1.45532 -1.80151 -1.71154 -1.31636 -1.59388 -1.54738 -1.57387 -1.68009 -1.84485 -internal_weight=0 65310.7 11780.6 7842.38 3938.22 51646.9 13663.9 5133.05 2709.32 4504.57 1826.08 5733.58 39332.6 5316.12 7930.29 12314.3 2112.14 3200.08 1691.8 1304.49 1234.19 1831.95 4081.93 711.217 1222.11 1587.44 628.486 1070.11 1620.81 3950.88 +internal_value=-2.01993 -2.06552 -1.76714 -1.83235 -1.63728 -2.0872 -1.9836 -1.86346 -1.77341 -1.87618 -1.57304 -1.94787 -2.09596 -1.95333 -2.00943 -2.05922 -1.69282 -1.89188 -1.80038 -1.83767 -1.92178 -1.70322 -1.96286 -1.89539 -1.599 -1.80714 -1.77226 -1.79213 -1.87179 -1.99537 +internal_weight=0 87081 15707.5 10456.5 5250.96 68862.5 18218.5 6844.07 3612.43 6006.09 2434.78 7644.77 52443.5 7088.16 10573.7 16419 2816.18 4266.77 2255.74 1739.32 1645.58 2442.6 5442.58 948.29 1629.48 2116.58 837.981 1426.81 2161.08 5267.83 internal_count=669980 567598 102382 68156 34226 448849 118749 44610 23546 39148 15870 49829 341829 46201 68920 107020 18356 27811 14703 11337 10726 15921 35475 6181 10621 13796 5462 9300 14086 34336 is_linear=0 shrinkage=1 @@ -32,16 +32,16 @@ Tree=1 num_leaves=31 num_cat=0 split_feature=1 1 1 1 1 1 1 1 8 1 1 5 5 1 12 8 1 1 5 12 8 8 8 1 8 5 8 5 1 2 -split_gain=163334 21158.9 17185.5 3276.83 2540.67 2025.64 1811.2 495.772 434.401 434.12 320.883 303.192 254.02 240.424 228.204 248.565 222.695 203.346 176.53 171.558 283.89 215.456 155.699 140.745 134.267 134.168 126.096 113.982 111.495 109.609 +split_gain=122500 15869.2 12889.2 2457.62 1905.5 1519.23 1358.4 371.829 325.801 325.59 240.662 227.394 190.515 180.318 171.153 186.424 167.022 152.51 132.398 128.669 212.918 161.592 116.774 105.559 100.701 100.626 94.5719 85.4864 83.6215 82.207 threshold=0.39423715963186862 0.071491470314231143 0.78183057312111015 0.018343695040845404 0.22033040356494243 0.89595482816428185 0.64423148979618194 0.0055136038236157682 41.500000000000007 0.13755980564115303 0.037150007751214992 0.38750000000000007 0.093841642228739017 0.27403495618299978 1.0000000180025095e-35 37.500000000000007 0.71441489371405154 0.93351929817756518 0.53968253968253987 1.0000000180025095e-35 42.500000000000007 36.500000000000007 40.500000000000007 0.44881649115884098 89.500000000000014 0.43650793650793657 45.500000000000007 0.42261904761904767 0.44881649115884098 0.0044786816728795099 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 6 7 9 18 8 -1 12 26 -5 13 14 -6 15 -2 25 -7 19 20 21 29 -15 -16 -9 -8 -3 -11 -10 -4 right_child=2 4 5 10 11 17 16 24 28 27 -12 -13 -14 22 23 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-3.1015907413666115 -2.3122725927258805 -2.8700606492614327 -2.4191083587825406 -3.0146954970191286 -2.6784104052550326 -1.2826517413751863 -2.0681776305434445 -3.0675090112221701 -2.2232535077033533 -2.7625686134489618 -2.9532721068899401 -2.2487645699188539 -2.065442513371631 -2.5631647421760251 -2.3976468693539399 -2.5591296699161141 -1.8450518839271977 -1.0982202862553705 -1.3121851027582019 -1.5543870043557555 -1.3640020701720348 -2.0791365706752538 -2.2870376546065367 -2.2208885065965043 -2.1292325852785909 -1.6543452187101886 -2.71423766801191 -2.4964180392758113 -1.8058535816711698 -1.664554190577419 -leaf_weight=17559.303955692798 94.225623831152916 1012.2972853593528 2.0191205106675616 2118.9548025839031 226.23123588413 113.0707485973835 109.9298944696784 5525.839274905622 8.8841302469372767 571.8597979657352 1420.7877993397415 25.934481225907803 40.113194145262241 321.30937726423144 60.573615320026875 71.925559524446726 119.21784881874919 126.84563741460443 19.607903625816107 130.48005433380604 16.242702774703503 22.838496442884207 21.806501515209675 175.75322311744094 1.5255577191710461 8.4354368001222593 54.740600511431694 16.556788187474012 22.883365787565708 41.36953579634428 +leaf_value=-3.1263087404957166 -2.5343201290151685 -2.9526611714168323 -2.6144469535576635 -3.0611373072351045 -2.8089234884120327 -1.7621044905021477 -2.3512489073783418 -3.100747442887386 -2.4675558152482728 -2.8720421445574793 -3.0150697646382132 -2.4866891119098984 -2.3491975694994816 -2.7224892411027772 -2.5983508364862131 -2.7194629369078438 -2.1839045974161562 -1.6237808991622857 -1.7842545115394095 -1.9659059377375747 -1.8231172370997843 -2.3594681124771983 -2.5153939254256605 -2.4657820644181361 -2.3970401234297012 -2.0408745985033994 -2.8357939354796904 -2.6724292139276162 -2.1545058707241354 -2.0485313274038224 +leaf_weight=23412.405274257064 125.63416510820389 1349.7297138124704 2.6921606808900824 2825.2730701118708 301.64164784550667 150.76099812984467 146.57319262623787 7367.7856998741627 11.845506995916365 762.47973062098026 1894.3837324529886 34.579308301210403 53.484258860349655 428.41250301897526 80.764820426702499 95.900746032595634 158.95713175833225 169.1275165528059 26.143871501088142 173.97340577840805 21.656937032938004 30.451328590512276 29.0753353536129 234.33763082325459 2.0340769588947287 11.24724906682968 72.987467348575592 22.075717583298683 30.511154383420944 55.159381061792374 leaf_count=391343 2100 22561 45 47225 5042 2520 2450 123154 198 12745 31665 578 894 7161 1350 1603 2657 2827 437 2908 362 509 486 3917 34 188 1220 369 510 922 -internal_value=-3.00754 -3.05475 -1.85659 -3.07963 -2.76033 -1.389 -2.1669 -3.09337 -2.27978 -2.82404 -2.99004 -2.58315 -2.30541 -2.59838 -2.32933 -2.41914 -1.94152 -1.18514 -1.59931 -1.62574 -1.73864 -1.83053 -2.54562 -2.26619 -3.06725 -2.03869 -2.86207 -2.75508 -1.92258 -1.69967 -internal_weight=0 28877.1 1184.42 26626.4 2250.74 472.474 711.942 23086.7 474.359 1655.45 3539.74 595.282 442.591 569.347 402.478 166.151 237.583 239.916 232.558 212.95 82.4699 66.2272 343.116 236.327 5527.36 118.365 1067.04 588.417 31.7675 43.3887 +internal_value=-3.05577 -3.09117 -2.19256 -3.10984 -2.87036 -1.84187 -2.42529 -3.12014 -2.50995 -2.91815 -3.04265 -2.73748 -2.52918 -2.7489 -2.54711 -2.61447 -2.25626 -1.68897 -1.9996 -2.01942 -2.1041 -2.17301 -2.70933 -2.49976 -3.10055 -2.32913 -2.94667 -2.86643 -2.24205 -2.07487 +internal_weight=0 38502.9 1579.22 35501.9 3000.98 629.966 949.256 30782.2 632.478 2207.27 4719.66 793.709 590.122 759.129 536.637 221.535 316.778 319.889 310.077 283.933 109.96 88.3029 457.488 315.102 7369.82 157.82 1422.72 784.555 42.3567 57.8515 internal_count=669980 643583 26397 593421 50162 10530 15867 514531 10572 36895 78890 13267 9864 12689 8970 3703 5295 5347 5183 4746 1838 1476 7647 5267 123188 2638 23781 13114 708 967 is_linear=0 shrinkage=1 @@ -51,16 +51,16 @@ Tree=2 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 6 6 8 10 0 6 12 8 10 0 8 10 8 8 10 -split_gain=154436 20589.8 16885.9 2853.73 2601.57 2440.92 2060.57 389.479 381.429 371.812 367.646 260.459 252.742 225.788 205.995 152.552 130.853 115.235 105.642 100.407 96.8188 78.054 112.238 76.7674 75.5989 69.6176 70.0188 63.1191 58.7383 56.8507 +split_gain=115827 15442.4 12664.4 2140.3 1951.17 1830.69 1545.43 292.109 286.072 278.859 275.735 195.344 189.556 169.341 154.497 114.414 98.1401 86.4259 79.2313 75.3049 72.6141 58.5405 84.1785 57.5756 56.6992 52.2132 52.5141 47.3393 44.0537 42.6381 threshold=0.37508427056849925 0.73067369800120341 0.10557156246282116 0.53795445458126057 0.86323969273790258 0.21435458242874009 0.034668358117321808 0.91916719420673887 0.65146318516201551 0.79860730204461627 0.27592638977280265 0.012927214920130917 0.45614472525325273 0.16001644067301837 0.071628437933621544 0.46862745098039221 0.31698564593301443 39.500000000000007 1.0000000180025095e-35 0.059558405605527089 0.78416149068322993 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.080878455313980205 47.500000000000007 1.0000000180025095e-35 39.500000000000007 32.500000000000007 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 12 9 13 11 -6 15 18 -7 -1 19 -4 17 25 24 -8 -3 -2 -14 22 -19 -10 -12 26 -5 -16 -28 -11 right_child=1 4 5 8 7 10 14 -9 23 29 16 -13 20 -15 27 -17 -18 21 -20 -21 -22 -23 -24 -25 -26 -27 28 -29 -30 -31 -leaf_value=-1.1345950575848318 -0.93471722882073383 -0.80919144075852512 -1.0565911031881527 -0.88427659761111221 -0.73360132703281256 -1.0105074842639785 -1.1028777980931355 -0.68860948008351308 -0.83869168995082366 -0.76906483456858643 -0.97421811720983131 -1.1172616211079158 -0.92437831474723309 -1.0339056850549471 -1.0839234838156717 -0.85007495380486287 -0.95281698719742958 -1.0679713931520756 -0.86184044864033471 -0.96046825742496023 -0.87685003556070418 -1.1003098525455319 -1.109266453673164 -0.87479423540378898 -0.99453793091141263 -0.83083685225269166 -0.88255072757828745 -1.0669905270348663 -0.93000034090485451 -0.81843383023735128 -leaf_weight=18206.608008563519 2610.3232800066471 3683.928725451231 10322.918222427368 4579.5798546373844 4107.8441286087036 6727.3787003159523 8362.6769545674324 3619.2536986172199 3955.5638381540775 3846.0082623958588 3439.5355179905891 16548.575502455235 5208.8874642252922 7630.477256834507 4626.6162377893925 1320.9384268522263 1521.4310100376606 3159.4730533063412 425.09131273627281 3605.7307384610176 467.03208771348 2122.1248198747635 831.3680722117424 692.02278712391853 3914.9949576854706 207.94001051783562 417.05593061447144 4199.5650757551193 696.72642543911934 248.31290605664253 +leaf_value=-1.4140820984480194 -1.2641737382728051 -1.1700294043841475 -1.3555791370986177 -1.2263432677419219 -1.1133368234003234 -1.3210164255333654 -1.3902941556378963 -1.0795929407539697 -1.1921545895961454 -1.1399344520298782 -1.2937994023121244 -1.4010820220787565 -1.2564195533072471 -1.3385650747923297 -1.3760784210106518 -1.200692036837554 -1.277748556023204 -1.3641143539226086 -1.2095161572932407 -1.2834870082575449 -1.2207733466276092 -1.3883681966236285 -1.3950856469586101 -1.2192314966271529 -1.3090392614295907 -1.1862634617704617 -1.2250488653157197 -1.3633787043906347 -1.260636072604872 -1.1769611959662278 +leaf_weight=24275.479190468788 3480.4313046336174 4911.905340731144 13763.892009735107 6106.106937110424 5477.1259212493896 8969.8389490842819 11150.236787199974 4825.6719650626183 5274.0855185389519 5128.0114064216614 4586.0477060079575 22064.769014239311 6945.1838136911392 10173.970449328423 6168.8221194148064 1761.2513697147369 2028.5748342871666 4212.631058037281 566.78846007585526 4807.6413501501083 622.70949763059616 2829.4999749660492 1108.4908472299576 922.69711965322495 5219.9936738014221 277.25336843729019 556.07461643218994 5599.4205267429352 928.96863788366318 331.08389991521835 leaf_count=92898 13319 18797 52672 23367 20960 34326 42670 18467 20183 19624 17550 84438 26578 38934 23607 6740 7763 16121 2169 18398 2383 10828 4242 3531 19976 1061 2128 21428 3555 1267 -internal_value=-1.00689 -0.842129 -1.07828 -0.901101 -0.754166 -1.02181 -1.11092 -0.712528 -0.866414 -0.793387 -0.992876 -1.12634 -0.935724 -1.04695 -1.08791 -0.880794 -0.979512 -1.09525 -0.814638 -0.949655 -0.920468 -1.08481 -1.07657 -0.844067 -0.985035 -0.88767 -0.889746 -1.07587 -0.912233 -0.772059 -internal_weight=0 39692.2 91613.7 23761.8 15930.4 33556.7 58057 7727.1 11869.8 8203.34 15603.3 34755.2 11892 17953.4 23301.8 7222.24 8875.96 14475.6 4109.02 6216.05 5675.92 6112.97 3990.84 4647.59 7354.53 5901.3 5693.36 8826.18 1113.78 4094.32 +internal_value=-1.3183 -1.19473 -1.37184 -1.23896 -1.12876 -1.32949 -1.39632 -1.09753 -1.21295 -1.15818 -1.30779 -1.40789 -1.26493 -1.34835 -1.37907 -1.22373 -1.29777 -1.38457 -1.17411 -1.27538 -1.25349 -1.37675 -1.37057 -1.19619 -1.30191 -1.22889 -1.23045 -1.37004 -1.24731 -1.14218 +internal_weight=0 52923 122152 31682.4 21240.6 44742.3 77409.3 10302.8 15826.4 10937.8 20804.5 46340.2 15856 23937.9 31069.1 9629.65 11834.6 19300.9 5478.69 8288.07 7567.89 8150.62 5321.12 6196.78 9806.04 7868.4 7591.15 11768.2 1485.04 5459.1 internal_count=669980 202527 467453 121243 81284 171221 296232 39427 60565 41857 79615 177336 60678 91606 118896 36851 45289 73861 20966 31717 28961 31191 20363 23714 37526 30111 29050 45035 5683 20891 is_linear=0 shrinkage=1 @@ -70,16 +70,16 @@ Tree=3 num_leaves=31 num_cat=0 split_feature=3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 0 8 0 8 7 8 7 8 4 10 4 0 4 0 4 -split_gain=228372 22163.7 17643 3016.81 2409.16 2383.68 1812.12 400.239 382.255 289.07 287.303 270.844 257.638 240.66 204.073 121.92 117.535 99.2316 95.6731 94.1661 90.0219 89.671 79.3425 75.662 70.9727 70.8197 67.0971 66.9426 66.563 64.5305 +split_gain=171279 16622.8 13232.3 2262.61 1806.87 1787.76 1359.09 300.179 286.691 216.803 215.477 203.133 193.229 180.495 153.055 91.4401 88.1516 74.4237 71.7549 70.6246 67.5164 67.2532 59.5069 56.7465 53.2295 53.1148 50.3228 50.2069 49.9222 48.3979 threshold=0.53447900649641034 0.87445108558593254 0.21129921044966946 0.74021765972250964 0.9636149690700776 0.085227728634247588 0.3554360385162596 0.65838939573791799 0.13643962650062033 0.92330260674583597 0.049913263289709457 0.79646945145649128 0.45102682356401863 0.980815296117445 0.27554835801862992 0.10085838006172611 40.500000000000007 0.02453763853563137 31.500000000000004 0.62828947368421062 47.500000000000007 0.71198156682027658 41.500000000000007 0.15239477503628449 1.0000000180025095e-35 0.04210992907801419 0.16343919548025346 0.091750841750841763 0.0032929763652753265 0.035759897828863352 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 9 10 14 21 -7 -3 -1 -5 20 -6 16 -10 26 -13 28 -14 29 22 27 -17 -9 -16 -4 -2 -11 -8 right_child=1 4 6 11 13 8 12 24 15 18 -12 17 19 -15 25 23 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.010582325882042581 0.21362591611791254 0.32090619548705779 0.1192785018504708 0.26775876200626486 0.36294007688548913 0.055005065886223808 0.1632024586619398 0.24743091809931692 0.092554712145916568 0.36274958933384188 0.033051448419906787 0.30082620778212454 0.1797928153699124 0.38140758484218806 0.13519231171547477 0.076654865813040124 0.049405487318893354 0.28050086700411403 0.33443221857966132 0.21332625002446609 0.10561755507374115 0.23604929896555485 0.16529041776349065 0.049499733018162934 0.21962453206887994 0.10344727122075026 0.099179735699219937 0.18255516779961642 0.34303046678259608 0.13199927026318628 -leaf_weight=11077.992559671402 7282.0699155330658 10352.62867808342 3877.5075387954712 5892.9016637802124 10480.445013046265 12397.690037488937 6703.0643904209137 6184.1350150108337 4748.982549905777 2907.1417462825775 11701.993390321732 7496.1684572696686 5527.5002264976501 21599.230020046234 6419.00062084198 5702.0424556732178 328.3173942565918 3534.6037542819977 6654.1134536266327 986.92999839782715 315.95604658126831 1372.8512728214264 404.71052289009094 1251.2156116962433 1077.909517288208 789.14843559265137 2905.6583845615387 766.40355587005615 4163.3018970489502 735.50018668174744 +leaf_value=-0.74364333044110154 -0.59136062858563232 -0.51090041420917831 -0.66212119355117982 -0.55076099172229787 -0.47937500126021709 -0.71032627342983978 -0.62917822395699963 -0.56600687557142715 -0.68216403703764195 -0.47951786693256349 -0.72679148752198874 -0.52596040589559223 -0.6167354556760547 -0.4655243694578709 -0.65018583543304453 -0.69408892250605037 -0.71452595760846604 -0.54120441239790529 -0.50075589627828299 -0.5915853781692636 -0.67236690425126888 -0.57454309043625373 -0.62761225453645053 -0.71445527332975356 -0.58686166635123993 -0.67399461723911958 -0.67719526907318084 -0.61466369122890474 -0.49430720973739894 -0.65258061666660205 +leaf_weight=14770.655855953693 9709.4259688258171 13803.504072129726 5170.009740114212 7857.2017447948456 13973.925841808319 16530.252386987209 8937.4186485409737 8245.5128563642502 6331.9763515591621 3876.1887614130974 15602.656913340092 9994.8906739354134 7369.9998577833176 28798.97162425518 8558.666978597641 7602.722815990448 437.75649929046631 4712.8047216534615 8872.1507367491722 1315.9065852165222 421.27470338344574 1830.4682534337044 539.61399799585342 1668.287381708622 1437.2126030921936 1052.1978507041931 3874.2109459042549 1021.8713462352753 5551.0688614845276 980.66685646772385 leaf_count=44809 29455 41875 15684 23836 42392 50147 27113 25014 19209 11759 47333 30321 22358 87366 25964 23064 1328 14297 26915 3992 1278 5553 1637 5061 4360 3192 11753 3100 16840 2975 -internal_value=0.211423 0.318846 0.0830757 0.25514 0.35743 0.0453179 0.144991 0.225501 0.0672409 0.333522 0.0221246 0.285067 0.170213 0.375374 0.119859 0.0802039 0.107841 0.294313 0.343039 0.184873 0.157897 0.212345 0.208495 0.0717684 0.243304 0.131717 0.110669 0.210667 0.351138 0.160117 -internal_weight=0 90168.6 75468.5 34011.8 56156.9 46879.9 28588.6 17088.1 24099.9 24077.2 22780 16923.7 14269 32079.7 14319.6 11702.2 7111.48 11030.8 13724.6 6514.43 7754.52 9826.04 8453.18 6953.26 7262.04 7208.15 6783.17 8048.47 7070.44 7438.56 +internal_value=-0.593013 -0.512445 -0.689273 -0.560225 -0.483507 -0.717592 -0.642837 -0.582454 -0.701149 -0.501438 -0.734987 -0.53778 -0.623921 -0.470049 -0.661686 -0.691427 -0.6707 -0.530845 -0.494301 -0.612925 -0.633158 -0.592322 -0.595209 -0.697754 -0.569102 -0.652792 -0.668578 -0.59358 -0.488226 -0.631492 +internal_weight=0 120225 100625 45349 74875.8 62506.6 38118.1 22784.1 32133.2 32102.9 30373.3 22564.9 19025.3 42772.9 19092.8 15603 9481.98 14707.7 18299.4 8685.91 10339.4 13101.4 11270.9 9271.01 9682.73 9610.86 9044.22 10731.3 9427.26 9918.09 internal_count=669980 364720 305260 137573 227147 189623 115637 69119 97481 97389 92142 68454 57716 129758 57921 47334 28765 44618 55514 26350 31366 39745 34192 28125 29374 29156 27437 32555 28599 30088 is_linear=0 shrinkage=1 @@ -88,18 +88,18 @@ shrinkage=1 Tree=4 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 0 4 4 0 4 10 10 0 10 10 0 10 0 9 8 4 8 0 12 12 8 0 9 10 -split_gain=106588 11492.8 10236.7 1778.72 1507.28 1261.39 956.629 416.133 331.645 231.432 222.437 218.131 195.554 192.619 183.501 138.719 137.926 129.675 109.369 107.348 106.987 99.8188 96.9231 98.3058 87.224 85.6698 89.16 84.9064 84.8381 80.3409 -threshold=0.16343919548025346 0.51806355571754359 0.035198718909107175 0.3136455790356209 0.73698572325193479 0.080878455313980205 0.010383107181019525 0.15587044534412958 0.17752100840336138 0.90102809240152559 0.15587044534412958 1.0000000180025095e-35 1.0000000180025095e-35 0.21392208293850654 1.0000000180025095e-35 1.0000000180025095e-35 0.003606084995402244 1.0000000180025095e-35 0.020432912037279913 1.0000000180025095e-35 16.500000000000004 0.19523809523809527 45.500000000000007 0.11453585753929921 1.0000000180025095e-35 1.0000000180025095e-35 25.500000000000004 0.057845500091095341 1.0000000180025095e-35 1.0000000180025095e-35 +split_feature=0 0 0 0 0 0 0 4 4 0 10 0 4 10 10 10 9 10 0 8 0 9 1 8 10 4 12 4 12 8 +split_gain=80989.4 8699.57 8084.35 1217.13 1098.8 1029.39 747.103 341.386 245.381 205.674 189.777 184.753 182.993 145.512 143.661 125.644 119.103 118.489 107.426 90.1509 89.5668 85.6257 78.6938 72.6855 70.0373 68.6429 68.4068 65.2575 63.4509 68.3836 +threshold=0.18014650328211598 0.045549642211175162 0.51806355571754359 0.73698572325193479 0.3136455790356209 0.0109203760677125 0.088877665623056365 0.21980676328502416 0.51224489795918371 0.90102809240152559 1.0000000180025095e-35 0.028165631713550725 0.17186218211648893 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.003606084995402244 16.500000000000004 0.12987652736348673 1.0000000180025095e-35 0.0047723511998018385 16.500000000000004 1.0000000180025095e-35 0.15587044534412958 1.0000000180025095e-35 0.6043478260869567 1.0000000180025095e-35 23.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 6 8 10 14 16 11 13 29 17 20 22 -2 21 -15 -1 -3 -8 -17 -5 27 23 -7 -22 -13 -27 -4 -14 -6 -right_child=1 4 5 7 9 12 18 -9 -10 -11 -12 25 28 15 -16 19 -18 -19 -20 -21 24 -23 -24 -25 -26 26 -28 -29 -30 -31 -leaf_value=-0.10871498048296542 0.072773297402347933 0.22362349037776755 -0.042589910648484261 0.12459133643995496 0.3089694669806386 0.0094578470839634197 -0.078842808252593891 0.24120306855443127 0.16296292540762292 0.3741793903401191 0.29485902907473671 0.18569858336134482 0.090687859317140282 0.097985424938085167 0.012557905931288197 0.17294246415245107 -0.094740761157864964 0.26775937514872961 -0.060574518894433299 0.10158496640268642 0.14489726797090341 0.010396497625996216 0.087565445437500278 0.036587254344301053 0.18808172678869475 0.16943435311365723 0.2713470978198495 -0.019322745875940579 0.039383318755914103 0.34526732860044662 -leaf_weight=18025.771697402 2268.6199622526765 1878.7772034853697 4010.5360515788198 875.53901785612106 1553.0052845925093 2707.3107078149915 7667.4595976024866 1008.1158932894468 827.94500841200352 1368.1302304416895 956.05978228151798 882.41558685898781 746.16376076638699 2299.1313349828124 1178.0385246276855 531.76207987964153 11613.536170519888 1030.9933953732252 5723.4131263792515 349.30522575974464 916.23787015676498 562.50343242287636 241.84201517701149 2636.3024025857449 955.44108185172081 122.25338815152645 288.24875949323177 2575.6331466436386 567.41630285233259 1003.9979684948921 -leaf_count=169918 18502 13000 35803 6719 9741 23148 71062 7042 6247 7887 6280 6316 6161 18282 10418 3932 108505 6730 52192 2739 6834 4976 2047 22062 7061 880 2060 22508 4765 6163 -internal_value=0 0.203848 -0.0682823 0.139536 0.297332 0.00218822 -0.0932175 0.183727 0.103995 0.340983 0.253012 0.169385 0.0338094 0.0950343 -0.0240113 0.110914 -0.103239 0.239262 -0.0710347 0.144652 0.153445 -0.0300375 0.0256447 0.0228423 0.166942 0.203256 0.240996 -0.0334909 0.0685263 0.323222 -internal_weight=0 19116 58255.9 11325 7790.96 15225.7 43030.2 5048.25 6276.76 3925.13 3865.83 4040.14 6899.04 5448.82 8326.71 3180.2 29639.3 2909.77 13390.9 881.067 2747.22 7148.67 5585.46 5343.61 1871.68 1292.92 410.502 6586.17 1313.58 2557 -internal_count=669980 136415 533565 86614 49801 131888 401677 36912 49702 23791 26010 29870 58183 43455 73705 24953 278423 19730 123254 6671 20614 63287 47257 45210 13895 9256 2940 58311 10926 15904 +left_child=1 5 4 12 8 18 15 10 14 24 19 -7 17 20 23 25 22 -4 -1 -6 -8 -15 -16 -2 -5 -3 -21 -9 -12 -30 +right_child=2 6 3 9 7 11 13 27 -10 -11 28 -13 -14 21 16 -17 -18 -19 -20 26 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 +leaf_value=-0.081275453475728801 0.051811301579348407 -0.017354968230408312 0.1692988574273176 0.2356092201781638 0.093047065782794661 -0.055961577005406965 0.015179635584613381 0.16343530672010048 0.15683542972746564 0.28914828416517052 0.14282914506663091 -0.035684429457705169 0.22638285726859397 0.075138687125411066 0.089160071517172257 0.018754449619798764 0.071788496094281548 0.20597127499421286 -0.070723424899932774 0.10960959440014816 0.037330934656394664 0.031532142177044996 0.14627834326588621 0.077798606421387584 0.26516400314265381 0.016220927923187422 0.14250315789940887 0.20908939310073016 0.12771520590467714 0.20627473535931704 +leaf_weight=23670.556175470352 1587.4569647759199 6842.6879556179047 2513.9521829783916 2048.5807926356792 1188.310742110014 14075.325012147427 4088.469524115324 622.92555797100067 421.57681016623974 1787.5828208774328 1173.388015165925 6600.6224083602428 1233.4119530022144 1053.4863831698895 387.66847763955593 1351.3466429114342 726.764006331563 1356.4301902502775 16286.121916040778 1235.816339969635 3297.6486496478319 786.46128346025944 638.45278988778591 3342.3804510831833 1317.4732906222343 668.36593858897686 1294.4789295643568 629.47484174370766 154.43770156800747 392.17739814519882 +leaf_count=169918 9544 45014 13097 9741 6822 96876 25972 3387 2324 7887 6375 44400 6158 6450 2248 8895 4314 6755 113957 6929 20479 4899 3592 20012 6163 4373 7198 3238 842 2121 +internal_value=0 -0.0494443 0.160222 0.227455 0.11023 -0.0676016 0.011419 0.139311 0.0828412 0.261735 0.128472 -0.0494883 0.19284 0.0313375 0.0781733 -0.00931682 0.102762 0.182151 -0.0769745 0.115767 0.0250694 0.0564996 0.124699 0.0694304 0.247177 -0.0143672 0.126438 0.186382 0.155938 0.184079 +internal_weight=0 78721.1 24052.7 10257.4 13795.3 60632.6 18088.5 6691.01 7104.3 5153.64 5438.61 20675.9 5103.79 9226.07 6682.72 8862.4 1752.89 3870.38 39956.7 3718.61 7386.12 1839.95 1026.12 4929.84 3366.05 7511.05 2530.3 1252.4 1720 546.615 +internal_count=669980 541233 128747 49801 78946 425151 116082 36912 42034 23791 30287 141276 26010 57800 39710 58282 10154 19852 283875 20949 46451 11349 5840 29556 15904 49387 14127 6625 9338 2963 is_linear=0 shrinkage=0.1 @@ -107,18 +107,18 @@ shrinkage=0.1 Tree=5 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 1 1 8 5 0 5 1 8 1 8 6 12 8 0 0 5 5 2 8 3 5 5 8 5 7 -split_gain=55388.7 4100.37 3402.38 504.376 443.977 255.455 236.677 149.641 128.073 85.4818 76.7352 76.5541 76.1034 69.0041 63.9032 61.0653 66.8347 105.858 60.8139 56.5079 54.9777 48.8871 64.273 61.8793 51.2322 47.2362 46.6269 43.3819 39.8378 39.6747 -threshold=0.093430766448540301 0.018343695040845404 0.3107510975013113 0.0055136038236157682 0.04755786326938103 0.16464163172634919 0.50732302613085845 41.500000000000007 0.060661764705882359 0.074025903602859752 0.38750000000000007 0.032574842893888067 89.500000000000014 0.0023117410987087447 45.500000000000007 0.47213622291021679 1.0000000180025095e-35 35.500000000000007 0.091649000725919277 0.12987652736348673 0.48809523809523814 0.162280701754386 0.62570734528967364 39.500000000000007 0.68146800760320148 0.72077922077922085 0.051956815114709856 41.500000000000007 0.53968253968253987 0.27097902097902099 +split_feature=1 1 1 1 1 1 1 8 1 5 7 5 2 0 6 0 8 5 1 5 5 1 8 12 8 0 1 1 3 8 +split_gain=49497.6 3992.55 3495.47 505.291 417.534 340.632 305.358 82.5761 77.7149 73.0877 71.3884 70.0852 66.1851 66.1841 52.9791 52.7853 60.0563 50.4557 49.7832 46.9408 46.0642 45.1133 43.2184 56.416 72.0665 42.9958 46.6286 42.4253 41.3174 39.8641 +threshold=0.11721393772228787 0.022704256771583674 0.39423715963186862 0.0055136038236157682 0.052972994375414119 0.24650980848684115 0.57424809712383429 47.500000000000007 0.013873790547772432 0.060661764705882359 0.27097902097902099 0.162280701754386 0.60832750972481475 0.10773540641268979 0.38278388278388281 0.074025903602859752 89.500000000000014 0.38750000000000007 0.0023117410987087447 0.38750000000000007 0.42261904761904767 0.84264757925280087 40.500000000000007 1.0000000180025095e-35 36.500000000000007 0.11453585753929921 0.17985689349526468 0.032574842893888067 0.50875813316656548 44.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 3 5 13 8 10 29 15 11 12 19 27 25 -1 21 16 17 26 28 -2 -16 24 -23 -24 -6 -5 -7 -3 -18 -4 -right_child=2 4 6 9 14 7 -8 -9 -10 -11 -12 -13 -14 -15 20 -17 18 -19 -20 -21 -22 22 23 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.097019448249063223 0.16394788638651223 -0.01930411919218248 0.30563823234570509 -0.046709791557054015 0.0486736689709307 0.21659922291594561 0.35751373576341894 0.37281815203859092 0.11545758441124379 -0.070865350923721301 0.30623108430600599 0.020171115504394474 0.55802879317230492 -0.082869906305601315 0.14884863683752181 0.11510647895886711 0.28151082333484717 0.11677394249685785 0.21337233511197581 0.11471703851838864 0.84276225916388836 0.13030427254032328 0.88272271948693959 0.078986171028011587 0.092224353477941001 0.11169802214462106 0.43540004342789485 0.051217649202598442 0.58510237853377123 0.24631169886834337 -leaf_weight=11125.505583062768 427.63688544183969 1607.4397648870945 657.49955651164055 2826.8722097948194 907.38837761431932 181.21498802676797 2728.9836101457477 56.416940703988075 94.809724897146225 2388.1536723151803 27.61563565582037 933.13539572805166 2.0897965580224982 4993.5606104321778 75.005886219441891 69.820032346993685 139.57390577718616 152.89463635906577 339.68921736255288 512.64697279781103 1.1594105288386334 42.000090837478638 2.3276588022708888 1.6277641654014585 384.61106539517641 18.950623862445354 10.292747769504784 92.234535291790962 4.4604418650269499 136.04848009347916 -leaf_count=270108 8142 36058 8717 66530 18711 3065 21116 896 2098 56190 490 20207 22 121235 1466 1169 2354 2555 5670 9766 22 864 48 34 7953 446 145 2069 55 1779 -internal_value=0 -0.0662162 0.28514 -0.0838769 0.0248439 0.178131 0.343536 0.214843 0.0012695 -0.0569124 0.141932 -0.00284251 -0.045212 -0.092636 0.0703152 0.204918 0.21249 0.178822 0.236461 0.137107 0.159412 0.0652432 0.166597 0.551963 0.0616381 -0.0456549 0.228359 -0.0154772 0.290912 0.295467 -internal_weight=0 25496.9 5444.79 21355.1 4141.74 1922.26 3522.53 954.363 2727.62 5236.07 967.899 2632.81 2847.91 16119.1 1414.12 897.946 828.126 344.402 483.724 940.284 76.1653 1337.95 45.9555 3.95542 1292 2845.82 191.508 1699.67 144.034 793.548 -internal_count=669980 604061 65919 514531 89530 34307 31612 15909 60432 123188 18398 58334 66998 391343 29098 15013 13844 5765 8079 17908 1488 27610 946 82 26664 66976 3210 38127 2409 10496 +left_child=1 3 5 18 9 7 10 17 15 27 -4 13 -13 -6 20 16 -5 25 -1 -10 22 -8 23 24 -7 -2 -27 -3 -25 -24 +right_child=2 4 6 8 11 14 21 -9 19 -11 -12 12 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 29 28 -26 26 -28 -29 -30 -31 +leaf_value=-0.07279801683892359 0.152994552895199 -0.0054034808796826856 0.28497275845974424 -0.038062616327781004 0.085966584933537191 0.22385960569658334 0.32800687663194583 0.24196691688473351 -0.026376514470874225 0.09102232054716658 0.20621189735256548 0.1357301404720089 0.47957933233875505 0.049212259335863547 0.1316951068360814 -0.057109798148482209 0.60390473707448644 0.23382058917303042 -0.062448413622705659 0.098542888528002096 0.3246827249154442 0.353386393349646 0.67493486502334721 0.2192838315526823 0.12531660409362233 0.097458691166172062 0.14623007123466381 0.018833310720900779 0.29221495047644147 0.28598530157547997 +leaf_weight=14884.903586078435 554.54947906732559 1346.726741053164 665.45884370803833 3138.825894728303 875.27230476588011 169.0234298184514 1344.0946912690997 76.172258175909519 2286.1118633300066 108.94680442661047 139.14501088857651 69.826252222061157 6.0857772380113593 1112.8488056026399 64.577602542936802 2560.5674062334001 1.457921691238879 49.94909805059433 6757.7009197212756 30.481949795037508 44.527861453592777 1462.4430442228913 2.7757440507411948 312.43458937853575 132.30437934398651 491.24173028767109 326.19961481541395 1557.4828821383417 103.38348107784986 52.002264052629471 +leaf_count=270108 7889 22594 6618 55397 13649 2080 10451 1037 39220 1788 1361 1070 93 16984 772 44075 14 600 121235 522 438 7967 28 3808 1620 6994 4409 25323 1284 552 +internal_value=0 -0.0475957 0.263658 -0.0616223 0.0343454 0.169547 0.325662 0.14053 -0.0401775 0.0106108 0.271352 0.0689941 0.163296 0.0653934 0.218888 -0.0464536 -0.0377646 0.135096 -0.0695664 -0.0247328 0.225785 0.341232 0.22008 0.21354 0.180592 0.131502 0.116921 0.00759434 0.237416 0.305694 +internal_weight=0 34737.2 5990.28 29660 5077.19 2379.14 3611.14 1498.11 8017.45 3013.16 804.604 2064.03 75.912 1988.12 881.029 5700.85 3140.28 1421.94 21642.6 2316.59 816.452 2806.54 771.924 717.146 301.328 1371.99 817.441 2904.21 415.818 54.778 +internal_count=669980 612072 57908 530571 81501 31511 26397 20929 139228 49705 7979 31796 1163 30633 10582 99486 55411 19892 391343 39742 9810 18418 9372 8792 3700 19292 11403 47917 5092 580 is_linear=0 shrinkage=0.1 @@ -126,18 +126,18 @@ shrinkage=0.1 Tree=6 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 2 2 2 2 2 2 2 2 6 2 8 6 2 10 0 6 6 8 12 8 8 6 6 6 -split_gain=120290 15117.4 12913.8 2247.11 1959.92 1775.18 1504.75 357.395 270.947 243.136 228.515 222.729 181.185 179.057 119.159 118.253 103.3 87.1641 75.0778 74.3758 70.2592 67.0821 64.2544 62.9368 62.0552 82.1514 61.1015 57.5854 53.7983 53.3554 -threshold=0.34454535077347115 0.68566772543908749 0.10557156246282116 0.85473614589076297 0.032771448754213887 0.51509141059769914 0.19821811744301146 0.77315861353043414 0.93042944834295571 0.26086894598992905 0.012927214920130917 0.05639940601995113 0.57678202673178125 0.44139309176609126 0.31698564593301443 0.15369316296170601 39.500000000000007 0.5590277777777779 0.89997631836292835 1.0000000180025095e-35 0.044221323743365702 0.70777988614800769 0.49358974358974367 39.500000000000007 1.0000000180025095e-35 40.500000000000007 47.500000000000007 0.70777988614800769 0.47493734335839605 0.60555555555555574 +split_feature=2 2 2 2 2 2 2 2 2 2 2 2 2 2 6 2 8 6 0 10 6 12 8 10 8 1 0 6 8 0 +split_gain=85902.5 10684.9 9331.53 1580.43 1420.69 1265.12 1078.5 253.781 195.524 176.588 164.434 161.296 127.324 126.646 89.3173 86.0804 80.3879 68.2113 64.3025 61.2944 53.34 48.492 62.8036 48.2901 46.717 46.0565 44.9326 43.8391 43.5559 43.3438 +threshold=0.34454535077347115 0.68566772543908749 0.10557156246282116 0.85473614589076297 0.032771448754213887 0.51509141059769914 0.19821811744301146 0.77315861353043414 0.92490073479522228 0.26086894598992905 0.012927214920130917 0.05639940601995113 0.44139309176609126 0.57678202673178125 0.31698564593301443 0.15369316296170601 39.500000000000007 0.5590277777777779 0.044221323743365702 1.0000000180025095e-35 0.70777988614800769 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 39.500000000000007 0.0093122030323845775 0.061437052533743111 0.054093567251461992 47.500000000000007 0.051212762608571764 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 5 4 7 10 13 15 19 18 29 -1 23 21 14 20 -4 -13 -14 -5 28 -2 -7 -9 -6 25 -18 -15 -11 -3 -8 -right_child=1 3 6 8 11 12 9 22 -10 27 -12 16 17 26 -16 -17 24 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.12275374632260105 0.052630721406050733 0.14605381043777774 -0.047035850446041055 0.20989800407295706 -0.094688555142963537 0.087655823411647391 -0.011047464026738008 0.17698631442847404 0.25662603046559135 0.014439557285333188 -0.10576187459561276 -0.076512751997617687 0.11346434385874432 0.06615371873596855 0.070271816882068253 -0.029383364917570615 -0.045971548978677362 0.14618184721264979 0.23168991903924865 0.11618754880265143 0.030839065460058841 0.12912060960916119 0.20245541791870225 -0.078564491636898603 -0.073794771208770399 -0.082914567607358436 0.12343144766509535 0.048505013808837406 0.17200720305723169 0.022408197049234899 -leaf_weight=17103.66818100214 2312.5572036206722 3885.115130096674 9064.3765509128571 3439.2646509408951 5876.8666558265686 3887.39939686656 6688.8765439838171 4337.8374162316322 2938.650410592556 7382.9915969520807 14731.648742556572 7148.5081400871277 6143.9008626639843 5204.7044637054205 1467.7115955799818 6527.8196961730719 3570.4044650346041 938.69745443761349 2925.9665372520685 684.1817619651556 4107.2751793861389 433.69270193576813 1283.6757136434317 4116.3987834751606 1928.1333783268929 723.99425913393497 193.15502336621284 531.98768931627274 1005.3764730244875 513.27298253774643 -leaf_count=92898 11490 18332 47354 15730 31433 18915 34294 20173 13204 37331 79310 37983 29565 25617 7297 33791 18750 4471 13269 3287 20603 2077 5961 21844 10183 3831 951 2662 4743 2631 -internal_value=0 0.131717 -0.0698298 0.195191 -0.0987482 0.0790127 -0.0178494 0.16501 0.23151 0.00463167 -0.114891 -0.076753 0.107955 0.0541697 0.0445658 -0.0396455 -0.0683122 0.117801 0.219915 0.147069 0.0386889 0.0918175 0.182802 -0.0880468 -0.0588913 -0.0521998 0.0682033 0.0167292 0.151389 -0.00866319 -internal_weight=0 45189.2 85908.9 20500.1 55199.6 24689.1 30709.3 11196.2 9303.88 15117.1 31835.3 23364.3 11403.7 13285.4 7887.54 15592.2 13371 7082.6 6365.23 5574.67 6419.83 4321.09 5621.51 9993.27 6222.53 4294.4 5397.86 7914.98 4890.49 7202.15 -internal_count=669980 215685 454295 94699 296232 120986 158063 52496 42203 76918 172208 124024 55028 65958 39390 81145 70747 34036 28999 26362 32093 20992 26134 53277 32764 22581 26568 39993 23075 36925 +left_child=2 5 4 7 10 12 15 19 27 -8 -1 24 14 20 18 -4 -13 26 -2 -3 -7 22 -18 -9 -6 -11 -15 -5 29 -14 +right_child=1 3 6 8 11 13 9 23 -10 25 -12 16 28 17 -16 -17 21 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.090888380875494126 0.039598118400504152 0.11025166770659517 -0.034751601518630063 0.15265290467719372 -0.070090574480598675 0.063757257835936595 -0.006608674958908641 0.1349906549749024 0.18381879343706559 0.01826895859355494 -0.078287435812681466 -0.056769845461493246 0.05768725594886475 0.090637824710433079 0.051649411275820657 -0.02168575524490084 -0.033363040370243062 0.10734885530331005 0.021566793184423387 0.082787875424794169 0.095707521030479775 -0.054699550057109594 -0.061456345664455306 0.10392963869947423 -0.057993011695953528 0.005039838168754987 0.075805254679583586 0.16837064634720753 0.089800941671255186 0.041639205607024256 +leaf_weight=22295.111364230514 3081.5912950634956 6590.7912218272686 12031.228544011712 5094.2109826505184 7740.8963183611631 5225.4541957378387 9609.203445956111 7052.3923763930798 4770.0548171699047 5660.2717941999435 19338.257886186242 9466.7288665026426 2827.234710007906 3669.9921890795231 1966.2178234159946 8680.1833888888359 4715.2237662822008 1261.2174486517906 5521.3279013633728 926.93446412682533 580.57679775357246 2553.2627811729908 957.31339037418365 538.76418545842171 5432.2079072892666 4918.3854070305824 4605.0352710783482 2723.086673527956 260.22666326165199 4158.4105498492718 +leaf_count=92898 11490 23075 47354 17185 31433 18915 36925 24254 15840 21409 79310 37983 10389 13122 7297 33791 18750 4471 20603 3287 2077 10183 3831 1880 21844 18584 16443 9178 951 15228 +internal_value=0 0.0958443 -0.0514363 0.141692 -0.0729822 0.0575474 -0.0132435 0.119889 0.167864 0.00320445 -0.0850354 -0.0567242 0.0394203 0.0785961 0.0324205 -0.0292757 -0.0504865 0.0856853 0.0280257 0.106865 0.0669521 -0.0432553 -0.0381041 0.132786 -0.0651019 0.0121183 0.0823835 0.158128 0.0496306 0.0481342 +internal_weight=0 60853.5 113398 27696.2 72499 33157.3 40899.3 15108.9 12587.4 20187.9 41633.4 30865.6 17815 15342.3 10569.1 20711.4 17692.5 9536.24 8602.92 7517.73 5806.03 8225.8 5672.54 7591.16 13173.1 10578.7 8275.03 7817.3 7245.87 6985.65 +internal_count=669980 215685 454295 94699 296232 120986 158063 52496 42203 76918 172208 124024 65958 55028 39390 81145 70747 34036 32093 26362 20992 32764 22581 26134 53277 39993 29565 26363 26568 25617 is_linear=0 shrinkage=0.1 @@ -145,18 +145,18 @@ shrinkage=0.1 Tree=7 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 8 8 4 7 8 0 4 8 4 0 7 8 8 10 0 -split_gain=185616 17965.1 14753.8 2147.01 1990.19 1936.47 1718.88 339.895 298.894 292.357 274.414 234.378 206.041 180.133 173.329 135.504 90.5052 85.8632 85.2304 80.6608 82.0236 77.2729 76.5696 72.4086 71.255 68.3729 64.3445 63.7934 62.0947 60.9726 -threshold=0.59378983183201317 0.2161759166778425 0.88875097555938487 0.37927603575800134 0.092054754568763858 0.77235768610342437 0.96631402124114463 0.49205838248222783 0.057177059790092168 0.68940008758646909 0.1542344155679414 0.31027120404833869 0.94126692316726546 0.98700496287212758 0.83731704867036083 40.500000000000007 31.500000000000004 0.38278388278388281 0.59411764705882364 40.500000000000007 0.1109643272475747 0.13484848484848486 42.500000000000007 0.16823899371069184 0.057845500091095341 0.62828947368421062 41.500000000000007 25.500000000000004 1.0000000180025095e-35 0.023310160776221483 +split_feature=3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 8 0 8 7 7 4 8 4 0 4 8 8 10 12 2 +split_gain=129738 12527.3 10600.9 1494.05 1368.65 1361.15 1263.08 239.445 202.826 200.852 190.547 162.493 149.363 132.637 122.448 102.436 66.1151 65.4981 64.4929 63.5722 55.2847 54.7994 54.1966 53.5898 50.1592 49.3407 47.1218 46.6076 45.4381 44.6552 +threshold=0.59378983183201317 0.2161759166778425 0.88875097555938487 0.37927603575800134 0.092054754568763858 0.77235768610342437 0.96631402124114463 0.49205838248222783 0.68940008758646909 0.057177059790092168 0.1542344155679414 0.31027120404833869 0.94126692316726546 0.98700496287212758 0.83731704867036083 40.500000000000007 0.1109643272475747 31.500000000000004 0.62828947368421062 0.59411764705882364 0.10912698412698414 42.500000000000007 0.13484848484848486 0.057845500091095341 0.16823899371069184 41.500000000000007 25.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.032771448754213887 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 5 11 8 9 12 18 -1 26 22 15 16 -8 29 21 -4 25 -5 20 -12 -3 23 -6 27 -9 -2 -16 -11 -7 -right_child=2 3 6 7 10 14 13 17 -10 28 19 -13 -14 -15 24 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.17660890235325455 0.013653027000793187 -0.081311817463465538 0.1160504562867746 -0.043716994991190805 -0.13022427419070631 0.071247702872970997 0.14422822201273963 -0.012947665975240712 -0.15461397025989387 0.04266506402734882 -0.099413976645579605 -0.061923884844856475 0.12650235555421505 0.15971597450279496 0.097764025823349365 -0.14009113976027118 0.099140852887805261 -0.057370180037126899 -0.016935995179054548 -0.15631275475971726 -0.11898664429589166 -0.11037913734210121 -0.17010893378398051 -0.15092954512623105 0.049570382112136727 0.013037355556669681 -0.028046738096867526 0.079402996452299687 0.01790610925801937 0.053277703858431773 -leaf_weight=13831.967854782939 7488.0656883120537 8381.5252368748188 6004.4771856069565 7640.248242482543 11296.000102639198 4539.779315918684 14735.656189501286 6250.2061918377876 11165.7499769032 6629.8023981601 3764.6537322700024 5933.7491359561682 9683.5339481681585 15313.784555643797 3215.103797018528 459.61920395493507 6693.9189036041498 381.61660444736481 1407.2138331085443 402.85691672563553 4964.7805448770523 1026.5895234942436 590.92224881052971 1985.9353418499231 545.3408782184124 1208.3691785335541 389.27293379604816 4599.0558676719666 1195.6321546435356 3232.670658364892 -leaf_count=55332 30332 33647 24690 30773 45229 18546 60986 25247 44679 26956 15092 23854 39909 63510 13160 1842 27494 1539 5675 1614 19887 4118 2366 7950 2227 4895 1573 18827 4852 13179 -internal_value=0 -0.108314 0.10389 -0.0511352 -0.147251 0.0501904 0.136495 -0.0263451 -0.166784 0.0251922 -0.126026 -0.0776295 0.115515 0.152121 0.0745236 -0.0870737 0.107137 -0.011105 -0.0395516 -0.112565 -0.110546 -0.0844836 -0.134887 -0.13332 0.0845186 -0.00873781 0.0115924 0.0869576 0.0388822 0.0637737 -internal_weight=0 80692 84266.1 32689.1 48002.9 31834.7 52431.4 16887.7 24997.7 15702.8 23005.1 15801.5 22381.9 30049.4 16132 9867.73 12698.4 7840.19 9047.46 9132.29 8729.43 9408.11 13872.9 13281.9 8359.5 7458.58 7877.34 7814.16 7825.43 7772.45 -internal_count=669980 323739 346241 131590 192149 129652 216589 68129 100011 63713 92138 63461 92093 124496 65939 39607 52184 31681 36448 36593 34979 37765 55545 53179 34214 30142 31905 31987 31808 31725 +left_child=1 4 5 11 9 8 12 19 25 -1 21 15 17 -8 -7 22 -12 28 20 -5 -9 24 29 26 -6 -2 -16 -10 -4 -3 +right_child=2 3 6 7 10 14 13 18 27 -11 16 -13 -14 -15 23 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.12700732468580991 0.010193321906506471 -0.019956724565084086 0.091504798862887898 -0.031316900917438113 -0.093773225653776729 0.046462028333114531 0.10584709497647651 -0.0083137606149994783 0.031164572950565295 -0.11138902879011588 -0.072587620380637471 -0.044318127075085749 0.092591836975778011 0.1174070239666381 0.071487761202608552 -0.10233802581594378 -0.087458483910365009 0.072360107300692186 0.010846977299529183 -0.011301606222297395 -0.035129318017587792 -0.12294615543164239 -0.079254718850823774 0.035288915839066563 -0.10869210161319925 -0.021437123207772128 0.057791235743552438 0.012574533635700417 0.076266158646431492 -0.059234938032312105 +leaf_weight=18421.804234921932 9983.2118692994118 297.34404134750366 4483.7658558189869 10201.448761731386 15074.220011293888 10332.769822478294 19485.739219844341 7999.8177705705166 8825.9856396317482 14888.805352419615 5253.2701705992222 7924.9599417746067 12819.533007740974 20230.343822687864 4267.3272593319416 613.48426428437233 6938.484893321991 8876.9972560107708 1613.6720240414143 1879.1946733295918 850.57764008641243 788.49968889355659 1371.2343932688236 724.17797189950943 2649.7486352622509 518.79670915007591 6106.2316298186779 1591.8869964778423 3471.8117557168007 10897.887094587088 +leaf_count=55332 30332 894 13918 30773 45229 31725 60986 24216 26956 44679 15769 23854 39909 63510 13160 1842 20824 27494 4895 5675 2570 2366 4118 2227 7950 1573 18827 4852 10772 32753 +internal_value=0 -0.0778211 0.0760069 -0.0365123 -0.105988 0.0365829 0.100076 -0.0186119 0.0184378 -0.120026 -0.0907582 -0.0556339 0.0844592 0.111735 0.0542957 -0.062438 -0.0810508 0.0782654 -0.00753869 -0.0282034 -0.0108909 -0.0971512 -0.0604901 0.0615895 -0.0960036 0.00863079 0.0634255 0.028324 0.0848547 -0.0581917 +internal_weight=0 107664 111719 43649.6 64014.8 42350.4 69368.2 22544.7 20919.9 33310.6 30704.2 21104.9 29652.1 39716.1 21430.5 13179.9 12191.8 16832.6 10464.1 12080.6 8850.4 18512.5 12566.5 11097.7 17724 10502 10373.6 10417.9 7955.58 11195.2 +internal_count=669980 323739 346241 131590 192149 129652 216589 68129 63713 100011 92138 63461 92093 124496 65939 39607 36593 52184 31681 36448 26786 55545 37765 34214 53179 31905 31987 31808 24690 33647 is_linear=0 shrinkage=0.1 @@ -164,18 +164,18 @@ shrinkage=0.1 Tree=8 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 0 4 10 4 8 0 10 0 8 12 8 9 10 4 4 4 2 12 10 0 12 8 3 10 -split_gain=79794.6 7963.02 7635 1234.68 1056.31 832.606 760.862 288.257 190.775 177.565 159.663 156.325 150.14 143.634 137.581 146.532 124.669 114.294 111.196 95.3289 89.3179 80.7265 79.3597 78.3521 74.6088 73.0254 69.984 69.2634 69.1178 66.0594 -threshold=0.1388373957931181 0.44774790429122635 0.032347618849016789 0.73698572325193479 0.26315551235744356 0.010383107181019525 0.074025903602859752 0.58257575757575764 1.0000000180025095e-35 0.10912698412698414 16.500000000000004 0.87672250303520649 1.0000000180025095e-35 0.003606084995402244 25.500000000000004 1.0000000180025095e-35 16.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.40967365967365971 0.19523809523809527 0.36931818181818188 0.046929061200795631 1.0000000180025095e-35 1.0000000180025095e-35 0.020432912037279913 1.0000000180025095e-35 41.500000000000007 0.072725456305637412 1.0000000180025095e-35 +split_feature=0 0 0 0 0 0 0 4 10 4 10 10 10 0 4 0 9 8 4 0 8 1 9 8 0 12 3 12 1 10 +split_gain=60185.6 6084.27 5613.25 930.529 844.623 588.739 587.074 261.295 162.183 161.628 134.409 121.698 105.907 96.4019 94.3311 90.919 82.9143 74.2385 73.6894 72.0397 69.0657 67.1619 58.199 56.7483 56.5776 54.2057 51.4522 51.4167 47.7729 45.1016 +threshold=0.1388373957931181 0.46508427439233974 0.032347618849016789 0.26315551235744356 0.76424362067516083 0.078547245988764794 0.010383107181019525 0.21980676328502416 1.0000000180025095e-35 0.17752100840336138 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.003606084995402244 0.10912698412698414 0.87672250303520649 1.0000000180025095e-35 22.500000000000004 0.40967365967365971 0.049775222559007327 16.500000000000004 0.015657636937417136 1.0000000180025095e-35 16.500000000000004 0.020432912037279913 1.0000000180025095e-35 0.1397613952036493 1.0000000180025095e-35 0.0045823954528479349 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 5 9 8 13 12 10 16 14 22 -5 20 -1 -3 28 -2 26 -12 29 27 -18 -6 -20 -17 -7 -10 -4 -16 -8 -right_child=1 3 6 11 7 25 19 -9 17 -11 18 -13 -14 -15 15 24 21 -19 23 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.10686485106493089 0.037353140586538512 0.15001007354647322 -0.037643017675030158 0.23748189917549076 0.198965615387521 -0.075599532291890273 0.011658563407204467 0.2014626191732598 0.10539297175933274 0.21557309812995534 0.12160599506689913 0.27413283963641261 0.0071707725732281027 -0.092044978551809473 0.22461308233870669 0.19706592293321856 0.066831516209053407 0.06876661309581604 0.1415439413469087 0.06891572288782187 0.0067540877893470189 0.12139708998816563 0.091000018445116182 0.19620825631893746 0.24726746017950038 -0.059528678467579657 0.16515393529156389 0.011609916123562967 0.16199816105428547 0.038964092568179405 -leaf_weight=16578.360302478075 1546.642944470048 1375.4202395528555 6140.6979126408696 2526.3113495111465 71.28781946003437 7220.2295230776072 4847.6455559358001 505.56725706160069 693.09872923791409 1556.2857020944357 2495.4763596653938 2157.6780157536268 1133.9063913524151 10800.47413058579 197.80417333543301 1034.7009384036064 3049.8472845181823 679.57235836982727 854.71480852365494 370.77299655228853 546.51728869974613 297.58603742718697 1513.7141608893871 378.2414482831955 414.69446808099747 4647.3853757232428 273.19906057417393 299.44514591991901 1621.0513793975115 1084.149088807404 -leaf_count=169918 11962 8470 56151 13275 501 71062 41016 2993 4945 8784 17196 10516 10018 108505 1159 6220 23723 5168 5549 3008 4840 2068 10579 2387 2335 44415 1905 2739 9727 8846 -internal_value=0 0.153243 -0.0685643 0.215615 0.0983148 -0.0914292 -0.00634703 0.129308 0.0707381 0.18634 0.122443 0.254365 -0.0265814 -0.101019 0.176543 0.187709 0.0608335 0.10019 0.133745 0.019724 -0.0320592 0.0716824 0.0958559 0.158314 0.211429 -0.0693061 0.122289 -0.0353529 0.168808 0.0166492 -internal_weight=0 23242.9 53669.6 10883.9 12358.9 39246.4 14423.1 5819 6539.95 6199.96 5313.43 4683.99 8120.57 27378.8 4643.67 3268.25 4894.08 1645.87 3728.43 6302.57 6986.66 3347.43 1585 1232.96 1449.4 11867.6 966.298 6440.14 1818.86 5931.79 -internal_count=669980 149462 520518 60486 88976 393900 126618 39205 49771 36695 36212 23791 73748 278423 27911 19441 37753 12018 25132 52870 63730 25791 11080 7936 8555 115477 6850 58890 10886 49862 +left_child=2 3 6 9 8 10 13 11 14 12 19 20 23 -1 17 -6 27 21 29 -4 -5 -3 28 -2 -8 26 -19 -14 -13 -7 +right_child=1 4 5 7 15 18 24 -9 -10 -11 -12 22 16 -15 -16 -17 -18 25 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.079650283016756931 0.026961011123239412 0.07484593783596924 -0.032050395407655578 0.065486741837196633 0.18226005922889865 0.010302320439842213 -0.057091456224193919 0.13902492209144662 0.1623794303819073 0.0897986218983855 0.0074852226719592657 0.098955083846199263 0.072355491002607353 -0.06907141453970804 0.16087524456839283 0.20781505999376659 0.043111575870130814 0.13853808685287514 0.055690771110623205 -0.015124642897946239 0.091353814134584141 0.12330599259797081 0.090451010225871153 0.048212764399637537 -0.044878880753732878 0.1501293424845021 0.098943380004438808 0.11957613053856966 0.13902194035600846 0.030790276818167775 +leaf_weight=21407.063686311245 1851.6565046459436 430.89934249222279 4982.0694786012173 1518.828102260828 2712.1167180389166 5844.3668478578329 9717.9528384655714 1423.4134669452906 3273.2575151771307 1059.4872080236673 1625.409254655242 458.56259585916996 809.81835468113422 14414.211673915386 1023.6883143633604 2860.6563670635223 760.62609153985977 782.41379898786545 452.22975222766399 5077.4004914015532 3221.7165569067001 850.43815860152245 781.09243254363537 3909.2546454817057 6222.2951500415802 1379.1835349798203 565.32588891685009 322.38731434941292 847.70628914237022 1316.5072430372238 +leaf_count=169918 10907 2010 34310 8202 10670 36896 71062 6686 13919 5753 10840 2244 4383 108505 4401 10516 4392 3524 2728 33787 16718 3926 3977 22644 44415 6157 2649 1692 4092 8057 +internal_value=0 0.116155 -0.0511279 0.0759833 0.165261 -0.0050976 -0.0682891 0.10005 0.145053 0.0531921 -0.0191961 0.0919252 0.0481248 -0.0753934 0.133782 0.195378 0.0686466 0.126863 0.0165414 -0.0235073 0.0830662 0.107009 0.112045 0.0413821 -0.0523243 0.136192 0.12193 0.0858012 0.124957 0.014069 +internal_weight=0 30842.5 71059.5 16964.5 13878 19298 51761.5 8251.32 8305.21 8713.23 11684.9 6827.91 7653.74 35821.3 5031.95 5572.77 1892.83 4008.26 7613.1 10059.5 4740.54 1281.34 2087.36 5760.91 15940.2 2726.92 1347.74 1132.21 1306.27 7160.87 +internal_count=669980 149462 520518 91690 57772 126618 393900 41919 36586 49771 78937 35233 44018 278423 22667 21186 10467 18266 47681 68097 24920 5936 10313 33551 115477 12330 6173 6075 6336 44953 is_linear=0 shrinkage=0.1 @@ -183,18 +183,18 @@ shrinkage=0.1 Tree=9 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 1 1 5 8 0 5 0 7 1 8 1 0 12 8 1 0 1 8 0 2 1 5 6 2 0 -split_gain=38557 3038.44 2339.78 364.611 349.589 286.388 146.5 77.4426 65.6365 63.1232 61.486 55.8596 46.627 46.424 46.0658 42.7256 39.1971 35.3615 48.9086 37.2847 35.1598 34.5155 36.1786 87.371 161.85 33.9562 33.7773 34.8719 34.3498 33.1986 -threshold=0.076216061379914976 0.013873790547772432 0.27403495618299978 0.032574842893888067 0.0038503149877588496 0.57424809712383429 0.11721393772228787 0.29285714285714287 46.500000000000007 0.074025903602859752 0.162280701754386 0.091649000725919277 0.27097902097902099 0.052972994375414119 89.500000000000014 0.0068441378727288294 0.18014650328211598 1.0000000180025095e-35 37.500000000000007 0.44881649115884098 0.23729727672133719 0.021147710833932649 45.500000000000007 0.076218103190848166 0.23661277697703847 0.0014581028256939177 0.057189542483660136 0.13961038961038963 0.021024158915393363 0.0021116086133806805 +split_feature=1 1 1 1 1 1 1 5 0 8 3 0 1 8 0 8 3 1 2 10 5 5 5 6 12 8 0 8 7 8 +split_gain=33831.4 2876.73 1962.59 372.427 269.602 238.107 112.774 82.9696 74.8721 69.7235 59.1877 52.7697 51.1423 48.6889 40.1269 39.6383 75.3763 39.1004 38.0421 38.2882 36.0291 35.7974 34.0354 33.9076 33.7613 53.7649 35.7021 32.0757 31.703 29.6089 +threshold=0.093430766448540301 0.018343695040845404 0.3107510975013113 0.0055136038236157682 0.045242535598563609 0.57424809712383429 0.16464163172634919 0.060661764705882359 0.074025903602859752 41.500000000000007 0.68146800760320148 0.094655825173027994 0.0023117410987087447 89.500000000000014 0.18647636400650225 47.500000000000007 0.69681188836847885 0.84264757925280087 0.011239401872280804 1.0000000180025095e-35 0.38750000000000007 0.72077922077922085 0.12916666666666668 0.47213622291021679 1.0000000180025095e-35 32.500000000000007 0.091649000725919277 28.500000000000004 0.27097902097902099 41.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 6 7 25 12 16 11 26 14 13 21 17 -5 15 -6 -2 19 20 -4 -19 -3 -23 -24 -25 -1 27 28 -8 -9 -right_child=2 3 5 10 9 -7 8 29 -10 -11 -12 -13 -14 -15 -16 -17 -18 18 -20 -21 -22 22 23 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.097729503364072295 0.10735215060655473 -0.021791528236345524 0.17703777304666374 0.021319258267469068 -0.066070838443979651 0.25947974728354245 0.1949520118609146 0.80531559428036825 0.22243470605679294 -0.076312175084146394 0.12875253267012216 -0.036383337209668139 0.16843900506663714 0.052601990344784667 0.42076238937996485 -0.043652842348914783 0.065262891525123642 0.22422875581621349 0.2530167363080405 0.22965658423039326 0.15313651986124452 0.0039605694016701725 0.058227400661199247 1.3022286203384168 -0.10516390497156175 -0.087359354694971303 0.19047281171906494 0.084730747402291001 0.13111454350935683 0.091110546896644384 -leaf_weight=7587.6969734430313 500.77781377360225 742.75653000548482 367.37097396701574 1216.3142170533538 1796.7828977033496 3077.2267674133182 91.155905228108168 0.65893529355525871 89.955786019563675 2413.1089032813907 70.182637810707092 1290.0728592947125 263.71347412467003 777.70971262827516 2.0324100777506819 1613.6422914415598 396.41916684806347 203.15517015010118 394.43196649104357 212.58976939320564 105.79428005218506 572.70943115651608 35.4971893876791 1.6342277824878686 1.634227782487869 5408.0348371490836 100.13910974189639 149.50375258177519 1118.9716611206532 52.973035678267479 -leaf_count=201372 8780 17797 4069 25517 45998 18418 1367 14 1227 61295 1296 30333 2778 15321 15 39592 7165 2058 4035 1966 1107 13056 760 35 35 142557 1277 2388 17218 1134 -internal_value=0 -0.0662343 0.199991 0.00512411 -0.0842893 0.241834 0.120914 -0.0190792 0.139531 -0.0639336 0.036758 -0.021492 0.206737 0.0335202 -0.0551801 -0.0554638 0.0887554 0.214606 0.229679 0.196326 0.199884 -0.00730625 0.010289 0.103782 0.598532 -0.0934141 0.134422 0.130294 0.135923 0.0998854 -internal_weight=0 23583.4 7071.21 4762.14 18821.3 4624.28 2446.92 2697.94 1549.73 5825.57 2064.21 2644.3 1547.06 1994.02 3412.46 3410.43 897.197 1283.34 703.381 579.961 308.949 1354.23 611.475 38.7656 3.26846 12995.7 1459.77 1359.63 1210.13 53.632 -internal_count=669980 596127 73853 105298 490829 34431 39422 63164 23477 146900 42134 62016 16013 40838 85605 85590 15945 13235 7200 6035 3165 31683 13886 830 70 343929 22250 20973 18585 1148 +left_child=1 3 6 12 7 28 14 11 13 20 -6 18 -1 21 -2 -12 -17 22 19 -3 23 -5 29 24 25 -8 -26 -16 -4 -7 +right_child=2 4 5 8 10 17 9 -9 -10 -11 15 -13 -14 -15 27 16 -18 -19 -20 -21 -22 -23 -24 -25 26 -27 -28 -29 -30 -31 +leaf_value=-0.071975686780816311 0.10814830592708764 0.038303220382259168 0.19005092122666428 -0.032728230248918293 0.034338267828801838 0.21029311296295117 0.13736657290283696 0.078471211243007696 -0.052677756175001401 0.21763435559698291 0.064514610676982984 -0.015398337811572871 -0.061089956589687112 0.36382251456219561 0.10411150515246351 0.71293400904326165 0.13343485735100039 0.23997965479313815 0.006471330965417548 0.20570795039981196 0.2005270607653877 0.08834347600741603 0.25659140325286017 0.066504836465151526 0.17686236342974421 0.070737991690319177 0.12734333592815239 0.057092514342274504 0.15199558207133124 0.26064025036526794 +leaf_weight=13628.156075514853 760.67305579781532 53.940876327455044 1326.6056874841452 3593.1082861796021 1506.5957864820957 1452.8732312694192 273.55833505839109 129.50242932513356 3133.3116212710738 90.439068801701069 592.47821724042296 1706.7312016263604 6316.0311441347003 3.111785650253295 226.70371079444885 2.3971860520541659 35.251041952520609 1914.1812578439713 1556.9904952533543 18.296833924949169 63.387794025242329 24.588271040469408 216.83100157976151 97.172436274588108 207.53319407254457 217.32140039652586 487.84829481691122 403.00660160183907 262.17462217062712 127.02008204162121 +leaf_count=270108 10080 953 10959 66530 22134 8628 3076 2002 56190 896 9028 27968 121235 22 3008 33 518 7967 26571 323 531 446 1152 1122 2323 2511 5450 5310 2235 671 +internal_value=0 -0.0479848 0.180271 -0.0616552 0.0171642 0.216166 0.112996 -6.14339e-05 -0.0413596 0.132638 0.0451019 -0.00311008 -0.0685283 -0.0315653 0.0926914 0.070837 0.170333 0.230035 0.00976273 0.0807046 0.126931 -0.0319053 0.21944 0.123296 0.127948 0.107869 0.142122 0.0740199 0.183771 0.214341 +internal_weight=0 32300.5 8127.33 26698.3 5602.18 5299.69 2827.64 3465.46 6754.12 1437.26 2136.72 3335.96 19944.2 3620.81 1390.38 630.126 37.6482 3710.91 1629.23 72.2377 1346.82 3617.7 1796.72 1283.43 1186.26 490.88 695.381 629.71 1588.78 1579.89 +internal_count=669980 604061 65919 514531 89530 31612 34307 57817 123188 15909 31713 55815 391343 66998 18398 9579 551 18418 27847 1276 15013 66976 10451 14482 13360 5587 7773 8318 13194 9299 is_linear=0 shrinkage=0.1 @@ -202,18 +202,18 @@ shrinkage=0.1 Tree=10 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 12 8 6 8 6 6 2 10 4 0 6 8 0 8 6 -split_gain=95794.9 12316.4 10166.2 1720.86 1572.41 1436.06 1186.06 289.096 208.356 194.64 182.408 164.28 138.648 133.654 132.648 109.452 154.968 93.898 69.5554 61.4998 61.3922 59.8639 58.6229 57.263 56.7705 55.0649 53.0058 51.6479 48.4416 47.8184 -threshold=0.31515784113483891 0.6770705396710992 0.080488095919491423 0.83180462505681707 0.50760144110495231 0.19076083981042186 0.02915937028640983 0.9132818566857771 0.12772884431138451 0.40725176028344584 0.011239401872280804 0.77315861353043414 39.500000000000007 0.57678202673178125 0.25570774796237666 1.0000000180025095e-35 40.500000000000007 0.67870967741935495 39.500000000000007 0.57518796992481214 0.39642857142857152 0.046929061200795631 1.0000000180025095e-35 0.54772727272727284 0.061437052533743111 0.23431372549019611 39.500000000000007 0.71168591046091711 47.500000000000007 0.59041394335511999 +split_feature=2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 12 8 6 6 0 8 6 6 0 3 0 10 0 7 2 +split_gain=65233.6 8248.27 7134.33 1144.24 1071.91 993.907 843.694 205.541 142.688 131.597 129.288 120.759 105.59 100.865 94.9664 88.776 121.927 78.3383 63.5596 58.9732 54.4543 51.6862 49.0628 46.6826 45.775 44.9777 43.9121 43.7318 44.2935 42.4936 +threshold=0.31515784113483891 0.68566772543908749 0.080488095919491423 0.50760144110495231 0.86323969273790258 0.19076083981042186 0.02915937028640983 0.79005694946734772 0.12772884431138451 0.40725176028344584 0.011239401872280804 0.93042944834295571 39.500000000000007 0.57678202673178125 0.25570774796237666 1.0000000180025095e-35 40.500000000000007 0.67870967741935495 0.47493734335839605 0.061437052533743111 39.500000000000007 0.5590277777777779 0.39642857142857152 0.87672250303520649 0.56014347442591872 0.057845500091095341 1.0000000180025095e-35 0.045549642211175162 0.45368782161234994 0.046929061200795631 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 11 9 8 10 25 18 17 -1 22 21 20 -7 16 -14 24 -4 -15 28 -8 -3 29 -2 -5 27 -10 -6 -11 -right_child=1 3 5 7 13 14 12 -9 26 23 -12 -13 15 19 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.11942832403073605 0.038816740059096258 0.12782535185746763 -0.061290447398229912 0.17012435002461951 0.071015411451483421 -0.0098183067231118696 -0.094546664450842435 0.20799432310797072 -0.043021245469139741 0.053200471081567335 -0.10331038609820037 0.14957700388280318 -0.051322222728493933 0.096275066812370677 0.010188724260703538 -0.084930110089247446 -0.094249922805736353 0.070100989746393005 -0.044819825447784907 0.12441109764214529 0.1011720099652611 -0.079457904422663261 0.09899724059838981 0.018248119905174859 0.021120770858722902 0.18973080448045082 -0.025754102098955962 0.00022441034496158726 0.12899528407896818 0.078898761749090357 -leaf_weight=14213.788897931576 3157.8002670109272 5638.0731548368931 5256.7720545083284 4614.9126685410738 3934.1933831274509 7615.297150567174 4817.3492194712162 4999.5717568844557 4548.5416711121798 6429.0355901867151 13875.990276813507 4232.598923638463 4074.5783647745848 5949.9794942289591 5866.8965373933315 2741.1941736489534 1059.6419687122107 590.2103561013937 5005.2209593653679 893.53472939133644 966.0259965211153 5789.3537480980158 806.27475519478321 423.12598721683025 4256.6509584784508 2077.1895658522844 5052.2733892053366 294.01526859402657 149.57860392332077 815.98121239244938 -leaf_count=82447 15501 25236 28584 19859 18538 39303 27159 21015 24082 30999 79175 18545 22192 27424 29521 15234 5919 2857 26929 4033 4465 32223 3705 2047 21179 8918 26748 1558 695 3890 -internal_value=0 0.108163 -0.0682648 0.163296 0.0634257 -0.0263756 -0.0985215 0.189802 -0.0432736 0.0426205 -0.111466 0.134271 -0.0788477 0.0908425 -0.00111207 -0.0687961 -0.060182 0.0317132 -0.053257 0.0999487 0.0785018 -0.0863109 0.124219 0.0540064 0.0286574 0.17621 -0.0329197 -0.0403956 0.0731391 0.0560948 -internal_weight=0 49934.7 80210.9 22368.6 27566.1 33639 46571.9 11691.7 20156.8 15672.8 28089.8 10676.9 18482.1 11893.3 13482.2 7875.41 5134.22 8004.66 10262 6843.51 5049.8 10606.7 6444.35 7668.14 7414.45 6692.1 9894.83 4842.56 4083.77 7245.02 -internal_count=669980 228906 441074 97278 131628 176725 264349 49792 107901 76473 161622 47486 102727 55155 68824 43345 28111 39537 55513 31457 23698 59382 28941 36936 36680 28777 52388 25640 19233 34889 +left_child=2 3 6 9 7 8 10 18 20 17 -1 -6 29 22 25 16 23 19 26 -2 -4 -15 -5 -14 -16 -7 -3 28 -11 -8 +right_child=1 4 5 13 11 14 12 -9 -10 27 -12 -13 15 21 24 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.087558264091815968 0.029134482130525094 0.089130265679960158 -0.044768777125162057 0.051751981825915054 0.13135899153292285 9.80248641903014e-05 -0.069217859684082769 0.11245125290510678 -0.023930474933673257 0.052956302102964661 -0.075564591083267615 0.15203037628122626 -0.032819275467966792 0.068828645611250044 -0.00053190390699186108 -0.062420577651422386 -0.069354280954086744 0.052944044600691353 0.10667437759046097 0.013554555428878996 -0.032063720100704844 0.089967325826006098 0.073350465201446668 -0.063402058722103347 0.014761375920121958 -0.01329353230615507 0.066762568826861921 0.033242203653815777 0.028829804967917289 -0.05808095278685426 +leaf_weight=18069.37456125021 4209.9499497115612 6702.9432838559151 6921.8324097543955 5512.6228138208389 8355.5166003108025 4531.1549154818058 6257.9571339637041 7344.9320231676102 13110.062340795994 2907.399226307869 17882.848592624068 4270.4303909242153 4747.7424296885729 8689.0778099298477 3801.8622244000435 3592.2582466155291 1384.9028103798628 785.59144189953804 1887.5243998169899 5744.870926707983 6580.7243913710117 1334.3196402490139 1299.697089612484 557.74937684834003 4033.6481541395187 5617.2689374089241 1009.933102786541 6384.1543633639812 1030.7042123675346 7570.9276870936155 +leaf_count=82447 15501 22066 28584 19233 26223 17731 27159 23593 52388 10364 79175 13204 19942 29565 14238 15234 5919 2857 6217 21179 26929 4471 4465 2250 15283 21572 3396 22860 3712 32223 +internal_value=0 0.0767117 -0.0493894 0.0458264 0.116294 -0.0190895 -0.0718866 0.0998598 -0.0313616 0.0302915 -0.0815925 0.138351 -0.0574144 0.0652616 -0.000929119 -0.0497401 -0.0429315 0.0225425 0.0902266 0.0201434 -0.0385767 0.0716426 0.0558727 -0.0360343 0.00734093 -0.00731436 0.0862014 0.0383543 0.0466418 -0.0631207 +internal_weight=0 67469.7 104660 37898.4 29571.3 44596.6 60063.8 16945.3 26612.6 21062.7 35952.2 12625.9 24111.5 16835.7 17983.9 10282.7 6690.39 10740.4 9600.4 9954.82 13502.6 10023.4 6812.32 5305.49 7835.51 10148.4 7712.88 10322.3 3938.1 13828.9 +internal_count=669980 228906 441074 134207 94699 176725 264349 55272 107901 76473 161622 39427 102727 57734 68824 43345 28111 39537 31679 36680 55513 34036 23698 22192 29521 39303 25462 36936 14076 59382 is_linear=0 shrinkage=0.1 @@ -221,18 +221,18 @@ shrinkage=0.1 Tree=11 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 8 4 7 4 8 8 10 2 10 8 0 12 8 2 4 -split_gain=152184 15674.2 11869.3 1940.39 1687.61 1564.54 1396.36 376.915 317.523 192.867 182.705 179.59 166.837 150.53 146.465 116.215 91.9246 82.2969 81.2189 80.1228 79.0129 77.299 72.6859 70.8794 64.4546 73.6004 61.8611 58.8515 60.7434 58.3124 -threshold=0.6104183559200943 0.2161759166778425 0.88875097555938487 0.42645905936065587 0.080939212771562727 0.96631402124114463 0.77235768610342437 0.31737872782588666 0.13643962650062033 0.71156364896724567 0.94126692316726546 0.042998076775577404 0.98700496287212758 0.82310755265226121 0.53447900649641034 40.500000000000007 0.19523809523809527 0.63961038961038974 0.040064102564102567 40.500000000000007 31.500000000000004 1.0000000180025095e-35 0.039900235593052759 1.0000000180025095e-35 26.500000000000004 0.022079143753657719 1.0000000180025095e-35 41.500000000000007 0.037748234010595648 0.21240601503759401 +split_feature=3 3 3 3 3 3 3 3 3 3 3 3 3 3 8 0 0 8 4 8 7 10 0 4 8 1 8 12 8 7 +split_gain=99999.2 10545.5 8230.74 1259.16 1148.61 1139.39 919.106 252.728 216.564 156.108 127.969 124.869 121.47 99.6155 91.5105 90.0449 79.461 60.4976 57.1005 56.9695 56.275 54.4385 53.2393 48.3071 43.5401 42.019 41.7993 41.7496 41.6982 39.197 +threshold=0.6104183559200943 0.2161759166778425 0.88875097555938487 0.42645905936065587 0.080939212771562727 0.96631402124114463 0.78484206800563883 0.31737872782588666 0.13643962650062033 0.71156364896724567 0.94126692316726546 0.980815296117445 0.042998076775577404 0.49205838248222783 40.500000000000007 0.022079143753657719 0.10085838006172611 26.500000000000004 0.040064102564102567 31.500000000000004 0.71198156682027658 1.0000000180025095e-35 0.19310495345021272 0.091750841750841763 29.500000000000004 0.64423148979618194 41.500000000000007 1.0000000180025095e-35 41.500000000000007 0.63961038961038974 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 6 7 11 10 9 15 -6 21 20 -1 -7 -8 17 22 19 29 27 -10 26 -2 -3 -24 -15 -26 -4 28 -9 -5 -right_child=2 3 5 14 8 12 13 18 16 -11 -12 -13 -14 24 -16 -17 -18 -19 -20 -21 -22 -23 23 -25 25 -27 -28 -29 -30 -31 -leaf_value=-0.16483862174478492 0.019184615058101793 -0.025631764241920665 0.11596651847119735 -0.026119491253573608 -0.12627163630848823 0.13416081272050315 0.055099966575773755 0.0078863794894499864 -0.099063467100671765 0.038937840708790951 0.11695372627877346 -0.14619261691265398 0.14931954069525574 0.08450191750839596 -0.0041195688975385258 -0.12511435596000894 -0.12652010072348063 -0.0012837327794638243 -0.07752888560528623 -0.140386869727083 0.090972183863587144 -0.0082164427083554117 -0.07295526557977744 -0.096564908035770322 0.074695986250529672 0.04822240245158621 0.095269704927477758 -0.085935733213918022 -0.046197193691086186 -0.059134978409427545 -leaf_weight=8528.0960983037949 7299.4830596596003 288.10547307133675 3309.2651253342628 6631.5113453269005 13797.498464211822 14280.57705360651 5797.4736529588699 213.45137251913548 10353.873588785529 5829.3907155692577 9439.3289440870285 13100.383513107896 14769.664705395699 4348.8214635252953 5895.5452765524387 487.84041523933411 1613.3331933766603 1281.6578938961029 942.83037985861301 491.47853767871857 6571.8724173605442 1198.5808556079865 8243.4586197733879 1503.4905337840319 4409.0539616942406 1378.4888375103474 2562.3338491916656 362.59490151703358 7663.5229698866606 581.90807893872261 -leaf_count=34348 29664 1153 13918 26666 55297 60986 23889 856 41429 23832 39909 52644 63510 18060 23839 1954 6462 5177 3776 1969 27494 4857 32988 6016 18296 5694 10772 1452 30736 2337 -internal_value=0 -0.0959636 0.0971854 -0.0441452 -0.13286 0.126656 0.0475826 -0.0645316 -0.115822 0.0249293 0.106463 -0.153545 0.141868 0.0679521 -0.0162297 -0.077451 -0.104249 -0.024634 -0.0497263 -0.100936 0.0985042 0.0153199 -0.0751339 -0.0765971 0.0753028 0.0683905 0.106935 -0.0465449 -0.0447316 -0.0287829 -internal_weight=0 81980.6 81194.3 34095.9 47884.7 50933 30261.3 19705.3 26256.2 14327.5 21882.8 21628.5 29050.2 15933.8 14390.6 10522.9 12458.7 8495.08 9182.4 10845.4 12443.5 8498.06 10035.1 9746.95 10136.4 5787.54 5871.6 8239.57 7876.97 7213.42 -internal_count=669980 329099 340881 136950 192149 216589 124292 78931 105157 58353 92093 86992 124496 65939 58019 42111 49860 34180 36820 43398 52184 34521 40157 39004 42050 23990 24690 33044 31592 29003 +left_child=1 4 6 7 12 10 9 14 25 21 19 -7 -1 29 22 24 -10 -17 28 27 23 -2 -3 26 -8 -6 -15 -4 -9 -5 +right_child=2 3 5 13 8 11 15 18 16 -11 -12 -13 -14 20 -16 17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.11620096498081026 0.013955610212393568 -0.046958111719598766 0.082921825561034446 -0.023378582408318235 -0.089693495199250864 0.093639742112151633 0.061727067269949643 -0.030207638481609123 -0.064392172862131197 0.028538641972470358 0.083665585480573096 0.10617513587459565 -0.10283691379856225 -0.0042211432053934203 -0.090158224686468072 0.049178421731856187 -0.078488339526101861 0.03002139312213753 -0.054016671770230062 0.064605991848785418 0.011873308020074453 -0.0059583477239709276 -0.060083679347410268 -0.028424730472032353 0.049683760526454082 -0.068782867055300984 -0.035741111673125818 0.068083789837439443 -0.060230333502240531 -0.0025602252210231054 +leaf_weight=11210.888052910566 9724.9799894690514 8535.4102966487408 4334.9359662234783 5901.8696019649506 17267.228681355715 11359.544689625502 4852.0718997120857 10519.459694832563 6749.5823077559471 9478.9523109793663 12349.751729160547 26448.390326201916 17291.535393863916 9104.711441218853 649.07974845170975 3396.7869465947151 9813.0854114890099 3202.8088127970695 1258.1377663612366 8644.6402766406536 1665.4776866137981 1598.3701303899288 4844.0801482498646 1034.8056512176991 7872.5618440806866 1017.6061718761921 441.107725918293 3370.7756298184395 483.8932186961174 1068.0697744488716 +leaf_count=34348 29664 25614 13918 17756 52216 37130 15263 31592 20305 29214 39909 87366 52644 27537 1954 10610 29555 9981 3776 27494 5056 4857 14543 3118 24703 3081 1330 10772 1452 3222 +internal_value=0 -0.066825 0.0694252 -0.0301014 -0.0932047 0.091005 0.0336574 -0.0443228 -0.0810269 0.0190705 0.0759823 0.102409 -0.108093 -0.0106447 -0.0534892 0.04936 -0.0727439 0.0398814 -0.0338355 0.070179 -0.00521287 0.0111446 -0.0517103 -0.00790237 0.054276 -0.0885298 -0.00567767 0.0764311 -0.0315279 -0.0201884 +internal_weight=0 108856 106635 45506.1 63349.9 66508 40126.5 26290.1 34847.5 20802.3 28700.1 37807.9 28502.4 19216 14028.6 19324.2 16562.7 6599.6 12261.5 16350.4 12246.1 11323.4 13379.5 10580.6 12724.6 18284.8 9545.82 7705.71 11003.4 6969.94 +internal_count=669980 329099 340881 136950 192149 216589 124292 78931 105157 63735 92093 124496 86992 58019 42111 60557 49860 20591 36820 52184 37041 34521 40157 31985 39966 55297 28867 24690 33044 20978 is_linear=0 shrinkage=0.1 @@ -240,18 +240,18 @@ shrinkage=0.1 Tree=12 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 0 4 0 4 10 10 0 10 0 8 8 0 0 8 9 1 0 4 4 4 8 8 1 10 -split_gain=62341.9 6182.94 6030.98 1096.23 716.414 687.114 604.051 218.268 183.09 169.196 111.773 105.664 104.717 95.2251 91.3572 89.8795 89.1354 74.4993 73.2848 68.3616 64.8142 88.4162 60.4619 57.5291 56.2823 55.2806 54.1083 53.6984 55.3389 53.4342 -threshold=0.12172984417856836 0.4020863041666754 0.028165631713550725 0.68498205019537683 0.21392208293850654 0.0070129444789225346 0.063376047944367228 0.19523809523809527 0.85047796067219228 0.64495798319327746 1.0000000180025095e-35 1.0000000180025095e-35 0.045549642211175162 1.0000000180025095e-35 0.016229848534366209 17.500000000000004 45.500000000000007 0.0025170627299014267 0.55424555817707921 38.500000000000007 1.0000000180025095e-35 0.0045823954528479349 0.085979126407716058 0.096006144393241177 0.25863991081382393 0.40967365967365971 27.500000000000004 16.500000000000004 0.57424809712383429 1.0000000180025095e-35 +split_feature=0 0 0 0 0 0 0 4 4 10 0 8 10 12 10 8 4 0 10 4 9 4 1 8 8 2 0 8 0 0 +split_gain=46367.9 4472.58 4384.95 760.151 585.233 470.469 467.692 183.399 152.152 113.815 101.289 99.725 82.4717 79.8351 79.0996 80.6492 76.5733 69.0026 66.6872 65.1483 57.6633 57.525 54.7355 54.5704 55.213 52.8277 48.0183 47.113 44.8853 44.3463 +threshold=0.12172984417856836 0.4020863041666754 0.028165631713550725 0.71168591046091711 0.21392208293850654 0.063376047944367228 0.0070129444789225346 0.35038363171355508 0.64495798319327746 1.0000000180025095e-35 0.87672250303520649 25.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 45.500000000000007 0.35038363171355508 0.016229848534366209 1.0000000180025095e-35 0.21980676328502416 1.0000000180025095e-35 0.64142857142857157 0.0045823954528479349 17.500000000000004 39.500000000000007 0.08599418926704043 0.0025170627299014267 31.500000000000004 0.080878455313980205 0.28236479920600216 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 5 9 15 17 12 10 26 11 27 18 -4 16 -7 -2 22 -1 -3 -17 21 -12 -8 -15 -21 -14 -5 28 -6 -9 -right_child=1 3 6 8 7 14 13 29 -10 -11 20 -13 25 23 -16 19 -18 -19 -20 24 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.10648137010617605 0.029236240259712776 0.11658361223284666 -0.041753016469814233 0.16215789789920287 0.058110482857756197 -0.079428791792943695 -0.010998802463908264 0.11767993516045072 0.21872899527194495 0.18584751945593636 0.083743189070662721 0.15479912283897532 -0.021083595592723485 0.028289412742748966 -0.062786274726203864 0.084916202341311586 0.062149725447712523 -0.094451213058324449 0.14413473987391731 0.045495739789867533 0.083308294048177634 0.14257874513690177 0.010717558763038385 0.10848175020073612 0.085556967163256337 0.041023916557099208 0.19179883783944596 0.085765740215223221 0.17224043318656504 0.16190824928369993 -leaf_weight=12606.254949294031 1831.2647592648864 2377.7107622772455 4631.71220151335 820.90530848503113 1327.7890493273735 8531.4421867504716 2394.0600956380367 741.05083659291267 2944.8879464268684 819.73619163036346 389.17836573719978 2264.6005488783121 2996.4343708604574 1057.6910312920809 5377.4186015725136 677.06343161314726 246.79915057867765 8700.3841113522649 1625.4837978929281 3025.5357517004013 680.53231045603752 743.14574605226517 2760.1765952110291 97.723861634731293 396.66809234768152 150.51133096963167 2465.5701969414949 2907.5140111297369 43.888869240880013 432.63586586713791 -leaf_count=140603 13994 14120 44400 4051 9242 90299 21210 4421 13099 4137 2365 12059 27762 8594 54684 5027 2034 95165 8890 22948 4451 4387 22992 770 2715 1320 11950 19513 302 2476 -internal_value=0 0.121958 -0.0680242 0.170024 0.0734449 -0.0902831 -0.0133433 0.0944955 0.200621 0.143124 0.0868878 0.137536 -0.0321892 0.00901582 -0.0729945 0.047655 0.00344176 -0.101569 0.127771 0.0558832 0.107698 0.122357 0.000630658 0.035072 0.0501392 -0.0181131 0.184395 0.0780715 0.0617622 0.133983 -internal_weight=0 26515.2 49550.6 13318.9 13196.3 35215.5 14335.1 7265.74 6231.36 7087.53 6092.05 6267.8 7778.66 6556.45 13908.9 5930.53 5401.04 21306.6 4003.19 4099.27 1812.86 1132.32 5154.24 1155.41 3422.2 3146.95 3286.48 4279.19 1371.68 1173.69 -internal_count=669980 160147 509833 68306 91841 380751 129082 47157 29100 39206 40260 35069 73482 55600 144983 44684 46236 235768 23010 30690 11203 6752 44202 9364 25663 29082 16001 29057 9544 6897 +left_child=2 4 6 8 16 12 26 9 11 29 21 25 19 -13 15 28 23 -8 -15 -4 22 -5 -11 -2 -25 -3 -1 -9 -7 -6 +right_child=1 3 5 10 7 14 17 27 -10 20 -12 13 -14 18 -16 -17 -18 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 +leaf_value=-0.079102813212213061 0.020115995831342728 0.12080831394376353 -0.030361923124489161 0.13640770651079739 0.050282241102557128 -0.010347287193537329 -0.059831830946282555 0.077053141845167081 0.14316457704861926 0.071017087364800335 0.16463420848373217 0.10194753588975158 -0.0017057954055233642 0.11507896958451361 0.027500984855773947 0.051644760166015692 0.069086445025406562 -0.047341114693066261 0.15035399870818969 0.0033198936138496681 0.065990420129673683 0.16808319952687867 0.11109779768095725 0.055993822228287415 0.032334337658708093 0.082329530685574692 -0.070613507793963401 0.12206066701135393 0.0063624277133414097 0.067620902816344003 +leaf_weight=15882.065756171942 2288.3119670599699 425.26952973008156 8458.938915155828 3743.3683619946241 2641.5354152619839 2553.9740244150162 11453.09117551893 320.66454790532589 1171.8453453630209 514.96258188784122 3192.6754093170166 3632.4371812641621 1364.3543335348368 1984.0017371624708 1526.5217358320951 318.44471284747124 635.87984949350357 7205.0386235788465 734.27607008814812 616.0896825492382 935.71117003262043 677.03144484758377 1006.9780302047729 1355.0735377520323 3624.8762646019459 2215.9261635988951 11478.31178060174 846.67801308631897 4338.0900301784277 3340.6300241202116 +leaf_count=140603 13238 1804 59869 13479 14098 17014 90299 1408 4472 2438 10516 15043 9351 8216 9364 2034 3289 54684 2873 4262 4647 2348 4526 7627 20530 9555 95165 3682 27188 16358 +internal_value=0 0.0918346 -0.0504749 0.127169 0.0559645 -0.0102997 -0.0672163 0.0725464 0.109272 0.067408 0.151062 0.104855 -0.024629 0.111647 0.00682165 0.00244367 0.0358098 -0.0550084 0.124608 -0.0280753 0.0855256 0.141259 0.0975361 0.0328986 0.0387722 0.0885252 -0.0755414 0.109697 0.000170353 0.0599647 +internal_weight=0 35288.1 65194.9 17776.8 17511.3 19176.4 46018.5 9607.16 10163.8 8439.82 7613.08 8991.91 10439.4 6350.71 8737.03 7210.51 7904.14 18658.1 2718.28 9075.03 2457.65 4420.4 1521.94 7268.26 4979.95 2641.2 27360.4 1167.34 6892.06 5982.17 +internal_count=669980 160147 509833 68306 91841 129082 380751 47157 41963 42067 26343 37491 73482 26132 55600 46236 44684 144983 11089 64131 11611 15827 6964 41395 28157 11359 235768 5090 44202 30456 is_linear=0 shrinkage=0.1 @@ -259,18 +259,18 @@ shrinkage=0.1 Tree=13 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 1 1 1 0 5 0 8 0 5 7 8 0 0 6 8 2 0 8 3 0 1 2 2 2 2 -split_gain=28986 2282.84 1934.99 295.425 292.188 220.307 175.35 74.5242 59.761 52.5079 46.1798 43.4223 39.1665 36.3067 34.9312 34.9285 34.5394 89.346 34.3581 33.3454 30.0646 29.7299 32.9583 46.2473 29.6057 33.7135 29.5738 68.1167 33.1006 29.5223 -threshold=0.052972994375414119 0.24650980848684115 0.0098025105047879185 0.57424809712383429 0.022704256771583674 0.0033727556607198888 0.10837757891215431 0.84264757925280087 0.074025903602859752 0.060661764705882359 0.033265835391373288 45.500000000000007 0.094655825173027994 0.42261904761904767 0.27097902097902099 47.500000000000007 0.052764390047258213 0.028165631713550725 0.41421568627450983 89.500000000000014 0.0056255489474314824 0.14821087426536664 35.500000000000007 0.1332873444715923 0.11453585753929921 0.17985689349526468 0.1476043998453471 0.21859407860619254 0.19076083981042186 0.01854295618099824 +split_feature=1 1 1 1 1 1 1 0 0 1 5 0 3 2 8 1 5 2 8 10 5 8 3 5 8 2 5 12 8 8 +split_gain=25133.3 2166.52 1380.63 256.959 256.69 194.805 72.5551 60.3576 57.3541 45.4738 43.5946 43.3729 40.8597 35.0534 34.3622 33.5138 30.8389 29.7149 28.3945 26.6572 26.0396 25.865 27.5171 25.6624 25.2503 25.0315 24.8811 25.0926 61.2537 27.5611 +threshold=0.076216061379914976 0.013873790547772432 0.27403495618299978 0.0038503149877588496 0.032574842893888067 0.71441489371405154 0.150473615325075 0.074025903602859752 0.091649000725919277 0.44881649115884098 0.162280701754386 0.26315551235744356 0.87805578551011665 0.021024158915393363 78.000000000000014 0.0068441378727288294 0.29285714285714287 0.0133617253234276 41.500000000000007 1.0000000180025095e-35 0.162280701754386 27.500000000000004 0.62700852082165348 0.11437908496732027 41.500000000000007 0.021024158915393363 0.5634920634920636 1.0000000180025095e-35 37.500000000000007 26.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 6 5 18 8 -1 11 20 13 12 -7 21 29 19 16 24 17 -13 -3 -4 -5 -2 23 -23 -8 -26 -19 28 -28 -6 -right_child=1 3 4 7 9 10 15 -9 -10 -11 -12 14 -14 -15 -16 -17 -18 26 -20 -21 -22 22 -24 -25 25 -27 27 -29 -30 -31 -leaf_value=-0.092878712420290818 0.067859019523749259 0.15976074197668863 -0.024622146908593996 0.10014919648267909 0.073067947029817559 -0.057361705442105282 0.11710089232189312 0.21884671632492278 -0.0507751819431837 0.083108522007212998 -0.076877278874978083 0.11104557595822978 -0.0048902952543063549 0.10611247943109509 -0.0046891791228820742 0.16250127707769021 0.098853850261790333 0.29489512462678918 0.10809587008206648 0.38930996763291481 0.19155698176385277 0.11611240035075043 0.021936457675567841 0.036019502524301888 0.074713582825900612 0.11402163854879961 0.61112184403497904 0.2638823529799536 1.2879412961310526 0.016436736858468616 -leaf_weight=11265.606794260442 821.56912100315094 1880.6637737452984 1461.5350644849241 36.758855253458023 101.52821924164891 2358.5012731030583 668.05485432595015 1751.1046381816268 1436.0309704430401 97.689723823219538 2495.4511717930436 20.567976951599125 1124.8712156265974 21.74098813533783 17.456780750304461 98.153531700372696 48.889205120503902 5.2071373686194402 138.17469404637814 1.9487485848367203 1703.4006075114012 112.40898450091481 422.01143869385123 201.01672957837582 579.89574304223061 349.81522216647863 1.3905157223343851 2.6899359524250031 1.5043065994977949 986.37429214268923 -leaf_count=325337 14362 17253 36277 213 2172 63511 9160 7967 36858 1788 68117 315 24587 457 267 1158 752 77 1308 14 10238 2035 7649 3643 8647 4576 21 41 22 21158 -internal_value=0 0.147094 -0.0680546 0.186674 -0.0152122 -0.0852049 0.0820028 0.204282 -0.0362294 0.011361 -0.0673948 0.0588432 0.00819346 -0.0221653 0.12351 0.1046 0.151397 0.233311 0.156225 -0.024071 0.189626 0.0547852 0.0401802 0.0647445 0.101043 0.0895037 0.466333 0.626179 0.962834 0.0217218 -internal_weight=0 8860.73 21351.3 5510.1 5231.72 16119.6 3350.63 3491.26 2921.26 2310.46 4853.95 1654.71 2212.77 1485.22 97.7059 1695.92 80.2491 31.3599 2018.84 1463.48 1740.16 1557.01 735.437 313.426 1597.77 929.711 10.7919 5.58476 2.89482 1087.9 -internal_count=669980 89704 580276 36979 123311 456965 52725 18418 73606 49705 131628 29184 47917 36748 1495 23541 1228 476 18561 36291 10451 27689 13327 5678 22383 13223 161 84 43 23330 +left_child=1 3 6 -1 8 9 11 15 14 -4 12 20 21 -8 16 -5 17 19 26 -3 -2 25 -23 -10 -15 -6 27 28 -11 -29 +right_child=2 4 5 7 10 -7 13 -9 23 18 -12 -13 -14 24 -16 -17 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 29 -30 -31 +leaf_value=-0.069173901577086055 0.078508863565557488 0.018533977717028301 0.13044691228027164 -0.047404873663983771 0.13008988832659749 0.17851552844526575 0.15328074720479945 -0.057132208700006126 -0.028908807549953688 0.15808614463498497 0.092979898528989413 0.049764764168602239 0.059278719365380719 0.091911034154481486 0.44892956221681363 -0.029713844648955073 0.088680963899651175 -0.0069238988325269427 0.19752621142082152 0.13379194028834099 0.15203992747234649 0.0039016771449259142 0.036063002218722578 0.035838228136907395 0.14713540343761297 0.030191115687240512 0.20295197049201424 0.13568852265801584 0.0933270951986747 0.17100606142442726 +leaf_weight=16028.519812494516 1153.9670526012778 79.555282816290855 1379.5370996743441 2252.5789611525834 25.802869565784931 3414.5173864364624 112.76190173625946 3203.9227411746979 1722.0298315323889 364.5376490354538 95.53581914305687 665.34208776801825 295.9884578846395 1329.2991141527891 1.6937069296836842 2041.120567522943 36.966671533882618 1646.2085904069245 141.90726114809513 26.835367750376463 50.258100278675556 1110.947962269187 349.79658531397581 63.471325527876616 88.294680707156658 898.12696223706007 87.019038006663322 347.71679712831974 243.70616070926189 606.13900704681873 +leaf_count=343929 14685 1503 10746 46002 388 13187 1136 61295 29940 2204 1296 8436 4751 13797 19 39603 576 29695 690 467 581 16727 5346 964 787 13626 439 2025 1619 3521 +internal_value=0 -0.0480331 0.135223 -0.0620261 0.00378536 0.161942 0.0834728 -0.0467455 -0.0139237 0.144093 0.0266012 0.0702561 0.0242355 0.0996192 -0.00128108 -0.038995 -0.00170718 -0.00361369 0.154603 0.047606 0.0815777 0.0198859 0.0116032 -0.0266072 0.0953507 0.032981 0.15091 0.148011 0.132139 0.158131 +internal_weight=0 29879.1 9985 23526.1 6352.96 6585.08 3399.92 7497.62 3576.76 3170.56 2776.2 1869.57 2680.66 1530.36 1791.26 4293.7 1789.57 1752.6 1791.03 106.391 1204.23 2384.67 1460.74 1785.5 1417.59 923.93 1649.12 1562.1 608.244 953.856 +internal_count=669980 596127 73853 490829 105298 34431 39422 146900 63164 21244 42134 23702 40838 15720 32260 85605 32241 31665 10498 1970 15266 36087 22073 30904 14584 14014 9808 9369 3823 5546 is_linear=0 shrinkage=0.1 @@ -278,18 +278,18 @@ shrinkage=0.1 Tree=14 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 10 9 6 8 12 8 6 8 12 8 0 8 8 6 -split_gain=77452.2 10063 8463.38 1429.27 1279.5 1162.82 986.405 236.996 174.599 170.847 165.54 163.874 134.213 118.872 76.7839 75.8203 75.1821 112.069 68.1155 63.976 68.0236 79.8411 61.5287 57.9345 54.773 53.0124 52.4057 50.1013 49.616 49.0006 -threshold=0.29780391340468032 0.66863465235986319 0.080488095919491423 0.85473614589076297 0.49270976275378836 0.024479409437641361 0.18719111932428459 0.79005694946734772 0.36900415205542852 0.12271061120908651 0.93042944834295571 0.045688057837906117 0.0092555391706332351 0.57678202673178125 39.500000000000007 0.23661277697703847 1.0000000180025095e-35 1.0000000180025095e-35 0.47493734335839605 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.52190476190476198 39.500000000000007 1.0000000180025095e-35 16.500000000000004 0.0096366996053576116 39.500000000000007 40.500000000000007 0.054093567251461992 +split_feature=2 2 2 2 2 2 2 2 2 8 12 8 2 2 2 6 2 0 0 6 2 0 0 8 3 1 4 8 8 6 +split_gain=50297.7 6544.87 5614.25 920.749 856.68 744.451 681.296 176.095 138.246 122.487 111.209 148.023 101.828 94.2605 82.6108 78.6326 74.2243 65.3467 60.3571 56.6171 55.8894 55.1152 53.1884 50.6651 46.9708 45.0516 44.4838 42.867 42.5112 41.1757 +threshold=0.29246403914571834 0.66863465235986319 0.071628437933621544 0.83180462505681707 0.50008978071452403 0.16001644067301837 0.021658051321966919 0.89997631836292835 0.37508427056849925 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.21435458242874009 0.77315861353043414 0.11769054939662692 0.35924528301886799 0.0092555391706332351 0.044221323743365702 0.87672250303520649 0.31698564593301443 0.046929061200795631 0.061437052533743111 0.056172688447611203 39.500000000000007 0.48410114719805647 0.012092287057335043 0.55277777777777792 47.500000000000007 17.500000000000004 0.47493734335839605 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 5 7 8 12 9 18 22 23 29 19 -1 24 -13 -8 -10 -18 -3 -7 21 -21 -2 -4 25 -6 28 -11 -16 -5 -right_child=1 3 6 10 13 11 15 -9 16 27 -12 14 -14 -15 26 -17 17 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.11701846933471022 0.01823548054791178 0.10419343410508437 -0.058145721377458916 0.1533842757760332 0.095213746994417897 -0.092273285732652088 -0.012115884870284872 0.13610590015238408 0.046786214185778101 -0.038592663580906093 0.18682282643562767 -0.075431038781332255 -0.10196588422155169 0.085782074507894268 -0.044212722622029688 0.0035836642886949155 0.0038300377772091014 0.051681115591059236 0.12668718843875307 -0.054186588224627012 -0.092190517220367418 -0.096565993634939312 0.051741737908952048 -0.042147619415656423 0.053232898141011314 0.067417515241427486 -0.070327433744907686 -0.024563844447222039 -0.087877815500926604 0.17078487515742169 -leaf_weight=11130.577406600118 5867.9569137841463 6844.0242732465267 4617.9854358136654 4546.7612662315369 859.92220287024975 5911.1444762200117 6000.2438038140535 4964.1369562000036 7984.7962880283594 4984.2808365523815 3259.9400001764297 5806.1194447875023 12661.648265570402 6502.5900100171566 2371.0719943195581 6312.3718332946301 1104.5831016898155 878.88012744486332 1675.8919205665588 1740.5363864153624 1519.2453689426184 597.03270621597767 604.51815435290337 4439.929725497961 2079.4456389397383 3394.9331453442574 2032.1562997549772 5203.2109080404043 292.30860050022602 2512.7184640616179 -leaf_count=69171 28987 29607 25978 18699 3946 35275 31241 20817 37911 26998 13204 33772 76980 28923 13319 31967 5285 4202 7185 10028 8978 3551 2887 24461 9528 15540 11561 27965 1714 10300 -internal_value=0 0.0918858 -0.0657009 0.140174 0.0526262 -0.0940134 -0.0261706 0.118738 0.0341538 -0.0403118 0.168185 -0.0764131 -0.109008 0.0762844 -0.0677414 -0.00406712 0.0424578 0.025033 0.108618 -0.0857362 -0.0757171 -0.0650106 0.0213649 -0.0503039 0.0665345 0.0730352 -0.058233 -0.0314275 -0.049005 0.159578 -internal_weight=0 53081.1 75619.9 23803.5 29277.6 44061.8 31558 13484.1 16440.7 19245.4 10319.4 20269.6 23792.2 12836.9 10501.7 12312.6 9968.26 1983.46 8519.92 9767.96 3856.81 2337.57 6472.48 9057.92 6334.3 4254.86 4695.54 10187.5 2663.38 7059.48 -internal_count=669980 237021 432959 99812 137209 264349 168610 57609 79272 105402 42203 118198 146151 57937 60366 63208 47398 9487 36792 57832 22557 13579 31874 50439 29014 19486 26594 54963 15033 28999 +left_child=2 4 6 13 8 14 16 -5 19 20 11 18 25 29 23 21 -1 -10 -11 24 -8 27 -14 -4 -2 -7 -19 -6 -23 -3 +right_child=1 3 5 7 15 12 9 -9 17 10 -12 -13 22 -15 -16 -17 -18 26 -20 -21 -22 28 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.085123439866427827 0.0035233861777203158 0.070374963306851904 -0.043944783848624422 0.10224253633382539 0.055920291763641973 -0.0086165927231182556 -0.067730336460099613 0.12301591896118068 0.039626362122542259 -0.028685010368350507 -0.062449351828320482 -0.068487813724019686 0.0076012574414812632 0.089469065946511772 -0.025849187125671511 0.067528206220750855 -0.074720250748328831 0.027362536094722098 -0.061521317610098047 0.031345913836241739 -0.055094419615920966 0.057597275798984764 -0.0063787270834728543 -0.031737025329197831 0.01860429854481236 -0.02238725386098479 0.00045493067777932343 0.1020128106190237 0.040276293495601773 0.086729654575043003 +leaf_weight=13755.210435077548 3819.5931274592876 7951.2970461845398 6981.397370532155 7628.1799736022949 5562.4249548017979 5645.3806835561991 9344.8422202914953 8774.7256127297878 5040.3440599739552 4438.650404766202 3816.6868999004364 1509.9363278746605 4748.1774133294821 5962.1905389130116 9502.4506581574678 3276.1972049176693 13677.990595117211 7756.1867349147797 640.56832249462605 1776.1650454699993 5596.8454416245222 1890.0918389558792 6375.8782993704081 6626.5463392883539 4496.518532782793 4101.9880039393902 667.25694116950035 209.36703151464462 5660.5775772333145 1909.0121001303196 +leaf_count=69171 14043 25417 30277 23319 18609 22716 43726 26473 17685 19784 17360 6960 18291 18545 39305 10752 66205 27369 2736 6423 25255 6301 24239 28125 16619 16218 2385 685 18929 6058 +internal_value=0 0.0631869 -0.0470273 0.0967537 0.0362485 -0.0206401 -0.0690156 0.113355 0.0239875 -0.057196 -0.0488661 -0.0409982 -0.00694989 0.0795432 -0.0330039 0.0536488 -0.0799365 0.0306201 -0.0328262 0.0151391 -0.0629972 0.0502356 -0.000411529 -0.0380001 0.0116776 -0.0144117 0.0252311 0.0575923 0.0446121 0.0735413 +internal_weight=0 72380.1 96762.5 32225.4 40154.7 43981.8 52780.7 16402.9 23556.1 25347.5 10405.8 6589.16 20871.4 15822.5 23110.4 16598.7 27433.2 13463.8 5079.22 10092.3 14941.7 13322.5 11124.1 13607.9 8316.11 9747.37 8423.44 5771.79 7550.67 9860.31 +internal_count=669980 239612 430368 99812 139800 179171 251197 49792 84524 115821 46840 29480 81464 50020 97707 55276 135376 47439 22520 37085 68981 44524 42530 58402 30662 38934 29754 19294 25230 31475 is_linear=0 shrinkage=0.1 @@ -297,18 +297,18 @@ shrinkage=0.1 Tree=15 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 3 3 3 3 3 3 3 3 4 3 3 4 8 4 8 8 8 12 8 8 0 10 3 8 2 -split_gain=125573 13943.3 9676.94 1843.56 1449.61 1374.61 1094.71 322.815 245.25 221.928 174.422 164.763 148.102 104.064 99.3673 95.6384 80.0169 77.77 71.2323 70.5829 69.2797 68.6952 68.5907 67.3527 55.4468 54.5921 54.4415 54.0374 53.7929 55.085 -threshold=0.62700852082165348 0.23823176988931691 0.90720023484451684 0.10431725392723669 0.44281340144209619 0.79048838510002806 0.97336229983597977 0.057177059790092168 0.31737872782588666 0.18261878829785488 0.94723181509886289 0.71156364896724567 0.85475077153889278 0.096006144393241177 0.98869224203268968 0.53447900649641034 0.16823899371069184 40.500000000000007 0.040064102564102567 42.500000000000007 40.500000000000007 34.500000000000007 1.0000000180025095e-35 16.500000000000004 21.500000000000004 0.069465387068642623 1.0000000180025095e-35 0.032286757670179626 41.500000000000007 0.037748234010595648 +split_feature=3 3 3 3 3 3 3 3 3 3 3 3 3 8 3 7 3 8 0 8 4 0 8 12 8 0 8 8 2 10 +split_gain=77772.5 9123.7 6516.8 1080.15 1023.55 846.3 803.316 230.18 167.429 133.366 123.71 99.0333 97.4424 80.512 79.143 75.6382 62.4769 56.8525 52.1311 52.0674 50.6368 50.4079 49.8847 49.1327 48.8809 47.4035 39.8356 39.776 38.91 38.507 +threshold=0.62700852082165348 0.2161759166778425 0.90720023484451684 0.44281340144209619 0.092054754568763858 0.79048838510002806 0.97336229983597977 0.31737872782588666 0.055339185379978027 0.16167077779508179 0.94723181509886289 0.85475077153889278 0.71156364896724567 40.500000000000007 0.98869224203268968 0.71198156682027658 0.53447900649641034 42.500000000000007 0.1388373957931181 40.500000000000007 0.040064102564102567 0.1109643272475747 34.500000000000007 1.0000000180025095e-35 16.500000000000004 0.19310495345021272 21.500000000000004 41.500000000000007 0.037748234010595648 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 3 5 7 8 11 10 27 17 16 23 26 24 15 -8 -6 19 -3 28 -5 25 -12 -23 -4 -7 -11 -2 -1 29 -10 -right_child=2 4 6 9 13 12 14 -9 18 20 21 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.15606162846276128 0.01977138735652078 -0.064665326129139861 0.10405274197839459 -0.099688392362846864 -0.017174791845137895 0.068645679956685524 0.1290145549947154 -0.12554096238109927 0.0076003577576387567 -0.068942265190314031 0.12032498159224976 0.037273792179924423 0.077194151583608372 -0.038505882981103717 0.14180895116957795 -0.00013657029055424448 -0.12211184898208205 -0.11162856019169254 -0.067980900092515562 -0.13571299857069702 -0.12819925310129174 0.093613342355222479 0.11787268056263434 0.087887706844721247 0.051856006045303986 -0.087516949866291077 -0.0051649516440827967 -0.14264351268619294 -0.07638910908974865 -0.04047074050254007 -leaf_weight=4508.9687993824482 6119.4344927370548 7554.0921429991722 4719.9215798825026 12350.287466436625 6567.1778188049793 3324.1798322498798 11874.739540919662 14239.558264732361 245.04193322360516 2501.9020907282829 6135.286016702652 7727.2275140881538 9272.8199131786823 1278.8178630769253 12418.279456496239 6610.7902677506208 2149.57710942626 369.87653706967831 1071.2721702903509 568.93196487426758 321.4258249849081 2648.8063202500343 2081.2416722476482 5678.5162487179041 4817.4921051859856 4304.8202177286148 1021.6931056976318 8976.0791441500187 405.66143882274628 8764.8284107297659 -leaf_count=18534 24946 30231 20438 49759 26397 13932 52811 57836 983 10026 26922 31856 39382 5140 55832 26750 8696 1491 4286 2306 1301 11579 9103 24357 20148 17282 4137 36798 1623 35098 -internal_value=0 -0.0855475 0.0913711 -0.118847 -0.0349701 0.049486 0.121052 -0.136042 -0.0535799 -0.0973701 0.104483 0.027154 0.0685529 -0.0112705 0.135555 -0.00862749 -0.104247 -0.0668575 -0.0435472 -0.101275 -0.0828319 0.113343 0.104288 0.0952251 0.0587111 -0.0806896 0.0162037 -0.14713 -0.0407672 -0.0391633 -internal_weight=0 82789.1 77839.6 49921.6 32867.6 32282.8 45556.8 27724.6 18410.8 22196.9 21263.8 14868.4 17414.5 14456.8 24293 13178 15068.8 7923.97 10486.8 12919.2 7128.15 10865.3 4730.05 10398.4 8141.67 6806.72 7141.13 13485 9415.53 9009.87 -internal_count=669980 334537 335443 202538 131999 134401 201042 113168 73712 89370 92399 60939 73462 58287 108643 53147 60761 31722 41990 52065 28609 47604 20682 44795 34080 27308 29083 55332 37704 36081 +left_child=1 4 5 7 8 12 10 13 -1 17 24 26 29 25 -8 16 -5 18 -6 21 27 -11 -12 -24 -4 -3 -7 28 -9 -2 +right_child=2 3 6 15 9 11 14 20 -10 19 22 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.10268205169174534 0.014180405278618092 -0.040376127235817384 0.072801132654360265 -0.015279651365121914 -0.067970532247767418 0.047477170300220181 0.091347855730553235 0.008849160807398504 -0.088155099928374017 -0.051138771285666268 0.084862655238439985 0.053326500505983178 0.025636837610996124 -0.081132462654504134 0.10146378526872324 0.0091130877527277644 -0.003042495681191474 -0.10041326377898974 -0.078501898271743767 -0.093576771129399341 -0.046241800735945679 -0.065555574049843621 0.064881087686796027 0.082967549662370077 0.06070691695970272 -0.052786527560934639 0.035067774178929582 -0.052905489661743604 -0.026115290384058343 -0.0039867834478305398 +leaf_weight=16618.281323999166 8148.3022538721561 8509.280980348587 6107.6643590629101 8364.0864326357841 8630.7458171844482 4369.1830647289753 15151.51486608386 327.18374246358871 15181.839346110821 4299.9803583323956 7881.619266718626 12123.949353933334 10240.319096386433 641.56074303388596 15797.759478449821 2615.8659806549549 8324.5661054551601 832.04849702119827 10321.366164237261 463.16959151625633 1425.911919772625 5562.8094136118889 3422.7997521460056 2676.4363194704056 7379.581653624773 4821.8332131803036 6341.3224075734615 540.05231142044067 11694.143620938063 1361.6847137510777 +leaf_count=52701 24946 25614 20438 25159 26523 13932 52811 983 47310 13041 26922 39382 31856 1954 55832 7936 25192 2569 31659 1410 4286 16936 11579 9103 24357 14543 20148 1623 35098 4137 +internal_value=0 -0.0579763 0.0637766 -0.0248908 -0.083235 0.034026 0.085464 -0.0374521 -0.0957467 -0.0700211 0.0730165 0.0471367 0.0188679 -0.0465302 0.0965114 -0.00669735 -0.00917556 -0.0748292 -0.0737059 -0.060809 -0.0283836 -0.0592701 0.079608 0.0728177 0.0661838 -0.0448649 0.04013 -0.0263564 -0.0251637 0.0115791 +internal_weight=0 109175 101002 47264.5 61910.2 42584.8 58417.4 27960 31800.1 30110.1 27468.1 22834.5 19750.3 13972.7 30949.3 19304.5 16688.7 19784.2 18952.1 10326 13987.3 9862.79 13980.9 6099.24 13487.2 13331.1 10710.5 12561.4 12021.3 9509.99 +internal_count=669980 334537 335443 142388 192149 134401 201042 84101 100011 92138 92399 73462 60939 42111 108643 58287 50351 60751 58182 31387 41990 29977 47604 20682 44795 40157 34080 37704 36081 29083 is_linear=0 shrinkage=0.1 @@ -316,18 +316,18 @@ shrinkage=0.1 Tree=16 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 0 0 4 4 10 0 4 0 8 8 4 1 10 8 4 8 10 9 1 8 0 0 0 10 -split_gain=49978.6 5830.32 4038.41 1077.86 607.937 588.897 368.383 162.879 159.606 127.996 113.735 107.524 94.7444 78.5194 73.3902 74.9859 72.5671 70.6552 62.4406 60.3692 59.0918 57.8281 55.2862 54.8858 74.1229 52.0916 50.4046 49.1452 43.5675 43.5423 -threshold=0.094655825173027994 0.34989691115691396 0.025245518754972645 0.68498205019537683 0.0070129444789225346 0.19310495345021272 0.045549642211175162 0.87672250303520649 0.17573529411764707 0.50510204081632659 1.0000000180025095e-35 0.53647377754662762 0.14642857142857144 0.0025170627299014267 16.500000000000004 39.500000000000007 0.15587044534412958 0.001653038648082808 1.0000000180025095e-35 28.500000000000004 0.64142857142857157 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.0047723511998018385 41.500000000000007 0.14335164815645299 0.011749020176541681 0.94689973200461208 1.0000000180025095e-35 +split_feature=0 0 0 0 0 0 0 4 0 4 10 10 4 10 1 4 8 1 8 8 9 0 8 1 12 0 3 12 10 8 +split_gain=36562.1 4030.31 2916.48 707.698 462.06 418.109 266.573 162.937 104.182 103.365 102.258 94.8484 78.1979 63.1685 61.5831 59.3217 54.0305 59.2255 50.2733 61.2236 49.7567 49.2836 48.012 47.9226 45.727 42.2695 40.9708 40.6435 40.3718 40.2468 +threshold=0.094655825173027994 0.34989691115691396 0.02590044806957488 0.68498205019537683 0.19310495345021272 0.0070129444789225346 0.045549642211175162 0.15587044534412958 0.85047796067219228 0.38278388278388281 1.0000000180025095e-35 1.0000000180025095e-35 0.14642857142857144 1.0000000180025095e-35 0.001653038648082808 0.15587044534412958 22.500000000000004 0.0066856352280274907 16.500000000000004 38.500000000000007 1.0000000180025095e-35 0.0025170627299014267 41.500000000000007 0.0047723511998018385 1.0000000180025095e-35 0.14335164815645299 0.54335568554124969 1.0000000180025095e-35 1.0000000180025095e-35 27.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 5 4 8 13 12 22 20 11 18 16 19 14 -1 29 -16 25 -6 -7 -3 -5 -21 -4 24 -20 -8 -17 -19 -9 -2 -right_child=1 3 6 7 17 9 10 28 -10 -11 -12 -13 -14 -15 15 26 -18 27 23 21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.10495200612907206 0.0044112847138850341 0.083053729076323829 -0.045018830765979512 0.15144148207763292 -0.082769462369549948 0.061497102106366275 -0.018209371593966819 0.18128272970251794 0.1400468667919644 0.12024518842159704 0.021782157985822267 0.12461818024305137 0.062222730107714147 -0.092096134373649538 0.055473418446061518 0.016170352163571898 0.021626481988077276 -0.07604104227099566 0.062890548944993171 0.12896381815805588 0.18497445245233579 0.098663116536567355 -0.013794465768463569 0.061603567224121317 0.11601492986994047 0.027866962707493084 0.040908560180266576 -0.060291518953786441 0.21193732740243615 0.039807737993589332 -leaf_weight=11564.372435078025 1672.8489319756627 1492.3660937994719 4822.3991818055511 3506.9338764250278 3682.8971803113818 4652.4561190456152 5117.0003390982747 1906.3453119397163 2144.7404898256063 498.89534276723862 1163.1904904916883 2741.1541299372911 872.87895845621824 8063.5408129841089 1225.2724393010139 1954.5587963014841 566.60542048513889 3163.4207902848721 410.90862420201302 894.84357018768787 618.14070247113705 2126.8469188511372 642.6262925490737 722.09706084430218 727.89300505816936 257.7226720303297 1423.4685690850019 5301.9294004887342 612.62195259332657 438.65991473197937 -leaf_count=140603 13269 8770 48485 15901 41023 30812 46805 7992 10462 2702 9778 13768 6193 95165 9242 15555 4848 35929 2460 4831 2683 11768 6205 4626 4078 2213 10340 57741 2524 3209 -internal_value=0 0.0962621 -0.0698092 0.137872 -0.0887888 0.050537 -0.021828 0.168702 0.116081 0.0714285 -0.00681326 0.108996 0.0312299 -0.0996706 0.027201 0.0342815 -0.0124117 -0.0712072 0.0676894 0.0995092 0.156466 0.107636 -0.0413472 0.0831708 0.0968463 -0.016 0.0265948 -0.066177 0.188738 0.0117648 -internal_weight=0 30643.9 44345.7 16044 31776.2 14599.9 12569.5 6644.04 9399.95 7012.25 7104.52 7255.21 7587.69 19627.9 6714.81 4603.3 5941.33 12148.2 6513.35 4514.06 4125.07 3021.69 5465.03 1860.9 1138.8 5374.72 3378.03 8465.35 2518.97 2111.51 -internal_count=669980 181185 488795 78699 370461 102486 118334 29100 49599 44678 63644 39137 57808 235768 51615 35137 53866 134693 41976 25369 18584 16599 54690 11164 6538 49018 25895 93670 10516 16478 +left_child=2 4 5 7 12 21 28 10 29 13 16 15 18 -6 -7 22 17 27 -2 26 23 -1 -8 -15 -18 -21 -20 -3 -4 -5 +right_child=1 3 6 8 9 14 11 -9 -10 -11 -12 -13 -14 20 -16 -17 24 -19 19 25 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.077742445793723441 0.0097878670299250681 0.043391485524770193 -0.033505027474839265 0.097242605470287583 0.045855344555876386 -0.062563161568314193 -0.013982542152786381 0.10737959537453766 0.13484007852612329 0.085249763346929422 0.094633996242053986 0.017787205072203823 0.048609086277543852 0.05207884263176981 -0.049354322500455315 0.017414147695712427 0.068689823832841154 0.06743343733912241 0.037712043288125136 0.013788759523027626 0.046814984226396725 -0.068734360336830738 0.024911038141564118 0.090369340936443054 0.089256933638548974 0.032173548765921038 0.086195284906965569 -0.03185109981832502 -0.0098732527346157822 0.11852425793244351 +leaf_weight=14256.488850161433 2792.0836845040321 263.36362309753895 6171.8729429095984 1185.7883452475071 5943.451076939702 5091.167491748929 6848.3780633062124 2887.8064850717783 4192.324812412262 1007.5077058374882 3290.560965269804 1532.5130057185888 1150.6468714475632 505.0758876055479 11508.138599283993 747.8716719597578 2099.8145450949669 1696.5469146668911 776.30885733664036 2958.669075101614 896.52316623926163 10581.23391007632 332.81521870195866 926.32420802116394 2227.988587513566 2166.1784673780203 224.76095826923847 98.692513450980186 818.82049257308245 3546.00450527668 +leaf_count=140603 16478 1157 46260 4051 29743 41542 46805 10677 13099 4238 12608 9778 6193 2353 95629 4848 8645 7243 4338 17668 4386 95165 2213 3958 8839 11824 1307 430 5952 11950 +internal_value=0 0.0720186 -0.0515498 0.101828 0.0389101 -0.065693 -0.0159283 0.0865338 0.123361 0.0550082 0.080313 -0.00498694 0.0240747 0.0513246 -0.0534056 -0.00938868 0.0729342 0.0595978 0.0209092 0.0259781 0.0652881 -0.0739049 -0.01218 0.0768584 0.0792779 0.0215597 0.0485975 0.0228812 -0.030737 0.113191 +internal_weight=0 40836.4 57889.3 21488.9 19347.5 41437 16452.3 12564.8 8924.12 9278.88 9676.97 9461.58 10068.6 8271.37 16599.3 7929.06 6386.41 2058.6 8918 6125.92 2327.92 24837.7 7181.19 1431.4 4327.8 5124.85 1001.07 362.056 6990.69 4731.79 +internal_count=669980 181185 488795 78699 102486 372939 115856 49599 29100 44678 38922 63644 57808 40440 137171 53866 26314 8830 51615 35137 10697 235768 49018 6311 17484 29492 5645 1587 52212 16001 is_linear=0 shrinkage=0.1 @@ -335,18 +335,18 @@ shrinkage=0.1 Tree=17 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 1 1 5 0 1 1 0 0 0 2 5 1 7 5 8 0 5 8 10 8 6 2 1 5 2 -split_gain=22691.9 1864.82 1561.26 286.324 227.045 184.867 167.921 51.4235 49.8636 49.2114 46.6966 45.5419 36.7978 35.2406 34.3204 33.5324 30.8127 28.6356 28.3049 28.1244 33.4459 26.9991 24.6918 23.7419 27.2304 23.639 23.3629 22.8364 22.7403 22.2434 -threshold=0.045242535598563609 0.24650980848684115 0.0098025105047879185 0.71441489371405154 0.0033727556607198888 0.021147710833932649 0.093430766448540301 0.040969899665551847 0.074025903602859752 0.84264757925280087 0.44881649115884098 0.033265835391373288 0.1109643272475747 0.063376047944367228 0.010004943193611579 0.38750000000000007 0.0011070650392843091 0.27429467084639503 0.42261904761904767 19.500000000000004 0.90102809240152559 0.19523809523809527 41.500000000000007 1.0000000180025095e-35 23.500000000000004 0.5590277777777779 0.0088980015597548198 0.0061307968283653902 0.48809523809523814 0.569065135605057 +split_feature=1 1 1 1 1 1 1 0 0 0 8 5 0 0 5 5 5 8 7 1 1 2 5 2 2 0 0 5 8 1 +split_gain=19491.3 1401.63 1311.18 214.817 160.038 150.379 139.123 61.515 48.9701 43.7314 43.5487 39.5301 36.1606 33.8637 28.4277 28.2436 27.768 26.8128 25.9031 25.5985 24.7445 23.3064 23.2482 22.0758 21.7302 21.2701 46.735 21.1671 21.0402 20.3232 +threshold=0.052972994375414119 0.0098025105047879185 0.27403495618299978 0.022704256771583674 0.0033727556607198888 0.71441489371405154 0.10837757891215431 0.074025903602859752 0.033265835391373288 0.094655825173027994 45.500000000000007 0.48809523809523814 0.11453585753929921 0.14821087426536664 0.48809523809523814 0.29285714285714287 0.42261904761904767 89.500000000000014 0.27097902097902099 0.44881649115884098 0.84264757925280087 0.0088980015597548198 0.22649572649572652 0.01854295618099824 0.47793775640234887 0.052764390047258213 0.028165631713550725 0.19523809523809527 41.500000000000007 0.0011070650392843091 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 6 4 10 16 8 13 12 18 -5 25 21 14 -2 23 -8 -1 22 26 20 -14 27 28 -7 -25 -3 -4 -6 -12 -17 -right_child=1 3 5 9 11 7 15 -9 -10 -11 17 -13 19 -15 -16 29 -18 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.097099258317085241 0.060636796494313076 0.12110052337661854 0.042282470618646616 0.15773025790372586 -0.063912370834619078 0.060012208037511852 0.080430845460094144 0.075152775247677384 -0.049790278153571815 0.18473254339239614 0.14099994685222125 -0.074584085593555435 0.002753859339554611 0.031300783147520141 0.0097801721265863908 0.13475433335733947 -0.086176425850980523 0.11206578676470109 0.090759505567023835 -0.025643949980428783 0.14061051242908235 0.026036722333802539 0.19365601760423029 0.35022453334347453 -0.0081495310663134979 0.055021140590882811 -0.026620616819717408 -0.042794438944299108 0.19254188360345806 0.39893043900448766 -leaf_weight=5100.2146533690393 632.93515437841415 1438.9357948228717 51.182283032685518 1059.263049826026 1382.6812697201967 30.217925306409597 2123.2750569432974 97.431146081537008 1256.1624351218343 1860.2475589513779 1170.5286827608943 2323.8973610810935 289.83336320891976 1159.9112660624087 1063.9798570126295 79.273258827626705 5231.9094723537564 251.43253310769796 21.859462916851044 638.48640575259924 18.736688151955605 40.771285850554705 112.5214861780405 6.8042236194014531 3.0799471065402031 56.253835558891296 1276.7934683859348 813.24084793776274 92.354021042585373 3.3207465112209311 -leaf_count=161557 10881 12750 1310 5220 40379 624 28114 1718 34072 7967 7721 68117 6549 20832 23037 791 163780 1659 424 14424 423 1123 603 141 62 544 32599 22009 515 35 -internal_value=0 0.117362 -0.0674372 0.152423 -0.083365 -0.0175467 0.064388 0.0041697 -0.0354512 0.174936 0.131371 -0.0647804 0.000797937 0.0416574 0.0132031 0.0828626 -0.0915682 0.143096 -0.0221071 -0.013664 0.0111247 -0.0545945 0.148769 0.104018 0.238554 0.118614 -0.023965 -0.0560915 0.144769 0.145376 -internal_weight=0 10040.3 19647.3 6041.54 14892.7 4754.57 3998.72 2148.57 2606 2919.51 3122.03 4560.59 2051.14 1792.85 1104.08 2205.87 10332.1 1626.84 1349.84 947.056 308.57 2236.69 1375.4 40.1021 9.88417 1495.19 1327.98 2195.92 1262.88 82.594 -internal_count=669980 97632 572348 36979 456965 115383 60653 46978 68405 13187 23792 131628 45260 31713 23864 28940 325337 10498 34333 21396 6972 63511 8839 827 203 13294 33909 62388 8236 826 +left_child=1 4 6 7 29 15 10 16 27 23 13 18 14 -2 -8 19 17 21 25 -4 -7 -3 -11 -5 -24 26 -12 -6 -14 -1 +right_child=2 3 5 9 8 20 12 -9 -10 22 11 -13 28 -15 -16 -17 -18 -19 -20 -21 -22 -23 24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.072717388285968021 0.052849595673632205 0.042483516558850326 0.10231704201563681 0.060724987773901444 -0.041161358349985799 0.1326673693418618 0.089187544375515071 -0.038741520076344488 -0.057745955503367613 -0.0043006834634995153 0.092296140861967274 0.50445858783156661 0.065409075899249144 0.027343992132286568 0.18021530823160123 0.14505928956290456 0.085481760311122715 0.31413857243540338 -0.0059643982967074564 0.12007549117262813 0.14957576469490999 -0.0174935167053735 0.026332554795223447 0.017933043222842986 0.17694387487510094 0.077422093784911925 0.31890011679149521 0.022839283003140982 0.11712493938920231 -0.065051859212811522 +leaf_weight=6690.2969775162637 1080.065382771194 67.224318765103817 1441.2850252240896 132.63939851149917 2860.5857149772346 1346.2630269229412 1036.0813478380442 1944.0963252447546 3339.5217376090586 1548.6318480856717 26.049127265810966 2.3879227787256232 1441.6728054583073 1004.8516242802143 35.482839435338974 286.33980286866426 27.98161206394434 2.4735214337706557 21.506280545145273 1858.2874023318291 2423.745249658823 1788.9141858294606 37.665143005549908 1323.4409137703478 12.847089506685732 60.212169326841831 13.989043541252611 52.627148263156414 83.209480687975883 7160.3212204910815 +leaf_count=161557 14362 1379 10122 2216 62388 5220 10436 36858 68117 24971 314 24 14682 13327 274 1420 457 14 263 9702 7967 34898 495 21856 167 739 155 1123 697 163780 +internal_value=0 -0.0494224 0.103054 -0.0104843 -0.0627597 0.129593 0.0624295 -0.0262581 -0.0494804 0.00929317 0.043983 0.101522 0.0781239 0.0405569 0.0922018 0.114933 -0.0133943 -0.0148829 0.0936197 0.112318 0.143538 -0.0153213 -0.0021231 0.0218311 0.0646385 0.114983 0.17147 -0.0400052 0.0682311 -0.0687546 +internal_weight=0 26989.3 12161.4 6885.91 20103.4 7355.92 4805.51 3830.69 6252.73 3055.22 2209.06 124.145 2596.45 2084.92 1071.56 3585.91 1886.59 1858.61 121.757 3299.57 3770.01 1856.14 1599.14 1456.08 50.5122 100.25 40.0382 2913.21 1524.88 13850.6 +internal_count=669980 580276 89704 123311 456965 34431 55273 73606 131628 49705 29184 1495 26089 27689 10710 21244 36748 36291 1471 19824 13187 36277 25633 24072 662 1208 469 63511 15379 325337 is_linear=0 shrinkage=0.1 @@ -354,18 +354,18 @@ shrinkage=0.1 Tree=18 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 2 2 2 8 12 8 2 2 2 2 2 2 6 0 10 0 4 8 8 6 3 8 10 0 -split_gain=63144.3 8101.61 7545.81 1176.26 1062.55 958.162 954.811 184.649 165.874 151.162 128.852 174.136 126.026 124.726 110.824 106.186 105.365 76.0111 75.7488 66.1079 61.8389 57.5584 57.1562 56.3186 54.9608 54.9201 54.8424 82.3028 49.438 49.1814 -threshold=0.29246403914571834 0.68566772543908749 0.071628437933621544 0.50008978071452403 0.86323969273790258 0.16001644067301837 0.021658051321966919 0.79860730204461627 0.37508427056849925 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.21435458242874009 0.92490073479522228 0.61676732637305076 0.11769054939662692 0.0092555391706332351 0.046929061200795631 0.57518796992481214 0.044221323743365702 1.0000000180025095e-35 0.87672250303520649 0.55277777777777792 39.500000000000007 47.500000000000007 0.31698564593301443 0.28220206710723744 26.500000000000004 1.0000000180025095e-35 0.017989365708982907 +split_feature=2 2 2 2 2 2 2 2 2 0 2 8 12 8 10 6 2 2 8 2 0 2 0 0 6 2 6 6 8 6 +split_gain=39049.3 5258.37 4605.98 822.06 707.578 651.537 447.549 170.437 111.971 101.768 91.9797 86.1783 88.7336 123.099 79.793 76.9267 67.0971 67.0673 64.6055 58.001 50.2938 50.1457 49.8779 45.0968 44.7316 44.5822 39.8413 37.4541 35.0214 34.1207 +threshold=0.27592638977280265 0.65146318516201551 0.05639940601995113 0.82347594117497269 0.15369316296170601 0.45614472525325273 0.020388258122669676 0.9132818566857771 0.10557156246282116 0.057845500091095341 0.53795445458126057 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.60555555555555574 0.0092555391706332351 0.19076083981042186 39.500000000000007 0.76468729250686385 0.010122942931138619 0.33861573269655082 0.0091601366119996429 0.041695003880845613 0.46862745098039221 0.3503248589470826 0.78416149068322993 0.49358974358974367 39.500000000000007 0.31698564593301443 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 6 8 7 15 16 20 25 17 11 21 -7 -6 18 23 -1 -8 24 -10 -3 -11 26 -4 28 29 27 -21 -5 -2 -right_child=1 4 5 14 13 12 9 -9 19 10 -12 -13 -14 -15 -16 -17 -18 -19 -20 22 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.11361751983018607 0.031156237900641617 0.10068241487746279 -0.056869496905737206 0.061471765386257371 0.14094910097162408 -0.018399943297234208 -0.089271872279754486 0.12176116119053418 0.049064762592357689 -0.040361724045919221 -0.08174414310201078 -0.089809400051864857 -0.00039307581831531015 0.16393174641015362 0.081346154779331284 -0.033606868619474872 -0.099308588984161061 -0.072154583577526535 0.086968959691507267 0.071295496468607222 0.073443595881521911 -0.078018404338247749 2.8369364553663345e-05 -0.041951631237041959 0.10302943306365407 0.037425144632842168 0.025213572647654992 0.034359280472154176 0.040902025973262091 0.010265046115110366 -leaf_weight=10357.284896850586 1475.2727505117655 7263.4820661395788 5166.7976409941912 6028.5014839023352 5854.43861541152 7280.370518475771 6925.4494004249573 5117.7373901605606 3826.0493189394474 3383.1333483308554 2817.3310653567314 1112.1867047548294 8338.2060559689999 3957.5702165365219 4897.7070475369692 7091.6046765446663 10228.159003123641 4148.0542401075363 1115.5269169658422 834.67748944461346 941.49359138309956 461.24487267434597 501.62098336219788 4960.1637559682131 274.69431087374687 1352.3812884837389 2831.9401165097952 2175.9350658208132 1449.3396869748831 4771.6498531997204 -leaf_count=69171 7171 30349 30277 26771 23587 38934 43726 20891 17685 19784 17360 6960 42530 15840 21124 39305 66205 25255 4824 3910 4032 2736 2385 28125 1194 6423 13260 10199 6476 23491 -internal_value=0 0.0803019 -0.0621318 0.0473299 0.125246 -0.0267223 -0.0916186 0.106855 0.0303313 -0.0753562 -0.0646677 -0.0549614 -0.00878671 0.150219 0.0692726 -0.0429912 -0.106508 -0.0828599 0.0626046 0.0386829 0.0975569 -0.0448797 0.0324219 -0.0495628 0.0590988 0.0191542 0.035203 0.0445997 0.057485 0.0151987 -internal_weight=0 54670 72270 31535.3 23134.7 32837.1 39432.8 13322.7 17769.5 18847.4 7773.9 4956.56 15618.6 9812.01 13765.8 17218.6 20585.4 11073.5 8868.06 10170.2 8204.98 3844.38 6344.17 10127 7752.54 7599.3 5842.55 3010.61 7477.84 6246.92 -internal_count=669980 239612 430368 144913 94699 179171 251197 55272 84524 115821 46840 29480 81464 39427 60389 97707 135376 68981 39265 47439 34381 22520 29754 58402 34441 37085 27369 14109 33247 30662 +left_child=2 5 6 14 8 9 16 27 18 25 26 -8 13 20 19 17 -1 -6 -4 -3 -13 -11 -20 -19 -12 -2 -7 -5 -10 -23 +right_child=1 3 4 7 15 10 11 -9 28 21 24 12 -14 -15 -16 -17 -18 23 22 -21 -22 29 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.082038356230579826 0.017204955717655939 0.06403396852891037 -0.044684882516675878 0.085745638035340022 -0.017995688364860329 0.032222357444445814 -0.061948348749105153 0.1093256757695146 -0.031096721759353629 0.0028124242456592395 0.044987234480383213 -0.023055838006050804 -0.061858852220362609 -0.067674399589163728 0.047468072312119795 0.014746727481131421 -0.071449007012263199 0.0023665512440532305 -0.02334514643784023 0.076919099276698433 -0.049263769516668242 0.01299127527174032 -0.039826966404953611 -0.010275470546922672 0.061081930664549512 0.03132543843366118 0.056759067207067283 0.099664461476341851 -0.019855924289238498 0.030571781503088664 +leaf_weight=12426.601689770818 4020.4516559243202 9419.8909764885902 8216.8895602673292 7894.3131187558174 6544.0212527811527 7875.6211413443089 11625.999753579497 6989.1561610102654 5509.716774687171 4585.3942747712135 9274.0190886855125 2547.4222395122051 2984.8897947520018 1193.991350159049 1983.4443145692348 1364.023422524333 11540.695498794317 4597.2420629113913 3587.8744931817055 5552.7929988801479 1027.6082092523575 6478.0720655322075 3760.6041695326567 7306.0458945482969 2121.9321903586388 5037.556244134903 722.46627900004387 2560.2793446481228 5577.3182698488235 1330.7444045543671 +leaf_count=69171 14770 29350 37983 23762 26840 26578 58079 21015 23627 16925 30111 12243 14610 5925 6249 5391 60874 18081 16340 16920 4583 23072 16424 28266 6740 17610 2383 7702 23727 4629 +internal_value=0 0.0530935 -0.0443561 0.0819952 -0.0224826 0.0291055 -0.0678023 0.0972363 -0.033122 0.0170012 0.0420926 -0.0565025 -0.0483371 -0.0398739 0.0663158 -0.0081692 -0.0769394 -0.00986364 -0.0385923 0.0688126 -0.0305891 0.0111131 -0.0317798 -0.00539292 0.0479841 0.025058 0.0342841 0.0891543 -0.0254421 0.0159873 +internal_weight=0 75846.1 89810.9 34399.9 46463.7 41446.3 43347.2 17443.7 26652.4 21452.2 19994 19379.9 7753.91 4769.02 16956.1 19811.3 23967.3 18447.3 15565.4 14972.7 3575.03 12394.2 7348.48 11903.3 11396 9058.01 8598.09 10454.6 11087 7808.82 +internal_count=669980 247816 422164 104998 196679 142818 225485 52479 118101 77006 65812 95440 37361 22751 52519 78578 130045 73187 70747 46270 16826 44626 32764 46347 36851 32380 28961 31464 47354 27701 is_linear=0 shrinkage=0.1 @@ -373,18 +373,18 @@ shrinkage=0.1 Tree=19 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 3 3 3 3 3 3 3 0 3 8 0 0 12 8 7 8 8 8 7 4 1 10 8 8 8 -split_gain=104042 11852.1 8695.59 1438.63 1369.86 1160.99 1054.91 258.685 245.169 152.541 149.336 135.73 134.788 131.464 122.077 108.698 82.1787 78.5856 75.7684 72.7545 68.5224 68.4216 60.3227 59.1658 56.3682 56.1977 54.1825 52.6605 52.5601 47.8157 -threshold=0.62700852082165348 0.2161759166778425 0.90720023484451684 0.37927603575800134 0.080939212771562727 0.79048838510002806 0.96756193833417647 0.49205838248222783 0.13643962650062033 0.041162931593119165 0.980815296117445 0.71156364896724567 0.016229848534366209 0.27554835801862992 34.500000000000007 0.0040524112610958252 0.10085838006172611 1.0000000180025095e-35 45.500000000000007 0.71198156682027658 26.500000000000004 47.500000000000007 25.500000000000004 0.59411764705882364 0.091750841750841763 0.50732302613085845 1.0000000180025095e-35 28.500000000000004 40.500000000000007 41.500000000000007 +split_feature=3 3 3 3 3 3 3 3 3 3 8 0 0 3 8 12 0 3 8 3 8 8 8 4 8 8 7 4 0 10 +split_gain=60684.8 7609.67 5682.56 942.822 847.844 760.897 676.377 164.139 157.473 115.746 111.667 100.426 96.6727 84.8969 81.2146 79.7406 72.0214 65.604 63.0286 60.377 51.8683 51.2106 50.9596 49.2087 47.0241 46.4301 44.197 48.4441 39.6866 38.3179 +threshold=0.62700852082165348 0.2161759166778425 0.91548639025152101 0.080939212771562727 0.37165386310456511 0.79646945145649128 0.97642175782981344 0.13643962650062033 0.49205838248222783 0.042998076775577404 31.500000000000004 0.0040524112610958252 0.01845242570308649 0.74021765972250964 40.500000000000007 1.0000000180025095e-35 0.10085838006172611 0.27554835801862992 47.500000000000007 0.98977190391780401 25.500000000000004 26.500000000000004 45.500000000000007 0.091750841750841763 54.500000000000007 45.500000000000007 0.36754385964912284 0.040064102564102567 0.14335164815645299 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 5 13 9 11 14 23 25 -1 -8 29 22 28 15 -4 -10 21 19 24 -14 -16 -7 -5 -9 -6 -15 -13 -3 -2 -right_child=2 3 6 7 8 12 10 18 16 -11 -12 27 20 26 17 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.14167831230275005 0.016537080208389232 -0.065697565148458023 0.11449065832085047 -0.032049835596570479 -0.10682818155200056 0.079780084649844596 0.11460120185796506 -0.0044648224758456591 -0.075647357671646445 -0.12380700710995803 0.13132942535633749 0.043868344497922492 0.061607912840139202 -0.046119294550854797 0.073076548509744002 0.092626073825773425 -0.092286194205485506 0.098359320032119044 -0.045228245367887276 0.017616037918676459 0.041355708740711282 0.1018128009614522 0.064051423700989374 -0.0097871920099691263 -0.031429208927881425 -0.081842892658892372 -0.068501926418401318 0.026980923637256762 -0.10898339077188934 -0.020377362972282514 -leaf_weight=7466.2446536421776 6754.5409097671509 6234.2703128159046 4300.3329508006573 7684.5458401143551 12488.371000960469 3882.2027554810047 7491.9665087610483 7828.5736008286476 5018.4798627495766 13255.698963165283 18549.735950171947 3092.7680247724056 3420.2415358424187 8043.1883486658335 4227.6160716414452 4824.7084493637085 7266.0965128391981 3320.1054762750864 460.60396581888199 1375.6099033653736 3265.9614150226116 1030.5587178170681 6556.2468004077673 1413.3120949566364 860.4839032292366 970.1551131606102 1249.5439453870058 4582.5492531210184 293.73800231516361 370.12292639911175 -leaf_count=31629 27580 25031 19451 30773 51311 16808 34566 31593 20305 55363 87366 12838 14661 32214 18701 21620 29555 14769 1853 5580 13851 4569 28142 5675 3453 3986 5008 19018 1208 1503 -internal_value=0 -0.0778854 0.0847539 -0.0343317 -0.111108 0.0450722 0.113713 -0.0162419 -0.0957035 -0.130246 0.126517 0.0245591 0.0628007 -0.0567692 0.0948787 0.10293 -0.0854889 0.0863142 -0.00556727 -0.00375221 0.0517155 0.0787086 0.0699011 -0.0285914 -0.00713513 -0.105027 -0.049129 0.0337857 -0.0676453 0.0146194 -internal_weight=0 81908.9 75669.7 35443.9 46465 31924.6 43745 19623.1 25743.1 20721.9 26041.7 14800 17124.7 15820.7 17703.3 9125.04 12284.6 8578.28 10525.3 10064.7 6686.2 5258.17 10438.4 9097.86 8689.06 13458.5 9292.73 7675.32 6528.01 7124.66 -internal_count=669980 334537 335443 142388 192149 134401 201042 78927 105157 86992 121932 60939 73462 63461 79110 41071 49860 38039 42479 40626 28512 23270 44950 36448 35046 55297 37222 31856 26239 29083 +left_child=1 3 5 9 14 13 10 28 26 -1 11 -4 20 22 17 18 -9 -3 -12 -8 -7 -14 29 25 -16 -10 27 -6 -5 -2 +right_child=2 4 6 7 8 12 19 16 23 -11 15 -13 21 -15 24 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.097480034633661949 0.016052239904342815 -0.042316185606169336 0.082286485911392412 -0.065611278146162785 -0.018824570046414749 0.055264914064129311 0.086422433389310549 -0.048621669229688129 0.00064599227011368854 -0.083910800418375231 0.05015016559775242 0.065072687744708577 0.042066553920646371 0.025626551639115026 -0.073755007303658457 0.071338667019353111 -0.062223510113614794 -0.030508643338143293 0.0727747891530688 0.09595513553963135 0.043508040573875424 0.025837822355717688 -0.014983631887090273 -0.021539443592128737 0.0049706840570902079 -0.028436574883685003 -0.0067904491123573461 -0.044299636354140387 -0.075159117782248597 0.00030903686718977116 +leaf_weight=10288.495675593615 10475.113799780607 8240.5505497455597 7689.1211870908737 8235.0393308997154 9328.4072070419788 6049.2450286149979 13355.961722195148 6583.6834706068039 12243.606110841036 16160.335709273815 5782.6047309339046 6060.4104264378548 4107.654417693615 7552.9497426152229 811.23921731114388 5000.2883577048779 9524.6011117100716 10969.313103705645 1564.4624854624271 13221.326931625605 9883.3151022791862 3692.1633651554585 650.88273742794991 1237.495307713747 83.701336473226547 574.72019973397255 2861.5338611602783 811.3954499065876 9236.1360768973827 1813.7040400207043 +leaf_count=34348 32313 25031 27811 26164 28005 20333 50035 20305 37025 52644 20048 21493 13519 23836 2498 17743 29555 33074 5552 50520 32741 11970 1995 3724 258 1730 8601 2442 29133 5534 +internal_value=0 -0.0514511 0.0577463 -0.075068 -0.0213912 0.0313176 0.0799358 -0.0639455 -0.00983354 -0.0891892 0.0685003 0.0746991 0.0435063 0.0172019 -0.0369456 0.0615975 -0.0566642 -0.0355738 0.0549678 0.0911646 0.0479719 0.0343844 0.0122844 -0.00249639 -0.066392 -0.000657949 -0.0177658 -0.0208631 -0.0706587 0.0137287 +internal_weight=0 107190 96899.2 60028.3 47162 44225 52674.2 33579.5 27057.2 26448.8 26096.9 13749.5 23732.4 20492.7 20104.8 12347.4 16108.3 19209.9 7347.07 26577.3 15932.6 7799.82 12939.7 14055.8 894.941 12818.3 13001.3 10139.8 17471.2 12288.8 +internal_count=669980 334537 335443 192149 142388 142241 193202 105157 81527 86992 92647 49304 78563 63678 60861 43343 49860 58105 25600 100555 53074 25489 39842 42479 2756 38755 39048 30447 55297 37847 is_linear=0 shrinkage=0.1 @@ -392,18 +392,18 @@ shrinkage=0.1 Tree=20 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 0 0 4 4 0 10 10 10 8 10 9 10 0 0 0 1 4 4 4 8 3 3 1 9 -split_gain=40729.8 4620.33 3516.12 912.06 497.3 472.421 406.812 183.151 107.24 101.665 85.0313 81.3174 77.0684 69.4496 67.6371 64.4388 64.1483 62.1251 58.8025 58.7505 54.7931 54.2814 53.0012 48.0564 47.8528 47.4341 46.4037 46.1277 45.8011 44.0538 -threshold=0.088877665623056365 0.34989691115691396 0.020432912037279913 0.76424362067516083 0.18014650328211598 0.0057466159744883156 0.045549642211175162 0.55424555817707921 0.59761904761904772 0.36181818181818187 0.92502263599968015 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 26.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.010383107181019525 0.27282020261215656 0.0021888403176580956 0.0048642201021926691 0.15587044534412958 0.096006144393241177 0.63450834879406315 37.500000000000007 0.11219453572171147 0.1397613952036493 0.35094451263441423 1.0000000180025095e-35 +split_feature=0 0 0 0 0 0 0 10 4 0 10 0 10 0 8 4 10 3 4 9 10 4 4 10 8 12 1 4 0 8 +split_gain=29363.2 3285.35 2204.32 537.965 441.238 301.083 245.029 141.635 102.034 77.2187 77.0656 76.4695 63.1979 55.5574 53.621 53.4052 51.5196 50.3182 48.8843 45.049 43.4705 42.965 42.5497 39.4529 37.6444 58.5235 35.0814 34.7405 33.8541 33.6377 +threshold=0.080878455313980205 0.34989691115691396 0.020432912037279913 0.73698572325193479 0.16343919548025346 0.0057466159744883156 0.045549642211175162 1.0000000180025095e-35 0.09449404761904763 0.92502263599968015 1.0000000180025095e-35 0.55424555817707921 1.0000000180025095e-35 0.24534848976608226 45.500000000000007 0.63450834879406315 1.0000000180025095e-35 0.69681188836847885 0.64495798319327746 1.0000000180025095e-35 1.0000000180025095e-35 0.19523809523809527 0.58257575757575764 1.0000000180025095e-35 28.500000000000004 1.0000000180025095e-35 0.0031893408409586648 0.096006144393241177 0.0021888403176580956 16.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 5 7 12 20 17 8 13 19 24 22 14 28 -2 27 26 -4 -7 -6 -1 -16 -8 -18 -5 -23 -14 -9 -3 -15 -right_child=1 3 6 10 9 18 11 15 -10 -11 -12 -13 16 29 21 -17 23 -19 -20 -21 -22 25 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.10403451951648279 0.0040816049936917538 0.076034737933797183 -0.046034789148611484 0.14073292499007323 0.048868979044309042 -0.080514810942390796 -0.016321062774414551 0.11620252817759545 0.12730647674411685 0.091853973062167971 0.17534964687709328 0.017195057606232557 0.11803849855281884 0.11391372133165262 0.008045549396627813 0.13078358632245876 0.0098303720711332039 -0.016812297745645858 -0.066014584304903798 0.067446229467073654 -0.092244836892777238 0.076036898966450633 0.017430151366690971 0.089883760708252339 0.17069313082698273 0.029983794621625592 0.052061637556684505 0.090032701017877054 0.11739655350339498 0.083590090322716581 -leaf_weight=9803.8125886619091 1988.6413224935532 3530.171331435442 6365.9939276203513 3169.0899192839861 4424.3061810284853 5182.6610289737582 4832.5052255913615 2103.1052800267935 748.30552154779434 889.52138696610928 1304.9500247985125 1064.3713658154011 122.61653347313404 1231.2678553909063 1132.5688810795546 2020.1047535836697 582.1719466894865 821.36348221451044 6074.8633257597685 2767.0250131040812 6593.0680967494845 244.18949800729752 514.84082231670618 86.075011774897575 640.93011642992496 2659.205858066678 816.26546837389469 990.86616352200508 289.68652983009815 784.25036342442036 -leaf_count=130013 15693 19093 67413 13311 28994 63639 45014 9740 3411 4733 5249 8895 828 6061 8709 8970 4325 8253 71062 16321 84771 1817 4373 574 2626 20232 5622 4725 1555 3958 -internal_value=0 0.08166 -0.0679915 0.118096 0.0426729 -0.0884641 -0.0263593 0.102694 0.0916663 0.0599618 0.153319 -0.00804713 0.0243665 0.087096 0.0191763 0.116892 0.0438231 -0.0426953 -0.0726901 0.056017 -0.099294 0.0266139 -0.0130715 0.0201418 0.145773 0.0338571 0.0606781 0.107821 0.0791715 0.102115 -internal_weight=0 32525.3 41253.5 16812.7 15712.6 27654.4 13599.1 11697.8 6583.68 8080.85 5114.97 6411.72 7631.73 5835.38 6024.61 5114.08 1607.13 7187.36 11257.5 7191.33 16396.9 4035.96 5347.35 668.247 3810.02 2903.4 938.882 3093.97 3819.86 2015.52 -internal_count=669980 186547 483433 78699 107848 349485 133948 57513 34078 50048 21186 58282 57800 30667 46451 23435 11349 75666 134701 45315 214784 30758 49387 4899 15937 22049 6450 14465 20648 10019 +left_child=2 4 5 7 10 28 16 11 13 15 14 22 21 -6 -2 20 26 -7 24 -12 -5 -8 -3 -10 -9 -26 -4 -21 -1 -15 +right_child=1 3 6 9 8 17 12 18 23 -11 19 -13 -14 29 -16 -17 -18 -19 -20 27 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 +leaf_value=-0.076845388137155565 0.0099283736285538018 0.057441328442427643 -0.043168717140260771 0.09080944486120808 0.033544078922720842 -0.060137161040219295 -0.014301186073673486 0.068229271311549849 0.056150496130275757 0.12605235850580934 0.046861093255588293 0.078604357112612488 0.01367368950056292 0.035841786481351237 0.049669657028883533 0.12356712492434457 -0.01138749153259219 -0.048559583985235605 0.10836738279494439 0.0088037671239471777 0.11019641038012402 0.015388069056310408 0.089776740884122366 0.08724675088564067 0.08012144608726722 0.10846079193782004 -0.029772416352290026 0.071882077961522267 -0.068570241756481728 0.053796507687983011 +leaf_weight=11771.127786844969 7563.328112617135 5136.6729583889246 3050.1144287884235 3142.547817915678 5323.7767941951752 8013.0532211512327 5560.1622074767947 1219.755518078804 1308.8308527171612 1746.6164332032204 1129.3861833959818 3660.0219098478556 1170.226539939642 1504.6348353475332 355.46563385426998 972.56534078717232 1079.2216951772571 7062.700760550797 936.20661470293999 738.84473957121372 1830.1419326663017 534.27201353013515 441.96331796050072 592.79413442313671 2418.8933978527784 1042.8740700036287 5443.6648492738605 99.013081982731819 8523.661025814712 3404.2306425869465 +leaf_count=130013 45210 20639 24152 9875 27271 68675 39206 4457 5738 5249 6161 12877 7527 7025 2047 2983 8253 66026 3145 4242 5684 3498 1536 2439 8644 3610 43261 523 84771 15243 +internal_value=0 0.0592696 -0.0512409 0.0861003 0.0317957 -0.065418 -0.0214593 0.0749861 0.0445727 0.107567 0.016113 0.0673722 -0.00761139 0.0406196 0.0117123 0.102136 -0.0319681 -0.0547133 0.0875075 0.0338271 0.0979446 -0.0116985 0.0600031 0.0658441 0.083336 0.0886588 -0.034583 0.016258 -0.0733699 0.0482931 +internal_weight=0 44568.6 52208.2 22548.3 22020.3 35370.5 16837.7 14856.4 12134.3 7691.87 9886.04 9238.66 7264.66 10232.6 7918.79 5945.26 9573 15075.8 5617.73 1967.24 4972.69 6094.43 5578.64 1901.62 4681.52 3461.77 8493.78 837.858 20294.8 4908.87 +internal_count=669980 194598 475382 78699 115899 349485 125897 54908 57716 23791 58183 35052 50231 49539 47257 18542 75666 134701 19856 10926 15559 42704 22175 8177 16711 12254 67413 4765 214784 22268 is_linear=0 shrinkage=0.1 @@ -411,18 +411,18 @@ shrinkage=0.1 Tree=21 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 1 1 0 5 8 1 5 10 12 8 8 1 0 8 2 0 5 2 10 2 8 3 8 3 3 -split_gain=18226.7 1590.9 1274.99 245.395 206.532 201.815 124.702 68.163 56.967 36.6045 35.3912 35.2005 35.0804 33.4739 74.2621 39.2161 32.1134 31.0064 27.067 28.3005 27.025 25.9004 25.0319 29.8109 23.7948 23.5879 22.0308 21.5956 31.0255 27.922 -threshold=0.038943813949641366 0.35094451263441423 0.0066856352280274907 0.10837757891215431 0.018343695040845404 0.84264757925280087 0.0023117410987087447 0.074025903602859752 0.22649572649572652 40.500000000000007 0.076216061379914976 0.43650793650793657 1.0000000180025095e-35 1.0000000180025095e-35 37.500000000000007 35.500000000000007 0.19918800890047902 0.048308385313798108 46.500000000000007 0.10095971046085855 0.1109643272475747 0.5634920634920636 0.011239401872280804 1.0000000180025095e-35 0.0062255922589185908 41.500000000000007 0.055339185379978027 27.500000000000004 0.62700852082165348 0.092054754568763858 +split_feature=1 1 1 1 1 1 1 0 5 3 0 0 5 1 1 8 12 8 5 8 8 7 2 2 8 0 2 2 0 3 +split_gain=15494.6 1197.62 952.43 160.711 151.112 145.09 110.531 68.1998 53.5598 46.5719 39.6814 38.1096 28.2101 27.5377 27.1732 24.9552 31.8229 67.2127 38.0943 33.3295 25.2951 24.559 23.8375 23.7594 23.6626 45.4684 99.0211 121.453 23.3076 23.1853 +threshold=0.038943813949641366 0.24650980848684115 0.0076751278807829651 0.093430766448540301 0.018343695040845404 0.71441489371405154 0.0033727556607198888 0.074025903602859752 0.22649572649572652 0.68146800760320148 0.091649000725919277 0.028980474443983325 0.38750000000000007 0.071491470314231143 0.89595482816428185 40.500000000000007 1.0000000180025095e-35 36.500000000000007 0.044466403162055343 37.500000000000007 44.500000000000007 0.27097902097902099 0.021024158915393363 0.011239401872280804 41.500000000000007 0.076218103190848166 0.23661277697703847 0.19076083981042186 0.18014650328211598 0.38694751488583262 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 6 10 7 9 -1 21 20 11 27 13 18 14 24 -15 -5 -8 -11 -20 22 25 23 -6 -3 -4 -14 29 -29 -2 -right_child=1 5 4 16 8 -7 17 -9 -10 12 -12 -13 26 15 -16 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.092466825196656013 0.095331252873542827 0.033973312029753865 -0.034001381513793331 0.068179878229675125 0.024289359817783972 0.16037238943621512 -0.06501326567129205 -0.058195029519503887 0.086288719457570592 0.33808672932008532 0.052569092780504562 0.15152288528658964 0.30337349539096681 0.1051356307506206 0.068464409421476843 0.13438304020983455 0.089196347580975666 -0.082034765032598073 0.18370592024487481 0.092140462247232949 -0.018942871541749964 0.087108817973780991 0.00042944803891756527 0.18798403872002076 0.12476732897460925 0.014442270404387482 0.068380994191496527 0.007103924147578565 0.045059497336416426 0.034142554608101637 -leaf_weight=7836.8746238891035 84.254989016801119 30.161038041114807 1816.567215397954 1487.9088165611029 40.848096583038568 1924.5603465437889 2766.4601571932435 1572.1258360370994 68.297087699174881 9.5062762349843961 891.63706890493631 275.53947748243809 4.3085771501064292 778.93706861883402 440.04266051948071 1114.2387332841754 1421.8104513138533 1745.3475586865097 170.92584639787674 42.060624927282333 958.01684806495905 18.645533710718155 1110.6052687764168 15.289260521531103 671.60326272249222 106.39860212802887 53.877753913402557 707.36603219807148 309.62923713773489 649.24646521732211 -leaf_count=270108 1512 173 49583 18271 844 7967 88190 46824 1137 52 13333 1392 23 4551 2985 6413 13312 56637 846 235 22748 365 24772 283 4017 2824 283 13159 5416 11725 -internal_value=0 0.0962056 -0.0667771 0.0584155 -0.0276873 0.134243 -0.084842 -0.0427166 -0.00360732 0.12024 0.0363526 0.1173 0.154913 0.114193 0.10067 0.122349 0.0784494 -0.0715979 0.172992 0.165624 -0.00649689 -0.0301837 0.00372255 0.0688723 0.120865 -0.031321 0.0857817 0.0280925 0.0186597 0.0411711 -internal_weight=0 11067.6 18055.5 5551.85 5706.79 5515.76 12348.7 3513.74 2193.06 3591.2 2642.13 3310.52 280.679 3034.98 1141.81 1893.18 2909.72 4511.81 222.493 212.986 2124.76 1941.61 1166.74 56.1374 701.764 1922.97 58.1863 1750.5 1017 733.501 -internal_count=669980 105665 564315 76728 149380 28937 414935 99596 49784 20970 45145 19531 1439 18139 7175 10964 31583 144827 1133 1081 48647 52772 25899 1127 4190 52407 306 31812 18575 13237 +left_child=2 3 6 9 7 15 -1 -4 10 -2 23 -8 22 -11 -7 16 17 18 -3 -18 -17 -21 -5 -6 -25 -26 27 -27 -24 -19 +right_child=1 5 4 12 8 14 11 -9 -10 13 -12 -13 -14 -15 -16 20 19 29 -20 21 -22 -23 28 24 25 26 -28 -29 -30 -31 +leaf_value=-0.067708726190818191 0.021540486332048386 0.091793609722372937 -0.018973257584289017 0.095180718268130932 0.066040366110091495 0.11235395948441543 -0.039865012481361463 -0.044947894513049265 0.077100034350051361 0.038214876437869361 -0.015561685892632416 -0.057996821881148235 0.11342254618106162 0.077803384952086177 0.12895346587937703 0.24736234763390696 0.084681265996466693 0.062603999807243613 0.17221689346324801 0.11441021050331131 0.11343912371018404 0.077243070823918569 0.067666410310188899 0.0019168550764336928 0.036872588196723004 0.0001705547617122586 -0.07873536579855428 1.2975545392542642 0.048761259377444334 0.0065674606446189309 +leaf_weight=12672.124312095344 2004.4200904481113 841.60073527693748 2102.1701568998396 193.5253392457962 67.661556415259838 2251.5599664449692 2134.1370749287307 1947.1431875452399 84.153065003454685 636.19634039327502 1424.5951234810054 2537.4058070555329 107.87554097920656 242.75062949955463 1754.7273705899715 14.754008278250692 1033.7186447232962 567.21797712147236 63.329342938959599 1131.5230363234878 319.83658446371555 210.92452584952116 1392.1928469762206 1229.4751282669604 70.156208708882332 1.2698025368154042 3.0062531232833862 1.6712031736969946 1226.7912481501698 84.886348612606525 +leaf_count=325337 27494 4789 43769 1897 1123 7840 50115 39966 1137 9277 24580 55344 826 2975 5347 62 5712 3467 307 6145 1478 1215 13792 21625 1219 22 50 28 12425 617 +internal_value=0 0.081529 -0.0503397 0.0467034 -0.0190068 0.105957 -0.0628617 -0.0314634 -0.00150484 0.0299564 -0.00386911 -0.0497135 0.0632382 0.0491486 0.119624 0.0931269 0.0908966 0.0797847 0.0974218 0.0981778 0.119345 0.108571 0.0613134 0.00826072 0.00526629 0.0593775 0.324855 0.737399 0.0588108 0.0553096 +internal_weight=0 14077.8 24275 5803.75 6931.3 8274.08 17343.7 4049.31 2881.99 2883.37 2797.84 4671.54 2920.38 878.947 4006.29 4267.79 3933.2 1557.03 904.93 2376.17 334.591 1342.45 2812.51 1373.24 1305.58 76.1035 5.94726 2.94101 2618.98 652.104 +internal_count=669980 105665 564315 68686 133519 36979 430796 83735 49784 39746 48647 105459 28940 12252 13187 23792 22252 9180 5096 13072 1540 7360 28114 24067 22944 1319 100 50 26217 4084 is_linear=0 shrinkage=0.1 @@ -430,18 +430,18 @@ shrinkage=0.1 Tree=22 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 2 2 2 8 2 8 2 12 8 2 2 2 12 8 6 6 6 3 1 2 4 4 10 8 -split_gain=51828 7014.02 6402.73 1152.65 953.678 856.848 632.908 233.607 134.137 113.159 111.73 106.105 101.183 100.662 140.86 95.3259 94.0748 67.0174 62.7041 95.4836 60.7179 53.4828 51.1603 50.1218 47.5525 46.9559 46.7002 46.5668 45.4389 43.1867 -threshold=0.27592638977280265 0.65146318516201551 0.05639940601995113 0.82347594117497269 0.14170366767681578 0.45614472525325273 0.020388258122669676 0.89997631836292835 0.19076083981042186 39.500000000000007 0.53795445458126057 39.500000000000007 0.35610933075600715 1.0000000180025095e-35 40.500000000000007 0.0074800202466077537 0.75598426633497695 0.088105343035287553 1.0000000180025095e-35 40.500000000000007 0.31698564593301443 0.38278388278388281 0.70777988614800769 0.9606198277950595 0.014721853985668776 0.94127117011010453 0.41421568627450983 0.68301435406698574 1.0000000180025095e-35 47.500000000000007 +split_feature=2 2 2 2 2 2 2 2 2 6 8 8 12 8 1 0 2 6 3 2 2 2 0 8 12 10 2 6 2 6 +split_gain=30470.5 4343.54 3761.02 725.852 534.311 495.827 420.627 119.934 100.752 91.8555 83.4995 79.3981 80.5769 115.261 79.0787 77.0805 70.0463 64.8257 60.9567 53.2462 47.1068 46.9999 45.9958 42.9709 58.842 40.5145 36.7922 36.6984 36.5947 33.4276 +threshold=0.25570774796237666 0.64227248352377009 0.054813919501655754 0.85473614589076297 0.45614472525325273 0.12772884431138451 0.020388258122669676 0.77315861353043414 0.93042944834295571 0.59041394335511999 39.500000000000007 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.012430363750097343 0.065238424739026871 0.0074800202466077537 0.68090909090909102 0.80763250633784167 0.53795445458126057 0.19076083981042186 0.33861573269655082 0.82146664024750038 40.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.19821811744301146 0.67204301075268824 0.35610933075600715 0.054093567251461992 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 5 6 16 9 12 15 -5 -6 17 -7 23 24 14 -13 -1 29 -4 19 27 -14 26 -10 -8 -2 -9 -12 -11 -18 -3 -right_child=1 3 4 7 8 10 11 25 22 18 21 13 20 -15 -16 -17 28 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.11210457989716682 0.019183867864754803 0.078022593682578564 -0.062656098594438284 0.1153507584374059 -0.023130690918741825 0.044781395396840951 -0.077895979568056606 0.13650626751672168 -0.0069020913789547365 -0.024876149590764118 0.060470970074203045 -0.04399644381468483 0.02488649072584664 -0.082140735157276046 -0.089741137526205328 -0.097542608921474802 0.099820285907374295 -0.045647738045708874 -0.050562350864090215 -0.06135998209636441 0.04622056523690752 0.077941434774248364 0.023470038720644251 -0.094467873918571879 0.0027960230083136062 0.15484262602869667 0.02782168023110819 -0.072855862559952259 0.066331512758114927 0.11876580541843457 -leaf_weight=7762.1326911449432 4826.8098874092102 7292.978651881218 4314.267019495368 6480.2799771726131 7135.7568615227938 6465.8667259067297 6171.3240859359503 4597.3452120423317 9031.2833610773087 4978.9303752779961 6388.5506107509136 2752.7078438252211 6875.4026282429695 2234.5890380293131 891.03422267735004 10681.720747515559 4745.1295800805092 5003.3452472686768 2648.8641470521688 946.64855708181858 1655.1995634287596 1722.5562389791012 590.88978503644466 2591.4725707620382 2796.4820499569178 2005.9306588172913 470.35308060050011 210.8501893132925 442.98736676573753 269.78329536318779 -leaf_count=55812 23502 30290 26913 26006 39377 28961 40613 18417 46893 28552 27550 16826 32205 14610 5925 74233 19278 29418 15624 5666 7574 7266 3021 17466 13725 8056 2035 1215 1829 1122 -internal_value=0 0.0694481 -0.0598376 0.107987 -0.0299323 0.0375383 -0.091348 0.128839 -0.0127415 -0.0458459 0.0547085 -0.0758244 0.0215443 -0.0654306 -0.0551828 -0.103671 0.0865903 -0.053523 -0.0377036 -0.032153 0.029026 0.0621883 -0.00503696 -0.0827969 0.0131723 0.142076 0.058232 -0.0268255 0.0969608 0.079476 -internal_weight=0 57035.7 67945.8 25834.4 34860.8 31201.2 33085 13083.6 16757.9 18102.9 15047.3 14641.1 16153.9 5878.33 3643.74 18443.9 12750.9 9317.61 8785.29 6136.43 8530.6 8581.46 9622.17 8762.8 7623.29 6603.28 6858.9 5189.78 5188.12 7562.76 -internal_count=669980 247816 422164 104998 196679 142818 225485 52479 89291 107388 65812 95440 77006 37361 22751 130045 52519 56331 51057 35433 39779 36851 49914 58079 37227 26473 29585 29767 21107 31412 +left_child=2 4 6 7 9 10 16 25 29 15 -4 -8 13 22 20 28 -1 19 -12 -6 -7 -17 -13 24 -20 -3 -16 -9 -2 -5 +right_child=1 3 5 8 17 14 11 27 -10 -11 18 12 -14 -15 26 21 -18 -19 23 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.08050132148001482 0.012884165332715717 0.055275857451101251 -0.038897952060482577 0.078453381533727662 0.028018696734489923 -0.011679882528547698 -0.058471852770541337 0.06573208185586385 0.10124105173185367 0.033071470930815638 -0.037611925460940207 -0.021938535623110655 -0.058337811606850247 -0.064733644757829417 -0.023518485297890086 -0.00017966418149049395 -0.068985123990255734 0.053382516881043618 -0.011624186558769437 0.03908766779154197 0.00043430048405334915 0.012142333682386878 -0.05398523435046091 -0.043787189389362519 -0.03297676294251204 0.038811740032618419 -0.010671460751959952 0.084881378957352052 0.025248008581721926 0.090780035242362667 +leaf_weight=8996.177178800106 5206.3016141355038 11092.622159838676 10836.878507584333 6202.5097643435001 7928.6181946098804 7283.5354580283165 10529.408198192716 7533.7596108317375 4299.9600491821766 2244.9012613892555 3203.9976347237825 2767.7581819146872 2710.8633278012276 1081.8379259556532 5607.2599098831415 5563.2367914170027 12791.386710435152 1932.6966305375099 4230.8008227050304 9617.2659948766232 5739.2856554687023 6978.6134685575962 534.33375491201878 731.65255197882652 1857.0770158320665 1727.3766518235207 3700.2835508733988 1154.0958988368511 4431.6824526488781 3409.1485576033592 +leaf_count=55812 19184 34003 51559 18699 26342 31275 56448 22665 13204 7868 13872 13635 14185 5771 23273 20692 74233 6110 19474 30630 22682 24598 2533 3517 8823 5388 14461 3469 15275 10300 +internal_value=0 0.0446653 -0.042111 0.0707179 0.0236471 -0.0217277 -0.0644487 0.0592048 0.0885176 0.0137954 -0.0328133 -0.0529623 -0.0447855 -0.0364052 -0.011372 0.0118444 -0.0737402 0.0360005 -0.0262348 0.0340858 -0.00634104 0.00667662 -0.0271242 -0.0208896 -0.0181377 0.0530575 -0.0184111 0.0682759 0.0185692 0.0828255 +internal_weight=0 79322.8 82602.5 35419.5 43903.3 43190.8 39411.8 21507.9 13911.6 24424.7 20860.4 17624.2 7094.79 4383.93 22330.4 22179.8 21787.6 19478.6 10023.5 17545.9 13022.8 12541.9 3302.09 6819.53 6087.88 12820 9307.54 8687.86 9637.98 9611.66 +internal_count=669980 258427 411553 107728 150699 188936 222617 65525 42203 87617 97245 92572 36124 21939 91691 79749 130045 63082 45686 56972 53957 45290 16168 31814 28297 39391 37734 26134 34459 28999 is_linear=0 shrinkage=0.1 @@ -449,18 +449,18 @@ shrinkage=0.1 Tree=23 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 8 3 10 12 8 8 8 4 0 7 8 0 10 4 8 -split_gain=86452 10184 7892.18 1244.11 1224.43 1121.79 890.439 239.703 232.62 147.373 145.898 132.908 113.258 106.243 87.4145 79.8179 78.1085 74.1604 70.9057 66.0577 62.2588 59.1218 58.6939 58.6593 58.6188 56.1203 56.0089 55.5784 52.3268 49.1021 -threshold=0.62700852082165348 0.21129921044966946 0.91548639025152101 0.37165386310456511 0.074650520034198739 0.79646945145649128 0.97642175782981344 0.12686510144156204 0.46764580164987163 0.94723181509886289 0.86677849639516713 0.74021765972250964 0.041162931593119165 0.27554835801862992 0.15587044534412958 31.500000000000004 0.98977190391780401 1.0000000180025095e-35 1.0000000180025095e-35 45.500000000000007 45.500000000000007 45.500000000000007 0.35504201680672276 0.0040524112610958252 0.71198156682027658 47.500000000000007 0.02453763853563137 1.0000000180025095e-35 0.16823899371069184 40.500000000000007 +split_feature=3 3 3 3 3 3 3 3 3 3 3 3 8 3 0 3 0 8 8 7 12 0 8 8 4 0 8 8 8 8 +split_gain=47445.8 6417.82 4997.89 781.822 779.489 665.839 600.412 134.704 123.559 109.928 106.18 91.5932 88.6417 73.6351 65.6723 62.5418 59.4959 56.3998 52.046 51.6491 47.6869 45.1671 42.4057 41.5685 41.2837 41.0952 39.9002 38.9358 38.7724 37.4127 +threshold=0.62700852082165348 0.20114037487766631 0.91548639025152101 0.074650520034198739 0.37165386310456511 0.97642175782981344 0.82310755265226121 0.12686510144156204 0.46764580164987163 0.74021765972250964 0.94723181509886289 0.041162931593119165 40.500000000000007 0.27554835801862992 0.074025903602859752 0.98977190391780401 0.048308385313798108 31.500000000000004 25.500000000000004 0.71198156682027658 1.0000000180025095e-35 0.0040524112610958252 45.500000000000007 58.500000000000007 0.075498575498575513 0.063376047944367228 47.500000000000007 47.500000000000007 59.500000000000007 28.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 5 13 12 11 9 -6 25 -4 26 21 -1 29 19 23 -8 24 20 -9 -17 27 -19 -11 -10 -5 -7 -2 -15 -3 -right_child=2 3 6 8 7 10 16 14 17 15 -12 -13 -14 28 -16 18 -18 22 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.13273326528364959 0.020881708502667323 -0.059910974703314801 0.08317010530203485 -0.026987730501782776 -0.098897195009020736 0.05646445407291726 0.11718840716185595 -0.075094112202289967 -0.0067843909754473257 0.11477118642395585 0.068919625308434554 0.035115112882239785 -0.11659414835113975 -0.04269728175533493 -0.10025146428680948 0.072500105631209996 0.12959690575271959 -0.021072318110517203 0.10462404892068562 -0.11201933374269385 0.10589937216028363 -0.018021241345443372 -0.091651846432207085 0.094725215600199975 0.013928379523554385 -0.07025602014849662 0.03983152096496486 -0.0010276376241119274 -0.069495363011217878 -0.10022856769904696 -leaf_weight=7186.8617805987597 7850.8067582547665 6793.7731834203005 8077.3835640698671 7495.8241473138332 13151.454724282026 6020.3603181093931 10193.436929628253 11100.197921484709 9242.6132711023092 4358.3214863538742 8847.7685817182064 5678.0760714411736 11008.642994195223 7822.958905801177 1824.6066192835569 2162.2101807892323 10098.766638636589 1498.2713927030563 2293.9673730581999 506.59256790578365 752.30736683309078 489.30788515508175 127.88107615709305 2194.926532804966 1603.3746079802513 312.25212678313255 3050.2312223166227 1358.134850114584 803.4848648160696 316.12845839560032 -leaf_count=31629 32313 27437 36955 30004 55294 26158 50035 45591 37215 20858 39355 23836 47381 31384 7601 10072 50520 6036 10858 2127 3539 1995 512 10365 6507 1253 13050 5534 3238 1328 -internal_value=0 -0.0711407 0.0787732 -0.0315539 -0.102982 0.0427794 0.108635 -0.0893008 -0.0151822 0.0935704 0.0597832 0.0229646 -0.122969 -0.0526529 -0.0799044 0.100713 0.123364 -0.00670821 0.0914726 -0.0767058 0.0811213 0.0158508 -0.0266227 0.108057 -0.0037224 -0.0287181 0.0508712 0.0176505 -0.0451933 -0.0617036 -internal_weight=0 80794.9 73426 36016.6 44778.4 33294.7 40131.3 26582.9 20280.2 19839.1 17918.4 15376.3 18195.5 15736.3 13431.4 11761.7 20292.2 12472.1 5208.48 11606.8 2914.52 9698.25 1626.15 6553.25 10846 7808.08 9070.59 9208.94 8626.44 7109.9 -internal_count=669980 334537 335443 144914 189623 142241 193202 110613 81527 92647 78563 63678 79010 63387 55319 55692 100555 50270 24469 47718 13611 39842 6548 31223 43722 31257 39208 37847 34622 28765 +left_child=1 3 6 11 12 10 9 -5 26 22 -4 -1 13 25 -9 -7 18 21 -8 24 27 -12 -2 -14 -10 -3 -6 -19 -25 -11 +right_child=2 4 5 7 8 15 16 14 19 29 17 -13 23 -15 -16 -17 -18 20 -20 -21 -22 -23 -24 28 -26 -27 -28 -29 -30 -31 +leaf_value=-0.091319194122325947 0.012203392375428616 -0.029911924638792338 0.054738448706052982 -0.065506152519785713 -0.015536505435219214 0.080832189814052033 0.049082114667945313 -0.043818804368585006 -0.0033337053741656895 0.031189468471405996 0.078961410617037237 -0.078336029106098992 -0.068357301504387596 -0.026340249216738849 -0.057364987879813173 0.090938330326118755 0.022227032517832007 0.047710791380747027 0.0380132523496092 0.011110112664550278 0.070858555393942951 0.063141872712069141 -0.013973598191382434 0.10264631621399888 -0.021198895795709664 -0.042843562100302296 -0.047202246881186467 0.071642617228241279 -0.04723431410921592 0.019576688727123048 +leaf_weight=8942.214290946722 12243.612100243568 3901.3243234157562 10176.812269479036 16854.681145250797 9984.6053582131863 12379.041793450713 7201.7980805635452 5491.3811185359955 12947.890013843775 4701.751524835825 5354.651144951582 13849.498811453581 923.19140058755875 10918.349976122379 10276.144872307777 12117.735631555319 1568.7055524885654 2767.3374558389187 10357.090165168047 2270.6797650158405 2834.8178382813931 2722.4394973218441 651.79325926303864 27.910358786582947 1437.0515411496162 6639.9564033150673 414.43685457110405 901.21900129318237 45.229146599769592 6767.2844942510128 +leaf_count=31629 37847 11971 36955 55294 30004 50035 25026 17365 39058 15207 20858 47381 2900 33074 32669 50520 5210 10164 35201 6893 10858 10365 1995 86 4319 20500 1253 3447 141 21755 +internal_value=0 -0.045842 0.0523291 -0.0692193 -0.0196773 0.0741428 0.0276254 -0.059291 -0.00824586 0.0172149 0.0625772 -0.0834299 -0.0334497 -0.032096 -0.0526472 0.0858314 0.0408862 0.0680485 0.0425532 -0.00290598 0.0611173 0.0736293 0.0108803 -0.0626081 -0.00511843 -0.0380576 -0.0167985 0.0535899 0.0099608 0.0243374 +internal_weight=0 104925 92746.1 55413.9 49510.6 49254.1 43492 32622.2 27054.7 24364.4 24757.3 22791.7 22456 21459.6 15767.5 24496.8 19127.6 14580.5 17558.9 16655.6 6503.37 8077.09 12895.4 996.331 14384.9 10541.3 10399 3668.56 73.1395 11469 +internal_count=669980 334537 335443 184338 150199 193202 142241 105328 81527 76804 92647 79010 68672 65545 50034 100555 65437 55692 60227 50270 24469 31223 39842 3127 43377 32471 31257 13611 227 36962 is_linear=0 shrinkage=0.1 @@ -468,18 +468,18 @@ shrinkage=0.1 Tree=24 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 0 0 10 0 4 4 10 0 8 3 8 12 10 4 8 8 0 4 0 1 12 10 2 2 -split_gain=33542.8 3965.48 2861.47 789.083 464.928 371.17 353.944 147.043 86.4963 83.7047 80.8252 79.3861 75.0658 69.3561 65.8393 62.1821 59.166 71.132 58.6806 57.2105 55.9601 53.5658 46.5332 45.6897 45.0612 43.9383 42.3416 43.2269 42.2327 42.052 -threshold=0.078547245988764794 0.34989691115691396 0.016229848534366209 0.76424362067516083 0.18014650328211598 0.034239685061620957 0.0051892025431287681 0.53647377754662762 1.0000000180025095e-35 0.90102809240152559 0.58257575757575764 0.40967365967365971 1.0000000180025095e-35 0.12987652736348673 41.500000000000007 0.87445108558593254 35.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.36181818181818187 16.500000000000004 39.500000000000007 0.0021888403176580956 0.98148148148148151 0.049775222559007327 0.0021553186065326629 1.0000000180025095e-35 1.0000000180025095e-35 0.078628574213134725 0.066825316751958783 +split_feature=0 0 0 0 0 0 0 4 0 10 4 10 10 4 8 3 4 3 8 10 9 10 9 0 4 1 1 2 1 10 +split_gain=23764.5 2586.12 1866.18 473.96 334.522 241.21 235.686 123.459 93.3014 82.4038 72.8453 72.2327 66.9066 57.8742 52.9631 54.4322 49.4382 49.128 47.323 46.8275 42.2818 41.8177 47.4983 41.3301 36.9914 35.2773 35.072 34.8558 36.1587 33.2411 +threshold=0.074025903602859752 0.32541934737966138 0.017098497298207543 0.68498205019537683 0.16343919548025346 0.034239685061620957 0.0051892025431287681 0.61167800453514753 0.90102809240152559 1.0000000180025095e-35 0.19523809523809527 1.0000000180025095e-35 1.0000000180025095e-35 0.36181818181818187 41.500000000000007 0.87445108558593254 0.64142857142857157 0.83731704867036083 45.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.53647377754662762 0.93541666666666679 0.0021553186065326629 0.0027126201186002479 0.066825316751958783 0.0024816080293633626 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 7 11 18 22 12 14 -5 20 13 -3 -2 19 -16 -9 -18 25 24 28 26 -1 -12 -7 -4 -22 -28 -6 -17 -right_child=1 3 5 9 10 8 -8 16 -10 -11 23 -13 -14 -15 15 29 17 -19 -20 -21 21 -23 -24 -25 -26 -27 27 -29 -30 -31 -leaf_value=-0.10269929696448588 0.0092066367427291098 0.069796877312586547 -0.065877326257445024 0.1253508784056489 0.07486355692474024 -0.035450486454000556 -0.073361757204767869 0.085963975613479571 0.008244361464180892 0.15148752306191349 0.12724431856044868 0.054181641818485227 0.092436058681344344 0.027704249701037877 0.010771678073011741 0.1181697743649633 0.096556930714028183 0.12432259015679588 -0.020672537241342083 0.017434523738033204 0.046134980092860177 0.048403740026075615 -0.090912235641866804 0.06760431765656981 -0.017784411134306347 -0.046758611553268076 0.068750176549324096 0.11230374987619292 0.031836178971138822 0.47004123214217075 -leaf_weight=8980.342299208045 4953.7745770066977 3985.9998429715633 1721.8347162827849 3244.9805692881346 256.0180626064539 2616.8327999934554 9440.0214173048735 1962.3711300492287 1184.4118472114205 1968.7227560579777 198.71578416228294 608.53912271559238 2315.3525228947401 3430.8351456224918 293.2811094224453 19.388360723853115 2394.2869042009115 1501.1787516176701 643.4130554869771 324.53241311013699 516.58834482729435 3780.3870004564524 5341.3852211236954 363.28520220518112 3221.1273044422269 3982.000692397356 837.86330229043961 313.01271948218346 2093.248282879591 4.1177326142787924 -leaf_count=130013 39868 20595 20098 13299 1574 27066 121718 8833 10266 7887 979 4082 10942 24446 2694 182 10551 6592 7173 2832 3043 22746 74336 1805 30638 45780 5130 1677 13094 41 -internal_value=0 0.0689009 -0.0672596 0.102674 0.0350879 -0.0314161 -0.0883945 0.0887182 -0.0166037 0.13522 0.052066 0.0193067 0.0781154 0.0167755 -0.0211459 0.0233146 0.100124 0.107257 -0.0493007 -0.0234314 0.0494261 0.0549893 -0.0983032 0.0886922 -0.0257031 -0.05253 0.0699197 0.0805958 0.0365252 0.17981 -internal_weight=0 34725.2 37772.7 17372.9 17352.3 14010.9 23761.7 12159.2 7663.69 5213.7 8359.12 8993.15 6301.35 8384.61 6479.28 316.787 5857.84 3895.47 6347.25 6162.49 7797.12 5447.85 14321.7 562.001 5837.96 5703.84 1667.46 1150.88 2349.27 23.5061 -internal_count=669980 197143 472837 78699 118444 146770 326067 57513 73719 21186 50048 68396 31537 64314 63453 2917 25976 17143 73051 60536 47264 32596 204349 2784 57704 65878 9850 6807 14668 223 +left_child=2 4 6 7 12 19 -1 9 16 23 21 13 18 14 -7 -16 29 -8 -2 25 26 -6 -23 -3 -9 -4 -14 -17 -29 -5 +right_child=1 3 5 8 10 11 17 24 -10 -11 -12 -13 20 -15 15 27 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 28 -30 -31 +leaf_value=-0.072385097743484325 0.0079237094214672527 0.047780251334411536 -0.049834733371467967 0.074701136612264907 0.03055246146411536 -0.020228168125247782 -0.059091293009247627 0.10374732923087314 0.10624026116497423 0.069199918216219 0.057633085908184917 0.0081492581152353711 0.014025028081019901 0.021155680877943315 0.0080996541752658292 0.10150133913858626 0.10420901217661674 -0.046264510955243671 0.042353670832495957 -0.013464121534154039 0.01274113703780917 0.056029000874600589 0.02832899523061095 0.06227219750105404 0.074049967173405465 -0.034434343545194292 0.050944914923329455 0.65635632847073777 0.11979188465501378 0.090352622501682273 +leaf_weight=17354.188575215638 8504.6864928454161 5761.4911423325539 2124.4470527619123 3672.2427393198013 7004.3285267949104 7204.0873676985502 8630.7417363375425 744.49801078438759 2622.0902804732323 4653.5336669236422 1598.6658000648022 1408.2399026229978 355.90698629617691 389.76516470313072 333.08401737362146 21.566091448068622 1034.3414780795574 4565.6232768148184 418.86973728239536 795.4948413297534 932.45947951078415 1608.9823509454727 1006.1434383541346 2988.8428101241589 960.64125236868858 4960.3694023266435 928.6833782941103 2.5678779929876319 2.458274744451046 2152.2318062484264 +leaf_count=204349 51370 22682 18319 11465 34148 53819 79955 2440 7887 16289 6639 9444 1951 2675 2380 171 3138 47139 2366 6685 5283 6837 4786 10344 3150 42671 4947 21 20 6610 +internal_value=0 0.05029 -0.0498809 0.0726699 0.0256768 -0.0235775 -0.0647259 0.0616723 0.090196 0.0584482 0.0378663 -0.0127259 0.0134026 -0.016422 -0.0183584 0.0190915 0.0840624 -0.0546535 0.00953984 -0.0364692 0.0289501 0.0345812 0.0453717 0.0527303 0.0870164 -0.0390523 0.0407159 0.156772 0.393924 0.0804846 +internal_weight=0 46948.6 47792.6 24589.9 22358.7 17242.1 30550.6 15109 9480.91 13403.9 11218.1 9361.77 11140.6 7953.53 7563.76 359.676 6858.82 13196.4 8923.56 7880.31 2217.05 9619.45 2615.13 8750.33 1705.14 7084.82 1284.59 26.5922 5.02615 5824.47 +internal_count=669980 202332 467648 84005 118327 136205 331443 54905 29100 49315 52410 68530 65917 59086 56411 2592 21213 127094 53736 67675 12181 45771 11623 33026 5590 60990 6898 212 41 18075 is_linear=0 shrinkage=0.1 @@ -487,18 +487,18 @@ shrinkage=0.1 Tree=25 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 1 1 0 1 1 5 0 5 0 8 2 10 8 11 0 2 8 2 5 3 5 8 0 8 3 -split_gain=14896.3 1401.81 1025.4 224.587 208.02 170.127 86.9685 54.1947 49.1321 41.065 34.5306 33.0872 25.3832 25.2683 22.5817 22.5785 27.9586 23.6341 38.6576 28.5384 54.2959 26.7075 22.562 22.49 23.6055 22.1733 21.8233 21.6833 22.8197 22.7867 -threshold=0.032574842893888067 0.35094451263441423 0.0055136038236157682 0.076216061379914976 0.84264757925280087 0.013873790547772432 0.0020774677037193119 0.074025903602859752 0.16464163172634919 0.57424809712383429 0.22649572649572652 0.097893730133699827 0.22649572649572652 0.049775222559007327 78.000000000000014 0.0133617253234276 1.0000000180025095e-35 41.500000000000007 1.0000000180025095e-35 0.069465387068642623 0.23661277697703847 89.500000000000014 0.01854295618099824 0.12916666666666668 0.037719069770932971 0.38750000000000007 89.500000000000014 0.26315551235744356 35.500000000000007 0.096816236983889581 +split_feature=1 1 1 1 1 1 1 0 0 1 3 0 0 2 6 5 8 11 0 2 5 0 5 8 10 12 8 8 8 5 +split_gain=12545.5 979.221 756.714 155.252 123.615 109.454 83.6483 56.1147 50.5292 45.3292 38.1354 36.1686 32.1058 25.9169 24.7927 24.1823 22.955 33.5053 30.4964 40.8049 21.4079 19.4277 19.1124 18.9936 20.6103 19.2905 38.5697 19.0068 18.9784 18.8299 +threshold=0.032574842893888067 0.19918800890047902 0.0065417708063083583 0.84264757925280087 0.076216061379914976 0.013873790547772432 0.0023117410987087447 0.085979126407716058 0.091649000725919277 0.44881649115884098 0.88180136821811994 0.028980474443983325 0.10773540641268979 0.0133617253234276 0.54195804195804198 0.060661764705882359 41.500000000000007 1.0000000180025095e-35 0.069465387068642623 0.23661277697703847 0.5634920634920636 0.020947278998356491 0.11437908496732027 41.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 37.500000000000007 35.500000000000007 78.000000000000014 0.29285714285714287 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 6 12 9 7 -1 26 25 -3 11 15 22 14 -8 16 -7 -17 19 -19 -21 -20 -2 24 -11 27 -4 -5 29 -29 -right_child=1 4 5 8 -6 10 13 -9 -10 23 -12 -13 -14 -15 -16 17 -18 18 21 20 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.091838713650176651 0.057686545593424725 0.089815234600810256 -0.037312393793645419 0.05594029626729196 0.14183493153681498 0.010468802722045596 -0.067327028521016838 -0.063004565056328968 0.07237727261270438 0.1413258573895611 0.052284288448544131 -0.028112033288675814 0.078322267530240436 -0.083926603860321011 0.41782840689040968 -0.011821829957742162 0.13777287820518855 0.073214690932526069 -0.035160614850914929 0.47698006969324463 -0.068755640771391346 0.38514255365512673 0.017404714686621504 0.13859191083058675 0.10342320147371711 0.1074260873741783 0.25390965314151948 0.096605738551719056 0.018512006665649165 0.034992947122614297 -leaf_weight=6745.8668080288917 149.10789465531707 1646.158388607204 1910.70617374219 1281.1053477972746 1956.4627716094255 65.858054924756289 2524.3819718975574 1364.6284404937178 2014.2992221787572 181.6326802521944 77.882743708789349 1111.4288852587342 77.570037379860878 1391.0984959322959 0.95975247025489707 1173.7709274478257 23.374760277569294 28.594262577593327 41.432069931179285 5.226242218166588 2.7996697798371315 1.569100648164748 2060.5706736557186 256.25903911888599 1723.2383929044008 65.670216090977192 2.5766568779945365 91.997074864804745 397.66924883425236 172.72664472460747 -leaf_count=253903 2602 10519 55397 16518 7967 1504 87821 44075 18584 850 1364 29439 1106 49586 33 28684 466 639 927 58 70 13 38426 1152 8449 678 14 1243 5490 2403 -internal_value=0 0.0796802 -0.0665398 0.0471172 0.115333 -0.0327399 -0.0849572 -0.0477794 0.0613408 0.101715 -0.0132694 -0.0153499 0.0220967 -0.0731042 -0.0671426 -0.0047853 0.0438164 -0.00824541 0.0444779 0.119984 0.286612 -0.0198239 0.0201229 0.110779 0.107037 0.0502762 -0.0369202 0.0483452 0.0336557 0.0564047 -internal_weight=0 12074.5 16472.2 6310.72 5763.75 5809.85 10662.3 3277.91 4023.47 3807.29 2531.94 2454.05 2287.25 3916.44 2525.34 1342.63 89.2328 1253.39 79.6213 36.6202 8.02591 43.0012 2209.68 2161.13 1904.87 2009.17 1913.28 1943.5 662.393 264.724 -internal_count=669980 115987 553993 87050 28937 162650 391343 99486 44916 20970 63164 61800 42134 137440 87854 32361 1970 30391 1707 767 128 940 41028 10451 9299 26332 55411 25654 9136 3646 +left_child=2 4 6 9 10 7 -1 -4 13 14 15 28 -6 -7 -3 -2 29 18 -18 -20 23 -17 -10 25 -25 26 -11 -27 -8 -15 +right_child=1 3 5 -5 12 8 11 -9 22 20 -12 -13 -14 16 -16 21 17 -19 19 -21 -22 -23 -24 24 -26 27 -28 -29 -30 -31 +leaf_value=-0.068343570633473558 0.015117244101531313 0.071930943825067706 -0.024003177678844353 0.10834628935683387 0.061715834004281878 0.049745451532408218 -0.045325368723943264 -0.049405399299260716 -0.024443152363625705 0.086201649984672196 0.054639071175248966 -0.061070728668883315 0.04112791716936804 -0.005760610340930658 0.024830707789449451 0.22312413893599914 0.068691088493647606 -0.0079583081797523509 0.43338285325903603 -0.014664587223267113 0.11575311014132389 0.050715848316603689 0.030284344826403076 0.12216240797163035 0.05620621085728144 0.077081906342427564 0.050043190340599689 0.09618290203527019 0.3033827671091639 0.06486208413878522 +leaf_weight=9485.969045188278 2489.1815258562565 2722.1155704408884 2018.401601485908 2606.7825602144003 1313.1885823830962 107.67713928595185 2879.4635733421892 1527.9391912668943 1588.3601204417646 795.74630233645439 304.89063213765621 2817.6685510128736 1789.8722760304809 1472.0658775754273 116.54269983619452 6.9213972240686408 35.331908728927374 52.08361579850316 5.775512579828499 3.1365475133061409 236.21927516162395 117.34350391477346 66.483231190592051 237.2110702842474 59.201693996787071 882.57584461569786 468.79908217489719 1271.433605208993 1.56160108745098 38.747356943786144 +leaf_count=270108 36016 17730 44756 7967 13090 1998 75286 33724 29940 3232 4629 66921 18514 28044 834 86 650 922 52 57 825 1403 964 822 208 3501 2181 4949 34 537 +internal_value=0 0.0674276 -0.050103 0.0876014 0.0359455 -0.0226848 -0.0625909 -0.0349477 -0.00977901 0.079637 0.021171 -0.053015 0.0498405 0.00225049 0.0699972 0.0172665 -0.000931631 0.046399 0.110388 0.275695 0.0865625 0.0603188 -0.0222445 0.0847064 0.108989 0.0826009 0.0727968 0.0883565 -0.0451364 -0.00394937 +internal_weight=0 15418 22100.7 9396.63 6021.4 6916 15184.7 3546.34 3369.66 6789.85 2918.34 5698.69 3103.06 1714.82 2838.66 2613.45 1607.14 96.3276 44.244 8.91206 3951.19 124.265 1654.84 3714.97 296.413 3418.55 1264.55 2154.01 2881.03 1510.81 +internal_count=669980 115987 553993 42249 73738 141644 412349 78480 63164 34282 42134 142241 31604 32260 18564 37505 30262 1681 759 109 15718 1489 30904 14893 1030 13863 5413 8450 75320 28581 is_linear=0 shrinkage=0.1 @@ -506,18 +506,18 @@ shrinkage=0.1 Tree=26 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 2 2 2 2 8 2 12 8 8 2 2 6 12 8 12 6 3 12 8 6 0 0 6 1 -split_gain=42762.9 6240.76 5357.4 1073.01 746.766 690.551 598.765 198.8 116.833 110.81 105.655 105.46 100.225 140.824 91.4618 88.1758 77.2665 61.6373 53.8034 74.644 53.4506 50.3439 49.9114 48.7767 56.2189 47.3213 47.2006 46.0397 42.569 40.6566 -threshold=0.25570774796237666 0.64227248352377009 0.054813919501655754 0.86323969273790258 0.45614472525325273 0.12772884431138451 0.019124757311331609 0.77315861353043414 0.33861573269655082 0.93042944834295571 39.500000000000007 0.19076083981042186 1.0000000180025095e-35 40.500000000000007 39.500000000000007 0.0074800202466077537 0.53795445458126057 0.59041394335511999 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.47493734335839605 0.56014347442591872 1.0000000180025095e-35 25.500000000000004 0.67204301075268824 0.87672250303520649 0.019935491711415992 0.78416149068322993 0.012092287057335043 +split_feature=2 2 2 2 2 2 2 2 8 0 8 12 8 6 2 3 8 2 0 0 8 12 2 12 2 6 6 2 2 8 +split_gain=23772.9 3410.76 3325.05 618.176 509.125 400.306 317.379 97.8962 84.9408 82.6475 75.5871 92.2685 139.817 75.2236 72.1977 70.0928 66.7271 63.2419 62.4224 52.5001 48.3701 62.0338 44.444 42.6974 41.2609 41.0314 38.0058 37.9147 36.3809 34.8831 +threshold=0.25570774796237666 0.046929061200795631 0.71312013141620467 0.45614472525325273 0.12271061120908651 0.87874295660046342 0.015299555006901422 0.57678202673178125 39.500000000000007 0.041695003880845613 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.59041394335511999 0.79860730204461627 0.80763250633784167 27.500000000000004 0.93042944834295571 0.054427284898183777 0.87672250303520649 40.500000000000007 1.0000000180025095e-35 0.19076083981042186 1.0000000180025095e-35 0.0074800202466077537 0.47213622291021679 0.78019323671497598 0.33861573269655082 0.080488095919491423 47.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 7 8 14 15 21 22 -5 20 -7 13 26 23 -1 28 -10 19 -16 -8 -3 -2 -4 -25 -9 -12 -18 -6 -13 -right_child=1 3 5 9 16 11 10 25 17 -11 12 29 -14 -15 18 -17 27 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.10934941351269103 0.00058696487655338558 0.067753907137092811 -0.060171884491398792 0.11485690757564325 0.037258833307559254 -0.022852775634192583 -0.088205868890029626 0.090072950640680827 0.022024429922350285 0.13747827241810104 -0.035287309476144203 -0.00055411454729006882 -0.079401557793287295 -0.086994131759285984 -0.026407861561892072 -0.094591070945538147 0.067495743560756619 0.047960537426773808 -0.049751035313544106 -0.059159366468155367 -0.072392360604717987 0.08616027506552873 0.016230733407330132 -0.036789617899225933 -0.061587109256391263 0.11395142355761556 -0.073547082745615375 0.049987612106222934 0.066230517219283733 -0.015429549745651919 -leaf_weight=7191.3519766330719 4001.2269519269466 7772.5252138376236 3963.0921537876129 6530.877403318882 6003.9212968796492 9310.3299204409122 4157.4038898646832 6249.7394309192896 9202.5605569928885 3239.5467311143875 2285.6486085355282 4292.2083167433739 2174.0727833658457 871.79001069068909 4505.9073130637407 9262.6512474119663 1996.3919889032841 1017.6161248981953 2305.388072296977 822.97391600906849 4399.2350010126829 1837.2149175107479 4159.7327941805124 2862.2471763491631 1343.3405810445547 957.02202227711678 375.41208815574646 6064.2429566532373 553.95406660437584 3212.5218897759914 -leaf_count=55812 19799 31913 25017 26223 26578 52388 29176 25076 42868 13204 14368 22477 15036 6158 26371 68789 8426 4565 14146 5169 30840 7478 20385 18082 8460 3834 2438 25695 2383 16826 -internal_value=0 0.0599465 -0.0580721 0.0960015 0.030898 -0.0298481 -0.0880422 0.0806886 0.0174826 0.122357 -0.0730469 -0.0157426 -0.0625083 -0.0521124 -0.044857 -0.101041 0.0477663 0.0246069 -0.0369876 -0.0314659 -0.0800757 0.0712729 0.00856077 -0.0522116 -0.0447104 0.0932439 -0.0406848 0.0543239 0.0397061 -0.00692179 -internal_weight=0 59586.6 63335.6 26586.9 32999.6 32618 30717.6 16816.5 18381.1 9770.42 14263.6 16815.1 5706.92 3532.85 15802.9 16454 14618.5 10220.2 7634.27 5328.88 8556.64 9609.74 8160.96 8168.68 4205.59 7206.76 2661.06 8060.63 6557.88 7504.73 -internal_count=669980 258427 411553 107728 150699 188936 222617 68301 87617 39427 98016 91691 38000 22964 97245 124601 63082 47433 45686 31540 60016 39391 40184 51559 26542 28910 16806 34121 28961 39303 +left_child=1 6 3 13 8 14 24 26 28 16 23 12 19 18 -4 -10 -6 -7 -2 -12 21 -17 -11 -8 -1 -9 29 -20 -3 -5 +right_child=2 4 5 7 9 17 10 25 15 22 11 -13 -14 -15 -16 20 -18 -19 27 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.0780339036500029 0.017023190425455782 -0.042681192052698005 0.050629415929228219 0.025434410022304149 -0.014622443046538725 0.07553283950458467 -0.065278560148659556 0.037672634688297027 -0.037239580690739564 -0.020908048252386055 -0.017730486756521651 -0.059359744000143599 -0.065407145849427348 0.029713082645905664 0.0635302071802121 -0.010143736321296929 0.0024188832983991276 0.091172009926643011 0.00024655014444365859 -0.053882610866397285 -0.042809463481720669 -0.031345566498491267 -0.0091923490999308525 -0.05264898894567574 -0.067834611051933766 0.051748756739973367 0.045613041038909105 0.011021060349565742 -0.03142505766564551 0.054206268938794579 +leaf_weight=8065.4689753800631 9066.2518094182014 6148.0924048572779 8712.0694114267826 11422.560730427504 3519.9276176393032 6852.1363346874714 5127.9243562668562 11113.320641338825 3234.2149337530136 7061.3805437684059 2391.9596413522959 2722.5466443002224 1123.3427043557167 2276.6298736035824 8640.2698222398758 4475.3568741083145 6617.3014912009239 4152.7713556289673 5858.8623594045639 482.76331348717213 795.66788528859615 1995.2630663663149 5980.2397899776697 5600.2880588173866 7804.5157794952393 2545.1146577596664 1139.8689717650414 7379.7627041339874 5387.6794325560331 437.52537801861763 +leaf_count=55812 32099 32223 26280 37102 15313 21077 30602 34369 14571 29737 12637 15616 6597 7868 26037 21290 28156 13204 21803 2489 4097 10060 23559 32525 50291 7768 3584 25847 25978 1389 +internal_value=0 -0.0385073 0.039041 0.0238363 -0.0206177 0.066515 -0.0627843 0.0343836 -0.0315007 -0.0102712 -0.0534764 -0.0451607 -0.0354916 0.0123979 0.0570531 -0.0249933 -0.00349834 0.0814344 0.0106306 -0.0238017 -0.0195425 -0.0166815 -0.0155358 -0.0586857 -0.0730181 0.0402956 0.0281721 0.00625271 -0.0374241 0.0264958 +internal_weight=0 78533.9 79597.1 51239.9 45215.1 28357.2 33318.8 26658.4 22036.3 23178.8 17448.8 6720.61 3998.07 24581.5 17352.3 10500.5 10137.2 11004.9 22304.9 2874.72 7266.29 6470.62 13041.6 10728.2 15870 13658.4 13000 13238.6 11535.8 11860.1 +internal_count=669980 411553 258427 171829 204984 86598 206569 84212 108219 96765 100466 37339 21723 87617 52317 50018 43469 34281 79749 15126 35447 31350 53296 63127 106103 42137 42075 47650 58201 38491 is_linear=0 shrinkage=0.1 @@ -525,18 +525,18 @@ shrinkage=0.1 Tree=27 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 3 3 3 3 3 8 0 3 12 3 8 0 3 8 4 8 8 0 10 3 4 4 8 1 8 -split_gain=72025.4 9765.81 6270.3 1196.37 1192.74 879.607 735.811 211.441 206.705 146.835 143.059 124.701 108.143 107.994 93.6041 88.1629 84.9537 79.4218 73.0911 70.8319 70.6149 65.4531 62.6028 60.101 57.2884 54.9468 53.5652 48.4243 47.2512 46.9334 -threshold=0.65838939573791799 0.2161759166778425 0.91548639025152101 0.080939212771562727 0.44281340144209619 0.97642175782981344 0.82310755265226121 0.31737872782588666 0.16167077779508179 0.0481944817923304 31.500000000000004 0.0028765035502286468 0.74021765972250964 1.0000000180025095e-35 0.53447900649641034 47.500000000000007 0.048308385313798108 0.98977190391780401 25.500000000000004 0.17186218211648893 40.500000000000007 42.500000000000007 0.19310495345021272 1.0000000180025095e-35 0.11219453572171147 0.11882352941176472 0.040064102564102567 41.500000000000007 0.0017731021264619643 58.500000000000007 +split_feature=3 3 3 3 3 3 3 3 3 3 3 8 0 3 12 0 8 8 8 7 7 0 8 0 3 3 4 0 0 8 +split_gain=37159.3 5980.5 3917.91 801.239 641.211 622.826 384.679 144.67 131.388 91.5017 79.7397 71.0751 79.115 69.4436 68.4954 64.7896 63.1302 61.4591 61.0094 59.5419 48.0728 46.7239 45.4153 42.5519 41.5449 37.7012 35.6911 35.055 33.4377 31.6685 +threshold=0.65838939573791799 0.21129921044966946 0.94126692316726546 0.074650520034198739 0.44281340144209619 0.84199627738121885 0.980815296117445 0.13643962650062033 0.31737872782588666 0.041162931593119165 0.88875097555938487 30.500000000000004 0.0028765035502286468 0.74021765972250964 1.0000000180025095e-35 0.10085838006172611 40.500000000000007 40.500000000000007 45.500000000000007 0.71198156682027658 0.47559523809523813 0.15314720515933775 26.500000000000004 0.19310495345021272 0.53447900649641034 0.98977190391780401 0.040064102564102567 0.022079143753657719 0.059558405605527089 40.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 3 6 9 7 10 12 20 19 -1 11 -4 -2 15 -6 -12 18 -7 28 21 22 24 -3 -14 -5 -24 -9 -16 -8 -22 -right_child=2 4 5 8 14 17 16 26 -10 -11 13 -13 23 -15 27 -17 -18 -19 -20 -21 29 -23 25 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.12266573145425473 0.017798278313690782 -0.044099048253905815 0.10859714551132003 -0.089281334084617844 -0.014705879133110271 0.11154278381517098 0.084194746165032308 -0.029313899809259403 -0.066572182920229914 -0.10521847949694565 0.062869194075283824 0.086101159508228761 0.037891686396891319 0.091746162440680359 0.0018666948181908863 0.094072093858790423 0.032482572708631287 0.12441851790755885 0.054212958193381879 -0.10184531216733823 -0.099085100788527447 -0.11437837132770633 -0.055284774736477332 0.014292259112055764 -0.076486447989080386 -0.089276251441871679 -0.052985693633506914 -0.030996699654504231 0.063492366861612082 0.022423104410628159 -leaf_weight=9225.3104848265648 7108.4781619757414 6330.316787108779 4341.5058812201023 6418.0139665603638 7233.3773571550846 9665.9133770316839 1525.6077082455158 9411.6083568036556 7551.1413911134005 10109.699692189693 4252.7525645792484 5698.2377844452858 7388.9818336963654 3667.7793611288071 9337.6176683157682 1150.4815614968538 1187.7763042747974 9498.2188868522644 7879.6460021734238 2534.4122490137815 427.98333147168159 666.30749900639057 3017.5253208130598 1263.7039409428835 7695.1682479083538 564.52457593381405 1063.9831248819828 470.98828873038292 3975.1131071448326 34.339087799191475 -leaf_count=42219 29374 25614 21658 27573 29010 50035 6966 37704 31387 44773 20048 27646 31592 17743 37854 5552 5210 50520 35201 10915 1809 2888 12239 5370 32394 2304 4286 1891 18060 145 -internal_value=0 -0.062951 0.075874 -0.094886 -0.0256999 0.102786 0.0419119 -0.0417398 -0.0803783 -0.113543 0.0876051 0.0958291 0.0269372 0.0785028 -0.00607569 0.0695131 0.058113 0.117924 0.0603882 -0.0863996 -0.0518589 -0.0837509 -0.0500771 0.034445 -0.082305 -0.0606418 -0.0317182 0.000288665 0.0692341 -0.0900601 -internal_weight=0 82092.3 68604.2 44200.1 37892.3 38274.9 30329.3 20850.3 24865 19335 19110.8 10039.7 15761.2 9071.01 17042 5403.23 14568.1 19164.1 13380.4 17313.9 10374.7 14779.5 9912.37 8652.69 14113.2 3582.05 10475.6 9808.61 5500.72 462.322 -internal_count=669980 345005 324975 192149 152856 193202 131773 84101 105157 86992 92647 49304 66336 43343 68755 25600 65437 100555 60227 73770 42111 62855 40157 36962 59967 14543 41990 39745 25026 1954 +left_child=1 3 5 9 8 13 11 21 16 -1 28 12 -4 -2 17 -9 23 -13 19 24 -12 -5 -15 -3 -6 -8 -10 -24 -7 -17 +right_child=2 4 6 7 18 10 25 15 26 -11 20 14 -14 22 -16 29 -18 -19 -20 -21 -22 -23 27 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.085596887959593249 0.011834467937129355 -0.025980526624426847 0.076066894064906909 -0.053428706654871365 -0.0087729320743395716 0.035721948677334518 0.077761215726454225 -0.037277242148776403 -0.016277462656881434 -0.072236011164493338 0.043253130513288565 0.041408124179167553 0.058523735903262375 0.029613327767176279 0.066270014246738868 -0.049523068028638713 -0.062314566714089595 0.0672019860640342 -0.026294442553836291 0.011925721282716113 0.057685925494753904 -0.063434011378906752 0.023608075971189513 -0.037540551919788577 0.00073926243573223347 0.086669750631959308 -0.03309520919149684 0.010603524591292331 0.0098443063953716561 -0.07951679082241335 +leaf_weight=8389.2585764825344 9438.0475659370422 8769.2559322118759 5811.4328250586987 9143.3482980132103 8016.8960619270802 8530.2242619693279 8343.2895692884922 5999.031536847353 12492.467676728964 13176.536070764065 11179.327863618731 3553.2058085203171 4609.7407251298428 5898.559366106987 3663.066035553813 8303.370305866003 639.68016383051872 1248.2675410807133 1017.782996326685 2964.4791859686375 2908.145888492465 9534.580513805151 4986.522135168314 4999.6300975084305 10746.20274823904 11031.937928125262 1403.6873969435692 3547.4032672941685 530.37623125314713 367.60442900657654 +leaf_count=31629 29374 27022 24466 31226 24084 29769 36846 19209 37704 47381 41394 13680 18743 19533 15024 26916 2074 5126 3062 9016 10790 32053 16480 15541 32593 50520 4286 11448 1782 1209 +internal_value=0 -0.0395068 0.0491732 -0.0624127 -0.0148673 0.0298381 0.0729341 -0.0526989 -0.0249139 -0.0774335 0.0415256 0.0627779 0.0683068 0.0185043 0.055971 -0.045267 -0.0316048 0.0481139 -0.00236514 -0.00124422 0.0462326 -0.0585361 0.022866 -0.0301781 -0.00332501 0.0828336 -0.0179763 0.0182023 0.0342072 -0.0507946 +internal_weight=0 105964 85279.5 54913.7 51050.1 47018.6 38260.9 33347.9 28304.7 21565.8 23148.1 18885.7 10421.2 23870.5 8464.54 14670 14408.6 4801.47 22745.4 21727.6 14087.5 18677.9 14432.5 13768.9 18763.1 19375.2 13896.2 8533.93 9060.6 8670.97 +internal_count=669980 345005 324975 189623 155382 160570 164405 110613 86627 79010 83735 77039 43209 76835 33830 47334 44637 18806 68755 65693 52184 63279 47461 42563 56677 87366 41990 27928 31551 28125 is_linear=0 shrinkage=0.1 @@ -544,18 +544,18 @@ shrinkage=0.1 Tree=28 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 0 0 4 0 4 4 10 8 10 4 4 10 10 9 8 10 2 1 10 8 1 9 1 0 -split_gain=27831 3691.05 2107.31 766.849 439.659 372.969 197.241 119.373 119.31 92.1614 74.1998 72.531 65.2336 61.5087 57.3563 57.2651 56.9729 52.2194 49.6066 54.744 50.9493 48.3172 51.3006 46.5907 45.6953 43.5222 41.8514 40.7991 56.8148 39.3105 -threshold=0.063376047944367228 0.32541934737966138 0.0109203760677125 0.71168591046091711 0.14821087426536664 0.028165631713550725 0.003606084995402244 0.90102809240152559 0.64495798319327746 0.46508427439233974 0.17752100840336138 0.51925925925925942 1.0000000180025095e-35 45.500000000000007 1.0000000180025095e-35 0.67738095238095253 0.93541666666666679 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 16.500000000000004 1.0000000180025095e-35 0.069970889394203845 0.005873767373250907 1.0000000180025095e-35 41.500000000000007 0.0021152687125869899 1.0000000180025095e-35 0.0025242752397277445 0.094655825173027994 +split_feature=0 0 0 0 0 0 0 0 10 10 8 4 9 4 3 4 3 3 8 8 4 10 2 12 8 0 12 8 3 1 +split_gain=19383.9 2187.76 1446.32 475.058 231.859 219.921 164.924 117.742 114.75 61.4014 59.4069 57.4209 54.3612 54.1726 50.1881 47.3976 42.7183 42.6911 42.0462 41.8562 41.417 40.8449 38.5515 38.2089 42.1195 36.7829 36.3209 35.7198 37.2743 34.9905 +threshold=0.063376047944367228 0.27282020261215656 0.016229848534366209 0.61669938701511817 0.12987652736348673 0.0051892025431287681 0.032347618849016789 0.85047796067219228 1.0000000180025095e-35 1.0000000180025095e-35 16.500000000000004 0.51224489795918371 1.0000000180025095e-35 0.080128205128205135 0.83731704867036083 0.42020373514431247 0.81320108386759837 0.80224608240234985 35.500000000000007 25.500000000000004 0.68990384615384626 1.0000000180025095e-35 0.046929061200795631 1.0000000180025095e-35 25.500000000000004 0.94689973200461208 1.0000000180025095e-35 41.500000000000007 0.87445108558593254 0.0031332637025098774 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 8 12 14 -1 15 9 -3 18 17 13 29 26 24 -10 25 20 23 -6 22 -11 -20 -5 -7 -4 28 -14 -2 -right_child=1 3 5 7 10 11 -8 -9 16 21 -12 -13 27 -15 -16 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.099033621894992138 -0.0049565439566553581 0.05982778862669972 -0.068631125209659222 0.094520432953448724 0.018760979756479071 -0.030496031688806071 -0.078341926626504993 0.13690640907996407 0.12660872959420497 0.10045284100131442 0.06171414190010132 0.037777824314329932 0.00054262510417445002 0.046744484263115726 -0.028574189032721926 0.13539563140919725 0.084731999464041821 -0.0037233991810138485 0.040506897928428515 0.029676377574690979 0.038294744365479354 0.089920785509633644 0.067132796889985399 0.077143314200416105 0.11689322881928171 0.0090569866994565321 -0.052297425400244582 0.0090601484408309677 0.054690309017476749 0.010286414388864219 -leaf_weight=10839.977448135614 3095.2032310664654 4723.6411642432213 2393.7910567224026 2447.9110274910927 1949.6594311594963 5653.5722961053252 8011.7657000571489 1960.7922766059637 551.84190967679024 534.48507571220398 1390.9407016783953 188.98083159327507 263.85826042294502 343.47580691426992 736.26394736021757 628.17547400295734 789.92036399245262 988.01695006340742 606.04793821275234 874.22024111449718 4237.1771873533726 2284.9324109554291 3410.6684439182281 812.44257488846779 1455.8620512038469 292.59408511221409 4551.2095608860254 721.12281820178032 729.57184928655624 3731.6659235209227 -leaf_count=169918 27710 24119 30874 10038 12929 59806 113957 7887 2331 2407 7452 1732 1922 2586 9016 2523 3341 9078 3468 5415 26677 9812 15652 4275 5895 2866 56986 5430 5209 28669 -internal_value=0 0.057163 -0.0680655 0.0884906 0.0257805 -0.0398289 -0.0902399 0.116292 0.0738096 0.070362 0.0403067 -0.0233465 0.00964296 0.00545295 -0.0551137 0.107373 0.101955 -0.0250124 0.0367952 0.0493596 0.0321391 0.078349 0.071647 0.0614905 0.102864 -0.0285497 -0.0579273 0.0271658 0.0403085 0.00337548 -internal_weight=0 37543.6 33656.2 18788.2 18755.4 14804.4 18851.7 6492.74 12295.5 10953.7 9870.49 7123.16 8884.9 7170.34 7681.26 4531.95 1341.76 6934.18 8479.55 2292.71 6186.84 6230.09 3945.15 1418.49 3903.77 5946.17 6945 1714.55 993.43 6826.87 -internal_count=669980 215747 454233 84005 131742 170358 283875 26343 57662 51990 60216 73482 71526 58965 96876 18456 5672 71750 52764 13158 39606 27871 18059 7743 15933 62672 87860 12561 7131 56379 +left_child=2 4 5 8 11 -1 17 18 10 19 22 16 -11 23 -7 21 29 -4 -5 -6 26 27 -3 -10 -25 -9 -12 -8 -29 -2 +right_child=1 3 6 7 9 14 15 25 13 12 20 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 28 -30 -31 +leaf_value=-0.070923613017185028 -0.0085229927653888895 0.075189469585816127 -0.03988142074073809 0.057320085079508025 0.013538604487153705 -0.057648036427875006 -0.021179594623596233 0.084452667989127345 0.048233008430801111 0.050907574428874496 0.038665366702098851 0.045718355527826021 0.023720522449028992 0.076551652745713447 -0.043998662551408746 0.02101862376497737 0.034059647367635476 -0.022478532782009973 0.073303363613075295 0.028248204752177142 0.07553151210230695 0.0013891424978493567 0.029068565310277756 0.040945208956610385 0.079612701176640641 0.10797434598679229 0.053251135740815247 0.0022408657099333182 0.11984744072843577 0.0069393205557473862 +leaf_weight=15685.404984865338 1849.4678523391485 192.91964368522167 5596.5652288496494 2406.073880136013 2879.8583011478186 7694.3176619559526 6121.779412150383 3497.4620066285133 2840.9385211467743 1814.5488834530115 3327.6258119344711 365.23407797515392 1236.7435246855021 1583.5114358514547 4145.1082558333874 353.4359008744359 489.47491274774075 1884.1561291217804 5209.2167994081974 5892.6419114470482 515.94223111867905 1096.5390726625919 2992.7186419516802 394.9197048842907 982.63004089891911 820.86481499671936 3506.0434956252575 285.07824696600437 29.7627824395895 7013.4446547850966 +leaf_count=204349 11658 726 49593 7544 14900 75975 47948 10575 10154 7879 12715 2042 5980 5219 45743 2462 3268 18240 16118 29093 1687 7586 11907 1424 3354 2524 13077 2115 222 43903 +internal_value=0 0.0422724 -0.049437 0.060566 0.0182639 -0.0631578 -0.0248613 0.0757333 0.049487 0.0276693 0.0432675 0.00682006 0.0398882 0.0607803 -0.0528692 -0.0147718 0.00530099 -0.0354982 0.0682534 0.0234193 0.0482113 -0.016451 0.0318616 0.0548602 0.0685274 0.0889239 0.0461487 -0.0194902 0.0133585 0.00371272 +internal_weight=0 49812.3 42892.1 28270.9 21541.4 27524.8 15367.3 11933.6 16337.2 11823.8 10535.2 9717.62 3051.29 5802 11839.4 7886.6 9352.39 7480.72 7615.29 8772.5 7349.61 7533.16 3185.64 4218.49 1377.55 4318.33 6833.67 6436.62 314.841 8862.91 +internal_count=669980 215747 454233 97024 118723 326067 128166 36761 60263 57852 40112 60871 13859 20151 121718 60333 58829 67833 23662 43993 27479 57871 12633 14932 4778 13099 25792 50285 2337 55561 is_linear=0 shrinkage=0.1 @@ -563,18 +563,18 @@ shrinkage=0.1 Tree=29 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 1 1 0 1 1 0 0 8 5 12 8 8 3 2 1 8 8 12 8 2 0 0 2 5 3 -split_gain=12289.5 1273.47 802.32 225.526 208.104 96.5675 90.4105 50.8325 36.4944 35.8687 28.8916 25.5667 24.5532 23.8212 23.138 32.6916 23.5546 22.1143 21.3422 21.3005 20.5028 32.9847 23.1777 56.2836 29.3917 30.5979 26.1869 19.5814 19.4297 23.6703 -threshold=0.026414580882012335 0.35094451263441423 0.0055136038236157682 0.076216061379914976 0.84264757925280087 0.013873790547772432 0.0020774677037193119 0.074025903602859752 0.150473615325075 0.57424809712383429 0.37535227617836248 0.049775222559007327 41.500000000000007 0.22649572649572652 1.0000000180025095e-35 42.500000000000007 39.500000000000007 0.95772456313968635 0.01854295618099824 0.040936703276809518 41.500000000000007 44.500000000000007 1.0000000180025095e-35 36.500000000000007 0.21021255887430754 0.030579989629427123 0.085979126407716058 0.47793775640234887 0.38750000000000007 0.092054754568763858 +split_feature=1 1 1 1 1 0 1 1 3 1 1 0 3 10 8 2 3 5 8 3 2 12 8 8 5 8 0 2 5 6 +split_gain=10264.1 846.29 592.183 155.154 99.2965 90.2849 59.4695 50.6302 45.3273 42.1817 41.7292 32.8193 31.4138 30.1315 22.9675 22.9626 21.5578 20.9302 20.0614 20.771 19.6305 19.2574 27.729 20.028 18.4252 18.2005 20.8337 21.4697 17.0349 16.8957 +threshold=0.026414580882012335 0.16464163172634919 0.0055136038236157682 0.84264757925280087 0.063047552936575268 0.085979126407716058 0.0020774677037193119 0.013873790547772432 0.87805578551011665 0.44881649115884098 0.013873790547772432 0.18647636400650225 0.93909419801348526 1.0000000180025095e-35 89.500000000000014 0.0081827070792699613 0.95605452262502544 0.060661764705882359 35.500000000000007 0.16584454692134407 0.0050504475611878865 1.0000000180025095e-35 42.500000000000007 39.500000000000007 0.044466403162055343 46.500000000000007 0.069465387068642623 0.23190078063967928 0.72077922077922085 0.55363984674329514 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 6 13 9 7 -1 -4 -5 -3 12 -8 17 18 15 16 -6 28 -2 -20 22 -22 23 -10 -25 -26 -24 -15 -7 -30 -right_child=1 4 5 8 14 10 11 -9 20 -11 -12 -13 -14 27 -16 -17 -18 -19 19 -21 21 -23 26 24 25 -27 -28 -29 29 -31 -leaf_value=-0.090594710423536451 0.046235765018087807 0.076490642456367886 -0.034461543127059936 0.041999688102700161 0.10825660281700347 -0.018664755206595423 -0.064599833017027694 -0.060349235040323225 0.06767540089532284 0.095631231563662267 -0.041371631668150333 -0.082115521917485598 0.037770763026390625 0.038411488705770935 0.1342820948673033 0.15361561829666831 0.048281514989597575 0.037452030569543403 0.0014137211409208969 0.019775398602681224 0.36011930397711128 0.087428394886290117 0.08875535604923325 -0.009872937105689714 0.36649618100196735 0.040182366250660073 0.057616440674710973 0.13904148516052392 0.32847654186105912 0.03271431382234033 -leaf_weight=6183.5403527673334 197.39184344559908 1734.4448300302029 1848.4681128002703 1853.8870470672846 386.28897240757942 1342.9509901367128 2370.5773953814059 1286.328862786293 510.69799982011318 2247.9793698191643 380.09801634028554 1285.0863377247006 98.255010729655623 78.144891578704119 1362.3574488759041 137.34239338338375 78.850507393479347 79.344885315746069 1082.6609380729496 1517.031042855233 4.5648741349577895 156.87375824898481 381.8801800981164 197.5487991347909 2.9182801842689505 187.5299170166254 922.41397479921579 25.695319078862667 2.989542685449126 28.523873418569565 -leaf_count=253903 3424 10519 55411 23702 1575 35036 87854 44075 4620 10451 10505 49586 2215 1077 5496 552 344 1851 23812 26527 33 1158 3274 1889 29 1816 8395 334 56 461 -internal_value=0 0.0662778 -0.0665754 0.0377441 0.100434 -0.034246 -0.0832243 -0.0450843 0.0525039 0.087295 -0.0166617 -0.0707572 -0.0106103 0.0162815 0.127066 0.110747 0.0980896 -0.0138801 0.0145355 0.0121285 0.0607401 0.0951391 0.0582192 0.0458623 0.017151 0.0451825 0.0667335 0.0633124 -0.0168434 0.060772 -internal_weight=0 13066.5 14906.2 7119.24 5947.26 5066.96 9839.2 3134.8 4218.31 3982.42 1932.16 3655.66 1552.06 2900.92 1964.84 602.482 465.139 1453.81 2797.08 2599.69 2364.43 161.439 2202.99 898.695 387.997 190.448 1304.29 103.84 1374.46 31.5134 -internal_count=669980 129027 540953 100090 28937 149610 391343 99486 44916 20970 50124 137440 39619 55174 7967 2471 1919 37404 53763 50339 21214 1191 20023 8354 3734 1845 11669 1411 35553 517 +left_child=2 4 6 9 8 7 -1 14 17 29 -7 -6 -8 -10 15 -4 25 -2 19 -13 -15 22 23 -5 -11 -9 -27 -28 -17 -3 +right_child=1 3 5 21 11 10 12 16 13 24 -12 18 -14 20 -16 28 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 27 -29 -30 -31 +leaf_value=-0.067785274413265748 0.0076661513685118091 0.060126595738155354 0.027366240850025748 0.079925518607370585 0.048188751293963807 -0.048870942767015653 -0.05760208999593705 -0.0069206928095804122 0.031657312010314964 0.071049946219180218 -0.025103795415976356 0.062556849131180564 -0.03688156315810593 0.38264440378988152 0.26048603044054869 -0.027113642105634585 0.043015766742020338 0.048683480561857388 0.017760462827914669 0.024225245843018238 0.091200642487017702 0.10039060012849095 0.11605379396539131 0.032374277639805382 0.091943762532671114 0.02168826597809077 0.26618428152429974 -0.025480450814968365 0.06988142134405681 0.025923674689406335 +leaf_weight=8101.1382944248617 2547.8691738136113 3501.38533885777 82.255173556506634 515.99908557534218 1838.3466815724969 1776.512069310993 4150.5154267121106 1125.4471095576882 303.87653770297766 3678.3524403721094 1264.5830857083201 266.71849909424782 888.26314752362669 2.3789822459220877 2.8295189440250388 2368.8800393678248 107.33561724796891 130.7916948646307 816.26897761970758 300.78764872252941 81.018431767821312 1814.6133105754852 182.84345403313637 106.93115031719208 476.76762448251247 62.637795887887478 7.5675111189484578 3.7867075502872467 18.246165674179792 150.64110942929983 +leaf_count=253903 39353 22732 2253 1575 19260 41573 108914 21941 4924 14064 24747 2819 28526 32 14 55282 2182 1556 9017 3287 1258 5496 552 344 1654 1123 60 71 364 1104 +internal_value=0 0.0561501 -0.0500703 0.0736231 0.0271746 -0.026162 -0.0624796 -0.0158406 0.0142922 0.0665562 -0.0389878 0.0394326 -0.0539494 0.04627 -0.024256 -0.0245822 8.00603e-05 0.00966892 0.0278001 0.0422405 0.0995143 0.094678 0.0818133 0.071763 0.0734473 -0.00376218 0.0442801 0.168912 -0.0263723 0.0587158 +internal_weight=0 16715.6 19960 10427.5 6288.06 6820.08 13139.9 3778.99 3065.93 7807.15 3041.1 3222.12 5038.78 387.274 2472.21 2469.38 1306.77 2678.66 1383.78 567.506 83.3974 2620.39 805.774 622.93 4155.12 1199.44 73.992 11.3542 2387.13 3652.03 +internal_count=669980 129027 540953 47521 81506 149610 391343 83290 47123 39554 66320 34383 137440 6214 57913 57899 25377 40909 15123 6106 1290 7967 2471 1919 15718 23195 1254 131 55646 23836 is_linear=0 shrinkage=0.1 @@ -582,18 +582,18 @@ shrinkage=0.1 Tree=30 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 2 2 2 2 8 12 8 2 2 2 12 10 2 0 0 9 6 8 0 1 6 7 8 6 -split_gain=35330.6 5201.96 4971.07 925.722 742.24 620.774 458.582 137.22 111.581 101.893 95.9255 105.386 164.832 93.9422 86.8141 76.6497 62.4914 57.4777 56.2264 56.0083 50.9015 48.7954 47.8301 46.9842 44.8494 41.1035 40.8448 40.5233 39.5751 39.6283 -threshold=0.25570774796237666 0.71312013141620467 0.046929061200795631 0.45614472525325273 0.11769054939662692 0.87874295660046342 0.015299555006901422 0.5534676638590762 0.17632637931153258 0.79860730204461627 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.3503248589470826 0.080488095919491423 0.93042944834295571 1.0000000180025095e-35 1.0000000180025095e-35 0.0074800202466077537 0.061437052533743111 0.92502263599968015 1.0000000180025095e-35 0.60555555555555574 39.500000000000007 0.0091601366119996429 0.00954949717793745 0.5590277777777779 0.73508771929824568 47.500000000000007 0.77460317460317474 +split_feature=2 2 2 2 2 2 2 2 1 8 6 0 2 8 12 8 2 0 0 12 8 6 2 12 8 9 0 12 8 8 +split_gain=18591.4 2823.12 2776.89 462.286 417.671 362.168 304.016 82.5095 78.2748 77.5945 76.7659 74.9297 67.0948 66.0633 98.2477 145.301 60.8388 56.9449 52.7399 50.2135 47.7071 42.5046 37.9881 35.2599 34.6479 44.1312 34.3824 37.4277 34.9305 31.8952 +threshold=0.23661277697703847 0.045688057837906117 0.68566772543908749 0.44139309176609126 0.87874295660046342 0.11769054939662692 0.0133617253234276 0.79860730204461627 0.025376291828344926 39.500000000000007 0.59041394335511999 0.041695003880845613 0.5534676638590762 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.93042944834295571 0.065238424739026871 0.92502263599968015 1.0000000180025095e-35 28.500000000000004 0.47493734335839605 0.33861573269655082 1.0000000180025095e-35 25.500000000000004 1.0000000180025095e-35 0.059558405605527089 1.0000000180025095e-35 17.500000000000004 47.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 6 13 14 9 18 28 -6 -3 16 12 20 25 23 -7 -8 26 -1 27 -12 -19 -10 -4 -25 -2 -9 -15 29 -5 -right_child=1 5 4 7 8 15 10 17 22 -11 11 -13 -14 19 -16 -17 -18 21 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.10680229504827313 0.014613497209545656 0.070784966772434663 -0.058592867309374214 0.032814009966932477 -0.02356552042375798 0.10706252667670615 -0.089681024006724425 0.053863197892660614 -0.009948535483875847 0.08848078024500805 -0.032806779943207194 -0.080816895090026375 -0.088857482389530576 0.036160423202485449 -0.037029203448814482 0.12680620322008371 -0.072416475789010587 0.02255492474915868 -0.093617333546922712 0.015973713261155032 -0.083765824671837186 0.053621481955049871 0.017990032904941913 -0.034531860928752212 -0.055847040343736276 0.0012412857995355436 0.072066208556848352 0.0089376616061293181 0.072814404972594005 0.058404337176976344 -leaf_weight=6654.2482324540615 5035.3924990296364 6521.4214420616627 4705.7939651310444 6946.0934292525053 9021.1303166300058 5192.4961123168468 4050.2258963882923 8613.8627139627934 8704.2727381289005 6494.1757846921682 2049.6002860367298 2104.4106168597937 871.29323382675648 3333.4288851171732 7294.1063962429762 3164.7732465863228 4346.5162995755672 1017.4936228841543 6293.0915845632553 5249.4022525250912 216.742850497365 1004.9177387207747 659.16794748604298 2255.0918436646461 1755.6554543375969 4229.3310330510139 1438.5430155843496 654.11614534258842 287.89483757317066 662.88810478150845 -leaf_count=55812 24467 26280 32223 30274 52130 21077 30602 35622 46392 26037 13567 15616 6597 15052 45250 13204 32525 4252 50291 24308 1559 4196 3432 14148 11409 20820 5849 2970 1226 2793 -internal_value=0 0.0537146 -0.0544392 0.0317403 -0.0293374 0.0932707 -0.0869141 0.0466702 -0.0156285 0.0796144 -0.0741178 -0.0635037 -0.0518917 0.0156241 -0.0450789 0.114539 -0.0807441 0.0533735 -0.100394 0.0227604 -0.0376803 0.0379916 -0.00798171 -0.0518149 -0.0438623 0.0085091 0.0564681 0.0316948 0.0364204 0.0350434 -internal_weight=0 59846.2 60981.3 38473.4 34395.2 21372.9 26586.1 19971.7 18384.6 13015.6 13638.8 5242.05 3137.64 18501.7 16010.6 8357.27 8396.74 12074.8 12947.3 9236.95 2266.34 2022.41 9363.44 8716.54 4010.75 9264.72 10052.4 3987.55 7896.88 7608.98 -internal_count=669980 258427 411553 171829 204984 86598 206569 84212 101954 52317 100466 37339 21723 87617 103030 34281 63127 49919 106103 42330 15126 8448 49824 57780 25557 45287 41471 18022 34293 33067 +left_child=1 6 3 10 7 8 -1 21 9 23 17 20 29 19 15 18 -6 -2 -15 -8 -7 -4 -19 -3 25 -21 27 -14 -28 -5 +right_child=2 5 4 12 16 11 13 -9 -10 -11 -12 -13 26 14 -16 -17 -18 22 -20 24 -22 -23 -24 -25 -26 -27 28 -29 -30 -31 +leaf_value=-0.07143148191031988 0.013365905192690392 -0.039071994802382243 0.039886047076033819 0.022096460474195626 0.067166540938024405 -0.01351172425246284 -0.063151449244150101 0.055895486930038596 -0.038916749516578017 -0.018074474229666525 0.026792436152096429 -0.015842097218945757 0.044070463496617696 -0.016052252938103386 -0.057832328042378311 -0.063452027158927074 0.082798384430429611 -0.0016648851764622448 -0.059866254854484817 -0.046603756128780045 0.001251622663266275 0.055206864099717173 0.0091001930673381779 -0.025134577303128371 -0.062972286061363528 0.018408562800745754 0.041059974466019916 0.02689411343157181 0.025014044675207011 0.049363969275704106 +leaf_weight=12767.252314113081 10285.527696862817 3883.1157613843679 9168.6269355714321 11841.467368960381 6679.8164405524731 3372.5959328114986 5107.4701546132565 8563.0524345040321 5797.2682984024286 7509.7650184184313 2338.6733810007572 11723.975449621677 4221.651123970747 2482.694377809763 2734.4168374836445 1126.2537145093083 3969.2294418811798 6922.7384114712477 308.91975727677345 4149.2273132652044 6236.1014935523272 2256.4585340023041 6226.2805870771408 3408.459000825882 1427.2481426000595 107.10818552970886 1773.2609243690968 1813.6143148541451 5774.8258441984653 445.10221743583679 +leaf_count=95446 36772 21380 27601 38375 21077 15224 33299 26037 28126 37626 8107 49071 12954 13649 16996 7211 13204 26039 1750 26423 27098 6780 21775 18484 8531 678 5457 5570 17837 1403 +internal_value=0 -0.0364003 0.0331452 0.0189954 0.0569966 -0.0196091 -0.0597059 0.0484742 -0.0290669 -0.025209 0.00951643 -0.0104767 0.028439 -0.0511236 -0.0432855 -0.0331328 0.072993 0.00779235 -0.0209007 -0.0559555 -0.00393022 0.0429119 0.00343256 -0.0325569 -0.049489 -0.0449678 0.0332825 0.0389089 0.0287837 0.0230843 +internal_weight=0 72141.9 82280.3 51643.1 30637.2 41931.3 30210.6 19988.1 20598.6 14801.3 25773.2 21332.7 25869.9 17443.3 6652.28 3917.87 10649 23434.5 2791.61 10791.1 9608.7 11425.1 13149 7291.57 5683.58 4256.34 13583.4 6035.27 7548.09 12286.6 +internal_count=669980 400992 268988 174289 94699 197009 203983 60418 105616 77490 92693 91393 81596 108537 39606 22610 34281 84586 15399 68931 42322 34381 47814 39864 35632 27101 41818 18524 23294 39778 is_linear=0 shrinkage=0.1 @@ -601,18 +601,18 @@ shrinkage=0.1 Tree=31 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 3 3 3 3 3 3 8 0 12 8 3 3 8 0 8 7 7 0 10 8 8 8 2 1 2 -split_gain=60085.1 8492.31 5794.47 1162.94 963.752 916.299 584.399 202.598 149.563 129.68 113.428 104.667 114.545 102.422 101.924 94.3226 92.0239 89.45 74.5394 65.5958 63.0929 55.7932 55.2863 54.8757 54.8413 57.8209 54.1974 50.447 48.9285 47.7126 -threshold=0.65838939573791799 0.19625228217899957 0.93499563099889038 0.37165386310456511 0.074650520034198739 0.84199627738121885 0.980815296117445 0.49205838248222783 0.11794531087437234 0.74021765972250964 0.041162931593119165 30.500000000000004 0.0025170627299014267 1.0000000180025095e-35 40.500000000000007 0.27554835801862992 0.88875097555938487 40.500000000000007 0.1109643272475747 26.500000000000004 0.71198156682027658 0.31414473684210531 0.022079143753657719 1.0000000180025095e-35 58.500000000000007 59.500000000000007 41.500000000000007 0.038790232302910767 0.50732302613085845 0.035651653294904558 +split_feature=3 3 3 3 3 3 3 3 3 8 3 3 0 0 8 0 10 12 8 8 7 4 7 0 3 8 7 0 8 8 +split_gain=29099.4 5106.83 3513.01 672.175 595.915 563.258 321.743 109.606 104.432 89.5356 80.0924 71.2433 71.2412 63.9309 61.7 60.2218 58.2278 57.1566 54.1364 51.5772 47.8623 44.0822 40.6655 40.4926 40.2213 39.132 38.7955 36.5775 36.0962 31.0247 +threshold=0.65838939573791799 0.18261878829785488 0.94723181509886289 0.3554360385162596 0.068719394421546107 0.84199627738121885 0.980815296117445 0.49205838248222783 0.10431725392723669 40.500000000000007 0.88875097555938487 0.03937686376418139 0.088877665623056365 0.12172984417856836 31.500000000000004 0.0028765035502286468 1.0000000180025095e-35 1.0000000180025095e-35 28.500000000000004 40.500000000000007 0.47559523809523813 0.14642857142857144 0.71198156682027658 0.010383107181019525 0.98977190391780401 42.500000000000007 0.58114035087719318 0.065238424739026871 41.500000000000007 51.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 5 14 10 9 11 23 28 -2 -1 12 -4 17 15 -3 -7 -13 -10 -11 26 -18 -21 29 -16 -26 -9 -17 -6 -5 -right_child=2 3 6 7 8 16 -8 20 18 19 -12 13 -14 -15 24 27 21 -19 -20 22 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 -leaf_value=-0.11864267278206404 0.016072941707354113 -0.050378862848031614 0.10699074021186981 0.032279242171590596 -0.087744585060328881 0.050646455154622266 0.11514966043419393 -0.0034487457718775471 -0.060863686802327316 0.042746152059608848 -0.10180155766052422 0.060753345717878021 0.084478080771333952 0.092905403948552331 -0.087979162296669397 0.011994500417211233 0.061675815328608663 0.093959340822633949 -0.076250438047612154 0.034775880597349179 0.015232147566471239 0.080194608809847884 0.015990143796492377 -0.041399779563109883 0.14627191205915133 -0.062056723548859508 -0.03611359440153588 -0.036643529438560668 -0.06222341136919847 -0.019571617355771908 -leaf_weight=6558.4744765609503 7085.6334891468287 8501.099483653903 4384.9173559248447 181.30918410420418 9873.0364719629288 6946.9216451197863 15591.904178380966 10776.458723127842 5410.513438269496 4474.6911347806454 10248.825143784285 3173.8530940115452 4663.9865352958441 3202.7879787236452 707.13271403312683 219.1071041226387 7207.6503722667694 1089.7855807095766 7530.4113601893187 3780.7743922919035 1786.9136348664761 2101.1427278220654 2675.0502563565969 1189.0418045818806 20.895953223109245 36.758531108498573 533.07203374803066 7973.4335910230875 813.07300138473511 8377.6122612655163 -leaf_count=31629 29374 35005 23235 726 43769 31551 87366 43530 22964 19533 47381 15630 23898 16458 3017 880 34387 5582 32346 16480 7282 10033 11448 4763 87 155 2135 32194 3583 33559 -internal_value=0 -0.0576891 0.0707394 -0.0252041 -0.0900685 0.0421422 0.101265 -0.0103542 -0.0770473 0.0266104 -0.108373 0.0881559 0.0953873 0.0793919 -0.0446352 -0.0429998 0.059356 0.0692408 -0.0698173 0.0334412 -0.00222945 0.0658558 0.0269918 -0.0212698 -0.0803329 0.0134487 -0.0049884 -0.0353427 -0.0858028 -0.0184732 -internal_weight=0 80737.2 66379.1 40302.8 40434.3 34271.9 32107.2 22844.4 23627 18016.1 16807.3 16515.3 9048.9 7466.43 17458.4 16693.6 16255.7 4263.64 12940.9 10930.5 13096.4 9308.79 6455.82 9747.96 764.787 57.6545 11309.5 8192.54 10686.1 8558.92 -internal_count=669980 345005 324975 163333 181672 152806 172169 91995 102662 76835 79010 84803 47133 37670 71338 68079 75971 21212 55310 47461 52947 44420 27928 39048 3259 242 45665 33074 47352 34285 +left_child=1 4 5 9 11 16 14 26 27 13 -7 -1 -10 -3 15 -4 18 19 -2 -16 -12 -15 28 -20 -8 -14 -5 -6 -9 -11 +right_child=2 3 6 7 8 10 24 22 12 29 20 -13 25 21 17 -17 -18 -19 23 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.081220829500343317 0.024645866450811637 -0.021181142781280044 0.07174395142119637 -0.013877397773582326 -0.050379854509881111 0.030344132727051484 0.073324882904618319 -0.00080532946430010371 -0.03750551674077289 -0.063114857913909014 0.03946412059364246 -0.068424659850862588 -0.049341396442758229 -0.029253685421965395 0.037082533110844709 0.054989305373552157 0.0043849058196874019 0.062320084514539256 0.021494275913035262 0.063126030262807928 0.053261868889146385 -0.047626491548391305 0.012160250927425979 0.0095330776619154539 0.082957193285381245 -0.079358168389946596 0.00027551705679098709 -0.062005447785437366 -0.023896308181003169 -0.0098225459175775159 +leaf_weight=7189.6991242617369 8145.2540825903416 11734.033090591431 5082.7218985259533 12465.502943992615 4223.700579315424 8845.9842811524868 7655.2103642225266 14384.727722942829 6663.5767880678177 893.46327877044678 12395.36579656601 11019.642133980989 10838.346830010414 9144.5614812076092 2852.6817381829023 3712.0159278512001 3503.1900524497032 3044.0698894560337 4568.4945199787617 1036.8088487535715 3153.7147538810968 1523.4678909778595 2384.6852088272572 7438.6107919514179 9995.2718981653452 452.44461816549301 2293.1152137815952 7533.4111192971468 710.41513526439667 124.45561710000038 +leaf_count=29020 26769 36552 23203 37608 15437 31551 36846 43530 22528 2952 48020 42063 36662 28755 11487 16150 11173 13446 14988 4595 12322 4951 7282 23905 50520 1571 6906 26648 2135 405 +internal_value=0 -0.0353026 0.0445908 -0.0146993 -0.0592326 0.0272793 0.0695116 -0.00533274 -0.0505026 -0.0275928 0.0379408 -0.073477 -0.045705 -0.0262748 0.0591111 0.0646723 0.0162844 0.0520571 0.018353 0.0440249 0.0422626 -0.0318774 2.50361e-05 0.0140841 0.0787796 -0.0505442 -0.0116784 -0.057829 -0.00189205 -0.0565991 +internal_weight=0 103579 81429.4 55658.4 47920.8 48050.6 33378.8 32238.4 29711.5 23420 24395.1 18209.3 17954.4 22402.1 15728.3 8794.74 23655.5 6933.56 20152.4 3889.49 15549.1 10668 17479.8 12007.1 17650.5 11290.8 14758.6 11757.1 15095.1 1017.92 +internal_count=669980 345005 324975 171076 173929 168728 156247 97461 102846 73615 91893 71083 60761 70258 68881 39353 76835 29528 65662 16082 60342 33706 52947 38893 87366 38233 44514 42085 45665 3357 is_linear=0 shrinkage=0.1 @@ -620,18 +620,18 @@ shrinkage=0.1 Tree=32 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 0 0 4 10 0 8 4 8 4 12 10 8 0 1 1 8 8 1 4 9 1 1 10 4 -split_gain=23217.9 2935.79 2050.18 646.696 400.919 335.856 205.696 131.049 87.0065 70.4206 65.8404 63.9838 63.0529 58.7759 62.5927 53.713 52.6536 50.3788 47.6207 47.3551 42.238 43.3299 53.1203 40.0706 39.5982 46.6974 52.3628 39.2136 38.4065 37.0064 -threshold=0.063376047944367228 0.34989691115691396 0.0109203760677125 0.79218779667370998 0.16343919548025346 0.028165631713550725 0.003606084995402244 0.61669938701511817 0.59761904761904772 1.0000000180025095e-35 0.92502263599968015 28.500000000000004 0.21980676328502416 18.500000000000004 0.5590277777777779 1.0000000180025095e-35 1.0000000180025095e-35 45.500000000000007 0.27282020261215656 0.0015129704090845206 0.0031332637025098774 16.500000000000004 39.500000000000007 0.0013298654492382349 0.096006144393241177 1.0000000180025095e-35 0.0025242752397277445 0.010856447879027658 1.0000000180025095e-35 0.075498575498575513 +split_feature=0 0 0 0 0 0 4 0 8 12 10 4 4 3 4 3 0 2 6 10 8 3 8 10 9 4 12 1 1 10 +split_gain=15869.1 1664.95 1344.03 390.942 244.342 189.579 134.487 117.505 91.2174 73.9542 62.673 60.1534 56.2354 51.7668 49.4892 49.4653 48.4572 48.2527 47.3285 44.8479 40.5364 38.8904 38.6395 36.2296 37.7893 31.6059 31.4658 30.4268 30.1594 29.6597 +threshold=0.061437052533743111 0.27282020261215656 0.0109203760677125 0.79218779667370998 0.028165631713550725 0.13417394391049783 0.15587044534412958 0.003606084995402244 28.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.51925925925925942 0.56515151515151529 0.75342187127568572 0.15587044534412958 0.099236128261346188 0.92502263599968015 0.17970870013358184 0.07417582417582419 1.0000000180025095e-35 12.500000000000002 0.84634042001481058 41.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.68301435406698574 1.0000000180025095e-35 0.0047723511998018385 0.0015129704090845206 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 7 9 16 -1 8 11 17 -5 -3 19 -6 18 -13 23 20 -15 -7 -2 -22 -23 -4 25 26 -11 -17 -21 -24 -right_child=1 3 5 10 13 12 -8 -9 -10 24 -12 15 -14 14 -16 27 -18 -19 -20 28 21 22 29 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.097592248974282203 -0.01159658416371866 0.045299638255661634 -0.069725979078569741 0.10480556202485047 0.026760148417425272 -0.045906486039397058 -0.075653721329361157 0.082999767671339125 0.088947741844058986 -0.0018203768949432856 0.13150525447757999 0.055819855320279325 0.012213875273222563 0.034636840936557126 0.076560870141707357 0.099224418801249034 -0.026361824460126478 0.040936158966895071 0.052756041272585735 -0.024113519062078169 -0.0034666851991014659 0.032552340138315095 0.0026778008220197727 -0.050781652624754051 0.069679748212227208 0.0028790097385955568 0.04834032800787838 0.068755067023653763 -0.00036542225395562846 0.036367900455081856 -leaf_weight=9945.9742490127683 1375.5283302888274 2546.1110966205597 1422.0654336884618 3316.0063192993402 2980.7200224101543 864.04514172673225 7493.8612502515316 4383.6380018293858 1054.8476399928331 279.87935560941696 1280.1450284570456 3104.4318984895945 515.8537113815546 4250.6874039769173 530.25828249752522 549.22686818242073 719.17694444209337 394.19738699495792 2201.8600230067968 4820.2741069272161 2230.2062610164285 1108.2911536246538 2600.5359323099256 5196.5299834534526 195.73510421812534 735.57452215254307 811.585618019104 1828.9654495418072 793.03937646001577 372.77755802124739 -leaf_count=169918 11373 12375 19516 13321 18027 9233 113957 18191 4395 2013 5249 14363 4842 25544 2500 2463 9016 2847 11645 52074 18449 8624 21072 68344 1244 5521 5483 8342 7333 2706 -internal_value=0 0.0506071 -0.0651377 0.0798535 0.0242819 -0.0371147 -0.0881653 0.0687998 0.061947 0.0102463 0.112242 0.0583995 -0.0214334 0.0385158 0.0435339 0.064483 -0.0520597 0.00606969 0.0408198 -0.024113 0.00428178 0.00774214 0.0138667 -0.054852 0.026933 0.0223534 0.0354778 0.0757918 -0.0207584 0.00690168 -internal_weight=0 38131.2 31770.8 18063.4 20067.8 14331 17439.8 13467.2 9083.58 10104.3 4596.15 8028.74 6993.21 9963.53 6982.81 5482.62 7337.77 8081.54 6452.55 6477.36 7687.34 6311.81 4081.6 6618.6 2022.77 1827.04 1091.46 2378.19 5613.31 2973.31 -internal_count=669980 215747 454233 78699 137048 170358 283875 60129 41938 79332 18570 37543 73482 57716 39689 25168 96876 65071 37189 68640 62224 50851 32402 87860 14261 13017 7496 10805 59407 23778 +left_child=2 5 7 6 13 14 8 -1 17 15 -11 19 23 -4 20 -10 25 27 -14 28 -2 -9 -22 -7 26 29 -25 -3 -6 -5 +right_child=1 3 4 16 11 12 -8 21 9 10 -12 -13 18 -15 -16 -17 -18 -19 -20 -21 22 -23 -24 24 -26 -27 -28 -29 -30 -31 +leaf_value=-0.071376909715315504 0.070749141662975648 0.0037385987241323687 -0.043976122205646881 0.059493243034561598 -0.036354170739687504 0.020126369680838516 0.061210476672185599 -0.061846431706488708 0.055336564312740102 0.049816620672830693 0.074249600690579037 0.034555858126178444 0.038679090158622198 -0.028656211488449542 0.026722102473557753 0.035478361995064218 0.089959731191542866 0.024325862124435629 0.10250638668447637 0.00083701845316784757 0.0021451375052724 -0.049149509626109728 0.030311236548799747 0.033978754366213303 0.018926706719752273 0.090059441052953465 0.063977047616995616 0.046178851740844268 -0.01742727038114043 0.077925651519915581 +leaf_weight=11424.554409209639 91.015662476420403 182.76417511701584 6301.7509437426925 2352.0909114480019 968.8119465187192 8130.5698744356632 5028.6717877388 5716.8682707101107 1684.4117276072502 3912.9364032894373 1434.8148842900991 232.57430859655142 477.41926611959934 3393.367234788835 1101.9956483095884 4912.9831686168909 1656.9737115502357 3269.8171114474535 153.53522610664368 1213.2295200899243 8880.1096016690135 4173.4924762621522 515.31955210864544 1206.3409482091665 1106.6775564104319 660.69283267855644 492.37487041950226 2231.339236676693 6427.1614758744836 1388.2084638774395 +leaf_count=169918 566 678 61138 7104 8065 40186 16218 62014 5531 13750 4624 1658 1923 35738 6370 17516 5249 12261 609 8682 56334 51943 2971 5164 5315 2017 1990 7876 52372 4200 +internal_value=0 0.0369279 -0.0473425 0.0528186 -0.0276499 0.0163317 0.0467854 -0.0644686 0.0426706 0.0476326 0.056372 -0.0156276 0.0251821 -0.038614 0.00666349 0.0405485 0.0753839 0.0322427 0.0542107 -0.0169833 0.00433337 -0.0564886 0.00368999 0.0235073 0.033306 0.0698961 0.0426738 0.0429658 -0.0199065 0.0663344 +internal_weight=0 50871.1 39851.8 28715.7 18536.9 22155.4 22657.7 21314.9 17629.1 11945.1 5347.75 8841.78 11566.9 9695.12 10588.4 6597.39 6057.97 5683.92 630.954 8609.2 9486.44 9890.36 9395.43 10936 2805.39 4400.99 1698.72 2414.1 7395.97 3740.3 +internal_count=669980 218452 451528 97024 167653 121428 78454 283875 62236 41421 18374 70777 55187 96876 66241 23047 18570 20815 2532 69119 59871 113957 59305 52655 12469 13321 7154 8554 60437 11304 is_linear=0 shrinkage=0.1 @@ -639,18 +639,18 @@ shrinkage=0.1 Tree=33 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 1 1 0 5 1 1 0 0 1 6 8 8 12 8 8 0 8 2 8 1 8 8 8 5 3 -split_gain=10208.5 1026.52 781.553 188.251 182.738 93.7056 85.9535 47.4742 30.683 28.3064 27.7492 26.1457 25.3987 25.0815 24.5517 28.9544 24.5406 32.2881 99.694 30.3321 32.0383 23.7243 22.6254 20.718 20.3132 20.2123 19.7992 18.2065 17.8955 17.8448 -threshold=0.026414580882012335 0.39423715963186862 0.0055136038236157682 0.093430766448540301 0.84264757925280087 0.0023117410987087447 0.013873790547772432 0.085979126407716058 0.42261904761904767 0.71441489371405154 0.052972994375414119 0.049775222559007327 0.091649000725919277 0.93351929817756518 0.38278388278388281 36.500000000000007 40.500000000000007 1.0000000180025095e-35 36.500000000000007 37.500000000000007 0.19310495345021272 44.500000000000007 0.17280938527570208 45.500000000000007 0.00070500221610781094 41.500000000000007 39.500000000000007 46.500000000000007 0.098387096774193564 0.1239333845448773 +split_feature=1 1 1 1 0 1 1 1 1 3 5 3 0 1 2 8 8 12 3 5 10 11 3 8 12 8 8 12 8 8 +split_gain=8470.04 604.225 579.58 136.891 87.8908 77.4137 60.8651 44.1067 42.2666 34.5296 34.0503 33.2886 31.78 27.9583 21.3595 20.8561 20.7544 30.2258 22.1139 20.0856 20.5712 19.6993 19.5766 19.3425 17.2169 24.9826 16.8865 19.4835 27.0744 21.1027 +threshold=0.026414580882012335 0.16464163172634919 0.0055136038236157682 0.84264757925280087 0.074025903602859752 0.052972994375414119 0.0023117410987087447 0.013873790547772432 0.013873790547772432 0.93909419801348526 0.054093567251461992 0.88180136821811994 0.1042172164340857 0.35094451263441423 0.0081827070792699613 47.500000000000007 38.500000000000007 1.0000000180025095e-35 0.15782823163369611 0.48809523809523814 1.0000000180025095e-35 1.0000000180025095e-35 0.95605452262502544 89.500000000000014 1.0000000180025095e-35 42.500000000000007 40.500000000000007 1.0000000180025095e-35 37.500000000000007 36.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 5 10 9 24 7 -4 14 25 26 -7 -8 -6 16 -16 17 18 -5 29 -21 -18 -20 -12 -1 -3 -2 -23 -9 -19 -right_child=1 4 6 8 13 11 12 28 -10 -11 23 -13 -14 -15 15 -17 21 19 22 20 -22 27 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.096187137413450197 0.017777373008196845 0.068578503534870758 -0.032559423594806423 0.058342822474430206 0.10668354525682487 -0.060172595740034578 -0.0048617988137926987 -0.060253020342895924 0.088209944782439945 0.089673042474576969 0.024163262246254712 -0.079542971431498369 -0.028094557074933486 0.1304275816205229 0.057305209218194701 -0.0043968995452688163 0.23841479196423454 0.067704204005333155 -0.019336365720036004 0.083723429872740257 0.049093082947374633 -0.098121444364050792 0.02010449433515523 0.071942003839406604 -0.084180689372754025 0.10221893565605632 -0.0026329921170898675 0.077157516074404672 0.027404530329668827 0.034579122504491203 -leaf_weight=2231.8531511351466 1137.1594754494727 2314.0366122126579 1859.0716506484896 804.26032089442015 1269.3658021092415 1953.6919301971793 1050.5592654235661 1122.5301803015172 186.45700647681952 1234.4984541535378 1468.7010183222592 1083.1577163022012 852.31512456573546 684.9353569149971 125.94729335606098 191.97675558179617 8.971394330263136 208.51109816133976 237.72955097258091 535.394356764853 533.21181858330965 6.0729706287384024 374.68242299556732 96.734237663447857 3822.5833420734853 193.5427640080452 816.55421207845211 244.97574459761381 23.783159846439958 739.06230574846268 -leaf_count=100487 22682 12322 57913 7606 5140 76236 25992 40715 1272 5220 22582 44999 24132 2827 1324 1988 58 1993 2394 4918 5123 58 3871 1203 169621 888 16641 1903 858 7014 -internal_value=0 0.0580227 -0.0640554 0.0342534 0.090221 -0.0814164 -0.0318988 -0.0424286 0.0485554 0.0772774 0.0171955 -0.0670815 -0.015268 0.115005 0.046712 0.0200467 0.0490076 0.0467641 0.0351943 0.0548936 0.0664436 0.0786276 0.00479412 0.0271157 -0.0886066 0.071175 0.00924687 0.0729174 -0.0584343 0.0418682 -internal_weight=0 13412.8 13999.5 7716.4 5696.38 9091.29 4908.26 3005.38 4197.25 3742.08 3519.15 3036.85 1902.87 1954.3 4010.8 317.924 3692.87 3432.85 1416.67 2016.18 1068.61 260.02 612.412 1565.44 6054.44 2507.58 1953.71 251.049 1146.31 947.573 -internal_count=669980 129027 540953 102630 26397 391343 149610 99486 39522 18430 63108 121235 50124 7967 38250 3312 34938 32919 13871 19048 10041 2019 6265 23785 270108 13210 39323 1961 41573 9007 +left_child=2 5 6 10 8 11 -1 -6 14 -8 13 -2 -7 -3 -4 16 18 -18 -14 20 -13 -21 -10 -16 25 -5 27 28 -15 -29 +right_child=1 3 4 24 7 12 9 -9 22 -11 -12 19 15 26 23 -17 17 -19 -20 21 -22 -23 -24 -25 -26 -27 -28 29 -30 -31 +leaf_value=-0.066246071079804833 0.0066539482161619345 0.046752328068365538 0.029117370096087641 0.062008118920227721 -0.046681943667563272 0.043882359104583671 -0.055461811703519319 -0.022527633119319802 -0.0021853187293569168 -0.031350557151426074 0.076786290464965212 0.024226831773737106 0.05183398962627056 0.059255232096310589 -0.023552366136961239 0.068954152401196442 -0.0070910826944485389 0.027719683999089802 0.02215546924798734 0.43643123258754229 0.085466878818359612 0.055697789232597064 0.042466179804111576 0.22774404310208426 0.089128726751842483 0.10429513490821839 0.079752702801790101 0.052691647576720915 0.032880749625952721 0.070537839079245823 +leaf_weight=7910.3112931661308 2167.0586727969348 2562.9737275019288 80.908383503556252 621.96630030870438 1788.0952039584517 1714.3090558648109 3480.8945102486759 1309.7266065217555 1100.2334829382598 716.15236216038465 809.74479766190052 248.49630612879992 401.99697377532721 1042.1235342174768 2192.6389831975102 106.27698551863432 423.37226478010416 607.11366635560989 668.674700781703 2.5186553597450247 70.388737913221121 2.9514521062374115 107.81104277446866 3.0672422200441352 1795.3620072007179 180.18181067705154 385.95208072662354 1132.3012552559376 621.23883779346943 1597.2807346582413 +leaf_count=270108 34076 17388 2252 1919 44075 18019 96767 26214 21728 24468 3281 4124 4239 4105 53146 1017 4742 6830 7336 34 1050 39 2182 13 5496 552 1331 4441 2877 6131 +internal_value=0 0.0492023 -0.048097 0.0636954 -0.0242143 0.0249104 -0.0610815 -0.0364698 -0.0133194 -0.0513476 0.0573252 0.0111259 0.0336674 0.0551788 -0.021342 0.0257344 0.0235483 0.0134178 0.0332986 0.0410038 0.0377446 0.231003 0.00179957 -0.0232013 0.0836868 0.0715068 0.059698 0.057936 0.0494048 0.0631348 +internal_weight=0 17162.3 18689.8 10749.1 6582.48 6413.16 12107.4 3097.82 3484.66 4197.05 8151.61 2491.41 3921.74 7341.87 2276.61 2207.43 2101.16 1030.49 1070.67 324.355 318.885 5.47011 1208.04 2195.71 2597.51 802.148 4778.9 4392.94 1663.36 2729.58 +internal_count=669980 129027 540953 47521 149610 81506 391343 70289 79321 121235 39554 39323 42183 36273 55411 24164 23147 11572 11575 5247 5174 73 23910 53159 7967 2471 18885 17554 6982 10572 is_linear=0 shrinkage=0.1 @@ -658,18 +658,18 @@ shrinkage=0.1 Tree=34 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 2 2 2 2 2 8 12 8 8 12 2 12 8 8 10 8 2 10 9 6 0 3 0 4 -split_gain=29289.2 4741.27 4127.62 938.684 534.857 534.025 440.741 129.748 118.225 104.119 86.5599 85.3362 97.641 151.68 70.5596 61.0488 58.7574 53.6605 68.7106 51.1895 51.1018 71.2546 50.409 49.1086 72.8569 48.9911 46.8474 45.8656 45.8348 44.641 -threshold=0.23190078063967928 0.72197306969910191 0.045688057837906117 0.45614472525325273 0.10557156246282116 0.89318112653567061 0.015299555006901422 0.60060999209537747 0.32701189696855848 0.80712088824194461 0.16001644067301837 39.500000000000007 1.0000000180025095e-35 40.500000000000007 39.500000000000007 1.0000000180025095e-35 0.0074800202466077537 1.0000000180025095e-35 40.500000000000007 47.500000000000007 1.0000000180025095e-35 33.500000000000007 0.94127117011010453 1.0000000180025095e-35 1.0000000180025095e-35 0.32916666666666672 0.037294284445576871 0.028290366334904966 0.065238424739026871 0.63450834879406315 +split_feature=2 2 2 2 2 2 2 2 1 6 2 1 8 1 0 8 8 12 8 0 12 3 2 10 8 6 6 0 8 6 +split_gain=14589.5 2516.69 2106.74 508.462 343.16 272.737 222.538 86.1611 84.116 75.2464 74.6307 66.2718 60.5308 55.6499 46.102 53.6529 45.5738 86.8707 129.032 50.2826 47.7146 42.9027 40.7003 38.2491 50.4982 35.8771 33.6613 32.3563 33.3153 31.3668 +threshold=0.19821811744301146 0.61676732637305076 0.037748234010595648 0.86323969273790258 0.35610933075600715 0.080488095919491423 0.012927214920130917 0.77315861353043414 0.014721853985668776 0.57518796992481214 0.93042944834295571 0.021922315374288476 39.500000000000007 0.011462696706274976 0.065238424739026871 32.500000000000007 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.010122942931138619 1.0000000180025095e-35 0.31027120404833869 0.14170366767681578 1.0000000180025095e-35 47.500000000000007 0.49358974358974367 0.47493734335839605 0.0057466159744883156 40.500000000000007 0.70777988614800769 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 6 8 14 9 16 19 28 -3 -6 15 13 27 -4 -8 -1 18 29 20 -5 -22 -7 25 -25 -10 -9 -13 -2 -16 -right_child=1 5 4 7 10 22 11 26 23 -11 -12 12 -14 -15 17 -17 -18 -19 -20 -21 21 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.10441882874701491 0.011570725959318502 0.065060790117670769 -0.050888953593361964 0.037074495059739102 -0.024930713185618864 0.10306351093682023 -0.086613028243738399 0.060646338867592089 0.01857289012549573 0.082556305141573749 -0.010993753565056004 -0.088133284064553605 -0.077857835807684725 -0.086082127981653239 -0.022815880006167105 -0.068831222503007966 -0.090441057014897547 -0.050275090111006761 -0.058745011257105684 0.06961148191764191 0.045021492446745255 0.006560293557499812 0.1222851010131356 -0.0099714045423170937 0.026398579544560475 0.036733633504834974 0.045670735497616556 -0.030947837055915979 -0.0022645559823784144 -0.074501524450525505 -leaf_weight=6151.4327313601971 4374.0289173722267 6555.5504407733679 7249.6783956289291 9170.1495423913002 8788.1933839470148 5037.7701470255852 3709.893983438611 3249.2393150627613 7385.2823313176632 7070.0050356835127 9040.8323758691549 150.94995088875294 1940.7642667144537 799.39787159115076 3638.3930946439505 4026.0093349516392 5883.9926489517093 1983.5986705422401 726.49513003230095 414.59861141443253 736.72008812427521 1391.4845573157072 1871.1068770885468 1275.2820269465446 969.51893092691898 1859.4106959551573 5849.424742564559 1979.438593775034 5291.0869804471731 175.15136705338955 -leaf_count=55812 21631 26297 50411 38949 52672 21009 29870 13205 34014 28570 49389 1150 15250 6446 22336 31708 50291 13322 5061 1723 3146 5999 8056 5964 4475 8261 23856 13456 26532 1119 -internal_value=0 0.0462478 -0.0532194 0.0269815 -0.0292979 0.0856221 -0.0838979 0.0420601 0.0121475 0.0741388 -0.0178635 -0.0708305 -0.0604615 -0.0489377 -0.0440993 -0.0773588 -0.0975852 -0.0365541 -0.0305592 0.035101 0.0338346 0.0198744 0.108269 0.019004 0.00573662 0.0222256 0.0510187 -0.0349997 0.00399672 -0.0251897 -internal_weight=0 62500.7 56244.2 41966.2 31602.3 20534.4 24641.9 20811.6 21154.6 13625.6 17829 12606.5 4870.55 2929.79 13773.3 7735.9 12035.4 6523.64 4540.04 11713 11298.4 2128.2 6908.88 11489.5 2244.8 9244.69 9098.66 2130.39 9665.12 3813.54 -internal_count=669980 271687 398293 187755 194310 83932 203983 86878 100877 54867 102061 97880 36302 21052 92249 61578 106103 41838 28516 49817 48094 9145 29065 52714 10439 42275 37061 14606 48163 23455 +left_child=2 4 6 7 13 11 -1 26 22 14 -5 12 -4 29 -6 21 20 18 19 -18 -8 -16 -7 -17 -25 -9 -3 28 -14 -2 +right_child=1 3 5 10 9 8 16 25 -10 -11 -12 -13 27 -15 15 23 17 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 +leaf_value=-0.069139597060105709 0.0060814061780178992 0.032082686837414776 -0.035573127499867997 0.058552408151464785 0.022678124703727195 -0.014621432629586329 -0.062475800059738074 0.043057783071178725 -0.022449149689596163 0.033935023095167501 0.075586638084825686 -0.043070713977886164 -0.0098595945935072149 -0.0027640392223805591 0.029029054694031411 0.014216992457093415 -0.0071030304876001709 -0.057835630767546914 -0.063006013505781069 -0.041803137200381299 -0.047518476365158512 0.0076672522195765647 -0.0041062972768450756 -0.0021631950159207796 0.055396323606229973 0.057749949586689955 0.043886435758698078 -0.030272410206370937 -0.044989258656432551 0.025549024344526518 +leaf_weight=11168.373230800033 11502.527556270361 12748.603278547525 5057.5511000156403 8112.8480884730816 11346.776421248913 8893.9966005533934 4017.1744584664702 7332.5001720488071 9053.3440578877926 3300.6354706585407 3765.9139240384102 4090.5844973176718 2661.1668406277895 9261.8189828842878 3344.8540865778923 6766.6072607040405 1423.7666198462248 2141.239927880466 889.66784815490246 590.91270931065083 4546.6365876793861 1307.7612272202969 6280.2759733647108 2946.3668982684612 160.73488771915436 2149.2190983891487 2980.8698402643204 1852.7277227789164 300.43443882465363 891.81602191925049 +leaf_count=92898 43538 38520 31185 26223 36642 44279 28804 22335 41127 10402 13204 21578 14408 35220 10802 22115 8555 14546 6257 3313 30909 4408 27622 9875 522 6575 8966 10014 1882 3256 +internal_value=0 0.0270891 -0.0359695 0.0468954 0.0126367 -0.0212361 -0.0586781 0.0388584 -0.0148208 0.0197159 0.0639528 -0.0323681 -0.0279333 0.00310011 0.017902 0.0141713 -0.0500929 -0.0425539 -0.0312874 -0.0172807 -0.0545348 0.0230247 -0.0102695 0.00999942 0.000814442 0.0463881 0.0343196 -0.0199074 -0.0134233 0.00748217 +internal_weight=0 87919.9 62967.9 37090 50829.9 38190.1 24777.8 25211.2 24227.6 29173.7 11878.8 13962.5 9871.88 21656.2 25873.1 14526.3 13609.4 5045.59 2904.35 2014.68 8563.81 4652.62 15174.3 9873.71 3107.1 9481.72 15729.5 4814.33 2961.6 12394.3 +internal_count=669980 292603 377377 115823 176780 192095 185282 76396 113028 94766 39427 79067 57489 82014 84364 47722 92384 32671 18125 11868 59713 15210 71901 32512 10397 28910 47486 26304 16290 46794 is_linear=0 shrinkage=0.1 @@ -677,18 +677,18 @@ shrinkage=0.1 Tree=35 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 3 3 3 3 3 3 8 8 0 12 4 3 8 2 7 3 8 4 8 12 10 4 3 10 2 -split_gain=50156.5 7417.76 5367.09 1093.35 890.737 815.976 495.631 193.955 132.143 110.57 100.14 96.0865 89.3681 93.8024 90.0363 87.2231 86.3731 84.8841 72.3001 65.8201 62.8319 60.8403 62.6133 58.557 63.1652 53.7055 58.6303 51.8949 50.594 47.7838 -threshold=0.65838939573791799 0.18261878829785488 0.94126692316726546 0.3554360385162596 0.84199627738121885 0.068719394421546107 0.980815296117445 0.50875813316656548 0.10431725392723669 0.77235768610342437 0.88875097555938487 40.500000000000007 30.500000000000004 0.0028765035502286468 1.0000000180025095e-35 0.16823899371069184 0.03937686376418139 40.500000000000007 0.039900235593052759 0.58114035087719318 0.26306225436712788 42.500000000000007 0.16823899371069184 31.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.19523809523809527 0.98977190391780401 1.0000000180025095e-35 0.035651653294904558 +split_feature=3 3 3 3 3 3 3 0 3 8 3 3 8 0 3 0 12 10 3 8 8 8 3 7 8 4 8 12 0 0 +split_gain=22754.7 4353.5 3136.85 567.483 525.307 451.459 328.569 95.2697 83.3546 79.5806 71.9901 67.2258 59.3041 59.3556 58.7646 57.424 51.9134 48.5306 46.0283 45.8002 44.1197 43.9591 43.5043 42.0984 40.6815 37.8429 37.3651 38.1752 34.4904 33.565 +threshold=0.65838939573791799 0.18261878829785488 0.94723181509886289 0.068719394421546107 0.3554360385162596 0.84199627738121885 0.980815296117445 0.074025903602859752 0.53447900649641034 40.500000000000007 0.041162931593119165 0.90720023484451684 31.500000000000004 0.0028765035502286468 0.10431725392723669 0.12172984417856836 1.0000000180025095e-35 1.0000000180025095e-35 0.11794531087437234 40.500000000000007 28.500000000000004 45.500000000000007 0.98977190391780401 0.58114035087719318 42.500000000000007 0.14642857142857144 16.500000000000004 1.0000000180025095e-35 0.048308385313798108 0.011183285576026139 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 5 4 11 9 16 12 19 -7 28 -6 15 13 -4 17 18 -1 -14 -3 29 -20 22 -10 24 -12 -9 -27 -8 -2 -5 -right_child=2 3 6 7 10 8 27 25 21 -11 23 -13 14 -15 -16 -17 -18 -19 20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 -leaf_value=-0.11353145907885959 0.020231584152597362 -0.001271223224730644 0.10158141136443805 0.019404015351721843 0.04645477142602731 -0.082958929183311242 0.1039868230788855 0.0016172836555013829 -0.063309231954996978 0.033105581701422568 0.080020065419406802 -0.077528178300859771 0.056468720384410899 0.079616395604027265 0.089464345534655459 -0.062500718989105572 -0.097703317963298411 0.091232367533109218 -0.046400445480770602 -0.0019442312018225995 -0.033349103663544426 -0.099816845958768385 -0.083042828807311217 0.055069779466545538 0.057179807637349159 -0.012014804790347382 -0.078257786713160304 0.11601950344737262 0.00051302036932078911 -0.02316951548676412 -leaf_weight=5711.459466278553 8588.2259921133518 493.84431229531765 4367.3597986996174 270.61280526220798 6823.0786168426275 9120.1418967247009 6283.7808758914471 10198.215004339814 11398.511047407985 7767.4527663439512 2754.4364127963781 766.33760184049606 2687.7494444996119 3504.2560857981443 2776.4586284011602 1746.5044707804918 8698.001864105463 950.87713226675987 7723.9651301652193 1922.4081166088581 7060.4888955801725 557.42109420895576 1871.9377599805593 5675.7700679153204 2160.5598746687174 1435.8123477995396 147.32003848254681 8343.2501059770584 1533.5644800662994 10222.579343393445 -leaf_count=29020 36099 2019 24466 1084 31551 42085 36846 41287 49759 34388 13918 3357 13680 18743 15024 7323 42063 5126 32249 7718 28667 2551 8451 27494 10772 5790 591 50520 6348 40991 -internal_value=0 -0.052911 0.0659661 -0.0240706 0.0398029 -0.0853263 0.0979108 -0.0102337 -0.0736151 0.024131 0.0559026 -0.0428896 0.0846632 0.0918031 0.0759021 -0.0413304 -0.103977 0.0655535 -0.0389104 -0.0189551 -0.0401676 -0.0674523 -0.0660929 0.0619893 0.0699798 -0.00104288 -0.0181791 0.11085 0.017244 -0.0220716 -internal_weight=0 79345.6 64216.8 41988.1 35303.1 37357.5 28913.7 24196.9 22948 17889.2 17413.8 17791.1 14286.7 7871.62 6415.09 17024.8 14409.5 3638.63 15278.3 12415.6 14784.5 13827.9 13270.4 10590.8 4915 11781.3 1583.13 14627 10121.8 10493.2 -internal_count=669980 345005 324975 171076 160570 173929 164405 97461 102846 76835 83735 73615 77039 43209 33830 70258 71083 18806 62935 49793 60916 60761 58210 52184 24690 47668 6381 87366 42447 42075 +left_child=1 3 5 10 9 17 12 18 21 15 -1 28 13 -4 -9 -3 19 20 -5 -14 -2 23 -8 -6 -16 -17 27 -13 -7 -22 +right_child=2 4 6 7 8 11 22 14 -10 -11 -12 26 16 -15 24 25 -18 -19 -20 -21 29 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.07624513205955076 0.021921445965734841 -0.018076545871611362 0.067420739067233768 -0.044179907868415767 -0.0096835838659586511 0.030412003828443765 0.069172383194097381 -0.057229130280266896 0.0017345830618681211 -0.051871812489789594 -0.06313887039535454 0.054183965409608792 0.032941469198947568 0.050199979142927023 -0.044419687111719452 -0.02583495604384118 0.057492950900606923 0.00341979428799555 -0.030715445620028661 0.058274952931621209 0.018829892371568086 -0.031646163777815359 0.079672676755927818 0.0035321880019407665 -0.074943157448021852 -0.043030148138103519 0.034424983661017497 0.036318445352134361 0.010622001348782391 0.0080014862696988088 +leaf_weight=7313.2499711215496 8045.8215812146664 11632.711287766695 4692.257811665535 5525.687406629324 15470.29809486866 11712.425730332732 7006.4453393816948 7020.536363735795 13088.19714948535 991.9102184176445 9816.4629956632853 2672.9009659588337 2747.2810676693916 3490.3235611766577 11071.094836473465 9045.3908325135708 2835.6638811975718 3490.9809835553169 4697.0960612297058 964.06330585479736 4774.8305462598801 794.84521275758743 9032.4760289937258 2855.2053832709789 454.57449814677238 1490.8279711306095 6108.6373424232006 2164.6934387385845 952.2570858001709 7147.7866641879082 +leaf_count=31629 26769 36552 23203 20825 46674 43743 36846 25802 39745 3357 39454 11421 11487 16150 38461 28755 13446 11173 16113 4595 15817 2430 50520 8612 1645 4951 24357 9017 3355 23076 +internal_value=0 -0.0315515 0.0403531 -0.0543244 -0.0126738 0.0241228 0.0651827 -0.0457444 -0.00441417 -0.0241601 -0.0687344 0.0338847 0.0543994 0.0600751 -0.0500168 -0.0229202 0.0473057 0.0142978 -0.0379933 0.0395221 0.0161995 -0.0086231 0.0750857 -0.0076245 -0.0456235 -0.028268 0.0396243 0.0461896 0.028924 0.0123381 +internal_weight=0 101268 77838.8 45898.7 55369.4 47070.3 30768.5 28769 32208.5 23160.8 17129.7 23610.9 14729.6 8182.58 18546.2 22168.9 6547.01 23459.4 10222.8 3711.34 19968.4 19120.3 16038.9 18325.5 11525.7 10536.2 10946.2 4837.59 12664.7 11922.6 +internal_count=669980 345005 324975 173929 171076 168728 156247 102846 97461 73615 71083 91893 68881 39353 65908 70258 29528 76835 36938 16082 65662 57716 87366 55286 40106 33706 44795 20438 47098 38893 is_linear=0 shrinkage=0.1 @@ -696,18 +696,18 @@ shrinkage=0.1 Tree=36 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 0 0 0 10 10 4 4 8 8 12 1 9 8 4 3 9 10 0 8 1 8 3 10 8 -split_gain=19510.6 2794.6 1498.19 681.156 323.081 194.821 179.282 154.99 66.5477 65.4409 61.7621 60.5401 57.3249 58.686 51.3674 64.0528 48.6224 48.1629 46.2222 44.6478 43.3769 42.0229 39.2339 42.1809 38.6188 38.2321 36.6634 35.4928 33.6997 33.3832 -threshold=0.049775222559007327 0.2925830999568988 0.010383107181019525 0.79218779667370998 0.12172984417856836 0.003606084995402244 0.02590044806957488 0.51806355571754359 0.94689973200461208 1.0000000180025095e-35 1.0000000180025095e-35 0.17573529411764707 0.51224489795918371 12.500000000000002 26.500000000000004 1.0000000180025095e-35 0.001653038648082808 1.0000000180025095e-35 41.500000000000007 0.27097902097902099 0.060849744161066012 1.0000000180025095e-35 1.0000000180025095e-35 0.078547245988764794 25.500000000000004 0.0068441378727288294 25.500000000000004 0.080939212771562727 1.0000000180025095e-35 38.500000000000007 +split_feature=0 0 0 0 0 0 0 4 0 10 3 4 4 9 8 8 4 3 1 3 4 3 10 8 8 2 3 4 10 1 +split_gain=13111.1 1502.35 998.026 393.63 140.315 134.917 108.293 107.889 100.331 71.8602 54.5631 52.5319 50.8079 41.4159 40.8986 60.8111 40.3367 38.9785 38.3667 38.1779 37.469 35.6358 34.5608 33.7274 72.1058 36.1154 32.0507 30.9994 30.9339 30.3315 +threshold=0.049775222559007327 0.21392208293850654 0.010383107181019525 0.61669938701511817 0.02590044806957488 0.088877665623056365 0.003606084995402244 0.59761904761904772 0.90102809240152559 1.0000000180025095e-35 0.85475077153889278 0.41101055806938164 0.64142857142857157 1.0000000180025095e-35 18.500000000000004 39.500000000000007 0.27097902097902099 0.84634042001481058 0.002356117656147187 0.81805419183388917 0.93541666666666679 0.068719394421546107 1.0000000180025095e-35 45.500000000000007 47.500000000000007 0.60060999209537747 0.75342187127568572 0.11882352941176472 1.0000000180025095e-35 0.001653038648082808 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 5 7 12 -1 16 10 26 24 -3 14 13 -2 25 27 -4 -11 20 -8 -15 -12 23 -22 -6 -9 -5 -16 -17 -26 -right_child=1 3 6 8 9 -7 19 11 -10 17 21 -13 -14 18 15 28 -18 -19 -20 -21 22 -23 -24 -25 29 -27 -28 -29 -30 -31 -leaf_value=-0.096158989979483883 0.0858789910470521 0.043057547634713499 -0.064928363696809238 0.078764301570036582 0.012352389295469638 -0.073665609449308209 -0.028522670470771078 0.019753389253671545 0.13305948177412052 0.050434411869597934 0.070220626566693978 0.084502758113998391 0.042139878525249773 0.022158882821489877 0.080585249206232556 0.074862407502093775 -0.045669176974061088 0.02401110978878607 0.029483706524901305 0.010133424602724884 -0.017288706529021289 0.046303724798460545 0.010069332534700442 -0.00051061337553111536 0.047776348563771637 0.056781738208843115 0.1022838695294077 0.051267237312496432 0.10488281297356493 0.024125007466647523 -leaf_weight=9126.8727023638785 78.237019844353199 5707.7473343461752 1777.5649281218648 841.94961242377758 2646.6681607812643 6660.7218991778791 5026.0933304727077 355.38582670688629 598.42506790161133 1719.5158293545246 1838.1874868422747 1847.7979563176632 329.99395211040974 635.84333572536707 547.9817508161068 1227.7156187146902 4992.9163618460298 1151.9620167016983 466.20980714261532 317.6736064851284 2882.4285820350051 1223.7041864693165 1391.5327620506287 3120.6600914746523 681.10566534101963 1294.6623863577843 3114.6897292882204 1675.4028096050024 537.70482425391674 4820.4229220151901 -leaf_count=169918 671 28242 25917 3407 17668 108505 56954 1516 2524 9288 8172 7519 2380 5606 2252 5134 68599 7031 3565 3207 28326 5634 10623 25562 4116 5552 12639 7082 2176 30195 -internal_value=0 0.0421745 -0.066371 0.0678025 0.0154058 -0.0866691 -0.0399179 0.0582259 0.10198 0.0268528 0.0492041 0.0687938 0.00124031 -0.00033365 0.0636462 0.0697849 -0.0507256 0.0398341 -0.00112749 -0.0262247 -0.00290463 0.0606621 -0.00505977 -0.00856674 0.0222781 0.0488066 0.097279 0.058493 0.0840059 0.0270531 -internal_weight=0 40735.9 27901.8 20811.4 19924.6 15787.6 12114.2 16256.3 4555.06 11019.7 8769.64 7486.65 8904.91 8574.91 5638.85 3988.81 6770.48 2871.48 8496.67 5343.77 8030.46 3061.89 7394.62 6003.09 8148.2 1650.05 3956.64 2223.38 1765.42 5501.53 -internal_count=669980 236880 433100 91849 145031 278423 154677 73279 18570 68298 42048 31231 76733 74353 23712 16644 94516 16319 73682 60161 70117 13806 64511 53888 51979 7068 16046 9334 7310 34311 +left_child=2 5 6 7 10 19 -1 9 12 -3 29 14 22 18 28 -16 26 -8 -11 21 -9 -2 -5 -17 25 -25 -6 -23 -7 -4 +right_child=1 3 4 8 16 11 17 20 -10 13 -12 -13 -14 -15 15 23 -18 -19 -20 -21 -22 27 -24 24 -26 -27 -28 -29 -30 -31 +leaf_value=-0.070052350931890467 0.017876270719518295 0.029449423151086829 -0.051353926551062523 0.046124285878685639 -0.024657790287651801 0.00065361965345125082 -0.060704773611452004 0.073354223832853463 0.076813907907889833 0.025070126831522273 -0.022738398026809575 0.037715887207265097 0.07209138512244942 0.032203140452290877 0.031875054003453467 0.010253567941140455 0.011943102032881016 -0.04723569419493006 0.053126196130876352 0.022170404395279373 0.046074290277759458 -0.0085776448427550382 0.059672675089542326 0.088132688487910837 0.027589449147085721 0.32208300287636449 -0.0088534058869593479 0.015443219468290872 0.022476964847806868 -0.037168358583925067 +leaf_weight=10289.614129424095 691.46152263879776 13061.773922756314 2203.2340177446604 5167.8635019659996 4876.973183169961 3030.0073428303003 5011.0923504978418 881.01377193629742 2429.0607161819935 572.9286068379879 1952.9283623471856 998.8321018666029 1337.7285226881504 2405.286920979619 2243.191002830863 5647.7778311669827 406.79231636226177 3761.2608509212732 3265.6931052207947 630.40921308100224 1174.9449302256107 5265.4230787679553 2961.9472253620625 14.311597213149073 596.91656543314457 12.243446573615072 1741.3144832253456 598.29522774368525 826.74227191507816 4771.9393822997808 +leaf_count=169918 5026 50326 23349 15816 41371 17214 58260 2788 7887 1995 22418 4561 4073 8715 11678 30328 3207 50245 11110 4555 3768 36981 8985 69 2989 57 15583 3771 4188 48749 +internal_value=0 0.0309698 -0.0476481 0.0441056 -0.0291935 0.00971666 -0.0630929 0.0359868 0.0586836 0.0336676 -0.0375126 0.0156559 0.054032 0.0424918 0.0138748 0.0177446 -0.0186209 -0.0549297 0.0489387 -0.00133436 0.0577642 -0.0035948 0.0510604 0.0126902 0.0347623 0.195998 -0.0204996 -0.00612671 0.00533173 -0.0416491 +internal_weight=0 53813.9 35015.1 33258.2 15953.2 20555.6 19062 21361.6 11896.6 19305.7 8928.1 13370 9467.54 6243.91 12371.2 8514.44 7025.08 8772.35 3838.62 7185.59 2055.96 6555.18 8129.81 6271.25 623.472 26.555 6618.29 5863.72 3856.75 6975.17 +internal_count=669980 236880 433100 115463 154677 121417 278423 78702 36761 72146 94516 71084 28874 21820 66523 45121 60161 108505 13105 50333 6556 45778 24801 33443 3115 126 56954 40752 21402 72098 is_linear=0 shrinkage=0.1 @@ -715,18 +715,18 @@ shrinkage=0.1 Tree=37 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 1 1 1 0 0 1 2 5 8 12 8 2 0 8 0 2 1 5 8 8 8 8 8 8 3 -split_gain=8527.33 926.419 653.342 246.709 110.718 95.2219 51.5344 46.505 40.8327 36.8197 26.0255 25.1044 23.423 21.2601 22.8019 83.0403 25.7331 23.7159 35.8846 25.3494 20.5221 19.5789 19.302 19.1767 22.916 19.1235 40.4306 18.2498 17.7834 17.5717 -threshold=0.022704256771583674 0.24650980848684115 0.0038503149877588496 0.84264757925280087 0.063047552936575268 0.0098025105047879185 0.0011070650392843091 0.57424809712383429 0.033265835391373288 0.28236479920600216 0.93351929817756518 0.060691366594979958 0.19523809523809527 47.500000000000007 1.0000000180025095e-35 25.500000000000004 0.21859407860619254 0.085979126407716058 20.500000000000004 0.080878455313980205 0.0085461920867191069 0.150473615325075 0.12916666666666668 45.500000000000007 39.500000000000007 46.500000000000007 47.500000000000007 39.500000000000007 51.500000000000007 0.037719069770932971 +split_feature=1 1 1 1 0 1 3 3 5 1 2 5 1 6 10 1 1 5 8 12 8 8 8 0 0 8 2 8 12 10 +split_gain=7038.25 523.043 470.283 142.211 84.0245 62.1513 50.6013 37.3623 35.5623 35.0548 31.3029 30.8778 28.6256 27.484 27.4728 26.2377 24.7759 21.7736 21.7433 38.188 60.8322 42.3063 32.0124 22.8683 22.5533 20.5923 24.1091 20.6029 28.7084 20.0157 +threshold=0.022704256771583674 0.10837757891215431 0.0055136038236157682 0.78183057312111015 0.071715110676333557 0.0020774677037193119 0.68146800760320148 0.93909419801348526 0.29285714285714287 0.040936703276809518 0.0081827070792699613 0.054093567251461992 0.93351929817756518 0.12250000000000001 1.0000000180025095e-35 0.012430363750097343 0.0098025105047879185 0.040969899665551847 40.500000000000007 1.0000000180025095e-35 36.500000000000007 37.500000000000007 44.500000000000007 0.28236479920600216 0.12172984417856836 27.500000000000004 0.021024158915393363 46.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 7 11 8 -1 -3 12 20 -5 -2 -4 14 15 16 -6 18 -16 -20 -7 -17 29 24 -22 27 -27 -13 -15 -9 -right_child=1 3 5 10 13 9 -8 22 -10 -11 -12 25 -14 28 17 21 -18 -19 19 -21 23 -23 -24 -25 -26 26 -28 -29 -30 -31 -leaf_value=-0.092387029139041107 0.025274584588443078 0.054817302077493295 -0.039409658302678098 0.096350800461133951 0.031593071399648696 0.045498229538726898 -0.075469410578444307 0.098605011755307087 -0.060903314371074983 -0.04516671767919675 0.12076554778661025 0.0088369207781573336 0.048570746350459396 0.069840086949296235 0.027427989768563449 -0.013343966444692636 0.06913962492619638 0.031178460476958072 0.067200383491566845 0.18607463405471691 -0.010597335681624527 0.021186890418868717 0.098469128804503869 0.023972597824751665 -0.033893416799419894 0.55616628526805778 0.035381173845626661 -0.009905749604662702 -0.037352345065887964 0.06733019379474442 -leaf_weight=3287.1229923553765 658.33712479844689 2994.799154728651 1467.4812878668308 1265.1155816614628 512.10427580401301 52.641694780439138 3981.6617225706577 198.47601945698261 1508.1681260019541 564.39183370955288 666.70077042281628 1223.539412278682 30.897187177091837 226.12555120885372 305.9515602812171 485.51031232625246 283.64042297005653 1448.7446625865996 394.6254638209939 18.793059825897217 1011.7982528433204 248.11267284303904 275.18033784627914 103.58177005499601 724.68810078501701 1.5097394697368134 118.27449334785342 902.86235262081027 16.614102020859718 1893.9001395851374 -leaf_count=161557 12347 18561 52070 5140 5661 1305 182372 850 60005 18660 2827 24398 961 2055 3381 6425 3296 16890 4295 213 29463 2555 1152 2720 21458 29 2163 18568 154 8449 -internal_value=0 0.0493397 -0.0634807 0.0741359 0.0229153 -0.0373528 -0.08312 0.0630975 -0.0492873 -0.0227496 0.104777 0.00810197 -0.0375955 0.0338349 0.0319528 0.0226027 0.0449764 0.0385483 0.0533905 0.0726041 -0.016065 -0.00166557 0.0735713 -0.0178262 -0.0203195 0.00306882 0.0419451 0.000878852 0.0625034 0.0702968 -internal_weight=0 14138.9 12732.4 7294.17 6844.75 5463.65 7268.78 5362.36 3006.55 2457.1 1931.82 2904.52 1498.38 3940.22 3697.48 1529.37 795.745 2168.11 719.37 413.419 1892.71 733.623 2367.56 1840.07 1736.49 2246.19 119.784 2126.4 242.74 2092.38 -internal_count=669980 139409 530571 36979 102430 186642 343929 29012 113036 73606 7967 57505 53031 44925 42716 17937 8957 24779 7889 4508 54946 8980 10451 53641 50921 45158 2192 42966 2209 9299 +left_child=2 6 5 11 8 -1 9 -7 10 17 14 13 -5 18 -4 -6 -12 -2 19 20 -3 24 -20 -23 29 26 -11 28 -27 -21 +right_child=1 3 4 12 15 7 -8 -9 -10 25 16 -13 -14 -15 -16 -17 -18 -19 22 21 -22 23 -24 -25 -26 27 -28 -29 -30 -31 +leaf_value=-0.065654480031259496 -0.0052805189086783553 0.048361456893751723 0.013257176123753692 0.065522767405768831 -0.04608512347765728 -0.05461869493198649 0.030630638204410612 -0.030348572868975406 0.063541999918119554 0.12354265752668198 -0.026528519677557389 0.065557496698181172 0.086551883380538111 0.026950454989115191 0.14027191318811136 -0.026247279721964958 -0.0080813716021582507 0.049072635814270162 0.18190648930861633 0.045838441953175366 0.018213074447394843 0.06713074691930479 0.060895337849733437 0.045177825620495056 0.0296091220565971 -0.010480367115211107 0.026628676434680427 0.049548111574451492 0.018744544002567688 0.089809133125030971 +leaf_weight=6757.1987847425044 1334.5621343404055 1679.8826608434319 88.255255093798041 2516.9413807988167 1521.2606225907803 3650.3961901608855 1783.2982348874211 767.68453503772616 59.127418953925371 26.439001724123955 1370.4624875616282 809.65484844148159 871.42402976751328 758.25524298846722 21.100648742169142 1186.8691276051104 1553.2305579148233 78.01049966737628 22.775795318186283 789.76186667382717 1112.5072216913104 1602.4753148630261 544.19858016818762 674.13367615640163 957.42541459202766 563.45186891406775 881.36510540172458 123.61056717857718 833.1291050426662 119.14257012307644 +leaf_count=253903 22786 9256 2307 7703 39536 108914 25473 28526 1119 308 35254 3607 2827 4721 509 25965 34538 957 89 4163 7085 8146 2472 4184 5626 7100 10495 1342 10428 641 +internal_value=0 0.0420241 -0.0476331 0.0534509 -0.02453 -0.0596243 0.0167103 -0.0504015 -0.0132663 0.0102467 -0.0147636 0.0469208 0.0709311 0.0450941 0.0377652 -0.037391 -0.0167284 -0.00227882 0.0469279 0.0453886 0.0363501 0.0514807 0.0657564 0.0606302 0.0403198 0.0175338 0.0294512 0.0104172 0.00695373 0.0516023 +internal_weight=0 18082.4 16975.6 12458.6 5800.31 11175.3 5623.87 4418.08 3092.18 3840.57 3033.05 9070.21 3388.37 8260.56 109.356 2708.13 2923.69 1412.57 7502.3 6935.33 2792.39 4142.94 566.974 2276.61 1866.33 2428 907.804 1520.19 1396.58 908.904 +internal_count=669980 139409 530571 60520 139228 391343 78889 137440 73727 53416 72608 49990 10530 46383 2816 65501 69792 23743 41662 39101 16341 22760 2561 12330 10430 29673 10803 18870 17528 4804 is_linear=0 shrinkage=0.1 @@ -734,18 +734,18 @@ shrinkage=0.1 Tree=38 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 2 2 2 2 2 2 8 3 8 12 8 12 8 10 6 0 8 8 10 8 2 8 0 8 -split_gain=24306.6 4248.96 3525.87 760.637 579.729 503.577 322.721 115.077 103.494 85.0667 83.8093 79.5512 69.6948 65.034 60.6306 102.307 158.53 66.6391 48.94 47.3592 45.885 44.8935 42.2605 58.1807 40.4275 43.3806 38.4982 38.2466 38.0961 51.1853 -threshold=0.21435458242874009 0.65146318516201551 0.037748234010595648 0.86323969273790258 0.41400904635053487 0.10557156246282116 0.012927214920130917 0.78153987163609162 0.92490073479522228 0.53795445458126057 0.29780391340468032 0.071628437933621544 39.500000000000007 0.19161490244688659 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 0.67870967741935495 0.92502263599968015 47.500000000000007 45.500000000000007 1.0000000180025095e-35 30.500000000000004 0.0074800202466077537 25.500000000000004 0.045549642211175162 32.500000000000007 +split_feature=2 2 2 2 2 2 2 2 1 1 1 2 8 8 12 8 3 12 8 12 2 6 6 12 8 3 0 8 6 0 +split_gain=11451 1984.53 1823.17 371.945 334.454 220.056 212.88 92.8792 74.3783 69.9834 62.4567 61.2858 58.3003 47.994 91.7668 130.857 52.2953 49.7351 44.4369 44.3992 38.0086 34.1405 33.8791 33.4008 35.2122 34.877 32.562 32.1233 30.8816 30.2721 +threshold=0.19076083981042186 0.65146318516201551 0.036682363867772828 0.89318112653567061 0.36900415205542852 0.080488095919491423 0.011239401872280804 0.79860730204461627 0.017166625059337769 0.021922315374288476 0.011462696706274976 0.51509141059769914 39.500000000000007 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.96219438497206655 1.0000000180025095e-35 17.500000000000004 1.0000000180025095e-35 0.93042944834295571 0.47493734335839605 0.70777988614800769 1.0000000180025095e-35 32.500000000000007 0.1397613952036493 0.054427284898183777 39.500000000000007 0.49358974358974367 0.0057466159744883156 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 7 10 11 26 22 -5 28 -2 18 13 27 17 16 21 -8 -4 -9 -12 -16 23 24 -3 -26 -1 -7 -6 -30 -right_child=1 3 5 8 9 12 14 19 -10 -11 20 -13 -14 -15 15 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 29 -31 -leaf_value=-0.10216189344187968 0.00015464284748827346 0.053692869862578374 -0.055882580707771946 0.086424013342275924 0.033209766052827432 0.015329551915203602 -0.087772731620117603 0.071533596602752825 0.10814517813217928 0.038892404165537083 0.011399349362827337 -0.034865140650221046 -0.011287320457669512 -0.028439713589395274 -0.02484791436726903 -0.080667267640663412 -0.087526454049538321 -0.068236490536905559 -0.0410833240564831 0.037574939381306849 0.035921308614339877 -0.074912462705366209 0.086186631398172883 -0.12029972027538315 0.057599845964741471 0.018904148281072036 -0.089368132834530559 -0.02211547033688159 0.034232488038988589 0.014731303069529687 -leaf_weight=5682.7478730976582 8859.8174225986004 8197.4776660650969 4949.0374096557498 5649.9733911752701 3999.9831305444241 585.80607035756111 3325.5662040933967 6069.3760959655046 3585.6361569464207 8962.0570165961981 9992.0430985838175 6779.5074608623981 8080.2646254301071 6489.2096651345491 1414.8463635519147 1721.4424813613296 722.01955269277096 3676.0157231688499 4073.9245610684156 440.48490183055401 826.15445777773857 205.07217011600733 350.22433657944202 19.829569295048714 477.82402069866657 735.91508422791958 4012.9600229114294 510.47095529735088 1944.9176420271397 4370.2635445296764 -leaf_count=55812 45121 32888 37827 23587 17240 3434 28804 24514 15840 36851 46701 45035 46752 38430 10194 14546 6257 30909 28088 1769 3651 1674 1405 80 1935 2980 37086 2990 8463 19117 -internal_value=0 0.0402199 -0.051559 0.0719308 0.0194403 -0.0304551 -0.0835475 0.0589336 0.094857 0.0317657 0.00736606 -0.0430505 -0.0177499 -0.0246339 -0.0718765 -0.0621597 -0.0485556 -0.0775157 -0.0492006 0.0692358 0.013272 -0.0311858 0.052077 0.0508104 0.0511709 0.0341378 -0.0968667 -0.00210637 0.0255738 0.0207372 -internal_weight=0 64482 52228.9 25526.7 38955.2 31468.2 20760.7 16291.1 9235.61 19277.2 19678 15802.5 15665.8 7585.49 11065 4063.38 2341.94 7001.58 9022.96 6509.86 10818.2 1619.92 9781.27 9431.05 9411.22 1213.74 9695.71 1096.28 10315.2 6315.18 -internal_count=669980 282142 387838 104998 177144 202556 185282 65571 39427 81671 95473 110950 91606 44854 92384 32671 18125 59713 65915 26283 50352 11868 39288 37883 37803 4915 92898 6424 44820 27580 +left_child=2 4 6 7 10 9 -1 21 18 12 22 -6 -4 17 15 16 -15 -8 19 -7 -5 -3 -2 24 -13 -26 -20 -25 -9 -14 +right_child=1 3 5 20 11 8 13 28 -10 -11 -12 23 29 14 -16 -17 -18 -19 26 -21 -22 -23 -24 27 25 -27 -28 -29 -30 -31 +leaf_value=-0.067902478968641017 0.0062541851244052775 0.029509263459990265 -0.032490853433546241 0.055483769931070473 0.014774507578605234 -0.024611837228783136 -0.06064027485691284 0.041259139598389491 -0.021328169490439964 -0.040540191950868047 -0.0025969788826089055 0.037524136624217268 -0.010816608915807309 -0.033219385303575232 -0.055754817175565421 -0.06009081377672975 0.00013464559812228016 -0.045385670897589207 -0.0016550302159898157 -0.0053012113724130059 0.069202266277937338 0.041649762372255816 0.025162068171657712 0.0094381327455616698 0.0048357244151718574 0.026184671613342453 -0.014358998178615183 0.025472514173580554 0.054398073736018439 -0.027182780756388733 +leaf_weight=8824.9982482865453 13032.645042821765 11959.376685589552 4974.6027244627476 4675.9496876895428 16802.238501966 3008.5710597634315 3988.0056865140796 7578.0024715065956 7856.1006922721863 4050.0746686458588 10386.449767068028 2423.4374758303165 2972.5416626185179 803.57646052539349 2134.7800668552518 886.8520495519042 1132.6454448848963 4605.467630751431 6915.9369304329157 1970.4579051285982 3555.1322149932384 2872.6973994076252 1021.955992937088 2638.6224187910557 872.16047552227974 6240.7536525428295 2848.6089695841074 2373.2020749151707 2341.6483244597912 1823.482072673738 +leaf_count=82447 49282 36015 32391 15861 55420 15173 31459 23818 36495 22259 39612 7439 16861 4691 15835 6843 7306 33995 33375 9941 13204 8665 3689 8121 2700 19171 12917 7298 7435 10262 +internal_value=0 0.0235483 -0.0333504 0.0429941 0.0120523 -0.0195478 -0.0558158 0.0368703 -0.0134691 -0.0294877 0.0032834 0.0188886 -0.0249062 -0.0479447 -0.0401096 -0.0282789 -0.013708 -0.0524649 -0.00928143 -0.0169696 0.061409 0.0318607 0.00762904 0.0236402 0.0271138 0.0235669 -0.00536116 0.0170307 0.0443607 -0.0170391 +internal_weight=0 88774.3 58796.7 32982.8 55791.5 36420.4 22376.3 24751.7 22599.7 13820.7 24441.1 31350.4 9770.63 13551.3 4957.85 2823.07 1936.22 8593.47 14743.6 4979.03 8231.08 14832.1 14054.6 14548.2 9536.35 7112.91 9764.55 5011.82 9919.65 4796.02 +internal_count=669980 297730 372250 104998 192732 189674 182576 75933 107901 81773 92583 100149 59514 100129 34675 18840 11997 65454 71406 25114 29065 44680 52971 44729 29310 21871 46292 15419 31253 27123 is_linear=0 shrinkage=0.1 @@ -753,18 +753,18 @@ shrinkage=0.1 Tree=39 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 3 3 3 3 3 3 8 0 3 8 12 8 8 0 7 10 0 3 2 2 7 0 8 8 10 -split_gain=41883.2 6761 4728.2 982.708 782.68 769.554 408.64 175.207 122.899 107.308 87.1051 86.0786 88.9847 81.6313 77.7282 75.7511 72.8023 72.7787 69.4976 63.8525 60.2865 58.5113 53.6982 52.8582 51.2399 47.7357 46.7686 45.9305 45.4475 44.6012 -threshold=0.67354828646106291 0.18261878829785488 0.94723181509886289 0.42645905936065587 0.068719394421546107 0.84199627738121885 0.980815296117445 0.29571104813622623 0.10682533449015628 0.88875097555938487 0.03937686376418139 28.500000000000004 0.010122942931138619 0.53447900649641034 31.500000000000004 1.0000000180025095e-35 40.500000000000007 40.500000000000007 0.0028765035502286468 0.47559523809523813 1.0000000180025095e-35 0.094655825173027994 0.98977190391780401 0.010820662642196372 0.098650077301075764 0.5590277777777779 0.059558405605527089 33.500000000000007 45.500000000000007 1.0000000180025095e-35 +split_feature=3 3 3 3 3 3 3 3 0 8 8 0 0 8 8 4 4 8 0 7 3 0 12 3 3 2 3 8 10 8 +split_gain=17745.4 3738.69 2668.67 536.461 460.741 450.003 308.654 91.9452 84.9714 70.8754 66.0832 83.9377 59.8791 58.8789 58.3685 57.1098 54.6077 52.209 47.3123 47.2404 46.9191 46.4291 45.5129 45.0094 43.3224 41.8067 37.3105 34.7285 33.3875 33.0919 +threshold=0.53447900649641034 0.93499563099889038 0.16167077779508179 0.79048838510002806 0.980815296117445 0.057177059790092168 0.27554835801862992 0.10431725392723669 0.016229848534366209 40.500000000000007 16.500000000000004 0.0025170627299014267 0.063376047944367228 25.500000000000004 45.500000000000007 0.040064102564102567 0.35038363171355508 42.500000000000007 0.061437052533743111 0.58114035087719318 0.98977190391780401 0.16343919548025346 1.0000000180025095e-35 0.68940008758646909 0.032286757670179626 0.035651653294904558 0.44281340144209619 47.500000000000007 1.0000000180025095e-35 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 5 7 10 11 14 17 -6 26 -1 29 -13 28 18 16 -16 20 -4 -11 24 -10 -8 -9 -3 -25 -7 -14 -5 -2 -right_child=2 3 6 13 8 9 22 23 21 19 -12 12 27 -15 15 -17 -18 -19 -20 -21 -22 -23 -24 25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.10825834925379121 0.035056649173066688 -0.013073790789975216 0.097520590524509163 -0.010221111511787617 -0.076764015676027628 0.044669091417756157 0.099741260199170872 0.072229187938712885 -0.053262425589255175 0.054714948913447282 -0.091961076870173408 0.030630550384044272 -0.040104979315091639 0.001289740329659326 0.052687606491817807 0.086125874956831772 0.087806847704033436 -0.079082472307586124 0.077050986429923807 0.072984945407915655 -0.057054900177229285 -0.06705995059195409 0.11238205685412778 -0.028784728312043074 -0.040116697541545315 -0.010185414933369084 0.0090856019347795164 0.011836705990804051 -0.047001928478351225 0.010848034633326146 -leaf_weight=5406.5832159817219 5736.1027602255344 758.89679749310017 3906.7590911537409 8177.1589645892382 9393.6262042075396 6312.5646056383848 5915.3391993641853 54.993474513292313 4998.2766536325216 9423.4906720817089 8336.0811777561903 3265.2218161225319 174.84428605437279 11054.627612903714 2187.6086875796318 2357.314249381423 808.40476840734482 531.12611575424671 2882.3540550470352 2400.1654191166162 2005.8529996573925 7981.5010046511889 7781.0254830121994 9400.7949621379375 9128.8374487012625 1617.3047564774752 392.32224583625793 6469.083068549633 350.33761928975582 877.45455247163773 -leaf_count=29020 25131 3166 23203 32775 44654 29769 36846 221 22181 48020 42063 14278 748 44908 11487 13446 4595 2440 16150 12322 8496 36011 50520 38043 38257 6528 1782 27741 1405 3774 -internal_value=0 -0.0476783 0.0626261 -0.0209257 -0.0795894 0.0387006 0.0950817 -0.0347133 -0.0680519 0.0526929 -0.0983727 0.0230097 0.0171131 -0.00438096 0.0817255 0.0727153 0.0621637 -0.0428651 0.0888301 0.0584237 -0.0412478 -0.0617468 0.106923 -0.0255665 -0.0380411 -0.0260546 0.042587 0.0104698 -0.0117322 0.0318448 -internal_weight=0 79196 60890.1 43079.9 36116.1 35051.2 25838.8 23497.8 22373.4 18528.5 13742.7 16522.7 9909.15 19582.1 12142.4 5353.33 2996.01 12424.7 6789.11 11823.7 11893.6 12979.8 13696.4 11073.1 9887.73 11018.1 6704.89 6643.93 8527.5 6613.56 -internal_count=669980 350168 319812 176239 173929 163565 156247 97151 102846 91893 71083 71672 42767 79088 68881 29528 16082 52359 39353 60342 49919 58192 87366 44792 41423 44571 31551 28489 34180 28905 +left_child=2 3 5 14 10 24 9 18 13 12 11 -3 -4 -5 16 19 23 21 -7 25 -6 -9 27 -2 -1 -8 -27 -12 -18 -10 +right_child=1 4 6 8 20 7 15 17 29 -11 22 -13 -14 -15 -16 -17 28 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 +leaf_value=-0.076088079996814661 0.00446896383642923 0.063866892330872463 -0.017365683544948034 0.037122828098712889 0.065210112226319797 -0.042421522304069835 0.015138440624716313 -0.030936705315534947 0.023620921651707448 -0.057111622954659026 0.030953089013935758 0.044395009680289359 -0.029865081281412121 0.025254114718486688 -0.013855703436245643 -0.023350733162861816 -0.0051879882231796806 -0.069415139915224605 -0.054241318376651276 0.0017512116409666258 0.076651892589968823 -0.04304851033448423 0.050074891691680889 0.012847315077964556 -0.063387428795664655 -0.01393344101684278 -0.0050363756300636185 0.051256605416711655 -0.046185006662859351 0.011527545526117644 +leaf_weight=3962.2952457815409 14963.425678491592 4175.9845720678568 5974.0183165669441 6736.718579262495 6404.3582184165716 5307.6921589076519 634.12360808253288 6140.8187587559223 4751.2739050537348 735.1667308807373 4019.6173016130924 4711.5470417886972 10692.258264809847 11012.306188076735 1397.3539589941502 2809.0748889446259 966.36763662099838 523.15865075588226 9356.0929325073957 3933.8183246254921 8138.1856248378754 6531.1741576641798 3460.6176257431507 11219.471156030893 8336.0693668723106 13925.146891891956 7125.2067539393902 1065.8305067867041 250.04472795128822 4320.024029776454 +leaf_count=18534 45733 22149 19436 27327 36846 21647 1922 22088 17735 2618 17388 22822 35572 41997 4325 8738 3003 1983 36189 11970 50520 23523 17104 36391 36798 42826 21416 5340 764 15276 +internal_value=0 0.0312235 -0.0327268 0.0155584 0.0584703 -0.0515468 -0.0162359 -0.0445134 0.025735 -0.0267251 0.0475069 0.0535443 -0.0253847 0.0297589 0.00608015 -0.00981504 0.00709687 -0.0384572 -0.049963 -0.00833084 0.0716131 -0.0371792 0.0412284 0.00805912 -0.0674793 -0.0101598 -0.0109219 0.0352084 -0.0136153 0.0178617 +internal_weight=0 87593.1 85986.1 55617 31976.1 40157.3 45828.8 27858.9 26820.3 17401.4 17433.6 8887.53 16666.3 17749 28796.7 28427.4 27399.3 13195.2 14663.8 25618.3 14542.5 12672 8546.07 26182.9 12298.4 21684.5 21050.4 5085.45 1216.41 9071.3 +internal_count=669980 364720 305260 192551 172169 160762 144498 105430 102335 57626 84803 44971 55008 69324 90216 86872 85891 47594 57836 78134 87366 45611 39832 82124 55332 66164 64242 22728 3767 33011 is_linear=0 shrinkage=0.1 @@ -772,18 +772,18 @@ shrinkage=0.1 Tree=40 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 0 0 8 0 10 4 4 8 7 8 2 9 1 4 10 4 1 8 12 8 10 1 4 3 -split_gain=16425.1 2393.99 1305.3 622.796 278.363 192.485 138.695 135.377 69.1162 68.2613 52.1121 50.7696 50.0129 49.9019 49.4323 48.9846 47.1919 45.1968 45.0208 44.4912 42.9004 42.4293 42.0212 41.8483 38.1533 37.4094 36.1541 35.5395 35.4121 34.8258 -threshold=0.045549642211175162 0.28236479920600216 0.0079110572504114528 0.79218779667370998 0.1109643272475747 0.020432912037279913 0.55424555817707921 0.0025170627299014267 25.500000000000004 0.92502263599968015 1.0000000180025095e-35 0.09449404761904763 0.6043478260869567 15.500000000000002 0.12250000000000001 39.500000000000007 0.04207814095412054 1.0000000180025095e-35 0.0013298654492382349 0.17573529411764707 1.0000000180025095e-35 0.27097902097902099 0.0020774677037193119 12.500000000000002 1.0000000180025095e-35 62.000000000000007 1.0000000180025095e-35 0.076216061379914976 0.68660714285714297 0.31737872782588666 +split_feature=0 0 0 0 0 4 0 0 10 3 0 4 2 9 8 8 1 10 1 8 8 3 2 0 3 8 1 10 8 3 +split_gain=10866.3 1217.27 852.299 319.18 130.901 125.115 110.61 98.2255 75.4708 54.9709 47.4312 44.817 44.5408 43.4943 40.0693 42.6158 42.2766 39.8898 33.9033 32.384 56.8841 32.0237 31.175 29.8903 29.3555 28.8833 28.4663 27.9067 26.9672 27.0977 +threshold=0.045549642211175162 0.21392208293850654 0.010383107181019525 0.79218779667370998 0.085979126407716058 0.17573529411764707 0.0025170627299014267 0.025245518754972645 1.0000000180025095e-35 0.85475077153889278 0.94689973200461208 0.09449404761904763 0.050682483372512487 1.0000000180025095e-35 22.500000000000004 39.500000000000007 0.0060012340201045069 1.0000000180025095e-35 0.002356117656147187 18.500000000000004 38.500000000000007 0.92804678448977718 0.34454535077347115 0.0051892025431287681 0.068719394421546107 25.500000000000004 0.0013549091631754483 1.0000000180025095e-35 41.500000000000007 0.71156364896724567 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 7 6 11 13 8 -1 16 26 -6 14 15 -4 23 24 -3 -12 -15 20 27 22 -7 -2 -10 -25 28 -8 -5 -17 -right_child=1 3 5 9 10 21 19 -9 12 -11 17 -13 -14 18 -16 29 -18 -19 -20 -21 -22 -23 -24 25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.097056794638123778 0.074612589520325623 0.09143362098135438 0.017224213313759559 0.072246368096664945 0.0182736674977475 -0.047167111245800329 0.043932029120847288 -0.076488699727197754 0.038296971028685622 0.11334706564663458 0.043621528412924361 0.020253137118378024 0.072561438323232461 -0.07030070276721484 -0.020771494794236206 0.044296003714246669 0.029453281573825457 0.018509073673415199 -0.05067470883916695 0.07751016999572824 0.071069738032181168 0.0044358090635382525 -0.027046397314819712 -0.0016438923214620314 0.06879859292646924 0.13689623244838736 0.098740210071868131 0.066980653526474643 0.11281301803790696 0.018244097892795921 -leaf_weight=6881.4890684112906 73.673988230526447 127.97558401525021 96.093685328960419 1758.6266020536423 8742.2592905238271 1349.220241509378 2129.2138249278069 5981.6843582689762 581.4896534383297 1213.804851770401 1791.4290201216936 955.87630172073841 836.54595270752907 1537.030583139509 1456.264078579843 4051.1341066211462 3064.5573409050703 1194.6069990694523 4879.1406891196966 1573.5700999051332 1664.9509373307228 344.2837286144495 4499.2865149080753 6138.767235994339 1391.3520435839891 19.552860245108604 1276.9953229725361 975.48828169703484 245.1870114505291 587.54345373809338 -leaf_count=140603 615 605 1463 7104 56519 17271 8899 108183 2686 5249 9664 7533 3438 24795 13389 18830 15070 7353 74441 6347 6753 3843 54552 55166 6333 150 5204 4052 1013 2857 -internal_value=0 0.0366919 -0.0650368 0.0599851 0.0121341 -0.042302 0.0512252 -0.0874921 0.0442479 0.0930862 0.0221694 -0.00148159 0.0495245 -0.054305 -0.00418385 0.0466097 0.0319378 0.0335749 -0.0553762 0.0629293 0.0581189 -0.0296799 -0.0316881 -0.000307727 0.0598083 -0.00120402 0.0855903 0.0511738 0.0772101 0.0409962 -internal_weight=0 41850.9 25568.2 21478.4 20372.4 12705.1 16983.8 12863.2 10640.6 4494.61 11728.3 8644.13 7448.07 6512.26 7688.26 6611.52 3192.53 2986.04 6416.17 6343.22 4769.65 6192.79 5848.51 6231.99 1972.84 6158.32 3280.81 3104.7 2003.81 4638.68 -internal_count=669980 244829 425151 94440 150389 176365 75870 248786 49819 18570 73536 76853 34144 100699 69320 30706 15675 17017 99236 26051 19704 75666 71823 55931 9019 55316 13321 12951 8117 21687 +left_child=2 4 6 5 17 8 -1 9 12 26 25 19 -3 18 16 -16 -14 24 -10 -6 22 -8 -21 -23 -2 -5 -4 -9 29 -26 +right_child=1 3 7 10 11 -7 21 27 13 -11 -12 -13 14 -15 15 -17 -18 -19 -20 20 -22 23 -24 -25 28 -27 -28 -29 -30 -31 +leaf_value=-0.070512684716742074 0.014076492204502595 0.045882664996474767 -0.051156513164099443 0.042303826759218004 0.0043678616774403649 0.047617014223718453 -0.05788883619308928 -0.021349015463009564 0.023258559203961721 -0.020261774558580893 0.084156915664814869 0.028970731896064878 -0.00417414032470711 0.028829404556460592 0.039841637342832165 0.024813691052190501 0.021901828295082221 0.013721014901923793 0.048488616526234901 0.052687554279116935 0.011850046245763886 -0.053461975547909546 0.021845760245487299 -0.032046724896576347 -0.012935227277597765 0.060695165420758847 -0.035942358965601648 -0.0010073201971616587 0.021681054954335293 0.0045437543377192255 +leaf_weight=7428.9969178400934 695.13287705183029 1141.9577285349369 1653.2605674341321 1086.3004958629608 3798.7180470228195 5673.1384513229132 7313.3470155745745 5327.4759173765779 613.86179170012474 1843.9674608036876 721.7878158390522 1789.950879663229 749.71520559489727 2520.8650624006987 2623.0885404348373 6724.4162850379944 3642.8564906865358 1328.9606866389513 4023.594185963273 545.74805361032486 6968.1661566495895 1697.4530053175986 820.43547907471657 1057.9722784906626 4272.7289572954178 3991.9206104278564 4801.3845932632685 772.17975491285324 296.26511943340302 1119.3029185980558 +leaf_count=140603 5246 3897 18582 3407 21228 18201 94246 48485 2079 22002 2524 8538 2977 8842 9449 24414 13886 8424 13148 2774 37164 28365 4164 15209 31163 12639 51454 6205 1936 8729 +internal_value=0 0.0269009 -0.0464283 0.0388379 0.00841024 0.0343734 -0.0612566 -0.0284079 0.0309645 -0.0354891 0.0601703 0.0141994 0.0269061 0.0394019 0.0253289 0.0290308 0.0174512 -0.00204085 0.0451489 0.0120203 0.0155081 -0.0544272 0.0341661 -0.0452394 -0.0053223 0.056761 -0.0398392 -0.0187739 -0.00769291 -0.00930686 +internal_weight=0 55148.9 31896 33513.5 21635.4 27713.5 17497.8 14398.3 22040.4 8298.61 5800.01 13923 14882 7158.32 13740.1 9347.5 4392.57 7712.39 4637.46 12133.1 8334.35 10068.8 1366.18 2755.43 6383.43 5078.22 6454.65 6099.66 5688.3 5392.03 +internal_count=669980 244829 425151 115463 129366 96893 278423 146728 78692 92038 18570 73868 54623 24069 50726 33863 16863 55498 15227 65330 44102 137820 6938 43574 47074 16046 70036 54690 41828 39892 is_linear=0 shrinkage=0.1 @@ -791,18 +791,18 @@ shrinkage=0.1 Tree=41 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 1 1 0 1 1 0 5 1 7 8 12 8 8 5 8 3 2 7 0 11 2 10 7 6 2 -split_gain=7151.72 814.174 573.461 182.809 150.13 68.73 53.7992 38.7356 34.4115 29.3124 28.317 27.4587 25.6779 20.16 17.0101 16.6899 25.6586 39.546 16.6684 16.4694 25.1041 22.488 19.5231 16.3302 24.3002 15.9517 18.0644 15.9218 15.7701 15.7673 -threshold=0.020408775773148116 0.44881649115884098 0.0038503149877588496 0.076216061379914976 0.89595482816428185 0.0098025105047879185 0.0011070650392843091 0.069465387068642623 0.71441489371405154 0.19918800890047902 0.074025903602859752 0.10912698412698414 0.032574842893888067 0.62828947368421062 8.5000000000000018 1.0000000180025095e-35 42.500000000000007 39.500000000000007 0.29285714285714287 27.500000000000004 0.68940008758646909 0.65996978046282628 0.21980676328502416 0.85047796067219228 1.0000000180025095e-35 0.0088980015597548198 1.0000000180025095e-35 0.27429467084639503 0.54195804195804198 0.0085461920867191069 +split_feature=1 1 1 1 0 3 5 1 2 5 1 1 1 8 2 8 3 8 2 1 0 5 10 2 10 1 1 1 9 0 +split_gain=5876.63 424.656 417.975 127.618 88.2571 48.2147 41.448 40.5604 39.0062 34.634 34.0245 32.7299 29.5318 29.1478 30.3313 29.1056 25.388 23.3701 25.0611 25.9782 25.2931 23.3675 23.3667 23.297 21.7731 20.9802 20.7424 19.0939 18.1204 35.3137 +threshold=0.021147710833932649 0.0038503149877588496 0.093430766448540301 0.84264757925280087 0.046930827407859387 0.66601876887694067 0.38750000000000007 0.0098025105047879185 0.0088980015597548198 0.42261904761904767 0.0068441378727288294 0.0011070650392843091 0.3107510975013113 29.500000000000004 0.021024158915393363 8.5000000000000018 0.93909419801348526 45.500000000000007 0.18719111932428459 0.063047552936575268 0.069465387068642623 0.24264705882352944 1.0000000180025095e-35 0.01854295618099824 1.0000000180025095e-35 0.033976680187033474 0.045242535598563609 0.93351929817756518 1.0000000180025095e-35 0.057845500091095341 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 6 12 8 7 -1 11 27 -5 13 -4 -2 18 -12 16 17 -6 25 23 21 -21 -23 -14 -25 26 -7 -3 -11 -29 -right_child=1 4 5 9 15 10 -8 -9 -10 28 14 -13 19 -15 -16 -17 -18 -19 -20 20 -22 22 -24 24 -26 -27 -28 29 -30 -31 -leaf_value=-0.09129664979769532 -0.0033984316052970281 0.059440664649242872 -0.039660579301608816 0.029277466552238337 0.082947517677830887 0.014462869665139806 -0.073294297411542295 -0.061674799252151628 0.074178696888283699 0.04534669958667762 0.3618215189903411 0.038095826982606697 0.020674959494174694 -0.045676680211924586 -0.036121384104439075 0.11112085019201463 0.13298959493381271 -0.045444793965645963 0.070228913732264406 -0.0059140161622315592 0.029140463261304629 0.024178657811687612 0.14390959384074384 -0.0038505875138298024 0.14340770750918044 -0.012113224598821644 0.16397412808747849 0.21327161375377468 0.0056068243404968233 0.033046834458417072 -leaf_weight=3008.063412996009 1336.3952360935509 1838.9841777086258 1753.6108179427683 2890.4180483072996 237.14893859624863 36.184462029486895 3704.2852778062224 1069.5284404810518 1915.2203096747398 2570.9742351993918 1.0753819495439518 46.623308291658759 995.12428599968553 156.57001465186477 940.36341372877359 905.05230148136616 85.520714446902275 26.689579635858536 27.12768017500639 933.92060590907931 368.0279062576592 73.399607192724943 16.721205249428749 19.308920029550791 26.703296136111021 926.6165425889194 10.404967386275528 4.9270160794258109 103.89273362606764 329.0282828360796 -leaf_count=161557 31321 8839 65336 31604 1005 912 182372 46203 7840 17730 37 1497 16799 4542 32580 3865 367 110 502 16909 6087 1322 289 308 420 26899 235 23 834 1636 -internal_value=0 0.0425596 -0.0622993 0.0247418 0.073692 -0.0365442 -0.0813618 -0.0466018 0.0644063 0.036259 -0.0227891 -0.0376468 0.0077382 -0.0123098 -0.0356668 0.103954 0.0853888 0.0699595 -0.00708733 0.0138548 0.00673984 -0.00131067 0.0463938 0.023368 0.0816111 -0.00924248 0.0478537 0.0557929 0.0438032 0.0357058 -internal_weight=0 14677.5 11680.5 9334.89 5342.57 4968.11 6712.35 2869.76 4088.16 5565.29 2098.34 1800.23 3769.6 1156.9 941.439 1254.41 349.359 263.839 1000.33 2433.21 1392.07 1024.04 90.1208 1041.14 46.0122 973.206 46.5894 2172.94 2674.87 333.955 -internal_count=669980 147308 522672 123623 23685 178743 343929 113036 18338 50168 65707 66833 73455 33090 32617 5347 1482 1115 28548 42134 24607 18520 1611 17527 728 28046 1147 10498 18564 1659 +left_child=1 11 5 9 6 13 8 -6 -3 12 -10 -1 -4 14 -2 22 -13 23 28 20 -20 26 -9 24 -7 -25 -15 -5 -19 -30 +right_child=2 4 3 27 7 17 -8 15 10 -11 -12 16 -14 21 -16 -17 -18 18 19 -21 -22 -23 -24 25 -26 -27 -28 -29 29 -31 +leaf_value=-0.067913523859065281 0.10065041927987235 0.030896133886205115 0.033870831832627436 0.060469920532013027 -0.04861805017464188 0.035833121200630709 0.074913828882054709 0.67286432875985946 -0.032570843366602757 0.063586786567663464 -0.011094144410242646 -0.059308395109045092 0.044800436430799485 -0.012266687784768398 0.015442107400496841 -0.027742560726575372 -0.042078116155882285 0.032820915795349098 0.0058929106729134562 0.36214524773671347 0.24954401895365907 0.049950407450398276 0.014248593442551499 0.0024856656293557955 0.11023863917016941 0.027463647908890321 0.0073856765665851398 0.079038548217844631 0.095052019488975931 0.59697466269389998 +leaf_weight=3766.5144343841821 43.18799713999033 160.11360720172524 4350.0510409325361 1657.7507192492485 1887.5193329770118 156.3192564509809 49.575757993385196 1.0658553689718238 1234.0387092176825 668.49037902057171 1833.8906584903598 3980.4743834622204 5726.7741975337267 1089.2097061388195 1277.77525864169 1682.5279858782887 1089.1395290698856 97.060351606458426 10.448095597326761 5.0669038146734229 7.1942361257970324 88.168374415487051 1.0891294851899147 511.8841210976243 52.549909457564354 980.20966715738177 1059.4702497310936 831.5609050989151 10.249434880912302 1.6238255575299252 +leaf_count=161557 611 4832 33294 5140 53353 2380 1006 24 37881 2613 44674 133797 22045 18816 18090 39645 48575 1272 141 27 37 923 26 9423 687 12795 13340 2827 128 21 +internal_value=0 -0.0463659 0.0367104 0.0462709 -0.0276782 0.0132373 -0.0158281 -0.0385511 -0.0172217 0.0415445 -0.0197329 -0.0608526 0.0400823 0.00644958 0.0182279 -0.0272722 -0.0556067 0.0264148 0.0670073 0.162568 0.10525 -0.000506089 0.34 0.0232733 0.054553 0.0188946 -0.00257651 0.0666728 0.0470858 0.163697 +internal_weight=0 15685.9 18625 13234.6 6849.82 5390.42 3277.62 3572.2 3228.04 10745.3 3067.93 8836.13 10076.8 3557.81 1320.96 1684.68 5069.61 1832.61 131.643 22.7092 17.6423 2236.85 2.15498 1700.96 208.869 1492.09 2148.68 2489.31 108.934 11.8733 +internal_count=669980 525370 144610 65919 181441 78691 88393 93048 87387 57952 82555 343929 55339 51780 18701 39695 182372 26911 1626 205 178 33079 50 25285 3067 22218 32156 7967 1421 149 is_linear=0 shrinkage=0.1 @@ -810,18 +810,18 @@ shrinkage=0.1 Tree=42 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 2 2 2 8 2 0 8 4 3 8 8 12 8 12 12 8 8 7 6 10 8 1 3 6 -split_gain=20229.6 3785.42 3016.48 654.943 580.8 371.512 326.071 113.585 97.147 75.2443 74.4322 70.6083 81.7143 70.4457 65.3179 65.1577 58.1455 96.3029 146.886 65.1631 56.1383 52.6379 49.7768 48.911 45.1666 43.6789 75.5746 54.7295 55.1585 43.123 -threshold=0.19821811744301146 0.68566772543908749 0.037748234010595648 0.44139309176609126 0.87874295660046342 0.080488095919491423 0.012927214920130917 0.29246403914571834 0.79860730204461627 39.500000000000007 0.93042944834295571 0.045549642211175162 32.500000000000007 0.45993589743589752 0.29571104813622623 39.500000000000007 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 39.500000000000007 26.500000000000004 0.58114035087719318 0.35924528301886799 1.0000000180025095e-35 28.500000000000004 0.0075011363919761558 0.2161759166778425 0.47493734335839605 +split_feature=2 2 2 2 2 2 2 1 2 0 6 8 10 1 1 8 12 8 12 3 6 8 12 12 6 2 8 8 8 0 +split_gain=8954.81 1623.34 1525.43 392.305 229.063 190.049 179.479 78.4587 76.7456 69.0404 66.773 56.4524 52.4717 50.4797 45.9847 53.8667 71.5283 119.336 57.9372 55.3256 40.4784 39.7893 42.2156 35.5883 35.1786 30.4647 30.1877 35.7699 29.9498 30.0893 +threshold=0.17632637931153258 0.72197306969910191 0.032771448754213887 0.37508427056849925 0.89997631836292835 0.080488095919491423 0.0092555391706332351 0.021922315374288476 0.53795445458126057 0.030579989629427123 0.31698564593301443 39.500000000000007 1.0000000180025095e-35 0.014721853985668776 0.150473615325075 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.03937686376418139 0.46410256410256417 28.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.47493734335839605 0.94127117011010453 47.500000000000007 45.500000000000007 40.500000000000007 0.0057466159744883156 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 6 7 8 21 -1 24 29 14 -6 20 -13 15 -7 -14 19 18 -18 -8 23 -4 -22 -5 -2 27 -27 -9 -29 -3 -right_child=1 4 5 11 10 9 16 25 -10 -11 -12 12 13 -15 -16 -17 17 -19 -20 -21 22 -23 -24 -25 -26 26 -28 28 -30 -31 -leaf_value=-0.094341582460671078 -0.0038213706055164318 0.046169733605809143 -0.050892023159473068 0.048797257561940276 0.082856479454203436 -0.0097691970094079192 -0.084619548939073905 0.02247160076073124 0.066002244199485388 -0.014581224542454056 0.10313903073323197 0.039032484400757017 0.0043223756761315386 -0.0064484147877266794 -0.031525955802911031 0.028559584832464281 -0.028712940119923449 -0.077280604432637637 -0.084366997399917709 -0.06473240389718582 0.0049783759368068276 -0.036763336349374676 0.036471679503605949 0.024650532959341238 0.015756008565721565 0.029918033891423185 -0.0087273743140510503 0.025672985282134499 0.0026510970664263313 0.063996031082568947 -leaf_weight=8996.088023006916 8898.3716197162867 6886.8632508069277 5713.9318908005953 4454.1143882125616 4910.7742862552404 1702.9324672073126 3115.5032355338335 5537.500658467412 6346.3959948420525 9350.7153548598289 2864.8378076553345 3645.718553096056 1355.4382204860449 836.44123946130276 7274.0678212344646 6104.9480145275593 1585.9076328128576 1622.3918682560325 676.52762327343225 3496.9853678047657 776.73118691146374 4896.6571593135595 1418.2302523553371 1033.5056054741144 1358.3321509063244 680.11049152910709 1977.0639949142933 1388.4052496254444 4155.7736383825541 1690.0316472053528 -leaf_count=92898 46121 27601 44795 18400 21077 10569 28804 25139 26037 56357 13204 15160 5669 3543 46102 25431 11868 14546 6257 30909 3218 34272 5877 4298 6870 3172 9264 6461 19281 6780 -internal_value=0 0.0350498 -0.0499634 0.0178156 0.068169 -0.0294804 -0.0803707 0.00673413 0.0566227 -0.0208593 0.0903294 0.0313648 0.0265539 0.0210707 -0.0273987 0.0241561 -0.0683978 -0.0586878 -0.045355 -0.0741023 0.0388433 -0.0443718 0.0253271 0.0442496 -0.00122867 0.0126787 0.00116402 0.0154398 0.00841637 0.0496823 -internal_weight=0 66319.6 48431.7 43620.7 22698.9 28938.3 19493.4 23995.6 14923.3 18327.7 7775.61 19625.1 11942.5 8296.83 8977 7460.39 10497.3 3884.83 2262.44 6612.49 7682.58 10610.6 2194.96 5487.62 10256.7 13738.9 2657.17 11081.7 5544.18 8576.89 -internal_count=669980 292603 377377 197904 94699 192095 185282 116308 60418 113028 34281 81596 49803 34643 56671 31100 92384 32671 18125 59713 31793 79067 9095 22698 52991 63317 12436 50881 25742 34381 +left_child=2 3 6 10 12 7 -1 11 -5 21 13 23 20 -2 15 18 17 19 -8 -17 -3 22 -7 -4 26 -6 27 -10 29 -13 +right_child=1 4 5 8 25 9 14 -9 24 -11 -12 28 -14 -15 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.067441420756558623 0.004285854364918908 0.034535550524384187 -0.037718564384814759 0.013853688081028838 0.052705715235676104 -0.024051522011423618 -0.059264283106368124 -0.03873805346530676 0.020208375411494475 -0.018150575655378486 0.013957544592020735 -0.0064529192933926371 0.017040878503112606 -0.0052998371962786114 -0.061310837691322832 -0.047486084862044808 -0.051399274602936244 -0.056975722903922582 -0.04099815352262115 0.0020053963454475516 0.046155528880620196 -0.0015974098924607671 -0.0011231714472945348 -0.021341448973888948 0.031888758567769709 0.067224118147550208 0.043366496931856117 -0.079515933271556385 -0.03667785282156668 -0.023429027356659596 +leaf_weight=6548.325095936656 14184.974514663219 13010.395409196615 2795.9433385357261 18653.306995809078 5068.2398886680603 2054.2055803388357 3308.5357949584723 4332.3521482795477 14958.770596534014 10245.22379642725 4442.8191705942154 2923.3059355914593 1395.9736585915089 8966.3952926546335 1914.0137336403131 277.44795042276382 1530.2075954675674 710.91517290472984 3654.4838887229562 1215.0983494445682 3895.4684852063656 6214.0709626078606 1318.4076158255339 2525.3498930409551 3527.726287573576 2021.8838512301445 572.46274828910828 36.054676741361618 578.25789761543274 1624.171245649457 +leaf_count=69171 54404 40799 19842 60678 18417 11251 29978 24921 45452 48385 16482 16878 4270 34838 12099 1918 13303 6308 31275 8156 12390 30655 7089 17176 10627 8056 1728 110 3891 9433 +internal_value=0 0.0201291 -0.0313715 0.0117909 0.0415861 -0.01884 -0.0540099 -0.0274238 0.0184157 -0.0124431 0.0027283 -0.0227318 0.0356744 0.00057337 -0.0470354 -0.044481 -0.0347901 -0.0232557 -0.0496775 -0.00719453 0.037213 -0.00634359 -0.0150885 -0.0299464 0.0228723 0.0568459 0.020829 0.0199686 -0.0152419 -0.0125161 +internal_weight=0 90734.5 53770.3 65342.5 25392 34611.3 19159 14779.4 37748.3 19831.9 27594.2 10447 18301.8 23151.4 12610.7 10696.7 3733.67 2203.46 6963.02 1492.55 16905.9 9586.68 3372.61 5321.29 19095 7090.12 15567.3 14994.8 5125.74 4547.48 +internal_count=669980 308251 361729 224319 83932 189521 172208 92141 118595 97380 105724 67220 57459 89242 103037 90938 29685 16382 61253 10074 53189 48995 18340 37018 57917 26473 47290 45562 30202 26311 is_linear=0 shrinkage=0.1 @@ -829,18 +829,18 @@ shrinkage=0.1 Tree=43 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 3 3 3 3 0 8 3 10 3 8 12 8 0 8 6 8 8 0 4 0 3 12 3 4 8 -split_gain=34977.6 5900.65 4397.7 812.124 750.132 664.49 414.147 127.456 113.535 95.5604 95.0785 89.0637 86.5553 83.6192 74.5172 70.9283 70.1887 68.3661 67.2088 61.3122 59.5026 57.4206 57.382 57.3144 56.9617 55.7681 54.1679 54.0299 52.5335 51.2651 -threshold=0.67354828646106291 0.18261878829785488 0.94723181509886289 0.37165386310456511 0.068719394421546107 0.84634042001481058 0.980815296117445 0.53447900649641034 0.10431725392723669 0.017989365708982907 25.500000000000004 0.032286757670179626 1.0000000180025095e-35 0.78484206800563883 31.500000000000004 1.0000000180025095e-35 40.500000000000007 0.002347272037142648 40.500000000000007 0.35504201680672276 45.500000000000007 45.500000000000007 0.14335164815645299 0.16823899371069184 0.028165631713550725 0.98977190391780401 1.0000000180025095e-35 0.25674287245421473 0.04210992907801419 58.500000000000007 +split_feature=3 3 3 3 3 3 3 3 3 8 3 0 8 0 3 10 8 0 7 0 2 3 12 7 7 4 8 6 8 8 +split_gain=13810.7 3228.3 2320.45 527.851 429.381 331.067 250.07 83.8366 67.9551 63.838 61.5459 54.4884 51.4391 57.4374 49.9654 48.8589 48.6559 48.091 47.0687 45.5576 44.612 43.5487 42.8174 42.4915 35.7679 35.7416 35.0136 29.5321 33.2369 27.5486 +threshold=0.53447900649641034 0.94723181509886289 0.16167077779508179 0.82310755265226121 0.057177059790092168 0.980815296117445 0.27554835801862992 0.10431725392723669 0.88875097555938487 40.500000000000007 0.71156364896724567 0.1109643272475747 31.500000000000004 0.002347272037142648 0.98977190391780401 1.0000000180025095e-35 45.500000000000007 0.061437052533743111 0.47559523809523813 0.088877665623056365 0.035651653294904558 0.032286757670179626 1.0000000180025095e-35 0.58114035087719318 0.57518796992481214 0.44017094017094022 40.500000000000007 0.67870967741935495 45.500000000000007 17.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 5 12 11 13 14 20 -6 10 26 -1 16 -2 17 18 19 -4 -16 27 24 23 -14 -10 -5 -8 -7 -3 -26 -18 -right_child=2 3 6 7 8 9 25 -9 21 -11 -12 -13 22 -15 15 -17 29 -19 -20 -21 -22 -23 -24 -25 28 -27 -28 -29 -30 -31 -leaf_value=-0.10754070619696335 0.015463523893592993 -0.034650362710188266 0.094759489949259826 -0.0030648896618521472 -0.071894583595551523 0.070777615891037399 0.095749898312559853 0.0011609495656386393 -0.05309172735678741 0.034532255369824703 0.045952462827337878 -0.08845472774932743 -0.029776981424233896 0.029735108236227187 0.048743619107982611 0.081561218689356091 -0.071753382054678252 0.074171579877905985 0.083218496179757698 -0.04402263231090324 -0.045852451981844441 -0.089722234715140958 -0.059781798993519368 -0.072474367718728783 -0.014314613613212053 0.10906214252024866 0.050909313206759871 -0.021476664942433187 -0.040632324914189458 0.039587099471951701 -leaf_weight=3253.7640928924084 10014.591208025813 5566.9826536178589 3191.0689403712749 4519.3165989816189 8558.8075170516968 3396.6559749245644 5564.0580315887928 11052.980855226517 10960.398956418037 3594.110094204545 8242.03048633039 9835.9078710973263 935.20472770929337 6957.7821660637856 2131.1947914361954 2246.182780995965 594.61202321946621 3261.4277055710554 769.71868760883808 2646.5434605777264 542.7987817376852 519.02066656947136 2001.3787609934807 1772.2762350738049 7108.2820544242859 7243.8595354557037 2302.3231987208128 7063.4599136561155 849.07094061374664 44.44485604763031 -leaf_count=18534 42666 23713 20102 18128 42085 18040 36846 44908 49780 17697 41451 52549 3930 31636 11487 13446 2713 19251 4595 11048 2194 2530 8561 8451 28506 50520 12075 28925 3422 191 -internal_value=0 -0.0437372 0.0583967 -0.0189089 -0.0742746 0.035419 0.0908825 -0.00673633 -0.062917 0.0490713 0.0528196 -0.093199 -0.0344517 0.0213141 0.0771948 0.0682207 -0.0315412 0.0843533 0.0578911 -0.030183 -0.0134408 -0.0571186 -0.0502263 -0.0557896 -0.0120307 0.103279 0.062751 -0.0272831 -0.0171228 -0.0640099 -internal_weight=0 77825.3 58915 42925.1 34900.2 34507.5 24407.5 24072.4 21810.5 17535.1 13941 13089.7 18852.6 16972.4 11599.6 5147.1 15916 6452.5 2900.91 15277 13019.5 13251.7 2936.58 12732.7 12476.7 12807.9 5698.98 12630.4 7957.35 639.057 -internal_count=669980 350168 319812 176239 173929 163565 156247 97158 102846 89263 71566 71083 79081 74302 68881 29528 66590 39353 16082 63686 52250 60761 12491 58231 50056 87366 30115 52638 31928 2904 +left_child=2 3 4 10 21 12 9 17 -5 11 25 -4 13 -3 -7 20 19 -6 -10 -9 -8 -1 26 -22 -12 27 -14 28 -2 -21 +right_child=1 5 6 8 7 14 15 16 18 -11 24 -13 22 -15 -16 -17 -18 -19 -20 29 23 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.072544570084128776 0.0058972250108169227 0.060777617113742813 -0.016119082798886433 0.019992421091279189 -0.038052047544167862 0.061415982271898789 0.021316395600733243 -0.02545280014892079 0.027536248995883719 -0.052903074609139601 0.0093827472250146149 -0.027665308504820997 0.025825498193840942 0.042779117748582535 0.0738082304929467 -0.019153405397498723 -0.065368088523560589 -0.050219953747050176 0.042033727897932541 -0.048450455972692132 -0.0091773515578495741 -0.059354697330637744 0.04888195858532781 0.0021795386571765913 0.023085301317436985 -0.017598976422642354 0.049374381194912553 -0.010960701684845406 -0.014545598546961559 -0.03465721988595459 +leaf_weight=3674.8860867619514 16098.52675974369 3451.0551959276199 7633.871921390295 11207.585956826806 5085.0341130048037 5859.0525970607996 556.15287283062935 4540.2450972497463 11141.857755690813 711.17691931128502 11969.902430713177 8797.2131097912788 2569.9740225821733 3646.5437786281109 7316.7702983766794 3600.6955483853817 495.77723291516304 8991.6195675432682 2802.8399552851915 1920.4356835335493 20250.242963060737 7850.9708756804466 2480.5429362952709 3934.5516228675842 2265.5304453372955 816.5439310669899 837.02808685600758 1263.5665438175201 836.64779534935951 5885.9766390770674 +leaf_count=18534 49495 20102 25141 42050 21647 36846 1686 16771 48020 2618 40078 29867 11487 19251 50520 11147 1967 36189 12322 6993 62051 36798 13446 11988 7643 2483 4595 3849 2533 21863 +internal_value=0 0.0279364 -0.0293234 0.0148596 -0.0474093 0.0571299 -0.0140364 -0.040494 0.0257903 -0.0235705 0.00659108 -0.0223009 0.0457981 0.0515305 0.0682976 -0.00826976 -0.0346513 -0.0458244 0.0304502 -0.0334179 -0.0066858 -0.0635601 0.0388876 -0.00732973 0.0115635 0.0028686 0.031611 0.00378694 0.00488729 -0.0380505 +internal_weight=0 84564 83928.9 58403 38444.9 26161 45483.9 26919.1 25152.3 17142.3 33250.7 16431.1 12985.1 7097.6 13175.8 28341.6 12842.4 14076.7 13944.7 12346.7 24740.9 11525.9 5887.55 24184.8 14235.4 19015.3 3407 18198.7 16935.2 7806.41 +internal_count=669980 364720 305260 208473 160762 156247 144498 105430 102392 57626 106081 55008 68881 39353 87366 86872 47594 57836 60342 45627 75725 55332 29528 74039 47721 58360 16082 55877 52028 28856 is_linear=0 shrinkage=0.1 @@ -848,18 +848,18 @@ shrinkage=0.1 Tree=44 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 0 0 0 10 4 0 1 3 10 10 8 8 0 4 7 1 8 1 9 4 4 3 12 1 -split_gain=13853.6 1949.53 1276.37 430.534 366.829 205.937 113.825 88.6938 70.711 59.4102 53.5204 53.3888 48.3111 47.4039 45.0848 42.8043 40.5124 40.3687 38.2974 37.0209 37.218 36.8552 34.9454 32.8509 33.3303 30.1896 29.8728 29.7661 32.7691 31.4103 -threshold=0.045549642211175162 0.37535227617836248 0.0070129444789225346 0.82146664024750038 0.12987652736348673 0.018943607912878153 0.0021888403176580956 0.61669938701511817 0.21392208293850654 1.0000000180025095e-35 0.51224489795918371 0.94689973200461208 0.0013549091631754483 0.68940008758646909 1.0000000180025095e-35 1.0000000180025095e-35 41.500000000000007 10.500000000000002 0.074025903602859752 0.09449404761904763 0.04083333333333334 0.0031893408409586648 35.500000000000007 0.081307628989831696 1.0000000180025095e-35 0.93541666666666679 0.39565217391304358 0.080939212771562727 1.0000000180025095e-35 0.027442770971085804 +split_feature=0 0 0 0 0 4 0 0 10 4 3 3 2 8 0 3 9 3 8 4 3 8 12 0 1 3 1 0 8 8 +split_gain=9016.77 912.231 817.461 256.91 111.541 110.478 105.727 89.8499 64.6277 46.4957 46.9805 42.7318 42.5153 41.4101 39.0564 38.3597 38.1384 36.8919 36.5815 35.061 34.2827 33.488 31.2302 29.5716 29.3261 28.8802 27.5365 27.1548 25.1483 29.781 +threshold=0.045549642211175162 0.21392208293850654 0.010383107181019525 0.82146664024750038 0.0025170627299014267 0.14642857142857144 0.1109643272475747 0.020432912037279913 1.0000000180025095e-35 0.09449404761904763 0.81805419183388917 0.85475077153889278 0.12015457009609948 25.500000000000004 0.94689973200461208 0.88532371616891192 1.0000000180025095e-35 0.068719394421546107 39.500000000000007 0.27097902097902099 0.92804678448977718 45.500000000000007 1.0000000180025095e-35 0.0051892025431287681 0.0060012340201045069 0.035965260822940534 0.0017130722064408758 0.074025903602859752 16.500000000000004 38.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 7 10 13 -1 9 -6 -3 12 -5 -2 -4 18 16 17 -7 -14 20 -10 -19 -9 24 -16 -12 -17 -24 -29 -30 -right_child=1 3 5 11 8 15 -8 22 19 -11 25 -13 14 -15 23 26 -18 21 -20 -21 -22 -23 27 -25 -26 -27 -28 28 29 -31 -leaf_value=-0.096648455076172396 -0.027322170325030704 0.037419618019434678 -0.061915291284679888 0.083605007448489629 0.017198436710044177 0.12379514701580643 -0.076442970925521381 0.048714868583639243 0.03146294706566468 0.054816087021526808 0.082785575923812332 0.11713527472384087 -0.010561371984366425 -0.044726055414763731 0.035190742489234879 -0.010852146376042829 0.0053559265196111965 -0.044818228496361676 0.0037190200554366747 0.046124511634594127 0.011011206392143551 -0.027665290067028794 0.075908349082767196 -0.016905218984919975 0.0039066392490664723 0.020251430677653046 0.084159290323104666 0.04892096067640396 0.10832093174136614 0.058208583289647377 -leaf_weight=5820.6924885548651 646.19542267173529 5234.1871678084135 3312.277978811413 3190.1657973378897 6245.9317682534456 16.303024835884571 5351.1605996377766 1669.7935609519482 5694.7700869888067 3141.1884300708771 103.16357551515102 557.92123413085938 3231.9975478723645 3111.4307904131711 806.7226255312562 767.60704495757818 284.82124188914895 1949.6635970883071 4482.6195144951344 1402.170157507062 1054.5775366276503 3503.6784360408783 1676.7509759664536 257.23540776968002 589.35524377971888 306.76132925599813 34.583025209605694 1294.9021535217762 211.53549303114414 306.03160892426968 -leaf_count=130013 5848 23429 54933 13346 39413 211 105755 6793 29963 13165 702 2524 32562 51128 5884 8571 3497 26152 36327 6494 5651 44531 6754 1920 4584 2126 360 5253 854 1237 -internal_value=0 0.0328157 -0.0621909 0.0586035 0.0148604 -0.040864 -0.0869703 0.0502976 0.0252045 0.0439442 0.000573378 0.0885962 -0.000876351 -0.0535894 0.000947869 -0.0283966 -0.0314133 -0.033328 -0.00226367 0.0313391 0.0282674 -0.0337978 0.0606121 0.0159334 0.0219841 0.0359891 -0.00675613 0.0663055 0.0574218 0.0786901 -internal_weight=0 42104 24152.2 17282.5 24821.5 12980.4 11171.9 13534.4 14397.4 8375.38 10424.1 3748.09 10014.1 6423.71 9367.93 6556.66 5754.47 5469.65 7714.62 8151.52 6749.35 5453.34 5159.01 1653.31 1396.08 409.925 802.19 3489.22 1812.47 517.567 -internal_count=669980 244829 425151 73355 171474 189383 235768 57485 81521 36594 89953 15870 87125 106061 81277 83322 74391 70894 68889 42108 35614 70683 20891 12388 10468 2828 8931 14098 7344 2091 +left_child=2 6 4 5 -1 8 9 11 12 10 17 -4 -3 24 -5 19 22 -2 -15 25 -6 27 -10 -22 -14 -9 -27 -19 -8 -30 +right_child=1 3 7 14 20 -7 28 15 16 -11 -12 -13 13 18 -16 -17 -18 21 -20 -21 23 -23 -24 -25 -26 26 -28 -29 29 -31 +leaf_value=-0.069287991882391056 0.015902927881377038 0.032867171265543768 -0.040282897497920543 0.052134487321472849 -0.056086509134416429 0.042716014246861465 0.0076994048958179536 0.011525628794435505 0.034911062494154196 0.019639110797922535 0.021741500985346284 -0.020528424010857804 -0.0066848405104426162 0.036240802690263717 0.078020851134942254 0.0043232795076325594 0.025449535837694021 -0.012619551230222679 0.020769504936382115 0.0070850724385172238 -0.051112901566074634 0.022157165149608343 0.052083513503105673 -0.029122502241334933 0.016275724571639047 -0.037387809471236537 -0.02110567519119725 -0.00084839728124620382 0.032441367492770136 0.015546941663720074 +leaf_weight=6674.8451941274107 925.73662531375885 3908.584474042058 4556.0440390631557 4077.7148714363575 6861.1147042922676 6097.4985742866993 3095.4948725700378 233.36277528107166 3279.3413593322039 1229.5043525248766 835.31123153865337 1441.4636267349124 693.59397020936012 2062.3716188669205 680.04155105352402 632.09160612523556 2603.7373259216547 3852.3846122846007 5901.6275351345539 409.02978088706732 1570.2253351770341 426.01689180731773 1564.1709135323763 1001.5791527815163 2809.7054622024298 1288.8864662274718 5350.8022279068828 3989.155127748847 1259.6442333757877 6078.0778047591448 +leaf_count=140603 6597 13172 52901 13346 94246 19408 16370 2579 10739 7533 6012 18161 2747 7391 2524 6772 9006 29126 21390 3576 28365 2546 4948 15209 10792 12810 49929 25039 5940 30203 +internal_value=0 0.0239998 -0.0440598 0.0343009 -0.0593956 0.0307584 0.00800607 -0.0263032 0.0275637 0.00128519 -0.000964998 -0.035535 0.0238603 0.0207904 0.0558345 -0.0193072 0.0352099 -0.00302813 0.024776 -0.0213584 -0.0523956 -0.00514788 0.0404568 -0.0425488 0.0117299 -0.0230511 -0.0242663 -0.00663132 0.0152583 0.0184472 +internal_weight=0 55369.7 30019.4 33678.4 16107.8 28920.6 21691.3 13911.7 22823.1 11258.1 10028.6 5997.51 15375.9 11467.3 4757.76 7914.17 7447.25 9193.29 7964 7282.08 9432.92 8267.56 4843.51 2571.8 3503.3 6873.05 6639.69 7841.54 10433.2 7337.72 +internal_count=669980 244829 425151 115463 278423 99593 129366 146728 80185 76853 69320 71062 55492 42320 15870 75666 24693 63308 28781 68894 137820 56711 15687 43574 13539 65318 62739 54165 52513 36143 is_linear=0 shrinkage=0.1 @@ -867,18 +867,18 @@ shrinkage=0.1 Tree=45 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 1 0 1 1 5 1 5 5 1 2 10 0 3 8 8 8 8 3 10 12 0 8 0 8 8 -split_gain=6022.7 708.905 500.483 164.176 144.788 55.9365 54.1357 48.2707 30.9837 30.6399 27.5455 26.1469 22.9199 20.8416 18.531 19.9737 17.9798 18.5703 23.2556 17.0472 20.6919 16.1609 15.6775 26.2611 23.5447 15.2899 15.2779 15.2572 22.1067 15.0915 -threshold=0.018343695040845404 0.44881649115884098 0.0038503149877588496 0.063047552936575268 0.89595482816428185 0.0011070650392843091 0.28236479920600216 0.0076751278807829651 0.71441489371405154 0.29285714285714287 0.150473615325075 0.060661764705882359 0.098387096774193564 0.029901359029765952 0.0081827070792699613 1.0000000180025095e-35 0.26315551235744356 0.28881018432930922 18.500000000000004 41.500000000000007 39.500000000000007 89.500000000000014 0.87805578551011665 1.0000000180025095e-35 1.0000000180025095e-35 0.017989365708982907 41.500000000000007 0.0087133811727134938 66.000000000000014 45.500000000000007 +split_feature=1 1 1 1 0 2 2 1 1 5 1 1 3 0 12 8 8 8 8 5 6 3 8 5 5 10 0 8 8 8 +split_gain=4918.75 399.234 322.738 108.844 85.8982 46.5848 40.7302 39.1139 33.4236 32.1208 31.4321 28.1686 28.0315 25.1824 25.6082 25.9793 43.0168 31.1372 25.2474 22.6071 20.9118 20.7698 19.5386 18.7208 18.5263 17.2913 17.2086 16.8051 18.557 15.8318 +threshold=0.020408775773148116 0.0038503149877588496 0.093430766448540301 0.89595482816428185 0.074025903602859752 0.057785457399805201 0.0088980015597548198 0.0068441378727288294 0.0011070650392843091 0.29285714285714287 0.040936703276809518 0.00954949717793745 0.93909419801348526 0.18014650328211598 1.0000000180025095e-35 40.500000000000007 36.500000000000007 44.500000000000007 35.500000000000007 0.42261904761904767 0.042572463768115944 0.50875813316656548 66.000000000000014 0.10912698412698414 0.22649572649572652 1.0000000180025095e-35 0.27282020261215656 41.500000000000007 39.500000000000007 45.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 5 11 8 -1 7 12 26 10 16 13 25 19 15 -9 -5 18 -18 20 -2 -16 -15 -24 -25 -4 -3 28 29 -7 -right_child=1 4 6 9 -6 27 -8 14 -10 -11 -12 -13 -14 22 21 -17 17 -19 -20 -21 -22 -23 23 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.090149479083925912 -0.00074616112935834192 0.046751220313420133 -0.034712385303358309 0.027003495231682575 0.096360046219940113 -0.066502729988796402 -0.058130843920854103 0.0067844828960253248 0.066451376980367113 0.060762903125124501 0.034857784151782596 0.041074987066738768 0.028653888129471096 0.0045259272490539718 -0.02163205603525678 0.15355312069139904 0.04329508872661289 -0.022283251377005944 0.0035634732800734373 0.034454059967726422 -0.027208943772791663 0.19070687876998738 0.013541714658424256 0.040895989726594785 0.16738429676403488 -0.053904437183461898 0.078290831714295184 -0.077102576882701057 0.33983437789984811 -0.023981086703234202 -leaf_weight=2754.7169464919716 761.27998303249478 2052.9966895282269 814.66962615214288 1689.6057669818401 1219.8671585768461 1477.1613431982696 869.61538098007441 46.057847045361996 1923.6238304525614 319.86223343759775 3404.6445720717311 177.76062010228634 43.973088780418038 1755.6841341890395 1863.7462773136795 11.6096657179296 215.72264112532139 154.09950898960233 464.58262592554092 88.298544988036156 482.91968426853418 3.5912215113639823 223.54747785255313 41.105717200785875 22.922418463975191 846.36503225378692 166.00412014126778 1885.6610298790038 1.3560566268861283 88.464929955080152 -leaf_count=161557 18801 9808 32194 20003 5347 78046 36835 1295 7840 2195 25239 2589 1510 32977 61839 281 2634 2047 6101 1797 12520 18 3833 659 369 36630 690 99597 59 4670 -internal_value=0 0.0368477 -0.0611144 0.0208557 0.0660795 -0.079522 -0.0357207 -0.0303521 0.0571628 0.0306154 0.0289889 0.00369415 -0.0426051 0.00172575 -0.0194995 0.0363321 0.0210723 0.00906205 0.0161622 -0.00800416 -0.0110173 -0.0212237 0.00807104 0.0297144 0.0861795 -0.0444915 0.0491107 -0.0710427 -0.0637505 -0.0641001 -internal_weight=0 15164.5 10707 9802.04 5362.49 6207.36 4499.63 3630.01 4142.62 6248.52 5928.66 3553.52 1705.01 3375.76 1925.01 57.6675 2524.01 834.405 680.305 1332.5 1244.2 1867.34 2043.26 287.576 64.0281 1661.03 2219 3452.64 1566.98 1565.63 -internal_count=669980 155449 514531 131764 23685 343929 170602 133767 18338 58219 56024 73545 70334 70956 63433 1576 30785 10782 8735 33118 31321 61857 37838 4861 1028 68824 10498 182372 82775 82716 +left_child=1 8 5 9 6 -2 25 23 -1 13 24 -6 -10 14 15 16 -4 -17 -16 27 -20 -18 -14 -8 26 -3 -7 28 -9 -12 +right_child=2 4 3 -5 11 10 7 19 12 -11 29 -13 22 -15 18 17 21 -19 20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.06695458185696658 0.030364233539013814 0.01676463879382183 0.038502387496908756 0.065642837581481234 -0.049010550576832269 0.002488175583040559 -0.033472235949374998 -0.0051627141528485755 -0.057990280252789621 0.0556850578395921 0.013336291429453809 -0.028942144356569402 -0.039725781302923334 0.029382654275204687 0.035830758492693869 0.18101789750250574 0.01984091012833902 0.048327539810679686 0.055179674529028513 0.064941400652735445 0.019455688549063682 -0.016218843130208258 0.31974783129529105 0.040924951892884594 0.047903808815448007 0.098749938939133489 -0.01826133852216796 0.025408720088407485 -0.024679147897140256 0.04870151422814066 +leaf_weight=3428.2786531746387 1122.4165165647864 125.82901327498257 1812.8002677038312 1561.653841227293 1455.1668367739767 1402.6171149723232 1330.9345373474061 1138.9889689553529 3724.2621393594891 903.09096726775169 2264.4563027173281 1346.7181876339018 1005.4966625608504 3723.953701660037 1655.9751278758049 18.261261209845543 821.02521644532681 560.24421625584364 1986.9102169200778 39.579494580626488 178.58709537237883 198.31190598756075 1.5143017955124367 34.704944804310799 72.933362636715174 32.335812857374549 558.98936601355672 117.49384415149689 851.36801671423018 134.07831582054496 +leaf_count=161557 16705 3969 8928 5347 43857 24538 42465 28858 133797 3461 28056 33828 48511 22304 7945 64 4091 2334 8952 651 927 1566 64 985 817 878 9891 2725 20527 1382 +internal_value=0 -0.0447237 0.0324354 0.040826 -0.0261786 0.0121657 -0.016115 -0.0183499 -0.0594359 0.037558 0.00755799 -0.0393647 -0.0539878 0.0360638 0.0395041 0.0332053 0.0292608 0.0525161 0.0451257 -0.00993541 0.0522335 0.0128255 -0.0391852 -0.0315816 -0.00158471 0.033526 -0.00342471 -0.0113414 -0.0135108 0.0153132 +internal_weight=0 14632.7 18976.3 13420.8 6473.12 5555.49 3671.23 3513.07 8159.55 11859.2 4433.07 2801.89 4731.27 10956.1 7232.12 3410.64 2832.14 578.505 3821.47 2147.43 2165.5 1019.34 1007.01 1365.64 2034.54 158.165 1961.61 2107.85 1990.36 2398.53 +internal_count=669980 522672 147308 65919 178743 81389 101058 96211 343929 60572 64684 77685 182372 57111 34807 16983 14585 2398 17824 52761 9879 5657 48575 43450 35246 4847 34429 52110 49385 29438 is_linear=0 shrinkage=0.1 @@ -886,18 +886,18 @@ shrinkage=0.1 Tree=46 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 2 2 2 6 8 1 2 10 9 8 12 8 12 1 3 8 10 2 12 8 8 12 8 6 -split_gain=16839.5 3280.73 2696.17 701.956 397.251 356.93 274.414 113.577 88.0778 78.9013 71.9944 63.333 61.4163 60.5581 94.474 57.9979 97.6386 147.466 57.2385 56.6688 52.377 52.2195 48.1933 47.8388 46.0699 75.4174 44.4962 44.2195 46.1566 41.4583 -threshold=0.19076083981042186 0.62570734528967364 0.03369196482344778 0.85473614589076297 0.35610933075600715 0.080488095919491423 0.011239401872280804 0.9132818566857771 0.76468729250686385 0.57518796992481214 47.500000000000007 0.0088597918812833628 0.13036083846117988 1.0000000180025095e-35 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.011462696706274976 0.15047119230227432 39.500000000000007 1.0000000180025095e-35 0.50760144110495231 1.0000000180025095e-35 40.500000000000007 28.500000000000004 1.0000000180025095e-35 23.500000000000004 0.67204301075268824 +split_feature=2 2 2 2 2 2 2 1 0 6 2 10 0 8 2 8 1 8 12 8 12 3 1 8 8 8 12 9 9 12 +split_gain=7022.04 1329.46 1240.97 308.859 239.276 152.615 151.778 85.1939 70.464 66.6627 59.3189 51.7789 50.9903 49.7478 39.5138 39.2591 39.251 43.7005 61.1713 104.608 54.6693 50.6441 38.1898 62.7251 40.3611 34.6156 46.8499 33.7983 32.1428 31.4571 +threshold=0.16001644067301837 0.61676732637305076 0.02915937028640983 0.86323969273790258 0.29780391340468032 0.071628437933621544 0.0092555391706332351 0.021922315374288476 0.030579989629427123 0.59041394335511999 0.93042944834295571 1.0000000180025095e-35 0.041695003880845613 39.500000000000007 0.78153987163609162 30.500000000000004 0.12690390494205708 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.041162931593119165 0.005740786649956176 47.500000000000007 32.500000000000007 26.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 8 19 21 -1 -5 -3 10 13 -12 -7 23 -15 18 17 22 -8 -2 -21 27 -17 -6 25 -23 -16 -4 -29 -10 -right_child=1 3 5 7 9 12 15 -9 29 -11 11 -13 -14 14 26 16 -18 -19 -20 20 -22 24 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.093571769661330198 0.0064886284254788307 0.040440864472802096 -0.057447935377132844 0.069620280862189521 0.016453855446053968 -0.02553412164182094 -0.083945986613109952 0.09159878985574274 0.051929646038872346 0.038056731924882098 0.077548705894884495 0.019423597168760111 -0.013571512344154664 -0.0074824815748013446 0.045064656945086774 -0.014300689356286504 -0.076848063219938534 -0.082621124742158714 -0.064779299764536696 0.013809326618729918 -0.0088439073060570372 -0.022269277759024105 -0.059998381436169181 0.027676051522866299 -0.048885469529318548 -0.060594132967449588 0.012266485248112968 -0.032964175387275946 -0.059352590835761755 0.07470478686597333 -leaf_weight=7350.4615557268262 9948.8759683221579 10474.867009609938 2981.3320435360074 4931.2628896534443 9080.8254551142454 8781.8599401861429 2928.7311025038362 4493.9618639945984 6127.1605326980352 2597.6308778226376 394.25943952798843 357.37947574257851 8393.810600951314 2058.6389175653458 638.7409730553627 1051.5187936797738 1508.9256351664662 640.25994362682104 3329.2887692153454 1223.9521682709455 6144.9503476172686 3005.5757728517056 295.67221426963806 6530.2992935329676 1671.2296556085348 619.25692485272884 1173.744030892849 2301.8807824030519 930.89173403382301 919.16406072676182 -leaf_count=82447 49679 42060 24867 21188 39889 58032 29197 21015 24978 10765 1661 1527 49869 9064 2718 8291 14594 6382 31486 6221 31241 20034 2380 26831 13180 5137 5110 18741 7613 3783 -internal_value=0 0.0311023 -0.0475569 0.0580937 0.0129868 -0.0288194 -0.0789807 0.0800997 0.046256 0.0216499 0.0195436 0.0499121 -0.019688 0.0183719 0.00717586 -0.0679856 -0.0576695 -0.0431086 -0.0737492 0.00156551 -0.00508127 -0.0424456 -0.0243301 0.0211482 -0.0351495 -0.0288166 0.0238249 -0.0486638 -0.0405628 0.0549006 -internal_weight=0 67095.7 45790.7 26946.4 40149.3 28685.8 17104.9 9425.22 17521.2 22831.5 20233.9 751.639 17175.7 19482.2 3871.12 9754.4 3496.38 1987.45 6258.02 17317.8 7368.9 11510.2 1347.19 15611.1 5296.06 3624.83 1812.49 6214.1 3232.77 7046.32 -internal_count=669980 297730 372250 113024 184706 197473 174777 42203 70821 97565 86800 3188 107901 83612 16892 92330 31647 17053 60683 87141 37462 89572 10671 66720 38351 25171 7828 51221 26354 28761 +left_child=2 4 6 11 12 7 -1 13 25 22 -5 14 -2 29 -3 -13 17 20 19 21 -8 -19 23 -6 27 26 -7 -24 -10 -4 +right_child=1 3 5 10 9 8 16 -9 28 -11 -12 15 -14 -15 -16 -17 -18 18 -20 -21 -22 -23 24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.065124328573941029 0.0051610653267391117 0.024840715097635326 -0.036186675343205944 0.041828194590569433 0.013441786194313982 -0.02436254993940002 -0.057830207759917901 -0.039065395741982874 -0.020755257301775621 0.024750142145633973 0.058223620052197833 0.028554000230958221 -0.0049498536835679043 -0.013986933429104939 0.033729876814898356 0.0046700041800147619 -0.05913362569714669 -0.045447223257258751 -0.049603911185549417 -0.055152089663136943 -0.038274241959937602 0.00665400336908511 0.011805771231769201 0.048261482101074171 0.0042629519534810572 -0.0022701268482695587 -0.0003807107578932509 0.035827749808392886 -0.00037212145672475919 -0.020158079347160036 +leaf_weight=5880.0311823114753 8384.9248907417059 14250.337051391602 2549.085725709796 7377.153567045927 15422.239753589034 2043.9697378277779 2700.4972058981657 3892.6439508348703 8419.269317060709 4008.3626151680946 3148.545712813735 1112.5425708293915 12310.88205704093 4570.2512169629335 7704.1637023985386 1804.4549469947815 1658.4168448895216 232.036725461483 1244.5418074205518 588.11130803823471 3037.2864987403154 952.04849445819855 5247.6010358929634 535.31600281596184 11149.097356393933 6264.1813107728958 1354.3636372834444 659.28850382566452 851.92911073565483 2356.1590460985899 +leaf_count=69171 34255 43044 19893 26223 50288 12002 26966 23776 41548 12609 13204 3369 49800 28599 24514 5469 11219 1732 11871 5730 28215 6718 17348 1700 37088 32224 7676 2165 4257 17307 +internal_value=0 0.0171156 -0.0297794 0.0323736 0.00775817 -0.01843 -0.0522803 -0.0266103 -0.0126543 0.0125722 0.0467325 0.0262969 -0.000853406 -0.0214936 0.0279601 0.0137794 -0.0450275 -0.0423553 -0.0326114 -0.0206783 -0.0474783 -0.0035559 0.0110936 0.0146099 0.00780376 -0.00667864 -0.0148049 0.0144869 -0.0188823 -0.0284876 +internal_weight=0 93114.9 48594.8 35397.2 57717.7 32301.9 16293 13368.1 18933.7 37021.9 10525.7 24871.5 20695.8 9475.5 21954.5 2917 10412.9 8754.52 3016.74 1772.2 5737.78 1184.09 33013.5 15957.6 17056 9662.51 3398.33 5906.89 9271.2 4905.24 +internal_count=669980 321076 348904 115823 205253 187282 161622 89575 97707 121198 39427 76396 84055 65799 67558 8838 92451 81232 26051 14180 55181 8450 108589 51988 56601 51902 19678 19513 45805 37200 is_linear=0 shrinkage=0.1 @@ -905,18 +905,18 @@ shrinkage=0.1 Tree=47 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 3 3 3 3 0 10 8 3 0 7 12 8 8 8 4 3 2 8 1 4 0 1 7 3 8 -split_gain=29216.5 5356.87 3864.24 736.641 720.672 521.246 418.665 145.504 131.632 104.273 71.3171 71.2944 69.6086 67.2597 67.1911 66.2975 64.5773 61.9448 59.3275 59.1141 58.0093 57.743 65.6672 57.5969 54.9631 54.0863 53.3735 51.5618 47.5107 46.3088 -threshold=0.68940008758646909 0.18261878829785488 0.94723181509886289 0.44281340144209619 0.062845797326211539 0.87445108558593254 0.980815296117445 0.30267199479350998 0.10431725392723669 0.028165631713550725 1.0000000180025095e-35 31.500000000000004 0.032286757670179626 0.0028765035502286468 0.47559523809523813 1.0000000180025095e-35 40.500000000000007 40.500000000000007 16.500000000000004 0.16397849462365593 0.98977190391780401 0.18719111932428459 41.500000000000007 0.0071597239060879675 0.19523809523809527 0.088877665623056365 0.27403495618299978 0.73508771929824568 0.57681986020736797 36.500000000000007 +split_feature=3 3 3 3 3 3 3 3 0 7 0 3 8 7 0 8 3 8 2 8 10 7 3 8 12 8 4 8 0 4 +split_gain=10728.9 3087.7 1673.34 506.969 326.399 318.875 214.317 71.5976 68.7099 63.7738 62.5024 52.5964 47.9821 47.5293 45.9552 44.1676 43.5839 39.2416 38.223 36.7073 35.6094 35.3985 34.8198 43.3208 35.8304 33.494 34.2332 32.6616 33.0939 30.484 +threshold=0.46764580164987163 0.94723181509886289 0.13643962650062033 0.82310755265226121 0.980815296117445 0.057177059790092168 0.25053926542558552 0.67354828646106291 0.071715110676333557 0.47559523809523813 0.069465387068642623 0.9912831104059151 41.500000000000007 0.28801843317972359 0.016229848534366209 54.500000000000007 0.032286757670179626 26.500000000000004 0.037748234010595648 42.500000000000007 1.0000000180025095e-35 0.46862745098039221 0.085227728634247588 17.500000000000004 1.0000000180025095e-35 45.500000000000007 0.15239477503628449 45.500000000000007 0.032347618849016789 0.091750841750841763 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 5 7 12 9 11 16 -6 21 27 13 -1 -4 -7 17 24 -13 -11 23 -8 -2 -23 -12 -3 -10 -25 28 -5 -16 -right_child=2 3 6 10 8 14 20 -9 25 18 19 15 -14 -15 29 -17 -18 -19 -20 -21 -22 22 -24 26 -26 -27 -28 -29 -30 -31 -leaf_value=-0.10317699370163146 0.034222355623317421 -0.031542861703481882 0.089215711693183458 -0.0071250905192038099 -0.067932909578150527 0.045027310146506433 0.09195533770591803 -0.019855728076404455 -0.044258182677865514 0.02331742144568489 0.0041741173935025523 0.045045584747509769 -0.085418974773407111 0.06807429923542356 0.076323161154572217 0.077216552131101235 -0.069488516925156604 0.078855533508449788 0.0053078279145647791 -0.063743609484770133 0.10599160355438873 0.022681732274770203 -0.032134803033121793 -0.035471446718472348 -0.053463562700955584 -0.057584810923093338 0.024476560729608701 0.013712773008033164 0.0043577958765502085 0.050199219424461608 -leaf_weight=3062.2149569392204 7318.8164372295141 11015.503394842148 3485.5113084614277 7846.1809904277325 9778.9055422544479 10626.916516110301 5231.6521676778793 11659.796047866344 4883.683264374733 3377.7707315832376 1104.8073066622019 2078.392652541399 7907.1271836310625 2648.12544067204 1295.5378666371107 2140.8741636276245 529.42119011282921 733.01311944425106 3989.6231585294008 248.42543540894985 6734.6596026420593 4418.8190934211016 229.90745528042316 1074.3247129917145 1276.3681413680315 8090.7063418775797 172.3420128673315 2494.2973435223103 6663.1236640661955 1424.8368886709213 -leaf_count=18534 34590 46850 23203 31483 50112 56279 36846 47318 22528 15077 4456 11487 44522 16150 7187 13446 2559 4595 17319 1001 50520 19210 993 4328 5594 38233 693 10180 27253 7434 -internal_value=0 -0.0393216 0.0555314 -0.0163726 -0.0693221 0.0334172 0.0868837 -0.02794 -0.0591718 0.0229244 -0.0019271 0.0728823 -0.0903763 0.0800882 0.0486171 0.0639575 -0.0352919 0.0538608 0.0135648 -0.017352 0.099855 0.0286864 0.0199707 -0.0124509 -0.0338191 -0.0525685 -0.0271841 0.00043141 -0.00185179 0.0626404 -internal_weight=0 77807.2 55734.5 44084.6 33722.6 32682.2 23052.2 24481.1 22753.3 19334.9 19603.5 11085.9 10969.3 6133.64 13347.3 4952.28 12821.3 2811.41 7367.39 2599.9 11966.3 11967.5 4648.73 2351.47 12291.9 12974.4 1246.67 17003.6 14509.3 2720.37 -internal_count=669980 355644 314336 181715 173929 158089 156247 102321 110873 87189 79394 68881 63056 39353 70900 29528 55003 16082 32396 10478 87366 54793 20203 9477 52444 60761 5021 68916 58736 14621 +left_child=2 3 5 7 13 16 8 29 -4 14 -7 -6 18 -3 -5 -14 -1 -11 -8 22 -20 27 -12 24 -24 26 -10 28 -9 -2 +right_child=1 4 6 9 11 10 12 21 25 17 19 -13 15 -15 -16 -17 -18 -19 20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.069231480636072179 0.0017670202380345994 0.038577381629808005 -0.015770531309803642 0.023289382679726384 0.058953428775431277 -0.031467715726083971 0.015841008318470441 0.012328016830452192 -0.024910000736698454 0.043041777086482436 -0.048469145493949262 0.072270553167544008 -0.037142220290607861 0.053745091788704139 0.012615857461211515 0.039971661603108555 -0.055566134247664781 0.025115472715410883 -0.0077945123465358833 -0.068415602785833807 -0.019663797866730632 0.017877256206815621 -0.061115508712913783 -0.033668312893208076 -0.032699937115057913 -0.054507520251471764 -0.039943722266782444 -0.013108246447701533 0.0025250133955076136 -0.011512123061931804 +leaf_weight=3408.2207028865814 19803.22114533186 9606.8165435940027 6832.7708294540644 13844.757904827595 6448.1132661402225 7562.3389136046171 621.29620432853699 7811.8599220216274 9618.8453992307186 2149.933838441968 4843.498364418745 5491.5455930829048 924.23541337251663 2631.9633702337742 5692.3851253539324 80.764740020036697 7404.3155370503664 2826.6351106464863 19963.393450737 538.19538475573063 2894.0755047500134 3667.986361771822 1228.9289075285196 6174.5200186669827 694.53943830728531 470.32527109980583 1797.747509136796 773.13972446322441 6158.703654050827 1894.0993910133839 +leaf_count=18534 60166 53632 23459 59103 45039 32221 1886 26298 33577 9583 20678 42327 3090 15249 22167 261 36798 11539 61943 2290 9175 12279 4763 24340 2665 1841 6746 2506 20090 5735 +internal_value=0 0.0228301 -0.0285275 0.0114242 0.0533151 -0.0459162 -0.0157066 0.00449979 -0.0237614 0.0227538 -0.0387441 0.0650785 -0.00954801 0.0418392 0.0201795 -0.0309451 -0.0598736 0.0328598 -0.00863212 -0.0428263 -0.00929733 0.00908632 -0.0417621 -0.0377506 -0.050855 -0.0283547 -0.0272773 0.00689929 0.00800652 0.000607798 +internal_weight=0 88801.2 75058 64622.7 24178.4 31854.6 43203.5 40109 18719.7 24513.7 21042 11939.7 24483.8 12238.8 19537.1 1005 10812.5 4976.57 23478.8 13479.7 22857.5 18411.7 12941.5 8097.99 1923.47 11886.9 11416.6 14743.7 13970.6 21697.3 +internal_count=669980 385713 284267 229466 156247 142289 141978 127074 65623 102392 86957 87366 76355 68881 81270 3351 55332 21122 73004 54736 71118 61173 52446 31768 7428 42164 40323 48894 46388 65901 is_linear=0 shrinkage=0.1 @@ -924,18 +924,18 @@ shrinkage=0.1 Tree=48 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 0 0 10 4 6 2 8 1 8 8 2 10 4 9 7 1 8 4 0 3 3 4 1 7 -split_gain=11696.3 1761.6 1045.32 504.983 225.34 133.892 119 94.099 85.9915 62.5287 59.4322 53.6495 60.0198 72.8727 50.6236 136.334 50.9375 49.2805 44.7513 42.4364 40.8844 40.4943 39.3454 41.243 36.9063 34.9138 34.7674 33.5237 39.4818 33.4264 -threshold=0.038297200739733729 0.27282020261215656 0.0070129444789225346 0.73698572325193479 0.088877665623056365 0.016229848534366209 0.0021888403176580956 0.90102809240152559 1.0000000180025095e-35 0.51224489795918371 0.07417582417582419 0.049430903611040765 34.500000000000007 0.0056234029091786807 45.500000000000007 47.500000000000007 0.54569257743985078 1.0000000180025095e-35 0.63450834879406315 1.0000000180025095e-35 0.49074074074074076 0.0015954210092659167 39.500000000000007 0.68990384615384626 0.19310495345021272 0.1397613952036493 0.85475077153889278 0.64142857142857157 0.0039974623828863574 0.04210992907801419 +split_feature=0 0 0 0 0 4 1 0 0 0 4 3 0 8 10 4 10 3 10 4 8 3 8 8 12 2 2 4 3 4 +split_gain=7489.64 808.018 632.65 220.033 106.407 103.915 92.2464 77.0143 69.421 50.6893 40.7074 38.6002 37.293 36.031 34.952 33.8518 32.4144 34.1697 32.3394 35.1665 31.7491 32.9517 26.5398 37.7464 37.9987 28.5964 26.245 26.0414 37.2513 25.8798 +threshold=0.038297200739733729 0.19310495345021272 0.0079110572504114528 0.82146664024750038 0.080878455313980205 0.59761904761904772 0.0020774677037193119 0.0021888403176580956 0.46508427439233974 0.017531736847855948 0.93541666666666679 0.90720023484451684 0.94689973200461208 10.500000000000002 1.0000000180025095e-35 0.14642857142857144 1.0000000180025095e-35 0.068719394421546107 1.0000000180025095e-35 0.58038277511961733 41.500000000000007 0.87445108558593254 16.500000000000004 39.500000000000007 1.0000000180025095e-35 0.075138099214991191 0.068440576328159322 0.4919354838709678 0.88875097555938487 0.67738095238095253 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 8 20 26 -1 18 11 14 -11 -3 13 -13 24 16 -16 21 -5 27 -2 -7 -14 25 -6 -24 -4 28 -10 -21 -right_child=1 3 5 7 9 17 -8 -9 19 10 -12 12 22 -15 15 -17 -18 -19 -20 29 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.095432842473780977 -0.002961599058787177 0.060077587269136395 -0.058347437433827656 0.060447154238684825 0.0082368219546577054 -0.051389701468113717 -0.073952627299479046 0.092917277615832863 0.035536130953383309 0.027088818113594305 0.092395152507016423 -0.011329494226893309 0.052088999679035741 0.02754007061529537 0.11727184919737524 0.030941233919738034 0.3855523048777299 -0.0056858323185556281 0.090422416724490515 0.030817532102664382 -0.022485252595252744 -0.029687052030103935 0.039847672919948715 0.064727969041689079 0.019706082624015676 0.022205330786656194 -0.040652635042007862 0.07933976336131919 0.059402050024285925 0.057886076643677169 -leaf_weight=5330.5002123787999 6268.6469368711114 711.21403321623802 3521.2671646550298 3299.914436519146 8272.761671885848 1076.6348936855793 4996.7260984815657 1746.2664432525635 1037.1328782886267 562.11034798622131 185.28493808209896 575.64338040351868 1428.4135463833809 2975.5055941939354 13.765050753951074 627.30113108456135 14.56627309322357 691.33249104768038 586.59280011057854 1708.7382628619671 1294.0033190771937 4267.6985263861716 2126.1996168792248 382.88282293081284 4245.4192770719528 2374.3627783209085 1621.839628316462 501.41876016557217 2090.0842269659042 622.3654752522707 -leaf_count=130013 60989 3094 62099 13431 57812 16355 105755 7887 4390 2975 934 2744 6299 13996 81 3842 85 8367 2473 7427 13007 58648 9379 1554 23794 10999 28200 2019 8750 2582 -internal_value=0 0.0279988 -0.0621022 0.0477759 0.00759299 -0.0409117 -0.0850399 0.0736351 0.0389662 0.0151415 0.0432788 0.0335521 0.0316394 0.0212393 0.0135452 0.0406322 0.255206 -0.0308092 0.0649713 0.0485724 -0.00630218 -0.0340591 0.0374906 0.0332206 0.0121265 0.0305401 -0.0527675 0.0553358 0.051487 0.0380444 -internal_weight=0 43650.6 21506 22166.7 21483.9 11178.8 10327.2 5632.77 16534 13921.2 747.395 10574.2 9863.01 3551.15 13173.8 655.632 28.3313 6035.67 3886.51 5959.74 7562.65 5344.33 6311.86 4883.45 12518.2 4500.56 5143.11 3628.64 3127.22 2331.1 -internal_count=669980 260543 409437 97024 163519 173669 235768 23791 73233 89523 3909 48065 44971 16740 85614 4008 166 83370 15904 25168 73996 75003 28231 21932 81606 20378 90299 15159 13140 10009 +left_child=2 4 7 5 16 8 13 -1 22 -8 29 -11 -5 -4 -15 -6 17 -2 -10 -20 -19 -22 25 24 -24 -3 -23 -16 -29 -7 +right_child=1 3 6 12 15 10 9 -9 18 11 -12 -13 -14 14 27 -17 -18 20 19 -21 21 26 23 -25 -26 -27 -28 28 -30 -31 +leaf_value=-0.068807479542443747 0.01345284328783131 0.037387730974901279 0.17185691415629767 0.046493716330437564 0.0090220159245694674 0.042181276262164405 -0.031942297780836841 -0.053115883375099274 0.026637948672134683 -0.019457353181370457 0.033875883385029198 0.013545397571252799 0.072540920312008358 -0.043371875781840742 -0.0079890978719447305 0.024691681179804175 0.010254305020120797 -0.010321576132119835 0.038085322974199733 -0.12756713966362196 0.012164318339041464 0.091219443026184621 0.016431723131330855 0.019118378311609049 0.038571885352363805 0.011481189450685735 0.39342756131811524 0.015856421986753386 0.43279013132263605 0.069591241251002398 +leaf_weight=5489.030516076833 787.95943035930395 473.98638673126698 7.9338989071547976 3966.2241579294205 11599.756564512849 650.57682627439499 4030.7401259951293 7270.9712669178843 7573.3750167489052 5055.2238064408302 1799.143246114254 381.11426182091236 638.10881392657757 4139.3807693943381 181.22544385120273 1564.6418304294348 1440.8078992217779 6006.1307078525424 4187.5424821078777 12.854769498109816 320.44546964019537 22.00847210735083 1135.9001522660255 7734.8397265523672 2441.1135876774788 4215.8292607665062 3.3052092790603629 6.0798750668764097 3.3093524500727654 732.08376711606979 +leaf_count=130013 6383 1848 100 13346 63726 2011 52283 118773 23648 50912 5615 4444 2524 50825 1992 7495 9505 47695 12747 39 2193 151 4219 29177 8992 16962 18 56 39 2249 +internal_value=0 0.0204219 -0.0438144 0.0297073 0.00523681 0.0266737 -0.0289778 -0.059866 0.0247128 -0.0234444 0.0437916 -0.0171437 0.0501036 -0.0410538 -0.0414439 0.0108844 -0.00342771 -0.00618871 0.030541 0.0375784 -0.00862527 0.020841 0.0204244 0.0230467 0.0315412 0.0140995 0.130679 0.000424061 0.16281 0.0566942 +internal_weight=0 57306.6 26565 35561.6 21745.1 30957.2 13805 12760 27775.4 9467.08 3181.8 5436.34 4604.33 4337.93 4330 13164.4 8580.66 7139.85 11773.8 4200.4 6351.89 345.759 16001.7 11311.9 3577.01 4689.82 25.3137 190.615 9.38923 1382.66 +internal_count=669980 260543 409437 123377 137166 107507 160651 248786 97632 107639 9875 55356 15870 53012 52912 71221 65945 56440 36434 12786 50057 2362 61198 42388 13211 18810 169 2087 95 4260 is_linear=0 shrinkage=0.1 @@ -943,18 +943,18 @@ shrinkage=0.1 Tree=49 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 1 1 1 0 0 8 8 12 8 5 5 8 8 5 10 8 5 8 7 12 8 2 0 12 8 -split_gain=5079.39 585.464 486.999 162.773 104.877 58.2486 46.3871 34.5432 34.4944 31.6721 21.8304 20.5133 24.854 42.3564 23.8409 20.1803 18.5692 26.2132 19.2371 18.2777 18.1675 17.8078 17.7811 16.2326 24.314 50.5822 17.8392 17.3074 15.4659 23.8194 -threshold=0.018343695040845404 0.57424809712383429 0.0033727556607198888 0.10837757891215431 0.89595482816428185 0.0076751278807829651 0.0011070650392843091 0.035537384817132665 0.28236479920600216 0.028980474443983325 78.000000000000014 41.500000000000007 1.0000000180025095e-35 36.500000000000007 0.057189542483660136 0.19523809523809527 40.500000000000007 44.500000000000007 0.42261904761904767 1.0000000180025095e-35 35.500000000000007 0.72077922077922085 64.500000000000014 0.39009661835748799 1.0000000180025095e-35 36.500000000000007 0.12271061120908651 0.18014650328211598 1.0000000180025095e-35 42.500000000000007 +split_feature=1 1 1 1 0 3 2 1 3 5 1 1 8 12 8 8 0 8 1 6 8 5 8 2 3 8 10 5 1 0 +split_gain=4138.19 345.744 275.131 96.7558 86.5025 40.3702 36.7987 34.0204 30.6072 29.8544 29.572 27.2341 24.6127 41.4786 72.6734 33.1657 26.2911 25.7772 20.855 19.584 19.3089 17.9202 17.0152 17.008 17.1815 16.112 16.0158 15.8641 15.8587 15.5474 +threshold=0.018343695040845404 0.0038503149877588496 0.076216061379914976 0.89595482816428185 0.065238424739026871 0.90430500026155791 0.0088980015597548198 0.0011070650392843091 0.93909419801348526 0.054093567251461992 0.0061307968283653902 0.032574842893888067 40.500000000000007 1.0000000180025095e-35 36.500000000000007 36.500000000000007 0.28236479920600216 44.500000000000007 0.00954949717793745 0.042572463768115944 66.000000000000014 0.48809523809523814 89.500000000000014 0.0065333944835650254 0.8920272377877202 39.500000000000007 1.0000000180025095e-35 0.5634920634920636 0.13755980564115303 0.094655825173027994 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 6 7 11 9 -1 10 -7 15 -2 12 13 14 -3 -4 18 -18 23 -13 -14 -10 -19 24 25 -5 -27 -26 29 -6 -right_child=1 4 5 16 28 8 -8 -9 21 -11 -12 19 20 -15 -16 -17 17 22 -20 -21 -22 -23 -24 -25 27 26 -28 -29 -30 -31 -leaf_value=-0.088939377337467415 -0.0032198037175660086 0.049021903697558947 -0.036887075526300134 0.036943882693078585 0.056134213425643065 -0.017905414210532353 -0.07035002275343058 0.013953113742849266 -0.049075132972237825 -0.058178507561467765 0.44555778050955958 0.096729124997693483 0.047196332480891903 0.013942933304668031 0.1116142752710601 0.048669981536792667 0.1737998707814172 0.050634987176262337 0.055834295044592364 0.022008155410720903 0.067529078756679392 0.21953720743317737 -0.084372957220912648 0.01610668836102357 0.04584432461970675 -0.021241436529252002 0.012763397040843559 0.029381334600016708 0.096628156564110793 0.11883249867547106 -leaf_weight=2524.7934879390523 1890.7686500176787 596.19012624025345 1160.8746817763895 1009.1549655199051 252.3737275749445 1889.8804950639606 2866.2677797973156 3335.9067007526755 486.18817662075162 1140.8256699889898 1.0845479071140278 185.74798053503036 737.84953424334526 391.59508335590363 67.770005971193314 28.239336483180523 17.070181168615818 392.53615456074476 285.7101516276598 39.740902855992317 1086.5848251581192 2.4806671049445859 10.00391013920307 801.69225233048201 1308.5141214057803 222.68948040157557 502.15775779634714 1247.2738304808736 851.91743636131287 79.736767187714577 -leaf_count=161557 44700 2521 49236 7332 1115 63433 163780 50210 20211 55344 19 762 3084 1733 279 879 84 2331 1532 164 4528 91 59 6180 9152 1763 4303 9366 3865 367 -internal_value=0 0.0328231 -0.0585341 0.0206268 0.064169 -0.0350373 -0.079056 0.00783158 -0.024029 -0.0462752 -0.00296253 0.054514 0.0522399 0.0400268 0.0554107 -0.0348552 0.0321659 0.0524267 0.0305849 0.0835601 0.059306 -0.0477116 0.0472798 0.029168 0.0316089 0.0224689 0.00231634 0.0378101 0.0894923 0.0711875 -internal_weight=0 15314.1 10099.6 11024.6 4289.51 4708.49 5391.06 5227.76 2378.55 2329.94 1891.85 3105.48 2879.99 1055.56 663.96 1189.11 5796.8 419.61 5377.19 225.489 1824.43 488.669 402.54 5091.48 4289.79 1734 724.847 2555.79 1184.03 332.11 -internal_count=669980 155449 514531 137031 18418 189194 325337 94929 83735 105459 44719 13071 12145 4533 2800 50115 42102 2474 39628 926 7612 20302 2390 38096 31916 13398 6066 18518 5347 1482 +left_child=1 7 5 9 6 11 -3 -1 -9 12 -8 -2 13 14 23 -15 19 -14 -6 -17 -19 26 27 -4 -25 -16 -7 -12 -27 -11 +right_child=2 4 3 -5 18 21 10 8 -10 29 22 -13 17 15 25 16 -18 20 -20 -21 -22 -23 -24 24 -26 28 -28 -29 -30 -31 +leaf_value=-0.065948051348574829 -0.0037538960679602234 0.033882969322797524 -0.007037166186460872 0.059534339943666796 -0.047093041153956766 0.022929745162148362 -0.030923382996616285 -0.05662731902086552 -0.036256216076317731 0.06090156861468872 -0.011556506752916702 0.011834630906943037 0.1416640255521544 0.026630397641045873 -0.034292585133957172 0.048604165620389439 0.027170835603545843 0.046323709431271294 -0.02914488195827767 0.017127886633631538 -0.060534652285382878 0.16166289845761306 0.18177645456169367 0.034100764741889909 0.21158590935145566 -0.010054428831224612 0.06636486899415743 0.068517066126071377 0.0137979802305186 0.037682857507001448 +leaf_weight=3126.9957469059154 1826.2723613157868 148.78245847299695 102.72574021667242 1494.5791265964508 1456.7703854516149 354.2784514464438 1025.0637115109712 3489.3525564335287 935.23779964819551 513.91772800683975 2043.2093381434679 2901.0051206238568 28.001538671553135 2813.4288945347071 92.982003077864647 2504.7753603085876 1001.9577751085162 828.3751949891448 1165.2345176506788 214.60263773053885 17.262272760272026 11.142508104443548 4.6084829419851294 2445.8016219809651 5.4664700254797927 358.045549698174 111.64361648634076 25.04534712806344 1258.4774332344532 657.17128559201956 +leaf_count=161557 34458 4710 411 5347 46093 6257 34943 133797 48575 1953 53582 39087 104 15392 598 11885 6566 3702 30863 1230 71 132 19 13309 59 3566 1662 392 6713 2947 +internal_value=0 -0.0438142 0.0283046 0.0354533 -0.025607 0.00861026 -0.0146967 -0.057964 -0.0523214 0.032651 -0.0170298 0.00581237 0.0311238 0.0298176 0.0221446 0.0348237 0.0410181 0.0472681 -0.0391168 0.0461202 0.0441424 0.0363348 -0.0101592 0.032826 0.0344966 0.00618653 0.0333376 -0.0105869 0.00851488 0.0478721 +internal_weight=0 13420.3 19541.9 14337.6 5868.71 5204.34 3246.71 7551.59 4424.59 12843 3097.93 4727.28 11671.9 10798.3 4263.5 6534.76 3721.34 873.639 2622 2719.38 845.637 477.065 2072.86 2553.99 2451.27 1709.5 465.922 2068.25 1616.52 1171.09 +internal_count=669980 514531 155449 73853 170602 81596 93646 343929 182372 68506 88936 73545 63606 59729 24656 35073 19681 3877 76956 13115 3773 8051 53993 13779 13368 10877 7919 53974 10279 4900 is_linear=0 shrinkage=0.1 @@ -962,18 +962,18 @@ shrinkage=0.1 Tree=50 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 2 2 2 6 6 1 4 8 1 8 12 8 12 2 8 3 10 8 0 8 3 12 8 3 -split_gain=14039.9 3100.69 2100.14 659.028 418.054 243.64 242.184 109.475 84.7487 73.2299 65.5465 57.5746 57.4718 55.1195 62.9793 51.4895 103.925 159.395 62.5698 49.9562 48.5444 60.4588 46.2423 46.2741 45.4639 44.4447 44.416 42.2774 56.8087 46.6153 -threshold=0.16001644067301837 0.61676732637305076 0.030861927778056301 0.87110358185636094 0.33861573269655082 0.071628437933621544 0.0092555391706332351 0.79005694946734772 0.93042944834295571 0.59041394335511999 0.54195804195804198 0.013110484121924651 0.6043478260869567 47.500000000000007 0.005873767373250907 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.50008978071452403 39.500000000000007 0.29571104813622623 1.0000000180025095e-35 18.500000000000004 0.92502263599968015 39.500000000000007 0.10431725392723669 1.0000000180025095e-35 40.500000000000007 0.10941744816034667 +split_feature=2 2 2 2 2 2 1 8 2 6 1 12 3 6 1 8 12 8 12 3 8 12 0 2 1 8 6 2 9 2 +split_gain=5495.45 1065.72 1033.21 285.181 173.072 150.047 128.794 76.7972 66.3408 59.2352 56.51 51.094 46.2064 45.0207 41.6871 42.8936 58.7888 98.8525 54.8345 45.7731 38.2647 38.8383 56.2088 37.6681 36.3714 35.4251 30.8638 28.2116 28.0645 26.7564 +threshold=0.15369316296170601 0.02915937028640983 0.72197306969910191 0.35610933075600715 0.89997631836292835 0.0092555391706332351 0.01610090025168438 39.500000000000007 0.073417958820309395 0.35504201680672276 0.014721853985668776 1.0000000180025095e-35 0.087612160102604378 0.47493734335839605 0.12690390494205708 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.041162931593119165 40.500000000000007 1.0000000180025095e-35 0.79218779667370998 0.53795445458126057 0.0034345730181209377 16.500000000000004 0.67204301075268824 0.080488095919491423 1.0000000180025095e-35 0.94127117011010453 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 7 10 25 -1 22 -5 12 11 -2 13 19 -15 18 17 24 -8 -6 21 -7 -3 -24 -17 -4 -13 28 -22 -29 -right_child=1 3 5 8 9 20 15 -9 -10 -11 -12 26 -14 14 -16 16 -18 -19 -20 -21 27 -23 23 -25 -26 -27 -28 29 -30 -31 -leaf_value=-0.093678817663468583 0.0015835075487440607 0.039670810144307012 -0.047978610712428232 0.06937707856465665 0.012394734106417254 -0.0082128133274357706 -0.08368677485602509 0.053345239775387056 0.091305321522585817 0.033957081958917779 0.01807655826312644 0.013839780005322225 -0.0057435175789518934 0.076982011181114987 0.019468499415429129 -0.011661168925056125 -0.077233550378071739 -0.081896535807390966 -0.063642871942659204 0.022778692569872944 -0.0072255581766666717 -0.032008818911458126 0.047985692973931619 0.012537584507158125 -0.066347546566232304 -0.034747774693048378 -0.012459313245835288 0.012471560540710289 -0.036944541854812878 -0.033180900808909654 -leaf_weight=5651.5680248960853 10749.372862517834 11318.616877198219 5609.7825766056776 5271.2705711573362 11626.448033079505 1300.7582093924284 2891.1565444916487 6275.9588717073202 2647.7926487326622 2661.5407675951719 1593.9274947941303 711.14848417043686 1114.526159837842 328.2231762111187 453.41169039905071 1010.0217980891466 1470.662176258862 636.57673468440771 3375.9383167624474 7702.2949557900429 4545.1218467056751 5959.2669399231672 512.31436577439308 1309.6512537449598 178.95829720795155 4637.9696110934019 6621.9019232392311 252.73088282346725 749.22783654928207 1944.8709601312876 -leaf_count=69171 56019 45473 49190 23634 51479 8722 31154 26182 13204 11010 7979 3735 4923 1374 1946 8196 15371 6849 34382 31688 28483 41093 2057 5273 1691 35193 35100 1665 5016 12728 -internal_value=0 0.025996 -0.0479739 0.0523961 0.00943003 -0.030146 -0.077267 0.04248 0.0767089 0.0183211 -0.00136345 -0.00307705 0.0163604 0.0175854 0.0436195 -0.0675681 -0.0574505 -0.0415133 -0.0728896 0.0165326 -0.021918 -0.0277454 0.0372908 0.0225052 -0.0198922 -0.0419905 -0.00990887 -0.016271 -0.0114312 -0.0279307 -internal_weight=0 70898.4 40214.6 27335.6 43562.8 24999.7 15214.9 19416.5 7919.06 23886.4 19676.4 18082.4 21224.9 20110.4 781.635 9563.31 3296.22 1825.56 6267.09 19328.7 14752 7260.03 13140.6 1821.97 1188.98 10247.8 7333.05 7491.95 5294.35 2197.6 -internal_count=669980 321076 348904 115823 205253 182090 166814 78985 36838 102420 102833 94854 91410 86487 3320 97643 32107 16736 65536 83167 97707 49815 52803 7330 9887 84383 38835 47892 33499 14393 +left_child=1 5 3 10 13 -1 7 11 -8 23 26 25 -12 24 15 18 17 19 -7 -17 21 22 -9 -5 -4 27 -2 -3 -10 -6 +right_child=2 6 4 9 29 14 8 20 28 -11 12 -13 -14 -15 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.062776446508816058 0.0035027418915510237 -0.036672620552020842 0.02940917211865738 0.0091701316312552024 0.04278084947326817 -0.055140808897928384 -0.035080121761475257 0.0029576619800732291 -0.020326941818944368 0.022176382071701948 0.018600203367233333 -0.010655700918103788 -0.0062631261623610508 0.0370982180983827 -0.056797771170365413 -0.041932962404628099 -0.046475168413410255 -0.052337746596750723 -0.034816825683723858 0.0090756660047772494 -0.023981626248598772 -0.014632621877895581 -0.026101159960058348 0.015965700599444858 0.019081408170854602 -0.006604501860911681 0.019708974801016882 -0.020295553760584568 0.013554207592498558 0.057211733511878894 +leaf_weight=5291.9826921448112 16906.690876841545 2271.0230785533786 7911.9317314624786 17476.518816009164 4657.9032752662897 2485.8201888352633 4376.4677455946803 6160.2661170661449 5732.2653962671757 7532.1164687275887 806.4201377928257 4422.6628855764866 10221.951130703092 3914.6437392532825 1567.9852746799588 216.9330841973424 1154.9998248964548 543.51829468458891 2848.9147463589907 930.59547553211451 1075.3445619791746 2545.4789887443185 746.29499606788158 15295.957972794771 5992.7402784824371 839.9761967882514 1262.9074231386185 1959.3531711548567 255.37038920819759 1774.2120072543621 +leaf_count=69171 66933 18504 25588 57062 18417 26966 27847 32943 29189 23265 3170 28953 40993 12858 11219 1732 11871 5730 28215 6718 6812 15727 4209 46330 19013 5291 4709 11173 1316 8056 +internal_value=0 -0.0274497 0.0149288 0.00872768 0.0327005 -0.0492201 -0.0166731 -0.0119887 -0.025722 0.0141797 0.00120175 -0.0185109 -0.00444506 0.0276251 -0.0418611 -0.0389983 -0.0290846 -0.0172067 -0.0442872 -0.000567196 -0.00610738 -0.00407385 -0.000182317 0.0123418 0.024958 -0.0253628 0.00462918 -0.0290874 -0.0188819 0.0467614 +internal_weight=0 45425.3 93754 69502.6 24251.4 15040.7 30384.5 20020.4 10364.1 40304.6 29198 9493.02 11028.4 17819.3 9748.77 8180.78 2846.05 1691.05 5334.73 1147.53 10527.4 9452.04 6906.56 32772.5 13904.7 5070.35 18169.6 4230.38 5987.64 6432.12 +internal_count=669980 343586 326394 242462 83932 161622 181964 123612 58352 126657 115805 63921 44163 57459 92451 81232 26051 14180 55181 8450 59691 52879 37152 103392 44601 34968 71642 29677 30505 26473 is_linear=0 shrinkage=0.1 @@ -981,18 +981,18 @@ shrinkage=0.1 Tree=51 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 3 3 3 3 0 0 8 10 8 12 10 8 12 8 12 10 12 4 6 8 8 1 3 7 2 -split_gain=24409.2 4928.11 3324.24 818.781 575.624 510.158 282.121 137.356 97.1039 94.5865 94.5815 83.3338 71.7002 70.8647 74.2538 70.1416 67.5487 75.0532 81.6222 66.4335 63.3493 63.1081 59.9736 65.9175 58.4486 58.3388 52.8295 51.4222 50.1779 48.7433 -threshold=0.71156364896724567 0.16167077779508179 0.95772456313968635 0.3554360385162596 0.057177059790092168 0.88875097555938487 0.98441507349195001 0.54335568554124969 0.094369134720010156 0.0082964594256197902 0.12172984417856836 28.500000000000004 1.0000000180025095e-35 34.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 30.500000000000004 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.44017094017094022 0.67870967741935495 45.500000000000007 42.500000000000007 0.50732302613085845 0.032286757670179626 0.58114035087719318 0.19435759741937519 +split_feature=3 3 3 3 3 3 3 0 8 7 3 8 0 0 8 8 0 3 8 4 4 10 3 12 2 1 8 2 7 2 +split_gain=8352.01 2655.61 1409.34 402.933 318.865 264.768 192.953 72.0251 62.8038 62.7676 54.8906 54.2223 54.8625 53.0311 47.1357 46.0648 55.7901 43.568 41.7126 41.6516 41.6138 41.2784 39.6389 37.9318 37.6889 36.3631 39.0174 36.0589 34.0015 32.9198 +threshold=0.45102682356401863 0.94723181509886289 0.10682533449015628 0.81805419183388917 0.980815296117445 0.2161759166778425 0.055339185379978027 0.037294284445576871 45.500000000000007 0.57518796992481214 0.9912831104059151 45.500000000000007 0.029767904324140636 0.065238424739026871 41.500000000000007 31.500000000000004 0.002347272037142648 0.88875097555938487 54.500000000000007 0.18465909090909094 0.17186218211648893 1.0000000180025095e-35 0.032286757670179626 1.0000000180025095e-35 0.27592638977280265 0.10050504352831251 48.500000000000007 0.038790232302910767 0.38278388278388281 0.3816589490043561 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 5 10 27 9 16 20 -6 -2 -3 -11 29 14 -7 -16 21 18 -18 -15 28 -4 23 24 -9 26 -10 -1 -5 -12 -right_child=2 3 6 7 8 13 -8 22 25 11 12 -13 -14 19 15 -17 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.099109027186563725 0.034064742652854522 -0.02417372373111347 0.091112949922028813 -0.011434817883432384 -0.065828902201256465 0.066105888384600853 0.098771292888701845 0.0076850654022724164 -0.052389382022279565 0.027735511344529819 -0.018630920011269588 0.011859080920913282 -0.052627104863053865 0.034759955517466835 0.049285483668899989 -0.0068008338944416675 0.039719225809248818 0.079455551031274649 0.08130748839577448 0.054984049019967368 -0.028378851366335237 0.069915917913853112 -0.02869987413879433 -0.022077965574020642 -0.024402762908856766 -0.086552994574412956 -0.02539772465538781 -0.082924334160096244 0.0051018752290859183 -0.037597442126970665 -leaf_weight=2878.6780244708061 5993.5726720094681 10289.690697610378 3127.0125305503607 10946.302394554019 8772.944441780448 3585.4307658225298 9402.0686781108379 11520.894513711333 10692.936810195446 5973.074429884553 1797.9725599735975 7404.4652673006058 2472.9399479329586 4528.6664298772812 2629.238602861762 243.64025907218456 1553.2785556465387 1885.4137082099915 677.86890539526939 2532.5509840101004 1860.2001160532236 2549.8372247368097 579.69125674664974 890.98472619056702 597.08677473664284 468.69355121254921 777.88424776494503 6172.1635252535343 2204.438958376646 5499.7919297069311 -leaf_count=18534 28562 43949 21853 44031 47277 21275 74206 47254 51991 27800 7841 33409 11035 24341 15136 1376 9201 12808 4604 14206 7499 17583 2360 3646 2412 2457 3705 36798 8874 23957 -internal_value=0 -0.0349816 0.0533293 -0.0153763 -0.0670342 0.0340296 0.0863983 -0.00451239 -0.0578412 0.0236252 -0.0308648 0.0189479 -0.0379113 0.0489374 0.0565077 0.044529 0.0745198 0.064767 0.0523546 0.0420135 -0.0111061 0.081592 0.00277143 0.00417382 0.00610401 -0.0519719 -0.050559 -0.088072 -0.0086628 -0.0329246 -internal_weight=0 78423.3 52086.1 48660 29763.3 32890.6 19195.5 28599.6 20712.5 19371.1 20060.4 13377.5 9770.7 13519.5 6458.31 2872.88 9793.41 4116.56 2231.15 7061.22 15010.9 5676.85 13588.7 13009 12118 11939.5 11470.8 9050.84 13150.7 7297.76 -internal_count=669980 363620 306360 202858 160762 166105 140255 116076 105430 89771 86782 61209 42833 76334 37787 16512 66049 26613 13805 38547 60404 39436 55672 53312 49666 58153 55696 55332 52905 31798 +left_child=2 3 6 11 15 7 22 -4 20 17 -6 12 24 -8 21 16 -3 -5 29 -14 -9 27 -1 -17 -2 26 -13 -7 -21 -16 +right_child=1 4 5 9 10 14 13 8 -10 -11 -12 25 19 -15 18 23 -18 -19 -20 28 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.066110096705681173 0.013304606611344553 0.053780870756073677 -0.01441568031404207 0.012642134589040658 0.055399762398891661 0.016868104786065357 -0.030622875758655379 -0.024729965915719493 -0.060540145559246077 0.031096365417603147 0.06969929139173546 -0.022849435094512319 0.0021838417257169355 -0.043277090736182106 -0.014678907865792585 0.024155009239009304 0.034837983363772064 0.021857811170148622 0.031888591083129296 -0.023324307961651015 -0.039460285469698153 -0.018968491323468503 -0.052450286255533878 0.041278769417454085 0.0042973266396149493 0.02004946349591848 0.033914259179264918 -0.0080319772949143647 0.0082865663704631935 -0.051432641830137862 +leaf_weight=3164.1441081017256 8405.2591153085232 2969.5628518611193 4986.9758638143539 9652.7347081154585 5907.1768545433879 597.33069050312042 5248.7170367240906 12553.183341681957 579.44182635843754 4094.0979048162699 4920.5065070092678 1529.1389094591141 18625.649952709675 8974.2125086784363 416.90255865454674 3140.9689124822617 3263.34526014328 10948.578462719917 98.953688755631447 1192.8105852603912 2263.6842859685421 3553.0208041071892 6464.8036171495914 2199.4739821255207 10385.056425273418 289.54235762357712 131.50652527809143 22058.304698526859 476.08202189207077 586.58623765408993 +leaf_count=18534 28524 20102 18502 37209 45039 1830 24181 46407 2417 17857 42327 4776 58175 38855 1451 16082 19251 50013 329 3675 9086 11534 34167 13446 31814 894 410 69546 1476 2071 +internal_value=0 0.0198284 -0.0261611 0.00969468 0.0495632 -0.0162359 -0.0460078 -0.0248603 -0.0282435 0.0197873 0.061898 0.00362083 0.00443281 -0.0386073 -0.00979914 0.0380232 0.043863 0.0175398 -0.030055 0.000827763 -0.0269804 -0.0089471 -0.056939 0.0312075 0.00832645 -0.0126525 -0.0183543 -0.00737547 -0.0143067 -0.0361632 +internal_weight=0 88131.5 71546.3 65730.5 22401 47694.4 23851.9 20383.3 15396.3 24695.4 10827.7 41035 39084.9 14222.9 27311.1 11573.4 6232.91 20601.3 1102.44 20294.5 14816.9 26208.7 9628.95 5340.44 18790.3 1950.19 1660.65 22655.6 1668.89 1003.49 +internal_count=669980 391070 278910 234823 156247 163173 115737 76412 57910 105079 87366 129744 123664 63036 86761 68881 39353 87222 3851 63326 55493 82910 52701 29528 60338 6080 5186 71376 5151 3522 is_linear=0 shrinkage=0.1 @@ -1000,18 +1000,18 @@ shrinkage=0.1 Tree=52 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 0 0 0 4 8 4 1 4 4 1 8 8 12 2 10 3 8 3 3 6 12 1 1 1 -split_gain=9916.23 1581.01 860.268 463.972 226.757 123.312 107.252 83.5928 52.6429 52.0365 48.2597 47.0458 47.1728 45.7418 44.2536 40.5216 39.3463 57.8489 46.2396 42.2372 36.6378 35.0367 34.7377 44.4791 38.716 33.8321 32.3584 32.556 32.1661 35.186 -threshold=0.032347618849016789 0.26315551235744356 0.0057466159744883156 0.82146664024750038 0.080878455313980205 0.51806355571754359 0.012659890779880925 0.0021888403176580956 0.94689973200461208 0.09449404761904763 10.500000000000002 0.21980676328502416 0.0013549091631754483 0.64495798319327746 0.15587044534412958 0.0049657325447400131 19.500000000000004 38.500000000000007 1.0000000180025095e-35 0.64227248352377009 1.0000000180025095e-35 0.71912223275026921 41.500000000000007 0.87445108558593254 0.068719394421546107 0.54195804195804198 1.0000000180025095e-35 0.0026649942801774745 0.059382312906544346 0.0010863138789596763 +split_feature=0 0 0 0 0 4 1 0 10 4 0 0 9 10 3 8 7 1 3 8 3 8 8 3 3 1 1 4 4 10 +split_gain=6259.15 680.94 530.327 172.53 107.374 86.7267 82.4949 62.7305 56.7474 45.795 43.0722 35.7411 34.3596 34.1878 35.7135 36.9387 33.1045 32.8509 32.7971 31.8563 31.0433 29.4341 33.9657 36.1489 28.6158 28.1445 32.4422 27.8581 29.2021 26.9968 +threshold=0.034239685061620957 0.19310495345021272 0.0070129444789225346 0.82146664024750038 0.080878455313980205 0.64495798319327746 0.001653038648082808 0.0021888403176580956 1.0000000180025095e-35 0.93541666666666679 0.016229848534366209 0.92502263599968015 1.0000000180025095e-35 1.0000000180025095e-35 0.068719394421546107 41.500000000000007 0.81534090909090928 0.0047723511998018385 0.87445108558593254 9.5000000000000018 0.84199627738121885 16.500000000000004 38.500000000000007 0.54335568554124969 0.92804678448977718 0.093430766448540301 0.0010863138789596763 0.63211600429645554 0.6043478260869567 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 7 5 20 14 21 -1 -5 15 -8 12 -12 -7 25 -6 -17 18 -18 -19 22 -4 24 -24 -2 -3 27 -11 29 -22 -right_child=1 3 6 8 9 13 10 -9 -10 26 11 -13 -14 -15 -16 16 17 19 -20 -21 28 -23 23 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.094197484705474843 0.0084134941857504364 0.028020739313246765 -0.064024191371722022 0.070541995772589849 0.00046965212974896161 0.042669959631104065 0.10482648855409014 -0.074239695172074072 0.10510370758960932 0.078046482014077156 -0.056822077762941695 0.00080673843085165187 -0.032939425502229829 0.065154297593266186 0.042266369572648871 0.004367813971476388 0.0070985286273337576 0.0091804995192923261 0.052701494550393274 0.032319937799801218 -0.037452977546044285 -0.04614703332714136 0.0080968737825414683 0.13680291308827192 -0.016339875617875844 0.0056486806902790844 0.014415135688845627 0.031600584948314775 -0.027205097027883176 0.020350334110703163 -leaf_weight=4883.3189252279699 714.46103044599295 7974.2407231628895 2137.8580292053521 3072.130918815732 3251.4862929955125 7288.4536449611187 24.805236902087927 3680.3412525802851 514.51461958885193 185.41985253989697 1001.3941946364939 347.21571437269449 4750.0879044309258 1033.0443882197142 2109.5829917043447 3155.9340229183435 315.39741875976324 4086.6369378343225 753.63359007239342 977.53478394448757 118.41852453351021 2250.1846346333623 324.01672530919313 29.276973679661751 5465.4371638447046 738.55918353796005 945.16546215862036 811.01640779525042 230.89318558573723 951.23536291718483 -leaf_count=130013 7623 37486 41771 13346 22080 29734 339 84771 2524 1012 17107 5173 71514 4197 8917 21925 1959 26597 4594 6547 1097 43212 2983 256 59347 3487 5611 4582 2017 8159 -internal_value=0 0.0239299 -0.0620923 0.0424925 0.00502244 0.0363085 -0.0429242 -0.0856204 0.0755 0.0124362 -0.0343735 -0.0349396 -0.0370976 0.0454612 0.0292709 0.0100776 0.0134407 0.0181093 0.0392472 0.0136471 -0.00868339 -0.0548568 -0.0117347 0.0187626 -0.0134781 0.0261243 0.0276703 0.0402434 0.0066444 0.0139511 -internal_weight=0 45046.5 19075.2 22730.5 22316 19143.9 10511.5 8563.66 3586.65 14482.2 6123.5 6098.7 5751.48 8321.5 10822.4 12540.6 9289.14 6133.2 1069.03 5064.17 7833.74 4388.04 6533.19 353.294 6179.9 8712.8 1941.6 996.436 1300.55 1069.65 -internal_count=669980 276080 393900 99691 176389 83821 179116 214784 15870 94907 94133 93794 88621 33931 49890 83702 61622 39697 6553 33144 81482 84983 70209 3239 66970 40973 11205 5594 11273 9256 +left_child=2 4 7 5 13 8 19 -1 16 -7 24 29 17 14 -2 -16 -3 -10 -17 -4 -12 -6 23 -23 -8 26 -15 28 -14 -5 +right_child=1 3 6 11 21 9 10 -9 12 -11 20 -13 27 25 15 18 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.067572314010517165 0.012596861949377001 0.020280961936125767 0.2182772662871714 0.03176196544754973 0.002911861973203686 0.055816237662804039 -0.035361961639065569 -0.052333429668397297 0.023491505987203041 0.030179873683929759 -0.022515615049727225 0.058758472881287827 0.020255139367886737 -0.028689713460378626 -0.010493698126995681 0.011937540357867895 0.0062494686705991884 0.039087704261575602 0.11356910142137178 -0.042829674664113436 -0.0038630037642817545 0.018048873151391968 0.010521327647975512 0.053867255335594326 -0.012768008032156185 -0.023483486282503074 0.020308475527205546 -0.085258681195311561 0.092591773554325893 0.050810271738818871 +leaf_weight=4941.8556397520006 880.18238059431314 17072.542424365878 4.6788389272987834 1947.2607596516609 3974.9187479391694 1135.9723299145699 3676.5137310773134 5958.0688494890928 2167.1435896903276 1802.3280836939812 4076.066871073097 1297.8202117681503 3451.0139721035957 151.86107619851828 6767.6258027404547 365.76581559330225 1865.1255560368299 3584.1868796050549 34.771017991006374 3504.4692499265075 1142.3055983632803 1141.6338748633862 7752.135898642242 374.09049025177956 661.40382306650281 221.63169264793396 1226.4905387535691 24.648861825466156 56.725402444601059 1204.1529418230057 +leaf_count=130013 7346 61067 53 6497 22353 3501 49569 105755 7126 5615 43470 5249 11793 1037 55441 2553 6749 11408 225 46520 13320 5727 41251 1890 10418 1452 8210 75 173 4124 +internal_value=0 0.017721 -0.0429559 0.0263713 0.00426478 0.023741 -0.0293687 -0.0592425 0.0220387 0.0400911 -0.0245536 0.044792 0.0284432 -0.00375899 -0.00641307 -0.00874731 0.018899 0.0332109 0.0207603 -0.0424815 -0.0184325 0.0101107 0.0131982 0.0268891 -0.0319171 0.00959174 0.0149101 0.0206805 0.0214249 0.0390403 +internal_weight=0 58500 23965.4 35608.9 22891.1 31159.7 13065.4 10899.9 28221.4 2938.3 9556.29 4449.23 9283.72 9648.33 8048.35 7168.16 18937.7 5751.33 400.537 3509.15 5218.37 13242.8 9267.86 1515.72 4337.92 1599.98 1378.35 3532.39 3507.74 3151.41 +internal_count=669980 270862 399118 123377 147485 107507 163350 235768 98391 9116 116777 15870 30575 76264 65565 58219 67816 18534 2778 46573 56790 71221 48868 7617 59987 10699 9247 12041 11966 10621 is_linear=0 shrinkage=0.1 @@ -1019,18 +1019,18 @@ shrinkage=0.1 Tree=53 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 0 1 1 1 5 5 0 6 2 8 12 8 10 8 8 3 8 2 5 0 8 0 0 2 5 -split_gain=4316.52 559.347 355.222 177.963 101.269 47.9668 47.9364 31.0402 29.0615 25.175 24.5718 22.5932 21.8624 20.5669 19.7823 24.6398 37.9023 24.1306 20.4495 19.7139 19.3164 18.4486 18.1716 18.5031 15.7165 18.6922 52.2352 14.9045 14.7622 14.448 -threshold=0.013873790547772432 0.27403495618299978 0.0033727556607198888 0.84264757925280087 0.04755786326938103 0.30311801243362618 0.0011070650392843091 0.0061307968283653902 0.93351929817756518 0.29285714285714287 0.060661764705882359 0.094655825173027994 0.37797619047619052 0.021024158915393363 40.500000000000007 1.0000000180025095e-35 37.500000000000007 1.0000000180025095e-35 46.500000000000007 36.500000000000007 0.051752180219358998 89.500000000000014 0.0096234171970825226 0.098387096774193564 0.0077273309528843549 46.500000000000007 0.00036813373747102742 0.38852867858009205 0.0085461920867191069 0.025320512820512824 +split_feature=1 1 1 1 0 0 1 1 3 2 2 5 1 5 8 12 8 8 0 8 0 8 0 5 8 8 3 8 0 2 +split_gain=3483.96 293.987 248.862 79.7275 79.487 48.3677 37.85 27.4875 29.1672 25.63 25.2261 25.2015 23.8902 21.0509 21.0033 31.3044 66.0044 25.4568 21.1277 20.7406 19.8804 19.4798 23.3136 18.1251 16.543 15.8005 15.7077 15.622 15.4853 15.2443 +threshold=0.013873790547772432 0.076216061379914976 0.0033727556607198888 0.89595482816428185 0.020432912037279913 0.042943554871220965 0.026414580882012335 0.0011070650392843091 0.93909419801348526 0.016892787787193182 0.0088980015597548198 0.38750000000000007 0.0065417708063083583 0.72077922077922085 41.500000000000007 1.0000000180025095e-35 36.500000000000007 36.500000000000007 0.37535227617836248 44.500000000000007 0.28236479920600216 27.500000000000004 0.87672250303520649 0.17028985507246377 66.000000000000014 47.500000000000007 0.50003826754900194 66.000000000000014 0.0057466159744883156 0.0065333944835650254 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 9 10 7 -1 22 -5 14 11 28 13 -6 15 16 -3 18 -16 -17 -19 -9 -4 -24 25 -8 -27 -21 -2 -15 -right_child=1 3 5 8 12 -7 24 21 -10 -11 -12 -13 -14 29 17 19 -18 20 -20 27 -22 -23 23 -25 -26 26 -28 -29 -30 -31 -leaf_value=-0.087660582592351433 0.048532511944479939 0.037684264233033296 0.0054858146729180515 0.066719163665709097 0.043150048027528178 -0.061609593743339887 -0.06262774996197612 -0.02338647330534533 0.093958601060272928 0.061493078043203246 0.034177832976763717 -0.013465862085378564 -0.0012499151634019416 0.017874298537175128 0.18406578150720601 0.031163541628064163 0.0075663963987027396 0.19975321282417469 0.066066157774605991 0.051670274357684925 -0.0012002159874740582 0.24567102977766289 -0.047685109672581716 0.026178876630970956 -0.074866922135160732 0.93715226090173942 -0.017698913800656371 0.022225953848595985 0.0013002844030929389 0.041107077723563562 -leaf_weight=2316.1922168498859 68.810616377741098 1074.1909481436014 73.285673400387168 1202.0476890206337 392.50524461269379 639.37493313476443 1118.3857668917626 1809.6592197548598 580.97287306189537 461.86948342621326 172.98042353801429 1517.2849592063576 476.09200213849545 4339.0272778980434 15.489148899912832 1171.5486606955528 683.85908337682486 5.0972227454185477 283.46599568426609 1440.7627196907997 77.69093656539917 2.552027888596057 1260.8199040796608 34.851424884051085 1487.7578035518527 0.57755647599697013 71.331704877316952 195.2085173651576 1725.7243312299252 285.27192318812013 -leaf_count=161557 1211 5308 3359 5140 3977 31805 68161 67506 2827 2015 2787 39975 5662 48524 64 5762 3860 22 1243 6742 349 13 61475 1334 91452 35 4132 1099 40161 2423 -internal_value=0 0.0274169 -0.0595681 0.0481966 0.0107699 -0.0366163 -0.0771259 -0.031593 0.0755948 0.0391654 -0.00256427 -0.00448336 0.0192294 0.0211729 0.0370809 0.0352524 0.0259688 0.0589492 0.0721798 0.0410657 0.0111724 -0.0230076 -0.0429582 -0.0456983 -0.0680147 -0.0594502 -0.0100298 0.0481569 0.00311138 0.0193075 -internal_weight=0 16169.9 8814.79 7192.2 8977.7 3820.54 4994.25 3181.17 1783.02 5409.18 3484.8 3311.82 5492.9 5016.8 4947.31 4565.57 1758.05 381.743 298.955 2807.52 82.7882 1812.21 1368.96 1295.67 2678.05 1190.3 71.9093 1635.97 1794.53 4624.3 -internal_count=669980 179151 490829 34431 144720 165492 325337 133687 7967 26464 84134 81347 60586 54924 24449 22771 9168 1678 1307 13603 371 67519 66168 62809 163780 72328 4167 7841 41372 50947 +left_child=2 5 7 11 10 9 25 -1 -9 -2 -4 14 -6 -12 15 16 29 -17 -19 -16 -14 22 -8 -11 -10 -7 -27 -21 -25 -3 +right_child=1 3 4 -5 12 6 21 8 24 23 13 -13 20 -15 19 17 -18 18 -20 27 -22 -23 -24 28 -26 26 -28 -29 -30 -31 +leaf_value=-0.06488793685155067 0.047755591898323714 -0.0076281735071152866 0.029085074252995963 0.053971202193522631 -0.047139110104577081 -0.016422190815228055 0.013486987411225435 -0.056485792218652048 -0.035502650701845467 0.011904945417086197 -0.016065367254236414 0.045892098474302097 -0.023029283041151188 0.094646431924314253 0.12764451017312775 0.024004686573926105 0.0052408816365772824 0.039818673360997953 0.020925922105803713 0.041781358460933588 -0.045281622269646958 -0.0005225028264547911 0.082771042942881234 0.19169241010278137 0.27726578393864088 -0.0034469286676579169 0.088769561846750417 -0.054328646763082238 0.046720959581760153 0.031686284549110294 +leaf_weight=2857.5447989618406 255.06291588768363 102.59104280918837 140.77345037832856 1428.0747071057558 1439.6253247670829 1350.1463316120207 1010.8760126903653 2882.6641369760036 791.77172298170626 1726.2900678068399 1700.2961518578231 834.77393431961536 1282.5224113110453 17.349667740985751 27.787079893052578 2968.0666596591473 1770.1384456306696 3172.9568104892969 727.66598361730576 860.60430717468262 584.44941821321845 1662.5330764837563 51.01836996152997 8.4426110386848432 1.694717502221464 52.378339728340507 28.533522266894579 17.251166373491287 57.892275311052799 2553.7401192262769 +leaf_count=161557 4147 411 5077 5347 49588 29812 13903 118946 44774 30312 56689 3167 35652 367 101 15968 11134 15293 4947 3780 18119 24103 710 104 60 1130 413 72 664 13633 +internal_value=0 0.0237291 -0.0445633 0.0315399 -0.0281591 0.00551703 -0.000681547 -0.0575312 -0.0518125 0.0180961 -0.0116117 0.0290825 -0.0374594 -0.0149471 0.0279324 0.0267575 0.0201996 0.0309837 0.0362942 0.0425851 -0.0299953 0.00623538 0.0168157 0.0138761 -0.0348346 -0.0138499 0.0290732 0.0398927 0.0651718 0.0301679 +internal_weight=0 20666.8 11698.7 14463.7 5165.02 6203.17 4155.49 6533.68 3676.13 2047.69 1858.42 13035.6 3306.6 1717.65 12200.8 11295.2 4426.47 6868.69 3900.62 905.643 1866.97 2724.43 1061.89 1792.62 793.466 1431.06 80.9119 877.855 66.3349 2656.33 +internal_count=669980 179151 490829 73853 165492 105298 70071 325337 163780 35227 62133 68506 103359 57056 65339 61386 25178 36208 20240 3953 53771 38716 14613 31080 44834 31355 1543 3852 768 14044 is_linear=0 shrinkage=0.1 @@ -1038,18 +1038,18 @@ shrinkage=0.1 Tree=54 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 2 2 2 10 6 6 8 12 8 12 8 12 8 10 6 2 3 1 8 8 0 8 3 12 -split_gain=11728.1 2650.34 1879.12 599.784 371.709 224.111 211.899 109.902 87.0721 70.5013 54.5067 52.5088 44.978 94.4306 141.785 57.4165 43.2716 45.8668 58.0714 43.3686 41.8915 41.6244 40.6027 39.1811 37.6742 39.5914 37.4203 37.0458 44.541 38.0576 -threshold=0.15369316296170601 0.72197306969910191 0.02915937028640983 0.40725176028344584 0.89997631836292835 0.0092555391706332351 0.071628437933621544 0.25570774796237666 0.5534676638590762 1.0000000180025095e-35 0.67204301075268824 0.46410256410256417 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.46410256410256417 0.94694542266375736 0.042998076775577404 0.012092287057335043 47.500000000000007 45.500000000000007 0.0030756432581758968 39.500000000000007 0.29571104813622623 1.0000000180025095e-35 +split_feature=2 2 2 2 2 2 1 8 0 6 2 12 2 1 6 10 3 8 7 8 8 4 12 10 2 6 8 8 12 8 +split_gain=4313.05 905.899 768.921 242.008 193.757 119.789 118.376 84.3785 60.0931 52.5052 47.5454 47.2346 45.1099 44.0892 40.9153 35.1189 34.7262 37.9369 32.5877 32.4249 31.3445 33.6365 44.0863 30.0671 29.9977 29.309 27.0383 27.0267 26.7938 35.5245 +threshold=0.12271061120908651 0.57678202673178125 0.024479409437641361 0.86323969273790258 0.27592638977280265 0.0074800202466077537 0.021147710833932649 39.500000000000007 0.041695003880845613 0.47493734335839605 0.93042944834295571 1.0000000180025095e-35 0.05639940601995113 0.12690390494205708 0.31698564593301443 1.0000000180025095e-35 0.10431725392723669 34.500000000000007 0.28801843317972359 28.500000000000004 40.500000000000007 0.63450834879406315 1.0000000180025095e-35 1.0000000180025095e-35 0.044487150863108789 0.054093567251461992 18.500000000000004 32.500000000000007 1.0000000180025095e-35 38.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 5 7 9 -1 16 10 -5 11 23 -3 15 14 22 -7 26 18 19 -18 24 -6 -14 -2 25 -10 -4 28 -8 -30 -right_child=1 4 6 8 21 12 27 -9 20 -11 -12 -13 13 -15 -16 -17 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 -leaf_value=-0.091490876076708222 -0.0026245889158870179 0.044808135380889048 -0.059232449309771 0.016491944674027741 0.073023565040419278 -0.081483229979603805 -0.0086310061458771455 0.006908848207693042 0.02462339678033286 0.021301126305256449 0.020528731114741631 0.060102816177653465 -0.059178219287159162 -0.07515377114783893 -0.079308671772102324 -0.06116941528492801 -0.012615964227011365 -0.04687575665619767 -0.055202433631415686 -0.042588650412312579 0.040068566656446744 0.095393863695822576 -0.0081118984230006928 -0.014437292630979115 0.055919077066750783 -0.10134169262891313 -0.040710734698385709 -0.015588976436124113 -0.038245708828647931 -0.021618215591253889 -leaf_weight=5229.8537950739264 6665.3780163377523 9742.7825299650431 1466.8382008820772 12461.394223600626 4342.240977704525 2561.5202509611845 1210.5594505369663 14688.795934006572 10220.199260130525 1044.5054570734501 732.67025144398212 2916.6344734579325 189.9518771097064 1307.5270410850644 567.92218388617039 3045.9560721218586 2043.3094277381897 1519.6953648552299 556.47593659162521 632.08937501162291 2415.057219132781 1028.8526806235313 863.43979313224554 4851.721461519599 391.62705288827419 25.012815445661545 4254.9706215783954 6961.5509977936745 2715.2854976952076 2791.9310407489538 -leaf_count=69171 36888 40799 13871 52852 21083 29580 8219 69058 41223 4270 3888 12390 1852 14582 6536 32732 14198 13287 5171 4505 9690 5390 7169 27191 1570 102 38543 45155 19334 19681 -internal_value=0 0.0230909 -0.0457032 0.0114826 0.055011 -0.0751898 -0.0288969 0.00107592 0.0224707 0.0462716 -0.00591838 0.0483319 -0.0652028 -0.055159 -0.039034 -0.0704489 -0.0396015 -0.0325479 -0.0258107 -0.0196973 0.0281789 0.0773087 -0.0173204 -0.00760084 0.0254794 0.0243159 -0.0454589 -0.020701 -0.0259986 -0.0298163 -internal_weight=0 71526.9 37918.9 52451.9 19075 13766.2 24152.7 26938.6 25513.3 13703.9 12249.8 12659.4 8536.32 2928.84 1621.31 5607.48 10473.4 4751.57 3231.87 2675.4 13051.9 5371.09 1053.39 11517.1 10636.8 10245.2 5721.81 13679.3 6717.78 5507.22 -internal_count=669980 326394 343586 242462 83932 161622 181964 137025 105437 57459 67967 53189 92451 30139 15557 62312 89575 37161 23874 18703 52585 26473 9021 64079 42895 41325 52414 92389 47234 39015 +left_child=2 4 5 9 8 -1 7 11 19 15 25 24 -8 18 28 -3 17 -10 -7 -2 21 22 23 -9 -4 -5 -13 -17 29 -6 +right_child=1 3 6 10 14 13 12 20 16 -11 -12 26 -14 -15 -16 27 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.063080847283904659 -0.0044840635533303251 0.018933954088050778 -0.040231268596497671 0.028481491148011309 0.015837302905405495 -0.034854389079204108 -0.037788217533487919 0.0053650472173081259 0.025267561736298735 0.028061773558071414 0.048749359738922998 -0.0078915195379276656 -0.022048235780598727 -0.058092742331542879 0.015998754077405652 0.019140075909168594 -0.0088704250344520657 -0.0034617093679646924 -0.051283396157446016 0.0071874802395021937 -0.023551505672618815 -0.035720728165317128 -0.015114069755073817 -0.012331534166191437 -0.022257181086059057 0.042077404530175971 -0.026070952995497273 0.00043444780446379757 0.0031692978462786259 0.0066664935920864032 +leaf_weight=3772.8396297395229 3575.0939981937408 19878.005463987589 1297.6214139312506 4484.8117916435003 6251.6385678499937 5508.1874280497432 2976.6645026132464 4376.4085922539234 640.43482300639153 5716.1602137982845 2788.3698323220015 3102.6335595175624 4689.0878411978483 1364.4682883322239 7034.470445856452 1265.0677125155926 11694.538500398397 1628.122939646244 1546.2718006074429 7121.8978771567345 974.16827276349068 332.66025064885616 2239.9409712925553 1229.9053431749344 3264.4172953292727 2452.6955787688494 1111.1083398014307 1983.4348172545433 9575.1486590653658 13022.435660555959 +leaf_count=55812 16613 61506 13089 16774 20878 61478 20509 24518 2667 17925 13204 22778 26119 10702 22626 3838 50221 7018 18159 30857 6958 2096 15465 7019 22466 9449 7620 6039 32171 43406 +internal_value=0 0.0121014 -0.027605 0.0240797 0.00447082 -0.0482737 -0.0177596 -0.0133127 -0.00235327 0.0194798 0.0377209 -0.0203189 -0.0281602 -0.0416381 0.00916049 0.0173586 -0.00667398 0.00464883 -0.0384555 0.00328668 -0.00659533 -0.00457573 -0.00325526 0.0014828 -0.0273697 0.0332882 -0.0126852 0.007719 0.00749308 0.00964109 +internal_weight=0 99112.3 37786.4 38568.5 60543.8 12191.8 25594.6 17928.9 24660.1 28842.7 9725.88 8775.78 7665.75 8418.93 35883.7 23126.5 13963.1 2268.56 7054.46 10697 9153.08 8178.92 7846.25 5606.31 4562.04 6937.51 4213.74 3248.5 28849.2 19274.1 +internal_count=669980 355192 314788 128735 226457 146151 168637 122009 107376 89308 39427 65953 46628 90339 119081 71383 59906 9685 79637 47470 56056 49098 47002 31537 35555 26223 30398 9877 96455 64284 is_linear=0 shrinkage=0.1 @@ -1057,18 +1057,18 @@ shrinkage=0.1 Tree=55 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 3 3 3 3 4 7 7 8 0 0 4 2 2 3 0 4 12 8 12 12 8 8 7 10 2 -split_gain=20380.3 4358.07 3014.11 738.471 497.829 421.355 288.432 121.655 93.8937 81.1526 75.4857 73.1838 73.1007 86.0168 72.2194 76.4472 74.5832 68.7054 70.7656 60.3397 55.9559 50.9267 50.4662 63.4343 56.3667 51.7692 48.8716 48.5841 47.0604 46.7162 -threshold=0.71912223275026921 0.20114037487766631 0.95772456313968635 0.068719394421546107 0.45102682356401863 0.87445108558593254 0.98700496287212758 0.1239333845448773 0.042998076775577404 0.035759897828863352 0.28801843317972359 0.57518796992481214 34.500000000000007 0.0044007669171888409 0.029767904324140636 1.0000000180025095e-35 0.028338358014125258 0.039900235593052759 0.31737872782588666 0.032347618849016789 0.22649572649572652 1.0000000180025095e-35 16.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 40.500000000000007 42.500000000000007 0.38278388278388281 1.0000000180025095e-35 0.06217815685888365 +split_feature=3 3 3 3 3 3 3 3 0 7 7 4 0 8 8 7 8 0 3 2 8 12 10 12 1 3 8 8 8 10 +split_gain=6487.61 2451.32 984.073 464.268 224.934 175.926 148.308 84.8849 63.9176 63.0614 61.7201 65.7483 55.7879 51.7545 44.5137 41.5275 38.943 37.5003 36.4457 34.6035 34.0345 46.5885 40.809 40.0314 30.0483 29.1652 27.7686 27.7239 26.831 26.6151 +threshold=0.37165386310456511 0.95772456313968635 0.10431725392723669 0.79048838510002806 0.98700496287212758 0.049913263289709457 0.18261878829785488 0.88875097555938487 0.049775222559007327 0.28801843317972359 0.49074074074074076 1.0000000180025095e-35 0.040496029981080955 40.500000000000007 45.500000000000007 0.47559523809523813 42.500000000000007 0.12172984417856836 0.65838939573791799 0.063709742938850386 16.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.003706120562552278 0.032286757670179626 40.500000000000007 51.500000000000007 36.500000000000007 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 3 5 8 9 11 10 26 -1 17 22 19 13 -7 16 -16 -6 -3 -19 -2 -9 -14 24 25 -4 -24 29 -17 -26 -5 -right_child=2 4 6 7 14 12 -8 20 -10 -11 -12 -13 21 -15 15 27 -18 18 -20 -21 -22 -23 23 -25 28 -27 -28 -29 -30 -31 -leaf_value=-0.089539696723826084 0.022408123112113251 0.012974505020276403 0.085089376515828527 -0.032937838225014324 0.055271962714894832 0.06547745511846445 0.097924697780662012 -0.038100360730374296 -0.071229654104044263 -0.0386331727529831 0.087761983987400538 0.035710391405999034 0.031176886141511657 0.042693136710285712 -0.0025412120056743982 -0.043369412046553646 0.0048989543792480788 -0.026241125982298566 -0.014192398692503118 0.008495440299958525 -0.059935684793093774 0.047762156966992549 0.037698083591127744 0.073703675256285253 0.066868160006806024 0.072906363193873211 -0.086116393758846332 -0.00021316579104272462 0.0085962700748996573 -0.05606356933192478 -leaf_weight=5140.8152365684509 9085.9987584203482 640.48846200108528 2444.9105121344328 956.79380793869495 303.77617116272449 2604.987118974328 7416.8016904890537 9709.4596600532532 6152.3687307089567 2420.1946523785591 2425.1887113898993 2672.7458259165287 5183.6466944664717 4552.9723792821169 10895.710539147258 798.72860763967037 9069.2384756356478 9904.2857404053211 9598.9292552173138 4745.4276461005211 1334.9820134788752 2880.039553001523 1503.260024741292 1656.3817277699709 1918.18732380867 578.27012179791927 496.79573334753513 387.37362694740295 149.38494424521923 10037.491051003337 -leaf_count=34348 42751 2639 18274 5013 1238 16341 63510 45764 36735 10405 17727 12462 28060 26168 44320 3235 37076 42607 38921 21269 6740 16323 9422 12012 14042 4197 2733 1572 1071 53005 -internal_value=0 -0.0317034 0.0502045 -0.0586933 -0.0109615 0.0316296 0.0827765 -0.0482341 -0.0795646 -0.0213315 0.0722524 0.020562 0.0436297 0.050985 -5.55206e-05 -0.00516572 0.00653153 -0.0192527 -0.0203111 0.0176348 -0.0407397 0.0371005 0.0676933 0.0591001 0.0748115 0.0474793 -0.0554373 -0.0292748 0.0626579 -0.054051 -internal_weight=0 77847.4 49818.2 33828.7 44018.7 31725.8 18092.4 22535.5 11293.2 22563.9 10675.6 16504.2 15221.6 7157.96 21454.8 12081.8 9373.01 20143.7 19503.2 13831.4 11044.4 8063.69 8250.39 3737.91 4512.48 2081.53 11491.1 1186.1 2067.57 10994.3 -internal_count=669980 366351 303629 184338 182013 163374 140255 113255 71083 94572 76745 76482 86892 42509 87441 49127 38314 84167 81528 64020 52504 44383 59018 25631 33387 13619 60751 4807 15113 58018 +left_child=2 3 5 10 9 25 8 -5 -4 20 11 14 -7 17 18 -9 -10 -8 -2 -14 21 24 -23 26 -3 -1 -22 -15 -17 -13 +right_child=1 4 6 7 -6 12 13 15 16 -11 -12 29 19 27 -16 28 -18 -19 -20 -21 23 22 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.06312816592514757 -0.00084718515753017974 0.057791757498141895 -0.013961290140193894 0.011963405811860875 0.063106044822214449 -0.02731306041835594 -0.0069460403582702977 0.019949236930748862 -0.027109191581406969 0.054126583951797286 0.0086270831173902735 -0.010785174387222716 -0.025559901994143056 -0.040988004880175281 -0.015382380171454484 0.042583681051256345 -0.058977575765210635 -0.015068561204596032 0.0062741365445295452 -0.042958210840333091 0.014419913531442459 0.035077449275086423 -0.017261594272966575 0.040935780102444093 0.032622060386417545 -0.050395250127894933 0.039504384552755123 0.010384976036896434 0.023779269044462887 -0.036865520181405279 +leaf_weight=2941.7537420988083 20943.577155739069 1832.4114918857813 4355.9101761728525 15074.555687189102 6833.8474009856582 4510.5929027348757 12242.844515264034 12552.799658507109 10761.367255061865 2481.9221859872341 9412.5289140939713 2347.365603864193 1314.4094796925783 832.48324540257454 1622.6959050297737 1485.9800510406494 397.61800806224346 10609.79778970778 10940.934805542231 8774.0711360424757 1735.1783206537366 2005.1759235262871 160.92779035866261 1714.8949505761266 639.9630514383316 4630.5095356553793 591.83037829399109 120.21712148189545 1550.5235717743635 469.56545275449753 +leaf_count=18534 63542 13922 16938 57915 63510 22347 39771 60950 42047 17727 29398 7294 6016 3166 5032 8080 1776 35716 35743 39996 9422 14042 1071 12012 4352 26275 4197 428 7304 1457 +internal_value=0 0.0156145 -0.0261265 0.00779349 0.0488177 -0.0429733 -0.0166272 0.0173139 -0.0242346 0.04007 0.0014106 -0.000459381 -0.036558 -0.0116691 0.000774189 0.0224877 -0.0282447 -0.0107171 0.00159644 -0.0406914 0.0360509 0.041896 0.031189 0.029343 0.0512767 -0.0553419 0.0207997 -0.0345055 0.0329816 -0.0151326 +internal_weight=0 94396.7 61491.6 76400.5 17996.2 22171.3 39320.2 30663.9 15514.9 11162.3 45736.7 36324.1 14599.1 23805.3 33507.2 15589.3 11159 22852.6 31884.5 10088.5 8680.38 4638.48 2166.1 4041.9 2472.37 7572.26 2327.01 952.7 3036.5 2816.93 +internal_count=669980 416970 253010 276715 140255 113168 139842 134249 60761 76745 142466 113068 68359 79081 104317 76334 43823 75487 99285 46012 59018 33387 15113 25631 18274 44809 13619 3594 15384 8751 is_linear=0 shrinkage=0.1 @@ -1076,18 +1076,18 @@ shrinkage=0.1 Tree=56 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 0 0 0 10 0 4 1 9 7 8 8 10 12 8 8 4 1 3 3 1 8 8 12 1 -split_gain=8414.38 1304.07 841.464 322.802 289.99 98.7828 87.1992 63.8983 61.5129 56.3554 40.6199 39.6163 41.7136 37.2462 35.631 35.6234 34.6161 34.3049 33.7111 30.8806 29.9334 29.0849 31.6872 28.6112 28.5629 30.4749 50.0266 42.7213 28.1108 29.1975 -threshold=0.032347618849016789 0.4020863041666754 0.0057466159744883156 0.12987652736348673 0.85047796067219228 0.012659890779880925 0.0021888403176580956 0.61669938701511817 0.061437052533743111 1.0000000180025095e-35 0.94689973200461208 0.21980676328502416 0.0013549091631754483 1.0000000180025095e-35 0.77350427350427364 11.500000000000002 25.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 9.5000000000000018 35.500000000000007 0.59761904761904772 0.0047723511998018385 0.080939212771562727 0.81805419183388917 0.0031332637025098774 19.500000000000004 39.500000000000007 1.0000000180025095e-35 0.012430363750097343 +split_feature=0 0 0 0 10 0 0 0 1 4 4 10 4 8 8 8 4 8 2 3 3 4 3 3 0 4 4 1 2 8 +split_gain=5243.72 548.491 474.064 160.806 75.9899 72.4395 64.9986 62.8053 62.6076 56.4659 51.1734 38.4938 35.5262 34.1758 34.0378 55.6056 31.4146 31.1748 29.775 29.6673 28.4124 27.7821 32.3089 27.9483 27.3953 26.9499 26.3303 24.531 34.2106 24.3267 +threshold=0.032347618849016789 0.14821087426536664 0.0070129444789225346 0.53647377754662762 1.0000000180025095e-35 0.92502263599968015 0.063376047944367228 0.0021888403176580956 0.001653038648082808 0.64142857142857157 0.58257575757575764 1.0000000180025095e-35 0.93541666666666679 11.500000000000002 28.500000000000004 39.500000000000007 0.62678571428571439 10.500000000000002 0.11507268681492173 0.90996063671215588 0.81320108386759837 0.15239477503628449 0.87445108558593254 0.068719394421546107 0.018943607912878153 0.23904761904761906 0.09449404761904763 0.0033100200433532488 0.64227248352377009 37.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 6 8 7 17 -1 16 -2 14 -6 12 19 18 -5 -10 -3 -4 21 -7 -9 22 -11 -22 25 -17 -27 -28 -18 -30 -right_child=1 4 5 9 10 11 -8 20 15 13 -12 -13 -14 -15 -16 24 28 -19 -20 -21 23 -23 -24 -25 -26 26 27 -29 29 -31 -leaf_value=-0.092932922311895622 -0.011312843687431406 0.021192919226485446 -0.054825867422467305 0.016438156525338005 0.067811383859661303 0.33784166713863439 -0.07175850882927548 0.035486443813886027 0.083206043530592091 0.010495672828006369 0.099435665120149286 0.00080619924176583116 -0.030046358987002267 0.016609383170023587 -0.0024104595228514195 -0.011683423776403164 0.030197277099353506 -0.02302890492205897 0.052125134571291282 -0.053820476152522362 0.058943462103621551 0.067317745515283259 0.037319318707255564 0.041901349436446765 0.028439338879699846 -0.0092114895761070872 0.028463729814043149 0.0044739473731234321 0.063666717492259509 0.037843262615744805 -leaf_weight=4475.7224330529571 5178.3466619849205 2130.2885536849499 3805.8434281498194 10305.074315592647 2357.3406749665737 2.0173457637429228 3439.4250609762967 1857.8795661479235 54.618305385112762 870.01462598145008 490.7073792219162 348.09541983157396 4641.7664276920259 1807.7960309684277 1111.0595813542604 1553.0713899508119 3133.5891300439835 372.51141288131475 816.56994305551052 953.18959339335561 2081.2276534289122 170.58991098403931 891.8620867729187 1870.4927392154932 392.85720031708479 1909.591931052506 991.75836031138897 2951.45797277987 604.3187663257122 1589.3896848857403 -leaf_count=130013 57628 9312 77624 57637 10575 29 84771 7544 401 4368 2524 5180 71810 9534 6418 12807 13142 7359 3701 17114 8544 723 4189 7574 3248 15890 7635 23595 2477 6614 -internal_value=0 0.0214997 -0.0593059 0.00882758 0.0443074 -0.0402082 -0.0837319 0.0380922 -0.00285199 0.0183565 0.0732601 -0.0319268 -0.0339626 0.0277581 0.0146037 0.00272694 0.0319669 -0.0519911 0.0350896 -0.0529933 0.0459551 0.0278912 0.0240738 0.0508768 0.0021633 0.000769447 0.00407388 0.0105076 0.0362752 0.0449571 -internal_weight=0 45119.9 18038.6 29004.7 16115.2 10123.4 7915.15 13267.2 13031.7 15973 2848.05 5945.07 5596.97 4556.83 11416.1 7853.36 7457.59 4178.35 2749.04 955.207 5809.6 1932.47 1761.88 3951.72 7798.74 7405.88 5852.81 3943.22 5327.3 2193.71 -internal_count=669980 276080 393900 207774 68306 179116 214784 55207 121204 86570 13099 94133 88953 22515 64055 63576 31545 84983 12981 17143 23662 9280 8557 16118 63175 59927 47120 31230 22233 9091 +left_child=2 6 7 10 8 9 21 -1 -4 11 14 -5 -12 -8 18 -16 29 -10 -3 -9 26 22 23 -2 -19 -6 27 -15 -29 -13 +right_child=1 3 4 5 25 -7 13 19 17 -11 12 16 -14 20 15 -17 -18 24 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 +leaf_value=-0.066300374883164065 0.010441864820928133 0.023847957851579504 -0.04256260194476006 0.021674962356472142 -0.0072672468517170942 0.053935644260418719 0.070765109298655191 -0.056551919073428415 0.084501641688959406 0.045199721097688238 0.048877362629685527 0.0231371265256116 0.021973168076422685 -0.006908554514201852 0.028666255976153861 0.015249993862667267 -0.085714371273808446 -0.031268309411018769 0.0078576129707574743 -0.041780511528705051 0.028678835349588802 0.014019532849114931 0.019955905676128802 -0.011978884360828732 -0.019223096497934657 0.062867653228224282 0.01758349232831654 0.0016237924124085136 0.016864672277973471 0.03963394300426195 +leaf_weight=4463.4611778631806 619.25504641979933 1425.1766492426395 3145.0818000286818 7398.0101460814476 1108.3578360751271 1227.1633892804384 81.34471520781517 3261.8538502007723 25.520158562809229 1765.0216622650623 814.26806005835533 1313.8558704555035 1235.5231631398201 2036.4151631295681 4230.3565289974213 11452.792272269726 21.904520630836487 4491.908722192049 6366.2559619992971 2331.5677900556475 515.77180864661932 635.84514573216438 391.41769388318062 5440.768016859889 3257.5142606683075 57.637453030794859 1387.5923109799623 5943.8378422707319 1957.9313874691725 2796.5052170753479 +leaf_count=130013 5631 5680 44241 23151 13832 5249 469 55083 333 5757 2548 4090 3987 12684 15483 43679 68 62975 25682 50672 3309 4726 3559 46417 36092 659 7381 35790 11893 8847 +internal_value=0 0.015648 -0.0414137 0.0222879 -0.0280664 0.0306887 0.00166052 -0.0574539 -0.0306575 0.028543 0.0175081 0.0259933 0.0326607 0.00616877 0.0161849 0.0188689 0.0337243 -0.0258417 0.0107825 -0.0503946 0.00572503 -0.00592368 -0.00788925 -0.00968778 -0.026205 -0.00380034 0.00467972 0.00287807 0.00540024 0.0343608 +internal_weight=0 59057 22142.9 40046.8 12086 14522.5 19010.2 10056.9 10920 13295.3 25524.4 11530.3 2049.79 11922.9 23474.6 15683.1 4132.27 7774.94 7791.43 5593.42 11841.5 7087.29 6451.44 6060.02 7749.42 1166 11325.8 9938.18 7901.77 4110.36 +internal_count=669980 276080 393900 144221 158132 47162 131859 235768 143641 41913 97059 36156 6535 71526 90524 59162 13005 99400 31362 105755 71057 60333 55607 52048 99067 14491 67748 60367 47683 12937 is_linear=0 shrinkage=0.1 @@ -1095,18 +1095,18 @@ shrinkage=0.1 Tree=57 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 0 1 1 1 8 12 8 3 1 8 8 7 0 8 2 12 10 9 5 8 3 0 10 2 3 -split_gain=3658.38 465.453 344.596 118.651 117.743 48.8521 41.6518 35.8547 24.1867 21.2073 23.0547 75.9571 30.8258 21.8788 21.1059 26.9466 20.5866 20.4556 21.5307 20.1484 19.9733 19.6061 31.1846 18.2534 18.2185 17.4436 16.5585 16.1583 19.3816 15.9613 -threshold=0.013873790547772432 0.44881649115884098 0.0027613792403738935 0.89595482816428185 0.052972994375414119 0.28236479920600216 0.005740786649956176 0.00070500221610781094 0.71441489371405154 40.500000000000007 1.0000000180025095e-35 24.500000000000004 0.27554835801862992 0.150473615325075 39.500000000000007 46.500000000000007 0.39565217391304358 0.085979126407716058 34.500000000000007 0.21859407860619254 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.11437908496732027 64.500000000000014 0.32437011974743873 0.18014650328211598 1.0000000180025095e-35 0.0062255922589185908 0.98508274999236478 +split_feature=1 1 1 3 1 3 1 3 0 5 0 1 1 1 2 5 8 5 0 2 8 2 8 5 12 7 8 8 3 0 +split_gain=2947.68 241.327 222.348 78.3367 70.9383 41.0942 27.7747 31.535 26.447 29.5928 26.381 22.4916 21.7583 21.3313 18.5131 17.403 16.8215 21.1104 17.6535 74.7731 17.6746 16.2296 15.9887 15.8016 15.5976 20.5611 17.5472 41.8553 15.8254 15.5615 +threshold=0.013873790547772432 0.0033727556607198888 0.052972994375414119 0.83731704867036083 0.89595482816428185 0.90430500026155791 0.0011070650392843091 0.94723181509886289 0.094655825173027994 0.43650793650793657 0.30311801243362618 0.026414580882012335 0.17985689349526468 0.0065417708063083583 0.0088980015597548198 0.72077922077922085 43.500000000000007 0.13961038961038963 0.040496029981080955 0.094260316647571729 46.500000000000007 0.61676732637305076 89.500000000000014 0.48809523809523814 1.0000000180025095e-35 0.27429467084639503 40.500000000000007 36.500000000000007 0.56014347442591872 0.0070129444789225346 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 7 8 14 6 29 -1 -3 10 11 12 -6 -13 23 20 17 18 21 -18 -16 -12 -23 -2 -11 -22 -14 28 -7 -4 -right_child=1 3 5 -5 9 27 -8 -9 -10 24 16 13 26 -15 15 -17 19 -19 -20 -21 25 22 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.09094474669876676 0.0027760829357631376 0.034195168947355144 -0.046134970381255913 0.077802568008549788 0.049241918748148671 0.65098869550023697 -0.021810924313685958 -0.070995517808325526 0.049384734089081665 0.042989855295352292 0.015255897172857592 -0.020209409712128344 0.022317929688557739 0.0063575330975072127 -0.026658407340265734 0.021869894131751413 -0.0034417355883141093 0.021265777319990745 0.050851078633889706 0.035628182319861958 -0.020915223101204354 0.12664727939364734 -0.015587245380971615 0.044971718097119993 -0.088527830817795361 0.012406890392337951 -0.016925934365854975 -0.076678934162810353 -0.046956184349973507 0.0013082585601545359 -leaf_weight=1317.116136633791 2093.6469458863139 2311.7670929282904 1483.0244184229523 1111.1630750745535 441.41796025261283 0.39831096678972144 1901.7559620849788 2851.25643369928 1918.0720836818218 488.74791464209557 441.98872415348887 600.72476484999061 885.67687720805407 640.48951162397861 740.11154710128903 224.54221410863101 471.79057183489203 2168.3611520789564 597.36481923237443 183.26841086894274 284.10156807117164 41.409285455942154 24.555102124810219 107.79873542487621 10.764802426099775 351.42338154651225 122.37292431294918 333.04656319413334 363.27924752794206 74.472987029701471 -leaf_count=100487 49030 10498 80025 5347 3879 19 73060 195967 7840 3605 3980 7946 8015 5027 18828 4634 4276 20112 5247 1955 7251 361 229 1571 79 8133 1308 18427 19046 3798 -internal_value=0 0.0245305 -0.0569833 0.0487223 0.0126989 -0.0366069 -0.0317412 -0.077299 0.0410831 0.0202868 0.0187874 0.0116562 0.0272041 -0.00650038 -0.00151026 -0.0102498 0.0236714 0.0269095 0.0379811 0.00748901 -0.0154926 0.0228457 0.0737008 0.00484229 0.0401556 -0.00248924 0.0175539 -0.0607652 -0.0461918 -0.0438664 -internal_weight=0 16261.6 8324.35 5341 10920.6 4155.98 3459.25 4168.37 4229.84 7118.93 6619.42 2690.68 1449.47 1241.21 3801.62 1600.18 3928.74 3273.68 1105.32 655.059 1375.64 507.953 65.9644 2201.45 499.513 635.525 1008.05 696.724 363.678 1557.5 -internal_count=669980 179151 490829 23685 155466 194375 156883 296454 18338 66019 62335 26175 13202 12973 89447 38846 36160 29929 9817 6231 34212 4570 590 50601 3684 15384 9323 37492 19065 83823 +left_child=1 6 5 10 8 11 -1 -8 9 24 13 -2 -10 -3 -5 16 -16 18 20 -20 29 -11 -15 -7 26 -26 27 -4 -29 -18 +right_child=2 3 4 14 -6 23 7 -9 12 21 -12 -13 -14 22 15 -17 17 -19 19 -21 -22 -23 -24 -25 25 -27 -28 28 -30 -31 +leaf_value=-0.06378156339662 -0.0086323158231512761 -0.038451599253216118 0.028210247123696127 0.028189966327663102 0.048819317213216792 0.024902769630768661 -0.054834045165043699 -0.030723284167445825 0.013916295576661249 0.053388571010752311 -0.048617420511994747 0.0059075131306726156 0.024949344640627775 -0.021025578087643687 -0.01411418009624694 0.10124561742748091 0.75402506660671564 0.54572172737348235 0.046640163575797006 1.1404218461107507 0.0092569130440288295 0.2161712894484755 0.27657715962732848 0.12606428719995458 0.036001492019953264 0.013151500310808022 0.039453431453645021 0.0098699150839769486 -0.020390298839235526 0.063438787105213487 +leaf_weight=2618.4978266488761 1977.0260453913361 1270.4466938786209 1791.7653010636568 142.91916695050895 1363.4524220973253 557.22845331951976 2775.879617407918 674.22094298806041 2794.7495306991041 393.1849554926157 921.00165493413806 2303.4891884103417 4959.2772576287389 1429.8332831338048 1131.9704768918455 13.93768375739455 0.60189951583742984 0.80300760082900424 4.0481213238090268 0.73912154138088215 64.660659993067384 6.2216933667659751 1.8075407296419133 15.880878735333679 2773.5039967820048 458.96578335762024 532.08699434250593 606.34033647179604 241.72573567181826 0.7126192469149828 +leaf_count=161557 42926 44478 9846 5162 5347 10827 122275 41505 26634 1485 31805 35529 21400 39823 41421 302 22 26 132 20 2271 37 7 165 14478 2647 2443 3156 2231 23 +internal_value=0 -0.0426253 0.0212961 -0.0263189 0.0270081 0.00255894 -0.056016 -0.0501223 0.0249653 0.0295155 -0.0340015 -0.000807945 0.0209728 -0.0290197 -0.00585807 -0.00985496 -0.0111416 0.0358769 0.0300912 0.215513 0.0166368 0.0559243 -0.0206498 0.027706 0.0278685 0.0327571 0.0228866 0.0195474 0.00124479 0.379648 +internal_weight=0 11052.1 20774.9 4983.48 15921.3 4853.62 6068.6 3450.1 14557.8 6803.79 3623.09 4280.52 7754.03 2702.09 1360.39 1217.47 1203.54 71.5654 70.7624 4.78724 65.9752 399.407 1431.64 573.109 6404.39 3232.47 3171.92 2639.83 848.066 1.31452 +internal_count=669980 490829 179151 165492 89704 89447 325337 163780 84357 36323 116113 78455 48034 84308 49379 44217 43915 2494 2468 152 2316 1522 39830 10992 34801 17125 17676 15233 5387 45 is_linear=0 shrinkage=0.1 @@ -1114,18 +1114,18 @@ shrinkage=0.1 Tree=58 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 2 2 2 1 2 3 12 8 8 3 8 6 8 12 8 12 1 2 10 10 1 8 9 4 -split_gain=9779.51 2219.03 1744.4 484.653 340.013 225.415 189.549 94.0483 67.2309 63.6838 49.053 48.6069 45.3138 78.2168 64.4476 67.1216 53.7188 43.9846 42.8144 88.3313 129.271 56.2248 41.2355 41.1657 40.9539 36.7544 34.9103 33.9461 40.6197 33.69 -threshold=0.15369316296170601 0.72197306969910191 0.02915937028640983 0.41400904635053487 0.89997631836292835 0.0092555391706332351 0.05639940601995113 0.26086894598992905 0.53795445458126057 0.0034345730181209377 0.10557156246282116 0.13643962650062033 1.0000000180025095e-35 39.500000000000007 32.500000000000007 0.13643962650062033 47.500000000000007 0.54195804195804198 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.0042299014069884311 0.94127117011010453 1.0000000180025095e-35 1.0000000180025095e-35 0.012430363750097343 27.500000000000004 1.0000000180025095e-35 0.64142857142857157 +split_feature=2 2 2 2 2 1 2 8 2 0 12 6 1 2 8 12 3 3 6 8 2 1 8 3 9 8 8 7 6 8 +split_gain=3390.54 746.431 596.449 236.972 142.745 117.48 91.0621 81.8938 68.802 63.7593 44.311 39.2006 37.9917 37.7089 34.8999 38.5692 53.2302 34.1381 32.0363 31.0273 29.722 27.0986 30.3978 28.8883 28.1794 27.0098 50.4332 26.3916 24.6377 24.519 +threshold=0.10557156246282116 0.50760144110495231 0.020388258122669676 0.80712088824194461 0.25570774796237666 0.017166625059337769 0.0074800202466077537 39.500000000000007 0.91916719420673887 0.041695003880845613 1.0000000180025095e-35 0.47493734335839605 0.063047552936575268 0.053413588946934584 40.500000000000007 1.0000000180025095e-35 0.092054754568763858 0.10431725392723669 0.52190476190476198 28.500000000000004 0.044487150863108789 0.0098025105047879185 45.500000000000007 0.23233326867055784 1.0000000180025095e-35 47.500000000000007 45.500000000000007 0.044466403162055343 0.41042780748663105 25.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 5 7 9 -1 -4 17 -5 11 -8 -3 14 -14 -10 -16 22 26 21 20 25 -7 -17 -6 -11 -20 -2 28 -23 -9 -right_child=1 4 6 8 23 18 10 29 12 24 -12 -13 13 -15 15 16 -18 -19 19 -21 -22 27 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.089304469700307476 -0.0022011242800079448 0.05504177109195757 -0.040382980911986145 0.014367260759740536 0.066556068143868913 -0.078653363334800816 -0.025561802850305244 0.0077183012931426936 0.043292005599724764 0.037225476792477889 -0.014626543633177542 0.039441627008849789 0.0055547115836010715 0.030017965905967576 -0.001467919567179492 0.031853611820580267 0.064329957849058012 0.01531959947741948 -0.0064297157716317402 -0.072103481110180515 -0.076405964943053836 -0.054456593337809528 0.013691737089197612 0.086318238267032527 0.01211057600875716 -0.05346920896449571 -0.013241883521415948 -0.078975578780568656 0.03327134765272903 -0.013791109233122448 -leaf_weight=4842.1663836613297 6871.9994761198759 4278.8223769068718 7002.1010447368026 10582.621334955096 3717.6872769445181 2396.9101864546537 9373.4860561490059 14031.056971102953 2374.5628229081631 4799.4157245159149 7294.3085778057575 3745.7412188947201 2688.2805840075016 2543.6706330925226 888.84418930113316 3573.456797927618 380.97620859742165 973.00627228617668 832.42183841764927 1230.5959424078465 532.40615194290876 2239.5518572181463 1922.7638376653194 1471.1809098124504 750.85845240950584 207.51372180879116 4910.1927506327629 607.44380778074265 54.052794769406319 768.04959344863892 -leaf_count=69171 37960 18691 63863 44820 18417 29580 70747 65352 9553 20217 47354 15475 10843 10246 3593 14389 1529 5118 7103 14582 6536 25326 7764 8056 3076 1918 27638 6799 607 3657 -internal_value=0 0.0208687 -0.0427172 0.010321 0.0503861 -0.072235 -0.0265764 0.00117816 0.0204161 0.0420636 -0.0207762 0.0477599 0.02487 0.0174483 0.029118 0.0241436 0.028017 -0.0051148 -0.0620321 -0.0520372 -0.0363323 -0.0673199 0.0255 0.0721592 0.0338279 -0.0158162 -0.00680233 -0.057956 -0.0523891 0.006602 -internal_weight=0 71273.2 36613 52509.5 18763.7 12943.1 23669.9 27554.3 24955.2 13574.8 16667.8 8024.56 14372.6 5231.95 9140.6 6766.04 5877.2 12755.2 8100.9 2802.94 1572.34 5297.96 5496.22 5188.87 5550.27 1039.94 11782.2 2901.05 2293.6 14799.1 -internal_count=669980 326394 343586 242462 83932 161622 181964 139725 102737 57459 118101 34166 57917 21089 36828 27275 23682 70716 92451 30139 15557 62312 22153 26473 23293 9021 65598 32732 25933 69009 +left_child=2 4 6 11 9 7 -1 10 18 19 20 25 27 -7 15 16 -9 -11 -5 -2 -4 22 -6 28 -25 26 -3 -8 -23 -12 +right_child=1 3 5 8 21 13 12 14 -10 17 29 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 23 -24 24 -26 -27 -28 -29 -30 -31 +leaf_value=-0.060851631495247555 -0.0049188711074025157 0.012531675320001587 -0.038831528328459958 0.023451768448944525 0.0086742127095832018 -0.036415011189608992 -0.032724784491844579 -0.026902359918053544 0.041528407209352851 0.0032283531916353818 -0.0083462635932673775 0.022070499086458823 -0.056615895469271919 -0.022057591772660933 -0.025043356285081659 -0.015474364789003214 0.0046423958362535236 -0.010021705840499093 0.037489799247352011 0.0060357040304285072 -0.021091924718834837 0.0073652532258360048 0.030100160698432001 -0.0010675899782357056 0.024515320490516551 0.029696248507280809 -0.085910227572116485 -0.049748971729432163 0.030100681729520073 -0.027521214610514013 +leaf_weight=3402.6540318094194 3905.0653055012226 24205.972125202417 1521.8552469462156 8956.1478287279606 17399.590890869498 3313.6992558836937 3864.0586310811341 607.56067463755608 3859.6671435236931 2346.5017659366131 2915.1820747926831 5814.1632594168186 1187.1249204576015 4083.7718704864383 865.18918936699629 2015.9955738633871 4475.2841726541519 11349.558101758361 1986.1756908744574 7651.8341327905655 2489.4407890737057 3587.2696345597506 688.35442465543747 8340.3839516341686 453.99558146297932 928.81541174650192 52.154473572969437 1191.3696757629514 549.67987155914307 864.65194195508957 +leaf_count=55812 19409 73924 16854 31835 58863 24420 48296 3956 18467 10447 23469 17847 10137 24140 6941 15462 25951 50763 7333 34702 18387 12361 2248 29147 1570 2867 160 15800 1805 6607 +internal_value=0 0.0101611 -0.0267974 0.0196395 0.00244613 -0.0180934 -0.0476907 -0.0132123 0.030049 -0.00313591 -0.0205015 0.0146693 -0.0405171 -0.028489 -0.00608138 -0.00377034 0.0008718 -0.00775162 0.0259999 0.00233416 -0.0278222 0.00699049 0.0094896 0.00349482 0.000253086 0.0129608 0.01232 -0.0367367 0.0103861 -0.0127326 +internal_weight=0 102075 32797.8 45803.1 56272.2 23152.6 9645.21 15755.2 14802 25253 7791.13 31001.1 6242.55 7397.47 7964.03 7098.84 5082.84 13696.1 10942.3 11556.9 4011.3 31019.3 18087.9 12931.3 8794.38 25186.9 24258.1 5055.43 4136.95 3779.83 +internal_count=669980 373748 296232 152433 221315 166187 130045 117627 57635 115321 65317 94798 74233 48560 52310 45369 29907 61210 39168 54111 35241 105994 61111 44883 30717 76951 74084 64096 14166 30076 is_linear=0 shrinkage=0.1 @@ -1133,18 +1133,18 @@ shrinkage=0.1 Tree=59 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 3 3 3 4 8 8 7 4 6 3 3 0 0 0 7 7 3 10 0 2 3 8 2 2 8 -split_gain=17035 3962.03 2589.66 633.198 525.418 314.461 292.656 131.73 85.6463 78.5731 74.74 68.7173 66.0319 66.3494 65.068 62.3888 60.196 60.1086 59.2291 58.7868 55.3436 53.3478 52.4421 44.7141 43.8023 43.3232 41.4041 50.9247 41.2692 40.1552 -threshold=0.74021765972250964 0.16167077779508179 0.95772456313968635 0.44281340144209619 0.057177059790092168 0.88875097555938487 0.98160402065195196 0.26306225436712788 1.0000000180025095e-35 45.500000000000007 42.500000000000007 0.57518796992481214 0.51520737327188948 0.54195804195804198 0.092054754568763858 0.9912831104059151 0.0085060268799667677 0.029767904324140636 0.063376047944367228 0.47559523809523813 0.28801843317972359 0.032286757670179626 1.0000000180025095e-35 0.017531736847855948 0.0088980015597548198 0.6104183559200943 48.500000000000007 0.20198368560756871 0.024479409437641361 40.500000000000007 +split_feature=3 3 3 3 3 3 3 0 0 7 7 4 0 8 8 0 12 8 3 7 8 8 12 8 12 12 10 2 12 1 +split_gain=5099.34 2134.72 725.922 396.759 219.486 140.163 101.354 68.3582 59.7098 58.8119 55.2333 64.337 53.0345 52.2411 49.2408 41.8394 37.6597 36.488 36.5691 34.7314 31.5055 33.3291 54.5776 31.2804 43.2866 39.435 37.4493 31.2599 30.2958 29.0649 +threshold=0.31737872782588666 0.95772456313968635 0.080939212771562727 0.79048838510002806 0.98758193527967186 0.16167077779508179 0.041162931593119165 0.0082964594256197902 0.097893730133699827 0.28801843317972359 0.49074074074074076 1.0000000180025095e-35 0.040496029981080955 40.500000000000007 34.500000000000007 0.20674927870109308 1.0000000180025095e-35 45.500000000000007 0.54335568554124969 0.57518796992481214 42.500000000000007 17.500000000000004 1.0000000180025095e-35 16.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.19435759741937519 1.0000000180025095e-35 0.0034345730181209377 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 5 7 21 11 20 18 10 12 14 16 13 17 -6 -8 -2 28 -3 23 -4 -1 24 -7 -9 -19 27 -11 -5 -26 -right_child=2 3 6 9 8 19 15 22 -10 26 -12 -13 -14 -15 -16 -17 -18 25 -20 -21 -22 -23 -24 -25 29 -27 -28 -29 -30 -31 -leaf_value=-0.091827577133414537 0.02812282038849593 -0.02050072806740948 0.060148163513809472 0.050019302112431718 -0.053369082368527478 0.041288678168411592 0.083198863290083636 0.086774996430456386 -0.064528220826058857 0.0027757047206146326 -0.07822757554854623 0.035772378785216476 -0.031152553261030082 -0.014974042106452562 -0.040141837683786014 0.099466549516797786 0.013880490659443884 -0.0058544340481997571 -0.035441457491895541 0.055675650675547021 0.080731073024804215 -0.074378177253826838 -0.031109164382781131 0.02215507984680766 -0.012898989668429929 0.0065852248609040171 0.039824082954642653 -0.045902394631753989 0.0091901536208757722 -0.04099577590463746 -leaf_weight=2549.559318780899 4307.8039567619562 4120.0584883093834 5946.0913938954473 254.96678584814072 6063.7514893561602 8893.230793684721 4908.3235609978437 43.249679580330849 3225.2432113587856 306.73528344929218 719.04957668483257 2692.0818792134523 601.13976722955704 1993.2035973966122 9617.8508824557066 4536.3937026187778 9538.7413503676653 6647.1566539853811 7453.2349996417761 2528.7143633067608 1674.1325889974833 5601.5136056095362 1989.5854036808014 1415.8289236277342 12675.083867132664 4836.8222874104977 88.871631741523743 717.91607211530209 8525.4259951263666 529.92794816195965 -leaf_count=18534 21237 18287 42952 1053 35016 52885 42381 175 17849 1247 4135 13026 2448 8125 48430 42327 44749 26743 34220 15384 12595 36798 8343 8065 52136 20140 360 2905 35108 2327 -internal_value=0 -0.0281299 0.048267 -0.011521 -0.058495 0.0302691 0.0792495 -0.0220796 -0.0496316 0.000287945 -0.0467021 0.0211536 0.00155154 0.00243482 -0.0452565 0.0910124 0.0183114 0.00414715 -0.0301226 0.0420124 0.0646701 -0.0798361 -0.0159709 0.0386609 -0.0136975 -0.000615098 -0.0256514 -0.0313303 0.0103758 -0.0140265 -internal_weight=0 78560.3 46441.3 50783.4 27777 29376.4 17064.9 26811.1 19625.9 23972.2 16400.7 16538.6 22858.7 22257.6 15681.6 9444.72 13846.5 20264.4 11573.3 12837.8 7620.22 8151.07 15237.8 10309.1 13248.3 11484 1113.52 1024.65 8780.39 13205 -internal_count=669980 374379 295601 213617 160762 155346 140255 115488 105430 98129 87581 79012 93617 91169 83446 84708 65986 83044 52507 76334 55547 55332 62981 60950 54638 46883 4512 4152 36161 54463 +left_child=2 3 6 10 9 8 -1 14 -4 23 11 17 -8 15 16 -7 -5 18 -2 -9 21 22 -10 24 29 -25 -26 -17 -23 -3 +right_child=1 4 5 7 -6 13 12 19 20 -11 -12 -13 -14 -15 -16 27 -18 -19 -20 -21 -22 28 -24 25 26 -27 -28 -29 -30 -31 +leaf_value=-0.05586029659322031 -0.0025419288435829107 0.054700834423418637 -0.017652904231087715 0.032933043547081417 0.060780188389310388 -0.00829773599207961 -0.028353494477400123 0.0083074644374264619 -0.049886994291728937 0.050708952754497376 0.0071401660432776244 -0.014425558723643768 -0.043389622847469632 -0.037273592075164917 0.015289898752829767 -0.0069064695863053933 0.016515311563493392 -0.01373789020837609 0.0038486529397384357 0.022803060580391346 -0.057471995919778023 -0.020439908063920417 -0.018887478416249551 0.017790668153326212 0.032034531012942236 0.038070300822419703 -0.017798901861495076 -0.021579850257060811 -0.033380317907527428 0.029952843454678947 +leaf_weight=4849.7179671823978 16686.395216405392 1715.6465485021472 6947.874413177371 3772.3253432363272 5891.9551827386022 12862.589742526412 3509.804758682847 12627.96133556962 1568.0038936883211 2367.8258452266455 10557.029994994402 3270.3265953660011 7073.0359692126513 835.17994225025177 9560.6077649444342 1972.6148993223906 2219.0522478669882 1790.6717261373997 19324.192681521177 1901.8508408367634 390.22732436656952 4827.4744110256433 890.4831049144268 2270.5672835111618 1962.9393874332309 1659.8274980336428 163.34951984137297 5499.7454994320869 2893.6610392928123 656.01366057246923 +leaf_count=31629 50952 14216 29303 20104 60952 43636 19945 51963 6514 18359 33026 10264 35418 3364 42819 6889 11308 5615 61359 8055 1850 20242 3608 13868 14613 12414 1109 19609 12253 4724 +internal_value=0 0.0126642 -0.0255517 0.00600776 0.0452562 -0.018237 -0.0438889 0.0151366 -0.0248539 0.036784 0.000688748 -0.000969523 -0.0384029 -0.0127618 0.0197443 -0.011755 0.0268523 0.000194608 0.000887419 0.0102048 -0.0295873 -0.0285184 -0.0386587 0.032872 0.0385667 0.0263549 0.0282061 -0.0177063 -0.0252896 0.0478554 +internal_weight=0 98398.5 54120.4 81710.4 16688.1 38687.9 15432.6 30081.8 17517.7 10796.2 51628.6 41071.6 10582.8 21170.1 15552 20335 5991.38 37801.3 36010.6 14529.8 10569.8 10179.6 2458.49 8428.34 4497.95 3930.39 2126.29 7472.36 7721.14 2371.66 +internal_count=669980 435720 234260 295465 140255 147268 86992 134249 73770 79303 161216 128190 55363 73498 74231 70134 31412 117926 112311 60018 44467 42617 10122 60944 34662 26282 15722 26498 32495 18940 is_linear=0 shrinkage=0.1 @@ -1152,18 +1152,18 @@ shrinkage=0.1 Tree=60 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 0 0 0 10 8 8 7 10 4 3 4 2 1 1 10 4 3 8 3 4 8 1 1 4 -split_gain=7140.99 1160.93 717.264 378.853 156.033 85.678 84.3368 75.3568 64.2785 48.8485 48.0607 90.619 47.9646 44.0029 40.8876 39.9597 37.516 37.4712 36.9901 35.9203 34.6058 34.0775 35.3526 33.9866 33.6953 32.4184 31.169 30.4577 31.3707 28.3885 -threshold=0.028165631713550725 0.23729727672133719 0.0051892025431287681 0.79218779667370998 0.067287893090633669 0.010383107181019525 0.46508427439233974 0.0017034100588937012 0.92502263599968015 1.0000000180025095e-35 45.500000000000007 47.500000000000007 0.44722222222222224 1.0000000180025095e-35 0.21980676328502416 0.92804678448977718 0.21980676328502416 0.60060999209537747 0.0012833679548992728 0.0040755249409591271 1.0000000180025095e-35 0.35504201680672276 0.52628666169616223 13.500000000000002 0.1332873444715923 0.68660714285714297 10.500000000000002 0.0021152687125869899 0.067156980655063939 0.10912698412698414 +split_feature=0 0 0 0 1 4 0 8 12 10 3 0 1 10 10 0 2 8 2 0 3 3 4 4 10 8 8 3 12 1 +split_gain=4395.83 449.619 416.609 117.979 81.1557 77.1857 53.6528 50.1563 59.673 54.5342 44.7244 43.6009 43.0595 39.971 34.4229 33.7921 33.3357 27.9661 27.7176 26.0883 25.4179 35.3231 26.0013 24.0018 24.7511 23.867 44.8522 49.3794 26.3675 24.6173 +threshold=0.032347618849016789 0.0057466159744883156 0.14821087426536664 0.82146664024750038 0.0020774677037193119 0.17573529411764707 0.063376047944367228 28.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.13643962650062033 0.0017034100588937012 0.045242535598563609 1.0000000180025095e-35 1.0000000180025095e-35 0.94689973200461208 0.057785457399805201 12.500000000000002 0.08599418926704043 0.011749020176541681 0.068719394421546107 0.75342187127568572 0.15239477503628449 0.64142857142857157 1.0000000180025095e-35 16.500000000000004 39.500000000000007 0.57681986020736797 1.0000000180025095e-35 0.0041501371751771548 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 7 6 14 15 16 -1 20 26 12 17 19 29 18 -4 -3 -12 23 21 25 -6 -23 -2 -21 -5 -7 -28 -29 -8 -right_child=1 3 5 8 10 9 13 -9 -10 -11 11 -13 -14 -15 -16 -17 -18 -19 -20 24 -22 22 -24 -25 -26 -27 27 28 -30 -31 -leaf_value=-0.093365249488377169 0.36532855681163223 0.019162432744355959 -0.059014962328985301 0.041038715051300405 -0.0047162724889380208 0.089207475315523949 0.025962551321051588 -0.07246710713918722 0.083275931775838585 -0.006674598998373785 0.083170422916694492 0.024519883652437659 -0.0071842977422385519 0.043380574786924947 0.015346216250057377 -0.031899392757216267 0.035016463948895231 0.29148457019414409 -0.010383677215851785 0.022669408526140321 0.067673985328086758 0.01127749685091366 0.089433122534837206 -0.037859537863272688 0.0084370895167414084 0.081971285204832531 -0.047714175867151959 -0.02745172122035075 -0.05299567612791193 0.043272416445675629 -leaf_weight=3517.0694305896759 2.0980244651436797 8790.8602257817984 2624.6825614348054 1662.163424924016 2578.14102832973 19.679608542472124 4707.2951544672251 3387.2434131093323 1013.4452682584524 616.57360780239105 16.803350247442722 730.45125801116228 2231.1860057711601 3682.4522550702095 559.6756794527173 685.40466007217765 1797.8291489779949 17.763167187571526 5762.0847767367959 2195.6621343269944 1175.656220972538 241.78755478560925 76.08983987569809 598.99906431138515 6863.1956305280328 218.97859950363636 1740.6904718279839 2982.2218074724078 573.18937178701162 1186.1942025274038 -leaf_count=111406 24 42225 58865 7104 18566 269 19479 92943 5249 9459 98 4586 15967 14904 5230 15209 7630 89 66036 14535 5204 1386 417 7432 47236 1013 33057 49950 9593 4819 -internal_value=0 0.0185468 -0.0587272 0.0336217 0.00184487 -0.0405108 0.0280044 -0.0831127 0.0614509 -0.0333188 0.007592 0.0320069 0.00627537 0.0348049 -0.010567 -0.0534003 0.0218543 0.19022 -0.0128462 0.0087874 0.054215 -0.000907282 0.0299855 -0.0364523 0.0118867 0.0458036 -0.0364093 -0.036876 -0.0315698 0.0294465 -internal_weight=0 46108.8 16146.8 24234.9 21873.9 9242.44 20164.6 6904.31 4070.24 5932.35 14951.1 765.018 14186.1 9575.94 6922.86 3310.09 10588.7 34.5665 6363.18 11954.9 3056.8 2896.02 317.877 601.097 9058.86 1881.14 5315.78 5296.1 3555.41 5893.49 -internal_count=669980 289229 380751 107627 181602 176402 89057 204349 18570 102328 102880 4773 98107 39202 78722 74074 49855 187 73492 82140 13321 20369 1803 7456 61771 8117 92869 92600 59543 24298 +left_child=1 11 6 5 14 7 20 18 10 -10 -9 -1 13 19 -3 23 -12 -8 -4 -6 -2 22 -22 24 -5 28 27 29 -19 -27 +right_child=2 4 3 15 12 -7 17 8 9 -11 16 -13 -14 -15 -16 -17 -18 25 -20 -21 21 -23 -24 -25 -26 26 -28 -29 -30 -31 +leaf_value=-0.066370860477332386 0.012980605842211834 -0.040347156930064035 0.021924980590008025 0.021951372650752175 -0.030658592418059006 0.027552293539985003 0.054535642192931999 0.021545757196204232 0.020412515848782127 0.039052337114962934 0.087377646479568388 -0.051489768368998712 -0.036419937005611552 0.002363966473175608 0.0052832596007132441 0.059386039209956235 0.0077349203361610983 0.0062672839718049024 0.0073997317233403335 -0.016603545128426909 -0.01396572866296626 0.0054624046793729517 0.011501983293028583 0.050587327217489944 0.04078839034959441 -0.0088327863113094093 0.0041072429887843778 0.046191645031382532 -0.011093174044564858 0.019564394141143374 +leaf_weight=3364.7841326706111 700.26449908316135 4258.275178603828 1573.1098081022501 1943.3599477261305 1961.8626440390944 6828.3242828547955 117.16157561540604 4304.8809953182936 6731.670766055584 2046.8356329202652 52.990053847432137 4746.0892352368683 1639.5571017153561 818.16147820651531 172.00311415269971 528.9230972379446 6407.3098213225603 1973.5225474238396 7967.8862456679344 4040.5121130719781 4223.8555841594934 1653.052659124136 442.91689369082451 601.05902901291847 1088.1001796722412 423.4157581999898 6198.1184604763985 568.65847164392471 1571.5604903101921 1094.0942965522408 +leaf_count=111406 6325 63626 5632 6965 31674 22158 656 14394 24705 6665 192 103378 20976 10868 2282 2524 23953 12122 30652 49690 36449 14402 3157 2335 4046 2543 36866 3281 9873 6185 +internal_value=0 -0.0392173 0.0140524 0.0198314 -0.0276108 0.0179844 0.00184213 0.0157381 0.0186396 0.0247587 0.0136498 -0.0576632 -0.0218689 -0.0183711 -0.0385756 0.0357707 0.00838818 0.00591923 0.00979464 -0.0211974 -0.00509613 -0.00709911 -0.0115486 0.0323322 0.0287127 0.00543772 0.00837607 0.021059 -0.00142873 0.011641 +internal_weight=0 21001.2 59041.1 40074.4 12890.4 35913 18966.6 29084.7 19543.7 8778.51 10765.2 8110.87 8460.09 6820.54 4430.28 4161.44 6460.3 11946.5 9541 6002.37 7020.09 6319.83 4666.77 3632.52 3031.46 11829.4 8284.29 2086.17 3545.08 1517.51 +internal_count=669980 393900 276080 144221 179116 128351 131859 106193 69909 31370 38539 214784 113208 92232 65908 15870 24145 71526 36284 81364 60333 54008 39606 13346 11011 70870 48875 12009 21995 8728 is_linear=0 shrinkage=0.1 @@ -1171,18 +1171,18 @@ shrinkage=0.1 Tree=61 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 0 1 1 1 5 8 8 5 2 0 6 7 8 8 8 8 8 12 2 0 2 8 12 10 2 -split_gain=3097.69 389.746 332.795 141.94 55.5165 45.2811 37.4254 37.1106 33.8004 19.6957 18.8066 17.1951 16.1933 17.327 16.0567 19.797 19.2715 17.3067 16.1202 15.9056 15.4403 17.9914 14.9278 16.8671 14.6295 36.6042 14.5664 21.598 21.2909 19.0825 -threshold=0.013873790547772432 0.71441489371405154 0.0027613792403738935 0.11721393772228787 0.93351929817756518 0.088877665623056365 0.026414580882012335 0.00070500221610781094 0.0061307968283653902 0.063508064516129045 43.500000000000007 39.500000000000007 0.162280701754386 0.32701189696855848 0.37535227617836248 0.6132478632478634 0.68301435406698574 41.500000000000007 39.500000000000007 10.500000000000002 40.500000000000007 44.500000000000007 1.0000000180025095e-35 0.84697888843807922 0.069465387068642623 0.2229679821634751 41.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.0030823298178235124 +split_feature=1 1 1 0 1 3 1 2 5 6 2 1 5 5 0 2 12 8 8 8 8 3 1 8 10 3 3 8 2 12 +split_gain=2495.76 232.336 170.952 75.3799 57.8955 36.862 27.952 33.651 24.3415 24.2229 22.6848 22.4388 17.8929 17.5462 16.8632 16.7292 16.693 30.6416 46.5024 24.5194 21.1022 16.9082 22.6524 16.7816 17.1439 18.1508 17.6722 19.1674 16.5552 15.6048 +threshold=0.013873790547772432 0.0033727556607198888 0.04755786326938103 0.020432912037279913 0.89595482816428185 0.85057674545767747 0.0011070650392843091 0.046929061200795631 0.054093567251461992 0.11437908496732027 0.016381411183616374 0.0065417708063083583 0.19523809523809527 0.060661764705882359 0.28236479920600216 0.0085461920867191069 1.0000000180025095e-35 40.500000000000007 36.500000000000007 36.500000000000007 44.500000000000007 0.68146800760320148 0.08667992138836153 67.500000000000014 1.0000000180025095e-35 0.060849744161066012 0.50875813316656548 47.500000000000007 0.60060999209537747 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 7 6 19 8 14 -1 -4 -7 11 -10 -8 -14 15 16 17 18 -2 -3 -5 -22 23 -20 -19 -26 27 29 -28 -21 -right_child=1 4 5 20 -6 9 12 -9 10 -11 -12 -13 13 -15 -16 -17 -18 24 22 26 21 -23 -24 -25 25 -27 28 -29 -30 -31 -leaf_value=-0.089863702382123087 0.0093185652718085175 -0.10204967115102473 -0.037980183678509583 0.023107879086622422 0.083720038861863966 -0.051552053965399983 0.0072651290187186 -0.068713818947060981 -0.0089433596948115274 0.033149309301078893 0.03218367323240591 -0.032499880211709575 0.014200356357300773 0.074180533160252179 -0.028864558072372839 -0.049887592366684497 -0.033036579562342273 0.016050681099627994 -0.034675851608913462 -0.097979907594841154 0.13420100019906578 0.037366718970174011 0.0057285374638535377 0.26467320318234527 0.25314745289428386 0.023108098441481331 0.091007257059666363 0.053335671640390651 -0.0036429389643346036 0.034522337797383298 -leaf_weight=1205.3991035334766 690.79233002662659 7.0230182260274878 1373.4271112978458 6527.3519286066294 537.26085121929646 1254.4774247668684 4328.0171252861619 2661.2657001605257 754.27295266464353 28.067290901206434 77.259737791493535 525.93941254168749 134.05252591148019 75.169461946934462 319.23697720654309 88.653065523132682 166.15623842552304 56.957532238215208 233.00916354358196 11.031942561268805 19.965785376727581 491.91837709397078 184.8702522944659 1.8976086862385262 10.501696076244118 20.26517678797245 150.96240848302841 1518.3899466693401 28.206131651997566 735.86742389202118 -leaf_count=100487 18439 29 73963 42038 2827 69054 68834 195967 27626 1352 2624 19756 1490 795 10505 2546 4664 1152 6915 49 90 2593 5159 53 165 526 662 6444 120 3056 -internal_value=0 0.0219651 -0.0543702 0.0146568 0.0546069 -0.034199 0.00376513 -0.0753071 -0.0269198 -0.0496984 -0.0157294 -0.0186209 0.00857863 0.0357501 -0.00855755 -0.00409624 -0.00112102 0.00330441 -7.32196e-05 0.0482266 0.0244194 0.0411437 -0.0155285 -0.0322577 0.0460644 0.101628 0.0486583 0.0464874 0.0761067 0.0325652 -internal_weight=0 16337.6 7880.11 13348.8 2988.74 4013.44 6309.58 3866.66 2730.9 1282.54 1357.47 1280.21 4537.24 209.222 1772.34 1453.1 1364.45 1198.29 1110.57 2451.48 7039.24 511.884 419.777 234.907 87.7244 30.7669 2444.46 2265.29 179.169 746.899 -internal_count=669980 179151 490829 165964 13187 194375 121243 296454 123969 70406 50006 47382 71119 2285 50124 39619 37073 32409 30566 10360 44721 2683 12127 6968 1843 691 10331 9549 782 3105 +left_child=1 6 5 10 8 13 -1 -8 9 16 -3 -5 -12 -2 -13 -7 17 18 -4 -18 -19 22 -21 24 -22 -26 -27 -28 -10 -6 +right_child=2 3 4 11 29 15 7 -9 28 -11 12 14 -14 -15 -16 -17 19 20 -20 21 23 -23 -24 -25 25 26 27 -29 -30 -31 +leaf_value=-0.062622040629078612 -0.0044206281754693277 0.018999121557879164 0.022854103287830493 -0.043983166153570626 0.02659590736796302 0.064476504008759178 -0.028318104959069987 -0.053561198506360236 0.033703612825303049 0.0078126583855753478 -0.014650724452879113 -0.02020969415430373 0.053501670242850664 0.027571047935040473 -0.041617452352562749 0.015754931140215894 0.018739092550182489 0.11967375771860778 0.0023188628162095748 0.0049235621017453485 0.041461877992295934 0.050293675286729581 0.031210319726370131 -0.084544309037290988 0.11895184135750661 -0.024939640325839153 -0.06428562988527424 0.058337086191399518 0.11899488979546871 0.050927653218519275 +leaf_weight=2405.0577416149899 3379.7683300673962 262.56849320046604 2813.7206547707319 1307.3460968881845 366.9115773588419 77.20833982899785 663.92042616009712 2581.3781741270795 1268.3361897021532 1286.8256773129106 1463.9571460653096 1220.8884916547686 39.564049284905195 180.5999384727329 526.69373730570078 808.04277752712369 3047.3861742950976 28.360135033726692 1813.480284653604 365.57020991295576 673.05632806569338 395.62714322656393 3174.958092071116 12.175009250640867 13.966861292719839 112.63595753908157 15.650803722441195 68.714087657630444 23.173377312719822 935.92684063315392 +leaf_count=161557 64745 10481 16522 49588 1482 1233 43102 120678 5595 9193 50702 35652 950 2378 18119 15778 18306 109 12920 4446 3270 3384 14651 63 63 486 103 404 155 3865 +internal_value=0 -0.0406928 0.019138 -0.0245669 0.0238487 0.00174271 -0.0544518 -0.048397 0.0221051 0.0208784 -0.00812117 -0.0340743 -0.0128573 -0.00279785 -0.0266617 0.0200042 0.0222196 0.0181268 0.014806 0.0254733 0.0347469 0.030687 0.0284961 0.0320594 0.0336653 0.00879159 0.000981506 0.0355889 0.035234 0.0440752 +internal_weight=0 10471.4 20862.1 4821.02 16416.5 4445.62 5650.36 3245.3 15113.6 13822.1 1766.09 3054.93 1503.52 3560.37 1747.58 885.251 12535.3 5551.76 4627.2 6983.54 924.559 3936.16 3540.53 896.199 884.024 210.968 197.001 84.3649 1291.51 1302.84 +internal_count=669980 490829 179151 165492 95017 84134 325337 163780 89670 83920 62133 103359 51652 67123 53771 17011 74727 33940 29442 40787 4498 22481 19097 4389 4326 1056 993 507 5750 5347 is_linear=0 shrinkage=0.1 @@ -1190,18 +1190,18 @@ shrinkage=0.1 Tree=62 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 2 2 2 6 0 8 3 10 8 6 1 8 9 8 12 8 0 8 6 0 12 8 4 1 -split_gain=8165.12 2098.46 1315.18 483.782 345.432 190.018 143.96 84.078 65.4787 62.249 51.2408 57.7411 94.2719 50.5146 48.0193 47.0841 46.3837 45.3967 45.1285 43.7782 44.569 57.5866 42.5721 70.8507 41.3373 40.6482 39.6181 58.5279 42.9046 38.3162 -threshold=0.12271061120908651 0.61676732637305076 0.021658051321966919 0.86323969273790258 0.29780391340468032 0.049430903611040765 0.0074800202466077537 0.93042944834295571 0.79860730204461627 0.67870967741935495 0.051212762608571764 32.500000000000007 0.23823176988931691 1.0000000180025095e-35 47.500000000000007 0.35924528301886799 0.0071597239060879675 39.500000000000007 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 25.500000000000004 0.041695003880845613 28.500000000000004 0.054093567251461992 0.00278377438937511 1.0000000180025095e-35 40.500000000000007 0.68301435406698574 0.0040755249409591271 +split_feature=2 2 2 2 2 1 8 1 8 12 2 2 10 12 8 9 8 6 2 6 6 1 4 10 8 8 8 6 1 9 +split_gain=2672.61 658.689 405.558 208.572 127.126 105.941 76.0585 73.3942 65.3015 69.4386 58.9242 56.5006 47.2219 45.3538 46.2647 52.3329 42.4739 36.5899 35.377 34.0033 31.3058 30.4729 29.3688 27.2998 50.5533 48.2337 43.8572 25.9477 23.7251 22.3851 +threshold=0.080488095919491423 0.45614472525325273 0.015299555006901422 0.80712088824194461 0.22721671676319649 0.071491470314231143 39.500000000000007 0.0065417708063083583 40.500000000000007 1.0000000180025095e-35 0.92490073479522228 0.0074800202466077537 1.0000000180025095e-35 1.0000000180025095e-35 23.500000000000004 1.0000000180025095e-35 30.500000000000004 0.67204301075268824 0.030861927778056301 0.49358974358974367 0.31698564593301443 0.063047552936575268 0.68990384615384626 1.0000000180025095e-35 32.500000000000007 47.500000000000007 45.500000000000007 0.69615384615384623 0.0033727556607198888 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 8 15 17 -1 24 29 10 -6 12 -12 16 18 22 -13 -4 -15 20 -7 -22 23 -2 -5 -19 27 28 -21 -3 -right_child=1 3 5 7 9 19 -8 -9 -10 -11 11 13 -14 14 -16 -17 -18 25 -20 26 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.090174915357661006 -0.014023712455815039 0.032465244665439319 -0.04925310709023592 0.047430943060337218 0.016073131949610381 -0.036858340558193488 -0.065016556536746095 0.076528994690029647 0.0409929222210514 0.027182758417272787 0.029874553087311757 0.019301742395861764 0.0021451844642147145 -0.021431909467380703 0.045039172226923947 0.0077117105521276388 0.0019911012659992139 -0.021174526857062725 0.0035489899085523013 -0.005351086203757128 -0.012081219418733859 -0.039603746104597159 -0.010788769481085647 0.0059157882165289275 0.065569554920784132 -0.043565499598653815 -0.02891727682411574 -0.038925311227709362 -0.058538853862361045 0.021882957149135358 -leaf_weight=3577.6342938244343 2741.4566281437874 7258.4126075357199 4323.8481188416481 3533.3606368601322 10287.532737880945 3255.4164721369743 6244.0281162634492 2338.101480692625 4850.3384894877672 2488.2029424458742 2431.5898355394602 2231.1892296224833 2472.891531214118 1701.7640889137983 162.36034788191319 2605.9263041168451 5054.3046542704105 1453.8682961687446 1257.5555576980114 3872.3967999890447 2441.0768223851919 1104.0749857127666 10575.477272555232 5091.9790329635143 1949.7111685723066 1832.9042687639594 1973.5722032636404 691.43642237782478 157.84514494985342 6472.7658712118864 -leaf_count=55812 15932 29386 46827 16774 43988 26732 79564 13204 20891 10293 10411 9510 10912 7667 705 14102 22187 12691 5525 26078 19457 8911 59515 28622 9449 17026 15001 5545 1144 26119 -internal_value=0 0.0170523 -0.0439513 0.039787 0.00482762 -0.0298843 -0.0741807 0.0606514 0.0310049 0.0120826 0.0106149 0.00694768 0.0158931 0.00273206 -0.00791126 -0.00486906 0.0072925 -0.0425194 -0.0108163 -0.0227591 -0.0284103 -0.0206526 -0.00664997 -0.00106241 0.0538808 -0.0336611 -0.017019 -0.0120457 -0.00743419 0.0274768 -internal_weight=0 75504.9 30928.1 26402.7 49102.2 21106.4 9821.66 7821.17 18581.5 28087.4 25599.2 15311.7 4904.48 10407.2 3121.68 21014.8 7285.49 7610.62 2959.32 13495.8 6800.57 3545.15 18408.9 7833.44 5483.07 3286.77 6695.25 4721.68 4030.24 13731.2 -internal_count=669980 355192 314788 115823 239369 179412 135376 39427 76396 121198 110905 66917 21323 45594 13897 118171 31697 76544 13192 102868 55100 28368 104069 44554 26223 29717 47768 32767 27222 55505 +left_child=2 4 11 17 7 6 13 -2 9 12 19 -1 22 16 15 -15 18 23 -4 28 29 -13 -8 -3 -25 26 -26 -9 -5 -6 +right_child=1 3 5 10 20 -7 8 27 -10 -11 -12 21 -14 14 -16 -17 -18 -19 -20 -21 -22 -23 -24 24 25 -27 -28 -29 -30 -31 +leaf_value=-0.058543391257379618 0.0011464569303437919 0.012597533317738222 -0.047435054271817448 0.024004524040208426 0.0027594088122395452 -0.035388680442628835 0.0095078279590807505 -0.010330774956565677 -0.034297807499996419 -0.020295592236662108 0.038863900179978428 -0.035909618838252777 -0.01738376125828495 -0.012479963794001401 -0.034191719387391586 0.057692423912981454 0.0046942703476537378 0.021627199708355777 -0.026707462540150453 0.032949810455999061 0.01217762597553014 -0.059144884645970668 -0.045453644174149294 0.017741905163713354 -0.0041209503195389604 0.043439992200879685 -0.11945834794611161 0.0102036213121735 0.012976546685966829 0.013789299950041989 +leaf_weight=3076.7848519310355 12737.820005118847 27470.22996121645 1239.0764439031482 5590.536638468504 21928.774681910872 3672.231308914721 3142.1957534849644 13192.422564849257 890.55851279199123 2083.6543718054891 3073.3320258408785 3033.0984912216663 965.77417139708996 3220.8668635264039 1055.294564858079 109.90413049608469 313.20422499626875 3838.9224816858768 2454.6522038057446 2740.543410629034 5301.7534041553736 693.49652120471001 100.32744416594505 1960.7056257128716 3274.8774545192719 216.48525440692902 33.303864717483521 645.47640156745911 2996.4180405884981 2008.5284790098667 +leaf_count=55812 63758 84421 16067 20669 78296 25530 19464 64446 8315 18334 15840 43747 6375 29014 8983 872 2630 11817 21934 10480 18022 6544 728 5995 10180 659 103 3027 10646 7272 +internal_value=0 0.00818888 -0.0275275 0.0163808 0.000674929 -0.0201095 -0.0165072 -0.00433096 -0.00895325 -0.00536599 0.0265834 -0.0485141 0.0020261 -0.0229716 -0.0159455 -0.0101645 -0.0306626 0.0123877 -0.0336606 0.0232515 0.00522484 -0.0402336 0.00780726 0.0113114 0.00487054 -0.00228955 -0.00528207 -0.00937294 0.0201563 0.0036849 +internal_weight=0 107010 26051.1 51195.4 55814.8 19247.7 15575.5 26575.7 7182.51 6291.95 14400.8 6803.38 4208.3 8393 4386.07 3330.77 4006.93 36794.5 3693.73 11327.5 29239.1 3726.6 3242.52 32955.6 5485.37 3524.67 3308.18 13837.9 8586.95 23937.3 +internal_count=669980 405631 264349 170810 234821 158246 132716 131231 53216 44901 57635 106103 26567 79500 38869 29886 40631 113175 38001 41795 103590 50291 20192 101358 16937 10942 10283 67473 31315 85568 is_linear=0 shrinkage=0.1 @@ -1209,18 +1209,18 @@ shrinkage=0.1 Tree=63 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 3 3 3 10 3 8 8 12 8 3 12 8 1 3 2 8 0 7 4 12 10 8 8 2 1 -split_gain=14201 3417.36 2406.33 521.267 496.435 342.725 233.736 89.9468 80.5648 78.754 73.0555 71.5967 91.9135 97.8135 71.4537 59.8416 59.779 69.0234 53.1722 47.8519 45.1795 44.481 44.4309 48.4689 43.4884 49.9865 43.3897 52.5762 44.6173 42.3695 -threshold=0.74021765972250964 0.16167077779508179 0.9636149690700776 0.41073255177347917 0.057177059790092168 0.90720023484451684 0.98810455044001599 0.25053926542558552 1.0000000180025095e-35 0.10431725392723669 26.500000000000004 30.500000000000004 1.0000000180025095e-35 40.500000000000007 0.59378983183201317 1.0000000180025095e-35 16.500000000000004 0.0016249595646828376 0.032286757670179626 0.066825316751958783 42.500000000000007 0.063376047944367228 0.49074074074074076 0.035759897828863352 1.0000000180025095e-35 1.0000000180025095e-35 40.500000000000007 54.500000000000007 0.036682363867772828 0.0040755249409591271 +split_feature=3 3 3 3 3 3 3 0 7 7 8 0 7 0 8 0 4 8 2 8 12 12 8 8 2 3 8 0 12 2 +split_gain=3993.57 1750.09 631.343 299.642 210.86 131.1 80.1426 58.8628 57.3679 54.1361 49.9766 49.5865 48.5744 47.892 42.0589 40.9876 39.053 35.5089 36.7847 35.2659 63.0988 38.9107 33.5787 32.5997 32.5463 32.3102 31.2967 43.6318 35.8038 29.0236 +threshold=0.31027120404833869 0.95772456313968635 0.074650520034198739 0.82310755265226121 0.98869224203268968 0.1542344155679414 0.041162931593119165 0.037294284445576871 0.57518796992481214 0.28801843317972359 40.500000000000007 0.040496029981080955 0.47559523809523813 0.032347618849016789 42.500000000000007 0.1109643272475747 0.18898809523809526 45.500000000000007 0.13600461030283301 17.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 26.500000000000004 48.500000000000007 0.035651653294904558 0.90720023484451684 17.500000000000004 0.0022661872753219248 1.0000000180025095e-35 0.066825316751958783 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 5 7 18 8 11 21 10 19 -2 15 13 -13 22 29 17 -7 -1 -6 -11 -3 23 -5 -19 -26 28 -28 -9 -4 -right_child=2 3 6 14 9 16 -8 26 -10 20 -12 12 -14 -15 -16 -17 -18 24 -20 -21 -22 -23 -24 -25 25 -27 27 -29 -30 -31 -leaf_value=-0.088292776913278748 0.031166577264184932 -0.019280688510850089 0.090651017417936269 -0.006388800300923158 -0.032962616923060434 0.066639713561693098 0.093617277217505304 0.020892572376135645 0.004710470921632702 -0.037916362385749303 0.01766386640876429 0.024409957122182566 0.073592374425306223 0.073612145434637663 0.0049132696985047788 0.063736340542685094 0.036093670600800105 0.053215494790747081 -0.070360332915717846 -0.0546442607578915 -0.075223727281665209 -0.033056911382108041 0.0052981276248929079 -0.029901548412833514 0.036100499035709992 -0.023644987187952837 -0.051957228286943595 0.057537185782463154 -0.015589217196465756 0.058214931215492774 -leaf_weight=2394.5640142858028 6916.4685178548098 3635.3715588003397 2345.8106179907918 10378.077788606286 1152.6041095107794 1775.6713202372193 5883.6223505362868 344.13633163273335 2701.618484467268 8930.2517411857843 9525.107091397047 1194.3496171683073 1672.7977548092604 610.61419443041086 12153.212174609303 2448.9384362325072 6175.5524636358023 1718.3894037008286 5342.9386729449034 8711.3551679998636 336.84640167653561 6596.8055881112814 3006.9349118322134 957.60630564391613 1430.8960266858339 155.22852440178394 523.58791279792786 47.862354129552841 12962.428068295121 486.17693734169006 -leaf_count=18534 35077 16300 20113 41719 6731 12344 58518 1395 12962 45611 46520 8148 13736 5018 50640 20254 37302 11514 36798 51105 1983 30850 12150 3876 9177 947 2401 209 54077 3971 -internal_value=0 -0.025713 0.0448978 -0.0104097 -0.0545364 0.0288562 0.0782019 -0.0210491 0.0207143 -0.0458919 0.023344 0.0678466 0.0567054 0.0410549 -0.000728199 0.0751836 0.0427035 0.0507385 -0.07591 -0.0521108 -0.0392724 -0.0281624 -0.0055085 -0.00837509 0.042194 0.0302534 -0.0158045 -0.0427864 -0.0146457 0.0850826 -internal_weight=0 77474.6 45041.2 50606 26868.6 30398.9 14642.3 24110.2 19143.2 19131.1 16441.6 8758.69 3477.76 1804.96 26495.8 5280.93 11255.7 5080.19 7737.5 9863.96 9267.1 10232.2 14342.6 11335.7 3304.51 1586.12 13878 571.45 13306.6 2831.99 -internal_count=669980 374379 295601 213617 160762 165843 129758 105232 94559 105430 81597 71240 26902 13166 108385 44338 71284 33982 55332 57836 47594 47150 57745 45595 21638 10124 58082 2610 55472 24084 +left_child=2 3 6 8 9 7 -1 -4 13 26 15 -8 25 17 19 -7 -15 -2 -19 20 24 -21 -14 -20 -9 -5 27 -3 -28 -13 +right_child=1 4 5 12 -6 10 11 14 -10 -11 -12 29 22 16 -16 -17 -18 18 23 21 -22 -23 -24 -25 -26 -27 28 -29 -30 -31 +leaf_value=-0.052969284012325271 0.004201558403135245 0.044410952774425458 -0.01339660009886659 0.0084048748415649684 0.05916458629080304 -0.0060744271050559824 -0.025837533897982747 0.045666105655197346 0.0085260314542719533 0.04749700685485822 -0.035761696945452143 -0.028249979876620757 0.032537450837659632 -0.0018450619725839962 -0.055883638805983397 -0.01498019848514856 -0.01521085004426995 0.029603762106060638 -0.030540229456275814 -0.017307929462430108 -0.0165465812107927 -0.030287652705971869 0.015948494722942168 0.038847237743921306 -0.048432902369582156 0.016422057461754971 0.015495382753195553 0.024516402452353984 0.034909585889713803 -0.04568193057954547 +leaf_weight=4557.7283969298005 20291.864421963692 2582.7629225179553 4436.7757160365582 10978.403104633093 4818.0890704840422 9926.4854311048985 2870.1044673025608 37.518532931804657 8888.2359253317118 2321.3610690161586 828.2382315248251 1214.3893535584211 2145.866092838347 24137.073213264346 476.93327066302299 10780.057254478335 2403.7848740965128 151.77714589238167 727.48927882313728 5602.8387434482574 1133.2604547888041 3929.3723261803389 2828.5685980767012 74.658453762531281 1809.1801588982344 9272.6875750571489 2253.160643696785 1923.3007773309946 1642.330761551857 4473.7699452340603 +leaf_count=31629 65176 23056 19756 45497 55832 33942 17392 158 28295 19570 3456 6383 11380 75445 2361 38802 7609 486 2336 24264 4768 17379 12804 238 7860 48703 14390 14252 13155 23606 +internal_value=0 0.0110222 -0.023281 0.00518432 0.0417875 -0.0168925 -0.0422578 -0.023341 0.00114895 0.0339795 -0.0116743 -0.0365534 0.0142507 -0.000223175 -0.0267378 -0.0107109 -0.00305559 0.00331516 -0.0155403 -0.0256268 -0.035122 -0.0226584 0.0231046 -0.0240821 -0.0465211 0.0120758 0.0302446 0.0359195 0.0236804 -0.0419603 +internal_weight=0 97441.4 52076.7 81900.4 15541 38960.7 13116 17425.9 56674.9 10722.9 21534.8 8558.26 25225.5 47786.6 12989.1 20706.5 26540.9 21245.8 953.925 12512.2 2979.96 9532.21 4974.43 802.148 1846.7 20251.1 8401.56 4506.06 3895.49 5688.16 +internal_count=669980 438224 231756 297969 140255 152746 79010 76546 179585 84423 76200 47381 118384 151290 56790 72744 83054 68236 3060 54429 12786 41643 24184 2574 8018 94200 64853 37308 27545 29989 is_linear=0 shrinkage=0.1 @@ -1228,18 +1228,18 @@ shrinkage=0.1 Tree=64 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 0 0 10 0 10 3 8 8 10 8 7 10 1 7 4 1 7 9 8 8 1 4 4 1 -split_gain=6064.82 941.945 697.302 333.398 129.859 86.64 78.6823 78.339 52.4934 47.6108 42.5138 38.7209 36.4894 67.1782 34.0327 32.2559 34.5014 30.9149 30.1345 29.9612 30.5347 36.1904 29.8073 33.4128 28.83 73.6942 49.2695 28.7379 27.771 27.55 -threshold=0.028165631713550725 0.23729727672133719 0.0051892025431287681 0.82146664024750038 0.080878455313980205 0.61669938701511817 0.010383107181019525 0.0017034100588937012 1.0000000180025095e-35 0.92502263599968015 1.0000000180025095e-35 0.84634042001481058 45.500000000000007 47.500000000000007 1.0000000180025095e-35 41.500000000000007 0.49074074074074076 1.0000000180025095e-35 0.27403495618299978 0.46547619047619054 0.17752100840336138 0.0032524099409543495 0.035185185185185187 1.0000000180025095e-35 39.500000000000007 22.500000000000004 0.84264757925280087 0.40967365967365971 0.32738095238095244 0.0021152687125869899 +split_feature=0 0 0 10 9 3 0 3 4 8 4 12 4 1 0 8 3 3 8 12 1 0 6 4 8 2 8 3 2 4 +split_gain=3699.47 374.535 368.984 113.004 87.3914 80.019 64.6847 63.8067 50.4011 50.2262 46.9274 46.4925 51.807 44.1161 43.3275 40.0727 39.314 48.9854 35.0792 31.635 53.9609 31.3894 29.605 27.6248 27.5589 27.234 26.8853 26.8427 26.4684 26.1837 +threshold=0.028165631713550725 0.11453585753929921 0.0057466159744883156 1.0000000180025095e-35 1.0000000180025095e-35 0.84634042001481058 0.0109203760677125 0.026108816249928734 0.17573529411764707 26.500000000000004 0.68990384615384626 1.0000000180025095e-35 0.6198686371100165 0.0015129704090845206 0.0015816091529883482 39.500000000000007 0.068719394421546107 0.82310755265226121 47.500000000000007 1.0000000180025095e-35 0.0093122030323845775 0.071715110676333557 0.37797619047619052 0.89181286549707617 39.500000000000007 0.078628574213134725 25.500000000000004 0.17828173760193003 0.41400904635053487 0.67593307593307606 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 7 5 14 8 11 -1 -3 17 29 -4 19 -14 15 16 24 27 -15 20 21 -6 23 -10 25 26 -2 -5 -12 -8 -right_child=1 3 6 9 12 -7 10 -9 22 -11 28 -13 13 18 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.092148928258439108 -0.014364338649181211 0.017733609532224755 -0.059955375865181286 0.036371343274508812 -0.0066545514273266384 0.036876965233221766 -0.044443541868169248 -0.070002811264435236 0.032958077214086778 0.078247349962559248 -0.01081458083946342 -0.03748097849008715 0.16766761755562773 0.031777048206467005 0.0063126512311636428 0.017190997359185119 -0.02684300635024614 0.06656147528106475 -0.032184282726243255 -0.0047812312886315539 0.023229294856512213 0.0096433594748395676 0.044736237741705154 0.014834734529776912 -0.015949926701741925 0.024876459500953831 0.083467643535646216 0.072592868565362983 0.088902897417080115 -0.028825307111359166 -leaf_weight=3222.2805290594697 1913.4694230593741 10340.359187498689 1838.8048017919064 1196.3606197535992 1655.4343010187149 5128.0843408256769 1673.2203258723021 3167.334944749251 2720.6303631365299 972.86787834763527 583.72316884621978 1314.7007306143641 33.932203277945518 554.25590242445469 1411.6295128539205 393.11539972573519 1311.9423368759453 898.94538481533527 84.94926118850708 1937.0087600201368 1279.6196277141571 7699.0642332285643 1081.2262115776539 1624.7941313683987 2790.2739239558578 763.32597893849015 52.900577306747437 268.13025699555874 29.33204172924161 3475.1523767523468 -leaf_count=111406 21858 47793 43816 5238 11532 20891 33118 92943 11391 5249 9050 30258 164 3326 12686 3735 15373 4124 512 13276 7163 50998 4486 7196 31888 8490 601 1259 409 59751 -internal_value=0 0.0166915 -0.0559582 0.030273 0.00165105 0.0255859 -0.0378874 -0.0811711 0.0219136 0.059628 -0.030937 -0.0505858 0.00787208 0.0305553 -0.00788886 -0.0106636 -0.0122663 0.0519636 0.0232767 0.00665748 0.00874105 0.00675917 0.0298785 0.0261816 -0.00880187 -0.00149518 -0.0117324 0.0430031 -0.00604353 -0.0339012 -internal_weight=0 46112.3 15304.5 24231.4 21880.9 20895.1 8914.93 6389.62 15767 3336.3 5761.43 3153.51 13244.3 673.137 8636.66 7225.03 6831.91 2363.44 639.205 12571.1 10634.1 9354.5 5426.65 4345.42 5519.97 2729.7 1966.37 1464.49 613.055 5148.37 -internal_count=669980 289229 380751 107627 181602 91757 176402 204349 70866 15870 102328 74074 86971 4002 94631 81945 78210 10621 3838 82969 69693 62530 23073 18587 62837 30949 22459 6497 9459 92869 +left_child=2 8 14 7 11 6 -4 -3 13 19 15 12 25 -2 -1 -11 -15 21 -17 -9 28 -18 -22 -12 -8 -5 -13 -20 -21 -14 +right_child=1 3 5 4 -6 -7 24 9 -10 10 23 26 29 16 -16 18 17 -19 27 20 22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.065540209230629962 -0.019306634695206958 0.037917092363307876 -0.045629473278823406 0.040907251329433285 0.014059048881568345 -0.013722050358252314 -0.017962578849055218 0.012033856428258886 0.016417906132362294 0.02186594296621033 0.065229841366304817 0.022397618969145924 0.086569451111929832 0.015890587339597553 -0.049908812659559119 0.0095481938041010999 -0.0097544386112656516 0.015335722407784408 0.041373919025974613 -0.042729714986229704 0.0079084079018712384 0.001212294051987082 -0.021929229092875788 0.026953886086320461 -0.032303972901968937 0.019004559508961107 0.04615208576037462 0.012109873731180871 -0.0022397572568503819 0.04009097908005526 +leaf_weight=2873.9835609197617 1440.0963978432119 1023.2516684681177 2569.9829643629491 645.47146955132484 5363.7331719100475 3143.1461619623005 2267.9015444405377 4819.3589550852776 1524.6438711732626 4811.0946654677391 226.68739324808121 610.59529638290405 143.89547707140446 1264.7876846939325 4629.8633636627346 12002.125412747264 5935.1307347565889 1343.7761319279671 643.59094227850437 389.21343623101711 3380.0837797373533 4658.4482140168548 368.81929169595242 1121.0490848720074 3274.6539293043315 4711.4476386010647 2168.8504636138678 611.02378952503204 275.88789001107216 768.71079134941101 +leaf_count=106140 12500 4291 42206 2584 19196 50338 30036 19453 9813 17788 766 2104 466 10145 108644 46460 51087 11503 2307 1619 13272 28870 1449 3801 43387 16068 7391 2398 1265 2633 +internal_value=0 0.0121342 -0.0387191 0.0169087 0.0241732 -0.0272679 -0.0325162 0.0133801 -0.000885292 0.0125037 0.0153912 0.0301683 0.0253957 -0.00268701 -0.0558957 0.0140484 -0.000874136 -0.00265039 0.0112113 0.00643208 0.000315871 -0.0049319 0.00497296 0.0333918 -0.0264358 0.0216437 0.0409336 0.0271217 -0.0259342 0.0474195 +internal_weight=0 60251.8 18759.5 44084.9 14412.7 11255.7 8112.54 29672.2 16166.9 28648.9 19415.6 9048.97 6269.53 14642.2 7503.85 18067.8 13202.1 11937.4 13256.7 9233.36 4414 10593.6 3748.9 1347.74 5542.56 5356.92 2779.45 1254.61 665.101 912.606 +internal_count=669980 289229 380751 165311 50442 165967 115629 114869 123918 110578 73520 31246 21751 114105 214784 68953 101605 91460 51165 37058 17605 79957 14721 4567 73423 18652 9495 4705 2884 3099 is_linear=0 shrinkage=0.1 @@ -1247,18 +1247,18 @@ shrinkage=0.1 Tree=65 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 0 1 1 5 6 0 8 5 1 1 3 8 1 0 12 8 8 7 2 0 8 8 3 12 2 -split_gain=2630.25 352.591 269.094 101.15 97.5056 42.6753 30.6966 29.4246 24.6055 21.8544 22.1008 22.4196 21.0635 20.094 19.0439 17.7358 17.4046 16.4937 16.2073 16.8926 22.0373 38.1559 15.1228 15.0616 14.3169 18.7499 19.6385 32.2528 26.9642 15.6247 -threshold=0.011462696706274976 0.44881649115884098 0.002356117656147187 0.89595482816428185 0.038943813949641366 0.071715110676333557 0.00070500221610781094 0.005740786649956176 0.060661764705882359 0.37797619047619052 0.27282020261215656 89.500000000000014 0.5634920634920636 0.0044910339673530442 0.17985689349526468 0.98508274999236478 41.500000000000007 0.78183057312111015 0.052764390047258213 1.0000000180025095e-35 42.500000000000007 39.500000000000007 0.62828947368421062 0.012484564718213834 0.10773540641268979 47.500000000000007 16.500000000000004 0.055339185379978027 1.0000000180025095e-35 0.19821811744301146 +split_feature=1 1 1 0 3 3 0 5 0 2 8 8 12 12 1 8 8 2 1 0 1 3 8 7 2 8 11 2 1 0 +split_gain=2121.82 203.222 149.919 69.4613 48.4796 43.0968 35.5302 32.6183 30.6243 28.7515 28.0352 27.4479 23.1725 20.5997 20.2018 20.1357 41.0091 31.9101 20.7187 19.9706 19.97 30.8168 17.0823 16.4058 16.7543 14.6665 13.9506 23.3907 30.8686 19.9833 +threshold=0.0098025105047879185 0.035537384817132665 0.0027613792403738935 0.031438595236514967 0.035965260822940534 0.95253238274768603 0.094655825173027994 0.17028985507246377 0.32541934737966138 0.059180245429979302 45.500000000000007 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.093430766448540301 40.500000000000007 36.500000000000007 0.0033675896810706572 0.89595482816428185 0.019443451558809517 0.0011070650392843091 0.9800165023201598 89.500000000000014 0.10668563300142249 0.13036083846117988 66.000000000000014 1.0000000180025095e-35 0.23661277697703847 0.010856447879027658 0.036204007567348068 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 12 8 7 -1 15 9 10 11 22 17 -7 24 -4 -9 -3 19 20 21 -5 -2 -20 -6 26 27 -26 -28 -30 -right_child=1 3 5 18 14 13 -8 16 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 23 -21 -22 -23 -24 -25 25 -27 28 -29 29 -31 -leaf_value=-0.088715348056106411 0.0032439972244854062 0.027425888021345646 -0.040983551319418013 0.049715120424962449 0.01658863650843221 -0.069373220945075961 -0.068210941026497107 -0.019361137044837117 0.032241682784004966 -0.031873759613171668 -0.020730476487101093 0.28403780706134368 0.061315906318317681 -0.042212526785067497 0.020602968589993161 0.0038496006673450784 0.033700276773864245 0.041631720220731472 0.027929559174628468 0.078861756639647285 0.10058757785832828 -0.082250485547339436 -0.020575687764096365 -0.16455042830937019 0.066231948110568345 0.042148951027560243 -0.021242724821888437 0.0084620936524772306 -0.005687762737711894 0.019144235088732989 -leaf_weight=1104.1053773667663 1867.9442961961031 2860.1135368645191 1318.798274400644 200.17857141792774 2284.9351756982505 404.87376620993018 2155.5340813351795 1040.7208450715989 164.21289939247072 328.57256734743714 655.64963061921299 2.7794303745031348 251.57552589476109 832.38884424045682 3337.4053450599313 94.56462967954576 65.720341729000211 1144.3021791130304 36.82269698381424 709.64989709854126 67.067574262619019 24.602717638015747 310.90231046639383 4.5698927193880072 109.58976205065846 134.24965833872557 536.2832429818809 817.96172371134162 516.98190618306398 496.97211089357734 -leaf_count=100487 49450 12528 77899 987 27177 28249 172401 40303 2893 9693 20948 17 1063 45767 21324 5328 2265 4747 177 3691 361 109 8615 22 1244 1409 7643 10070 6581 6532 -internal_value=0 0.0187263 -0.0541317 0.0400879 0.00893828 -0.0358909 -0.0751562 -0.0284227 -0.00550087 -0.00745858 -0.00463116 0.000207204 0.0332487 -0.0511004 0.0147776 -0.0379839 -0.0162094 0.0314853 0.0679986 0.070533 0.0502811 0.0352712 -0.000154863 0.00667907 0.0108075 0.00575032 0.0037782 0.0152876 -0.00310819 0.00648321 -internal_weight=0 16863.3 7016.71 5298.88 11564.4 3757.07 3259.64 2519.8 3330.06 3165.85 2837.28 2181.63 4255.99 1237.26 8234.38 1413.36 1106.44 4004.42 1042.89 1001.5 291.849 224.781 2178.85 41.3926 4896.97 2612.04 2477.79 927.551 1550.24 1013.95 -internal_count=669980 197281 472699 23685 173596 199811 272888 125795 91616 88723 79030 58082 18338 74016 81980 83227 42568 17275 5347 5148 1457 1096 58065 199 60656 33479 32070 11314 20756 13113 +left_child=2 5 20 9 19 8 7 13 10 -4 11 -2 -13 15 -8 16 17 -6 -18 -3 -1 -22 26 24 -15 -23 27 28 29 -12 +right_child=1 4 3 -5 6 -7 14 -9 -10 -11 22 12 -14 23 -16 -17 18 -19 -20 -21 21 25 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.061409310930566043 0.0048274175420157921 0.060027707692554624 0.0012262870858487981 -0.041026048290865667 -0.074271794819299755 0.039260559594077635 0.0052278753957226698 0.045734494272884674 -0.021062410202480054 -0.023839370842283034 0.1544455546810424 -0.025633648025486989 0.0014712657332755891 0.032912291953702079 0.017085064079787434 0.032999792543829558 -0.001237738175149707 0.022664317271430506 -0.089338402927370067 0.031834831105759347 -0.051906107873636191 -0.014962771797505723 0.23745509402312917 0.01030388344807362 0.014891928384868186 0.40689430809875837 0.0043392898089515512 0.0019318720829381412 0.081568456526462566 0.63989523819126015 +leaf_weight=2214.3927517086267 1775.6531568951905 326.95037771761417 703.20872294716537 2118.0774487825111 34.524780672043562 226.1820615939796 1878.937689602375 619.24387279897928 978.07643984816968 1310.3080380791798 1.7265482880175107 755.00196350924671 541.72119592316449 2725.9947374090552 6107.7205544039607 618.28266690298915 948.79401146247983 2072.7662514783442 27.466115042567253 1085.2267664112151 2244.6236620089039 228.78790540713817 4.1018593981862059 513.06256618723273 636.38686333969235 0.82711119577288528 96.848726706579328 42.370679998770356 52.078852079808712 1.6663825511932371 +leaf_count=161557 39767 1569 31480 81286 160 5543 23248 2609 23957 47745 47 17185 12103 13961 31884 3126 7020 12663 104 5588 116395 18472 22 3489 5309 30 1954 846 833 28 +internal_value=0 0.0157535 -0.0422724 -0.0283839 0.0205929 -0.00327302 0.0190423 0.0236676 -0.00553703 -0.0150853 -0.000894953 -0.0032498 -0.0143103 0.0218642 0.0142955 0.0165293 0.0132268 0.0210762 -0.00371636 0.0383621 -0.0545107 -0.0483367 0.0354996 0.0269601 0.0295016 -0.0134432 0.0312447 0.0578769 0.100609 0.392866 +internal_weight=0 22070.8 8820.23 4131.59 17595.4 4475.43 16183.2 8196.52 4249.25 2013.52 3271.17 3072.38 1296.72 7577.28 7986.66 3701.83 3083.55 2107.29 976.26 1412.18 4688.63 2474.24 198.793 3875.44 3362.38 229.615 194.691 97.8425 55.4718 3.39293 +internal_count=669980 213015 456965 160511 110730 102285 103573 48441 96742 79225 72785 69055 29288 45832 55132 23073 19947 12823 7124 7157 296454 134897 3730 22759 19270 18502 3708 1754 908 75 is_linear=0 shrinkage=0.1 @@ -1266,18 +1266,18 @@ shrinkage=0.1 Tree=66 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 2 2 2 2 8 12 8 12 8 9 6 0 8 8 6 8 4 12 0 8 8 1 1 4 -split_gain=6823.57 1778.39 1178.54 395.113 333.865 173.62 131.186 84.9058 71.8991 45.3125 40.1208 40.8529 38.0953 39.8893 48.5131 37.7699 37.6778 37.4653 36.8126 36.5629 36.4011 36.8638 36.1838 42.1507 35.7684 35.5831 35.4601 42.1374 34.2119 32.9659 -threshold=0.11769054939662692 0.64227248352377009 0.020388258122669676 0.89318112653567061 0.27592638977280265 0.045688057837906117 0.0074800202466077537 0.80712088824194461 0.45614472525325273 0.94127117011010453 39.500000000000007 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 25.500000000000004 1.0000000180025095e-35 0.35924528301886799 0.0054626150018744803 23.500000000000004 30.500000000000004 0.47493734335839605 47.500000000000007 0.41101055806938164 1.0000000180025095e-35 0.0091601366119996429 16.500000000000004 34.500000000000007 0.0049657325447400131 0.0033727556607198888 0.64142857142857157 +split_feature=2 2 2 2 1 2 1 8 8 12 2 6 12 8 9 10 8 6 2 1 8 8 12 1 6 3 0 8 12 4 +split_gain=2103.16 494.996 361.329 163.726 102.935 95.8361 68.5459 66.3538 59.4473 59.6903 55.2713 43.9723 41.6712 42.8786 43.5549 39.9844 38.3904 34.3351 32.1129 31.9335 63.9615 39.0006 36.6746 31.8869 29.7095 28.0047 30.3149 27.7163 25.9265 24.9926 +threshold=0.080488095919491423 0.44139309176609126 0.015299555006901422 0.86323969273790258 0.071491470314231143 0.21435458242874009 0.0065417708063083583 39.500000000000007 40.500000000000007 1.0000000180025095e-35 0.0074800202466077537 0.67204301075268824 1.0000000180025095e-35 23.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 30.500000000000004 0.23431372549019611 0.030861927778056301 0.0040755249409591271 32.500000000000007 39.500000000000007 1.0000000180025095e-35 0.063047552936575268 0.31698564593301443 0.10431725392723669 0.041695003880845613 47.500000000000007 1.0000000180025095e-35 0.68990384615384626 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 7 16 10 -1 20 29 -5 11 19 13 25 -15 -13 -2 -12 -17 -4 21 -3 23 26 -14 -7 -10 -28 -9 -6 -right_child=1 3 5 9 8 12 -8 28 22 -11 17 15 24 14 -16 18 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 -leaf_value=-0.088135667170778129 -0.007262669281799721 0.02197179150431729 -0.062610941133879577 0.056147504431602491 0.0074586965175352168 -0.039741951999226116 -0.062915279121185996 0.045651021235272232 0.031279849945315151 0.077329075737039996 -0.023785114482826129 -0.041016257357385587 -0.0093433143751720394 -0.01220058501617299 -0.03762781918353033 0.093745842740193958 0.0061713883610060999 -0.046855918090141578 -0.057749649307336975 -0.0038497600418533201 0.036949893637842603 0.053650616591197159 -0.0015937910428240093 0.0095740481782570722 -0.024038176201871288 -0.010324323220735621 0.023746188370818915 0.0079325776679423487 0.030460884271814627 -0.012674596352757833 -leaf_weight=3308.2994104474783 17128.007995963097 9542.9161548316479 1714.7488082796335 4049.1163231134415 16106.902868658304 2720.9037388861179 5476.7699289321899 4036.5626994967461 2505.8707337230444 1345.5763679146767 1833.149805739522 2065.9561013951898 3382.9763717129827 2474.9484865143895 1076.8050168976188 41.343724861741066 2377.5060641467571 1142.63436858356 26.207025438547134 112.86059517413378 2384.9981814920902 382.04091615974903 1101.0122583508492 4797.4147449731827 3245.5253203734756 484.37407554686069 4214.1564123034477 2807.6558193415403 2343.5162034928799 856.51719476282597 -leaf_count=55812 99411 38712 20906 21009 72979 23489 74233 18166 10194 8056 16884 22658 24400 20338 9119 437 13154 11403 291 1359 9822 1559 4579 19626 24135 4135 17169 11514 10404 4027 -internal_value=0 0.0151332 -0.0418084 0.0375905 0.00471065 -0.0285786 -0.0724128 0.0307092 0.0109351 0.0614307 -0.041418 -0.0480097 -0.0219247 -0.0272085 -0.0199095 -0.0386103 -0.00562521 -0.0326438 0.0349716 -0.0589823 0.0258569 0.0231912 0.0158758 0.0172185 -0.0165384 -0.0352964 0.0210676 0.0174232 0.0400714 0.00644213 -internal_weight=0 75979.8 29107.5 24084.7 51895 20322.4 8785.07 18690 32389.5 5394.69 6936.9 3961.12 13385.5 6757.03 3551.75 2133.51 19505.5 2975.78 67.5508 1827.61 12310 9924.96 15426.1 14325.1 6628.5 3205.28 9527.68 7021.81 6380.08 16963.4 -internal_count=669980 360381 309599 107728 252653 179554 130045 78663 140088 29065 73938 45651 105616 57081 29457 23386 112565 28287 728 22265 50093 40271 63082 58503 48535 27624 38877 28683 28570 77006 +left_child=2 5 10 11 7 6 -2 12 9 15 -1 19 16 14 -14 29 18 -5 -4 27 22 -22 -21 -12 -7 -8 -27 -3 -23 -9 +right_child=1 3 4 17 -6 24 25 8 -10 -11 23 -13 13 -15 -16 -17 -18 -19 -20 20 21 28 -24 -25 -26 26 -28 -29 -30 -31 +leaf_value=-0.056146792657231138 0.0014666677199988013 0.012883393321444206 -0.044709636009233111 0.021867013156164693 -0.03324962343471187 0.0029765616401585585 0.0031781898243706608 0.0098280493136533864 -0.03194689850911113 -0.017940738787703799 -0.032696428580893167 0.02091904544208105 -0.010308720692860214 -0.031677096887574856 0.052741750421138503 -0.015132917014380787 0.0056562611399342015 0.034791936561033819 -0.024377058399706671 0.021890863802210482 -0.0077831687978296184 0.0026327527372700076 0.0072523983970457567 -0.057202220293301076 0.011278909288719717 -0.0036423301218761889 -0.014677284417794999 0.034894377488338776 0.013040123034711788 -0.042332817468771482 +leaf_weight=2789.7199761010706 11833.107623107731 18606.853809297085 1155.5150535777211 5468.4167819470167 3553.8721496164799 24230.645997658372 1617.2082521468401 3133.2219783961773 855.47683797776699 2017.7417705282569 2843.1750636771321 4669.7825911343098 3134.4855608046055 1012.1597749218345 113.53040371090174 940.42761072516441 310.14393255859613 3293.0365319252014 2369.8800068348646 3955.5274197757244 2416.6559836268425 6775.0609577298164 3016.8083958029747 652.91042999923229 5242.7398522496223 3780.2837349250913 7291.1088185608387 590.22625827789307 3701.3732717335224 94.633442588150501 +leaf_count=55812 60270 58394 16067 23836 25530 87844 7838 19464 8315 18334 43747 14774 29014 8983 872 6375 2630 15591 21934 12253 7554 21026 9388 6544 18003 19804 35577 1910 11569 728 +internal_value=0 0.00733301 -0.0249089 0.0142477 -0.0179339 0.000610587 -0.00400819 -0.0143382 -0.00723903 -0.00382214 -0.0456494 0.011748 -0.0205128 -0.0137053 -0.00810487 0.00301226 -0.028074 0.0267249 -0.0310414 0.0106516 0.00784092 0.00366818 0.0155571 -0.037273 0.00445339 -0.00911392 -0.0109094 0.0135601 0.00630973 0.00829881 +internal_weight=0 106489 24976.9 52493.7 18691.1 53995.1 24521.7 15137.2 7041.5 6186.02 6285.81 43732.3 8095.71 4260.18 3248.02 4168.28 3835.54 8761.45 3525.4 39062.5 19865.4 12893.1 6972.34 3496.09 29473.4 12688.6 11071.4 19197.1 10476.4 3227.86 +internal_count=669980 405631 264349 176295 158246 229336 123489 132716 53216 44901 106103 136868 79500 38869 29886 26567 40631 39427 38001 122094 61790 40149 21641 50291 105847 63219 55381 60304 32595 20192 is_linear=0 shrinkage=0.1 @@ -1285,18 +1285,18 @@ shrinkage=0.1 Tree=67 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 3 3 8 4 4 3 8 3 0 4 8 12 8 12 3 0 8 12 2 10 0 6 7 0 8 -split_gain=11893.6 3265.27 1852.98 542.909 470.417 226.136 207.241 87.5476 85.7346 74.5287 73.8655 69.2871 69.0285 64.6704 63.0313 58.217 98.8984 108.13 59.1734 56.9263 56.4354 55.859 61.0133 53.9493 50.2961 47.968 47.3815 42.3671 41.3916 40.4831 -threshold=0.79048838510002806 0.18261878829785488 0.96631402124114463 0.062845797326211539 0.46764580164987163 0.91548639025152101 0.98869224203268968 40.500000000000007 0.15047169811320757 0.040064102564102567 0.11794531087437234 45.500000000000007 0.032286757670179626 0.029767904324140636 1.0000000180025095e-35 33.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.31737872782588666 0.0082964594256197902 16.500000000000004 1.0000000180025095e-35 0.37508427056849925 1.0000000180025095e-35 0.18014650328211598 0.53137254901960795 0.38278388278388281 0.0038274259268836854 16.500000000000004 +split_feature=3 3 3 3 3 0 3 3 8 3 0 7 7 10 8 8 6 4 8 8 8 12 4 12 1 2 8 12 12 8 +split_gain=3145.02 1468.53 494.179 292.625 147.92 94.3341 77.0393 76.3429 73.8403 65.8204 51.7194 45.9349 45.1001 41.2819 44.5122 42.6126 32.9122 32.8885 32.8733 32.0101 29.4648 35.4589 27.8529 27.8182 29.2228 26.9145 26.7423 48.7761 40.6913 39.4627 +threshold=0.27554835801862992 0.96631402124114463 0.074650520034198739 0.87445108558593254 0.98977190391780401 0.037294284445576871 0.03937686376418139 0.53447900649641034 40.500000000000007 0.18261878829785488 0.040496029981080955 0.47559523809523813 0.28801843317972359 1.0000000180025095e-35 28.500000000000004 32.500000000000007 0.063508064516129045 0.17186218211648893 36.500000000000007 15.500000000000002 32.500000000000007 1.0000000180025095e-35 0.040064102564102567 1.0000000180025095e-35 0.0016828879999030752 0.030861927778056301 17.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 40.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 3 5 12 7 20 15 9 10 19 -5 13 -1 26 29 18 17 -17 -4 -3 -2 22 28 -9 -24 -11 -6 -16 -7 -15 -right_child=2 4 6 8 11 21 -8 23 -10 25 -12 -13 -14 14 27 16 -18 -19 -20 -21 -22 -23 24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.084862292729826316 0.029693692008182566 -0.018138821099778442 0.083070028569596957 -0.043213369380340566 0.011307288116883953 0.072144212146947828 0.091716302894426976 -0.017005105363300188 -0.055683683285637858 -0.018896342211309168 -0.030108645444097235 -0.020237178899347594 -0.064452998788540425 0.0080420415382713491 -0.035077444258474567 0.017444303799402382 0.073639535520145058 0.072660614932512482 0.06108120141040916 -0.0079766210439100385 0.017473212033851198 0.034803854390483648 0.04165478673961838 -0.063572054454282087 -0.015291518697112177 -0.045786263381974272 -0.0089986908869669115 0.0038198597849425616 0.046657639156717029 -0.0036488027792038816 -leaf_weight=2249.7958618104458 6412.4177683144808 11486.397543624043 2601.1826297566295 9191.1160540878773 10586.830109044909 1341.696287356317 5198.7934202104807 415.93173198401928 2892.1257904469967 1484.9820868819952 8084.4404025673866 1267.2592608332634 6291.4541206210852 5049.8592179864645 849.05175253748894 984.09769856929779 1466.0322347208858 554.49464558809996 2311.2657061517239 10598.724659964442 9201.8518827110529 5604.8645989522338 2010.4118053838611 619.10420909523964 168.06238614022732 1199.0567921102047 1289.0211481004953 417.8187560737133 1213.6040038242936 7164.0174565762281 -leaf_count=18534 34656 50508 23712 53521 44751 10359 55832 1959 16713 6417 40639 5223 44522 21112 3490 6923 12857 4870 20302 43040 46646 35214 13828 2956 1046 5458 5372 1728 8259 29533 -internal_value=0 -0.0215881 0.0455694 -0.0486978 -0.00674326 0.0300875 0.0762042 -0.0163649 -0.0397485 -0.0151742 -0.0370808 0.00258218 -0.0698289 0.00372264 -0.00101741 0.0660181 0.0550534 0.0373438 0.0727245 -0.0132619 0.0224919 0.041559 0.0495573 -0.044859 0.0372616 -0.030909 0.00910325 -0.022249 0.0600397 0.00118481 -internal_weight=0 81137 39068.8 28708.9 52428.1 25952.9 13115.9 25804.2 20167.7 24769.2 17275.6 26623.9 8541.25 25356.6 13480.7 7917.07 3004.62 1538.59 4912.45 22085.1 15614.3 10338.6 4733.77 1035.04 2178.47 2684.04 11875.9 1266.87 2555.3 12213.9 -internal_count=669980 395476 274504 173929 221547 150008 124496 110338 110873 105423 94160 111209 63056 105986 55863 68664 24650 11793 44014 93548 81302 68706 33492 4915 14874 11875 50123 5218 18618 50645 +left_child=2 3 6 7 12 -4 -1 19 9 17 -8 -5 26 14 -9 -16 -15 20 -13 -2 21 25 -21 -22 -25 -7 28 29 -3 -28 +right_child=1 4 5 11 -6 8 10 13 -10 -11 -12 18 -14 16 15 -17 -18 -19 -20 22 23 -23 -24 24 -26 -27 27 -29 -30 -31 +leaf_value=-0.050951196432665095 -0.02885289993680068 0.046156454183095837 -0.00735889312688481 0.013064371125400541 0.05766917451371361 0.048064320004507208 -0.023123915916346272 0.010097399100415011 -0.046939796812511522 -0.011207201570825952 -0.03953249448454263 0.035292386812428432 0.047937498347573715 -0.0011281148329747148 -0.033627503065617702 0.003288863047670532 -0.02729795112908381 -0.03247289193555309 0.016444237105427414 -0.0010477280596949245 -0.012047973715484391 -0.015565658856294615 -0.01178409627727104 0.0023117887430372623 -0.02640632144071374 -0.0356016219506472 0.0014653627559393159 0.037615717922403404 0.024968803614241142 0.035914524094613876 +leaf_weight=3911.0221414864063 454.45714022219181 1866.7728613913059 9066.6065540760756 15535.074450105429 3883.8723873347044 39.045542374253273 2890.5459426268935 13388.732058778405 927.57875955104828 8681.3275097608566 5726.5469692721963 1772.206437587738 1825.2648567929864 5370.6467327177525 317.41242901980877 20972.407781288028 527.7958097755909 2541.6462962031364 1936.465026050806 24784.861550986767 5183.8606596440077 1663.1675440371037 2677.3462556451559 396.32639376819134 3343.9876829534769 2517.9294656515121 1148.0720262378454 1272.8602410033345 1761.9882249608636 468.11392825096846 +leaf_count=29020 1415 18074 36302 81851 50520 158 18405 46831 4460 30789 31585 11030 17411 17647 1065 70332 1698 11963 9770 76807 21660 6948 8650 1774 14585 10739 7355 11407 15568 4161 +internal_value=0 0.00908076 -0.0223094 0.00455611 0.0415485 -0.0161106 -0.0393113 0.00149497 -0.0192475 -0.0181934 -0.0340283 0.0154515 0.0340439 0.00426415 0.00557961 0.00273847 -0.00346981 -0.0220598 0.0254509 -0.00253004 -0.0200463 -0.0269313 -0.00209444 -0.0167905 -0.0233633 -0.034324 0.0301531 0.0229744 0.0358685 0.0114433 +internal_weight=0 99964.4 46889.6 87737.4 12226.9 34361.5 12528.1 68493.7 25294.9 24367.3 8617.09 19243.7 8343.07 40577 34678.6 21289.8 5898.44 15686 3708.67 27916.7 13144.3 4220.14 27462.2 8924.17 3740.31 2556.98 6517.81 2889.05 3628.76 1616.19 +internal_count=669980 451592 218388 327096 124496 139378 79010 224445 103076 98616 49990 102651 73976 137573 118228 71397 19345 67827 20800 86872 55864 17845 85457 38019 16359 10897 56565 22923 33642 11516 is_linear=0 shrinkage=0.1 @@ -1304,18 +1304,18 @@ shrinkage=0.1 Tree=68 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 1 4 0 1 8 8 12 1 0 8 8 8 12 4 4 12 3 3 10 8 8 10 8 3 -split_gain=5151.35 807.723 626.213 219.555 208.94 81.2679 65.9996 63.4453 51.4512 51.1253 51.1648 42.5637 52.062 43.8785 38.191 37.9154 36.7437 44.593 43.2658 41.0592 36.472 35.4992 34.1797 33.8718 33.4948 33.0589 29.6932 29.6779 28.9016 28.6357 -threshold=0.02590044806957488 0.37535227617836248 0.0051892025431287681 0.85047796067219228 0.1109643272475747 0.0015816091529883482 0.001653038648082808 0.64495798319327746 0.049775222559007327 0.045242535598563609 41.500000000000007 26.500000000000004 1.0000000180025095e-35 0.0066856352280274907 0.94689973200461208 47.500000000000007 16.500000000000004 39.500000000000007 1.0000000180025095e-35 0.35038363171355508 0.93541666666666679 1.0000000180025095e-35 0.81805419183388917 0.099236128261346188 1.0000000180025095e-35 9.5000000000000018 38.500000000000007 1.0000000180025095e-35 39.500000000000007 0.068719394421546107 +split_feature=0 0 0 10 3 9 3 0 3 3 0 0 8 12 4 4 8 8 8 8 8 8 8 12 1 6 4 2 4 4 +split_gain=3112.42 324.206 313.729 94.0918 78.9189 74.0319 51.0032 50.3175 49.8451 49.3552 52.7174 42.8409 41.6652 38.9328 43.9125 38.4592 32.4053 30.3434 29.8189 35.0472 28.5439 28.4241 27.3397 27.0654 45.7115 25.3514 24.1761 23.6464 23.0733 43.3534 +threshold=0.025245518754972645 0.11453585753929921 0.0057466159744883156 1.0000000180025095e-35 0.84634042001481058 1.0000000180025095e-35 0.026108816249928734 0.0109203760677125 0.089822344240756441 0.80224608240234985 0.042943554871220965 0.0015816091529883482 26.500000000000004 1.0000000180025095e-35 0.6198686371100165 0.68990384615384626 39.500000000000007 64.500000000000014 13.500000000000002 16.500000000000004 45.500000000000007 39.500000000000007 17.500000000000004 1.0000000180025095e-35 0.0093122030323845775 0.37797619047619052 0.89181286549707617 0.41400904635053487 0.67593307593307606 0.68990384615384626 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 5 7 8 -1 24 11 -2 10 28 13 23 21 -5 -12 18 -18 -6 -19 -9 -3 29 26 -4 -20 -13 -14 -8 -10 -right_child=1 3 6 14 16 -7 9 20 22 -11 15 12 27 -15 -16 -17 17 19 25 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.09146807367484984 -0.013390759176474932 0.0066608494348491523 -0.052523686848319678 0.053249298762793787 0.012527191355389858 -0.068009467716124677 -0.021496523832285411 0.063292350645154594 0.015889353441622872 -0.052158544168946233 0.1835129254875737 -0.0025817365891034495 0.03187308298726961 0.021709626971120992 0.085883668708249525 0.0087988163694657923 0.02422464553684029 0.0083574559696247396 0.11815897925483579 0.029883562905823807 0.033051360142971359 -0.042778783255298151 0.022882803655904033 0.015814053584586388 0.014931016055699875 -0.0077526164225371194 0.037208304421718727 0.051477554226340497 -0.037457813746328644 -0.0042601246567787647 -leaf_weight=2814.4701001793146 4708.2528118640184 674.33743384480476 2308.9453952759504 2200.2868976145983 2881.9723210930824 3107.0920750331134 2470.364033613354 684.07235565781593 791.89664348214865 921.33876043558121 13.12900749593973 211.55346761643887 2794.6193046718836 2929.6766647696495 428.42400163412094 230.36320674046874 3578.0628612041473 7469.1785176023841 21.068339735269547 1005.362409889698 956.37496036291122 185.09935779869556 594.63904253393412 3282.0886944979429 76.036961730569601 2034.6099152192473 1652.6722135990858 1067.0169169604778 2097.8238446116447 6450.5536950826645 -leaf_count=106140 60161 2872 53565 10575 16824 98209 48976 2847 6858 17883 259 873 11545 12451 2524 4619 18821 42095 119 4619 3971 794 5230 13666 1486 12143 6855 4382 41802 56816 -internal_value=0 0.0146672 -0.0544311 0.0319866 0.00465966 -0.0791592 -0.0363935 0.0271468 -0.0051284 -0.0305779 -0.0264456 0.0247734 0.0285138 0.0158812 0.058568 0.0182193 0.011887 0.0148635 0.0046214 0.0109112 0.045662 -0.00398711 -0.000164657 0.0219283 -0.0503731 -0.00646217 0.0326929 0.03729 -0.0288263 -0.00205696 -internal_weight=0 46601.8 14039.6 17066.2 29535.6 5921.56 8118 14437.5 12545.3 5733.02 4811.68 12797.1 9007.95 3789.11 2628.71 243.492 16990.3 12052.6 4937.65 8474.54 1640.45 859.437 7837.09 5146.31 2384.98 2055.68 1864.23 3861.64 4568.19 7242.45 -internal_count=669980 297041 372939 73355 223686 204349 168590 60256 129065 113539 95656 53438 37321 16117 13099 4878 94621 65535 29086 46714 6818 3666 68904 21394 55051 12262 7728 15927 90778 63674 +left_child=2 8 11 6 7 13 -3 -4 -2 10 -10 -1 23 14 -5 16 -14 -18 -11 -20 -12 -9 -21 -8 27 -26 -17 -25 -16 -30 +right_child=1 3 4 5 -6 -7 12 21 9 18 20 -13 15 -15 28 26 17 -19 19 22 -22 -23 -24 24 25 -27 -28 -29 29 -31 +leaf_value=-0.064246394565863368 0.012229244463027202 0.03415441781520278 -0.043778462842195998 0.019451861190197782 -0.012655466934517077 0.012430617780272405 0.010744653312517699 -0.016711090435342572 -0.016942518528365133 0.10866127805108204 -0.0033217258947900608 -0.048039811876203757 0.019526018299460653 0.037129036068412918 0.080309260820375469 0.060142790617516796 0.0096451156474724117 0.08012653551689089 -0.0029864877024409599 0.35037133085089722 0.021426766408604751 -0.032578706454439922 0.021540343801080025 -0.040515053805370266 0.0068745467179005719 -0.020836101728408822 0.024075760295022064 -0.0020776011584269435 -0.157383535229667 0.039336579255487725 +leaf_weight=2605.5044000819325 2383.8932989314198 993.26019786298275 2448.0463636368513 5356.7984963953495 2925.2121498920023 5372.5423601865768 4836.1610216200352 1912.5844890028238 3175.1298407167196 30.432003803551197 8690.0131113231182 4361.3399334698915 4841.2907637953758 2769.1348425894976 141.98706322908401 222.8820563107729 13233.724296674132 61.365506798028946 1155.3341295160353 2.5346191897988311 492.44160597026348 2755.2040585875511 1033.3555506467819 382.00157742202282 3387.3250806927681 365.80052395164967 1118.620523005724 275.46201580762863 11.373103886842726 748.02882514894009 +leaf_count=106140 19805 4291 42206 18652 48543 19196 19453 26464 31799 239 60420 108644 17788 9495 466 766 50934 231 10403 23 2864 38464 8655 1619 13272 1449 3801 1265 35 2598 +internal_value=0 0.0105731 -0.0377958 0.0150906 -0.0264827 0.021725 0.0118759 -0.0321669 -0.00117623 -0.0033682 -0.00583521 -0.0541009 0.0111056 0.0272565 0.022888 0.0137297 0.0125212 0.00997043 0.0103541 0.00898881 -0.0019945 -0.0260771 0.0223449 0.00557798 -8.72099e-05 0.00417371 0.0300681 -0.0244107 0.0433085 0.0363904 +internal_weight=0 61080.9 17007.9 44117.8 10041 14399.9 29717.9 7115.83 16963.1 14579.2 12357.6 6966.84 28724.6 9027.32 6258.19 19477.9 18136.4 13295.1 2221.66 2191.22 9182.45 4667.79 1035.89 9246.75 4410.59 3753.13 1341.5 657.464 901.389 759.402 +internal_count=669980 299519 370461 165311 155677 50442 114869 107134 134208 114403 95083 214784 110578 31246 21751 73520 68953 51165 19320 19081 63284 64928 8678 37058 17605 14721 4567 2884 3099 2633 is_linear=0 shrinkage=0.1 @@ -1323,18 +1323,18 @@ shrinkage=0.1 Tree=69 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 0 1 1 8 8 5 1 5 8 8 6 8 2 8 12 8 8 8 2 3 6 10 2 8 8 -split_gain=2239.67 311.343 220.485 122.874 71.8959 38.9196 30.6639 25.2686 23.8045 25.5247 23.0522 20.9982 19.5994 17.7965 16.6425 23.1047 15.4268 14.5271 12.885 21.6584 31.009 17.2612 16.1968 15.4571 14.5113 14.4611 13.6002 15.8291 15.6336 13.452 -threshold=0.0098025105047879185 0.24650980848684115 0.0023117410987087447 0.84264757925280087 0.026414580882012335 0.049775222559007327 0.00070500221610781094 0.93351929817756518 45.500000000000007 39.500000000000007 0.10912698412698414 0.0041501371751771548 0.025978407557354928 39.500000000000007 45.500000000000007 0.2414965986394558 78.000000000000014 0.021024158915393363 40.500000000000007 1.0000000180025095e-35 37.500000000000007 44.500000000000007 37.500000000000007 0.0133617253234276 0.38694751488583262 0.12250000000000001 1.0000000180025095e-35 0.096367015944474055 67.500000000000014 39.500000000000007 +split_feature=1 1 1 3 3 3 0 5 0 1 3 2 12 8 8 1 8 8 2 1 5 11 2 8 0 2 3 0 10 8 +split_gain=1812.33 160.181 144.539 66.7941 41.7367 39.4731 27.9165 27.8737 27.4333 19.9738 32.0206 18.1796 17.8854 17.1617 21.4938 16.9137 16.5704 36.0814 28.0658 17.9605 15.8547 15.3308 15.9614 20.1238 29.4251 22.0594 15.0553 14.5404 141.76 173.186 +threshold=0.0098025105047879185 0.032574842893888067 0.0027613792403738935 0.93047099031403468 0.82310755265226121 0.035965260822940534 0.094655825173027994 0.17028985507246377 0.069465387068642623 0.0011070650392843091 0.9800165023201598 0.0085461920867191069 1.0000000180025095e-35 38.500000000000007 45.500000000000007 0.093430766448540301 40.500000000000007 36.500000000000007 0.0033675896810706572 0.89595482816428185 0.098387096774193564 1.0000000180025095e-35 0.005936096481728409 41.500000000000007 0.029767904324140636 0.023763062918533442 0.98576145862556908 0.00048653818212776107 1.0000000180025095e-35 22.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 12 8 10 -1 -5 9 -2 13 -7 18 -4 -12 -16 -15 -6 19 20 -3 -20 -21 -24 29 -25 27 28 -23 -22 -right_child=1 3 5 7 17 11 -8 -9 -10 -11 14 -13 -14 16 15 -17 -18 -19 21 22 24 26 23 25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.08749442030516269 -0.0042071676372730325 0.023032503368610933 -0.020363127249183263 0.047368476128701625 0.024789502199487088 -0.069246581302781385 -0.066098350472691358 0.074473351919164543 0.026220277873410219 -0.025135838938378032 0.024387242654656471 -0.041009443472771009 0.041709754004135235 -0.04001435639218922 0.091499013326951734 0.79583302970716296 0.17734692269663246 0.0080739118054625521 0.14129346774364393 0.01814795235492813 -0.067114465543463883 0.065522411027733193 0.063763246462320108 0.032951940798723843 -0.041068500673762644 -0.0011441157105325621 0.0016888620731228333 0.01044154681174082 -0.091059617949175553 0.0050750849465733923 -leaf_weight=1012.2822545720264 1460.0950210969895 1184.3803019076586 1065.9200582932681 1126.6307824403048 564.8067981749773 386.00255482085049 1979.9276460912079 495.08480396866798 169.31204921379685 969.80651299841702 54.949474579654634 828.8424572525546 602.06739884614944 933.78833043482155 1.5410911859944456 0.66745166480541218 3.2766657564789048 6542.166187595576 16.083143129944801 1306.2216005846858 26.920525968074799 205.67580215632915 148.41142612695694 1439.1669478565454 88.363394491374493 136.16091152280569 90.895702928304672 89.080691963434219 6.5804189294576636 627.47641360014677 -leaf_count=100487 46001 5796 56417 5140 6585 29050 169621 2827 4366 33621 2215 48288 2665 50752 60 25 50 85463 66 6375 146 882 649 6854 587 704 406 408 31 3443 -internal_value=0 0.0160614 -0.0537139 0.0312348 0.00419751 -0.0357854 -0.0733368 0.0556432 -0.0100339 -0.0125601 -0.0274141 -0.0499815 0.0246016 -0.0292011 0.0352051 0.304358 -0.0392543 0.00940234 0.0226818 0.0212753 0.0129871 0.0397566 0.0265469 0.0329114 -0.00303087 0.0300049 0.0355932 0.0458202 0.060668 0.00210536 -internal_weight=0 17295.4 6267.2 7589.2 9706.19 3274.99 2992.21 1621.72 2599.21 2429.9 2060.14 1214.85 5967.48 2002.99 57.158 2.20854 937.065 7106.97 5365.42 4957.1 1927.14 408.316 3029.96 1723.74 742.76 1575.33 392.233 301.337 212.256 654.397 -internal_count=669980 213015 456965 36979 176036 186857 270108 7967 83988 79622 109519 77338 29012 107219 2300 85 50802 92048 26347 24554 9972 1793 14582 8207 4176 7558 1727 1321 913 3589 +left_child=2 4 9 8 13 11 7 12 20 -1 -11 -3 16 -2 -15 -8 17 18 -7 -19 -4 22 -6 -24 -25 -26 -5 28 -12 -30 +right_child=1 5 3 26 21 6 15 -9 -10 10 27 -13 -14 14 -16 -17 -18 19 -20 -21 -22 -23 23 24 25 -27 -28 -29 29 -31 +leaf_value=-0.060155456927268508 -0.0010929256757231567 0.048028408140175761 -0.025821700878605598 -0.0030396674288801231 0.10310477970798913 -0.070826621395063336 0.0048800559556392885 0.041329828527980506 -0.042524847881221378 -0.05037980368335087 0.027172830867827853 0.024870171468610716 0.024045686632076988 -0.019915957024553687 0.017128743134905679 0.01539557452422278 0.029235619384378814 -0.001873885782506122 0.020221831366621906 -0.082878165865185816 0.030800780901684678 0.0011940927291470822 0.01569940408449632 0.041267442257583734 0.03450313011499543 0.34497195002188846 0.044676426594639045 -0.016677650194214966 -0.075627763951399363 3.6846637672028693 +leaf_weight=2045.3529353607446 1369.2402619440109 577.40645277872682 1789.8893072782084 590.33190303947777 25.286285754293203 34.402019903063774 2034.2278560884297 623.62432561069727 1485.5424419334158 2116.9775274293497 12.646180316805836 820.91264573857188 3978.4500811323524 1530.7413249444216 174.47785403393209 6165.9304708912969 632.49914371594787 977.77201730385423 2132.2212945558131 28.160074263811111 50.856508220545948 499.59882666543126 466.91083456575871 32.60198862850666 3.5128553956747037 6.5663186758756638 74.465133865363896 205.02285202592611 0.25085163116455156 0.23934320174157619 +leaf_count=161557 31838 2827 67399 26632 474 162 25710 2661 60961 116395 1165 4561 24034 37048 3515 31884 3261 7471 13312 104 1524 11920 11431 651 57 94 3995 17292 23 22 +internal_value=0 0.0142314 -0.0403982 -0.0266323 -0.00358447 0.018297 0.0169384 0.0209876 -0.0324157 -0.0529404 -0.0466207 0.0344329 0.0193577 -0.00943062 -0.0161255 0.012787 0.0144561 0.0115096 0.0187761 -0.00414152 -0.0242573 0.0137903 0.0255556 0.0217076 0.0874344 0.236765 0.0023051 -0.0101428 0.0918488 1.76038 +internal_weight=0 22114.5 8371.57 3991.09 4108.94 18005.6 16607.3 8407.13 3326.29 4380.49 2335.14 1398.32 7783.5 3074.46 1705.22 8200.16 3805.05 3172.56 2166.62 1005.93 1840.75 1034.48 534.878 509.592 42.6812 10.0792 664.797 218.159 13.1364 0.490195 +internal_count=669980 213015 456965 160511 97028 115987 108599 51005 129884 296454 134897 7388 48344 72401 40563 57594 24310 21049 13474 7575 68923 24627 12707 12233 802 151 30627 18502 1210 45 is_linear=0 shrinkage=0.1 @@ -1342,18 +1342,18 @@ shrinkage=0.1 Tree=70 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 2 2 4 1 8 2 3 8 10 0 0 9 8 12 8 12 9 6 6 8 3 1 3 10 -split_gain=5710.98 1550.26 989.577 403.86 270.063 132.159 125.61 69.4769 59.6596 66.4773 92.6976 59.057 43.8549 52.5245 56.9147 43.9461 42.0359 36.8616 36.478 37.7417 54.0361 37.6836 35.837 34.3088 34.0126 33.8638 32.9644 31.8752 35.0588 37.9028 -threshold=0.10557156246282116 0.60060999209537747 0.020388258122669676 0.87874295660046342 0.23661277697703847 0.0074800202466077537 0.045688057837906117 0.77315861353043414 0.6043478260869567 0.005740786649956176 47.500000000000007 0.93042944834295571 0.28881018432930922 32.500000000000007 1.0000000180025095e-35 0.065238424739026871 0.19310495345021272 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.46410256410256417 0.054093567251461992 36.500000000000007 0.10184970661066055 0.014721853985668776 0.10431725392723669 1.0000000180025095e-35 +split_feature=2 2 2 2 1 1 8 8 12 12 2 9 3 6 10 8 9 2 2 6 6 2 1 10 9 8 8 8 0 1 +split_gain=1660.63 401.896 289.436 161.536 104.839 72.4615 50.4458 49.9324 61.0506 46.5549 44.4269 43.1051 41.6092 39.3988 39.3676 38.7078 42.2531 36.6416 35.3679 32.8988 32.1097 30.0633 27.4542 24.4631 66.8982 31.1777 24.3686 25.6891 22.4292 22.4177 +threshold=0.071628437933621544 0.32701189696855848 0.012927214920130917 0.79860730204461627 0.081307628989831696 0.014721853985668776 39.500000000000007 40.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.93042944834295571 1.0000000180025095e-35 0.10431725392723669 0.67204301075268824 1.0000000180025095e-35 23.500000000000004 1.0000000180025095e-35 0.0056255489474314824 0.030861927778056301 0.31698564593301443 0.49358974358974367 0.16001644067301837 0.063047552936575268 1.0000000180025095e-35 1.0000000180025095e-35 33.500000000000007 47.500000000000007 32.500000000000007 0.013276378757063018 0.0041501371751771548 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 5 7 27 -1 18 -3 9 10 -6 24 13 26 -15 -14 -10 -16 21 20 -20 25 -17 -9 -5 -4 -11 -2 29 -29 -right_child=1 3 6 11 8 -7 -8 23 16 12 -12 -13 15 14 17 22 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.086066730422351134 -0.0041682422507517197 0.021147474885268473 -0.058614494465638017 0.04068692424130968 0.012247505467586569 -0.059873897655332235 -0.02132417263202252 0.029515358543380651 0.014146064098174158 0.041137611324708528 0.055606138083318039 0.067927877155519886 0.0075990517809494049 0.010524889502845521 -0.030751152637177811 -0.0080916902582372115 -0.021118230935373312 0.0066613507328346262 -0.013454676843742823 -0.045892806045565289 -0.055516217028899577 -0.035911925986382501 0.026556182972527521 0.045442001750102115 0.05948967582271434 0.015160071092050212 0.015115698091472493 0.018609592960331042 -0.015721750133364347 -0.039036749469277598 -leaf_weight=3061.8038810044527 10804.525524914265 13038.872884139419 1676.5123394429684 2645.4582250863314 14530.59240975976 5194.4125393033028 11277.716053158045 6005.9600660353899 479.1374671459198 688.9409627020359 510.39997181296349 2153.5393119752407 4338.3610629886389 3566.2800094485283 648.84084644913673 4940.0999854505062 1147.7495569288731 443.27165256440639 1521.8515511527658 999.49834152311087 382.12221691757441 2068.7614172250032 317.7227091640234 1745.6981911361217 1511.8476759493351 64.616890981793404 1659.3402268439531 592.27175188064575 5683.4118637293577 141.2625135332346 -leaf_count=55812 65374 52656 21488 13267 63536 74233 92249 26218 2169 3011 2222 13204 19430 15772 2969 22866 5353 1956 12121 11471 4695 23386 1451 7838 7810 777 7260 3568 34971 847 -internal_value=0 0.013037 -0.0409245 0.0323303 0.00268145 -0.0695875 -0.0277709 0.0256047 0.00794313 0.00890329 0.0137188 0.0544872 0.00454076 0.0105554 0.00440815 0.00014914 -0.0107325 -0.015566 -0.0386008 -0.0301569 -0.0218963 -0.0450358 -0.00599797 0.0331021 0.0475247 -0.0558766 0.02275 -0.00748377 -0.0130663 0.00750818 -internal_weight=0 77593.6 26247.3 27101.4 50492.2 8256.22 17991.1 20790.5 33270.7 31643.8 15041 6310.85 16602.9 7006.67 4658.39 9596.18 1626.89 1092.11 6713.36 2903.47 1903.97 3809.89 5257.82 7751.66 4157.31 1741.13 2348.28 17221.5 6416.95 733.534 -internal_count=669980 373748 296232 120993 252755 130045 166187 86712 147995 140473 65758 34281 74715 30968 20697 43747 7522 4925 73938 28287 16816 45651 24317 34056 21077 22265 10271 104760 39386 4415 +left_child=2 5 17 13 6 19 9 8 14 18 20 12 -7 23 -8 16 -11 -1 -4 -2 -5 -14 -19 -3 26 -26 27 -25 -12 -10 +right_child=1 3 4 10 -6 11 7 -9 29 15 28 -13 21 -15 -16 -17 -18 22 -20 -21 -22 -23 -24 24 25 -27 -28 -29 -30 -31 +leaf_value=-0.056823372109260174 0.00033481241575546373 0.0086885703024424735 -0.040198203121004153 0.015192041812927238 -0.034292335714862066 0.0063258649711482873 0.0088759521191146412 -0.030898969452036219 -0.0096553729184985365 -0.0091946369272564756 0.04054447832520329 0.017483021146439442 -0.015817476460434934 0.016960285772394165 -0.015827526169263285 -0.03006654452785177 0.052937127041626078 -0.034292375820686789 -0.019837724623842562 0.010213771812839008 0.027119864832699615 -0.0060024051906829344 -0.058661900283354808 0.0046146546793943725 0.023107723966880402 0.0048552106203072591 0.028147211878489866 -0.012521302431589609 0.019581555809506317 -0.031872667158553011 +leaf_weight=1775.1937984898686 22293.732952214777 38421.365917608142 1405.8503628708422 9290.6611600667238 3125.5527137294412 1799.038498878479 2870.2664320096374 795.62765705212951 1099.8672471828759 3066.6098265983164 1484.9456583410501 698.86501334607601 5174.0392592251301 5007.7805218994617 832.10982184112072 940.86140734702349 113.5051034130156 2509.6854950115085 2170.1696535125375 3971.5213286727667 2981.0734146982431 7863.4864127635956 566.67210741341114 1246.3258658796549 1573.1674797981977 2309.9738000333309 202.0100616812706 2935.1527462154627 777.70981332659721 773.59483851119876 +leaf_count=39926 105350 121037 20855 35106 23929 8283 18531 8575 11822 30772 8672 3222 28330 15547 5927 9097 891 46486 20986 17663 12008 32411 6486 3970 4928 7430 638 9656 4532 6914 +internal_value=0 0.006304 -0.0238122 0.0111496 -0.0177257 -0.00137349 -0.0140452 -0.00746361 -0.00411957 -0.0194933 0.0204636 -0.00678715 -0.00793038 0.00853093 0.00332384 -0.0122486 -0.00697702 -0.0453829 -0.0278421 0.00182859 0.0180896 -0.00989759 -0.0387813 0.0076268 0.00269193 0.0122498 -0.00577498 -0.00741378 0.0333392 -0.0188294 +internal_weight=0 108031 22045.6 66230.2 17194 41800.7 14068.5 6371.47 5575.84 7697 14534.4 15535.4 14836.6 51695.8 3702.38 4120.98 3180.11 4851.55 3576.02 26265.3 12271.7 13037.5 3076.36 46688 8266.63 3883.14 4383.49 4181.48 2262.66 1873.46 +internal_count=669980 418783 251197 223524 158299 195259 134370 51769 43194 82601 60318 72246 69024 163206 24458 40760 31663 92898 41841 123013 47114 60741 52972 147659 26622 12358 14264 13626 13204 18736 is_linear=0 shrinkage=0.1 @@ -1361,18 +1361,18 @@ shrinkage=0.1 Tree=71 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 3 3 3 8 10 4 8 2 1 7 3 4 4 1 0 8 10 6 8 12 12 8 1 7 6 -split_gain=9921.45 2836.44 1676.23 495.01 412.082 200.796 196.619 98.3751 70.0133 66.668 63.6694 61.8145 59.3067 59.0279 58.9879 55.5819 53.401 49.9262 51.5544 56.0256 49.8484 48.3389 47.7396 47.5176 154.639 132 46.8839 52.2522 46.4282 51.3965 -threshold=0.79646945145649128 0.1542344155679414 0.96756193833417647 0.45928968000661136 0.055339185379978027 0.92069004232458462 0.98869224203268968 0.27554835801862992 42.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 26.500000000000004 0.098650077301075764 0.0017731021264619643 0.14907407407407411 0.63535831096747108 0.5590277777777779 0.35504201680672276 0.0071597239060879675 0.048308385313798108 40.500000000000007 1.0000000180025095e-35 0.2752525252525253 17.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 16.500000000000004 0.00089856539760092325 0.38278388278388281 0.046536796536796543 +split_feature=3 3 3 3 3 0 8 3 3 7 4 0 0 7 8 8 12 4 2 8 8 2 11 3 2 8 12 2 2 2 +split_gain=2491.36 1188.11 422.217 221.276 139.992 91.1152 67.9878 60.9426 60.403 52.0338 54.4925 47.1528 44.5068 43.0027 40.3145 40.256 37.3494 35.0663 34.0668 35.4577 39.7302 33.3254 27.7932 27.454 27.2829 26.9862 30.9228 28.4816 26.7652 24.7223 +threshold=0.26306225436712788 0.96631402124114463 0.068719394421546107 0.82310755265226121 0.98977190391780401 0.037294284445576871 42.500000000000007 0.032286757670179626 0.11794531087437234 0.42481203007518803 0.04210992907801419 0.0044007669171888409 0.040496029981080955 0.28801843317972359 30.500000000000004 15.500000000000002 1.0000000180025095e-35 0.15239477503628449 0.016892787787193182 45.500000000000007 48.500000000000007 0.16627451842931057 1.0000000180025095e-35 0.45928968000661136 0.1476043998453471 34.500000000000007 1.0000000180025095e-35 0.057785457399805201 0.32105336388968053 0.066825316751958783 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 5 7 -1 11 14 16 10 15 12 13 -6 -2 -4 -5 20 18 -11 -20 22 -15 -3 25 -25 -14 27 -7 29 -9 -right_child=2 3 6 9 8 26 -8 28 -10 17 -12 -13 23 21 -16 -17 -18 -19 19 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.069338916655818858 0.045046690999235375 -0.016928743430253052 0.058060625570393556 -0.00053448512243228937 -0.019856214671357141 0.067611775637796356 0.089184428603955507 -0.010797768043524753 -0.070807993532845073 0.0050144794319241584 -0.052628239367497311 0.015954272423746935 -0.06688280328230993 0.027218205397208019 0.079259429424045832 0.0091048363092899008 -0.050737816167828242 -0.052708392058001166 0.0038362381484147302 -0.032258671458224558 -0.052462388748506297 -0.001125687842072909 -0.032654723139328184 -0.023341073153751307 -0.049458447028533803 -0.024085660211977708 0.033227647674925559 0.041421414770268873 -0.00013462527450629306 -0.028131084395094354 -leaf_weight=6633.5523905605078 1649.3902194201946 9882.3613193929195 5497.8124196231365 11989.167128697038 1945.2406776249409 982.06508850306273 4830.8315115943551 10049.135086283088 711.97379876673222 1837.2514623701572 2779.2510603368282 9113.1177954822779 1784.6698446124792 4246.5896245539188 1724.308289013803 11938.629740893841 645.19715861976147 253.51142998039722 689.07226577401161 1143.8824049979448 492.00021739304066 701.02488042414188 2398.9915145933628 5040.322844222188 4120.2611793130636 1208.8320673853159 5161.100422129035 3395.8488049283624 3158.3751274049282 2061.6447410732508 -leaf_count=52701 9426 45640 49776 48406 11297 7821 55832 41559 4568 7609 16974 47496 10241 23190 16324 52001 3267 1048 2883 4686 2724 3715 11201 28522 24213 7040 33502 24683 13016 8619 -internal_value=0 -0.0194693 0.0428863 -0.00720254 -0.0480999 0.0282401 0.0735678 -0.0164221 -0.0400905 0.00229378 -0.0387947 0.0212913 -0.0360679 0.0286638 0.0631219 0.004275 -0.0226688 -0.00978817 -0.00682355 -0.0186893 -0.0212509 0.0232022 -0.0200006 -0.0386625 -0.0350882 -0.0496005 0.0396845 0.0472965 -0.0109325 -0.0137485 -internal_weight=0 80763.3 37302.1 56539.2 24224.1 25249.1 12053 28687.7 17590.6 27851.5 16878.6 15710.1 14099.3 6597 7222.12 23927.8 13418.6 3923.72 3670.21 1832.95 12773.4 4947.61 12281.4 12154.1 9160.58 2993.5 9539.01 4377.91 15269.2 12110.8 -internal_count=669980 398215 271765 242659 155556 149833 121932 126026 102855 116633 98287 83827 81313 36331 66100 100407 62832 16226 15178 7569 59565 26905 56841 70016 52735 17281 66006 32504 63194 50178 +left_child=2 3 7 9 13 -4 8 -1 25 10 15 14 -9 -3 16 -2 -5 -10 -17 23 21 -21 -13 -20 -11 27 -27 -7 -8 -14 +right_child=1 4 5 11 -6 6 28 12 17 24 -12 22 29 -15 -16 18 -18 -19 19 20 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 +leaf_value=-0.052612360926819618 -0.021753986134336042 0.026927271952845489 -0.0065656819825243547 0.032748289017159059 0.05479441615135508 -0.0026659276872647913 -0.025115468316362119 -0.023823455933255473 -0.011890112879615578 0.019425264668961523 -0.012449192394867414 0.0040668217102679842 -0.028303636929175383 0.044876669004401043 0.012152754179649236 0.025320224382155355 0.011561270545746615 -0.025301334691313505 -0.0026803936534707516 0.0051373131840009656 0.033972714087138596 -0.024435190313627286 0.012262515747440451 0.0026943270605149553 0.0046835243194246375 -0.013610896322590127 -0.028751261520156602 -0.036820866903095904 -0.060254423842326127 -0.043412536549647648 +leaf_weight=2273.6814362406731 827.24225082993507 6191.0011433139443 8970.9622133672237 2367.1322932615876 3512.967293433845 274.31712031364441 374.20939397066832 2782.5924603119493 13783.910461500287 1411.283307403326 3742.2343176603317 8139.4863877594471 1482.3176409080625 1701.5896542221308 6457.2314788177609 546.62194682657719 1283.0153216570616 2270.8285008370876 14522.499525368214 520.7922423183918 169.57615022361279 1420.3071510195732 8416.2746567502618 27500.371979534626 11368.444961383939 2963.3146952986717 2476.2340428233147 2220.159561663866 515.21269519627094 4020.0713030919433 +leaf_count=18534 2636 56565 37329 16003 50520 1248 1900 19698 52492 4637 12107 38348 8959 17411 32439 1754 7963 9784 45734 1680 549 4648 39390 88080 36247 14043 12160 10643 2587 23892 +internal_value=0 0.00780742 -0.0206515 0.00390054 0.0381883 -0.0152056 -0.0183212 -0.0381101 -0.0173146 0.000625766 -0.000849612 0.011519 -0.0341301 0.030797 0.0169011 0.000104262 0.0253011 -0.013787 0.000508963 0.000201659 -0.0124458 -0.016501 0.00823318 0.000836901 0.00631148 -0.0244526 -0.0205032 -0.0330649 -0.0454703 -0.0393423 +internal_weight=0 100098 44407.8 88692.5 11405.6 33849.1 24878.2 10558.7 23988.8 62029.4 49249.6 26663.1 8284.98 7892.59 10107.4 45507.4 3650.15 16054.7 44680.2 44133.5 2110.68 1941.1 16555.8 42022.9 12779.7 7934.03 5439.55 2494.48 889.422 5502.39 +internal_count=669980 456711 213269 332215 124496 142186 104857 71083 100370 198072 157188 134143 52549 73976 56405 145081 23966 62276 142445 140691 6877 6328 77738 133814 40884 38094 26203 11891 4487 32851 is_linear=0 shrinkage=0.1 @@ -1380,18 +1380,18 @@ shrinkage=0.1 Tree=72 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 0 10 0 4 2 8 1 12 10 8 4 3 9 4 8 1 8 12 8 8 8 3 3 1 -split_gain=4376.05 768.163 492.956 282.01 119.286 80.1045 69.8727 49.4791 44.5685 39.8054 36.0478 39.7465 38.1111 44.7269 35.9656 34.6046 34.5466 33.3237 32.3765 30.2874 30.1679 34.2096 29.0562 27.8046 27.732 33.7463 74.0294 57.1929 30.7788 28.4543 -threshold=0.020432912037279913 0.19310495345021272 0.003606084995402244 0.68498205019537683 0.049775222559007327 0.92502263599968015 0.010383107181019525 1.0000000180025095e-35 0.0010283167396347157 0.67738095238095253 0.046929061200795631 22.500000000000004 0.0066856352280274907 1.0000000180025095e-35 1.0000000180025095e-35 15.500000000000002 0.27097902097902099 0.84634042001481058 1.0000000180025095e-35 0.09449404761904763 47.500000000000007 0.00954949717793745 39.500000000000007 1.0000000180025095e-35 12.500000000000002 16.500000000000004 39.500000000000007 0.57681986020736797 0.74691778255701313 0.84264757925280087 +split_feature=0 0 0 4 3 3 3 10 8 8 0 0 10 9 8 1 1 8 8 1 8 8 8 1 4 2 8 1 0 8 +split_gain=2632.91 314.09 232.297 87.5088 75.8215 56.9962 52.4986 49.1157 42.9076 42.8762 40.2508 36.9035 35.2724 37.821 35.2205 32.0682 31.3597 30.0451 31.2897 29.7997 29.1849 29.1638 28.8904 28.1981 26.929 28.8334 25.5356 28.4516 25.1807 24.6581 +threshold=0.020432912037279913 0.088877665623056365 0.0051892025431287681 0.10620300751879701 0.84634042001481058 0.044815477220475991 0.035965260822940534 1.0000000180025095e-35 25.500000000000004 39.500000000000007 0.042943554871220965 0.0010283167396347157 1.0000000180025095e-35 1.0000000180025095e-35 62.000000000000007 0.0050703539589219198 0.12690390494205708 51.500000000000007 26.500000000000004 0.040936703276809518 41.500000000000007 15.500000000000002 39.500000000000007 0.0017130722064408758 0.045548654244306423 0.82347594117497269 41.500000000000007 0.012092287057335043 0.0109203760677125 45.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 8 7 16 9 17 10 -1 14 -3 12 13 -12 20 -8 -2 22 23 24 -5 -22 -4 -9 28 29 27 -27 -6 -26 -right_child=1 3 6 5 19 -7 15 18 -10 -11 11 -13 -14 -15 -16 -17 -18 -19 -20 -21 21 -23 -24 -25 25 26 -28 -29 -30 -31 -leaf_value=-0.093816981582772352 -0.015955636589559178 0.035645496680167511 -0.042899029885865692 0.024957273739198347 0.025382197002396568 0.069396470905611976 0.043647400973409134 0.02485510422734992 -0.07340378126075911 0.059569826103970082 -0.001037359232472151 0.016718562646013506 0.0097241157892506338 -0.054696845315338999 0.045433041967624717 -0.031056676296923692 0.01519449647767538 -0.039273760040886722 0.016116974843496151 0.014716296332530285 -0.029453509688779096 0.087931019951120501 -0.06677281083049294 0.042725769804516527 -0.0080621939604930189 0.0099513508658647561 -0.0015001444762768065 0.045765799069615976 0.15609620414427897 0.081751442907608413 -leaf_weight=1864.8988655675203 5670.9042588397861 741.75588990747929 834.16492249816656 2874.6177523136139 116.93216872960329 899.43747152388096 63.12919745221734 2995.3220298290253 2507.8957623504102 694.55012971162796 633.55841647088528 8911.3810212165117 3229.49121953547 205.79441852867603 1737.9883136600256 3490.1659112162888 379.87846740335226 1888.3727808818221 2756.8134277909994 1827.0678983703256 29.974366843700409 144.57839804887772 1311.0226038694382 1227.39125905931 3886.00119574368 1714.9591821059585 6628.9705608859658 602.54977111518383 21.294391274452209 35.597780428826809 -leaf_count=76699 79296 3328 22529 12190 827 5249 1083 12709 93219 3276 3121 40989 15757 1035 7646 69979 4319 50245 12253 12009 125 614 35731 5085 31669 12245 51709 4570 154 320 -internal_value=0 0.0122441 -0.0553674 0.0233568 -0.00216685 0.0417365 -0.0399542 0.0176914 -0.0821096 0.0371981 0.0142047 0.0129794 0.00479016 -0.0141937 0.0339522 -0.0297295 -0.014 -0.0489615 0.0245463 0.00266009 0.0274083 0.0677736 -0.0574894 0.0300495 0.000966482 0.000487904 0.00387839 0.0192631 0.0455192 -0.00724692 -internal_weight=0 47966.8 11959.7 27082.7 20884.2 6381.15 7586.86 20701.5 4372.79 5481.71 13722 12980.2 4068.84 839.353 4787.16 3553.3 6050.78 4033.56 6979.53 14833.4 3049.17 174.553 2145.19 4222.71 13006.3 12868.1 8946.48 2317.51 138.227 3921.6 -internal_count=669980 320495 349485 123377 197118 29100 179567 94277 169918 23851 64230 60902 19913 4156 20575 71062 83615 108505 30047 113503 12929 739 58260 17794 101494 100513 68524 16815 981 31989 +left_child=2 6 11 5 9 8 -2 10 -3 21 20 -1 14 15 17 -14 -17 18 -7 23 -8 24 -20 -9 -4 -26 -6 -28 -11 -24 +right_child=1 3 4 -5 26 12 7 19 -10 28 -12 -13 13 -15 -16 16 -18 -19 22 -21 -22 -23 29 -25 25 -27 27 -29 -30 -31 +leaf_value=-0.066203038120893787 0.032081520510721724 0.0039399921142021753 0.023982347826808418 0.021592705561851968 -0.016444806495961375 0.0024251406978878717 -0.015475761470641045 -0.0090169812433381867 0.027992973291762743 -0.050333600292861158 -0.0021739432865777049 -0.048538726953083478 0.010369185494620934 0.0060426935963962328 0.081386185745241368 0.028281309892424573 0.0020506469716668838 -0.056327463408695912 0.017092679376621994 -0.012745912246318287 0.018141024398955815 -0.025695621159430637 0.0060696511722273016 0.021265925032724332 -0.012009683521430073 0.58331097102182394 0.052803482794194383 -0.037494394920873905 -0.033350033082515496 0.022047224993675028 +leaf_weight=1620.0753967761993 397.29609195142984 983.45234498381615 75.584221802651882 9284.4667941182852 2607.7530820015818 8251.6692401617765 5099.0104018375278 393.53509350866079 3016.3587435334921 1605.7563464865088 6753.3739604204893 4380.8246507141739 2586.3531294167042 3451.1823286265135 64.242470443248749 3368.7856433391571 527.09108740091324 74.115615144371986 4231.4362291693687 509.70088388770819 272.03076296672225 2243.8941595070064 10929.942308604717 1406.2416982874274 1.4753355681896203 1.8137561976909635 111.19339464046061 50.852336011826992 1913.0436726994812 1059.5492680966854 +leaf_count=76699 4218 3827 1182 32882 46592 35620 57487 2885 11985 29006 52437 127650 9276 13370 249 11504 1828 304 16343 3785 2849 36830 45274 10287 20 35 2026 854 28591 4085 +internal_value=0 0.00893486 -0.0382036 0.0128774 -0.0276783 0.0107781 -0.00377932 -0.0047664 0.022079 -0.0341396 -0.00731232 -0.0533076 0.00946957 0.0144993 0.00743948 0.0190016 0.0247324 0.00724595 0.00743849 0.00859932 -0.0137731 -0.0235948 0.0099888 0.0146443 0.0361713 0.316277 -0.0140513 0.0244667 -0.0411003 0.00748164 +internal_weight=0 62659.8 14612.3 47828.6 8611.37 38544.2 14831.2 14433.9 3999.81 5841.57 12124.4 6000.9 34544.4 9933.41 24611 6482.23 3895.88 24546.7 24472.6 2309.48 5371.04 2322.77 16220.9 1799.78 78.8733 3.28909 2769.8 162.046 3518.8 11989.5 +internal_count=669980 320495 349485 186547 145136 153665 133948 129730 15812 95664 112773 204349 137853 35978 101875 22608 13332 101626 101322 16957 60336 38067 65702 13172 1237 55 49472 2880 57597 49359 is_linear=0 shrinkage=0.1 @@ -1399,18 +1399,18 @@ shrinkage=0.1 Tree=73 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 0 1 1 0 1 1 8 8 12 5 0 0 3 8 5 5 1 12 8 8 2 2 8 3 2 -split_gain=1904.05 270.792 191.737 105.47 66.3346 36.8173 27.0483 21.057 20.4901 18.9964 18.9004 17.9009 22.7188 21.2525 14.2552 14.6381 14.0909 15.811 13.9651 13.9537 13.3691 13.3908 13.2828 25.6527 19.1548 20.8692 13.0388 12.6551 12.1551 17.4981 -threshold=0.0088597918812833628 0.57424809712383429 0.0020774677037193119 0.032574842893888067 0.89595482816428185 0.049775222559007327 0.00070500221610781094 0.11721393772228787 0.32541934737966138 0.0041501371751771548 0.0038503149877588496 41.500000000000007 39.500000000000007 1.0000000180025095e-35 0.72077922077922085 0.00046287964804784528 0.052764390047258213 0.035965260822940534 20.500000000000004 0.5634920634920636 0.11437908496732027 0.021147710833932649 1.0000000180025095e-35 42.500000000000007 39.500000000000007 0.0030823298178235124 0.0056255489474314824 39.500000000000007 0.017517961766468391 0.012484564718213834 +split_feature=1 1 1 3 3 3 5 6 5 1 2 3 12 8 8 2 8 10 3 8 0 0 8 0 0 8 3 1 3 3 +split_gain=1554.17 139.021 126.872 64.6211 36.8805 31.7397 24.0295 23.6145 20.7434 19.985 41.1889 18.6546 18.4466 24.3052 43.292 26.2199 19.2008 24.6436 31.3066 19.1579 17.7982 16.2262 16.1368 16.0036 15.3278 15.2136 14.6234 14.3479 14.5403 14.1486 +threshold=0.0098025105047879185 0.0027613792403738935 0.032574842893888067 0.84199627738121885 0.82310755265226121 0.037719069770932971 0.054093567251461992 0.10912698412698414 0.025320512820512824 0.00070500221610781094 0.015828231182202418 0.98576145862556908 1.0000000180025095e-35 40.500000000000007 36.500000000000007 0.0033675896810706572 34.500000000000007 1.0000000180025095e-35 0.78484206800563883 44.500000000000007 0.38852867858009205 0.32541934737966138 89.500000000000014 0.022699219095848818 0.26315551235744356 39.500000000000007 0.95605452262502544 0.22033040356494243 0.10682533449015628 0.10184970661066055 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 6 8 19 10 -1 -5 11 -7 -4 12 -2 -14 15 -12 17 -6 20 26 28 -22 23 24 25 -19 27 -3 29 -10 -right_child=1 4 5 7 16 9 -8 -9 18 -11 14 -13 13 -15 -16 -17 -18 22 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.086195988517030156 0.0009125294680533782 -0.031259555641502734 -0.039077234881957357 0.0067139786821660656 0.075793506530746457 -0.067368416947580098 -0.064898430947555916 0.016041574955796816 0.0028083107782195011 -0.040303442633888471 0.53841652741751467 0.025217818917594722 -0.031567678540542272 -0.0018004169070058266 0.089561365669800774 -0.02080172776008463 0.0014422540168908446 -0.098540810585040564 -0.033219624621700118 0.054978214005112581 0.23128988420270474 0.015639769703015144 0.061349139386271179 0.10446790149663115 -0.074388792109090607 0.039620909835279161 0.02886615487405841 0.050479155831529614 -0.012850894319827166 0.36010124394065252 -leaf_weight=929.06088447477669 1570.1987970080227 68.91141152381897 846.36534430459142 4049.7438195385039 431.40333469212055 413.02632224094123 1665.0279794633389 6014.8991913199425 3.761895213276147 696.91208165325224 0.46827251091599364 190.91924347728491 547.45122125558555 426.85778827220201 11.872401447966693 1157.0192599985749 40.445999920368195 12.248636052012442 467.96232567355037 199.46540303528309 4.773817999288438 7.2560811825096607 334.5015489757061 34.331579849123955 23.491207286715508 101.76500634849072 2825.8723205029964 26.121025815606117 165.98143299855292 2.1564245782792568 -leaf_count=100487 46160 291 60386 58079 2499 33637 153416 39490 132 42825 22 4441 18673 13503 322 55334 199 63 18185 861 153 105 1786 193 103 504 11808 111 6136 76 -internal_value=0 0.0140079 -0.0524285 0.0071515 0.0365114 -0.0357489 -0.0725261 0.0122884 -0.00811163 -0.0503748 -0.0276953 -0.00431482 -0.00653071 -0.0185262 -0.0194573 -0.0205755 0.0592334 0.061726 -0.0240436 0.0293884 -0.000697521 0.101216 0.0497405 0.0271427 0.00783644 0.024778 0.0276409 -0.0087925 -0.00782965 0.132993 -internal_weight=0 17550.5 5719.75 13452 4098.56 3125.66 2594.09 10064.6 3387.32 1109.94 2015.73 2735.43 2544.51 974.309 1169.36 1157.49 978.187 937.741 651.892 3120.37 183.93 12.0299 506.338 171.836 137.505 114.014 2920.9 95.0324 171.9 5.91832 -internal_count=669980 223551 446429 205133 18418 192526 253903 97569 107564 76462 116064 82777 78336 32176 55678 55356 5347 5148 24787 13071 6602 258 2649 863 670 567 12210 402 6344 208 +left_child=1 9 4 8 21 23 7 12 20 -1 -11 -5 13 14 15 -7 17 27 -19 -15 25 22 29 -4 -18 -3 -6 28 -14 -2 +right_child=2 3 5 11 26 6 -8 -9 -10 10 -12 -13 16 19 -16 -17 24 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.063043631481122742 0.017738049607913208 -0.021389089055831735 0.049266717821780728 -0.0082414447489930955 0.0074924430300530379 -0.07288099899315581 0.028052253967260979 0.0017928399156049446 0.021176165494219919 -0.012938036151522489 -0.051188382761480113 0.043277471632251076 0.029010999055904093 0.10406668443026275 -0.0026377383006680332 0.016842062924558903 0.026555983596659546 0.02610655387040391 0.11361069011801893 0.023169728221445317 -0.051922759925820905 -0.020215843833020386 0.25142661591678972 0.024766226901041879 0.012842066546998425 -0.038196787342028096 0.037751293246613554 0.016145592405492466 -0.0022532123459802493 -0.0072407210999252862 +leaf_weight=1083.4189024991356 257.1686339341104 962.84844746347517 346.11223228275776 1050.0052351225168 843.38625112921 32.908317070454359 1344.0229731611907 1413.5376809537411 68.272345690056682 314.15310975909233 2710.1415486428887 75.325418069027364 171.89277321845293 30.177984233945608 2068.0996426492929 3171.8846145123243 3210.3403215669096 293.51199244707823 47.5036063157022 977.32314094901085 487.43823966570199 860.68630493059754 2.4705940485000601 1160.5830787420273 1092.2984391227365 1222.0547799337655 197.02583289332688 1611.4010543823242 1105.2642138712108 1917.9375890307128 +leaf_count=100487 6485 38129 1872 46169 19876 156 6298 11321 2400 31144 164823 3995 1612 125 16331 20447 18713 1999 484 5253 21869 22607 12 6189 8331 47949 4751 6147 10709 43297 +internal_value=0 -0.0385802 0.0129039 -0.0249693 -0.00302719 0.0164984 0.0152348 0.0141034 -0.033254 -0.0513899 -0.0472151 -0.00479296 0.0153632 0.0113611 0.00864186 0.0159207 0.0187002 0.0128726 0.0382959 0.0255929 -0.0346446 -0.00859172 -0.00399729 0.0303944 0.0230745 -0.0307899 0.0132226 0.00987116 0.00195464 -0.00428741 +internal_weight=0 7973.66 22155.5 3865.94 4078.68 18076.9 16570.2 15226.1 2740.61 4107.71 3024.29 1125.33 13812.6 6280.39 5272.89 3204.79 7532.21 3229.57 341.016 1007.5 2672.34 3038.26 2177.58 1506.7 4302.64 2184.9 1040.41 2888.56 1277.16 2175.11 +internal_count=669980 456965 213015 160511 97028 115987 107926 101628 110347 296454 195967 50164 90307 42312 36934 20603 47995 20951 2483 5378 107947 72401 49794 8061 27044 86078 24627 18468 12321 49782 is_linear=0 shrinkage=0.1 @@ -1418,18 +1418,18 @@ shrinkage=0.1 Tree=74 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 2 2 10 6 4 3 9 12 8 6 1 9 10 1 8 6 1 7 8 8 12 8 0 6 -split_gain=4776.04 1435.7 729.294 382.061 278.084 102.129 95.6096 78.7286 58.0448 50.655 52.3198 49.9032 49.4777 48.9334 45.8915 42.9238 39.2485 36.8018 44.3751 43.0144 36.6787 35.7064 35.6947 35.0732 34.971 30.4658 42.5224 34.5439 30.3498 28.2397 -threshold=0.082205425798379861 0.57678202673178125 0.016892787787193182 0.85473614589076297 0.22721671676319649 0.036682363867772828 0.0074800202466077537 0.92490073479522228 1.0000000180025095e-35 0.31698564593301443 0.045548654244306423 0.085227728634247588 1.0000000180025095e-35 1.0000000180025095e-35 47.500000000000007 0.31698564593301443 0.0027613792403738935 1.0000000180025095e-35 1.0000000180025095e-35 0.014721853985668776 45.500000000000007 0.52190476190476198 0.0040755249409591271 0.44222222222222224 48.500000000000007 32.500000000000007 1.0000000180025095e-35 39.500000000000007 0.26315551235744356 0.63397129186602885 +split_feature=2 2 2 2 1 1 1 2 8 3 8 12 6 8 2 1 2 1 8 8 8 0 12 0 8 12 9 3 12 8 +split_gain=1322.29 362.485 196.889 128.51 79.7625 67.8617 39.1545 35.4953 33.3537 55.0371 33.0329 58.7641 32.7318 31.4311 30.0865 28.2464 26.7615 25.6172 39.7435 38.0233 37.6345 25.3122 24.6786 24.266 25.8579 32.6245 23.7168 23.656 23.1599 31.5742 +threshold=0.054813919501655754 0.29246403914571834 0.012927214920130917 0.79860730204461627 0.018343695040845404 0.027442770971085804 0.0033727556607198888 0.0056255489474314824 39.500000000000007 0.11219453572171147 35.500000000000007 1.0000000180025095e-35 0.67204301075268824 37.500000000000007 0.11769054939662692 0.063047552936575268 0.91916719420673887 0.0056234029091786807 32.500000000000007 39.500000000000007 47.500000000000007 0.085979126407716058 1.0000000180025095e-35 0.0054626150018744803 40.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.97224602103302826 1.0000000180025095e-35 28.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 8 15 23 -1 21 11 10 13 -3 16 17 22 -2 -10 18 19 20 -6 -5 29 -4 -22 26 -24 -27 -12 -13 -right_child=1 3 5 7 9 -7 -8 -9 12 -11 28 14 -14 -15 -16 -17 -18 -19 -20 -21 24 -23 25 -25 -26 27 -28 -29 -30 -31 -leaf_value=-0.083958520654087196 -0.010366842317711317 0.036351895438457821 -0.037113822620474204 0.036377257847188448 0.012403910943804775 -0.023771791298779637 -0.059668024158446797 0.061828815948099018 0.022028817113072686 0.014555116296601235 0.0025896844287698582 0.021768135447746459 0.021664142561334827 -0.00034544211878195487 0.0498280016397393 0.003463971777504034 -0.015592183274112492 0.025423539710243154 -0.0065199960892269194 0.0013584122736409318 0.047833652802781991 0.057231612128409583 0.036745892273199229 -0.057571370633359202 -0.059558147251821125 -0.012983148373781074 0.007733859775949186 0.013025385209390533 -0.018289491409271691 0.036856810453535782 -leaf_weight=2836.4933186620474 17425.922775216401 2586.766180947423 4564.2358023896813 4258.3460262417793 7919.8111279159784 9311.9274416342378 3779.6524553559721 2539.2735735476017 381.62640678882599 6177.0629998594522 1317.2134691178799 7838.4195065051317 1326.0499159544706 7952.8499786257744 546.35851465165615 2575.5422750115395 1014.4746859520674 1297.6811452358961 1870.8712690025568 3920.5979536175728 454.73696379363537 1017.1224479824305 1144.6041308939457 1026.5296527072787 32.488990053534508 610.90073983371258 904.35764844715595 3112.4911542832851 1476.6503118276596 1473.5756836384535 -leaf_count=55812 112650 10948 55466 21130 35046 84352 58290 15840 1547 26755 5978 32469 5353 36159 2275 16002 4113 5809 8659 18151 2004 5233 4682 13008 145 2491 3706 12715 6959 6233 -internal_value=0 0.0105364 -0.0424525 0.0284929 0.000686879 -0.0301862 -0.0700819 0.0473616 0.0214511 0.0064077 0.00448996 0.0234863 0.00783081 0.00603119 0.0213571 -0.00858588 -0.00530842 0.00930376 0.00783048 0.0100083 0.0140422 0.040398 0.0203259 -0.0408701 0.0406726 0.0141474 0.0239407 0.00875814 -0.00844566 0.0241558 -internal_weight=0 81175.8 21518.8 28754.4 52421.4 14902.7 6616.15 7814.74 20939.6 32420 26242.9 18217.5 2722.15 23449 15630.7 20001.5 1396.1 15496.2 14198.5 12327.6 8407.04 5275.47 15084.3 5590.77 487.226 5772.35 2048.96 3723.39 2793.86 9312 -internal_count=669980 403052 266928 128735 274317 152826 114102 42203 86532 145665 118910 75519 11013 105973 64571 128652 5660 69814 64005 55346 37195 26363 62296 68474 2149 23594 8388 15206 12937 38702 +left_child=2 5 7 12 10 8 16 -1 9 13 11 27 17 -2 -7 -9 -5 20 22 -20 -3 -10 -19 24 25 -12 -13 -4 29 -11 +right_child=1 3 4 6 -6 14 -8 15 21 28 23 26 -14 -15 -16 -17 -18 18 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.054445164336189636 0.02995317710976941 0.0080508694648903194 -0.02407753676797407 0.018129544989112633 -0.03045715445503136 -0.016273622166456666 0.0099002925801299369 -0.031231581601292881 0.0055691212485089953 -0.012022293672451822 0.0079317208183201891 -0.0097946730964103834 0.014821159284236916 -0.0078093828892543821 -0.0052959911035270245 -0.056757558338202653 0.029556562577300119 0.014288623418153627 -0.0087223889652711054 0.0036785604393065603 0.029386305588060737 -0.0033298886037219284 0.003440124621448601 -0.01913312118601139 -0.027729078357703621 -0.013772547685404824 0.045567973803932162 -0.046700615035998733 -0.00069997270394226243 0.0090128839137967511 +leaf_weight=1612.4903778992593 728.49795892834663 25626.30768494308 1511.9258657544851 7173.3261159956455 3764.6497452519834 3694.3058666959405 4204.5203686952591 2357.7101085297763 12139.31763009727 5768.1545266509056 1944.3837817385793 2091.3748559132218 5333.3242755532265 316.02945329993963 7701.0182941108942 531.17548529058695 2869.2612101733685 4972.5000272989273 3071.2357383817434 12683.389547243714 854.3307868540287 4338.6740733236074 3626.0250592529774 1256.392944317311 372.3382119089365 1075.7002607323229 80.351931620389223 665.7283537723124 5668.7615466862917 814.31345505267382 +leaf_count=39926 3392 81200 18643 27697 32619 22620 16109 46486 59492 32428 13185 23576 16648 1626 34139 6486 16512 15962 10076 41051 2720 19866 11637 11263 4900 13204 670 11659 30222 3966 +internal_value=0 0.0051618 -0.0245773 0.00951993 -0.0182352 -0.00229222 0.0180023 -0.0425593 0.000219514 -0.00350655 -0.0131218 -0.0193858 0.00736833 0.0185278 -0.00885488 -0.035925 0.0213944 0.00658641 0.00424554 0.0012611 0.0087392 0.003226 0.00971378 -0.00726123 -0.00286445 0.000201046 -0.00774631 -0.0309936 -0.00538518 -0.00942004 +internal_weight=0 111583 17264.2 70414.2 12762.8 41169.1 14247.1 4501.38 29773.7 13295.8 8998.2 4349.38 56167.1 1044.53 11395.3 2888.89 10042.6 50833.8 24353.2 15754.6 26480.6 16478 8598.53 4648.82 3392.42 3020.08 2171.73 2177.65 12251.2 6582.47 +internal_count=669980 447363 222617 239612 129719 207751 60318 92898 150992 71634 97100 54548 179294 5018 56759 52972 44209 162646 78726 51127 83920 79358 27599 42552 31289 26389 24246 30302 66616 36394 is_linear=0 shrinkage=0.1 @@ -1437,18 +1437,18 @@ shrinkage=0.1 Tree=75 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 3 3 10 3 7 8 6 0 0 3 3 6 1 7 0 4 8 7 2 8 8 8 2 8 12 -split_gain=8289.47 2528.2 1409.8 425.054 405.92 198.29 145.546 87.8132 74.8443 70.7718 67.2495 61.4486 59.9146 57.5817 51.7295 49.6502 46.4534 46.0867 46.0866 44.0037 43.6737 41.0418 40.7921 39.3885 38.2619 51.6062 37.5601 36.1579 34.9423 109.777 -threshold=0.81805419183388917 0.16167077779508179 0.97336229983597977 0.46764580164987163 0.055339185379978027 0.93499563099889038 0.98977190391780401 1.0000000180025095e-35 0.092054754568763858 0.57518796992481214 45.500000000000007 0.46410256410256417 0.029767904324140636 0.13417394391049783 0.25053926542558552 0.032286757670179626 0.54195804195804198 0.57424809712383429 0.21240601503759401 0.016229848534366209 1.0000000180025095e-35 42.500000000000007 0.47559523809523813 0.25570774796237666 52.500000000000007 47.500000000000007 25.500000000000004 0.0030823298178235124 17.500000000000004 1.0000000180025095e-35 +split_feature=3 3 3 3 3 0 7 3 3 0 7 2 10 1 4 0 7 0 8 8 8 11 2 4 8 8 8 8 12 12 +split_gain=1980.88 965.357 341.814 176.389 131.641 91.3887 60.772 51.4165 47.2714 42.9624 40.6473 40.2296 41.1267 39.5307 38.5706 34.0123 32.9138 32.8673 32.7269 29.8783 26.2995 26.1471 25.3229 24.7884 23.908 35.6474 23.525 23.2231 43.6516 37.3672 +threshold=0.23823176988931691 0.96631402124114463 0.062845797326211539 0.74021765972250964 0.98977190391780401 0.071715110676333557 0.57518796992481214 0.10682533449015628 0.032286757670179626 0.0044007669171888409 0.28801843317972359 0.038790232302910767 1.0000000180025095e-35 0.002356117656147187 0.35504201680672276 0.030579989629427123 0.36754385964912284 0.040496029981080955 44.500000000000007 26.500000000000004 45.500000000000007 1.0000000180025095e-35 0.11255934054276982 0.063164893617021281 48.500000000000007 45.500000000000007 89.500000000000014 17.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 5 7 15 9 18 11 27 19 12 14 16 -9 -3 -1 23 21 -4 26 -14 28 -7 -5 25 -16 -2 -6 29 -10 -right_child=2 3 6 10 8 22 -8 13 17 -11 -12 -13 20 -15 24 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.078715162347303164 0.031597712657399558 -0.016843529234946215 0.058496590813147391 0.017503836510460117 0.15136259328927951 0.037793314406022148 0.088178504276889419 -0.010696641367100978 -0.059428352634123799 0.037122967590994697 -0.018454723957464204 -0.02363798214834649 0.0012478501143646651 -0.035769822633079776 -0.0052729330594014504 -0.059676064548131652 -0.0083715722088152974 -0.0060477661886765609 0.079427501313226595 0.010890835026965666 -0.017729578509158437 -0.066105593628816572 0.055660075400188483 0.0059284695176794969 0.086715692243392817 -0.038974540702184257 0.01814688775725181 -0.044456890008717158 -0.028256054555373042 -0.01529787240746734 -leaf_weight=2008.6379545927048 3318.2440018877387 6849.102238997817 4436.3132295757532 5051.5720985233784 9.4418808817863447 6814.6335382536054 4034.7594302147627 1353.5426384955645 1442.1108498871326 2624.5356241837144 1404.2821624130011 3799.1105465292931 13067.172816112638 2833.0511992424726 12853.583931311965 4306.0301880761981 1416.8288410007954 688.29476085305214 1378.9362695142627 4338.0023990273476 1336.7317979931831 356.6468463242054 1572.7900633364916 7031.5919283330441 44.214022994041443 471.01042920351028 5545.3998166322708 7226.7131861746311 7554.270465940237 925.39559039473534 -leaf_count=18534 20278 32197 43823 23257 61 51025 50520 5890 8031 15242 5866 16591 54690 13158 53302 34167 5998 3634 14300 22779 5547 2348 12501 29029 193 2174 30858 47249 41702 5036 -internal_value=0 -0.0169978 0.0416884 -0.00553528 -0.043886 0.028713 0.0735851 -0.0142989 -0.0363074 0.0221251 0.0028981 -0.0119693 0.00397269 -0.0276636 -0.0097766 -0.0657322 0.00875907 -0.0310988 0.0634598 0.0191435 -0.00051332 -0.0327763 0.0411436 0.0107677 -0.00615608 -0.00646425 0.0231824 -0.0442014 -0.0315783 -0.0421789 -internal_weight=0 82029.3 34063.6 57511.8 24517.5 24213.6 9850.01 28203.6 18202.9 15826.2 29308.2 24017 27903.9 4186.59 20217.9 6314.67 13500 10966.7 5815.25 13201.6 14403.9 10278.4 8387.42 12083.2 13368.8 13324.6 8863.64 7236.16 9921.78 2367.51 -internal_count=669980 408654 261326 247892 160762 152683 108643 123505 108061 89157 124387 104457 118521 19048 87866 52701 58284 60751 58123 73915 60237 57117 63526 52286 55669 55476 51136 47310 54769 13067 +left_child=2 3 8 11 10 18 9 22 -1 -5 27 -2 16 14 15 -14 23 -10 -4 -8 -9 -11 -7 24 25 -13 -26 29 -29 -3 +right_child=1 4 5 6 -6 7 19 20 17 21 -12 12 13 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 26 -27 -28 28 -30 -31 +leaf_value=-0.050059899530793331 0.015323271090779904 0.040168128485595977 -0.0066450136015386123 0.012678666435697898 0.051926961226528692 -0.013758779805677003 0.026188799155498245 -0.0146613633561028 -0.023080213353586582 0.00090209626650391043 0.041867045164842492 -4.2389774529106538e-05 -0.029281496046809831 -0.011634093345593481 -0.047933198483743514 0.020075385050251231 0.0050095123796635894 -0.037995835604145552 -0.033336955571899599 0.011693796592996672 -0.038882828900679511 0.007779731073595874 -0.029552606114640063 -0.010580459894780654 0.053348248695522661 -0.017118477198826289 -0.11910982413140277 0.0058028122026556779 0.031673360846721392 0.018719300999695706 +leaf_weight=2141.4772274792194 1573.6787280142307 1638.8806053474545 11110.312246188521 8798.7718297615647 3194.2188617736101 1271.0898652523756 2492.9814089685678 13324.719234570861 2229.4720138683915 10814.893878497183 1592.3188362047076 31160.900799840689 162.14239498972893 5688.0285922586918 113.1401776522398 1005.0233543217182 10809.718082815409 4379.1520468369126 479.161451369524 3310.4229107946157 463.88351059705019 11306.875353522599 5042.0705757364631 2659.990323394537 122.06156711280346 1272.4246673732996 8.457838445901869 1515.3301231786609 1145.0527593418956 1610.3277167975903 +leaf_count=18534 4923 18074 48155 48085 50520 6426 13565 54311 16921 46285 17411 97561 503 18184 375 3129 33916 27601 2350 14884 2406 48286 25834 8622 395 4206 27 11516 11407 15568 +internal_value=0 0.00650221 -0.0196517 0.00317231 0.0349255 -0.0148209 0.00853059 -0.0188984 -0.037148 0.00676823 0.0276865 -0.000433287 -0.000901115 -0.00806072 0.00781476 0.0132187 0.000182671 -0.0329639 -0.00774858 0.0179204 -0.0154762 0.00441739 -0.0263727 -0.00129862 -0.000540431 -0.000712319 0.0421727 0.0238656 0.0169377 0.029538 +internal_weight=0 101996 40441.3 91299.5 10696.1 31691.2 36723.9 20101.8 8750.1 30920.5 7501.91 54575.6 53001.9 6968.33 1280.31 1167.17 46033.6 6608.62 11589.5 5803.4 13788.6 22121.8 6313.16 35223.8 32563.8 32433.3 130.519 5909.59 2660.38 3249.21 +internal_count=669980 467442 202538 342946 124496 139482 171105 88977 63056 142656 73976 171841 166918 22191 4007 3632 144727 44522 50505 28449 56717 94571 32260 110811 102189 101767 422 56565 22923 33642 is_linear=0 shrinkage=0.1 @@ -1456,18 +1456,18 @@ shrinkage=0.1 Tree=76 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 0 0 0 10 9 8 1 4 8 1 3 8 8 4 6 1 7 1 4 4 7 1 1 7 -split_gain=3722.39 624.467 478.241 237.032 105.186 63.7711 63.219 46.4058 41.6211 32.7222 39.1356 39.0446 32.5295 29.0498 28.4863 45.5006 47.462 36.6028 28.4661 28.1634 28.9771 32.5753 27.7747 29.6078 27.6885 29.9913 28.0139 27.6136 27.4201 27.319 -threshold=0.020432912037279913 0.20674927870109308 0.003606084995402244 0.82146664024750038 0.049775222559007327 0.010383107181019525 0.48243633454879958 0.0010283167396347157 0.94689973200461208 1.0000000180025095e-35 1.0000000180025095e-35 45.500000000000007 0.00083047647103313158 0.40967365967365971 41.500000000000007 0.0012833679548992728 0.2214418463079669 42.500000000000007 15.500000000000002 0.15587044534412958 0.54195804195804198 0.0052792653716536983 0.46547619047619054 0.0040755249409591271 0.64495798319327746 0.62418831168831179 0.035185185185185187 0.0011268402336117929 0.0012356719160942814 0.79285714285714304 +split_feature=0 0 0 3 10 9 3 3 0 0 7 0 2 4 3 8 1 8 8 8 8 12 4 8 8 1 0 6 4 8 +split_gain=2229.89 245.068 218.153 72.9187 66.3157 54.2437 52.9505 49.5074 56.6867 46.0716 38.4691 36.5893 32.4763 34.6652 31.7467 31.1032 27.6177 26.3606 23.6735 28.834 23.1234 22.9269 22.0649 24.5889 21.9482 21.9297 22.1804 21.9047 21.7659 20.9707 +threshold=0.020432912037279913 0.1109643272475747 0.0051892025431287681 0.92804678448977718 1.0000000180025095e-35 1.0000000180025095e-35 0.089822344240756441 0.80224608240234985 0.042943554871220965 0.010383107181019525 0.77350427350427364 0.0010283167396347157 0.078628574213134725 0.17573529411764707 0.026108816249928734 26.500000000000004 0.002356117656147187 15.500000000000002 13.500000000000002 16.500000000000004 38.500000000000007 1.0000000180025095e-35 0.68990384615384626 39.500000000000007 64.500000000000014 0.0093122030323845775 0.46508427439233974 0.44590643274853808 0.93541666666666679 73.500000000000014 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 7 6 13 12 19 -1 29 11 27 22 -4 28 -14 16 -16 -17 -7 20 21 -3 23 -6 25 -8 -26 -11 -2 -5 -right_child=1 3 5 8 9 18 24 -9 -10 10 -12 -13 14 -15 15 17 -18 -19 -20 -21 -22 -23 -24 -25 26 -27 -28 -29 -30 -31 -leaf_value=-0.09277109921487102 -0.034148973447157234 0.0021438614453490735 -0.065745112569171552 0.04564234292070779 -0.0089010211690964108 0.037738657913069851 0.022606880035788895 -0.071081459108295261 0.077880642038394857 -0.035068034498656094 -0.0016254807242401189 0.02474939670153764 -0.04421621217740735 0.018978134483335577 -0.10365300881160432 0.4074632215772005 0.21486206962729809 -0.028258172218639518 -0.028782669361618857 0.023403875341714869 -0.0052991464159220878 0.015954310464287063 -0.011250930798909712 0.0043652673133804023 0.029177498747221992 -0.067461024076141962 0.064435598412117809 0.022863167727323823 -0.011870267059129129 0.005266191316505766 -leaf_weight=1705.5044508725405 619.78063621371984 2175.7951532900333 698.80556266754866 2542.5881816893816 2163.9479924961925 65.571520082652569 8380.9375240206718 2339.6314098350704 390.78530049324036 85.948924042284489 1347.7008742913604 627.74396669119596 2979.594992492348 275.12117316573858 6.4620014578104046 1.9527762345969666 16.948327708989382 151.65374153479934 3394.5013950318098 2382.6578688621521 948.01042731106281 7942.9748601019382 2107.393797300756 7558.5331822857261 818.6087321639061 37.134310275316238 310.94773218035698 1927.9446853026748 5084.9725384749472 179.40125134587288 -leaf_count=76699 10050 10373 20623 12494 17980 1083 34286 93219 2524 666 9190 4179 83062 3028 191 48 491 4090 69979 10122 4570 37926 17212 57810 3450 152 1317 11777 70537 852 -internal_value=0 0.0110328 -0.0526346 0.0214647 -0.00146197 -0.0373776 0.0179593 -0.0802262 0.0473626 0.00280886 0.0115642 0.000446298 -0.0462226 -0.0127601 -0.0419008 -0.00292642 0.126942 -0.0227189 -0.027522 0.0135418 0.0114185 0.0129847 -0.000843329 0.00141257 0.0241822 0.0222096 0.0388835 0.0203908 -0.0142907 0.0429812 -internal_weight=0 47908.9 11360.6 26109.8 21799.1 7315.49 22997.1 4045.14 3112.77 15819.2 3361.59 12457.6 3855.42 5979.87 3156.61 177.017 23.4103 153.607 3460.07 13449.4 11066.8 10118.8 11829.9 9722.48 9547.63 8418.07 1129.56 2013.89 5704.75 2721.99 -internal_count=669980 320495 349485 118066 202429 179567 102196 169918 15870 118814 21633 97181 108505 83615 87882 4820 682 4138 71062 62991 52869 48299 93002 75790 39205 34438 4767 12443 80587 13346 +left_child=2 6 11 9 10 12 -2 8 -8 -4 14 -1 -6 16 -3 21 -14 -11 -9 -20 -21 -16 23 -17 -25 26 -23 -27 -24 -10 +right_child=1 4 3 -5 5 -7 7 18 29 17 -12 -13 13 -15 15 22 -18 -19 19 20 -22 25 28 24 -26 27 -28 -29 -30 -31 +leaf_value=-0.06503610764122203 0.011676306369266649 0.029208609082200583 -0.038895083984947058 -0.001790777624340394 0.036303840656932054 0.0096512206006654638 -0.01635207879914145 0.088888374627937555 -0.0022003254726546046 0.039895335298551729 -0.0017014900870148395 -0.046649144447711587 0.00057305381199996067 0.032859755706473863 0.0097532958341070425 0.017551366209659768 0.019189141980570756 -0.023767480827219651 -0.0028961165048697096 0.044631144835732182 0.011259653590464942 -0.008024330621919212 0.051462572189675676 0.0086000951798040105 0.070657987415655168 0.0050532538839835267 -0.054589933685937835 -0.021964901049500659 0.018516579130194548 0.1647230449155101 +leaf_weight=1466.9776967307553 2498.4967437945306 876.7590493708849 3061.8241940774024 1086.6306385174394 1400.5646895617247 5415.6301478892565 4058.2975140362978 36.093396615236998 8757.7609481364489 66.079903539270163 2860.3330222517252 4126.8660921119153 944.0622936040163 1594.4865746051073 4441.2109560221434 4478.6853120625019 5112.7557959705591 4134.6288572028279 1337.7432783022523 261.7328262925148 1004.5561314746737 445.52140185236931 245.33737874031067 12172.369517564774 57.259015545248985 3020.9730080664158 132.77709546685219 333.16495542228222 1097.8617362827063 7.5327294543385497 +leaf_count=76699 22393 4004 58865 21606 5958 19403 44132 283 61068 927 11421 127650 3367 5140 17811 16375 17060 63738 13133 2286 9175 2129 872 46851 220 11844 436 1341 3744 49 +internal_value=0 0.00803203 -0.0361895 -0.025951 0.0120017 0.0175675 -0.00183113 -0.00401354 -0.0065809 -0.0295659 0.00933199 -0.0514711 0.0223038 0.0197411 0.0104879 0.0098668 0.0162875 -0.022766 0.00845657 0.00734174 0.0181573 0.00482955 0.0122034 0.0112122 0.00889065 -0.000731225 -0.0187158 0.00236955 0.0245342 -0.00205687 +internal_weight=0 62592 13943 8349.16 44629.8 14467.5 17962.2 15463.7 12823.6 7262.53 30162.3 5593.84 9051.87 7651.3 27301.9 26425.2 6056.82 4200.71 2640.13 2604.03 1266.29 8373.65 18051.5 16708.3 12229.6 3932.44 578.298 3354.14 1343.2 8765.29 +internal_count=669980 320495 349485 145136 167976 50928 152519 130126 105249 123530 117048 204349 31525 25567 105627 101623 20427 64665 24877 24594 11461 33561 68062 63446 47071 15750 2565 13185 4616 61117 is_linear=0 shrinkage=0.1 @@ -1475,18 +1475,18 @@ shrinkage=0.1 Tree=77 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 0 1 5 1 1 8 12 8 5 8 6 3 0 2 11 9 0 5 2 3 11 8 10 0 3 -split_gain=1616.94 227.866 183.473 100.24 40.6289 35.3554 28.0976 23.659 21.2165 19.4516 17.8003 19.9151 72.1367 26.0957 21.8432 25.7452 21.603 20.8988 18.6151 17.1213 24.0806 21.1781 16.8507 16.5857 15.9623 15.7138 15.6838 14.6456 18.9056 15.7361 -threshold=0.0088597918812833628 0.71441489371405154 0.0020774677037193119 0.052972994375414119 0.93351929817756518 0.38852867858009205 0.00046469677241276175 0.025320512820512824 0.0038503149877588496 0.021147710833932649 40.500000000000007 1.0000000180025095e-35 36.500000000000007 0.044466403162055343 37.500000000000007 0.55086206896551737 0.21129921044966946 0.26315551235744356 0.1251799931824614 1.0000000180025095e-35 1.0000000180025095e-35 0.088877665623056365 0.38750000000000007 0.038790232302910767 0.97224602103302826 1.0000000180025095e-35 66.000000000000014 1.0000000180025095e-35 0.15314720515933775 0.16584454692134407 +split_feature=1 1 1 3 0 5 3 12 8 8 3 0 5 0 0 3 9 1 1 1 3 8 8 3 2 2 8 8 5 8 +split_gain=1330.24 119.426 117.143 71.393 34.1784 28.3261 25.0902 22.7839 31.1643 48.1282 20.7627 20.754 19.8214 19.4743 18.8429 18.7867 18.0844 16.3358 16.2028 15.4999 32.5161 15.0397 25.0915 14.1792 17.9718 13.7175 13.8865 13.4543 13.4677 12.7431 +threshold=0.0088597918812833628 0.0023117410987087447 0.026414580882012335 0.84634042001481058 0.1042172164340857 0.054093567251461992 0.98576145862556908 1.0000000180025095e-35 40.500000000000007 36.500000000000007 0.95605452262502544 0.085979126407716058 0.11437908496732027 0.0039436185013608663 0.074025903602859752 0.10682533449015628 1.0000000180025095e-35 0.93351929817756518 0.89595482816428185 0.00070500221610781094 0.97224602103302826 46.500000000000007 39.500000000000007 0.94723181509886289 0.0065333944835650254 0.60060999209537747 39.500000000000007 29.500000000000004 0.048809523809523817 41.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 6 9 -3 7 -1 8 -4 22 11 12 13 16 27 17 19 -16 -14 20 -5 -22 24 -19 -2 -20 -12 29 -29 -13 -right_child=1 4 5 10 -6 -7 -8 -9 -10 -11 26 14 18 -15 15 -17 -18 23 25 -21 21 -23 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.092332204729640432 -0.014063189296900334 0.033345827753354942 -0.042508073412174684 0.0090462596297171734 0.065936151625511225 -0.065022133759692 -0.065063036749006251 0.023648569190329982 -0.024090932464719592 0.0014979271818643619 0.030508270472552997 0.018033163437186143 -0.025618209993244156 0.062825728005634532 0.030377665774076548 -0.017483861366938531 0.0091601178235997827 0.033250713666528389 0.010167585952178274 0.05055691399119229 0.30799560855229546 0.056726823912326509 0.048849091823257897 0.004714219452332487 0.037353969597109488 -0.014745096033495162 -0.093189518092236162 0.052348533292929725 0.0027232276812667426 0.00019034075872136126 -leaf_weight=468.8202571393922 2049.1560204084963 2369.3208656311035 1029.9221288571134 282.16458700224757 456.17077296972275 316.19320431537926 1947.3937236331403 80.701994069851935 1592.9434940805659 2690.8006170857698 695.20516284555197 749.14718501642346 514.02691761776805 124.06209194660187 1819.613805975765 158.34971484914422 1461.4389155432582 280.39902724325657 507.84448458999395 267.29626796022058 4.9457378387451163 10.424839392304419 45.66820627450943 744.32663286104798 62.210990270599723 504.90970067679882 10.403491191565989 166.79409262537956 142.23269948735833 1452.8488918542862 -leaf_count=55187 76207 10360 79713 1970 2827 23836 198716 3791 85186 54906 4303 5321 3909 733 12752 1438 11684 1852 4897 1878 34 81 952 6386 1782 4982 71 1241 1272 11713 -internal_value=0 0.0125926 -0.0498157 0.0076073 0.0386075 -0.0333823 -0.0703541 -0.0296819 -0.0313228 -0.00417348 0.0133782 0.0122031 0.00650299 0.0183051 0.0160045 0.0217603 0.0155793 0.0239451 -0.0101192 0.0321881 0.0156861 0.137577 -0.0112483 0.0125228 -0.0125482 -0.00225266 0.0286845 0.0091217 0.029508 0.0062607 -internal_weight=0 17569.8 5435.97 14744.3 2825.49 3019.76 2416.21 2703.57 2622.87 4847.84 9896.43 9190.83 3677.11 2150.33 5513.71 3002.69 2026.27 2844.34 1526.78 564.831 297.535 15.3706 2157.04 1024.73 2111.37 1012.75 705.609 2511.02 309.027 2202 -internal_count=669980 223551 446429 210364 13187 192526 253903 168690 164899 133847 76517 72143 30168 16380 41975 22428 15647 20990 13788 3963 2085 115 78941 8238 77989 9879 4374 19547 2513 17034 +left_child=1 19 4 14 10 7 29 8 9 23 21 -9 -6 -10 27 -15 18 25 -11 -1 -21 22 -2 24 -4 -7 -27 -3 -29 -5 +right_child=2 3 5 6 12 17 -8 11 13 16 -12 -13 -14 15 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 26 -28 28 -30 -31 +leaf_value=-0.061905236348602538 0.007208202733559585 -0.012469521794281112 -0.015113904883529112 -0.012147655997682753 -0.019292221923347178 0.023268080648763206 0.044483706995944818 0.021713075280748492 0.13183302839246883 -0.0017157767836046942 0.032589869711906944 0.012402932392195771 0.0438673200286466 0.042976557499519119 -0.043065246573825267 0.01481029586469013 -0.047608904207583382 0.070987585878926882 -0.072418598497994396 -0.051941166347447346 -0.019317885549851754 0.031972295972909383 -0.016449811989899983 0.096558832130072464 0.014706130879364449 0.12345130501824118 0.0064248392807717703 -0.035281611925536853 0.037466755595096164 0.033095938601785745 +leaf_weight=997.48861417826265 1064.7533922400326 460.59127469547093 214.16305946186185 990.09273152798414 1392.0610650293529 1486.4712781459093 94.482990814372897 4316.259311016649 16.47409899532795 2390.0023598968983 211.23168477974832 5377.3073059208691 51.527805037796497 323.64682051539421 1336.1728957425803 882.55250062420964 93.005391698330641 80.935825541615486 32.858487471938133 2051.862944137305 358.9737337063998 133.79973418265581 774.31676453351974 20.430309984833002 3589.2307483404875 27.448832117021084 16.079560801386833 926.98802720010281 26.165918683633208 66.429929189383984 +leaf_count=100487 26124 18989 995 47914 40073 7018 5589 27435 144 20639 5496 38514 1103 1625 61373 5220 994 449 127 132354 37267 2431 19297 302 25240 199 126 38656 854 2946 +internal_value=0 -0.0377464 0.0113586 -0.0257983 -0.00509858 0.0145229 -0.00488772 0.013339 0.00922507 0.0064059 0.00279268 0.0165485 -0.0170378 0.0238428 -0.0345506 0.0223679 -0.00433575 0.0272045 -0.00267464 -0.0514213 -0.0470836 -0.000397655 -0.0027527 0.0134733 0.013027 0.0248884 0.0802213 -0.0265031 -0.0332845 -0.00930292 +internal_weight=0 7309.25 22494.6 3900.92 3627.69 18866.9 1151.01 17255.9 7562.36 6339.69 2184.1 9693.57 1443.59 1222.67 2749.92 1206.2 2515.87 1610.94 2422.86 3408.33 2410.84 1972.87 1839.07 3823.82 3803.39 1530 43.5284 1413.75 953.154 1056.52 +internal_count=669980 446429 223551 176321 94524 129027 56449 121235 55286 48297 53348 65949 41176 6989 119872 6845 21760 7792 20766 270108 169621 47852 45421 26537 26235 7343 325 58499 39510 50860 is_linear=0 shrinkage=0.1 @@ -1494,18 +1494,18 @@ shrinkage=0.1 Tree=78 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 2 2 6 0 8 3 10 9 9 8 3 8 12 8 8 12 8 10 9 8 0 7 1 3 -split_gain=4001.21 1201.59 664.933 390.216 188.4 102.905 91.7235 78.3284 56.3869 40.4111 45.9304 123.892 53.098 47.6227 46.0607 39.7501 45.2845 38.7473 45.5538 81.4981 38.3712 37.9156 42.0788 36.1342 39.804 37.4289 34.2737 33.6769 32.7502 41.0357 -threshold=0.080488095919491423 0.52268245052612017 0.015299555006901422 0.83180462505681707 0.19821811744301146 0.032771448754213887 0.91916719420673887 0.0074800202466077537 0.47493734335839605 0.051212762608571764 32.500000000000007 0.23823176988931691 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 39.500000000000007 0.19625228217899957 39.500000000000007 1.0000000180025095e-35 40.500000000000007 25.500000000000004 1.0000000180025095e-35 30.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 17.500000000000004 0.92502263599968015 0.49074074074074076 0.010044800393589876 0.2214418463079669 +split_feature=2 2 2 2 1 1 6 8 12 12 8 3 1 8 8 8 9 8 8 3 9 2 3 6 9 3 3 8 3 0 +split_gain=1054.41 306.34 146.104 101.387 83.6878 67.9221 45.0208 41.377 58.8838 43.9863 67.4016 81.2082 34.6397 38.6902 43.203 33.2797 38.7093 32.118 31.5106 30.7325 33.7126 33.6035 30.4428 28.9044 28.5759 27.961 27.7135 27.3418 27.1443 24.595 +threshold=0.045688057837906117 0.26086894598992905 0.0074800202466077537 0.89997631836292835 0.081307628989831696 0.01903582386767939 0.67204301075268824 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 40.500000000000007 0.98639789308921333 0.0053890018577956505 32.500000000000007 39.500000000000007 25.500000000000004 1.0000000180025095e-35 39.500000000000007 47.500000000000007 0.092054754568763858 1.0000000180025095e-35 0.10321975062322143 0.11503467247903608 0.87867647058823539 1.0000000180025095e-35 0.97439938006369342 0.97002070184805411 42.500000000000007 0.10682533449015628 0.013276378757063018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 7 8 15 17 -5 -1 23 27 11 -11 28 -14 -13 16 20 21 19 26 -2 22 -4 -3 -25 -26 -19 -6 -12 -30 -right_child=1 3 5 6 9 -7 -8 -9 -10 10 12 14 13 -15 -16 -17 -18 18 -20 -21 -22 -23 -24 24 25 -27 -28 -29 29 -31 -leaf_value=-0.081803285731214814 0.020251131122070623 0.016833623652779829 -0.064422028104138135 0.034766286099278822 0.01117501396094088 -0.022893090507388764 0.056166373820178118 -0.058243427419411499 0.027345617651158879 0.02597870652435624 0.010935127383025031 -0.0070636499630758569 -0.021374781122192918 0.0012698264456910402 0.032920027488068881 -0.0044752248035467967 -0.017278217885537253 0.0032730298900745872 -0.049309192988603506 -0.063000188030430462 -0.015678233749834989 -0.037584984419796796 0.011359794573823127 -0.0061948555137266064 0.040075134799562033 0.0060056293052625203 -0.056071955408715846 -0.00055602752025775209 0.0090044779280513531 -0.0086111465459146313 -leaf_weight=2630.7759192734957 648.39042923599482 16105.919413790107 1276.8680791519582 6390.5132575333118 9712.3960684984922 9739.0062709674239 2917.1068754643202 3043.911244250834 4528.7012985944748 2353.8176740258932 2713.3708025366068 3272.7519388645887 2309.5910320878029 1553.3357594907284 315.9265720397234 8758.2047345340252 6944.1245119199157 839.03552594035864 743.28520578145981 305.40875522792339 548.84510217607021 1678.9768427833915 77.731773052364588 1561.5472446382046 467.85000047087669 1037.6406445503235 110.08679027855396 3271.4024668484926 2046.0852661877871 3738.9159351736307 -leaf_count=55812 4252 65993 19560 31325 44479 92141 18467 50291 18812 10733 12279 15662 11181 7264 1482 56357 48743 7347 10353 4540 3676 21903 1110 6357 1885 4207 1292 14978 9573 17926 -internal_value=0 0.00942514 -0.0400706 0.0241231 -0.000643287 -0.0288925 0.0414733 -0.0691657 0.0173097 0.00395215 0.000925271 0.00815009 -0.00254794 -0.0122691 -0.00354372 -0.0091512 -0.0141815 -0.0405053 -0.0296915 -0.0180684 0.00378014 -0.0476269 -0.0600734 0.0149392 0.0049909 0.0165932 -0.00361028 0.00821926 0.00187079 -0.00238071 -internal_weight=0 81196.4 20445.1 33009.3 48187.2 14770.4 9307.62 5674.69 23701.7 31287.6 18303.8 5942.5 12361.3 3862.93 3588.68 16899.6 8141.36 5031.39 1997.82 1254.53 1197.24 3033.58 1354.6 19173 3067.04 1505.49 949.122 12983.8 8498.37 5785 -internal_count=669980 405631 264349 147046 258585 158246 49792 106103 97254 145557 86100 27877 58223 18445 17144 113028 56671 66105 23532 13179 7928 42573 20670 78442 12449 6092 8639 59457 39778 27499 +left_child=2 5 -1 6 7 17 12 8 25 10 11 26 18 24 -15 16 -10 22 27 -7 21 -21 -2 -8 28 -4 -9 -3 -14 -5 +right_child=1 3 4 29 -6 19 23 9 15 -11 -12 -13 13 14 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.048579004546371728 0.014539372665813703 0.0080786072227665325 -0.024663073476703254 0.028462208703654981 -0.037716957534789819 0.004401501721016699 0.029588808641867217 -0.0025002601770711288 -0.010124714607428495 -0.02317659047453962 -0.030669451999463082 0.16735041072776494 0.017051101898456825 -0.0087025211558910479 0.003447622198064769 -0.033217671062432008 0.055858538763898138 0.0032162955270623114 0.025016732065855935 -0.020555414789460692 0.015226395981526778 -0.0082011064292386235 -0.0052292239152370726 0.012004237500389137 0.02324609882768237 -0.045993147850208541 0.02299707605715803 -0.061838425526969436 0.0039628400713456382 0.014226856615441911 +leaf_weight=2131.6125778201967 839.26582760363817 32305.365507528186 1595.2993675097823 2693.9695437401533 2227.2999675944448 1545.740903608501 1118.2120592594147 1447.8716787025332 2578.0477207414806 1350.3603122420609 596.9285899437964 31.282396454364061 2025.1585287004709 3628.4275473207235 15128.157050818205 641.31991827860475 92.085279103368521 14680.546061038971 1120.2646354585886 3113.9029753804207 481.73698201775551 7515.1452583447099 10846.869186721742 5697.7651928216219 1193.4404345452785 999.67620918899775 604.16853218898177 56.029004782438278 7283.7283114790916 2208.8310976326466 +leaf_count=55812 4227 106320 21493 14987 20804 8323 3727 10267 34372 18247 8577 532 6734 12180 49933 8148 870 74542 3745 20960 2541 35371 64355 18623 3817 19936 4925 182 23944 11486 +internal_value=0 0.00438872 -0.0244292 0.00815003 -0.0201973 -0.00278815 0.00717035 -0.0162704 -0.021601 -0.00845903 -0.00104404 0.00744444 0.0063318 0.00381825 0.0010972 -0.0127622 -0.00784914 0.000102351 0.00852834 -0.00880979 -0.0106478 -0.0118204 -0.0038095 0.0148891 0.00867791 -0.0328802 0.00500675 0.00795756 0.00681021 0.0220488 +internal_weight=0 113483 14296 74459.3 12164.3 39023.2 69556.5 9937.04 5906.43 4030.61 2680.25 2083.32 62740.6 29258.9 18756.6 3311.45 2670.13 26366.7 33481.7 12656.5 11110.8 10629 11686.1 6815.98 10502.3 2594.98 2052.04 32361.4 9308.89 4902.8 +internal_count=669980 465997 203983 255678 148171 210319 229205 127367 84819 42548 24301 15724 206855 96608 62113 43390 35242 143124 110247 67195 58872 56331 68582 22350 34495 41429 15192 106502 30678 26473 is_linear=0 shrinkage=0.1 @@ -1513,18 +1513,18 @@ shrinkage=0.1 Tree=79 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 3 3 0 4 7 6 8 8 8 7 4 6 10 8 8 2 3 8 8 1 3 2 12 2 0 -split_gain=6908.52 2175.26 1277.77 377.931 351.64 200.312 114.307 79.1958 82.8958 62.367 74.0357 60.1697 59.6459 59.6312 58.9303 57.1891 53.2146 50.4239 58.8498 55.762 48.6335 48.3035 45.0195 44.4601 68.8482 43.495 42.9971 42.575 41.567 39.8845 -threshold=0.82310755265226121 0.1542344155679414 0.97642175782981344 0.46764580164987163 0.055339185379978027 0.94126692316726546 0.98977190391780401 0.1109643272475747 0.14642857142857144 0.49074074074074076 0.046536796536796543 42.500000000000007 45.500000000000007 40.500000000000007 0.32795698924731187 1.0000000180025095e-35 0.63397129186602885 1.0000000180025095e-35 18.500000000000004 58.500000000000007 0.098650077301075764 0.032286757670179626 30.500000000000004 16.500000000000004 0.0014581028256939177 0.10184970661066055 0.048089628341937536 1.0000000180025095e-35 0.0062255922589185908 0.032347618849016789 +split_feature=3 3 3 2 0 0 0 8 8 3 1 0 8 10 12 9 8 12 8 1 7 2 8 8 12 12 2 8 8 12 +split_gain=1576.68 774.321 280.704 149.803 118.843 73.9549 73.5918 60.6778 66.1374 46.508 42.4241 41.9541 35.7865 42.6566 39.3008 35.6465 34.6883 33.1114 64.4492 32.2397 32.0137 27.6264 27.4269 26.4812 50.9071 45.1774 56.0269 40.361 25.9958 25.7222 +threshold=0.2161759166778425 0.96756193833417647 0.057177059790092168 0.19076083981042186 0.00074303643721072051 0.069465387068642623 0.022079143753657719 41.500000000000007 48.500000000000007 0.10431725392723669 0.0020409887672605842 0.040496029981080955 16.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.00089856539760092325 0.28801843317972359 0.098650077301075764 40.500000000000007 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.019726922063333378 17.500000000000004 45.500000000000007 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 5 7 21 14 -4 13 17 10 12 15 29 16 -2 20 28 18 26 -20 -6 -1 -16 24 -7 -22 -9 -28 -3 -5 -right_child=2 3 6 9 11 23 -8 8 -10 -11 -12 -13 -14 -15 22 -17 -18 -19 19 -21 25 -23 -24 -25 -26 -27 27 -29 -30 -31 -leaf_value=-0.07546167835111238 0.017936583823347004 0.088236285333468931 0.062290973557329071 0.008853072013502692 -0.015360965478948713 0.064621345134276309 0.085739168064828758 0.073792178258169597 -0.038919020674741261 0.011794811021263944 -0.013320223631741283 -0.063698235869211264 -0.020345824582912814 -0.040305487509173218 0.045611361636234006 -0.046343737101100707 -0.023490589865656251 -0.028008148449271426 -0.018715138092993786 0.12494712779917849 -0.038790940519689121 -0.056165014478218839 0.02286369599955692 0.033272971550368478 0.037263492437736835 -0.026570653185005275 -0.013456042148688008 0.010559050891028572 -0.0053860248094782359 -0.00025644919984165468 -leaf_weight=1891.8454030305147 12671.31896956265 47.593303665518761 4666.5549272224307 9000.4546440988779 1890.3235033601522 1542.3551907166839 3749.4088852107525 74.966113969683647 1789.8954753726721 6095.1037943214178 3350.9512138515711 658.53109011054039 1062.6797623634338 565.1673254519701 1508.499077565968 2633.940839484334 1773.6990767866373 2622.1610616594553 5917.9532916992903 27.141897559165955 5798.9057016372681 4127.2257329896092 2055.525116994977 4055.8844963461161 2279.2210479974747 5851.6071834415197 1676.7434459626675 1318.8857125341892 13258.786299943924 10314.221202835441 -leaf_count=18534 72873 203 50035 39181 11297 14371 50520 326 8765 26188 14076 4568 4444 2786 9615 16974 7698 12167 26600 121 38061 34167 11746 30322 19157 31955 7394 5741 56910 43185 -internal_value=0 -0.0152981 0.0391896 -0.00513712 -0.0414856 0.0274806 0.0727374 -0.0132504 -0.0188841 0.00277201 0.000454313 -0.034068 0.00271946 -0.00841516 0.0211318 -0.0328617 -0.00721998 -0.0158028 -0.0122529 -0.0180593 -0.0302391 -0.0622301 0.0324918 0.0405654 0.0483049 -0.0326532 -0.00101096 -0.00288292 -0.00505116 0.0039885 -internal_weight=0 81748.8 32528.8 58896.4 22852.4 24112.8 8415.96 29073 13427.7 29823.4 23728.3 16833.3 20377.4 15645.2 16235.3 16174.8 15080.1 11637.9 9015.69 5945.1 13540.8 6019.07 3564.02 7877.46 3821.58 11650.5 3070.6 2995.63 13306.4 19314.7 -internal_count=669980 411341 258639 255785 155556 158084 100555 128711 61114 127074 100886 102855 86810 67597 94234 98287 64811 52349 40182 26721 81313 52701 21361 63850 33528 70016 13461 13135 57113 82366 +left_child=2 3 11 6 16 22 12 10 -9 21 29 -1 13 19 -15 -12 -3 18 -18 -2 -8 -7 23 25 -25 26 -4 -28 -11 -5 +right_child=1 4 5 7 -6 9 20 8 -10 28 15 -13 -14 14 -16 -17 17 -19 -20 -21 -22 -23 -24 24 -26 -27 27 -29 -30 -31 +leaf_value=-0.02500348457968838 0.029731747903093488 0.052565829248785313 0.024911196746893211 0.0014428692270787302 0.023713844327533571 -0.011670503593712923 0.00037009713374202917 -0.024210125101998822 0.033845798640593616 -0.013693873529157356 -0.0015795197453123547 -0.041612358107028603 0.0073257744345844719 0.0075606165204916949 -0.037448689086027144 -0.01558307941303907 -0.016362219604521538 0.055061532367488411 0.04709985835167415 0.014307038289872495 0.011803206371067923 -0.028091581487090934 -0.031831263280308053 0.0050190652236927497 -0.013891948753663237 -0.0032342054638071897 -0.038204119034685499 -0.0023365248115321696 -0.039569975341989104 0.010792957820960602 +leaf_weight=2196.8881545290351 1657.3474506288767 2632.9116634428501 209.89883078634739 10389.054434671998 6123.4793854914606 1268.0127440989017 16008.648673504591 1831.2650353014469 219.77410110831261 11916.392988972366 31293.788398087025 4942.5258670300245 15384.721131183207 695.14276621490717 269.09563532471657 1929.8741768449545 303.48434203863144 357.85805289447308 338.5299775339663 7429.1673042550683 2891.4541283249855 5335.304230004549 453.27164099365473 3629.8727970421314 2341.8308855444193 2305.1727697104216 1334.6475066691637 410.14157176017761 401.32031249254942 4104.7127505093813 +leaf_count=19164 11266 41533 894 33155 67874 6640 55472 6221 737 50196 99687 36168 73752 3742 1333 6231 2241 5162 5122 40889 10222 28522 2348 16115 11232 10718 6106 1853 2193 13192 +internal_value=0 0.0053985 -0.0187032 0.00261832 0.0322148 -0.0144111 0.00684556 -0.00114746 -0.0179893 -0.0181669 -0.000423545 -0.0365016 0.0103575 0.0149982 -0.00500039 -0.00239295 0.046544 0.0306872 0.0171009 0.0171204 0.0021192 -0.0249383 -0.00776017 -0.00669379 -0.00239698 -0.0127173 -0.0239008 -0.0297728 -0.0145369 0.00409086 +internal_weight=0 103860 36745.3 94104 9756.26 29605.9 44335.6 49768.5 2051.04 18921 47717.4 7139.41 25435.5 10050.8 964.238 33223.7 3632.78 999.872 642.014 9086.51 18900.1 6603.32 10684.8 10231.6 5971.7 4259.86 1954.69 1744.79 12317.7 14493.8 +internal_count=669980 477831 192149 355899 121932 136817 196676 159223 6958 87551 152265 55332 130982 57230 5075 105918 54058 12525 7363 52155 65694 35162 49266 46918 27347 19571 8853 7959 52389 46347 is_linear=0 shrinkage=0.1 @@ -1532,18 +1532,18 @@ shrinkage=0.1 Tree=80 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 0 1 6 7 4 3 10 8 2 10 8 8 4 8 0 1 8 8 12 1 1 10 9 2 -split_gain=3174.69 558.682 393.24 216.829 98.4956 62.0683 48.1175 44.0062 43.4695 43.2295 38.0645 36.1776 32.3258 30.8422 57.6301 30.2553 29.6445 28.6469 28.6209 28.5546 28.3395 26.2662 26.0534 26.0177 25.7453 27.2493 25.7417 26.1949 37.2315 28.0272 -threshold=0.017098497298207543 0.18014650328211598 0.003606084995402244 0.71168591046091711 0.045549642211175162 0.92502263599968015 0.0010283167396347157 0.00097092992769599797 0.661904761904762 0.81534090909090928 0.67738095238095253 0.13643962650062033 1.0000000180025095e-35 34.500000000000007 0.075138099214991191 1.0000000180025095e-35 41.500000000000007 47.500000000000007 0.09449404761904763 64.500000000000014 0.0070129444789225346 0.024451839695887895 41.500000000000007 10.500000000000002 1.0000000180025095e-35 0.081307628989831696 0.0013060153356357759 1.0000000180025095e-35 1.0000000180025095e-35 0.76468729250686385 +split_feature=0 0 0 3 4 0 3 10 7 3 8 8 8 8 8 2 1 12 8 8 3 11 8 8 8 4 6 3 1 1 +split_gain=1889.31 216.452 190.857 71.8375 67.0809 55.0039 46.4396 42.3804 40.4199 45.5067 41.9694 34.6292 37.7718 53.7661 29.9883 32.6306 27.8314 27.7401 69.92 35.7167 29.5542 27.3439 27.0312 26.6413 23.43 23.3653 22.4909 25.9769 22.4054 22.9502 +threshold=0.018943607912878153 0.080878455313980205 0.003606084995402244 0.92804678448977718 0.10620300751879701 0.010383107181019525 0.034090029045624547 1.0000000180025095e-35 0.04083333333333334 0.13020404387756693 26.500000000000004 41.500000000000007 39.500000000000007 22.500000000000004 10.500000000000002 0.90655153447734971 0.84264757925280087 1.0000000180025095e-35 16.500000000000004 36.500000000000007 0.56845030883974168 1.0000000180025095e-35 45.500000000000007 64.500000000000014 15.500000000000002 0.55277777777777792 0.661904761904762 0.044815477220475991 0.040936703276809518 0.0010863138789596763 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 8 12 10 -1 -4 9 11 15 13 16 14 -3 17 23 -5 19 26 -9 22 -22 -2 25 -20 -6 -28 29 -29 -right_child=1 3 7 5 18 -7 -8 20 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 24 -21 21 -23 -24 -25 -26 -27 27 28 -30 -31 -leaf_value=-0.091677972099077853 0.094207411783514494 0.050804996103862438 -0.054527288688203196 0.019425418926535567 -0.021084555217094389 0.061467892065818479 -0.068692378962491904 -0.044287616499963725 -0.0017482207094269124 0.0001272986910904809 0.055399776177562365 0.013137237085564801 0.005125218951787797 0.026241233490446148 0.0070154056743466633 0.039906938825485655 0.01528173925458335 0.064287019991454405 0.032766942417091098 0.13110680196936944 -0.026126193714448694 -0.046917163703755684 0.018048923273852026 -0.018712067989848268 0.0017957524848297235 -0.020252322220202304 -0.0017617986877417648 0.015164405159133799 -0.005814633425751896 0.06291378483338049 -leaf_weight=1560.6866358648986 20.487914219498634 347.52044367790222 1180.5262667760253 2477.2994734495878 574.87170520424843 834.53751531243324 2186.8890903685242 1545.9010484684259 1581.0556309223175 1691.9773417115211 599.99490585923195 11201.268173798919 794.27615351602435 5401.9655611664057 2223.3413188308477 1472.7368336617947 278.1291366815567 151.01740971207619 741.32224274426699 16.531983494758606 2680.6608428917825 603.14688903093338 140.50621742010117 5024.6489333026111 932.92277910560369 111.51902149617672 9797.7591281309724 1402.7282577380538 952.11529977619648 134.73333975672722 -leaf_count=76699 236 1522 34596 10733 5378 5249 93219 47968 7394 8013 2985 52099 9857 23407 9969 6716 3898 660 4836 113 62145 13696 3120 79717 6452 725 81867 8911 6928 872 -internal_value=0 0.00938561 -0.0527298 0.0186098 -0.00303463 0.0363359 -0.0782648 -0.0371716 0.0142385 0.0154498 0.0318744 0.0168019 -0.0136935 0.0219505 0.0129347 0.0284326 -0.0165014 0.0220031 0.00141187 -0.000233192 -0.0330492 -0.0279757 -0.0239261 -0.0182535 0.0132759 0.0258341 -0.000402005 0.000565643 0.00972532 0.0193489 -internal_weight=0 48764.8 9898.32 27982.7 20782 5535.59 3747.58 6150.74 22447.1 20866.1 4701.05 19174.1 6117.54 7972.83 2570.86 4101.05 5323.27 2628.32 14664.5 12878.7 4970.21 3424.31 2821.17 5045.14 1785.76 852.841 12862.2 12287.3 2489.58 1537.46 -internal_count=669980 338537 331443 128747 209790 26343 169918 161525 102404 95010 21094 86997 93708 34898 11491 18109 83851 11393 116082 104069 126929 78961 65265 79953 12013 5561 103956 98578 16711 9783 +left_child=2 6 -1 5 8 -4 -2 11 9 10 -3 12 13 14 15 -8 -16 -11 -19 20 -20 -22 -10 26 -7 -14 27 -12 29 -9 +right_child=1 4 3 -5 -6 24 7 28 22 17 23 -13 25 -15 16 -17 -18 18 19 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.05346069549471516 0.032754956906745764 0.0047639142185990626 -0.039237498318013771 -0.006631788901002968 0.017794360949539217 0.040420737274214365 0.054327549148663147 -0.020541998306519118 -0.0003656463300619422 0.0037153612290178883 0.027950546581886095 0.01576206368367649 -0.015468398909579651 0.014181849626467164 -0.010626820471742819 0.42194695433347484 0.053719130527943616 -0.0017389120918754751 0.029288734298876636 0.014816289490726648 0.036155797877416442 0.12676294720828221 0.030867564793174443 0.091646928908160424 -0.023077478394914641 0.022106762840822573 0.0030037901038175775 0.015602881158325905 -0.011200306863994267 0.017595015763500681 +leaf_weight=3911.7657126607373 336.82351179793477 3516.5635763332248 3848.5126430299133 1454.5701104775071 9393.4853246808052 59.08113930746913 36.300683297216892 176.51893063634634 6035.5392505154014 12059.767150245607 2259.2476763054729 619.10253088548779 5384.5551606938243 1414.3223278261721 3771.1283301487565 2.586550921201705 68.439047820866108 2630.0272025093436 628.09092362225056 4186.2828369736671 67.084015384316444 66.150340795516968 290.43098878860474 48.131189808249474 3534.7259133905172 170.73680798336864 1022.4339421838522 6929.9801189228892 468.8029109351337 1487.6175089515746 +leaf_count=169918 3764 13267 80696 33784 33685 815 318 1387 25494 50202 9210 5262 54359 13538 37972 31 715 11877 2315 17351 286 279 1141 211 56616 1291 4161 25119 3701 11215 +internal_value=0 0.00707433 -0.0350515 -0.0269574 0.0101944 -0.0309299 -0.00392515 -0.00483358 0.00839796 0.00978563 0.0141917 -0.00724111 -0.00855391 -0.00250859 -0.00859494 0.0787794 -0.00947987 0.00669463 0.0114361 0.0184396 0.0383632 0.0811419 0.0010683 0.0174231 -0.0220336 -0.0143136 0.0170732 0.0186387 0.00810987 0.0135497 +internal_weight=0 63070.1 12808.7 8896.89 49133.2 7442.32 13936.9 13600.1 39739.7 33413.8 13776.4 11467.2 10848.1 5292.78 3878.45 38.8872 3839.57 19637.4 7577.64 4947.61 761.325 133.234 6325.97 10259.8 3593.81 5555.29 10211.7 9189.23 2132.94 1664.14 +internal_count=669980 328151 341829 171911 194598 138127 133553 129789 160913 134278 51968 113486 108224 52574 39036 349 38687 82310 32108 20231 2880 565 26635 38701 57431 55650 38490 34329 16303 12602 is_linear=0 shrinkage=0.1 @@ -1551,18 +1551,18 @@ shrinkage=0.1 Tree=81 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 0 0 8 0 10 1 1 1 5 3 8 6 8 0 5 1 2 5 5 0 8 5 1 2 2 -split_gain=1383.08 217.062 127.643 88.5564 63.3886 33.713 24.7044 24.1361 19.7651 104.831 19.8708 19.4115 18.9164 17.5952 15.7902 23.8018 15.026 15.5157 17.1996 13.7256 13.5084 14.4576 13.4251 13.4131 13.0157 13.0049 12.7072 13.3741 12.5867 14.6932 -threshold=0.0065417708063083583 0.22033040356494243 0.0014581028256939177 0.84264757925280087 0.022704256771583674 0.019935491711415992 0.37535227617836248 89.500000000000014 0.00046287964804784528 1.0000000180025095e-35 0.0033100200433532488 0.00042373676032680799 0.93351929817756518 0.38750000000000007 0.1397613952036493 16.500000000000004 0.37797619047619052 45.500000000000007 0.003606084995402244 0.025978407557354928 0.0025714732682952852 0.40725176028344584 0.162280701754386 0.64583333333333337 0.0063628786134638906 46.500000000000007 0.38750000000000007 0.024451839695887895 0.37508427056849925 0.16627451842931057 +split_feature=1 1 1 3 0 3 0 0 5 5 3 1 2 10 12 2 1 5 12 8 8 2 9 8 8 10 3 1 0 0 +split_gain=1144.11 139.256 77.2772 63.6781 42.6848 27.2476 26.2094 21.5805 19.3039 17.4719 17.3138 15.6004 15.4363 15.4161 39.1882 15.0077 26.4928 18.1353 14.8258 20.1484 31.6337 21.5934 19.4587 19.3034 17.8829 22.2177 21.7274 14.8967 14.6197 14.4344 +threshold=0.0066856352280274907 0.021147710833932649 0.0020774677037193119 0.93278551684725886 0.023310160776221483 0.037719069770932971 0.26315551235744356 0.054427284898183777 0.025320512820512824 0.060661764705882359 0.9930365572856531 0.12690390494205708 0.20198368560756871 1.0000000180025095e-35 1.0000000180025095e-35 0.012075124801576855 0.00042373676032680799 0.88311688311688319 1.0000000180025095e-35 40.500000000000007 36.500000000000007 0.0033675896810706572 1.0000000180025095e-35 44.500000000000007 34.500000000000007 1.0000000180025095e-35 0.78484206800563883 0.22033040356494243 0.0039436185013608663 0.28236479920600216 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 11 19 6 7 13 8 9 -4 25 -1 24 -2 15 23 17 -6 -19 -3 -7 -22 -14 -15 -5 -10 27 28 29 -20 -right_child=1 3 5 12 16 20 -8 -9 10 -11 -12 -13 22 14 -16 -17 -18 18 26 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.093431940671387326 -0.0089889090054293685 0.015979792416213928 0.046184580620056523 0.086865740230835209 0.0058457192351930734 -0.06802737503432954 -0.033141802416100964 0.44954524000692242 -0.042946869332576319 1.772195365595346 -0.01671781142251285 -0.067522566177797935 0.054291084607593576 0.76841303667674599 0.027204649729995468 0.079723691990857048 -0.0085882352879948134 0.15718351792470231 0.042358387086380345 0.031416686002097176 -0.057500020327841163 -0.032611814759732655 0.10220382138606908 0.22536187642640526 0.034826472525940601 0.012463492340226834 0.13427273791926353 0.016081709330752592 -0.052920142611282306 0.25763087626154879 -leaf_weight=367.04264249932021 2513.1395304929465 5789.023854970932 6.0906402794644228 50.416006654500961 6193.8629510756582 324.03350569680333 449.93941420782357 1.0565524641424406 767.66490649618208 0.37346472032368172 679.66402394976467 1362.8589350092225 368.8624822050333 0.91452889516949543 49.947592312470078 5.3595486897975206 668.80317389778793 9.6625316515564901 6.0325600467622298 639.62773590534925 441.4128042506054 495.30520595051348 69.499827563762665 0.90483264438807964 1029.4345053136349 44.830751915462315 9.9003765955567342 406.35083245113492 3.7526681721210471 6.6830148622393608 -leaf_count=47314 94333 28848 478 248 85009 31678 22733 21 67934 22 38242 154058 2378 23 996 116 9949 117 104 2849 32693 36234 449 21 4892 3675 69 4362 70 65 -internal_value=0 0.010222 -0.051722 0.0226457 0.000660124 -0.038375 -0.0115255 -0.0282423 -0.0285792 0.145905 -0.029335 -0.0730199 0.044368 -0.00774147 0.0471364 0.185813 0.00569817 0.00713796 0.0252308 0.0175157 -0.050428 -0.04434 0.0618874 0.498335 0.0372561 -0.0398895 0.0222843 0.0196621 0.108007 0.155501 -internal_weight=0 18272.1 4490.33 7946.86 10325.3 2760.43 3020.21 1499.68 1498.62 6.4641 1492.16 1729.9 1518.21 2570.27 57.1265 7.17891 7305.05 6636.24 442.382 6428.65 1260.75 936.718 438.362 1.81936 1079.85 812.496 432.719 422.819 16.4682 12.7156 -internal_count=669980 257631 412349 39664 217967 210977 118222 110372 110351 500 109851 201372 7967 95489 1156 160 99745 89796 4787 31697 100605 68927 2827 44 5140 71609 4670 4601 239 169 +left_child=2 4 15 7 -2 -3 8 -4 18 29 -5 -8 -13 -12 -15 16 -1 -18 19 20 21 -7 -22 -21 25 27 -27 -20 -25 -6 +right_child=1 5 3 10 9 6 11 -9 -10 -11 13 12 -14 14 -16 -17 17 -19 24 23 22 -23 -24 28 -26 26 -28 -29 -30 -31 +leaf_value=-0.066322510117165334 0.00683958601605935 0.025614931326666902 -0.026745028104948096 -0.00099876755525612321 -0.012408121460066153 -0.066460332770362604 -0.0019777740993537625 -0.045108990320517052 0.026380736660156154 0.029000959125626904 0.083376723977967665 0.0064694225450494863 0.027818795749143643 0.12166583856477241 1.359910032968336 -0.053650637580740672 -0.016400635125526794 0.3381034184694241 -0.0011181328802725172 0.10781908303015791 -0.0013477329815346766 0.013583171780594767 -0.0516681014119654 0.1097844745336477 0.020435032862037843 0.020790807206487183 0.083247301629658321 0.013982095831692201 0.018301736643966629 -0.029309043213844133 +leaf_weight=155.12442198581994 1221.5395830906928 1524.8530941829085 1415.1860772129148 584.58399083651602 1637.4804513156414 34.064234774559736 1887.0313675347716 1168.1376138255 1118.1112457215786 83.195840605534613 8.8025206383317673 1899.1910551264882 412.16406337171793 0.96028011292219229 0.34829093888401985 2527.9031249727122 269.60299680335447 1.450817965902387 1205.856298815459 25.733676452189684 1867.1453412100673 3178.2947313971817 80.145457480102777 17.805645909160376 3811.7834293395281 240.91359848901629 72.450279720127583 1425.7930862903595 923.02301716804504 730.888393166475 +leaf_count=25463 34954 9466 68074 33633 47584 178 24594 58463 5318 2011 786 9254 2508 45 31 192617 35634 189 13645 117 16326 23134 939 174 25858 1578 770 5335 5416 25886 +internal_value=0 0.00944536 -0.0390804 -0.0282573 -0.00843214 0.0127745 0.0116987 -0.0350489 0.0137768 -0.0160416 0.00124524 0.00476861 0.0102765 0.130985 0.451238 -0.0507241 -0.0333649 -0.0145031 0.0126829 0.00912021 0.00663805 0.0127344 -0.00341879 0.0223703 0.0159131 0.0100602 0.0352309 0.00706297 0.0200331 -0.0176238 +internal_weight=0 23397.5 6132.1 3178.02 3673.1 19724.4 18199.5 2583.32 14001.1 2451.56 594.695 4198.39 2311.36 10.1111 1.30857 2954.08 426.178 271.054 12883 6126.21 5159.65 3212.36 1947.29 966.562 6756.8 2945.01 313.364 2631.65 940.829 2368.37 +internal_count=669980 255045 414935 161032 110435 144610 135144 126537 98788 75481 34495 36356 11762 862 76 253903 61286 35823 93470 46284 40577 23312 17265 5707 47186 21328 2348 18980 5590 73470 is_linear=0 shrinkage=0.1 @@ -1570,18 +1570,18 @@ shrinkage=0.1 Tree=82 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 3 2 6 4 1 8 8 1 2 4 4 3 8 1 10 7 6 3 8 0 8 12 8 0 -split_gain=3348.17 1008.42 617.417 302.159 187.552 107.626 62.3331 59.749 46.1874 42.0388 40.852 43.1177 39.348 39.3731 36.4371 36.1245 42.7619 36.2487 65.2471 48.4214 39.2877 35.3152 35.3109 31.6306 29.3762 40.5621 34.2736 32.395 41.3437 36.6188 -threshold=0.080488095919491423 0.71312013141620467 0.013827555255859133 0.32701189696855848 0.89997631836292835 0.034668358117321808 0.99080754815078553 0.15369316296170601 0.38278388278388281 0.40967365967365971 0.0033727556607198888 32.500000000000007 47.500000000000007 0.005873767373250907 0.94694542266375736 0.64142857142857157 0.62678571428571439 0.11219453572171147 25.500000000000004 0.011462696706274976 1.0000000180025095e-35 0.29289215686274517 0.69615384615384623 0.2161759166778425 39.500000000000007 0.0057466159744883156 40.500000000000007 1.0000000180025095e-35 23.500000000000004 0.063376047944367228 +split_feature=2 2 2 1 2 1 9 8 12 6 12 8 2 2 8 9 3 0 3 3 1 8 8 12 12 3 3 1 8 2 +split_gain=836.432 227.772 134.161 81.8551 73.2549 56.5707 42.6882 39.6382 50.7731 37.6725 36.3788 54.9142 65.3918 33.1906 29.3227 30.9095 26.4046 23.5575 36.1194 22.7045 22.6073 25.4047 24.8432 24.1762 22.4699 36.3401 22.2775 28.6684 21.5703 21.4383 +threshold=0.046929061200795631 0.29780391340468032 0.0074800202466077537 0.067156980655063939 0.89997631836292835 0.0065417708063083583 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 0.36602870813397131 1.0000000180025095e-35 40.500000000000007 0.012484564718213834 0.16001644067301837 25.500000000000004 1.0000000180025095e-35 0.97439938006369342 0.02590044806957488 0.15782823163369611 0.028290366334904966 0.0052792653716536983 32.500000000000007 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.10682533449015628 0.98923222713588677 0.00075081853339708062 47.500000000000007 0.020388258122669676 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 6 7 10 21 -1 -2 9 12 -3 -12 -5 -14 -6 16 17 18 -9 -19 -20 -4 -13 -11 27 26 -26 29 -29 -7 -right_child=1 4 5 8 14 24 -8 15 -10 23 11 22 13 -15 -16 -17 -18 19 20 -21 -22 -23 -24 -25 25 -27 -28 28 -30 -31 -leaf_value=-0.058946989713843247 -0.010401925406977158 0.028480809788595352 -0.034049466260068287 0.0078198329310398152 0.043470794815382227 -0.041058057480608923 -0.082016216883129045 0.04910937711378853 0.017266690672267618 -0.017042141347383074 0.028698244925576346 0.0071462111626016712 0.051094803703169947 0.010777780069641784 0.067590508991660775 -0.020486089759667349 0.20276163260760641 0.0028003706328383607 0.019422000756752943 -0.00813425275602867 -0.015810824769005402 -0.053457796091781175 0.037884058018808286 0.0082712091428640278 -0.0011627690609218864 -0.024458233570039744 -0.043697862803736928 -0.010286193876529272 -0.038745198595270869 -0.0087725540685811634 -leaf_weight=2845.261377684772 11167.415368616581 7767.2963983416557 4626.6495638974011 23746.80763591826 3530.1625410169363 1800.5112461820245 1990.7580398768187 396.76967057585716 5910.7682556658983 1169.5376831442118 2116.2667363882065 3201.5572634041309 426.47136764228344 560.68548472225666 761.4166896045208 925.35701784491539 10.371267572045324 9717.5434566140175 664.76606941223145 6943.4137633144855 604.09963244199753 1175.7872383259237 423.12653432786465 854.15889006853104 2012.0583923086524 2140.2785046547651 209.12645899504423 1825.10542114079 708.6825096309185 436.47158757597208 -leaf_count=53112 79237 35066 62402 99717 21083 19566 45030 2039 24293 5108 9266 13874 1754 2367 5390 5004 55 51085 3491 37969 3227 16792 1919 3687 16149 19023 2203 18140 7408 4524 -internal_value=0 0.00851774 -0.0373884 0.00258777 0.0295387 -0.0273325 -0.0684435 -0.00458231 0.00926651 0.00749927 0.023753 0.0173563 0.00863305 0.0281955 0.0477501 -0.00120837 -0.000235534 -0.000350413 0.0137154 -0.00175661 0.00264786 -0.0379823 0.0107344 -0.00635792 -0.0205658 -0.0146339 -0.00516748 -0.0259887 -0.018246 -0.0347586 -internal_weight=0 80898 19770.7 63098.2 17799.8 14934.7 4836.02 30429.7 32668.4 26757.7 13508.2 5740.95 24734 987.157 4291.58 19262.3 18337 18326.6 1665.64 16661 1268.87 5802.44 3624.68 2023.7 9132.23 4361.46 2221.18 4770.77 2533.79 2236.98 -internal_count=669980 405631 264349 319033 86598 166207 98142 182107 136926 112633 60125 25059 103838 4121 26473 102870 97866 97811 8757 89054 6718 79194 15793 8795 87013 37375 18352 49638 25548 24090 +left_child=2 5 -1 7 9 -2 13 8 16 20 11 12 26 17 15 -10 -4 -7 -19 -14 28 23 -23 -22 25 -24 -9 -28 -3 -12 +right_child=1 4 3 -5 -6 6 -8 10 14 -11 29 -13 19 -15 -16 -17 -18 18 -20 -21 21 22 24 -25 -26 -27 27 -29 -30 -31 +leaf_value=-0.04604807507767153 0.0020180687115204372 0.0069517060333505803 -0.022047618855112524 -0.034773618967261492 0.019524524124195679 -0.0024217239666575927 0.012494048594684034 0.079437078023193844 -0.0085051517773202141 0.011609110457215188 -0.035979748073906692 -0.027137526952526844 -0.036680027290041085 -0.0022031356069138227 -0.030690922651994412 0.048959443478713935 -0.043309802620849089 -0.0033014147156580041 -0.017744766728265089 0.0068575059308190571 0.012051674685305647 -0.0072545052488068862 -0.017604351993929755 0.0015423990925026998 0.0087097397706519877 0.0022983712472813274 0.13012316357576703 0.56850615525230508 0.022487412657906315 -0.0097759845276490648 +leaf_weight=1971.0784292276949 21301.219903372228 26362.394910618663 1573.6069596037269 2326.2226213440299 4769.2076407819986 2876.0364758521318 1285.8101614788175 74.766165230423212 2527.6751056164503 12502.007779672742 511.36635876074433 575.87741488590837 127.67175564169884 10233.0865765661 611.5930864661932 97.202998369932175 928.81226551160216 2578.2354281246662 5271.6081359982491 1937.8450328558683 5118.3106719553471 3029.8188177198172 1048.0308238714933 3824.7297383695841 4292.6353764981031 7360.5025857388973 4.7963595390319815 2.1651513464748859 925.06671833992004 801.73035636544228 +leaf_count=55812 112351 86136 21818 22490 26473 18967 6347 1024 34497 40992 9172 8615 1370 42893 8103 871 19936 14785 31047 13593 16534 10028 3452 12417 14076 23805 90 43 3108 9135 +internal_value=0 0.00400134 -0.0218549 -0.0179142 0.00756548 -0.0016652 -0.00519224 -0.0139021 -0.0192425 0.00668071 -0.00630898 0.000283541 0.0076377 -0.00627727 -0.0109717 -0.00637716 -0.0299394 -0.0101642 -0.0130009 0.00416641 0.00549493 0.00330139 0.000882028 0.0075571 0.00282297 -0.000182283 0.0953682 0.266468 0.00747838 -0.0199807 +internal_weight=0 112779 14072.4 12101.3 69232.7 43546 22244.8 9775.11 5738.89 64463.5 4036.22 2723.12 2147.24 20959 3236.47 2624.88 2502.42 10725.9 7849.84 2065.52 51961.5 24674 15731 8943.04 12701.2 8408.53 81.7277 6.96151 27287.5 1313.1 +internal_count=669980 463411 206569 150757 237021 226390 114039 128267 85225 210548 43042 24735 16120 107692 43471 35368 41754 64799 45832 14963 169556 80312 51361 28951 41333 27257 1157 133 89244 18307 is_linear=0 shrinkage=0.1 @@ -1589,18 +1589,18 @@ shrinkage=0.1 Tree=83 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 3 3 3 6 8 8 12 10 2 8 12 12 0 11 0 0 10 7 0 8 2 10 8 0 12 -split_gain=5748.92 1851.69 1177.77 380.694 275.508 175.454 115.867 96.8756 59.3442 55.7573 55.0929 69.3197 68.9825 51.1961 54.5801 181.616 115.956 51.013 48.3568 47.0042 46.3525 43.6887 41.8004 40.1186 39.819 38.9229 38.081 37.8022 52.238 37.4823 -threshold=0.82310755265226121 0.13643962650062033 0.97642175782981344 0.34002819534746692 0.049913263289709457 0.94723181509886289 0.9912831104059151 0.62700852082165348 0.18465909090909094 40.500000000000007 16.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.063709742938850386 17.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.023902369597890983 1.0000000180025095e-35 0.028980474443983325 0.0013030364556144583 1.0000000180025095e-35 0.090097402597402607 0.0040524112610958252 40.500000000000007 0.15664214594004497 1.0000000180025095e-35 31.500000000000004 0.0040524112610958252 1.0000000180025095e-35 +split_feature=3 0 3 2 3 0 0 8 8 1 3 8 8 0 8 12 12 8 10 12 12 7 6 12 8 12 11 10 8 1 +split_gain=1263.5 639.975 212.055 147.159 93.742 70.5411 63.2854 61.3415 57.3931 43.7892 41.6609 38.3808 37.2387 35.8727 35.7727 59.4986 57.1973 33.2323 43.0968 39.7388 30.4756 27.1661 25.5751 29.4261 36.5906 25.323 35.6025 32.9635 25.4439 29.2875 +threshold=0.18261878829785488 0.0013574197165538975 0.055339185379978027 0.19076083981042186 0.98441507349195001 0.049775222559007327 0.01845242570308649 41.500000000000007 48.500000000000007 0.002356117656147187 0.32437011974743873 42.500000000000007 30.500000000000004 0.040496029981080955 17.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 16.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.28801843317972359 0.57518796992481214 1.0000000180025095e-35 26.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 29.500000000000004 0.10837757891215431 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 5 8 -1 10 20 21 17 13 11 18 -13 -6 16 -16 -15 -3 23 29 -4 25 -14 -2 -19 -5 -9 28 -7 -12 -right_child=2 3 6 7 9 27 -8 26 -10 -11 19 12 22 14 15 -17 -18 24 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.061406731671978625 0.046708078463957803 -0.0024417056107565636 0.068194616008156281 0.0098272365378028886 -0.015255672304797199 0.056137433447079013 0.085571825720928779 0.0080134022867139262 -0.026598414391338733 -0.063785767235199159 0.012850605012315551 0.020231576540256733 -0.048470709605425648 -0.063055588761236986 -0.018274492701766957 -0.04546117963138363 -0.023485795389042149 -0.015147656234019882 0.046755361666594983 -0.0045453051344933508 0.048483703737020954 -0.015423072510939906 0.065095188380186422 0.015019430421205385 -0.043427433010050198 -0.0038470061714118843 -0.0050691091942661401 0.031304620409828253 0.030348503345648061 0.026393607483499205 -leaf_weight=4780.4607357606292 567.40961340814829 3348.3292789757252 3056.4667520970106 2362.7344182133675 1521.6607178747654 2111.1131051778793 2915.2954566478729 14727.013309717178 4344.4366567879915 597.18782538175583 5924.0437189638615 2917.5040340796113 232.16305939853191 1756.4966996014118 5232.6727787554264 4632.6484854370356 1280.4056952744722 12905.058187603951 1951.5438023656607 1080.5205819904804 1956.9043112248182 2868.2150655388832 37.669098377227783 1350.2428598254919 517.87650252878666 17495.001677557826 2620.9609376937151 3156.709037527442 1250.8319643214345 3119.849445477128 -leaf_count=44809 4058 15246 36304 9575 9748 20858 42327 65583 20923 4383 34200 18033 1296 11482 32839 30740 8288 60782 12573 5424 21924 11718 221 8238 2974 71030 11221 24469 10365 18349 -internal_value=0 -0.0139177 0.0363563 -0.00531619 -0.0404977 0.0251948 0.0697191 0.000409409 -0.0161824 -0.0338434 0.0198949 0.0266777 0.0157576 -0.0326037 -0.0346497 -0.0310411 -0.0463723 -0.0134842 0.0356735 0.0151673 0.0605007 -0.00388635 -0.0326167 0.0243957 -0.0162387 -0.00222 0.00603687 0.0391634 0.0465425 0.0175225 -internal_weight=0 80991.2 31628.3 61189.6 19801.5 23699.6 7928.67 40073.9 21115.7 15021.1 17180.9 7056.53 3187.34 14423.9 12902.2 9865.32 3036.9 16771.3 3869.2 10124.4 5013.37 22726 269.832 1917.65 13422.9 19857.7 17348 6518.65 3361.95 9043.89 -internal_count=669980 411341 258639 269052 142289 158084 100555 169127 99925 97480 102392 44419 19550 93097 83349 63579 19770 79002 24869 57973 58228 92323 1517 12296 63756 80605 76804 55692 31223 52549 +left_child=2 4 13 6 12 -4 17 9 -9 22 -11 14 20 -1 16 -16 -7 18 -3 -20 -2 25 23 -5 -25 26 28 -27 29 -8 +right_child=1 3 5 7 -6 11 21 8 -10 10 -12 -13 -14 -15 15 -17 -18 -19 19 -21 -22 -23 -24 24 -26 27 -28 -29 -30 -31 +leaf_value=-0.023501017344483833 0.043207918701008291 0.016054847187333725 -0.0064035774045671364 0.0021460850402389999 0.044070493946626731 -0.035001766812044352 -0.00046439217505027039 -0.023587775972651312 0.028041872645079676 -0.0081244905781219633 -0.00049730331609294061 -0.043144313445427164 0.012724266950564859 -0.039647728493696709 -0.0085052952560662146 -0.022416070659917745 -0.010498577770503011 0.0065535646811639026 0.0081139120375631375 -0.031955707964904594 0.013943418767806668 0.01059226785028349 -0.0059773350860974264 0.024658197403518822 0.0052052377932155433 -0.00028004640332857117 0.010790689131717672 -0.01635152555214154 -0.0097380044228570981 0.027543065704621335 +leaf_weight=1985.1062029451132 1029.016470246017 9608.4080204553902 7684.7296474799514 10559.088365077972 3670.0060993097723 2406.9573300778866 1723.4713290035725 1933.9650319814682 242.28187008202076 10208.602169036865 23992.138209536672 583.32823373377323 2092.8786965683103 4483.7015392109752 7219.6874838098884 5355.5011383071542 1576.6708423644304 14733.472140286118 791.43378183990717 360.12872900813818 543.96653431653976 3291.0813966318965 2490.287823677063 1485.4853256195784 2769.9913838505745 7555.7250746637583 4469.6705076918006 1535.5748498737812 2125.6734975278378 476.6181787699461 +leaf_count=18170 12214 65448 37952 34043 62964 11623 6519 6773 844 36049 74805 3454 14925 34531 34026 26909 7264 77858 5375 2342 5436 11923 8121 4842 8968 26678 15740 5330 7321 1533 +internal_value=0 0.00426013 -0.0185666 0.00217585 0.0327726 -0.0143648 0.00628277 -0.00139473 -0.0178398 -0.000699881 -0.00277395 -0.0179337 0.021462 -0.0346927 -0.0170456 -0.0144296 -0.0253037 0.00963902 0.0138639 -0.00441708 0.0330877 0.00224259 0.00339924 0.00497541 0.0119958 0.00070629 0.00453169 -0.00299462 -0.00193553 0.00560303 +internal_weight=0 107689 31295.7 100353 7335.87 24826.9 46671.3 53681.8 2176.25 51505.6 34200.7 17142.1 3665.86 6468.81 16558.8 12575.2 3983.63 25493.4 10760 1151.56 1572.98 21177.8 17304.9 14814.6 4255.48 17886.7 8795.43 9091.3 4325.76 2200.09 +internal_count=669980 496051 173929 400512 95539 121228 226067 174445 7617 166828 110854 83276 32575 52701 79822 60935 18887 151023 73165 7717 17650 75044 55974 47853 13810 63121 31113 32008 15373 8052 is_linear=0 shrinkage=0.1 @@ -1608,18 +1608,18 @@ shrinkage=0.1 Tree=84 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 0 3 3 1 3 8 8 2 8 4 4 8 7 4 7 0 7 1 1 1 4 1 2 2 -split_gain=2701.46 467.61 362.772 184.96 93.874 60.6852 57.9362 35.4229 32.0973 31.4836 30.6362 35.4593 30.3114 42.1235 33.8234 38.9341 29.2662 27.7237 26.8132 26.0404 31.9144 26.0201 25.6632 25.4077 25.2512 25.8231 24.6291 24.6451 29.237 26.1537 -threshold=0.016229848534366209 0.19310495345021272 0.0025170627299014267 0.85047796067219228 0.042943554871220965 0.0057466159744883156 0.57392597256018829 0.92804678448977718 0.026108816249928734 0.0051761265975346872 0.88875097555938487 16.500000000000004 28.500000000000004 0.11014111308360493 39.500000000000007 0.36181818181818187 0.14642857142857144 15.500000000000002 0.68990384615384626 0.045548654244306423 0.24568965517241384 0.0010283167396347157 0.49074074074074076 0.0012579643536077265 0.0020409887672605842 0.024451839695887895 0.17752100840336138 0.0032524099409543495 0.098650077301075764 0.65146318516201551 +split_feature=0 0 0 10 3 9 7 4 3 0 8 1 1 4 3 3 0 7 2 1 4 4 0 2 1 3 8 0 8 1 +split_gain=1600.91 212.004 153.21 79.3229 66.6154 62.3853 41.6428 39.8672 37.4517 35.6594 33.0212 32.0442 36.4211 33.9489 31.7234 28.9035 26.5219 25.7124 24.6324 24.0293 23.2716 32.8774 21.7327 21.5036 20.9224 20.8006 21.8603 20.1785 19.7459 18.03 +threshold=0.016229848534366209 0.049775222559007327 0.003606084995402244 1.0000000180025095e-35 0.92804678448977718 1.0000000180025095e-35 0.83974358974358987 0.27097902097902099 0.88875097555938487 0.0070129444789225346 64.500000000000014 0.12690390494205708 0.0047723511998018385 0.64142857142857157 0.026108816249928734 0.035965260822940534 0.16343919548025346 0.04210992907801419 0.065281146979068908 0.0012579643536077265 0.67593307593307606 0.68990384615384626 0.0010283167396347157 0.70396999548996608 0.00190461598372081 0.75342187127568572 62.000000000000007 0.051212762608571764 47.500000000000007 0.023577279889804157 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 21 6 10 -4 12 17 -5 -10 16 -12 13 -3 -14 -16 23 19 -8 -7 -21 -1 26 -2 -19 -26 27 28 -6 -29 -right_child=1 3 5 8 22 7 18 -9 9 -11 11 -13 14 -15 15 -17 -18 24 -20 20 -22 -23 -24 -25 25 -27 -28 29 -30 -31 -leaf_value=-0.090530948594769747 -0.03703717387941971 0.024719375510688112 -0.052104184218694262 0.058371874082300115 0.025539669139859663 0.020222036842341952 0.024087423613937987 -0.010673771553098918 0.059582420447229001 0.025996585938775775 -0.011541143175951124 0.037968564109977884 0.022996905225985471 0.0016312677024779424 0.008116460701789948 0.026057989645482428 0.0091117061794105704 -0.046043759718821575 0.00088632552775133383 -0.018802028781476826 0.71566626257664345 -0.071103903973048707 -0.007801376459707101 -0.015266591135674759 -0.022610709494733025 -0.048090583339048323 0.015436163247902389 0.0011445720688805952 -0.010838243598479229 0.013658835464808818 -leaf_weight=1429.1672251019627 613.8525579534471 948.36498831212521 2024.9903126806021 916.05055294930935 245.24676262587309 54.041756339371204 6393.0573406368494 707.180609036237 374.20092496275902 1098.3197630494833 367.67573753744364 238.4953207038343 3282.5311120301485 4738.7720138281584 7293.0026099383831 1449.9918808788061 432.93612577393651 1514.3276679888368 540.20776252448559 1.1501534841954701 1.2182719130069015 1332.0047071296722 2542.3494898304343 4230.8887958154082 1562.614139072597 533.57106491550803 1455.8869540765882 7404.0078926309943 2228.3303007557988 2156.4159215837717 -leaf_count=76699 11982 4471 74181 5563 1992 1153 26726 17283 2014 5522 5894 3726 14490 22739 33657 5974 5986 41952 2221 24 28 63904 21338 66185 37637 13206 9246 58391 19108 16688 -internal_value=0 0.00830511 -0.0508639 0.0171052 -0.00255016 -0.0377917 0.0145302 -0.0311657 0.0436746 0.0345315 -0.0133535 0.00793823 0.0114968 0.00548135 0.0143416 0.011092 -0.015799 -0.0351177 0.0222797 0.0344456 0.358994 -0.0811592 0.00141467 -0.018025 -0.0362045 -0.0290965 0.00315156 0.00166536 -0.0072315 0.00396725 -internal_weight=0 48950.6 9160.27 27034.5 21916.1 6399.09 24645.9 4374.1 2388.57 1472.52 5883.85 606.171 17712.7 5687.14 12025.5 8742.99 5277.68 3666.92 6933.27 56.4102 2.36843 2761.17 16032.2 4844.74 3610.51 2096.19 13489.9 12034 2473.58 9560.42 -internal_count=669980 343913 326067 123377 220536 185464 110278 111283 13099 7536 93773 9620 81331 27210 54121 39631 84153 94000 28947 1205 52 140603 126763 78167 92795 50843 105425 96179 21100 75079 +left_child=2 7 22 6 9 11 10 8 15 -4 14 12 13 18 -3 -2 25 -7 -5 -17 -15 -22 -1 27 -11 -16 -27 -14 -13 -26 +right_child=1 3 4 5 -6 17 -8 -9 -10 24 -12 28 23 20 16 19 -18 -19 -20 -21 21 -23 -24 -25 29 26 -28 -29 -30 -31 +leaf_value=-0.062593352497648455 0.02078165151162743 0.02537469076708572 -0.042427615928500244 0.042855412279075709 -0.0068209475323777226 0.0029368693643359502 -0.0043279112762694668 0.018259503755373718 0.011441406749904754 -0.034961199585045309 0.073508943515913708 0.0039665273710484212 0.15397984864742423 0.07783153157723556 0.0011829397270083754 -0.02760244141205774 0.0083735984286290553 0.018506928483950153 0.0074071277794063809 -0.010663145568299436 -0.15097299736740671 0.029645381498114 -0.046232514364256218 0.054825448185740734 -0.015760504612408043 0.014983488474566486 0.19844416669233977 0.024405499875481754 -0.056039767699609382 -0.03462144714668907 +leaf_weight=1219.6085825832561 265.53174495697021 899.3529922068119 1937.3048443887383 208.77315180748701 1371.4501969646662 4846.0006103590131 3592.147963501513 545.47859117388725 770.32516225799918 1641.8116993829608 74.446797378361225 692.17016617953777 12.047188363969324 104.14532628655434 10655.345028266311 956.87185277417302 22214.628967896104 1357.8008294329047 3210.7432841360569 6709.0623341500759 10.271633282303808 534.53875303268433 2428.7115697683766 248.82031528651714 1974.606630500406 1008.4022942110896 6.5369687229394904 5049.5580795481801 59.55661715567112 681.85601405240595 +leaf_count=76699 3687 4436 45418 1108 32760 19223 17204 5381 9721 31751 325 2614 78 353 66457 13005 79353 4732 12046 75239 32 1891 93219 1098 34130 7155 33 18513 229 12090 +internal_value=0 0.00603987 -0.0348547 0.00840386 -0.0267749 0.0142419 0.00592378 -0.00796557 -0.00960951 -0.0311635 0.0069802 0.0190781 0.0206703 0.0135508 0.00683782 -0.011654 0.00634582 0.00634462 0.00957137 -0.0127775 0.0345195 0.0262401 -0.0517018 0.0261248 -0.0260866 0.00248591 0.0161651 0.0247139 -0.000787556 -0.0206017 +internal_weight=0 64032.6 11255.3 54785.3 7607.03 16334.4 38450.9 9247.27 8701.79 6235.58 34858.7 10130.6 9378.9 4068.47 34784.3 7931.47 33884.9 6203.8 3419.52 7665.93 648.956 544.81 3648.32 5310.43 4298.27 11670.3 1014.94 5061.61 751.727 2656.46 +internal_count=669980 343913 326067 236880 156149 61917 174963 107033 101652 123389 157759 37962 35119 15430 157434 91931 152998 23955 13154 88244 2276 1923 169918 19689 77971 73645 7188 18591 2843 46220 is_linear=0 shrinkage=0.1 @@ -1627,18 +1627,18 @@ shrinkage=0.1 Tree=85 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 0 1 0 1 8 0 5 8 5 7 2 2 7 1 2 5 2 11 10 3 8 0 8 2 12 -split_gain=1180.59 192.995 101.632 98.3878 36.3283 29.0032 24.5856 21.8641 20.0232 16.1225 19.3269 16.0615 14.2255 13.9968 14.2004 15.1758 14.098 13.345 13.2855 13.2374 13.8873 13.1327 14.5064 12.8766 16.0852 12.8454 22.2151 17.1878 20.1819 16.8415 -threshold=0.0055136038236157682 0.076216061379914976 0.78183057312111015 0.0014581028256939177 0.015657636937417136 0.019443451558809517 0.93351929817756518 0.61669938701511817 0.00042373676032680799 45.500000000000007 0.00043962906567910411 0.098387096774193564 10.500000000000002 0.054093567251461992 0.035185185185185187 0.0036400641134801352 0.21859407860619254 0.81534090909090928 0.0033100200433532488 0.011239401872280804 0.162280701754386 0.0081827070792699613 1.0000000180025095e-35 1.0000000180025095e-35 0.98576145862556908 39.500000000000007 0.0022661872753219248 45.500000000000007 0.70396999548996608 1.0000000180025095e-35 +split_feature=1 1 1 3 0 8 5 5 6 0 2 1 11 5 2 1 5 3 11 2 4 4 3 8 12 8 8 2 2 1 +split_gain=990.487 141.597 53.4792 60.727 44.275 23.3941 22.9323 21.3851 20.5584 18.7658 15.9649 14.7854 14.2082 15.5618 14.0365 22.6101 16.0128 15.902 31.4789 13.6772 14.04 18.7493 13.6069 13.5967 23.7114 42.1354 16.9524 16.885 14.1854 16.5166 +threshold=0.0055136038236157682 0.021147710833932649 0.001653038648082808 0.93909419801348526 0.023310160776221483 89.500000000000014 0.025320512820512824 0.098387096774193564 0.11437908496732027 0.049775222559007327 0.0088980015597548198 0.93351929817756518 1.0000000180025095e-35 0.31009615384615391 0.011239401872280804 0.00042373676032680799 0.88311688311688319 0.99080754815078553 1.0000000180025095e-35 0.70396999548996608 0.075498575498575513 0.13118279569892474 0.98508274999236478 41.500000000000007 1.0000000180025095e-35 36.500000000000007 36.500000000000007 0.022349649477017303 0.01854295618099824 0.12690390494205708 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 4 13 8 7 9 12 11 -1 18 -11 21 -4 14 15 -3 -16 -15 -5 20 -8 22 23 -2 -25 -6 -27 29 -29 -28 -right_child=1 2 6 5 25 -7 19 -9 -10 10 -12 -13 -14 17 16 -17 -18 -19 -20 -21 -22 -23 -24 24 -26 26 27 28 -30 -31 -leaf_value=-0.092652483695163768 0.039999986374793385 -0.098300640782909149 -0.12673560939303155 -0.03982904305777038 0.0051056602211542283 -0.051348626439903983 0.05203597319852224 -0.048349815398779306 -0.065173098497906354 0.34308490030979982 0.0081721141403549649 0.033091734700452624 0.031547268139050531 0.02592807883900632 -0.0040297602086693763 0.012916624866306231 0.019239284321141453 -0.13621105777053497 -0.018266870961954156 -0.12012946999469759 0.10270094464079227 -0.014780833283962208 -0.01999462078484078 0.1333858179189987 0.58753273170520226 0.12813886244049633 -0.020880315924088504 0.0096321453430225461 0.12962078133127194 -0.00023616904234321476 -leaf_weight=334.76922542974353 29.326134171336889 12.289525628089903 5.6974291354417792 735.68714658170938 2728.4571158587933 1000.9783131014556 353.76672229170799 176.09217483922839 1275.3717908626422 1.7637256961315859 74.722625568509102 77.114829577505589 1668.9862116873264 783.93157098442316 1051.494282566011 7326.0102922171354 346.07067705690861 5.1093147844076148 467.2356686880812 4.1299754828214637 63.867780238389969 2089.8829164123163 32.263913432136178 7.5648808963596803 0.86953411437571038 12.33527306653559 796.8291043266654 281.34601075947285 14.752914268523453 783.96935939230025 -leaf_count=47314 1038 70 24 67816 54083 88350 2359 10958 154058 45 5388 2282 7679 4162 7138 48850 3071 32 28372 28 440 94454 1100 213 37 237 19006 4626 263 16487 -internal_value=0 0.00859833 0.0165103 -0.0519613 -0.00447947 -0.0385986 0.0364434 -0.0144231 -0.0708864 -0.0286233 0.015895 -0.0117524 0.0310088 0.012123 0.0109709 0.0127304 0.00173221 0.0248782 -0.0314539 0.0580223 0.059784 -0.0133535 0.029245 0.0713171 0.180205 0.000716865 -0.0056215 -0.00650059 0.0156105 -0.0106422 -internal_weight=0 18652.2 11621.4 3890.53 7030.8 2280.39 2096.45 2413.11 1610.14 1279.41 76.4864 2237.02 1674.68 9524.91 8735.86 7338.3 1397.56 789.041 1202.92 421.764 417.635 2159.91 70.0245 37.7605 8.43442 4617.69 1889.23 1876.9 296.099 1580.8 -internal_count=669980 278637 73853 391343 204784 189971 10530 110082 201372 101621 5433 99124 7703 63323 59129 48920 10209 4194 96188 2827 2799 96842 2388 1288 250 94702 40619 40382 4889 35493 +left_child=2 4 14 9 10 22 8 -6 23 -4 12 -8 -2 -14 15 -1 -17 18 -18 -9 -21 -22 -5 24 25 -3 27 -26 -27 -30 +right_child=1 6 3 5 7 -7 11 19 -10 -11 -12 -13 13 -15 -16 16 17 -19 -20 20 21 -23 -24 -25 26 28 -28 -29 29 -31 +leaf_value=-0.064799104299215676 0.0730844082326048 0.012656694811252728 -0.030089020764065211 -0.010325921713688275 -0.017750471219460835 0.65112764387791389 0.020808330748753576 0.01428811063088317 0.00017816232868388208 -0.04788058686061801 0.0023420446799491796 0.066889200196944928 -0.0039399264899544727 0.45492193778965007 -0.054425795713434699 -0.014569448769163657 -0.07569238032776697 0.0342721863887522 1.3074905858724422 0.05011386374715171 0.65143938975344129 0.16147262892260925 0.026875360551953578 0.021878957825118173 0.019616163824895311 -0.042276929040432287 0.017960562908488423 0.005301206664836822 -0.012381577991489326 0.004822029302170773 +leaf_weight=133.19859457435086 63.007821958512068 3696.7607446555048 1373.7101016417146 432.78835025429726 2643.2658282415941 0.54916541278362174 1598.9808267913759 72.566677992232144 1721.3702417463064 1042.9310147827491 1355.6845266260207 72.799529567360878 51.680623840540648 0.74980905093252559 1966.1705299713649 209.52626510988921 0.30198467895388492 0.91063940897583961 0.36149670463055372 10.144923815503715 0.96020254492759605 4.1848232597112656 127.22310980502516 1207.5605424158275 1142.8786497041583 95.189356012269855 5030.8966059293598 2953.0991394612938 1009.1615954041481 1248.4459043815732 +leaf_count=24480 1646 26781 76171 28135 87421 16 8046 1747 16007 57459 41392 449 1423 17 164649 30481 26 99 33 239 26 116 9794 7184 6082 516 34498 23759 14731 6557 +internal_value=0 0.00806669 -0.0397482 -0.0308887 -0.0086038 -0.00123483 0.0116088 -0.0161372 0.0105741 -0.0377672 0.00538191 0.022815 0.0410815 0.00262227 -0.0511642 -0.0325381 -0.0121822 0.305571 0.677933 0.0323993 0.118355 0.252914 -0.00187455 0.0116663 0.0108537 0.0059987 0.0140718 0.00929543 -0.00446247 -0.00286807 +internal_weight=0 23979.4 5287.67 2977.2 4202.25 560.561 19777.1 2731.12 18105.4 2416.64 1471.12 1671.78 115.438 52.4304 2310.47 344.299 211.1 1.57412 0.663481 87.8566 15.2899 5.14503 560.011 16384 15176.4 6049.56 9126.87 4095.98 2352.8 2257.61 +internal_count=669980 278637 391343 171575 134027 37945 144610 89549 136115 133630 44478 8495 3086 1440 219768 55119 30639 158 59 2128 381 142 37929 120108 112924 48585 64339 29841 21804 21288 is_linear=0 shrinkage=0.1 @@ -1646,18 +1646,18 @@ shrinkage=0.1 Tree=86 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 7 2 2 6 8 3 8 1 12 8 8 12 3 4 1 6 0 3 8 10 4 9 1 3 -split_gain=2807.69 956.258 416.911 294.765 185.428 74.272 55.8956 54.4589 43.2726 40.2138 37.5359 48.226 39.2165 43.2381 39.0353 77.6589 38.1777 51.2769 55.3887 51.7225 38.4561 35.5651 34.6473 37.5922 98.4709 57.9117 38.9648 36.3182 39.8912 33.8782 -threshold=0.05639940601995113 0.51509141059769914 0.012927214920130917 0.83180462505681707 0.17632637931153258 0.92490073479522228 0.47114317425083246 0.0056255489474314824 0.024479409437641361 0.47493734335839605 39.500000000000007 0.29571104813622623 25.500000000000004 0.0065417708063083583 1.0000000180025095e-35 28.500000000000004 40.500000000000007 1.0000000180025095e-35 0.10431725392723669 0.67738095238095253 0.018343695040845404 0.52190476190476198 0.046930827407859387 0.2214418463079669 25.500000000000004 1.0000000180025095e-35 0.74709302325581406 1.0000000180025095e-35 0.0031332637025098774 0.10184970661066055 +split_feature=2 2 2 1 2 0 2 8 12 6 12 8 2 3 6 7 1 6 3 2 8 9 2 6 6 8 8 3 3 3 +split_gain=665.878 173.402 116.859 76.8772 58.8954 58.6946 40.175 31.6138 61.2737 30.0807 27.9764 32.8838 48.8542 23.74 23.4795 23.1075 22.5566 21.1619 20.3451 18.4058 18.0197 18.517 17.6359 17.5738 17.089 16.4004 20.5267 16.0889 15.4453 22.2629 +threshold=0.045688057837906117 0.26086894598992905 0.0074800202466077537 0.018343695040845404 0.83180462505681707 0.015001491255579513 0.11769054939662692 37.500000000000007 1.0000000180025095e-35 0.52506265664160412 1.0000000180025095e-35 40.500000000000007 0.012484564718213834 0.97002070184805411 0.35924528301886799 0.44722222222222224 0.0044032025429555461 0.60555555555555574 0.97224602103302826 0.020388258122669676 25.500000000000004 1.0000000180025095e-35 0.016892787787193182 0.28285714285714292 0.81649831649831661 32.500000000000007 39.500000000000007 0.10941744816034667 0.12686510144156204 0.77235768610342437 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 7 9 10 21 8 -1 -4 -3 11 12 13 -2 15 -13 17 19 -19 -12 -20 -5 -6 24 -24 26 -26 -25 -29 -8 -right_child=1 3 6 5 22 -7 29 -9 -10 -11 16 14 -14 -15 -16 -17 -18 18 20 -21 -22 -23 23 27 25 -27 -28 28 -30 -31 -leaf_value=-0.081531376332736452 0.076126399261531572 0.012087178206404465 -0.036732729315646834 0.026477135642442889 0.0063817118997642397 0.050851532260519007 -0.0039012693090235079 -0.058219585861047855 -0.021710715953607199 0.022466704635500597 0.0036697038812287248 -0.029960803279834698 -0.017588402928002834 0.0066021584318993014 -0.010956552847717458 0.023587981840837723 -0.024881643909333288 0.024691505696392224 -0.010143044741343143 -0.045250015576641427 -0.036203275677392149 0.045303454546185257 0.024623454938716788 -0.0054189705109581035 0.010509802031743743 -0.012383729135491439 -0.032139767944512336 -0.016252356758961511 0.026910781912754724 -0.050016940122209155 -leaf_weight=1627.6605975665152 99.783407859504223 19660.767531886697 2859.223595622927 5428.5071182847023 13549.814229160547 2284.9558374583721 175.7766045331955 2607.4901506118476 5822.7062170468271 4607.4110782295465 5587.4788089767098 3298.0676529109478 678.08368238806725 864.03574703633785 3727.4083871170878 295.05619394034147 928.1932835355401 313.35185459256172 1496.4599530249834 224.82466318458319 910.94782610237598 1230.9906344264746 1957.5080785304308 10895.663794770837 3076.3930096328259 2610.7525654137135 230.24400870501995 303.33965262770653 727.95640943944454 1699.7522434070706 -leaf_count=39926 676 80664 42945 27391 63462 15840 2219 52972 65022 19271 37230 26873 5110 6364 29083 2306 7124 2288 10910 1614 6666 6561 8988 52935 14392 12639 1146 1506 3456 22401 -internal_value=0 0.00653311 -0.0406728 0.0197771 -0.00196258 0.0352948 -0.0300398 -0.0671788 -0.0266579 0.0140578 -0.0100144 -0.0146521 0.000836982 0.0137999 -0.0181261 -0.0255635 -0.00562132 -0.00352625 -0.0148564 0.00177745 -0.0200041 0.0299571 0.00248532 -0.000180859 0.00518128 -0.00125031 0.00754008 -0.00372127 0.014215 -0.0456949 -internal_weight=0 84988 14792.6 33212.6 51775.4 8944.45 10557.5 4235.15 8681.93 24268.2 18423.7 8962.44 1641.9 963.819 7320.53 3593.12 9461.26 8533.06 2720.76 5812.3 2407.41 6659.5 33351.7 19801.9 7874.9 5917.39 3306.64 11927 1031.3 1875.53 -internal_count=669980 444495 225485 149727 294768 49792 132587 92898 107967 99935 136244 70412 12150 7040 58262 29179 65832 58708 19864 38844 17576 33952 158524 95062 37165 28177 15538 57897 4962 24620 +left_child=2 5 -1 7 14 -2 28 8 18 16 11 12 -9 -14 -3 20 -6 -8 -4 -12 21 -10 -5 -24 -21 -18 -27 -19 -7 -30 +right_child=1 4 3 22 9 6 17 10 15 -11 19 -13 13 -15 -16 -17 25 27 -20 24 -22 -23 23 -25 -26 26 -28 -29 29 -31 +leaf_value=-0.043509449754913561 0.0032402877614925623 0.0043621109872039043 -0.02032024763502889 -0.041595678136322534 0.013352567732495813 -0.0032040252753634622 -0.0029056624774958309 0.081449764384526738 -0.00042990581575449234 0.023617040392804701 -0.03025421604960786 -0.021950885234655052 -0.0033774750890634129 0.020533786182807101 0.0093062440590671227 -0.025184353591746669 0.011041333668682044 0.040289593189895771 -0.040478514247564372 -0.0099022699858574877 -0.037679079676837667 0.049261276341258257 -0.027398627476426896 0.0043250793477419367 0.056443952760395079 -0.037789670082729661 -0.00098974824983645354 0.0063996974958728543 -0.019831712095258486 -0.0075196002103172233 +leaf_weight=1831.2802805267274 14356.482953973114 51674.211825072765 1063.8902966529131 858.33286807313561 6491.5639848560095 2066.2710707262158 15329.666063249111 84.972436156123877 1633.6169197075069 2243.3534457683563 549.33416238054633 476.88202617689967 1347.8413741365075 600.0781551450491 11798.32952028513 493.55426178500056 852.77905759215355 168.2665847837925 945.74767648056149 776.72614305838943 123.64257380366325 78.599679503589869 2216.8548968583345 189.55311512202024 40.865132920444012 186.15679138898849 815.9093583971262 836.35655099153519 2747.1991326883435 3155.6546607241035 +leaf_count=55812 84949 168196 15588 10927 30630 13031 69656 1163 23038 11703 10566 7693 9639 4780 37690 8017 3480 694 21536 9366 1787 675 21147 1758 491 735 3244 3568 17132 21289 +internal_value=0 0.00359927 -0.02005 -0.016308 0.00643297 -0.00182937 -0.00482411 -0.0111495 -0.0170129 0.0133368 -0.00458686 0.00168245 0.00722643 0.00398865 0.00528113 -0.00597531 0.0105737 -0.00198423 -0.0298068 -0.0160978 -0.000811129 0.00185118 -0.0292893 -0.0248997 -0.00658613 0.000848302 -0.00782618 0.012076 -0.010645 -0.0132497 +internal_weight=0 112722 13311.8 11480.5 74062.3 38659.9 24303.4 8215.75 4339.05 10589.8 3876.7 2509.77 2032.89 1947.92 63472.5 2329.41 8346.41 16334.3 2009.64 1366.93 1835.86 1712.22 3264.74 2406.41 817.591 1854.85 1002.07 1004.62 7969.12 5902.85 +internal_count=669980 465997 203983 148171 255678 210319 125370 114339 70641 49792 43698 23275 15582 14419 205886 33517 38089 73918 37124 20423 25500 23713 33832 22905 9857 7459 3979 4262 51452 38421 is_linear=0 shrinkage=0.1 @@ -1665,18 +1665,18 @@ shrinkage=0.1 Tree=87 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 0 3 8 3 12 4 2 10 6 1 8 12 8 7 7 10 8 12 2 12 8 2 8 1 0 -split_gain=4782.92 1626.96 1017.71 415.727 184.854 148.132 115.549 108.589 92.8038 68.5257 62.7144 52.7174 53.8927 52.4066 51.3835 50.8421 49.574 52.2453 47.217 44.3093 43.9241 43.147 65.123 52.9179 45.278 47.2211 45.5703 45.2001 42.5894 42.323 -threshold=0.83731704867036083 0.21129921044966946 0.97642175782981344 0.074650520034198739 0.57681986020736797 0.0044007669171888409 0.99172460485529679 30.500000000000004 0.03937686376418139 1.0000000180025095e-35 0.19523809523809527 0.036682363867772828 1.0000000180025095e-35 0.52506265664160412 0.0016828879999030752 42.500000000000007 1.0000000180025095e-35 40.500000000000007 0.14907407407407411 0.57518796992481214 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 0.0053464026310178327 1.0000000180025095e-35 17.500000000000004 0.071628437933621544 16.500000000000004 0.71441489371405154 0.061437052533743111 +split_feature=3 0 3 2 3 0 7 3 0 0 8 8 8 12 12 8 12 8 2 8 7 8 8 1 2 3 8 8 4 7 +split_gain=1015.58 504.718 187.474 106.759 84.0605 60.4639 56.2716 43.7471 40.8264 39.279 34.225 31.7779 31.491 53.8655 50.156 29.6421 28.1134 27.1543 25.3163 24.9783 24.9245 24.1152 31.8606 22.4345 22.2502 22.221 21.67 29.5457 20.178 22.2145 +threshold=0.18261878829785488 0.0013574197165538975 0.057177059790092168 0.14170366767681578 0.98441507349195001 0.049775222559007327 0.28801843317972359 0.32437011974743873 0.045549642211175162 0.040496029981080955 42.500000000000007 18.500000000000004 17.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 17.500000000000004 1.0000000180025095e-35 15.500000000000002 0.032771448754213887 40.500000000000007 0.45368782161234994 41.500000000000007 48.500000000000007 0.002356117656147187 0.060691366594979958 0.99545084297281494 58.500000000000007 59.500000000000007 1.0000000180025095e-35 0.38278388278388281 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 3 5 8 11 7 18 9 -1 -2 13 -3 19 15 -14 21 17 -9 -4 -13 -6 23 28 -5 25 26 -25 -26 -23 -7 -right_child=2 4 6 10 20 29 -8 16 -10 -11 -12 12 14 -15 -16 -17 -18 -19 -20 -21 -22 22 -24 24 27 -27 -28 -29 -30 -31 -leaf_value=-0.064365727470201223 0.056056017816775522 0.017952911679489252 0.052321596782774427 0.098975661307264332 0.006709555961285133 0.017630322863650832 0.084054319182391229 0.014640093878229624 -0.042454852689271086 0.028422176246660952 -0.038145091212809186 -0.0078642479219509145 0.025441979504169644 -0.036244564251368579 -0.021649194791058993 -0.047880375422120987 0.039790704816799687 0.046227549421656265 0.075218435238881554 0.0034098958797322354 -0.0056192320442017335 -0.0073710571416219541 -0.025783416292375089 -0.00027159016811711994 -0.0042959081735262031 -0.01474437677927177 -0.045501882892504668 -0.027705423841504585 0.064777156953547882 -0.014608867952878014 -leaf_weight=2789.638193488121 2480.414476454258 822.92930074036121 3760.1193627268076 34.959459975361824 19454.166568338871 11545.766732901335 2537.9547156691551 3745.4975038990378 6295.4855498224497 1406.0528793111444 2467.0883493572474 21667.363144278526 247.4039259403944 2007.077258259058 3652.7341199815273 586.75729689002037 1568.430999994278 608.72177117317915 1184.2981492802501 4154.3911299705505 3393.8976185917854 5011.4773128777742 2544.3396195322275 249.94298212230206 1637.8189495950937 1022.0425159186125 2047.6123392283916 1661.599306344986 83.176317170262337 422.08702771365643 -leaf_count=29020 22408 3390 45759 187 86343 73274 39652 23470 49990 12155 15514 91054 1058 11456 15889 4038 12230 4592 15144 17319 14501 27486 14439 1333 8948 5665 11694 9401 452 2119 -internal_value=0 -0.0122157 0.0348921 -0.0315359 -0.00192505 0.0239601 0.0667091 0.0330701 -0.0491827 0.0460586 -0.0232521 -0.00701401 -0.00770529 -0.0210763 -0.018662 -0.0190304 0.024547 0.019056 0.0578059 -0.00605038 0.00487821 -0.017846 -0.0127181 -0.023733 -0.0243811 -0.0326267 -0.0405814 -0.016085 -0.00619315 0.0164933 -internal_weight=0 81831.9 29259.3 28439 53392.9 21777 7482.37 9809.12 9085.12 3886.47 19353.9 30544.8 29721.9 16886.8 3900.14 14879.7 5922.65 4354.22 4944.42 25821.8 22848.1 14293 7638.99 6653.98 6619.02 3319.6 2297.56 3299.42 5094.65 11967.9 -internal_count=669980 419177 250803 189623 229554 150248 100555 74855 79010 34563 110613 128710 125320 95099 16947 83643 40292 28062 60903 108373 100844 79605 42377 37228 37041 18692 13027 18349 27938 75393 +left_child=2 4 9 6 11 -4 8 19 18 -1 12 16 13 24 -14 -8 -2 -9 -3 23 -16 28 -23 -5 -7 -6 -21 -28 -19 -30 +right_child=1 3 5 7 25 10 15 17 -10 -11 -12 -13 14 -15 20 -17 -18 21 -20 26 -22 22 -24 -25 -26 -27 27 -29 29 -31 +leaf_value=-0.020299491928935178 0.041186747844859491 0.011555741412643927 -0.0053020736182916176 0.0017323526539708969 0.036814641780224346 0.0041014211669154806 0.021755043163522038 -0.020420135147567072 -0.001792710418231728 -0.036956716008325959 -0.040624637852945455 0.011296632248286987 -0.007358735313818969 -0.0086431429809564111 -0.023292248660610675 0.00827351820959976 0.01189631485498599 0.0024050430804071475 0.0043200863512302427 -0.032813150191862615 -0.003983026924755456 -0.013051841414746588 0.031399715110233303 -0.0067917122425630487 -0.035391557496067691 0.056456983004035892 0.12730638415381726 -0.028913845216502823 -0.010526531033983044 0.0048088128454398466 +leaf_weight=2053.0382155776024 908.36553592979908 7005.5107364058495 7466.8761976435781 4307.1810729056597 2667.4704571403563 152.71115610003471 3080.9045481346548 586.43302205204964 7890.8848503082991 4559.8205298706889 551.64621212333441 2121.748381447047 7093.6017834916711 1534.9327984750271 4354.6447925120592 3465.3206399865448 512.61012767255306 40328.843939945102 15610.8887058869 485.03571956604719 789.72422604262829 1904.5414480566978 176.15670396387577 10904.678571075201 2166.9209751188755 734.53658299520612 20.825910091400146 28.915884837508202 2606.1627048403025 1481.6189032047987 +leaf_count=19164 11581 53083 36865 14832 47214 732 18942 1859 26601 36168 3384 15740 33606 7089 22288 17367 5254 129732 77028 2255 3911 6195 566 38672 10722 15750 70 120 8416 4774 +internal_value=0 0.00376095 -0.0168695 0.00194852 0.0298285 -0.0127786 0.00620572 -0.00056212 0.00440053 -0.0317853 -0.0161327 0.0190473 -0.0152932 -0.0231754 -0.0128105 0.0146184 0.0306204 0.000963858 0.00656136 -0.00512492 -0.020328 0.00123356 -0.00928847 -0.00437816 -0.0327916 0.0410557 -0.0263668 0.0364925 0.00172646 -0.00496823 +internal_weight=0 106829 30723.9 99883.9 6944.73 24111.1 37053.5 62830.4 30507.3 6612.86 16644.2 3542.72 16092.5 3854.56 12238 6546.23 1420.98 47083.8 22616.4 15746.6 5144.37 46497.3 2080.7 15211.9 2319.63 3402.01 534.778 49.7418 44416.6 4087.78 +internal_count=669980 496051 173929 400512 95539 118597 193021 207491 156712 55332 81732 32575 78348 18543 59805 36309 16835 151542 130111 55949 26199 149683 6761 53504 11454 62964 2445 190 142922 13190 is_linear=0 shrinkage=0.1 @@ -1684,18 +1684,18 @@ shrinkage=0.1 Tree=88 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 4 10 4 8 8 2 4 6 10 1 8 8 12 1 12 1 1 8 6 10 0 10 3 3 -split_gain=2295.67 384.912 349.779 126.826 120.412 57.0112 42.9791 40.018 37.8242 33.3322 64.8144 35.8126 33.2666 39.5198 33.916 31.9947 37.5968 35.3397 45.5635 38.9655 35.0887 31.942 30.5977 30.8817 28.012 27.1285 26.9785 25.185 34.7463 26.414 -threshold=0.016229848534366209 0.32541934737966138 0.0025170627299014267 0.87672250303520649 0.061437052533743111 0.0070129444789225346 0.64495798319327746 1.0000000180025095e-35 0.93541666666666679 45.500000000000007 47.500000000000007 0.43408251583188612 0.62678571428571439 0.27888888888888896 1.0000000180025095e-35 0.008634793951291948 64.500000000000014 22.500000000000004 1.0000000180025095e-35 0.0051761265975346872 1.0000000180025095e-35 0.040936703276809518 0.0015129704090845206 13.500000000000002 0.60555555555555574 1.0000000180025095e-35 0.0010283167396347157 1.0000000180025095e-35 0.096816236983889581 0.030372011075534371 +split_feature=0 0 0 3 4 4 8 7 3 8 1 8 3 1 3 1 10 3 8 11 8 1 3 0 8 8 8 0 8 0 +split_gain=1364.01 170.446 143.488 63.5877 58.0976 37.9217 37.1885 35.64 37.3394 35.1274 34.5224 29.6567 29.5299 28.895 26.111 25.0022 26.9511 23.3749 29.2858 60.4112 49.6268 108.296 23.1708 22.1286 21.5483 21.2511 21.228 20.9683 19.4219 19.8613 +threshold=0.016229848534366209 0.059558405605527089 0.003606084995402244 0.85475077153889278 0.10620300751879701 0.10620300751879701 39.500000000000007 0.04083333333333334 0.13020404387756693 26.500000000000004 0.0012833679548992728 13.500000000000002 0.90996063671215588 0.0050703539589219198 0.080939212771562727 0.08667992138836153 1.0000000180025095e-35 0.058940503103090736 37.500000000000007 1.0000000180025095e-35 38.500000000000007 0.00073550347836436839 0.032286757670179626 0.0079110572504114528 64.500000000000014 45.500000000000007 49.500000000000007 0.0010283167396347157 41.500000000000007 0.0087133811727134938 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 26 6 7 -4 12 22 -8 27 11 -11 14 -14 15 17 24 18 19 -3 -19 -9 23 -2 -17 -7 -1 29 -29 -6 -right_child=1 3 5 -5 9 25 8 21 -10 10 -12 -13 13 -15 -16 16 -18 20 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.089323685294215416 0.19470285976915652 -0.027812638363288185 -0.046561856037060888 0.043804983103644883 0.040607873186485371 -0.029998649080952518 0.047489198744030098 0.015696275076288881 0.018446937991388648 0.022877119896941456 0.01600871672043843 0.19207191192503248 0.014536765153654216 -0.22699029552319155 0.02087345034665113 0.015194181390106276 0.15659920600488653 -0.00017240531389272663 -0.062928582364513028 0.029446835787404847 0.036293223152141195 -0.022203341673559824 -0.0096490332218190783 -0.029183598726318045 -0.0074256715052106754 -0.00083264844308088043 -0.068761393022576875 0.032792397801512309 0.006700542619925612 0.0010884044058919364 -leaf_weight=1309.7701702006161 6.1966834254562846 278.79040092229843 2604.9634351748973 1801.4813173264265 171.06663387268782 3219.9745691437274 757.90827390551567 970.02258551120758 1098.2854380756617 19.956883743405342 1021.5633189454675 33.526453256607056 14.788118675351145 12.501814678311346 5307.1441323310137 7450.9303824007511 18.410452917218208 1066.8653818368912 174.86553087830544 207.15497116744518 350.58982557058334 288.52212785184383 6412.6259664595127 1067.189250074327 590.89340707659721 353.9711003229022 1244.2316253297031 579.96813061833382 4254.102722749114 14912.632199414074 -leaf_count=76699 75 1258 95165 10516 1134 82407 3301 10824 4717 104 5934 149 61 51 22209 31605 79 4526 791 906 1464 3305 91878 19379 2521 7892 63904 2942 23807 100377 -internal_value=0 0.00748685 -0.0481775 0.018552 0.000368458 -0.0353107 0.0159267 -0.00949093 0.0303053 0.00447538 0.0216269 0.128938 0.0142018 -0.0961094 0.0143967 0.0110064 0.0138589 -5.66706e-05 -0.0191551 -0.00340334 0.00884691 0.00700777 -0.0122647 -0.0278911 0.0135321 -0.02711 -0.0793064 0.00354964 0.00983092 0.0015366 -internal_weight=0 48868 8732.91 19130.6 29737.4 6178.91 17329.1 8744.56 1856.19 20992.8 1075.05 53.4833 15472.9 27.2899 15445.6 10138.5 8060.23 2078.27 660.811 485.945 1417.46 1258.54 7486.01 1073.39 8041.82 3573.95 2554 19917.8 4834.07 15083.7 -internal_count=669980 343913 326067 84005 259908 185464 73489 125461 8018 134447 6187 253 65471 112 65359 43150 34205 8945 2955 2164 5990 14129 111332 19454 34126 90299 140603 128260 26749 101511 +left_child=2 5 27 6 7 10 17 8 9 -3 11 -2 14 -10 -12 16 -16 18 -4 -20 21 -21 -22 -8 26 -9 -11 -1 29 -5 +right_child=1 4 3 28 -6 -7 23 25 13 24 12 -13 -14 -15 15 -17 -18 -19 19 20 22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.061206369588152114 0.21914163939726464 0.0030469490975524828 -0.0024895304613067586 -0.022201035914200157 0.014787217093773493 0.012646229887299102 -0.050768820190952572 -0.0015644294964216703 -0.0015999250377149922 0.014534674131786038 0.008372876507352061 -0.025259802944452889 0.019527766827139539 0.0069370778098817717 -0.009072455576782228 -0.022425912488198391 0.0096557136617854995 -0.025310750197542083 -0.057234200931375372 0.014473035835611306 0.43373303608730773 1.4329761186913526 0.077454294908883656 -0.032525665023411032 0.082203746741793524 0.024553956748618398 -0.034259573817077886 -0.044479901484274158 0.02002781499677625 -0.0041150960442445155 +leaf_weight=1111.1596613759175 4.9870827570557585 3657.0809613242745 200.56231192871928 1555.3285446576774 9764.5476869791746 1012.3377926535904 1067.234658209607 6593.7261358648539 5195.393322698772 10426.119539886713 989.90502325072885 1119.1225795000792 445.00334607809782 16737.229373402894 5484.6845627315342 1157.1139663793147 893.58809852227569 1612.8238046448678 10.00713381357491 1.0938867162913077 2.5435080751776695 1.0595120768994091 6.4656306616961956 1763.7021989524364 46.689155481755733 326.97026269882917 89.929606556892395 2302.4896396053955 167.33200566098094 996.03574019111693 +leaf_count=76699 54 14319 5428 39937 36208 9778 24858 30011 24158 40829 11704 15013 5655 73690 61097 11884 7597 31034 276 34 65 30 180 32462 219 1345 352 93219 3616 18229 +internal_value=0 0.00545572 -0.0329701 -0.0251322 0.00782281 -0.00580513 -0.032216 0.006244 0.00750255 0.0114938 -0.00765556 -0.0241755 -0.00558537 0.00491484 -0.00689622 -0.00890209 -0.00644866 -0.0211254 0.00931767 0.12118 0.281126 0.712403 0.178041 -0.0394032 0.0144184 -0.000330459 0.0141174 -0.0499244 -0.0129758 -0.0151404 +internal_weight=0 63944.4 10797.8 7384.19 52837.7 11106.7 4665.49 43073.1 36152.4 14219.8 10094.4 1124.11 8970.29 21932.6 8525.29 7535.39 6378.27 1834.56 221.732 21.1697 11.1625 2.1534 9.00914 2830.94 10562.7 6920.7 10516 3413.65 2718.7 2551.36 +internal_count=669980 343913 326067 156149 221131 122782 94367 184923 153567 55719 113004 15067 97937 97848 92282 80578 68694 37047 6013 585 309 64 245 57320 41400 31356 41181 169918 61782 58166 is_linear=0 shrinkage=0.1 @@ -1703,18 +1703,18 @@ shrinkage=0.1 Tree=89 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 3 0 1 6 7 8 8 0 8 0 12 8 8 0 8 6 1 8 10 8 8 3 3 2 11 -split_gain=1006.1 163.029 94.2609 64.5017 58.644 26.7586 22.7684 20.5517 18.1728 16.411 17.5079 17.9069 15.9258 15.0999 19.167 14.007 21.199 24.1743 18.89 13.806 13.1113 12.911 12.9103 14.818 13.3125 12.5784 12.502 29.8154 28.136 11.8427 -threshold=0.0055136038236157682 0.35094451263441423 0.0014581028256939177 0.026414580882012335 0.89595482816428185 0.93909419801348526 0.46508427439233974 0.00042373676032680799 0.61721611721611735 0.70294117647058829 41.500000000000007 39.500000000000007 0.19979306634960378 66.000000000000014 0.0047770057366679957 1.0000000180025095e-35 42.500000000000007 39.500000000000007 0.018943607912878153 20.500000000000004 0.37797619047619052 0.0027613792403738935 40.500000000000007 1.0000000180025095e-35 50.500000000000007 89.500000000000014 0.10184970661066055 0.096816236983889581 0.84697888843807922 1.0000000180025095e-35 +split_feature=1 1 1 3 0 5 3 8 1 0 2 5 3 0 5 1 8 8 8 2 1 8 8 3 0 2 6 8 5 1 +split_gain=858.194 115.756 51.4845 64.883 43.3663 22.0002 18.8754 27.4626 18.619 18.1747 16.8981 14.4372 14.2497 13.4884 13.4221 13.2022 12.8199 12.5679 12.2248 11.996 19.5998 11.6088 61.7674 110.328 12.8805 21.3596 11.1791 10.5474 10.3979 12.4333 +threshold=0.0055136038236157682 0.018343695040845404 0.0014581028256939177 0.93909419801348526 0.023310160776221483 0.054093567251461992 0.99080754815078553 49.500000000000007 0.045242535598563609 0.049775222559007327 0.016381411183616374 0.060661764705882359 0.96631402124114463 0.28236479920600216 0.43650793650793657 0.93351929817756518 39.500000000000007 89.500000000000014 89.500000000000014 0.011646282212551718 0.00042373676032680799 49.500000000000007 50.500000000000007 0.99381794351875341 0.00034443264046571365 0.0030823298178235124 0.11437908496732027 46.500000000000007 0.88311688311688319 0.00083047647103313158 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 7 6 22 12 8 -1 9 10 11 -2 21 -7 -15 16 17 -6 -17 -8 -5 -4 -3 -24 -25 29 27 -11 -29 -12 -right_child=1 4 5 20 15 13 19 -9 -10 26 25 -13 -14 14 -16 18 -18 -19 -20 -21 -22 -23 23 24 -26 -27 -28 28 -30 -31 -leaf_value=-0.091817151906607386 0.0021968828031572307 0.015696866095174618 -0.049187313718196929 0.0070758160927077846 0.023292781751941289 -0.017855951454687352 -0.00072011935615665795 -0.062757430427893376 -0.035090060806751561 0.011019112325163607 0.04699511397457231 -0.015029867116041457 -0.063423470589258402 0.53894577073264849 -0.1039297724651078 0.067730270722981864 0.080677260428504871 -0.082483467626723789 0.032189237541815262 -0.041183956264895315 -0.0068202331035975136 -0.029466246911712762 0.044866565399656694 0.0072284574615411948 -0.15629561748491907 0.17940375638343636 -0.030073009865588682 0.18353188418028374 1.0427216153840002 -0.003317117839234079 -leaf_weight=305.53077946230769 1554.4914981694892 4920.0481384843588 579.01571863889694 7960.0154538974166 176.24475461244583 539.67381155584008 112.80720844957978 1196.1728652445599 214.23892634734511 29.035337585024539 96.120758120901883 986.24780397117138 297.62946994788945 1.0876724459230889 0.80849954672157753 364.98813365399837 54.439852371811867 24.625025734305382 253.34758616983891 333.91468510404229 742.30674749240279 778.06244810950011 302.19120880961418 73.143739864230156 5.3420868366956702 5.253018081188201 344.03276946302503 1.3988084094598878 0.52388404123485077 91.150351036339998 -leaf_count=47314 56521 21950 59740 90465 1005 43458 5363 154058 9071 1268 2662 40735 29241 35 24 2373 367 110 1492 17663 9625 57473 1305 312 23 25 13407 67 22 2806 -internal_value=0 0.00773678 -0.0493619 0.00115752 0.0210262 -0.0361601 -0.0097699 -0.0686698 -0.00692001 -0.00497837 -0.00228696 -0.00449009 -0.0424749 -0.0168662 0.264833 0.0450319 0.0253266 0.0103255 0.0531682 -0.0309659 0.00589049 -0.0378805 0.0170696 0.0348118 -0.0039017 0.0267876 -0.0245957 0.0362728 0.417639 0.0225067 -internal_weight=0 18645.9 3697.98 12471.5 6174.37 2196.28 3769.22 1501.7 3322.49 3108.25 2733.26 2540.74 1654.71 541.57 1.89617 873.645 255.31 200.87 618.336 446.722 8702.32 1357.08 5300.73 380.677 78.4858 192.524 374.991 30.958 1.92269 187.271 -internal_count=669980 278637 391343 249700 28937 189971 149610 201372 126584 117513 102749 97256 146454 43517 59 5347 1482 1115 3865 23026 100090 117213 23590 1640 335 5493 14764 1357 89 5468 +left_child=2 4 19 9 12 8 14 -8 10 -4 -3 13 -2 18 17 -7 -12 -5 -6 20 -1 28 23 -23 25 -24 -10 -18 -22 -30 +right_child=1 5 3 6 11 15 7 -9 26 -11 16 -13 -14 -15 -16 -17 27 -19 -20 -21 21 22 24 -25 -26 -27 -28 -29 29 -31 +leaf_value=-0.063900176202663209 0.001088839510095526 0.030868432159182044 -0.029963065840468824 -0.0084877766763579773 -0.01394394859974294 0.019449841946779452 0.047126012036649165 0.61395925873668411 0.011581217706463953 -0.04726007561727058 0.0061872019480449722 0.024866244609135627 0.030098995446350266 -0.030408051895927164 0.13540688935102477 0.064393179311475687 -0.010930545817020805 0.36561751676579624 0.19438737558933317 -0.054235099050457362 -0.018059622218698713 -0.0753847497731229 1.7260117855505148 3.7153656911397253 -0.075501139740580203 -0.075317496932979067 0.0021376930000765451 0.014966184370425848 -0.076098747179824414 0.41083480873618416 +leaf_weight=123.02009985409677 1136.4463326763362 193.72668747231364 1460.6891272775829 548.82159519614652 1578.2326789572835 1613.3721849173307 51.754776577930897 0.86908627161756058 14131.477963283658 1039.9709999365732 1648.5094425771385 78.938673705793917 198.96310132276267 680.76717760413885 6.6165130240842691 68.120251193642616 1086.1780811548233 0.89946961961686511 2.8216744363307944 1627.0729944426566 184.39138008002192 0.18371631531044785 0.1110301963053647 0.13190196547657251 1.9577526533976195 0.16168906074017286 1375.5617317929864 183.9007447771728 0.91352289495989625 1.2310069315135477 +leaf_count=24992 34795 3077 85798 38233 51706 8235 4803 68 81289 60656 29558 2043 6904 27730 397 449 20475 16 10 146996 28853 28 21 23 282 29 9668 2698 76 72 +internal_value=0 0.00735937 -0.0380028 -0.0300283 -0.00896863 0.0103161 -0.000756882 0.0564873 0.00932684 -0.0371565 0.00226824 -0.0171723 0.00541107 -0.0186394 -0.0061716 0.0212706 0.000369848 -0.00787565 -0.0135721 -0.0507904 -0.0328321 -0.0126186 0.199468 1.50883 0.0141893 0.658045 0.0107435 -0.00718084 -0.0155135 0.203412 +internal_weight=0 23977 5048.8 3109.62 3676.17 20300.8 608.961 52.6239 18619.4 2500.66 3112.31 2340.76 1335.41 2261.82 556.338 1681.49 2918.59 549.721 1581.05 1939.18 312.102 189.082 2.54609 0.315618 2.23047 0.272719 15507 1270.08 186.536 2.14453 +internal_count=669980 278637 391343 189971 123188 155449 43517 4871 146765 146454 55808 81489 41699 79446 38646 8684 52731 38249 51716 201372 54376 29384 383 51 332 50 90957 23173 29001 148 is_linear=0 shrinkage=0.1 @@ -1722,18 +1722,18 @@ shrinkage=0.1 Tree=90 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 2 9 8 3 2 7 8 12 8 12 8 2 1 8 8 10 10 10 8 12 4 3 12 6 -split_gain=2357.97 790.202 377.631 241.358 170.106 61.8931 58.6322 43.5168 37.4748 45.9521 36.9765 36.3264 35.0228 70.6514 105.768 57.81 36.035 34.2386 33.6424 51.6587 34.9445 32.9821 32.5983 31.7596 30.8358 35.5984 50.7173 46.373 30.2875 29.6206 -threshold=0.054813919501655754 0.53795445458126057 0.011239401872280804 0.89318112653567061 0.19076083981042186 0.02676832611572939 0.76468729250686385 1.0000000180025095e-35 39.500000000000007 0.11794531087437234 0.94694542266375736 0.13188405797101452 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 25.500000000000004 0.0042030859327411374 0.010044800393589876 44.500000000000007 48.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.64495798319327746 0.055339185379978027 1.0000000180025095e-35 0.16333333333333336 +split_feature=2 2 2 1 1 6 3 1 8 3 8 12 12 8 2 8 2 0 9 10 3 10 7 1 3 3 6 3 10 8 +split_gain=526.254 149.325 88.1753 71.7827 56.4308 51.6725 35.2675 30.0647 27.561 27.1588 24.6801 51.0788 39.7699 51.1855 39.7884 24.1473 23.946 25.0583 23.7361 43.6846 20.8092 19.0522 19.0442 18.9453 19.8239 18.8047 18.7155 18.4789 17.7609 29.4847 +threshold=0.037748234010595648 0.22721671676319649 0.0074800202466077537 0.071491470314231143 0.0066856352280274907 0.35924528301886799 0.085227728634247588 0.0052792653716536983 47.500000000000007 0.092054754568763858 37.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 40.500000000000007 0.010397419492791446 25.500000000000004 0.088105343035287553 0.045549642211175162 1.0000000180025095e-35 1.0000000180025095e-35 0.97541346881851088 1.0000000180025095e-35 0.43614130434782611 0.0064014061518036305 0.96756193833417647 0.75997679049371214 0.13484848484848486 0.023607657396327236 1.0000000180025095e-35 44.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 7 6 8 12 -3 17 9 -2 -5 -11 15 14 21 -4 -17 -1 19 22 -21 -14 -6 -8 25 26 -10 -27 -13 -29 -right_child=1 3 5 10 18 -7 23 -9 24 11 -12 28 13 -15 -16 16 -18 -19 -20 20 -22 -23 -24 -25 -26 27 -28 29 -30 -31 -leaf_value=-0.084289942404163029 0.0077834851229457713 0.011492007145486462 -0.060569833608150936 0.035945772302753608 0.0067229243207084111 -0.022478944275927899 0.02301261517777059 0.01921134666622086 0.0032672744949084746 -0.01187963448938365 0.060888040144179978 -0.039998431971261038 0.022964790361487773 -0.051117284096729568 -0.059903574650738284 -0.024191825969625005 -0.06062521931622198 -0.062228529612952867 -0.00089703120883176672 0.039680712868929074 -0.023617149154151154 -0.03301966308348276 -0.003276411414203405 -0.00045822124697661188 -0.021164902140777896 0.036624624829263035 -0.04037385457758369 -0.019686244855322582 -0.015588239457699363 0.0074549237153797802 -leaf_weight=999.73994730040431 949.72354950755835 17475.743088081479 1268.7092814184725 3850.9147475063801 14765.982680827379 6031.8946969285607 8432.7234049141407 57.175756696611643 6202.1809872314334 6881.3124506995082 702.84581050276756 959.93421661108732 554.41643684357405 677.76886653900146 287.93818615376949 1263.1224773451686 345.78954822570086 2373.878466822207 13839.852859094739 652.49485518038273 100.67369312047958 129.88366516306996 4184.0948572307825 618.83183324337006 1008.671759031713 185.58108781278133 278.24234373122454 2322.9501970931888 1080.3821937069297 486.27700690925121 -leaf_count=26455 7007 70885 22883 23675 66770 68536 39230 1293 40876 54225 5390 7670 5813 11336 5087 19549 5397 54699 65923 2937 463 1569 19788 2669 7760 1320 2005 17053 8297 3420 -internal_value=0 0.0058281 -0.0384766 0.0185266 -0.00149462 -0.0291119 0.0148755 -0.0673 -0.00870628 -0.0131281 0.0397955 -0.0153542 -0.0379486 -0.0263338 -0.00905661 -0.0446085 -0.0320221 -0.0687662 0.00288169 0.00553592 0.0312199 0.0123387 0.00451511 0.021408 -0.00454278 -0.0027733 0.00139351 -0.0117898 -0.0270728 -0.0149881 -internal_weight=0 84979.4 13990.3 31081.1 53898.4 10559.5 26527.3 3430.79 20355.3 9871.35 4553.76 8921.63 4527.63 1650.01 972.238 2877.62 1608.91 3373.62 33543.1 19703.2 753.169 684.3 18950.1 9051.56 10483.9 9475.23 6480.42 2994.81 2040.32 2809.23 -internal_count=669980 447363 222617 141849 305514 140170 112784 82447 149633 77199 29065 70192 71634 23805 12469 47829 24946 81154 155881 89958 3400 7382 86558 41899 72434 64674 42881 21793 15967 20473 +left_child=2 4 -1 10 21 7 -7 8 28 -6 11 -4 13 14 -12 22 25 -18 19 -9 -16 -2 -13 24 -14 -11 -5 -23 -3 -30 +right_child=1 5 3 26 9 6 -8 18 -10 16 12 15 23 -15 20 -17 17 -19 -20 -21 -22 27 -24 -25 -26 -27 -28 -29 29 -31 +leaf_value=-0.04086139707599018 0.0031838776499492575 0.0067113588573106927 -0.02957557029594414 -0.037597227326873796 0.0037200301092201989 0.019481789221828961 0.0080829610852910551 0.0024104679513292015 0.021083876039890859 -0.022064848516647008 0.11005110101530491 0.00063610250352341875 0.012626143846116903 -0.026624350872916744 0.002732712685686184 -0.042924544544720611 0.0012396293955060826 -0.0088252481277379703 0.010870817035145849 -0.010614232834057415 0.030117761010805589 0.043317574409974469 -0.022620332020106129 -0.037505448920657755 -0.020490102484855454 -0.0086066275343429557 0.00030134754595289648 -0.0060929971626680996 0.00063248871665031793 -0.11001704285521126 +leaf_weight=1704.1284837853163 14709.105077955872 27213.48968847841 1811.1339108254761 1582.1854867711663 2331.680433832109 3506.4430281743407 12014.550508126616 24340.934090554714 1213.4618203938007 1782.1469109877944 40.062035143375397 1688.1614203564823 251.79054813832045 447.48142414353788 1190.511989787221 174.3167022485286 3747.7643207609653 7275.9949714466929 2695.0955858379602 2879.7464883625507 361.80498513951898 77.391123682260513 444.90330447629094 392.68695136159658 640.77994698099792 2487.1625184267759 141.99798176810145 3442.2880651466548 4692.915244191885 24.206518173217773 +leaf_count=55812 89151 96289 35945 17133 13526 16833 39533 82285 4480 12523 562 23941 3099 7615 9006 2576 19591 36157 8861 10087 3336 493 7623 5024 12188 19777 1422 19080 15954 78 +internal_value=0 0.00304932 -0.0199732 -0.0160904 -0.00229855 0.00548936 0.0106581 0.00421716 0.00629159 -0.00633323 -0.0118317 -0.0170056 -0.00542337 0.0032576 0.0116549 -0.00713904 -0.00786601 -0.00540348 0.00191887 0.00103255 0.00911546 0.00160244 -0.0042146 -0.0192011 -0.0111481 -0.0142245 -0.034476 -0.00500655 0.00572944 6.46764e-05 +internal_weight=0 114434 10871.9 9167.82 35853.5 78580.8 15521 63059.8 33144.1 17624.7 7443.63 4118.52 3325.12 2039.86 1592.38 2307.38 15293.1 11023.8 29915.8 27220.7 1552.32 18228.8 2133.06 1285.26 892.57 4269.31 1724.18 3519.68 31930.6 4717.12 +internal_count=669980 484698 185282 129470 210298 274400 56366 218034 116801 101574 110915 70085 40830 20519 12904 34140 88048 55748 101233 92372 12342 108724 31564 20311 15287 32300 18555 19573 112321 16032 is_linear=0 shrinkage=0.1 @@ -1741,18 +1741,18 @@ shrinkage=0.1 Tree=91 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 3 3 0 0 8 8 2 7 8 10 7 6 2 2 4 1 0 10 1 10 7 6 2 1 10 -split_gain=3986.22 1506.49 785.302 393.213 186.664 117.38 87.5118 78.7242 67.4725 56.1597 61.6895 51.4568 50.8078 49.3593 47.9991 45.3742 41.8628 39.5456 39.0829 38.6828 38.5825 37.5097 37.0875 36.5205 41.0577 35.2152 42.8002 31.1685 32.8588 30.5877 -threshold=0.87445108558593254 0.22679977695732426 0.980815296117445 0.074650520034198739 0.6104183559200943 0.94723181509886289 0.041162931593119165 0.00098947302277857118 0.071715110676333557 28.500000000000004 32.500000000000007 0.037748234010595648 0.37321428571428578 42.500000000000007 1.0000000180025095e-35 0.47559523809523813 0.46410256410256417 0.066825316751958783 0.16627451842931057 0.26491228070175443 0.0031332637025098774 0.030579989629427123 1.0000000180025095e-35 0.0018051148815460066 1.0000000180025095e-35 0.4045454545454546 0.057189542483660136 0.15664214594004497 0.0022326946450995158 1.0000000180025095e-35 +split_feature=3 0 3 0 2 8 0 4 12 8 2 8 12 8 12 3 12 1 7 3 1 8 3 3 1 8 2 8 8 8 +split_gain=821.773 406.864 142.671 114.627 64.5893 56.2976 52.2397 44.7849 39.8241 41.6996 34.8466 38.296 60.9596 52.4128 44.1625 33.0472 31.1653 29.8269 28.7218 27.7571 24.8319 24.2359 24.1838 22.8459 20.9841 20.2946 20.1087 19.8729 19.6815 19.4939 +threshold=0.1542344155679414 0.0010706017140764098 0.0481944817923304 0.02590044806957488 0.088105343035287553 35.500000000000007 0.02590044806957488 0.19523809523809527 1.0000000180025095e-35 40.500000000000007 0.063709742938850386 17.500000000000004 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.10184970661066055 1.0000000180025095e-35 0.0035015702486015511 0.47883597883597889 0.31027120404833869 0.0015954210092659167 40.500000000000007 0.98233078139748187 0.032286757670179626 0.0032524099409543495 17.500000000000004 0.0036400641134801352 63.500000000000007 40.500000000000007 16.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 3 5 6 11 15 -1 -4 16 23 -11 -3 -7 18 25 -2 -5 -8 29 -12 -16 -22 -21 -6 -25 26 -13 -27 -29 -10 -right_child=2 4 7 8 9 12 17 -9 13 10 19 14 -14 -15 20 -17 -18 -19 -20 22 21 -23 -24 24 -26 27 -28 28 -30 -31 -leaf_value=-0.06013137771843774 0.016026640603777856 0.018585706419448313 0.076016959916038518 -0.0095443472174591079 0.024945633125826192 0.031499072910173058 -0.021348799364025367 0.051490331988914728 -0.0077944830188325792 -0.043995857667017878 0.0044352743550310891 -0.0043646492552778171 0.052503153982259722 -0.05717903428462922 0.0030233316482271297 0.032299672385679122 -0.028538838786803605 -0.042781427722621036 -0.026641603704231701 -0.0081727205997477823 0.012834975698443444 -0.024900795386251201 -0.06554995573166697 0.012192167488535841 -0.0083817238359901163 0.028700384648119959 -0.016119112650044912 0.010383061511697 -0.0056143666439534695 -0.036644678948557788 -leaf_weight=2920.47008857131 8731.6090634167194 869.15857470035553 3923.4459759443998 6084.4085355699062 1816.5783792734146 5950.0941010117531 1049.4565619975328 1963.6641929522157 2111.8144382834435 281.44950164854527 13915.881662368774 16971.72505004704 1428.0607622638345 460.97377853095531 814.03862856328487 2131.7856893390417 1433.7206918820739 4791.19566308707 10200.658509269357 575.2464561611414 290.27078358829021 2846.8827106207609 140.08882941305637 6680.4527369141579 1134.7381640523672 413.5144237279892 3789.3377529680729 2024.7748486250639 3509.2829993963242 444.91700455546379 -leaf_count=31629 56279 3560 60531 33536 8973 54444 8474 26835 12011 1256 63584 70611 14437 3268 3475 14621 8147 38907 58612 2576 1200 12297 595 31646 5104 1727 16003 8378 14615 2649 -internal_value=0 -0.00994112 0.0360796 -0.0282349 -0.000317594 0.0258308 -0.0459976 0.067836 -0.0207303 0.00622169 0.00237744 -0.00540824 0.0355645 -0.0250322 -0.00608843 0.01922 -0.0131666 -0.0389304 -0.0238706 0.00326949 -0.0163755 -0.0214092 -0.0194093 0.0121737 0.00920491 -0.00456659 -0.00651009 0.00221754 0.000238697 -0.0128149 -internal_weight=0 85571 24128.7 29497.6 56073.4 18241.5 8761.12 5887.11 20736.5 24544.4 14912.7 31529 7378.15 13218.4 30659.8 10863.4 7518.13 5840.65 12757.4 14631.2 3951.19 3137.15 715.335 9631.77 7815.19 26708.6 20761.1 5947.57 5534.06 2556.73 -internal_count=669980 442833 227147 197233 245600 139781 79010 87366 118223 113734 68011 131866 68881 76540 128306 70900 41683 47381 73272 66755 16972 13497 3171 45723 36750 111334 86614 24720 22993 14660 +left_child=2 5 23 4 18 16 -4 19 9 22 -8 14 13 -13 -12 -14 24 -9 26 28 -17 -6 -7 -1 -2 -20 -3 -10 -5 -21 +right_child=1 3 6 7 21 8 10 17 27 -11 11 12 15 -15 -16 20 -18 -19 25 29 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.041700375743435852 0.050665939132397121 0.039083663519764805 -0.0043099969800264237 -0.0037507635290787537 0.0028256229385893051 0.0023485471556022454 -0.0024046919816652201 -0.024878516647877283 0.039580256717426751 0.033961108085432616 -0.036937067565423469 -0.0065127126188029467 -0.03043645697700581 -0.042313193119141584 -0.012702975427138601 0.017864791978897648 0.028320236940607292 -0.0064295059652291226 0.026169614678808219 0.0038248714479911629 -0.017604033386939649 -0.010473305146515961 -0.044354683597032103 -0.027238961455892559 -0.0092384742218120635 0.010124469182968618 0.0074240695913749466 -0.24470905014097555 -0.023965885928160333 -0.0010953999200620332 +leaf_weight=1780.7088083550334 1594.0190813876688 203.16322550550103 4860.0412475466728 13687.045792624354 31743.274060323834 787.41765721142292 1663.0474355965853 1157.188149869442 613.24317744746804 415.59428405761719 1918.4510674253106 6268.4616367295384 2861.5029620751739 437.48024745285511 1236.7262537553906 223.35417252779007 1432.191007386893 3610.4588989466429 1597.0939526222646 13117.481555975974 1697.7183197960258 1432.1579271703959 129.04449130222201 2826.2045681551099 60.702210076153278 1556.6337662786245 16022.333062659949 2.4687953144311896 499.18708086758852 20853.522171527147 +leaf_count=18534 29686 3080 27242 49942 113806 4507 8938 4298 9795 7011 10324 31391 17301 2794 6241 1048 26171 13011 13779 43968 8058 5283 1368 23685 853 10093 108712 45 2447 66569 +internal_value=0 0.00294838 -0.0168809 0.00162277 0.0049309 0.0307208 -0.0134099 -0.00166223 0.0174085 0.00768706 -0.016122 -0.0176799 -0.0149999 -0.00884825 -0.0274381 -0.0236255 0.0391205 -0.0109074 0.00951775 -0.000746941 -0.0134802 0.00225152 -0.00422761 -0.0328287 0.0484684 0.01825 0.00782049 0.0384404 -0.0044621 0.000804502 +internal_weight=0 110514 25773.7 105480 52554.7 5034.68 21166.8 52924.9 1947.77 1332.06 16306.7 14643.7 11488.5 6705.94 3155.18 4782.58 3086.91 4767.65 19379.2 48157.2 1921.07 33175.4 916.462 4606.91 1654.72 3153.73 16225.5 615.712 14186.2 33971 +internal_count=669980 514424 155556 434988 254753 79436 113337 180235 22726 12886 86095 77157 60592 34185 16565 26407 56710 17309 135664 162926 9106 119089 5875 42219 30539 23872 111792 9840 52389 110537 is_linear=0 shrinkage=0.1 @@ -1760,18 +1760,18 @@ shrinkage=0.1 Tree=92 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 0 10 8 8 8 2 12 8 8 8 8 3 2 4 12 7 12 10 3 4 2 7 6 0 4 -split_gain=1955.18 386.019 252.59 149.954 83.591 45.6081 40.084 37.6149 37.959 36.6388 38.6951 37.3174 34.97 33.9386 33.6751 78.9074 64.2259 35.7646 33.2403 31.8182 30.6005 30.2922 59.1344 44.2143 39.4196 39.6312 28.5631 28.7507 27.8419 27.2243 -threshold=0.011749020176541681 0.14821087426536664 0.0025170627299014267 0.73698572325193479 0.032347618849016789 0.94689973200461208 1.0000000180025095e-35 39.500000000000007 41.500000000000007 28.500000000000004 0.090199841194682329 1.0000000180025095e-35 16.500000000000004 13.500000000000002 16.500000000000004 39.500000000000007 0.57681986020736797 0.014344910899344246 0.21980676328502416 1.0000000180025095e-35 0.18634259259259262 1.0000000180025095e-35 1.0000000180025095e-35 0.21129921044966946 0.096006144393241177 0.057785457399805201 0.90454545454545465 0.47213622291021679 0.0010283167396347157 0.096006144393241177 +split_feature=0 0 0 3 10 9 0 3 3 7 8 8 12 1 4 8 3 8 8 12 1 8 7 4 8 8 4 1 8 7 +split_gain=1161.27 140.133 133.745 60.6684 60.5115 50.4933 34.0706 32.1273 33.9818 32.0189 28.1786 28.1008 33.3947 31.15 29.1633 30.0213 27.3668 26.7295 26.5641 26.0646 27.3388 23.7422 23.2846 21.0014 24.6743 28.0395 22.9852 22.7815 20.9145 20.6093 +threshold=0.016229848534366209 0.049775222559007327 0.003606084995402244 0.92804678448977718 1.0000000180025095e-35 1.0000000180025095e-35 0.010383107181019525 0.88875097555938487 0.089822344240756441 0.49074074074074076 45.500000000000007 16.500000000000004 1.0000000180025095e-35 0.00954949717793745 0.68990384615384626 39.500000000000007 0.6104183559200943 64.500000000000014 10.500000000000002 1.0000000180025095e-35 0.12690390494205708 18.500000000000004 0.037749287749287756 0.6198686371100165 16.500000000000004 38.500000000000007 0.76095238095238105 0.0049657325447400131 39.500000000000007 0.04210992907801419 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 28 9 18 26 7 -4 -9 10 -3 12 29 -6 17 16 -16 -15 20 -19 -2 23 -23 -11 25 -25 27 -5 -1 -12 -right_child=1 3 6 5 13 -7 -8 8 -10 21 11 -13 -14 14 15 -17 -18 19 -20 -21 -22 22 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.088050148815316295 -0.013479707748278029 0.021104245436483874 -0.030280870223646169 0.031841057309501056 0.041475111387511115 0.065038475170889565 -0.0076711407999031965 -0.054168065342789055 -0.01056639937430537 0.013925351351687473 0.0074239029590011472 -0.0074890557230679741 -0.014912990973397856 0.055902268331151063 0.0061308403415723037 -0.0034299087424554059 0.040845120316586062 -0.0023624038862421833 0.015014145756961948 -0.019721859240317451 -0.032225366836047549 0.012554356324697827 0.033575986868669638 0.10519184419830396 0.023291879554540679 -0.0058775671986442436 -0.0034630887574409099 0.0051818300033225012 -0.066352163162896396 0.031072869487553029 -leaf_weight=1201.415283864364 3813.1860783211887 1192.6847954392433 2005.6468981895596 3627.0003039836884 185.66158214956522 334.04565271735191 421.78299737535417 1855.4598900452256 223.74550643563271 6423.7139078974724 3031.7907437682152 2734.3705682307482 596.59631478786469 83.538936860859394 1666.374408043921 7522.1103118471801 783.56921108067036 2348.8003178685904 330.11789332702756 1918.0852166973054 1128.541733328253 5897.5189842432737 1730.9033621996641 32.479461491107941 607.02385622262955 2947.099610388279 292.86233252286911 455.31498309969902 1164.6362709663808 579.88510046899319 -leaf_count=76699 73700 5622 67238 17752 1492 2524 13164 63600 7207 28292 15227 13513 2720 834 13784 68537 6787 21875 5582 18550 22806 27676 7378 151 2633 14674 1351 2164 63904 2544 -internal_value=0 0.00595516 -0.0509117 0.0130144 -0.00492404 0.0294228 -0.0370208 -0.0400513 -0.049476 0.0100164 0.00446475 0.00160624 0.007516 -0.00100534 -0.00155601 0.00164671 0.0172336 -0.00889729 -0.0157083 -0.010166 -0.0177607 0.012577 0.0173242 0.00895936 6.51104e-05 -0.00466683 0.0267035 0.0288677 -0.0773698 0.0112209 -internal_weight=0 50263.3 6872.69 30483.3 19780 4709.22 4506.64 4084.85 2079.21 25774.1 8135.33 6942.64 4208.27 14508.1 14322.5 9972.05 2449.94 4350.42 5271.85 4266.89 4941.73 17638.7 7628.42 10010.3 3586.6 2979.58 4375.18 4082.32 2366.05 3611.68 -internal_count=669980 378168 291812 144221 233947 23791 151209 138045 70807 120430 39626 34004 20491 131859 130367 89108 20571 41259 102088 40425 96506 80804 35054 45750 17458 14825 21267 19916 140603 17771 +left_child=2 7 -1 6 9 19 -4 8 18 11 -11 12 -3 -14 15 16 -13 -17 -2 20 23 -21 -16 24 27 -26 -25 -6 -28 -7 +right_child=1 4 3 -5 5 29 -8 -9 -10 10 -12 14 13 -15 22 17 -18 -19 -20 21 -22 -23 -24 26 25 -27 28 -29 -30 -31 +leaf_value=-0.048128304201573477 0.18120002345634756 0.0069311152124499221 -0.034322268273945099 -0.0042335504603795244 0.0081366876354628265 0.001776778298681217 -0.018830146099329453 0.012392848782822256 -0.011045834936421401 -0.0031689300962371362 0.026939916672499776 0.010982831767402472 -0.023565562649303439 -0.0011842419752229685 0.016683000196997179 0.0042052837778010421 0.037059326111598727 0.067580564903293949 0.0060595173302217765 0.0065380148922277032 -0.015714497589918559 0.028409277458825207 0.055918971259762043 0.055103974309879712 -0.007945493841874365 0.012462298400063439 -0.014778481618211546 0.036920858712842161 0.028681257255227927 0.015724608906530182 +leaf_weight=3204.2779813380912 8.7253340855240804 4983.477761760354 3440.7566526178271 1324.7153294514865 460.69635273516178 4849.3046009838581 2416.6084693577141 812.11330176144838 7108.6660669445992 6279.5758678019047 327.02294901758432 5500.2666451558471 752.65370509028435 3578.1958425417542 1473.4574609696865 14926.286216326058 434.23632951080799 66.848459638655186 1157.7299842610955 622.62024907767773 318.12664657086134 2447.0105818882585 168.55374203622341 240.30000481009483 813.87240000069141 3896.5993676632643 143.60975840687752 682.02682901918888 483.67561115324497 1355.4994292110205 +leaf_count=169918 84 23430 80696 32760 1877 19223 42693 10128 81399 29582 1377 22529 4221 16479 5534 68269 2565 301 15422 2382 1238 9095 676 842 2920 14705 509 2566 1828 4732 +internal_value=0 0.00491378 -0.0311393 -0.0235597 0.00682082 0.0119249 -0.0279306 -0.00658731 -0.00845001 0.00465756 -0.00167856 0.00597046 0.0013492 -0.00507387 0.00787761 0.00687072 0.0128909 0.00448785 0.00736961 0.0162837 0.0129304 0.0239731 0.0207106 0.0142863 0.0121341 0.00893625 0.0288059 0.0253163 0.0187317 0.00482382 +internal_weight=0 63891.2 10386.4 7182.08 54803.9 16313.3 5857.37 9087.23 8275.12 38490.6 6606.6 31884 9314.33 4330.85 22569.6 20927.6 5934.5 14993.1 1166.46 10108.5 7038.91 3069.63 1642.01 6720.78 5853.19 4710.47 867.585 1142.72 627.285 6204.8 +internal_count=669980 343913 326067 156149 236880 61917 123389 107033 96905 174963 30959 144004 44130 20700 99874 93664 25094 68570 15506 37962 26485 11477 6210 25247 22068 17625 3179 4443 2337 23955 is_linear=0 shrinkage=0.1 @@ -1779,18 +1779,18 @@ shrinkage=0.1 Tree=93 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 0 0 5 10 5 1 8 1 3 10 0 2 6 2 5 5 12 8 8 0 2 7 2 10 1 -split_gain=855.702 134.151 90.9257 59.1629 44.9304 22.7126 20.0809 18.95 23.4053 30.9413 15.3033 15.0548 14.9775 14.5469 17.4245 44.866 20.8966 13.2142 12.8281 12.5994 12.5895 12.5473 19.5694 20.3552 14.37 12.4729 12.4489 12.5573 14.7691 12.3543 -threshold=0.0055136038236157682 0.22033040356494243 0.0011070650392843091 0.89595482816428185 0.018343695040845404 0.019443451558809517 0.074025903602859752 0.43650793650793657 1.0000000180025095e-35 0.88311688311688319 0.0023117410987087447 46.500000000000007 0.00042373676032680799 0.9930365572856531 1.0000000180025095e-35 0.00095038259306985586 0.0033675896810706572 0.37797619047619052 0.60832750972481475 0.42261904761904767 0.80909090909090919 1.0000000180025095e-35 42.500000000000007 39.500000000000007 0.018943607912878153 0.13318527822548284 0.62828947368421062 0.0088980015597548198 1.0000000180025095e-35 0.78183057312111015 +split_feature=1 1 1 3 0 5 0 5 2 1 6 3 0 1 8 2 2 8 11 3 8 11 8 1 12 8 8 8 2 8 +split_gain=745.031 95.2315 49.5825 54.3745 38.8711 18.6226 17.5732 15.7976 15.2487 20.4481 15.1264 13.8196 13.0005 15.2561 12.2849 13.0237 12.5569 12.1508 11.8251 11.1804 11.1521 19.6292 10.9667 11.7055 10.5049 13.8385 11.6827 14.2122 18.4774 17.8509 +threshold=0.0055136038236157682 0.018343695040845404 0.001653038648082808 0.93909419801348526 0.032347618849016789 0.054093567251461992 0.19979306634960378 0.060661764705882359 0.011239401872280804 0.00042373676032680799 0.11437908496732027 0.96631402124114463 0.010657138006748496 0.045242535598563609 32.500000000000007 0.78153987163609162 0.010397419492791446 39.500000000000007 1.0000000180025095e-35 0.98700496287212758 45.500000000000007 1.0000000180025095e-35 8.5000000000000018 0.0098025105047879185 1.0000000180025095e-35 36.500000000000007 67.500000000000014 40.500000000000007 0.01854295618099824 18.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 12 29 6 7 26 10 -9 -10 11 -4 -1 -12 16 -16 -15 18 -6 -20 21 22 23 -5 -23 -8 27 28 -2 -3 -right_child=1 3 5 20 17 -7 25 8 9 -11 13 -13 -14 14 15 -17 -18 -19 19 -21 -22 24 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.090920980389516404 0.012972574130946879 0.011955565418564599 -0.044708526604436388 0.01605188971500374 0.0036004027660759223 -0.047821301994693761 -0.045124328785488603 0.055363961201911754 -0.10202566043738757 1.287388248617114 -0.021470688723675867 0.017956015330665858 -0.064006909000005649 0.023493132528002916 0.044143621991462073 1.4930870168802266 0.85885501729263292 -0.0094593331527059246 0.016795075229522734 0.093750781981879625 0.078133794206776949 0.059857139733582969 0.074185183449186981 -0.082685164067130695 0.026629730095332899 -0.017104947962886755 -0.026746024525783098 -0.0038027190734772733 0.11097243622837874 0.023141086860816486 -leaf_weight=279.04531321302056 67.810805020853877 5893.7036444395781 608.67125367559493 155.41596861183643 6750.0639924556017 987.77844427339733 197.15207848791033 15.251421215943989 0.28897691983729679 0.35988557059317827 784.87007268052548 40.915274475701153 798.27091499278322 7.1993741784244758 0.6709436485543846 0.31358691118657589 0.31244719121605147 720.28713154233992 475.12582312896848 22.272255841642618 85.547470286488533 313.14089743793011 48.829869903624058 24.119595989584923 222.73502625524998 818.27155371569097 224.99418342858553 1409.1897777430713 19.888405306264758 1186.16161647439 -leaf_count=47314 2248 29134 69577 893 95491 97887 11501 1057 19 25 56767 3849 114243 526 30 24 25 11747 8362 185 566 2107 345 105 1331 44689 9293 54955 502 5183 -internal_value=0 0.0069638 -0.0467711 0.0168221 -0.000338646 -0.0361122 -0.0113917 -0.028184 0.080389 0.6686 -0.0293804 -0.0407615 -0.0709782 -0.0200618 0.110084 0.505653 0.0582392 0.00345861 0.00474246 0.020241 0.041754 0.0376817 0.0180537 0.00278712 0.0460463 -0.0225451 -0.00481433 -0.00151782 0.035197 0.0138296 -internal_weight=0 18634.7 3523.95 7929.65 10705.1 2446.63 2737.31 1458.85 15.9003 0.648862 1442.95 649.587 1077.32 793.366 8.49635 0.984531 7.51182 7967.75 7247.46 497.398 849.789 764.241 228.365 179.536 535.876 1015.42 1721.88 1496.89 87.6992 7079.87 -internal_count=669980 278637 391343 39664 238973 229786 123188 131899 1101 44 130798 73426 161557 57372 605 54 551 115785 104038 8547 5347 4781 1343 998 3438 56190 66998 57705 2750 34317 +left_child=2 4 8 6 11 10 -4 22 9 -1 12 17 -3 -14 -7 16 -16 -2 -17 -5 -18 -22 23 -6 26 -26 27 28 -15 -30 +right_child=1 5 3 19 7 14 -8 -9 -10 -11 -12 -13 13 24 15 18 20 -19 -20 -21 21 -23 -24 -25 25 -27 -28 -29 29 -31 +leaf_value=-0.062391886272503499 0.0086887753068441553 0.018202143545961107 -0.029994530359285555 -0.0060083116323631806 -0.076449918710217529 0.029207280974274597 -0.05190632072428121 0.029001223185645655 -0.051695426591023677 -0.0084737126559429003 -0.00026877466473544583 0.027954739844902876 0.0011222513812040238 -0.014964754878159981 0.050798366368867059 0.30828594711181506 0.0043579311735383658 -0.010146033476729505 0.031796229205677144 0.031312853735281733 -0.01201207175298189 0.094785325917751018 -0.019234592659358372 0.30933919991063702 0.0073824787398979923 0.016020093418641707 -0.094568620201163522 0.018148002275489305 0.012976125337467434 -0.00026119046474186658 +leaf_weight=108.85441786749288 742.9141029343009 1525.8696315996349 1771.089403080754 448.9907375657931 1.2709705773741 730.80158432945609 461.35656777862459 71.235806132666767 1748.6005150838755 198.77811269881204 1790.0898201949894 202.95203252136707 2357.1880556754768 442.83678207919002 73.209307745099068 2.8048638701438895 803.17750040255487 635.52215085923672 3.4488071873784065 97.742828289046884 31.604948047548532 37.785825371742249 1979.0219376171008 2.0632174201309681 3271.7930548042059 4282.7630422264338 11.409378893673418 907.61108160763979 2096.0461118295789 1982.0622020028532 +leaf_count=24480 22923 12438 105361 30164 53 3860 28269 1866 164649 30639 17666 6904 42085 1882 393 26 4060 19108 33 7781 147 165 72291 43 18877 23343 62 4251 12173 13988 +internal_value=0 0.00671701 -0.0363109 -0.0276007 -0.00819213 0.00938006 -0.0345228 -0.0172667 -0.0480834 -0.0275524 0.0084718 0.00359207 0.00939886 0.00852386 0.0194553 0.0119695 0.0110185 5.06711e-06 0.155806 0.000663816 0.00768088 0.046143 -0.0189293 0.162279 0.0098665 0.0122792 0.0065159 0.00672835 0.00443578 0.00654246 +internal_weight=0 23985.5 4835.41 2779.18 3634.98 20350.5 2232.45 2053.59 2056.23 307.633 18667.7 1581.39 16877.6 15351.7 1682.83 952.031 945.778 1378.44 6.25367 546.734 872.568 69.3908 1982.36 3.33419 12994.5 7554.56 5439.97 5428.56 4520.95 4078.11 +internal_count=669980 278637 391343 171575 123188 155449 133630 74253 219768 55119 146765 48935 129099 116661 8684 4824 4765 42031 59 37945 4372 312 72387 96 74576 42220 32356 32294 28043 26161 is_linear=0 shrinkage=0.1 @@ -1798,18 +1798,18 @@ shrinkage=0.1 Tree=94 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 10 8 3 2 0 6 8 0 12 8 3 8 4 9 8 6 4 2 8 7 8 1 8 8 -split_gain=1976.9 653.05 349.893 192.476 161.352 55.2969 42.659 41.7263 62.3468 40.0663 34.7843 34.7209 33.5073 33.3749 31.769 39.962 48.3323 39.0249 34.0603 31.4476 30.361 30.115 29.9467 28.6785 32.1924 28.4948 27.0049 28.0963 35.3369 33.4245 -threshold=0.054813919501655754 0.64227248352377009 0.011239401872280804 0.25570774796237666 0.89997631836292835 0.024479409437641361 1.0000000180025095e-35 39.500000000000007 0.11794531087437234 0.0056255489474314824 0.013276378757063018 0.67870967741935495 25.500000000000004 0.038297200739733729 1.0000000180025095e-35 38.500000000000007 0.099236128261346188 39.500000000000007 0.55277777777777792 1.0000000180025095e-35 30.500000000000004 0.47493734335839605 0.64142857142857157 0.13882231188213986 40.500000000000007 0.44222222222222224 39.500000000000007 0.012430363750097343 47.500000000000007 48.500000000000007 +split_feature=2 2 1 2 1 6 3 9 3 1 8 8 9 8 2 2 0 7 0 3 0 12 3 4 4 8 12 2 12 3 +split_gain=417.84 115.766 83.0208 63.3112 54.2377 45.136 28.5097 23.7952 22.2081 21.4977 23.2511 20.5886 23.1499 21.5726 19.2795 19.223 21.3085 18.4323 20.9781 18.1503 20.2386 21.7534 19.1994 17.7226 19.52 17.551 21.083 17.1685 16.208 33.7921 +threshold=0.036682363867772828 0.21435458242874009 0.150473615325075 0.0042030859327411374 0.0065417708063083583 0.36602870813397131 0.085227728634247588 1.0000000180025095e-35 0.092054754568763858 0.0052792653716536983 47.500000000000007 32.500000000000007 1.0000000180025095e-35 39.500000000000007 0.015299555006901422 0.05639940601995113 0.071715110676333557 0.44222222222222224 0.0071790528287480268 0.10682533449015628 0.036204007567348068 1.0000000180025095e-35 0.54335568554124969 0.64495798319327746 0.62678571428571439 48.500000000000007 1.0000000180025095e-35 0.81515065625715799 1.0000000180025095e-35 0.10431725392723669 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 9 7 6 -4 21 8 12 -1 -6 14 -2 23 15 -5 -17 -16 26 -11 -8 -3 -15 24 -9 -10 -18 28 -28 -30 -right_child=1 4 5 11 10 -7 20 13 25 19 -12 -13 -14 22 17 16 18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31 -leaf_value=-0.077304229124614182 0.025777613919642586 0.015374819172875845 -0.036453333322902716 0.012685720579357419 0.04662818675473928 -0.02128354961918668 0.017695083613088702 -0.00085414825785830534 -0.010205271579474446 -0.056931555275822089 0.027787003382982102 0.015188976808820637 -0.0062241392679956041 -0.0059736938702365057 -0.0058268187914764071 -0.021875176045405797 -0.02337953528840582 0.0063369617345130011 -0.016403656711070927 0.027583600043496043 -0.0081976995561303233 0.025773648349615947 -0.03137903071453315 0.0085218054677043287 -0.030018689212755169 -0.022587736775357775 0.0076342353058909025 -0.001428107302872109 0.038602091360528203 -0.045957492924210565 -leaf_weight=1407.7668958753347 679.13662272691727 12992.958024635911 3816.2136118300259 6581.0516976565123 2192.3473851308227 6488.5490707606077 738.48316921293736 4224.729537203908 9486.5954059511423 1773.2343652322888 1771.7466115280986 3020.9267403632402 631.34020158648491 5774.8902584463358 5985.0713180154562 725.19651411473751 309.7158203125 4715.7880601882935 730.02295888960361 45.147911064326763 1170.8431088775396 3544.7047100663185 504.51520492136478 3500.4513894468546 415.72411023080349 2311.2307863980532 8741.7789121717215 3300.9190589040518 592.10832065343857 50.752162382006645 -leaf_count=39926 4480 57037 63704 28616 14987 76466 3065 30378 69384 41565 11486 12542 4390 36615 26202 3244 1368 20519 3370 956 4807 16346 3375 19740 3598 16976 37317 14802 2499 220 -internal_value=0 0.00526453 -0.0358991 -2.90967e-06 0.0199031 -0.0269015 0.0159697 -0.00624907 -0.0103325 -0.0646387 0.0382071 0.00494477 0.0103603 -0.00253715 0.00396952 0.00622648 0.0032848 -0.000466332 0.00461417 -0.0548332 0.00181703 0.0176037 -0.00801487 0.00168803 -0.00346691 -0.012631 0.00579487 0.00650716 0.00929828 0.0319263 -internal_weight=0 84693 13530.9 62281.9 22411.1 10304.8 18447 27528.6 13108.3 3226.15 3964.09 34753.3 1310.48 14420.3 31732.4 21031.5 14450.5 10700.9 13725.3 1818.38 1909.33 16537.7 6279.41 8140.91 4640.45 11797.8 12995.3 12685.6 9384.64 642.86 -internal_count=669980 447363 222617 339635 107728 140170 81255 188936 95230 82447 26473 150699 8870 93706 138157 91436 62820 46721 59576 42521 7872 73383 39990 53716 33976 86360 56206 54838 40036 2719 +left_child=2 4 3 -1 23 9 -7 8 -6 10 -3 12 19 27 -4 -10 -17 18 -5 -11 21 22 -21 24 -2 -12 -27 -13 29 -15 +right_child=1 5 14 17 7 6 -8 -9 15 11 25 13 -14 28 -16 16 -18 -19 -20 20 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 +leaf_value=-0.045514007210395425 0.0023013957266270544 0.0048825749024457802 -0.05245102937993306 -0.0066202974010818837 0.0023208335520607457 0.017658591633140173 0.007364749366518316 0.0093203841728374155 -0.019158386218609769 0.011888477215693723 0.023746544168172498 -0.0054290270053523465 0.017852877538714767 -0.016950462577060753 -0.030076738794547409 -0.0029499645240840637 -0.011334468009457489 -0.022708498363450985 -0.019319500774533496 0.032804167946091714 -0.0014062278835938673 -0.002206766538108322 0.0057943341344238964 -0.015433211221037843 0.15909255396068411 -0.048121599726376835 0.020889295564025558 -0.036558328420600569 0.005935041239013835 0.001146246677701912 +leaf_weight=610.6408307403326 16758.014307133853 32548.026488162577 657.13706388324499 4941.902872370556 2156.33227109164 3452.8111964315176 12186.988454028964 933.35533141344786 1530.8726820126176 2063.0573301166296 1058.3130949065089 3645.9735660254955 1273.1335795223713 1159.8610225766897 930.37931392341852 5887.1971393302083 6247.8380763307214 1365.6798102259636 1765.5262704379857 551.82449029386044 6096.5826616287231 767.28834712505341 503.11968603730202 578.06131416559219 7.9440718740224829 80.388007014989853 98.525516860187054 186.2207828015089 5291.8301558941603 9348.9846962094307 +leaf_count=24684 102370 115051 10480 89416 12815 16838 40276 5248 13449 7200 3957 12681 4153 3971 9299 34498 33247 27349 21348 1740 20793 2582 1830 3593 42 296 346 699 18193 31536 +internal_value=0 0.00274388 -0.0183114 -0.0144674 -0.00213782 0.00481657 0.00963733 -0.00619544 -0.00711072 0.00365078 0.00539405 0.00174398 0.00515386 -0.000210806 -0.0393384 -0.00859892 -0.00726681 -0.0121191 -0.00996298 0.00353417 0.00135765 0.0106047 0.0199227 0.00178213 0.00237569 0.0188494 -0.0101181 -0.00694172 0.00142167 -0.000851087 +internal_weight=0 114413 10271.3 8683.75 34099.6 80312.9 15639.8 16755.6 15822.2 64673.1 33785.3 30887.9 11255 19632.9 1587.52 13665.9 12135 8073.11 6707.43 9981.87 7918.82 1822.23 1054.94 17344 16766 1237.23 178.914 3832.19 15800.7 10508.8 +internal_count=669980 487404 182576 162797 205262 282142 57114 99257 94009 225028 119650 105378 38298 67080 19779 81194 67745 138113 110764 34145 26945 6152 3570 106005 102412 4599 642 13380 53700 35507 is_linear=0 shrinkage=0.1 @@ -1817,18 +1817,18 @@ shrinkage=0.1 Tree=95 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 0 8 3 4 12 8 7 4 8 2 6 1 2 7 0 8 1 10 8 12 8 3 8 12 7 -split_gain=3323.9 1323.79 658.602 300.005 206.087 87.2458 111.93 78.8796 68.3857 59.9663 72.0051 58.6047 50.4155 50.325 62.9953 49.3572 47.6938 52.0353 45.8983 45.4331 57.318 49.6526 54.2681 45.0036 43.7898 64.54 39.835 38.5192 38.0374 41.4182 -threshold=0.88875097555938487 0.13643962650062033 0.980815296117445 0.49205838248222783 0.0481944817923304 0.0024271690060376334 39.500000000000007 0.99172460485529679 0.5590277777777779 1.0000000180025095e-35 40.500000000000007 0.57518796992481214 0.14642857142857144 40.500000000000007 0.37508427056849925 0.67204301075268824 0.0020774677037193119 0.082205425798379861 0.49074074074074076 0.0082964594256197902 16.500000000000004 0.001653038648082808 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 26.500000000000004 0.31027120404833869 54.500000000000007 1.0000000180025095e-35 0.36754385964912284 +split_feature=3 0 3 0 8 0 8 2 3 8 12 12 8 12 7 7 4 2 1 2 1 4 2 8 1 8 9 2 1 8 +split_gain=667.665 326.071 114.385 100.869 48.7328 49.0752 48.5017 45.0585 44.3436 37.8352 56.2214 33.9925 33.8696 30.5029 25.5243 25.2764 28.6171 23.1779 29.4779 21.7609 21.2731 20.564 20.3306 20.0911 19.7643 19.4779 19.0318 18.8263 21.9142 18.4267 +threshold=0.13643962650062033 0.0010706017140764098 0.042998076775577404 0.02590044806957488 42.500000000000007 0.040496029981080955 34.500000000000007 0.088105343035287553 0.27554835801862992 32.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.47883597883597889 0.36754385964912284 0.045548654244306423 0.065281146979068908 0.001653038648082808 0.0030823298178235124 0.0040755249409591271 0.10912698412698414 0.065281146979068908 40.500000000000007 0.0032524099409543495 15.500000000000002 1.0000000180025095e-35 0.098650077301075764 0.0020065742284794048 48.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 5 8 -1 6 -2 -4 13 10 -8 19 23 15 -15 16 24 28 -7 -5 21 -21 -23 -6 -3 -26 -19 -16 -18 -30 -right_child=2 3 7 11 12 18 9 -9 -10 -11 -12 -13 -14 14 27 -17 17 26 -20 20 -22 22 -24 -25 25 -27 -28 -29 29 -31 -leaf_value=-0.052769395650408057 0.050300820353110065 -0.0037095266665274486 0.055218781141122247 0.0099083920696060434 -0.02321509495988823 0.016653256975788049 0.0069745753220001446 0.079559450898430625 -0.031976289262538392 0.048167254094198503 0.054343897574658365 0.013535684426524613 -0.04113688599124396 -0.00049293047207927512 -0.054464356462525822 -0.02042753879484149 0.026396414244647889 -0.013899395505819871 0.034689564206230254 0.030440258395603267 -0.0034480824564234063 0.008023190647920897 -0.014192815136206653 -0.053990972713885844 0.042560745352530037 0.0017890920459742673 -0.0048585203686691142 0.024779330151923813 -0.011011498343970093 0.042177101683493562 -leaf_weight=3910.1158916801214 2587.6105535030365 4466.1505399793386 3341.5099027231336 6393.8002612441778 11854.048741288483 8754.6626418530941 2001.0518083274364 2213.1801983714104 1251.3660555183887 683.69299953430891 382.1895803809166 5660.1568783968687 2121.2339087575674 489.68677857518196 651.10874445736408 2635.2425933778286 684.24252113699913 10872.607860192657 1681.9890004843473 804.62438890337944 14602.259253799915 6711.5645956099033 1314.9751476198435 494.98545011132956 570.60451757907867 1214.8771089911461 8832.715662881732 67.720430538058281 1004.3910227119923 171.38664171099663 -leaf_count=42219 27593 19697 47714 31221 80442 64665 13668 39652 6465 6456 3504 26340 15592 2534 3519 12030 2980 52763 13337 3784 63561 30651 5776 4036 2517 5448 36264 346 4441 765 -internal_value=0 -0.00857347 0.0352285 -0.00217094 -0.0323994 0.02498 0.0349837 0.0649169 -0.00904791 0.0220604 0.014571 0.00420697 -0.026895 -0.00814169 -0.0281548 -0.00734745 -0.00610831 -0.00833774 0.01956 0.00243671 0.00039807 0.00675765 0.00438358 -0.0244487 0.00158224 0.0148189 -0.00984691 -0.0469989 0.00765061 -0.00325849 -internal_weight=0 86779.9 21645.9 68399.5 18380.4 16091.2 5654.54 5554.69 32912.1 3066.93 2383.24 35487.4 14470.3 31660.7 1208.52 30452.2 27817 21565.3 10436.7 29827.2 23433.4 8831.16 8026.54 12349 6251.63 1785.48 19705.3 718.829 1860.02 1175.78 -internal_count=669980 453391 216589 311102 142289 129223 51221 87366 149769 23628 17172 161333 100070 143304 6399 136905 124875 97213 78002 134993 103772 40211 36427 84478 27662 7965 89027 3865 8186 5206 +left_child=2 6 -1 7 5 19 13 14 21 22 -11 12 -8 24 -3 16 25 -12 -19 -4 -18 27 -7 -9 -2 -10 -17 -5 -29 -25 +right_child=1 3 4 8 -6 9 11 23 15 10 17 -13 -14 -15 -16 26 20 18 -20 -21 -22 -23 -24 29 -26 -27 -28 28 -30 -31 +leaf_value=-0.033252013422960983 0.048123890957384945 0.0066341150496040295 0.099483470804909213 0.0075789118169036426 -0.038994783255795293 -0.0075493473886926584 -0.003802562813075323 0.0026797983953436564 -0.016991273751421166 -0.0046875878487343215 -0.0020825612798133991 0.03569185389463133 0.031233333491358324 0.025196469153851632 0.016555074483375509 0.0062574322388010313 -0.026684344019005879 0.003412322080879251 -0.026617217147034491 -0.004843289366411414 -0.0058277392966462338 -0.015768332977226535 -0.027220332946288346 -0.012812275533313275 -0.01047666528422528 6.3958913258060457e-05 -0.026130825160005273 0.0050643328239866718 -0.007645425770047007 0.02711360676082198 +leaf_weight=3465.8784557580948 1464.9241533130407 16092.364809200168 20.068316444754601 1108.7876437157393 720.34475957602262 625.96524576097727 924.73761130124331 32215.739689290524 685.09531290829182 4669.6789116561413 580.61727640777826 580.63146637007594 393.26007678732276 1353.5531382858753 3091.4431971609592 6934.9181160032749 673.27832545340061 363.34033617377281 3258.264998883009 5350.7998779341578 1787.12364128232 2001.5065586492419 3270.7480765506625 1327.7041312456131 59.907974362373352 29640.326547726989 186.30258233845234 1554.1821759641171 10670.688314907253 126.61843846738338 +leaf_count=34348 29609 112010 116 4210 4829 3347 5952 115955 2272 24801 3351 9875 7011 26136 23891 22575 2240 2083 19248 31786 5944 8956 18380 4941 853 96761 605 5920 41528 447 +internal_value=0 0.0023716 -0.0165548 0.00124171 -0.0134863 -0.0124734 0.027939 0.0043647 -0.00174626 -0.0158468 -0.0122392 0.0155324 0.00665134 0.0361227 0.00823286 1.00428e-05 -0.00116287 -0.0206308 -0.0236045 -0.00445347 -0.0115351 -0.00631673 -0.0240604 0.00216079 0.0458216 -0.000321344 0.0054101 -0.00489795 -0.0060296 -0.00933619 +internal_weight=0 112873 22325.7 108096 18859.8 18139.5 4777.01 52853.9 55242.2 12768.6 8871.9 1898.63 1318 2878.39 19183.8 39907 32785.8 4202.22 3621.61 5370.87 2460.4 15335.2 3896.71 33670.1 1524.83 30325.4 7121.22 13333.7 12224.9 1454.32 +internal_count=669980 527691 142289 448255 107941 103112 79436 257244 191011 71210 49483 22838 12963 56598 135901 130397 107217 24682 21331 31902 8184 60614 21727 121343 30462 99033 23180 51658 47448 5388 is_linear=0 shrinkage=0.1 @@ -1836,18 +1836,18 @@ shrinkage=0.1 Tree=96 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 3 1 4 7 10 9 8 1 2 2 0 3 11 2 8 8 8 3 1 1 1 2 4 0 4 -split_gain=1674.08 336.354 212.761 134.828 71.5201 54.6945 38.1156 36.0826 32.7289 29.8315 30.3791 27.9243 42.4758 27.0474 45.1877 102.639 35.7697 52.6767 35.5339 26.3398 27.4871 74.872 34.6054 31.1246 29.6828 27.1458 34.432 26.7162 25.6166 25.2271 -threshold=0.010383107181019525 0.12987652736348673 0.0021888403176580956 0.61669938701511817 0.032347618849016789 0.028290366334904966 0.00083047647103313158 0.21980676328502416 0.18634259259259262 1.0000000180025095e-35 1.0000000180025095e-35 41.500000000000007 0.0010282115552024465 0.77315861353043414 0.33291781402812398 0.0049097214076711257 0.92804678448977718 1.0000000180025095e-35 0.036682363867772828 13.500000000000002 22.500000000000004 39.500000000000007 0.56845030883974168 0.84264757925280087 0.010569933375607606 0.0041501371751771548 0.85473614589076297 0.51224489795918371 0.0057466159744883156 0.17186218211648893 +split_feature=0 0 0 3 10 9 3 3 8 10 7 8 8 8 1 1 4 2 8 8 1 1 1 8 9 11 2 1 8 4 +split_gain=991.002 151.687 94.726 56.4226 52.2157 40.4675 36.849 38.1749 32.3451 42.3199 28.3707 27.4827 25.522 25.4951 24.8853 26.5413 24.2047 23.2754 22.3593 44.8974 21.7272 20.0668 30.4774 23.8143 23.2811 77.3947 44.3056 19.4137 19.39 23.7817 +threshold=0.012659890779880925 0.045549642211175162 0.0025170627299014267 0.93909419801348526 1.0000000180025095e-35 1.0000000180025095e-35 0.88875097555938487 0.080939212771562727 39.500000000000007 1.0000000180025095e-35 0.49074074074074076 10.500000000000002 45.500000000000007 64.500000000000014 0.12690390494205708 0.0047723511998018385 0.17573529411764707 0.10321975062322143 41.500000000000007 43.500000000000007 0.0010461849485354517 0.093430766448540301 0.0020774677037193119 41.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.25570774796237666 0.020408775773148116 16.500000000000004 0.23904761904761906 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 9 7 -5 -4 8 -2 -3 -11 28 13 14 16 -16 -13 -18 -19 -6 23 22 25 -21 -24 -22 -27 -23 -8 -7 -right_child=1 3 6 5 19 29 11 -9 -10 10 -12 12 -14 -15 15 -17 17 18 -20 20 21 27 24 -25 -26 26 -28 -29 -30 -31 -leaf_value=-0.077395954604192851 -0.012746053848598142 0.0052595805675848296 -0.057436723826214509 0.041762324977721088 0.037754842855858062 0.015480770590163999 -0.044831782484797723 0.015722437511236358 -0.031412419577021941 0.017945651479795818 0.005016706140381768 -0.022748356092855623 -0.0099539242330074877 -0.10277048661954911 1.3891487623097116 0.1228556891243642 -0.044796249507469764 0.15746066874975173 1.0100692517317902 -0.0099939900097031215 -0.013580065118600972 -0.0052290207190129109 0.061713393514679138 0.056395311026484797 0.019796929585924553 0.012418623629182954 0.087158703025213613 0.025933314697510663 -0.026506400656706171 0.029856603373119107 -leaf_weight=1992.1450959965587 4149.1421609967947 16721.080892175436 771.56805889867246 1264.3835857063532 168.92315521091223 4924.5305480957031 1430.2628998756409 360.23394916206598 1214.196880813688 4582.015505194664 3012.1020802408457 6.1757049281150085 179.69492711499333 3.1333813425153485 1.0051081851124757 1.7625934109091757 1.7200142070651057 0.76747136190533671 1.3462830185890196 3961.3426165282726 390.51945434138179 6368.9558254480362 274.01172703132033 71.898514583706856 440.58020174503326 802.3472668454051 66.768305934965611 287.5362172499299 1634.595009572804 1622.973710462451 -leaf_count=130013 83335 84105 31157 7606 1352 21477 60638 6244 25898 19893 14117 194 5940 121 34 47 68 29 39 38955 3669 61207 2414 685 3767 6566 638 1951 50143 7678 -internal_value=0 0.00510079 -0.0506598 0.011292 -0.00561819 0.0227212 -0.03745 -0.0149142 -0.0169719 0.00762009 0.0128176 -0.0327203 0.00391221 0.160517 0.225084 0.582718 0.126195 0.366124 0.7005 -0.0014721 -0.00199535 0.00118946 0.018292 -0.0088105 0.0358699 0.00832004 0.0181604 -0.00388292 -0.0350582 0.0190442 -internal_weight=0 50683.5 6024.18 32127.1 18556.5 7811.89 4032.03 5723.57 5363.34 24315.2 7594.12 3260.46 195.605 15.9106 12.7772 2.7677 10.0095 3.83377 2.11375 12832.9 12664 8630.72 1974.23 4033.24 714.592 1259.64 869.116 6656.49 3064.86 6547.5 -internal_count=669980 391557 278423 154876 236681 36761 148410 115477 109233 118115 34010 117253 6472 532 411 81 330 136 68 121204 119852 80212 17054 39640 6181 10873 7204 63158 110781 29155 +left_child=2 6 -1 8 10 14 7 11 -4 18 13 -2 -12 16 15 17 -3 -6 -10 -20 -19 22 -9 -24 -25 26 -26 -15 -8 -30 +right_child=1 4 3 -5 5 -7 28 21 9 -11 12 -13 -14 27 -16 -17 -18 20 19 -21 -22 -23 23 24 25 -27 -28 -29 29 -31 +leaf_value=-0.049987904479955332 0.1756797920125982 0.0040026521581186438 -0.021375108605050139 -0.0068886289169303831 0.030137266957011157 0.0044359371522162084 -0.0015871439471767919 -0.021661672875238916 -0.04341800481508111 0.010266370267140293 -0.0032723887555678025 0.0062687472562616533 0.024938932507412956 0.015654433462643454 -0.0027134355417239315 0.020689548202462642 0.011698510168414122 -0.036315235309703396 0.54298551912226445 -0.015322178239019164 0.0085538230381749548 -0.026390182280793845 -0.0079067348302184395 0.017020737193460745 0.17669708059936062 -0.069050692700498364 0.74017193239752577 0.12058592700155187 0.020353584954261789 0.12263889912237101 +leaf_weight=2215.0338232028298 9.6622660309076291 27664.880842536688 2164.3226874824613 1245.901878260076 502.66545803844929 6273.7505175620317 608.01531245931983 1760.9465868808329 2489.8465322777629 174.30197298899293 6400.6129676550627 1070.1777520254254 337.59053589403629 37.313123933970928 764.13991206884384 5343.6142385527492 4795.202015414834 111.38157422095537 1.4487346932291973 249.47003101184964 3474.4681272059679 893.89991227164865 4534.7004662826657 230.86046468093991 3.0828537791967374 6.8255933001637459 2.5494107306003571 33.427613094449043 422.44955443590879 24.023576635867357 +leaf_count=140603 91 130435 51410 38845 2593 24430 8762 25770 59603 3638 30862 16424 1436 187 2936 19990 18711 634 28 5640 12478 10704 55082 2477 29 58 22 137 5674 291 +internal_value=0 0.00403241 -0.0321909 -0.0259586 0.0060291 0.0107552 -0.00760038 -0.00978466 -0.0306362 -0.0375122 0.00404692 0.00778461 -0.00185897 0.00527022 0.0146434 0.0160495 0.00513953 0.00998507 -0.0405507 -0.0120987 0.00716013 -0.0123371 -0.010416 -0.00627139 0.0242063 0.157364 0.431751 0.0652384 0.0100329 0.0258573 +internal_weight=0 65306.2 8540.33 6325.29 55739 16470 9567.19 8512.71 5079.39 2915.07 39269 1079.84 6738.2 32530.8 10196.3 9432.13 32460.1 4088.52 2740.77 250.919 3585.85 7432.87 6538.97 4778.02 243.318 12.4579 5.63226 70.7407 1054.49 446.473 +internal_count=669980 370213 299767 159164 244829 63061 125384 110657 120319 68909 181768 16515 32298 149470 38631 35695 149146 15705 65271 5668 13112 94142 83438 57668 2586 109 51 324 14727 5965 is_linear=0 shrinkage=0.1 @@ -1855,18 +1855,18 @@ shrinkage=0.1 Tree=97 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 3 0 0 5 1 0 8 5 12 8 2 10 6 7 1 7 8 1 0 10 3 8 3 2 9 0 -split_gain=727.024 111.577 86.3411 54.9485 32.9131 21.1607 19.8147 19.4131 18.6442 18.5785 18.5724 18.5674 19.6372 21.9091 30.0136 16.3311 16.3176 15.8268 15.3355 14.7498 15.1068 14.2938 13.653 17.5069 13.0837 12.7259 11.8894 11.8427 65.823 63.6306 -threshold=0.0055136038236157682 0.57424809712383429 0.0011070650392843091 0.026414580882012335 0.035965260822940534 0.049775222559007327 0.019443451558809517 0.098387096774193564 0.0022326946450995158 0.28236479920600216 41.500000000000007 0.057189542483660136 1.0000000180025095e-35 36.500000000000007 0.0033675896810706572 1.0000000180025095e-35 0.59041394335511999 0.4188596491228071 0.00042373676032680799 0.30602006688963218 89.500000000000014 0.016639004777360317 0.00048653818212776107 1.0000000180025095e-35 0.044815477220475991 39.500000000000007 0.15047119230227432 0.71312013141620467 1.0000000180025095e-35 0.02590044806957488 +split_feature=1 1 1 3 0 0 5 3 5 3 2 1 0 4 3 0 3 8 1 2 12 3 8 8 2 3 9 2 3 8 +split_gain=643.838 78.31 47.3207 57.9581 35.6269 17.4805 15.7585 15.5603 15.2177 14.9443 12.7649 17.6643 11.5177 12.0778 11.1019 11.071 15.6092 15.5006 19.1826 13.5189 11.651 16.6758 13.7653 23.2346 19.8716 19.2558 17.2458 15.5351 14.4473 13.2116 +threshold=0.0055136038236157682 0.018343695040845404 0.0014581028256939177 0.93909419801348526 0.069465387068642623 0.049775222559007327 0.38750000000000007 0.99080754815078553 0.35416666666666669 0.95605452262502544 0.011646282212551718 0.00042373676032680799 0.012030936237344756 0.10912698412698414 0.87073434015099105 0.26315551235744356 0.055339185379978027 18.500000000000004 0.27403495618299978 0.06217815685888365 1.0000000180025095e-35 0.94723181509886289 40.500000000000007 36.500000000000007 0.0065333944835650254 0.10682533449015628 1.0000000180025095e-35 0.01854295618099824 0.044815477220475991 34.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 18 7 6 8 -3 9 22 16 11 12 13 14 -6 -12 17 19 -1 20 -2 -21 23 -4 -16 27 -24 -10 -29 -30 -right_child=1 4 5 -5 10 -7 -8 -9 25 -11 15 -13 -14 -15 24 -17 -18 -19 -20 21 -22 -23 26 -25 -26 -27 -28 28 29 -31 -leaf_value=-0.089959072869963741 -0.0021167628199316542 0.06692039050564115 0.016677542326302072 0.0058253296135796296 -0.11168585345825954 -0.049907284040167116 0.029954573482543476 0.026526268009157857 -0.014826498742289158 -0.025118571996394591 0.057677762860701011 0.036727501779346493 0.01890973869566737 -0.018644718291931334 -0.04414073201000792 -0.011944387893757588 -0.034804496000285699 -0.020702922123133183 -0.061570925592012896 0.12042316461406606 0.16774494192002656 -0.040297213127483876 -0.074637589606970353 0.36732854095276479 0.019096517985188358 -0.031313990082558349 -0.037258814049347957 0.016928596960805259 1.4250624734044546 -0.10131425218610393 -leaf_weight=255.05639276374131 2201.890667158179 207.86829424649477 10.187731299549338 10993.028172850609 19.04477933049202 605.21218481753021 479.50061493366957 153.84766995161772 481.29310447350144 644.51897110417485 182.52330680191517 346.96897908300161 1640.5255779623985 359.05042843520641 34.576958104968071 41.31834377348423 188.53740090597421 487.76106679625809 749.43307487294078 18.80677444674075 5.2482655197381964 7.8405519425868979 99.273901596665382 1.6551612336188561 608.50061726570129 500.72597920708358 595.86175905587152 67.651601367630064 0.65507936384528764 0.46839363966137171 -leaf_count=47314 82323 1569 1108 110609 95 65403 2415 3700 35683 34632 881 1608 7370 1536 168 183 8140 19702 114243 872 24 217 12244 38 2593 38860 70938 5428 47 37 -internal_value=0 0.00627148 -0.0442199 0.00227446 0.0212623 -0.03378 0.0411335 -0.00825145 -0.0282272 -0.00975668 0.0170369 0.0149693 0.012133 0.00124618 0.0120325 0.0448264 -0.00635436 -0.00438345 -0.0687791 -0.000819994 -0.00171286 0.0731337 -0.0407831 0.0656845 0.0156964 -0.0197796 -0.042597 -0.00927989 0.0295357 0.788692 -internal_weight=0 18621.4 3367.47 14701.5 3919.88 2362.98 687.369 3708.45 1757.77 3554.6 3232.51 3008.67 2661.7 1021.17 662.122 223.842 2910.08 2721.55 1004.49 2233.79 2207.14 26.6473 706.979 11.8429 643.078 1050.79 695.136 550.068 68.7751 1.12347 -internal_count=669980 278637 391343 260219 18418 229786 3984 149610 164383 145910 14434 13370 11762 4392 2856 1064 111278 103138 161557 83436 82347 1089 84328 1146 2761 80055 83182 41195 5512 84 +left_child=2 4 10 5 9 -4 8 -5 15 -2 11 -1 -8 14 -14 20 17 18 -17 -20 21 22 23 24 -3 -24 27 -25 -26 -22 +right_child=1 6 3 7 -6 -7 12 -9 -10 -11 -12 -13 13 -15 -16 16 -18 -19 19 -21 29 -23 25 26 28 -27 -28 -29 -30 -31 +leaf_value=-0.061465744440420279 -0.0026894359718455134 -0.021560478907376553 -0.026729830242492959 -0.0041087677366428632 -0.019508232931115688 -0.044398700427992578 0.049636177723575398 0.051973535311633734 -0.14764695704838179 0.021129426712179773 -0.051492759694086454 -0.0092710832579943492 0.011142420854661057 0.042585382875623391 0.16220527702382503 0.049391165554310376 0.00056537628168162651 0.0059261823353908552 -0.010307742697780621 0.079235850442563122 0.0071972291684212295 0.055406989146450571 0.044625132040145156 -0.04462169313251018 -0.029180332384599245 0.0097621744112278488 -0.049360467293246918 -0.00095045027055200553 0.011730456340581147 0.015509316123758183 +leaf_weight=101.69804307608865 1827.0901056863368 204.02332279458642 1366.7532755779102 540.47550985077396 1464.3657902097329 948.52848036494106 117.12864524871111 54.457394778728485 6.2934152483940116 307.78275472205132 1447.033305992838 178.90551551897079 865.19884162768722 151.51098473742604 4.8925057873129836 221.63764587603509 3676.0612765848637 760.08265930972993 121.00234864652157 19.590272635221481 3386.8202371895313 68.150882136076689 193.54947494715452 85.076289113610983 88.74344202503562 873.09443936496973 82.880785375833511 1914.1686762571335 3160.6633956693113 4391.8752010501921 +leaf_count=24992 55278 997 85798 38646 57538 60656 656 4871 26 10372 146996 29384 3926 667 44 2256 33744 6907 419 71 24956 1051 935 341 428 5384 1077 17802 23832 29930 +internal_value=0 0.00610361 -0.0345975 -0.0268148 -0.00749541 -0.0339684 0.00850382 0.00102475 0.00782777 0.000744509 -0.0477076 -0.0281878 0.0199344 0.0165291 0.0119918 0.00787861 0.00371682 0.0140392 0.0310629 0.00216932 0.0092607 0.00619421 0.00568621 0.00368184 0.00871239 0.0160883 -0.00466187 -0.00280885 0.0106132 0.0118903 +internal_weight=0 23991.7 4637.85 2910.21 3599.24 2315.28 20392.4 594.933 19253.7 2134.87 1727.64 280.604 1138.73 1021.6 870.091 19247.4 4798.37 1122.31 362.23 140.593 14449 6670.35 6602.2 5535.56 3453.43 1066.64 2082.13 1999.24 3249.41 7778.7 +internal_count=669980 278637 391343 189971 123188 146454 155449 43517 150156 65650 201372 54376 5293 4637 3970 150130 43397 9653 2746 490 106733 51847 50796 44477 25257 6319 19220 18143 24260 54886 is_linear=0 shrinkage=0.1 @@ -1874,18 +1874,18 @@ shrinkage=0.1 Tree=98 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 8 12 8 0 8 8 12 10 2 6 9 1 8 10 9 3 1 1 8 12 0 2 4 12 -split_gain=1659.23 576.417 279.832 220.801 104.345 59.2652 56.6752 97.2104 110.909 91.6203 47.9238 74.2315 47.0773 42.2725 36.5236 36.1657 35.3666 33.8504 33.7125 32.5172 62.2121 58.2689 46.0983 28.4261 31.2647 32.4777 29.0775 27.492 27.3039 30.8412 -threshold=0.046929061200795631 0.44139309176609126 0.0092555391706332351 0.82347594117497269 0.14170366767681578 0.93042944834295571 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.0019025324150395821 47.500000000000007 45.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.012484564718213834 0.31698564593301443 1.0000000180025095e-35 0.0044910339673530442 34.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.085227728634247588 0.0039974623828863574 0.0039974623828863574 32.500000000000007 1.0000000180025095e-35 0.037294284445576871 0.0036400641134801352 0.048809523809523817 1.0000000180025095e-35 +split_feature=2 2 1 2 1 6 6 1 8 8 9 8 3 8 0 12 8 8 3 8 3 12 3 0 10 8 3 0 10 6 +split_gain=333.675 93.9373 75.5869 55.4652 48.318 41.1084 28.0654 27.89 28.996 32.3627 26.7517 24.5513 24.0272 22.9478 22.1603 21.0458 49.9487 46.7586 35.0283 27.9106 29.9549 20.428 23.0427 20.3841 27.2399 20.2271 19.6611 18.9217 18.7913 18.745 +threshold=0.03369196482344778 0.18719111932428459 0.150473615325075 0.0033675896810706572 0.021147710833932649 0.67204301075268824 0.87867647058823539 0.0040755249409591271 32.500000000000007 39.500000000000007 1.0000000180025095e-35 47.500000000000007 0.10682533449015628 40.500000000000007 0.035198718909107175 1.0000000180025095e-35 30.500000000000004 23.500000000000004 0.10431725392723669 22.500000000000004 0.38694751488583262 1.0000000180025095e-35 0.54335568554124969 0.1109643272475747 1.0000000180025095e-35 42.500000000000007 0.14670478216989782 0.016650341195653028 1.0000000180025095e-35 0.36602870813397131 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 27 10 -2 17 9 8 13 12 11 19 18 14 -8 28 -11 -5 -4 21 22 -3 -21 -23 25 26 -25 -1 29 -6 -right_child=1 3 6 5 15 -7 7 -9 -10 16 -12 -13 -14 -15 -16 -17 -18 -19 -20 20 -22 23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.082922622214537112 -0.0098078166779727843 0.025219606414513325 -0.067982658574326824 0.026978125114720086 0.0025222515655992312 0.043944309336931171 0.10208659372319512 -0.039585673204789479 -0.045817955071768578 -0.027225889596597649 0.030253235116013039 -0.1065637093955677 -0.034223280453131243 -0.022508094091442221 0.011441694300883397 0.0078005753951198367 0.016574835466925727 0.01111357934444742 0.069673067750696011 0.006813752863658539 0.012803102083555895 0.011898394521465662 -0.022098742575913842 0.042911275386365508 0.00069707632463407822 0.0010226655924585578 0.014139970036734615 -0.059384247961343284 -0.010717086759400526 -0.0050260967495205549 -leaf_weight=695.47331216558814 15398.921778485179 2322.9022572189569 1066.5428165718913 5622.8512613028288 15116.547716841102 1689.3052672818303 45.986013732850552 1353.383470736444 533.57806638628244 3340.9886697120965 1047.7859116196632 55.975956976413727 846.88022676110268 398.65638232603669 1332.1618377268314 5262.5901629328728 195.11005092039704 1767.8084101378918 18.092905391007662 915.4138840585947 2240.4931038469076 11823.99150429666 1387.022466763854 454.08343736827374 6696.0727021992207 1453.3844254016876 1551.3520246893167 1731.7134552337229 2746.2471470236778 8432.2434336692095 -leaf_count=21378 126304 9795 20081 30294 77143 13204 792 21483 9204 51735 4354 230 14365 4131 12317 25192 2989 8981 301 3784 9149 49035 5739 1877 27519 5976 6358 47793 14356 44121 -internal_value=0 0.00440498 -0.0359492 0.0133858 -0.00305951 0.0270459 -0.0279273 -0.0183031 -0.00583614 -0.0343763 0.0092442 0.00848252 -0.0518913 0.00617049 0.0144663 0.000233412 -0.0248091 0.0231834 -0.0656864 0.00870578 0.000940189 0.0101575 -0.0106036 0.00856558 0.00468497 0.0124053 0.0206546 -0.0661288 -0.00128105 -0.000180626 -internal_weight=0 85985 11558.6 39028.4 46956.6 9079.96 9131.38 3663.77 2310.38 5467.61 29948.5 28900.7 1931.52 1776.8 1378.15 31557.6 3536.1 7390.66 1084.64 28844.7 4542.93 24301.8 2302.44 21978.9 10154.9 3458.82 2005.44 2427.19 26295 23548.8 -internal_count=669980 463411 206569 176295 287116 52479 137398 47927 26444 89471 123816 119462 34747 17240 13109 160812 54724 39275 20382 119232 18672 100560 9523 90765 41730 14211 8235 69171 135620 121264 +left_child=2 4 3 -1 29 7 -7 11 10 -10 12 25 -9 15 21 16 -6 19 28 23 -21 22 -14 24 -17 -3 -13 -12 -19 -2 +right_child=1 5 -4 -5 13 6 -8 8 9 -11 27 26 14 -15 -16 17 -18 18 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.049675683501450241 -0.00073327439569728994 0.005087129821092635 -0.038558418501124125 -0.011505490217623822 -0.013283810587907835 0.023439277095442336 0.0081582284044666026 0.012213137790396015 -0.0075698864208925236 0.0013705874009129907 -0.047730241623087005 0.038694355127105146 0.030605960715757649 -0.029891258230184355 -0.0010866671524284884 0.0062397111419969448 0.010514396860252628 0.0070668936447832792 -0.024932230647706253 0.34767409666600596 -0.004806724374564697 -0.00086349968425320292 0.0054710200829158583 -0.0093858934903060676 0.075484333674363191 -0.058445091607547142 0.011020246701090202 0.019447335303403871 -0.041901680092003304 0.0089910241779753899 +leaf_weight=401.26233223639429 19278.539455574006 34044.186044104397 1417.5209716446698 7425.4105144031346 1756.6593038588762 1460.9206158816814 6778.5801820605993 2663.3794873356819 4999.4864602386951 21291.138893529773 43.117867156863213 370.1507944688201 692.01812103390694 472.8283757828176 7772.5679892152548 820.21942182630301 1771.1363068595529 599.83998405188322 2370.324691735208 4.7895491719245893 4.8548913151025772 1061.608355358243 771.20948539674282 1097.4481096640229 61.038952268660069 50.186323001980782 837.74288541078568 1520.2629396170378 90.141241364181042 2209.4839475341141 +leaf_count=17624 124293 123522 18799 138354 11650 6020 24374 9528 17764 73313 156 1782 2192 3106 27033 5869 9713 3817 15202 26 32 3650 2894 6529 423 170 2833 4998 652 13662 +internal_value=0 0.00243768 -0.0173107 -0.0134624 -0.00231474 0.00415807 0.0108677 0.00343177 0.00165154 -0.000329554 0.00523759 0.00548999 0.00374704 -0.00844431 0.00155731 -0.00726192 -0.00133588 -0.0114028 -0.01916 0.000536501 0.17024 0.00969666 0.0173583 -0.000290652 0.0110358 0.00499361 0.0195008 0.0175946 0.000669491 0.000266617 +internal_weight=0 114894 9244.19 7826.67 30537.3 84356.6 8239.5 76117.1 40814.8 26290.6 14524.2 35302.3 12960.8 9049.28 10297.4 8576.45 3527.8 5048.66 3060.31 1988.35 9.64444 2524.84 1463.23 1978.71 881.258 34094.4 1207.89 1563.38 689.981 21488 +internal_count=669980 495203 174777 155978 194974 300229 30394 269835 141528 91077 50451 128307 45297 57019 35769 53913 21363 32550 19671 12879 58 8736 5086 12821 6292 123692 4615 5154 4469 137955 is_linear=0 shrinkage=0.1 @@ -1893,18 +1893,18 @@ shrinkage=0.1 Tree=99 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 0 3 8 1 12 12 8 0 7 10 8 4 8 7 2 8 8 0 0 2 4 2 6 2 8 -split_gain=2781.02 1196.88 479.88 325.244 185.873 78.6966 72.4328 66.6445 95.2599 65.6208 59.9576 59.9158 57.1411 51.2689 50.9094 46.3375 45.1879 43.8635 43.0192 39.7852 43.5143 61.3178 39.6603 39.0927 38.8475 38.2074 37.753 35.7877 34.9544 37.7206 -threshold=0.91548639025152101 0.23823176988931691 0.980815296117445 0.0706980639357596 0.68940008758646909 0.00098947302277857118 0.032286757670179626 16.500000000000004 0.00089856539760092325 1.0000000180025095e-35 1.0000000180025095e-35 47.500000000000007 0.071715110676333557 0.57518796992481214 1.0000000180025095e-35 15.500000000000002 0.040064102564102567 42.500000000000007 0.38278388278388281 0.030861927778056301 41.500000000000007 48.500000000000007 0.032347618849016789 0.083340721154772354 0.057785457399805201 0.56306818181818186 0.011239401872280804 0.47493734335839605 0.19435759741937519 37.500000000000007 +split_feature=3 3 3 0 3 0 0 2 7 2 8 12 8 10 1 4 8 8 12 2 2 2 8 4 8 2 3 2 7 2 +split_gain=547.596 263.384 87.1797 86.5826 48.5879 43.0268 40.7515 33.7641 31.5985 31.0375 28.4594 45.949 33.7117 22.7715 38.5069 46.3767 31.8075 27.921 20.5926 55.254 23.1513 22.6737 19.8611 18.8978 18.8404 20.5299 18.8293 18.2522 18.0349 17.8001 +threshold=0.11794531087437234 0.980815296117445 0.042998076775577404 0.02590044806957488 0.23823176988931691 0.00098947302277857118 0.032347618849016789 0.088105343035287553 0.47883597883597889 0.063709742938850386 32.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.0031332637025098774 0.080128205128205135 16.500000000000004 38.500000000000007 1.0000000180025095e-35 0.48515822341512577 0.28149830090385541 0.016892787787193182 45.500000000000007 0.15239477503628449 40.500000000000007 0.0030823298178235124 0.99545084297281494 0.3503248589470826 0.37321428571428578 0.098650077301075764 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 3 7 6 15 -4 -1 8 -2 26 11 -9 27 22 -11 -3 19 25 23 -17 -21 -22 -6 -18 -8 28 -10 -5 -14 -30 -right_child=2 4 5 12 13 -7 24 10 9 14 -12 -13 17 -15 -16 16 18 -19 -20 20 21 -23 -24 -25 -26 -27 -28 -29 29 -31 -leaf_value=-0.061225844220733489 0.056184289719664986 -0.031197915216524031 0.070800802262620255 -0.0074035474045638918 0.0090966824059156501 0.044968685374429655 -0.020281517503860549 0.0058017975510728653 -0.0085853519487972246 0.018711354387919713 0.031364902361760809 0.037208485107331095 -0.0090738127895123259 0.018853859042256668 -0.033831682844855625 0.020661405657554102 -0.0083121688126896361 -0.051014258612197189 0.0019908507318608833 -0.0014314340271562257 -0.026363347689766926 0.0456940625134057 -0.00057366720158410795 -0.034408833283237815 -0.040450298628663423 -0.037908513781437364 0.042120259193018789 -0.024334556252923328 -0.030160380174256519 -0.016867762079817564 -leaf_weight=1471.9955561310053 1420.0240781828761 584.87727105617523 3462.34464456141 6601.4111447632313 13607.492656596005 1788.5374260395765 1188.0545423924923 3335.6834961622953 158.41869317740202 1862.9584016948938 2429.7259658500552 742.67225124686956 2983.4815434142947 3737.6915452107787 204.66096673160791 778.5848940461874 1125.3111809194088 474.94968464970589 1161.4954277724028 30495.865148603916 1252.3815186172724 130.38947683572769 6161.3173865824938 1171.6987742781639 4868.4091542065144 1105.3511452004313 2008.7304038256407 1539.6087067052722 3275.3132319897413 6130.7201472222805 -leaf_count=18534 15634 2441 60531 36880 72393 26835 11017 23522 1591 16423 21244 6515 17243 20105 1573 3196 4733 3566 4904 126505 5555 562 28636 5210 44257 7334 19334 9004 19172 35531 -internal_value=0 -0.00692737 0.0367368 -0.0233773 0.00117076 0.062002 -0.0413296 0.0258295 0.0337706 0.0262547 0.0189295 0.011521 -0.0172648 0.00811343 0.0135104 -0.00327597 -0.00282379 -0.0211455 -0.0136933 -0.00167268 -0.00221816 -0.0195686 0.00608274 -0.021624 -0.0364939 -0.0200943 0.0384137 -0.0106055 -0.018505 -0.0214964 -internal_weight=0 89846.4 17413.8 29639.3 60207.1 5250.88 7528.46 12162.9 5654.79 4234.77 6508.08 4078.36 22110.8 23506.5 2067.62 36700.6 36115.7 13969.8 3458.51 32657.2 31878.6 1382.77 19768.8 2297.01 6056.46 13494.9 2167.15 8141.02 12389.5 9406.03 -internal_count=669980 476778 193202 202538 274240 87366 73808 105836 54555 38921 51281 30037 128730 121134 17996 153106 150665 82846 14847 135818 132622 6117 101029 9943 55274 79280 20925 45884 71946 54703 +left_child=2 3 -1 7 22 26 24 8 -2 -8 -11 12 -12 16 15 -15 18 -18 19 21 -20 -6 23 29 25 -4 -3 -24 -19 -5 +right_child=1 5 6 4 13 -7 9 -9 -10 10 11 -13 -14 14 -16 -17 17 28 20 -21 -22 -23 27 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.031238788390323763 0.0053442842480640818 0.029227257020568859 0.098078412224825176 0.0074459677026965897 0.060978623854052165 0.013142928987812774 -0.0031501108175668946 0.0019292367620928606 0.016203657069407403 -0.0274692178264157 -0.0049738323207483975 -0.024181166342169238 -0.040980673563896425 0.010246114939144416 -0.0089982752699829336 -0.034849353930152212 -0.011102224516061989 -0.001605091745478629 0.0052907280311674156 -0.024656255952168509 0.0187500708301125 0.0035704066689187376 -0.0035018472328256743 -0.015415674302905736 -0.034994220661207449 -0.0041582306545145968 0.049859605502096692 -0.044465509566864195 0.0059218891895678446 -0.0058806506306905704 +leaf_weight=3347.1316870637238 15863.732250146568 2216.9797516949475 19.736997380852699 1101.7435960173607 69.610677763819695 1702.5842509940267 1475.8991872146726 34221.834537312388 3224.0956941843033 2680.1103165447712 3401.0266124978662 3147.7258545607328 281.5477110594511 2263.8874592036009 6094.5516444444656 253.59809289872646 2571.3635238707066 14903.403138704598 4709.146871060133 744.31486830115318 1753.998582020402 5891.3749663457274 185.66923475265503 1893.1096236556768 201.41262099146843 4057.0561064258218 552.56409957632422 262.63353243470192 4047.8456054478884 11100.25390882045 +leaf_count=34348 103011 45261 111 4371 307 26835 8713 124171 25074 15990 18703 19599 1967 7499 20270 881 8433 48322 16299 2441 5493 19664 1065 9113 1399 25532 15270 1534 13005 45299 +internal_value=0 0.00185882 -0.0166231 0.000901513 -0.00177773 0.0256531 -0.0134182 0.00380877 0.00717852 -0.0166425 -0.0187363 -0.0153097 -0.0077267 -9.81607e-05 -0.00470065 0.00570344 0.0010444 -0.00132411 0.00491552 0.00103312 0.00894339 0.0042408 -0.00677867 -0.00611962 -0.00513829 -0.00366327 0.0333437 -0.0275 2.61533e-06 -0.00467736 +internal_weight=0 115628 18611.6 111156 57846.5 4472.13 15264.5 53309.7 19087.8 10986.3 9510.41 6830.3 3682.57 43303.1 8612.04 2517.49 34691.1 21522.6 13168.4 6705.3 6463.15 5960.99 14543.4 14095.1 4278.21 4076.79 2769.54 448.303 18951.2 12202 +internal_count=669980 543618 126362 456252 203996 87366 92014 252256 128085 64972 56259 40269 20670 142614 28650 8380 113964 69760 44204 22412 21792 19971 61382 58783 27042 25643 60531 2599 61327 49670 is_linear=0 shrinkage=0.1 @@ -1912,18 +1912,18 @@ shrinkage=0.1 Tree=100 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 1 1 8 8 10 0 1 10 7 1 10 0 1 1 4 8 8 7 8 0 8 2 6 6 6 4 -split_gain=1427.97 275.638 204.082 121.063 54.117 52.8569 78.4541 62.4006 48.6625 42.711 38.2052 36.7425 35.0565 31.5449 30.0574 27.4364 26.8709 25.372 25.0427 24.0503 23.8797 24.2358 23.7078 23.5836 23.3362 22.9293 22.1702 21.9402 33.5664 39.7878 -threshold=0.010383107181019525 0.1109643272475747 0.0021888403176580956 0.82146664024750038 0.0015129704090845206 0.040936703276809518 41.500000000000007 42.500000000000007 1.0000000180025095e-35 0.46508427439233974 0.010302124666027842 1.0000000180025095e-35 0.63961038961038974 0.00088106338958213344 1.0000000180025095e-35 0.045549642211175162 0.0044910339673530442 0.0052792653716536983 0.68660714285714297 64.500000000000014 44.500000000000007 0.32795698924731187 13.500000000000002 0.00095038259306985586 47.500000000000007 0.021024158915393363 0.85449735449735453 0.47809523809523813 0.044466403162055343 0.6043478260869567 +split_feature=0 0 0 3 4 3 3 7 3 8 10 8 12 8 8 3 11 8 1 2 8 8 8 7 4 1 1 8 0 3 +split_gain=848.234 123.39 88.6803 48.5728 43.1927 32.2266 33.8455 28.2 28.251 27.8889 34.071 27.4051 24.2899 63.4258 37.6477 35.6259 24.586 21.097 25.8599 20.2865 20.0305 19.8826 26.131 19.7818 19.3742 21.9105 19.441 24.0915 19.2171 21.3483 +threshold=0.012659890779880925 0.045549642211175162 0.003606084995402244 0.92804678448977718 0.09449404761904763 0.88875097555938487 0.080939212771562727 0.41042780748663105 0.13020404387756693 39.500000000000007 1.0000000180025095e-35 12.500000000000002 1.0000000180025095e-35 16.500000000000004 36.500000000000007 0.58511820958073057 1.0000000180025095e-35 26.500000000000004 0.84264757925280087 0.054813919501655754 9.5000000000000018 41.500000000000007 43.500000000000007 0.19292803970223329 0.12701612903225809 0.0013794124553628817 0.045242535598563609 41.500000000000007 0.0010283167396347157 0.97541346881851088 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 23 9 22 6 8 10 12 27 -8 13 16 -4 18 -7 -6 20 24 26 -13 -22 -2 -1 -5 -16 -11 28 -3 -30 -right_child=1 3 11 14 5 15 7 -9 -10 19 -12 17 -14 -15 25 -17 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 29 -31 -leaf_value=-0.086350605879012984 0.11187992653482857 0.0052848485476581636 -0.055723151116128883 0.014268394547307536 -0.010326550928431356 -0.025359619685923498 0.74260186560439112 0.03256328044050924 0.013240685823228982 0.014150269762001908 0.10856948585452229 0.010549690488974795 -0.021050907566828224 -0.03308063442147792 0.074862924113082749 -0.007491704888644782 0.0020872982818364175 -0.033922871530145032 0.054888398593652292 0.11779066583561582 0.1009943867094668 0.52301712948042212 -0.021807507596056489 -0.063747222202849535 0.06989476029290935 0.036185838624326026 -0.0076927691900586116 -0.0031956262595027179 0.012398376582336369 0.050981073205786535 -leaf_weight=952.04907764866948 13.349849488586186 16842.429528214037 794.33054262399673 1441.1080072894692 2860.1007517464459 1369.918129965663 1.9826572909951203 586.25803459063172 1680.4407981187105 9590.7430656552315 1.825381565839052 191.91337176598608 1222.441107776016 2729.8092055562884 185.54781404137611 2305.8739547654986 4467.1258114427328 166.90638932026923 199.18124222755432 21.987962901592255 9.2847543787211144 1.5944555383175618 2089.0352314002812 896.03584429714829 79.581478506326675 881.37906377017498 488.32904241979122 2596.5901213213801 1320.8391438871622 335.08476936817169 -leaf_count=71367 168 88484 33666 7790 41714 23311 20 6460 16654 39797 24 7138 18102 101762 1365 20524 58093 5479 1268 94 313 52 38511 58646 454 4993 2011 13749 6571 1400 -internal_value=0 0.00459748 -0.0480261 0.00975663 -0.00596515 -0.00379061 -0.000271074 0.0351842 -0.00231611 0.00797269 0.438679 -0.0350379 -0.0053738 -0.0381842 0.0297264 -0.0141508 -0.00275831 -0.00504649 0.0215466 0.0133199 0.0187199 0.162846 -0.0209586 -0.0753915 0.0171795 0.0429121 0.013092 0.00541225 0.00662053 0.0202058 -internal_weight=0 50581.2 5741.92 33982.8 16598.4 14496 10820.2 590.066 10230.1 31196 3.80804 3893.84 8549.67 3524.14 2786.8 3675.79 7327.23 369.699 1719.87 10101.1 202.793 10.8792 2102.39 1848.08 1520.69 1066.93 10079.1 21094.9 18498.4 1655.92 -internal_count=669980 391557 278423 167976 223581 184902 141067 6504 134563 152106 44 148410 117909 135428 15870 43835 99807 12982 9512 41902 7503 365 38679 130013 8244 6358 41808 110204 96455 7971 +left_child=2 5 28 9 7 6 20 8 17 -4 21 -10 -13 -14 15 -15 19 18 -3 -17 -2 -11 -23 -12 25 -8 27 -27 -1 -30 +right_child=1 4 3 -5 -6 -7 24 -9 11 10 23 12 13 14 -16 16 -18 -19 -20 -21 -22 22 -24 -25 -26 26 -28 -29 29 -31 +leaf_value=-0.057018055560181559 0.17809385897053623 0.0012527624773624418 -0.018334659245992879 -0.0047424992495776067 0.011349790290104182 0.0095271829701728417 -0.026699797883995336 -0.0019868216421225198 0.03370110353425762 -0.040765544638742185 -0.00086498996031879869 9.0279961172701673e-05 -0.0048500946992879358 0.021145832745809331 0.0092850641303923783 -0.045048010208519312 0.10468752233100567 0.010759358445218149 0.074602989339709463 0.061154135171427898 0.0064458658147365476 0.33886626977138101 -0.011884149923904306 0.11745412005502176 0.0060141156095779268 -0.0092267542596932584 -0.021657631885792998 0.023824501756549848 -0.045036616572461552 -0.020773204209449243 +leaf_weight=872.70969697879627 6.841771822422742 3810.86965303123 1778.5408772788942 1160.916365141049 10099.545351825655 1059.8008944503963 986.09704063087702 6481.8969009071589 287.69644422084093 2074.724648328498 130.64279822073877 14525.882170952857 3186.1226650103927 716.99529374390841 5293.6895435675979 24.593524143099785 98.043039709329605 11115.5413871333 48.678440131247044 66.94789145886898 1075.7470353171229 2.1463151909410945 204.54288206994534 15.844161251559852 587.1039507612586 4293.026449650526 1240.9409134872258 232.48330999538302 1512.4989646514878 476.98609751928598 +leaf_count=76699 55 15375 41708 30365 38557 14727 15474 31125 1288 50246 2632 67464 16444 2818 25056 112 470 45439 348 333 16460 26 4551 321 6536 54421 15231 2480 61934 31285 +internal_value=0 0.00363854 -0.0304311 -0.0228506 0.005432 -0.00690736 -0.00897538 0.00412295 0.00513387 -0.0278482 -0.0348172 0.00302141 0.00265229 0.00661712 0.0125098 0.0313393 0.0698904 0.00854765 0.00217789 0.0326219 0.00753065 -0.037819 -0.00824186 0.0119325 -0.01141 -0.0129249 -0.0105694 -0.00752885 -0.0446464 -0.0392194 +internal_weight=0 65238.5 8229.55 5367.36 55756.5 9482.04 8422.24 45657 39175.1 4206.44 2427.9 24200 23912.3 9386.39 6200.27 906.58 189.584 14975.1 3859.55 91.5414 1082.59 2281.41 206.689 146.487 7339.65 6752.55 5766.45 4525.51 2862.19 1989.49 +internal_count=669980 370213 299767 129849 244829 125384 110657 206272 175147 99484 57776 113985 112697 45233 28789 3733 915 61162 15723 445 16515 54823 4577 2953 94142 87606 72132 56901 169918 93219 is_linear=0 shrinkage=0.1 @@ -1931,18 +1931,18 @@ shrinkage=0.1 Tree=101 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 3 0 1 8 8 0 12 3 11 5 5 8 2 2 6 0 0 2 7 2 1 1 0 2 0 -split_gain=621.46 115.491 56.7906 54.1658 30.5484 20.6272 18.4646 15.617 15.5041 23.3113 14.6735 15.9903 13.9543 14.9932 14.6332 44.6486 13.9285 13.7011 15.9905 16.2384 71.5457 13.2331 19.2124 24.1886 25.0542 32.1954 46.0787 79.6063 28.2414 31.6903 -threshold=0.0038503149877588496 0.076216061379914976 0.84264757925280087 0.0011070650392843091 0.013873790547772432 0.15782823163369611 0.57392597256018829 0.00042373676032680799 39.500000000000007 41.500000000000007 0.010383107181019525 1.0000000180025095e-35 0.10184970661066055 1.0000000180025095e-35 0.13961038961038963 0.24264705882352944 45.500000000000007 0.30367673010803875 0.082205425798379861 0.2414965986394558 0.0050469844418081266 0.010122942931138619 0.088105343035287553 0.26491228070175443 0.38783682035975592 0.0025242752397277445 0.0022715961591323443 0.0054626150018744803 0.21859407860619254 0.003499549649986194 +split_feature=1 1 1 2 3 2 1 0 8 8 0 2 5 11 12 1 3 3 8 3 0 8 3 2 2 0 2 7 2 6 +split_gain=556.065 64.4387 45.1378 41.5972 31.1059 19.3527 25.2287 18.8922 14.175 14.0777 12.9055 12.0389 11.3869 11.8562 12.8173 11.1139 11.4508 10.9135 11.9655 10.7765 12.1622 11.0027 18.8735 11.4654 10.6701 10.5689 9.87572 10.5814 13.9862 9.23104 +threshold=0.0055136038236157682 0.021147710833932649 0.0020774677037193119 0.059180245429979302 0.83731704867036083 0.015828231182202418 0.00042373676032680799 0.19979306634960378 38.500000000000007 89.500000000000014 0.010657138006748496 0.0062255922589185908 0.38750000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.00091639259584765846 0.83731704867036083 0.98160402065195196 89.500000000000014 0.035965260822940534 0.53647377754662762 16.500000000000004 0.046532149263778605 0.084089940404822358 0.25570774796237666 0.0032929763652753265 0.0068438289971339246 0.47114317425083246 0.21859407860619254 0.28285714285714292 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 4 -3 7 6 -5 8 -1 12 -10 -4 -12 13 -2 -15 -16 -7 18 -11 -20 -21 22 -18 24 25 26 28 -28 -24 -30 -right_child=1 2 10 5 -6 16 -8 -9 9 17 11 -13 -14 14 15 -17 21 -19 19 20 -22 -23 23 -25 -26 -27 27 -29 29 -31 -leaf_value=-0.088926543176174544 -0.0079887008650176648 0.0085318300102441343 0.048419832972758883 -0.058128070485260613 -0.00011009018836479739 -0.033285275748591123 -0.044041935214067296 -0.059081146287213664 -0.025228517933567285 0.0055202085435159878 0.0055511617499315073 0.032423590575227729 -0.0074313798267162919 0.04797529990630494 0.92073142332195934 0.011077666889374824 0.0024595947683682465 -0.024308122373601113 0.065783371561303983 1.6629142094343194 0.15461015337708683 -0.057958865071445757 0.17092621875117525 -0.10117124905842773 -0.061936627695062807 0.05360024239720014 0.37546001529012996 2.606282575493827 -0.10102492122081637 1.0680539501307302 -leaf_weight=233.33109265845269 70.238579063676298 10271.88923471421 332.54882092028856 346.18991044117138 4937.1036981958896 1228.9497118024155 183.29508556146175 705.23969036852941 987.78673407994211 54.409850304946303 317.04279515892267 734.27105113118887 1189.1472240285948 73.403864618390799 0.78177173156291191 1.7417156929150222 43.788665658794343 50.037187944166362 34.356004867702723 0.33946789056062598 4.2740133116021752 20.922526222188026 2.9418602492660266 3.2432475769892326 2.5510879419744006 3.2256253529340029 0.41952769178897131 0.25854191277176142 0.31809109635651089 0.85538147762417793 -leaf_count=47314 4192 65886 2104 41376 105298 133939 14761 114243 56660 2163 1609 4254 60125 4500 34 61 3529 2673 1512 12 207 2283 300 292 236 242 34 22 32 87 -internal_value=0 0.00484356 0.0110939 -0.0473134 -0.0047588 -0.0364232 -0.0134202 -0.0665008 -0.0111446 -0.0197586 0.0301111 0.0243197 -0.00384738 0.0253106 0.0561151 0.292887 -0.0306763 0.0179157 0.0405413 0.0894383 0.265594 0.0101557 0.0348966 0.137723 0.211023 0.297859 0.462229 1.22605 0.336376 0.751154 -internal_weight=0 19242.7 11655.8 2592.23 7586.92 1653.66 2649.81 938.571 2466.52 1131.2 1383.86 1051.31 1335.31 146.166 75.9274 2.52349 1307.47 143.417 93.3793 38.9695 4.61348 78.5246 57.602 13.8134 10.5701 8.01903 4.7934 0.67807 4.11533 1.17347 -internal_count=669980 326051 73853 343929 252198 182372 146900 161557 132139 63227 7967 5863 68912 8787 4595 95 140996 6567 3894 1731 219 7057 4774 1245 953 717 475 56 419 119 +left_child=2 4 5 17 8 6 -1 -5 24 11 -3 -10 -6 -14 -15 -7 -17 18 -4 -12 26 22 29 -24 -2 -19 -21 -28 -29 -22 +right_child=1 10 3 7 12 15 -8 -9 9 -11 19 -13 13 14 -16 16 -18 25 -20 20 21 -23 23 -25 -26 -27 27 28 -30 -31 +leaf_value=-0.062786078287864477 -0.015542203525361009 0.016371821762609859 -0.0071365512376967465 -0.024858655233177516 0.0063986258599137971 -0.056746947042440245 -0.0068029601996961149 -0.050825673014525466 0.43465599584572701 0.16777074995217273 0.016152211738630979 -0.018135201709008879 0.011980914646010544 0.270561810439023 0.0630219514425268 -0.047637045821745716 -0.025882632920991973 0.03805429713136671 0.45639013977092757 -0.013074334650076951 0.077949893671062975 -0.008735799062178971 -0.013823339409649457 0.019253433272318897 0.003699764352477695 -0.043476993105053229 0.0086508888135240648 -0.0047925859384232682 0.011717371656796274 -0.03051131341455899 +leaf_weight=112.55358285247348 456.03093970380723 1641.8515600413084 382.22560359211639 1329.9232918890193 1120.9061223696917 728.71257000369951 282.63634666334838 354.96198781579733 0.58741295151412387 4.0904095266014329 1231.381622126326 1655.6014238549396 15.275518508628011 4.8471502475440502 7.7074600644409657 783.33813284011558 350.09531584568322 114.82326333317906 0.55771785974502464 235.07713203132153 52.198989585042 934.55077612958848 215.01594734564424 204.43477739021182 782.96907166484743 18.454918981529772 13215.280968604609 1415.8889023400843 804.73915591835976 9.2352920919656736 +leaf_count=29007 15406 12513 24628 80328 35709 81434 43636 23216 34 25 7930 57142 245 70 125 63648 36178 8083 6 1074 407 9882 1757 2046 25271 1179 91788 8769 8356 88 +internal_value=0 0.00554527 -0.032911 -0.0227208 -0.00595886 -0.0428466 -0.0227474 -0.0303292 -0.0114767 -0.017517 0.00787843 -0.0179746 0.00796742 0.0711534 0.14315 -0.0471121 -0.0409175 0.00211974 -0.00646119 0.00711715 0.00646601 -0.00241134 0.00987961 0.00229785 -0.00338251 0.0267647 0.00726783 0.00757763 0.0011905 0.0616451 +internal_weight=0 24007.7 4458.28 2200.95 4048.02 2257.34 395.19 1684.89 2899.28 1660.28 19959.7 1656.19 1148.74 27.8301 12.5546 1862.15 1133.43 516.062 382.783 18317.8 17086.4 1415.44 480.885 419.451 1239 133.278 15671 15435.9 2220.63 61.4343 +internal_count=669980 278637 391343 137440 134027 253903 72643 103544 97878 57201 144610 57176 36149 440 195 181260 99826 33896 24634 132097 124167 14180 4298 3803 40677 9262 109987 108913 17125 495 is_linear=0 shrinkage=0.1 @@ -1950,18 +1950,18 @@ shrinkage=0.1 Tree=102 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 8 10 9 3 7 6 8 3 6 0 8 0 1 1 3 2 7 8 8 1 1 9 10 3 -split_gain=1394.11 509.929 211.426 210.518 86.5219 53.261 45.2529 44.096 71.193 53.1855 43.2839 35.8378 34.913 34.6391 34.4522 32.9749 29.9303 29.8505 29.7446 28.9239 28.9061 27.4029 27.0076 26.6954 30.1738 26.4506 25.6674 27.873 36.474 42.9665 -threshold=0.037748234010595648 0.37508427056849925 0.0092555391706332351 0.82347594117497269 0.10557156246282116 0.94127117011010453 47.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.080939212771562727 0.29289215686274517 0.49358974358974367 33.500000000000007 0.97115217405561249 0.67204301075268824 0.012344017352726095 45.500000000000007 0.017989365708982907 0.008634793951291948 0.0039974623828863574 0.19625228217899957 0.0036400641134801352 0.70294117647058829 32.500000000000007 39.500000000000007 0.0013060153356357759 0.005740786649956176 1.0000000180025095e-35 1.0000000180025095e-35 0.15782823163369611 +split_feature=2 2 1 0 2 6 3 6 3 6 10 8 12 8 12 8 2 10 8 10 3 1 8 8 8 12 1 12 1 8 +split_gain=264.008 80.1305 65.3421 51.072 45.5289 44.2295 26.0243 21.2714 21.8572 17.899 21.4777 17.0154 54.8818 33.8245 31.766 62.1112 50.6422 26.1331 18.4913 18.4142 17.8325 16.9879 17.1844 16.6116 17.4175 45.9131 25.5065 21.8942 24.8155 19.6073 +threshold=0.02915937028640983 0.15369316296170601 0.150473615325075 0.012659890779880925 0.0033675896810706572 0.31698564593301443 0.087612160102604378 0.2752525252525253 0.035965260822940534 0.28801843317972359 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 27.500000000000004 1.0000000180025095e-35 40.500000000000007 0.0088980015597548198 1.0000000180025095e-35 62.000000000000007 1.0000000180025095e-35 0.98233078139748187 0.005740786649956176 47.500000000000007 40.500000000000007 16.500000000000004 1.0000000180025095e-35 0.0014581028256939177 1.0000000180025095e-35 0.0040755249409591271 13.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 21 6 22 11 7 9 16 -3 -4 25 17 -12 26 -8 19 -10 -11 -9 -16 -1 -2 -20 -25 -5 -6 28 29 -28 -right_child=1 3 10 5 14 -7 15 8 12 18 13 -13 -14 -15 20 -17 -18 -19 23 -21 -22 -23 -24 24 -26 -27 27 -29 -30 -31 -leaf_value=-0.080987206809558343 -0.0096585462297826604 0.023246401508701761 -0.02458778213829119 0.027098673960815407 0.00099432061008769492 0.046940155381047372 0.062292421157409211 0.00095420525949736561 -0.083062817868793437 0.0094813640605695537 -0.028387812603271945 0.033506023400110413 0.00086493820180778304 -0.059671903374122232 0.037027620550631656 0.018948979302267015 -0.14379157727309408 0.026042961777698544 0.0097803648312285441 -0.019360645331421362 0.005628467954550442 -0.056636053206774485 -0.023852229765579807 -0.017913084654529513 0.0015802993246410103 0.013170881666975588 0.0085501586123680803 0.010950518236729202 -0.020221045175733893 -0.0068900953219261478 -leaf_weight=643.57316491007805 10397.282250918448 2253.4002750962973 5658.6580037139356 2117.9263580292463 12818.50234452635 963.67319656163454 210.14848363399506 1170.7298303097486 25.644139289855957 18473.123630777001 703.00211971253157 2035.1136153191328 1613.9284774512053 712.79388655349612 357.84549185633659 1065.3174792975187 17.126510262489319 1131.554888010025 3009.683162972331 1746.2563627660275 1622.7918644845486 1639.0664805807173 1539.0283480137587 974.29773707687855 4292.4748286902905 3828.208727568388 2152.2935474663973 1022.4390484839678 1632.6237720921636 11082.367015063763 -leaf_count=21378 96556 9546 91314 12021 70976 8056 881 4961 105 76753 10952 12035 6725 13845 1775 4456 72 4618 12518 7414 8281 47793 14394 4077 17922 20367 11841 5641 9422 63285 -internal_value=0 0.00357061 -0.0370388 0.011004 -0.00426451 0.0247333 0.00759117 0.00691136 -0.00112515 0.00849224 -0.0285003 0.022052 0.0103694 -0.044138 -0.00145471 0.0260903 -0.0119812 0.0236251 0.00724934 -0.0112073 0.0113014 -0.0635017 -0.0114886 0.00226746 -0.00202577 0.0181318 -0.00233478 -0.00502043 -0.00611877 -0.00437912 -internal_weight=0 87553.8 9357.09 44928.6 42625.2 8944.92 35983.7 34708.2 5705.24 29003 7074.45 7981.25 2771.13 1415.8 30688.9 1275.47 2934.11 1157.2 26749.6 2916.99 1980.64 2282.64 11936.3 8276.46 5266.77 5946.14 28708.2 15889.7 14867.3 13234.7 -internal_count=669980 484698 185282 202527 282171 52479 150048 144711 23895 120816 116111 44423 11448 24797 171221 5337 12447 4723 111270 12375 10056 69171 110950 34517 21999 32388 161165 90189 84548 75126 +left_child=2 3 4 23 -1 9 -7 -5 -9 21 -11 12 -6 19 15 16 -13 20 -16 -14 -18 22 -3 24 25 -2 29 -26 -29 -27 +right_child=1 5 -4 7 11 6 -8 8 -10 10 -12 14 13 -15 18 -17 17 -19 -20 -21 -22 -23 -24 -25 27 26 -28 28 -30 -31 +leaf_value=-0.047157577501435323 -0.011777230459540815 0.0035090006561105808 -0.038391327289814453 -0.008117079716993561 -0.029017609840149484 0.015010144514156122 0.0059161019044107867 0.050624304343553084 0.0014378703472504714 -0.0031277067385834059 -0.076386311209520524 0.1692722634681777 -0.0030276681781931632 -0.031829899458573112 -0.020626396964022319 -0.027554061387742947 0.016947927169116812 -0.0183261511863906 0.29207643559937091 0.030306165290287353 0.060070235759928384 0.00083298092865949586 0.014690498605242708 -0.013789859922071532 0.0093291000092027027 0.27465726937963192 0.020882863526945655 0.0043083355819176989 -0.01908728204578641 -0.0052185560894396571 +leaf_weight=368.04427679255605 2244.4292854145169 35879.12126391381 1192.7330532185733 12731.85991910845 1629.9812316223979 3991.7217942178249 14865.934613764286 97.001953326165676 1316.4954335391521 110.20678025484085 62.837777599692345 21.75678750500083 1839.8381795175374 400.64177814684808 799.55641676113009 415.73731197230518 689.34860760718584 189.76977670565248 1.8955358546227206 182.12771639041603 111.3938790820539 33416.558563008904 1429.2147484645247 626.06456059589982 5197.9052051454782 2.512101210653781 949.1184392683208 1530.9412046410143 644.12064432352781 703.02802213281393 +leaf_count=17624 22788 130212 17109 83440 42397 19536 50506 682 8085 417 237 428 39206 7584 16507 9505 5407 1860 57 2673 1265 120047 5439 5173 30821 22 7934 11677 5104 6238 +internal_value=0 0.00211986 -0.0168386 -0.0027636 -0.012973 0.00353684 0.0078411 -0.00682499 0.00481331 0.00239198 -0.0297301 -0.0109702 -0.0148304 -0.00528489 -0.00395344 0.00498899 0.0183544 0.0150394 -0.0198868 -2.51373e-05 0.0229468 0.00247057 0.00393734 0.00206487 0.00294546 -0.00245998 0.0101782 0.00580405 -0.00262002 -0.00422205 +internal_weight=0 115799 7842.82 26043.5 6650.09 89755.6 18857.7 14145.4 1413.5 70897.9 173.045 6282.05 4052.59 2422.61 2229.46 1428.01 1012.27 990.512 801.452 2021.97 800.742 70724.9 37308.3 11898.1 11272.1 3899.09 1654.66 7372.97 2175.06 705.54 +internal_count=669980 508358 161622 181964 144513 326394 70042 92207 8767 256352 654 126889 91860 49463 35029 18465 8960 8532 16564 41879 6672 255698 135651 89757 84584 36982 14194 47602 16781 6260 is_linear=0 shrinkage=0.1 @@ -1969,18 +1969,18 @@ shrinkage=0.1 Tree=103 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 7 3 8 4 1 0 2 8 0 8 12 12 8 8 12 12 8 8 8 3 4 12 2 11 2 -split_gain=2322.36 1023.23 417.075 255.132 178.129 78.5359 66.2864 50.7291 50.6901 50.3163 50.1698 43.8652 43.0137 42.2535 58.8908 62.1325 51.847 41.0919 39.6705 129.161 51.8747 39.2244 38.7998 38.3108 35.6786 34.7139 34.193 48.3965 33.8481 33.8573 -threshold=0.92069004232458462 0.14318870163390937 0.98508274999236478 0.64333190979284882 0.042998076775577404 0.28801843317972359 0.32437011974743873 40.500000000000007 0.14642857142857144 0.0018372144038237362 0.00095038259306985586 0.063709742938850386 31.500000000000004 0.0051892025431287681 16.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 40.500000000000007 32.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 29.500000000000004 16.500000000000004 30.500000000000004 0.10431725392723669 0.5590277777777779 1.0000000180025095e-35 0.0033675896810706572 1.0000000180025095e-35 0.19076083981042186 +split_feature=3 0 3 0 3 0 8 12 12 8 2 2 1 7 3 3 8 10 1 1 8 4 10 7 8 8 2 12 2 2 +split_gain=450.383 208.419 78.4334 69.7283 40.2218 36.1722 35.5814 31.4732 29.9154 31.2206 28.2613 25.3383 26.5822 22.062 19.5145 19.2778 19.2741 24.5752 73.682 27.1357 20.567 24.5217 24.9999 19.2694 18.7886 18.4059 18.9945 17.0015 42.8714 20.2632 +threshold=0.11794531087437234 0.00087532177956937561 0.042998076775577404 0.02590044806957488 0.24433434405344359 0.040496029981080955 34.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 40.500000000000007 0.028338358014125258 0.11255934054276982 0.01431753283063065 0.73508771929824568 0.057177059790092168 0.98233078139748187 16.500000000000004 1.0000000180025095e-35 0.0049657325447400131 0.00064641345066474682 38.500000000000007 0.14642857142857144 1.0000000180025095e-35 0.73030303030303034 26.500000000000004 45.500000000000007 0.3503248589470826 1.0000000180025095e-35 0.50008978071452403 0.28149830090385541 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 5 6 -1 13 25 8 11 21 -4 26 -7 14 15 -2 17 -16 20 -20 22 -5 -13 -23 -21 -3 27 -6 -11 -30 -right_child=2 3 10 9 7 12 -8 -9 -10 28 -12 18 -14 -15 16 -17 -18 -19 19 24 -22 23 -24 -25 -26 -27 -28 -29 29 -31 -leaf_value=-0.050152043032009819 0.049382834122449426 -0.0091223077536766502 0.071006532674367157 0.024252011586619066 0.2356540236154761 0.05352960662049186 -0.0021431462482309578 -0.051879606916249633 -0.035735311963968841 0.00010785939603592903 0.046009803149413941 -0.048684585360005056 0.027020104927043816 0.011877208449051942 0.0046061001131572667 0.020108375578718123 0.034694310981836445 0.037961572119650087 -0.005210713714874509 -0.037345910253340164 -0.01743142615536299 -0.1697125469266656 -0.012925889870222494 0.0092166468770897136 -0.016019603981815057 -0.030524122082358537 -0.014289884221867359 0.013018735254221614 0.011694213981079213 -0.0013309732474503389 -leaf_weight=2826.5811592265964 1701.6280342899263 17525.648671150208 2738.3007979951799 2417.2132329791784 9.9529080241918546 1396.9383543469012 25206.956933453679 581.10735074430704 2218.7355995550752 10176.260345168412 1136.0378074236214 1520.0626239180565 1089.3964188545942 2896.4346249997616 2195.9265022277832 1263.2200544923544 1287.2190368101001 444.0161909610033 4080.3739017695189 2614.3699830621481 1682.1102929636836 11.994362011551855 379.11395657062531 5111.1019454151392 1120.7713315933943 792.13819469511509 998.97803867608309 514.33475215733051 7542.8932008743286 2713.5919138789177 -leaf_count=34348 19983 84773 52624 13829 67 16135 102953 5071 17246 51062 18930 11128 9859 23016 16172 13680 13061 4478 26751 21006 12129 58 2505 26128 6720 4472 6988 3605 39353 11850 -internal_value=0 -0.00611025 0.0350721 -0.00068097 -0.0270404 0.0260434 -0.0054699 -0.0228848 -0.0217718 0.00677037 0.063677 -0.0193738 0.0419144 0.022012 0.0262713 0.03691 0.0182395 0.0102162 -0.0215041 -0.0175103 -0.0302197 0.0137519 -0.0415464 0.00879773 -0.0309467 -0.0100478 -0.00343594 0.0172452 0.00419396 0.0082481 -internal_weight=0 90044.3 16149.1 71497.8 18546.5 12274.8 43524.7 15719.9 15138.8 27973.1 3874.34 12920.1 2486.33 9788.44 6892.01 2964.85 3927.16 2639.94 11396.8 7815.52 3581.29 7540.31 1899.18 5123.1 3735.14 18317.8 1523.27 524.288 20432.7 10256.5 -internal_count=669980 482042 187938 334478 147564 116384 192198 113216 108145 142280 71554 90899 25994 90390 67374 33663 33711 20650 80239 54477 25762 40015 13633 26186 27726 89245 10660 3672 102265 51203 +left_child=2 6 -1 10 25 -4 7 -2 9 15 -3 -7 14 23 -13 -8 17 27 19 -19 -18 -22 -23 -12 -16 -5 -27 28 -6 -29 +right_child=1 3 5 4 16 11 8 -9 -10 -11 13 12 -14 -15 24 -17 20 18 -20 -21 21 22 -24 -25 -26 26 -28 29 -30 -31 +leaf_value=-0.029333304085989054 0.046117934577593722 0.0091868227331555526 -0.0049130777121581086 -0.0053122717891304558 0.0037034502090473216 -0.0063465269334444718 -0.0016666320538992218 0.02148609585948992 0.035852242663598675 0.029500796333623503 0.0017026403329166544 -0.029717437078205344 -0.026301966407756356 0.0077898690645838674 -0.024460257071954535 -0.047291252551462833 -0.0083071577060122286 0.1097661021693332 -0.017476056669085218 0.013981865331083211 0.00063548966365698173 -0.0049860010838800551 -0.031313316051379735 -0.20010636223679179 -0.0085648996719432172 -0.0016139745837260421 -0.04297585543254593 0.004923718412232765 -0.023955170177213082 0.017593085574494502 +leaf_weight=3240.9174507595599 1084.2061174586415 7554.5698280781507 4704.5204481482506 14584.846180506051 5993.8216429948807 2345.8438352644444 458.19362307712436 994.6011522449553 393.5056833922863 287.05554965138435 39513.438302692026 694.77493896335363 2673.8962234556675 6945.086030151695 929.8243867084384 116.07009822502732 3852.2214026153088 30.581211119890213 1814.0085169672966 900.67949137091637 20908.129205577075 1709.5422996133566 457.12935084104538 4.7319368273019782 3713.4793677255511 190.63293854892254 265.87692401558161 4671.6184779405594 618.21286740899086 1729.8581844717264 +leaf_count=34348 25652 74653 29757 60791 20082 14099 2761 22348 7815 6019 168311 5418 15760 30773 5585 1271 12676 110 6064 3102 67549 5697 1600 19 21395 1094 1598 16191 2044 5398 +internal_value=0 0.001667 -0.015221 0.000931955 -0.00148445 -0.0121845 0.0263062 0.0343329 0.0130087 0.00257236 0.00351429 -0.0154871 -0.0181634 0.00259197 -0.0140868 -0.0108883 8.24588e-05 0.00286012 -0.00573778 0.0171273 -0.00154314 -0.00041392 -0.0105406 0.00167848 -0.011748 -0.00593116 -0.0257036 0.00467389 0.00111742 0.00834734 +internal_weight=0 115079 18303.3 111745 57727.2 15062.3 3333.63 2078.81 1254.82 861.319 54017.8 10357.8 8011.97 46463.3 5338.08 574.264 42685.8 15758.8 2745.27 931.261 26927 23074.8 2166.67 39518.2 4643.3 15041.4 456.51 13013.5 6612.03 6401.48 +internal_count=669980 543618 126362 477752 203996 92014 65866 48000 17866 10051 273756 62257 48158 199103 32398 4032 140513 52991 9276 3212 87522 74846 7297 168330 26980 63483 2692 43715 22126 21589 is_linear=0 shrinkage=0.1 @@ -1988,18 +1988,18 @@ shrinkage=0.1 Tree=104 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 1 1 10 0 8 8 8 4 10 8 8 2 12 8 0 8 8 12 3 6 4 7 8 2 8 2 -split_gain=1218.93 267.78 147.326 109.773 58.5012 58.1608 45.451 45.4035 33.6541 32.9953 40.8911 40.6341 30.7419 29.9129 31.5267 28.1812 32.3792 36.5755 25.538 25.0974 77.1711 25.7507 25.097 38.4906 24.5746 26.4948 27.6441 24.7338 24.3034 27.685 -threshold=0.0079110572504114528 0.085979126407716058 0.0017034100588937012 0.61669938701511817 0.0017130722064408758 0.040936703276809518 1.0000000180025095e-35 0.90102809240152559 13.500000000000002 28.500000000000004 39.500000000000007 0.36181818181818187 1.0000000180025095e-35 41.500000000000007 42.500000000000007 0.075138099214991191 1.0000000180025095e-35 16.500000000000004 0.02590044806957488 39.500000000000007 22.500000000000004 1.0000000180025095e-35 0.17386707425120038 0.085144927536231887 0.22649572649572652 0.19292803970223329 55.500000000000007 0.89318112653567061 24.500000000000004 0.050682483372512487 +split_feature=0 0 0 3 10 9 4 3 3 8 7 1 1 12 0 1 11 3 8 1 2 8 1 1 2 8 8 0 2 2 +split_gain=729.025 127.666 65.271 50.3233 42.8588 35.9547 34.6735 31.9959 33.0461 30.4929 30.9185 26.9077 20.8863 21.4212 19.4276 18.6144 23.5183 18.133 17.9527 17.6382 17.2956 24.5924 22.5186 33.6499 31.3414 24.5068 25.0789 19.9996 19.6388 19.4933 +threshold=0.010383107181019525 0.035198718909107175 0.0021888403176580956 0.93909419801348526 1.0000000180025095e-35 1.0000000180025095e-35 0.21980676328502416 0.75342187127568572 0.080939212771562727 45.500000000000007 0.49074074074074076 0.00083047647103313158 0.12690390494205708 1.0000000180025095e-35 0.088877665623056365 0.012092287057335043 1.0000000180025095e-35 0.1397613952036493 18.500000000000004 0.00093429152722402937 0.37508427056849925 51.500000000000007 0.0026649942801774745 0.013491566027760095 0.10095971046085855 64.500000000000014 50.500000000000007 0.66181430293257903 0.10321975062322143 0.17280938527570208 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 9 8 6 13 -5 -2 15 -11 22 -4 19 -15 -3 -17 -18 -7 20 -6 28 23 -12 25 26 -10 -28 29 -22 -right_child=1 3 12 7 5 18 -8 -9 24 10 11 -13 -14 14 -16 16 17 -19 -20 -21 21 -23 -24 -25 -26 -27 27 -29 -30 -31 -leaf_value=-0.076818923428502495 0.11236948268154677 0.015782560375903792 -0.041357001979320365 0.015609200366092979 -0.0083767093645673047 -0.03401102776156157 0.01558236377184174 0.037061152201399279 -0.019691720931409754 0.015373279870843493 0.012136514979933843 0.018037655864120049 -0.0077741333367427785 0.25892615806703256 0.018515403230054576 0.0036620584951163188 -0.013381713587529518 0.016567414255287335 -0.011943759460094145 -0.011496154228612524 0.48312781322095583 0.032598986520964483 -0.0012813338704945835 -0.007312414824926363 0.010036324138004937 -0.042306140277288184 0.057178500714109563 0.42218184108345058 -0.017777686134975233 0.061582966697079515 -leaf_weight=1436.0676118601114 18.665452182292938 1073.1142412349582 2812.0397141054273 6532.8369346559048 2745.4291561171412 685.63436081074178 1412.5358308590949 1162.1490554064512 1679.9481119699776 5176.0028046444058 4467.2772697880864 2059.9999062493443 301.83922570198774 5.5250589735805979 428.31785800680518 4978.9436651989818 2844.0916007533669 476.02689666301012 2230.5437751561403 3532.8265478722751 1.6956188231706644 778.62036250531673 6711.1012648120522 1317.7211687043309 214.15289266780019 661.95889492332935 7.5415774248540384 2.4627751931548119 192.1117123644799 19.190676379948854 -leaf_count=111406 250 5970 125293 28874 44681 15769 16187 7887 34826 25253 22477 9020 12087 51 5645 26946 16189 2393 24868 56090 34 11240 37382 6940 3392 15554 98 51 2850 277 -internal_value=0 0.00367882 -0.0503217 0.00822713 -0.00777172 -0.0048396 -0.000907382 0.018849 -0.0214213 0.00541877 0.00773927 0.00502469 -0.0381017 -0.0039309 0.0215771 0.000533215 -0.00143861 -0.00908771 -0.0171321 -0.00545314 0.000259641 0.0241705 0.00287948 0.00770639 -0.0223945 -0.0253475 -0.0187047 0.147032 -0.00663989 0.0958054 -internal_weight=0 51416.4 4549.95 36799.3 14617.2 12032.4 9116.25 7694.99 2584.73 29104.3 19732.1 14556.1 3113.88 7703.72 433.843 9372.18 8299.06 3320.12 2916.18 7269.87 3737.05 991.618 12496.1 5785 2566.06 2351.91 1689.95 10.0044 212.998 20.8863 -internal_count=669980 421194 248786 189331 231863 177692 137055 36761 54171 152570 101072 75819 137380 120868 5696 51498 45528 18582 40637 115172 59082 14401 66799 29417 53921 50529 34975 149 3161 311 +left_child=2 6 -1 11 9 12 7 8 -2 10 17 -4 13 19 -12 -7 -17 -3 -15 -6 22 -22 29 24 -24 26 27 28 -25 -11 +right_child=1 4 3 -5 5 15 -8 -9 -10 20 14 -13 -14 18 -16 16 -18 -19 -20 -21 21 -23 23 25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.0480396319608241 0.0027730196101343621 0.0064121156454651912 -0.046711266466318194 -0.0079653548861000484 -0.031938940585676368 0.0062629100811491638 0.01675384611115455 -0.0018683201445715007 -0.01905744940380464 0.12187657462212714 -0.014040628177088125 -0.026709062736950243 -0.0030245125989481992 0.005172344178398001 -0.001026134630284705 0.0056518424924838356 -0.01785172633080798 0.001614365323287968 0.025468606118746202 0.011473486688092442 0.035737841220392204 -0.021679104283442097 0.028412365963878156 -0.014952661735453662 -0.038608914813363107 0.089575164603474144 -0.044216498895787278 0.050797893390600715 0.021468309017515116 -0.014225516456595054 +leaf_weight=1731.5402833903208 838.2032177709043 13367.466628171504 865.08238398656249 1231.7164554456249 94.895739309489727 4718.7683417350054 502.10961429588497 2803.9024877473712 4014.312253953889 31.417041830718517 1465.818553224206 3021.7593387048692 795.61816214770079 545.9305585026741 5273.5722803995013 863.76096255332232 839.520238250494 19181.584200464189 2160.5626709833741 6797.8830651566386 571.67155016213655 85.791714042425156 95.833674237132072 215.56370922923088 256.59113571047783 42.986091077327728 72.257694035768509 146.10294885933399 472.72259482741356 15.823621816933153 +leaf_count=130013 15305 58590 25364 43302 627 18362 6728 41928 59293 160 12866 79744 3204 2176 21857 3661 3550 100022 8323 26049 2702 427 494 1040 1054 193 309 543 2022 72 +internal_value=0 0.00301087 -0.0312566 -0.0255792 0.00465543 0.00891105 -0.0087031 -0.0103726 -0.0152865 0.00292238 0.00230825 -0.0311609 0.0125454 0.0138359 -0.00385679 0.00302834 -0.00593269 0.00358474 0.0213746 0.0108758 0.014946 0.0282456 0.00846558 0.00600487 -0.020384 0.0157982 0.0123003 0.0171946 0.0100617 0.0762881 +internal_weight=0 66270.7 6850.1 5118.56 58112.1 16816.9 8158.53 7656.42 4852.52 41295.2 39288.4 3886.84 10394.9 9599.27 6739.39 6422.05 1703.28 32549.1 2706.49 6892.78 2006.76 657.463 1349.3 1302.06 352.425 949.633 906.647 834.389 688.286 47.2407 +internal_count=669980 391557 278423 148410 268303 65952 123254 116526 74598 202351 193335 105108 40379 37175 34723 25573 7211 158612 10499 26676 9016 3129 5887 5655 1548 4107 3914 3605 3062 232 is_linear=0 shrinkage=0.1 @@ -2007,18 +2007,18 @@ shrinkage=0.1 Tree=105 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 8 8 3 9 1 5 10 5 5 0 1 5 7 3 8 8 8 12 8 8 0 0 10 3 2 8 -split_gain=530.511 94.2498 51.4752 50.8596 25.9943 26.9803 17.5904 17.3755 15.7186 16.1741 41.1729 14.2843 25.011 16.6911 14.2298 13.8986 13.0362 19.309 13.4171 14.3621 24.5167 24.0027 35.1848 19.3193 15.9657 15.333 15.0985 15.2566 13.4842 21.2322 -threshold=0.0038503149877588496 0.052972994375414119 0.00075081853339708062 0.84264757925280087 39.500000000000007 45.500000000000007 0.089822344240756441 1.0000000180025095e-35 0.001653038648082808 0.88311688311688319 1.0000000180025095e-35 0.17028985507246377 0.18898809523809526 0.094655825173027994 0.013491566027760095 0.88311688311688319 0.097619047619047633 0.25674287245421473 64.500000000000014 40.500000000000007 44.500000000000007 1.0000000180025095e-35 36.500000000000007 36.500000000000007 0.28236479920600216 0.025245518754972645 1.0000000180025095e-35 0.062845797326211539 0.0065333944835650254 27.500000000000004 +split_feature=1 1 0 3 1 3 5 5 5 0 0 1 2 0 8 2 0 2 1 5 10 8 3 9 8 11 0 6 2 0 +split_gain=482.923 79.1819 43.15 33.1289 38.3602 16.3185 13.777 13.3929 12.7643 14.7139 12.3263 11.2895 16.3502 10.9142 11.6365 10.8758 11.7423 10.8612 10.7887 10.5518 11.1562 9.69786 11.8844 27.9498 11.4334 23.7835 9.85569 18.2804 39.0497 9.66533 +threshold=0.0038503149877588496 0.015657636937417136 0.020432912037279913 0.83731704867036083 0.00075081853339708062 0.98576145862556908 0.22649572649572652 0.060661764705882359 0.72077922077922085 0.00046287964804784528 0.30311801243362618 0.040936703276809518 0.057785457399805201 0.46508427439233974 89.500000000000014 0.53795445458126057 0.012344017352726095 0.019124757311331609 0.0012127987707993041 0.48809523809523814 1.0000000180025095e-35 41.500000000000007 0.10682533449015628 1.0000000180025095e-35 46.500000000000007 1.0000000180025095e-35 0.0053221380730525221 0.2414965986394558 0.088105343035287553 0.18647636400650225 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 11 -2 7 -4 14 9 -8 -11 16 -13 -14 -6 -5 18 -18 19 21 -21 22 28 -23 -25 -24 -22 -28 29 -3 -right_child=1 3 6 15 5 -7 8 -9 -10 10 -12 12 13 -15 -16 -17 17 -19 -20 20 26 23 25 24 -26 -27 27 -29 -30 -31 -leaf_value=-0.071727579166918631 -2.231609601148427e-05 -0.05115488995704446 -0.063146551355116862 0.02450088246228144 -0.024002147580814492 0.011016290371090441 -0.046384661322116369 -0.051049118002803984 -0.025753047220581637 0.067680502157836664 1.3654433070420129 0.28394874050973007 0.03610906997556048 0.0071100273696496743 -0.0078042334687010821 0.060904447193755588 0.0079715965222852628 -0.012900967392631975 -0.089488361915515235 0.13014089273984672 0.027801164104973054 0.0039097560427517573 -0.042138578294080208 0.021420325170825174 0.0048096481278891504 -0.0086471635974261756 0.1011165572888453 -0.016410425990820932 0.0099901708953637983 0.20518341058076525 -leaf_weight=552.21576701710001 3633.7025188803673 59.199871279299259 228.39369368460029 1247.7201002389193 958.10874289181083 402.4584923023358 673.1862960155122 140.93139282707125 1020.7181681799702 2.3746059355325992 0.27252408629283298 3.5673693940043441 328.65923351794481 501.095239110291 1249.8363431878388 114.50194910913706 960.08458355441689 823.25294224917889 14.179964907467363 20.377982635051012 466.63678939267993 2100.5866825655103 155.12559645622969 1990.3319039009511 815.83047291636467 1150.7166149020195 11.928783111274241 149.15804018825293 1924.7393058687449 3.4177712947130194 -leaf_count=108381 125601 336 30096 7205 58312 11881 97896 7186 107216 321 19 25 1697 2724 33367 762 6881 7204 86 104 2703 15024 1259 12712 6555 9930 64 884 13531 18 -internal_value=0 0.00435481 -0.0448137 0.00929194 -0.00557438 -0.012907 -0.0370928 -0.017006 -0.0335854 -0.0454146 0.201286 0.00712394 0.0197323 0.0185963 -0.0148331 0.0275608 0.00613698 -0.00166393 0.00770674 0.00786251 0.0221933 0.00672984 0.000125767 0.0111622 0.0165911 -0.0126257 0.018689 -0.00770733 0.00850445 -0.0371635 -internal_weight=0 19226.1 2477.16 12841.1 6385.04 2751.33 1924.95 2348.88 1696.55 675.833 2.64713 11478.9 833.322 829.754 2207.95 1362.22 10645.6 1783.34 8862.23 8848.05 648.102 8199.95 3293.2 4906.75 2806.16 1305.84 627.724 161.087 1987.36 62.6176 -internal_count=669980 326051 343929 89704 236347 110746 235548 98865 205452 98236 340 81737 4446 4421 91679 7967 77291 14085 63206 63120 3755 59365 25074 34291 19267 11189 3651 948 13885 354 +left_child=3 2 8 18 -5 -6 11 10 9 -2 -4 12 -3 14 -14 16 -8 -11 -1 -7 -21 22 23 -19 25 -23 27 -26 -29 -20 +right_child=1 6 7 4 5 19 15 -9 -10 17 -12 -13 13 -15 -16 -17 -18 21 29 20 -22 24 -24 -25 26 -27 -28 28 -30 -31 +leaf_value=-0.055081180969104637 0.56372906016996127 0.014391771759571785 -0.013988457544515954 -0.049284642825509192 -0.019891875964988388 0.0087856003482546675 0.04200648761712699 0.02380386752898422 0.079094696533275416 0.021312895592695752 -0.030547144843986941 0.0072353976472805358 -0.00043330783218636926 -0.01880854702726141 0.23611002573058726 0.053981611951864621 0.011187086773489527 0.0382809306225117 -0.034892689047241111 0.12089991372525802 0.68776940938069131 0.55936231304686812 -0.0050129659120304211 0.61037754049521464 0.055813349983513665 0.013761036297994632 0.0013876757322504561 0.09149512054183212 1.1543959518389761 -0.055934799169077634 +leaf_weight=604.13907872186974 0.46874048002064128 697.90618489310145 1721.2807640694082 429.36890509701334 840.59335230616853 197.96802756050602 137.45120517536998 78.031225207261741 22.711377048864961 274.30853321030736 608.4714343007654 16244.063369486481 2217.8875285610557 367.86965935863554 2.0816557109355918 72.697295572608709 1228.9286967534572 38.353038794361055 1104.5121850883588 3.0416589691303666 0.39190890546888102 1.2557939756661647 1081.3832880202681 0.87341363448649545 18.77193201053888 2.1962661668658257 48.880782168358564 1.1890652924776066 0.48729754611849774 272.06133256806061 +leaf_count=58480 22 13189 68348 82265 78452 23527 813 2333 373 10626 30964 97234 43019 7969 13 534 5784 1703 80567 222 12 31 40756 35 653 65 1525 45 17 20404 +internal_value=0 0.00441673 -0.00866986 -0.0354973 -0.0241312 -0.0137663 0.00684986 -0.0169482 0.00469979 0.00354896 -0.0183132 0.00615407 0.000808183 -0.00285513 -0.000211502 0.0162926 0.0142874 0.00337005 -0.0439406 0.0118 0.185603 -0.000754225 -0.00305158 0.0510192 0.0346182 0.21224 0.0257739 0.0840683 0.400467 -0.0390514 +internal_weight=0 24867.5 3898.66 3452.08 1471.36 1041.99 20968.9 2407.78 1490.88 1468.17 2329.75 19529.8 3285.75 2587.84 2219.97 1439.08 1366.38 1467.7 1980.71 201.402 3.43357 1193.39 1120.61 39.2265 72.7811 3.45206 69.3291 20.4483 1.67636 1376.57 +internal_count=669980 326051 157496 343929 184478 102213 168555 101645 55851 55478 99312 161424 64190 51001 43032 7131 6597 55456 159451 23761 234 44830 42494 1738 2336 96 2240 715 62 100971 is_linear=0 shrinkage=0.1 @@ -2026,18 +2026,18 @@ shrinkage=0.1 Tree=106 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 3 6 6 6 8 8 8 12 3 1 8 8 0 8 12 8 9 8 11 7 12 8 0 3 1 -split_gain=1169.18 418.175 196.376 152.956 94.3062 40.7543 39.4818 35.8461 33.4735 31.9344 55.4499 30.3834 108.22 72.9797 56.5585 44.9038 38.1916 28.9348 27.5675 38.3457 69.7733 40.1702 38.389 37.2905 41.9817 35.7656 49.0232 37.8167 36.3472 36.3074 -threshold=0.037748234010595648 0.45614472525325273 0.0085461920867191069 0.87874295660046342 0.14170366767681578 0.980815296117445 0.67204301075268824 0.23431372549019611 0.87867647058823539 47.500000000000007 45.500000000000007 32.500000000000007 1.0000000180025095e-35 0.13020404387756693 0.0049657325447400131 39.500000000000007 24.500000000000004 0.012030936237344756 39.500000000000007 1.0000000180025095e-35 23.500000000000004 1.0000000180025095e-35 16.500000000000004 1.0000000180025095e-35 0.10668563300142249 1.0000000180025095e-35 40.500000000000007 0.79218779667370998 0.055339185379978027 0.0041501371751771548 +split_feature=2 1 6 2 2 2 0 6 3 3 7 0 2 1 3 2 1 9 8 8 6 8 8 0 9 6 6 7 11 9 +split_gain=213.235 82.1213 55.1571 50.8017 35.6858 34.5829 34.3338 29.269 25.0143 21.592 19.7446 21.5372 20.3132 16.3738 16.692 15.7803 14.98 16.1714 14.8513 14.5061 13.07 12.4527 24.5633 14.8302 12.1703 12.1628 18.3832 19.0287 16.5569 12.9727 +threshold=0.05639940601995113 0.081307628989831696 0.31698564593301443 0.0033675896810706572 0.25570774796237666 0.016892787787193182 0.041695003880845613 0.31909090909090915 0.085227728634247588 0.16584454692134407 0.44222222222222224 0.0071790528287480268 0.011646282212551718 0.00075081853339708062 0.94723181509886289 0.13036083846117988 0.0041501371751771548 1.0000000180025095e-35 36.500000000000007 40.500000000000007 0.16333333333333336 35.500000000000007 39.500000000000007 0.48243633454879958 1.0000000180025095e-35 0.082903780068728533 0.10620300751879701 0.43167701863354041 1.0000000180025095e-35 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 6 18 -4 9 -5 -8 10 11 12 -3 -14 -13 -16 -15 -11 19 22 21 -21 23 24 -2 26 27 -20 -27 -30 -right_child=1 3 5 7 -6 -7 8 -9 -10 17 -12 14 13 16 15 -17 -18 -19 25 20 -22 -23 -24 -25 -26 28 -28 -29 29 -31 -leaf_value=-0.062572848324374722 -0.004421794174043414 0.021784309997859477 -0.022851906105746198 0.020611156013308225 0.00035977286760513748 -0.041359197735410844 0.040238586253478481 0.037764607427656027 0.014253598892098049 0.061053482475342515 -0.094685694813322563 0.0091808663691168805 0.018105970286107428 -0.016096333138289759 -0.016928838648577145 0.002034263828742187 0.02682476979527558 0.017020840716878729 0.0057034824807211584 -0.00043587712134309517 -0.025204742525752895 0.059399259748469296 0.0025376137571875047 -0.034396650230087762 -0.043713391924882931 0.028674678882529409 -0.023091789001573049 -0.02247017007639035 -0.0028384964695970798 -0.028450529883418941 -leaf_weight=1957.0784215517342 1221.2283156737685 4829.6130824536085 5585.5318029001355 3152.2398599311709 32837.246657133102 1511.9071980305016 600.49895770847797 1985.6662908568978 2841.7742150127888 180.1222530901432 53.724829331040382 11729.235059052706 1265.064088627696 2069.6283639222383 1574.4331823736429 6036.0279804766178 230.39067427814007 870.2769031226635 4738.290518976748 2972.3565815910697 1382.7276415377855 116.60115701705217 631.90219722688198 1749.3017896041274 349.82849834114313 177.50868452340364 843.78731765598059 529.68700017035007 917.97449075430632 1393.9750183150172 -leaf_count=64061 12055 20208 88835 20234 166297 32386 2657 14047 12335 790 228 49890 5542 8598 6558 25070 960 3693 33988 27093 12979 1002 5839 17261 3553 1523 8019 4213 8045 12021 -internal_value=0 0.00322452 -0.0345277 0.0112148 -0.00277168 -0.0267944 0.00866409 0.0272405 0.0187866 0.00745582 0.00680884 0.00700545 0.0120292 -0.00118596 0.0048248 -0.00188878 -0.011797 0.0245715 -0.00881146 -0.0128775 -0.00653464 0.00182276 -0.020054 -0.0243535 -0.0131709 -0.00482919 -0.000713699 0.00287067 -0.014933 -0.0182811 -internal_weight=0 87281.1 9054.52 37418.7 49862.4 7097.44 32280.8 5137.91 3442.27 28838.5 27788.1 27734.4 8394.7 3565.08 19339.7 7610.46 2300.02 1050.4 17025.2 8423.95 4471.69 3088.96 3952.26 3320.36 1571.06 8601.22 6111.76 5267.98 2489.46 2311.95 -internal_count=669980 484698 185282 170810 313888 121221 136529 34281 14992 121537 117054 116826 35308 15100 81518 31628 9558 4483 147591 79782 41074 28095 38708 32869 15608 67809 46220 38201 21589 20066 +left_child=1 3 4 -1 6 -3 -2 -4 -9 -8 11 12 24 14 -13 -11 -10 21 -12 -17 -7 -18 -23 -24 -5 29 27 -27 -28 -6 +right_child=2 5 7 10 25 20 9 8 16 15 18 13 -14 -15 -16 19 17 -19 -20 -21 -22 22 23 -25 -26 26 28 -29 -30 -31 +leaf_value=-0.045136144468152728 0.0017967465480220207 -0.045872635479920293 0.27041137734809195 -0.013600455861095435 0.0026550734369097597 -0.022535466671224511 0.00083742350874519062 0.013998278885907243 0.0078470125042982598 -0.013179135418488145 -0.022632457631748742 0.10530038459234735 0.001722064967734447 -0.012198032811108303 -0.023236678529632595 -0.0037231109857978765 0.0068901317643590004 0.020979929285835738 -0.0047077342666314971 -0.024305470411347736 0.0065069562113032903 -0.018685382628380241 -0.00076488232141041146 0.022741438325608265 0.043175084323298696 -0.076159760842166566 0.0060916486236225623 0.0073628517309196756 -0.0094485824772437069 0.0086038320300663405 +leaf_weight=341.87286003306508 15558.745900720358 708.4924023039639 4.2171387523412696 1318.7483365768567 50662.358844846487 1571.3495738022029 4516.3998251482844 4049.8752584829926 9622.6464812457561 3282.0277922898531 1130.6649963390082 23.965480506420135 5347.5934417769313 2905.6151661593467 17.466191332787275 6665.8059956282377 2211.1950016319752 416.79791458696127 781.86992527544498 360.96288021653891 171.90958222001791 758.8548086732626 3666.4225268661976 289.5976687297225 38.86809965223074 68.642248898744583 1321.3630131185055 45.264841556549072 1424.9045446068048 3951.8155591189861 +leaf_count=17609 87189 12316 16 43782 174723 15446 23336 20353 35478 20610 24351 225 67069 31536 223 30782 8736 1428 10399 1598 1545 2949 13027 1216 984 249 4718 164 5142 12781 +internal_value=0 -0.0105769 0.00238817 -0.00714516 0.00128726 -0.0272429 -0.0014846 0.00698978 0.00693692 -0.0049283 -0.00602209 -0.00418282 -0.0010512 -0.011308 0.0511135 -0.00745433 0.00525129 0.00184966 -0.0153046 -0.00478042 -0.0196715 0.000698436 -0.00220536 0.000955881 -0.011975 0.00275261 -0.00360417 -0.0429692 -0.00197142 0.00308552 +internal_weight=0 14358.4 108878 11906.7 87858.3 2451.75 30383.9 21019.6 21015.4 14825.2 11564.8 9652.26 6705.21 2947.05 41.4317 10308.8 16965.5 7342.87 1912.53 7026.77 1743.26 6926.07 4714.88 3956.02 1357.62 57474.3 2860.17 113.907 2746.27 54614.2 +internal_count=669980 225485 444495 196178 361292 29307 163515 83203 83187 76326 178569 143819 111835 31984 448 52990 62834 27356 34750 32380 16991 25928 17192 14243 44766 197777 10273 413 9860 187504 is_linear=0 shrinkage=0.1 @@ -2045,18 +2045,18 @@ shrinkage=0.1 Tree=107 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 3 3 0 4 7 7 8 0 7 2 8 12 12 3 8 8 8 1 2 8 12 12 8 12 8 8 -split_gain=1938.74 859.267 374.447 234.349 139.212 78.4775 56.9903 62.5508 53.4828 50.0841 43.9834 40.6495 38.7615 37.9645 39.5041 128.125 48.2583 37.1976 36.9796 43.6113 37.4207 37.2564 36.9396 36.6622 63.7581 47.4654 38.7648 33.7404 103.25 76.7443 -threshold=0.92330260674583597 0.12686510144156204 0.98700496287212758 0.59378983183201317 0.042998076775577404 0.96631402124114463 0.02590044806957488 0.14642857142857144 0.28801843317972359 0.73508771929824568 40.500000000000007 0.0082964594256197902 0.36754385964912284 0.057785457399805201 32.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.99508249953489536 28.500000000000004 35.500000000000007 15.500000000000002 0.0013794124553628817 0.1077557612919689 17.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 18.500000000000004 23.500000000000004 +split_feature=3 0 3 3 0 7 0 8 2 12 2 3 8 12 8 2 8 8 1 10 12 0 11 8 4 2 1 0 8 1 +split_gain=369.511 165.294 64.7985 60.8645 41.3509 37.0424 30.3177 30.1801 29.8672 29.0138 26.4971 35.0295 25.6819 24.8126 23.1128 22.7074 21.4436 25.3803 53.9835 53.2017 39.0944 34.0474 33.2363 32.1973 30.5154 22.8578 19.2534 18.5873 17.6695 17.4467 +threshold=0.10682533449015628 0.00087532177956937561 0.032286757670179626 0.31737872782588666 0.040496029981080955 0.28801843317972359 0.20674927870109308 34.500000000000007 0.19435759741937519 1.0000000180025095e-35 0.057785457399805201 0.058940503103090736 40.500000000000007 1.0000000180025095e-35 40.500000000000007 0.096367015944474055 15.500000000000002 16.500000000000004 0.0014848034642950018 1.0000000180025095e-35 1.0000000180025095e-35 0.074025903602859752 1.0000000180025095e-35 38.500000000000007 0.035759897828863352 0.019124757311331609 0.0049657325447400131 0.12987652736348673 17.500000000000004 0.00045068408979114779 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 5 6 -1 -2 22 12 23 11 13 -5 -8 -6 16 -16 -15 -4 20 -20 -13 -22 -3 25 26 -7 -25 28 -24 -29 -right_child=2 3 17 9 10 8 7 -9 -10 -11 -12 18 -14 14 15 -17 -18 -19 19 -21 21 -23 27 24 -26 -27 -28 29 -30 -31 -leaf_value=-0.047140378114001374 0.018549291306130641 0.019664018284926602 0.057235477124314427 0.0099183839276158498 -0.0058464632368393672 0.053350973613176624 -0.0083327717948624321 -0.021220616110696852 0.05532163891749229 0.015493563257539656 -0.051534328433650758 -0.025482704191068264 0.0016903550722742464 -0.043435510188262784 -0.0068429476536993154 -0.032355850168037541 -0.019713262428447367 0.081826951176116991 -0.032558906107048577 -0.00095104176027164329 0.03186264593918977 0.005994215567975269 -0.030169574365697845 -0.0088451057634762378 0.041020203909660879 0.0229780027581977 0.035622562163887157 0.027076694108207428 0.00021847126514934649 -0.0046635236529695067 -leaf_weight=2712.5447156578302 7324.1810622066259 886.39083154499531 2302.5466420836747 8072.3943453505635 1439.7774382606149 1060.5111625008285 22021.205958232284 3274.6046061739326 1017.9862150810659 4335.1402224525809 494.59844283759594 349.73392825573683 4677.883567944169 1784.5260803699493 4068.5832553356886 3813.3162309452891 1650.8788452595472 839.31298761814833 454.67528533935547 10935.139445200562 601.83868187665939 7431.4264912009239 1362.1151510179043 755.24591623991728 755.82438077777624 999.38325218483806 264.76854905486107 1198.1495094150305 6241.540577173233 2091.5956313535571 -leaf_count=34348 60776 3818 45198 44497 10531 14698 100456 16898 14331 22658 4525 1683 21061 13742 28480 30086 12592 18312 2066 50381 3163 36521 5907 6806 9489 12291 3371 5208 26893 9194 -internal_value=0 -0.00546076 0.0330253 -0.000917776 -0.0265003 0.0250843 -0.00586041 -0.00817649 0.0349454 0.00549522 -0.0222754 0.0039386 -0.00657664 -0.021141 -0.0230868 -0.0191863 -0.0320358 0.0638048 0.00149731 -0.00221281 0.00653818 0.00793223 3.28436e-05 0.0295377 0.0190082 0.0386152 0.00269751 -0.00156454 -0.00522523 0.0068965 -internal_weight=0 89898.1 15319.8 73933.8 15964.2 12177.9 41753.5 29973.7 4853.72 32180.3 13251.7 27845.2 26699.1 12757.1 11317.3 7881.9 3435.4 3141.86 19772.8 11389.8 8383 8033.27 11779.8 3835.73 1775.84 2059.89 1020.01 10893.4 7603.66 3289.75 -internal_count=669980 484708 185272 350404 134304 121762 189435 138415 60986 160969 99956 138311 121517 95431 84900 58566 26334 63510 93814 52447 41367 39684 51020 46655 19666 26989 10177 47202 32800 14402 +left_child=2 7 -1 6 -4 16 12 9 -8 -2 -6 -12 -3 14 -9 28 -5 18 29 25 22 -22 26 -19 -25 -20 -21 -28 -7 -18 +right_child=1 3 4 5 10 15 8 13 -10 -11 11 -13 -14 -15 -16 -17 17 23 19 20 21 -23 -24 24 -26 -27 27 -29 -30 -31 +leaf_value=-0.034415513331801005 0.043377921809502437 5.5769655751025096e-05 -0.0050537931236530505 -0.012729705528962937 -0.0045552653910313759 0.01844951490053753 0.001038076952168224 -0.0090569489398362579 -0.010364868987522901 0.019030164464174069 -0.029779988080781274 -0.014898115629134279 -0.021189757814704373 0.033090039871984479 0.026298379375760746 0.0040437016462368733 0.028117338720003063 -0.0080125715841913876 0.015725572520115586 0.0051924642547182829 -0.042957861881624038 -0.0044176730949046549 0.010528356831763916 0.0014157581560429815 -0.01136635956296778 0.0026052408861661431 -0.016414236533627745 -0.056763815222931613 0.0059151455161027188 0.01109834313378219 +leaf_weight=1538.9136506915092 1003.8408468402922 17396.469006761909 4636.9431129172444 1124.3555000182241 1552.4150633066893 2257.9198215585202 3173.6005008518696 584.45897477120161 8315.9010921269655 955.07430863380432 2145.2539544925094 6020.7242027074099 588.21244522184134 371.22110899537802 270.46924485266209 14059.350585334003 725.06464914046228 4776.1610693633556 1460.187257014215 305.47245059907436 571.60876444727182 382.68140059709549 953.73583975434303 34358.87550483644 1975.0895345062017 14649.402631543577 534.50820412859321 145.17411513626575 2240.7646380960941 3558.8048560023308 +leaf_count=18534 25652 66699 33060 5104 10647 19137 13107 4032 35605 22348 17479 36017 3112 7815 6019 47897 7148 20343 13781 1708 2755 1211 4024 136995 7199 59475 2397 458 14425 25797 +internal_value=0 0.00133791 -0.0149143 0.000707704 -0.0128237 0.00207846 -0.00320255 0.0238058 -0.00721518 0.0315071 -0.016531 -0.0188077 -0.000639093 0.011502 0.00212823 0.00602239 0.000961385 0.00120043 0.0038382 0.00155215 -0.0109334 -0.0275028 -0.00277827 -0.000293725 0.000720931 0.00379448 -0.0156605 -0.0250325 0.0122062 0.0139789 +internal_weight=0 116738 15894.2 113553 14355.3 84079.2 29474.2 3185.06 11489.5 1958.92 9718.39 8165.98 17984.7 1226.15 854.928 18558 65521.1 64396.8 23286.6 19002.8 2893.18 954.29 1938.89 41110.1 36334 16109.6 985.155 679.682 4498.68 4283.87 +internal_count=669980 554243 115737 488377 97203 369854 118523 65866 48712 48000 64143 53496 69811 17866 10051 81459 288395 283291 118754 85809 12553 3966 8587 164537 144194 73256 4563 2855 33562 32945 is_linear=0 shrinkage=0.1 @@ -2064,18 +2064,18 @@ shrinkage=0.1 Tree=108 num_leaves=31 num_cat=0 -split_feature=0 0 0 3 4 0 6 8 3 8 7 1 8 11 8 7 4 4 8 8 3 8 3 1 8 3 8 0 1 8 -split_gain=1039.3 218.187 142.123 97.0579 48.7854 45.7328 40.4317 37.5287 35.0513 39.7125 31.5383 34.3442 39.0172 29.8606 29.8381 26.6718 47.5405 70.2141 26.4356 28.9351 33.3789 25.161 24.7915 26.2717 24.7162 24.644 24.4428 28.6058 24.4002 24.3661 -threshold=0.0079110572504114528 0.080878455313980205 0.0015816091529883482 0.044815477220475991 0.14642857142857144 0.025245518754972645 0.36181818181818187 18.500000000000004 0.84634042001481058 39.500000000000007 1.0000000180025095e-35 0.0050703539589219198 64.500000000000014 1.0000000180025095e-35 45.500000000000007 0.035185185185185187 0.67738095238095253 0.67117117117117131 41.500000000000007 42.500000000000007 0.94332295518881015 45.500000000000007 0.17828173760193003 0.19918800890047902 49.500000000000007 0.81320108386759837 37.500000000000007 0.48243633454879958 0.056224481588579227 25.500000000000004 +split_feature=0 0 0 3 4 4 3 1 8 8 8 3 1 3 8 12 9 1 3 8 8 8 0 12 3 8 1 10 3 8 +split_gain=625.954 105.697 60.229 46.3103 37.3107 34.2505 27.3957 25.4331 23.4798 26.4333 75.9399 34.1466 29.2049 25.0106 23.3201 22.0193 21.8701 21.1255 20.8766 19.4536 19.4483 29.4063 19.6525 25.3606 23.2515 18.4371 18.0537 18.0125 21.6235 25.4572 +threshold=0.010383107181019525 0.032347618849016789 0.0021888403176580956 0.93909419801348526 0.09449404761904763 0.21980676328502416 0.84199627738121885 0.00083047647103313158 12.500000000000002 28.500000000000004 39.500000000000007 0.1397613952036493 0.84264757925280087 0.74691778255701313 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.021922315374288476 0.034090029045624547 38.500000000000007 41.500000000000007 44.500000000000007 0.12560940568567272 1.0000000180025095e-35 0.46764580164987163 64.500000000000014 0.0013549091631754483 1.0000000180025095e-35 0.19161490244688659 36.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 5 -1 6 10 8 7 -3 9 28 11 26 13 21 -12 -6 17 -17 -4 20 -20 -13 23 24 -23 -15 -5 -28 -2 -10 -right_child=1 3 18 4 15 -7 -8 -9 29 -11 14 12 -14 25 -16 16 -18 -19 19 -21 -22 22 -24 -25 -26 -27 27 -29 -30 -31 -leaf_value=-0.075937115109150632 -0.0015064930332664289 0.0064567835207457102 -0.038427110454660102 -0.010558430040694988 0.0067119856462443525 -0.0030528284327236165 -0.0015956947422102637 0.031767477219723762 -0.01423482256215557 -0.029361024250797563 -0.0057096228995139123 0.010118490143488328 0.14080253986875507 0.0027081159160821135 0.032219691891835718 0.01661412432872704 0.053618822645406884 -0.23957826136560167 0.86608919191306222 -0.0037324464116976078 0.050707694881178246 0.08564329344386451 0.0130431481882399 -0.027255135640139094 -0.056442529305990252 0.072273105696889967 -0.0017108326503069962 0.01957533039643844 -0.033218723130226314 0.011368023743326527 -leaf_weight=1261.5535050975159 1191.2716213688254 750.99932118505239 2888.2985027749091 1976.8630729541183 2781.6788671761751 8828.0396476462483 618.04809699952602 2663.2198686301708 784.94811618514359 2065.0358889382333 4304.312249161303 8316.3955439478159 21.898653075098991 8723.290151283145 217.90598061680794 2686.6494652107358 374.4412277340889 10.740507975220678 0.82297077402472441 183.55333788599819 1.2874873001128433 161.48977474868298 246.74190677702427 29.431640103459358 13.247071117162703 51.223802447319031 2645.038699246943 829.2675537019968 304.68161406740546 706.08342505246401 -leaf_count=106140 28115 3952 134765 10863 12649 104921 3342 14635 17966 52205 23817 43060 106 45190 1099 12535 1713 45 16 7830 35 742 1273 146 56 352 15532 3491 7380 16009 -internal_value=0 0.00331308 -0.0476748 0.00728472 0.00551498 -0.00739512 0.0219397 0.0262001 -0.0149829 -0.0203728 0.00375267 0.00525281 0.00740489 0.00723837 -0.00388197 0.0138055 0.0202291 0.015594 -0.0360759 0.000500629 0.368665 0.0113659 0.0343726 0.0601496 0.0748715 0.00311422 -0.00168122 0.00336987 -0.00796534 -0.0021105 -internal_weight=0 51302.9 4335.52 37422.9 33390.6 13880.1 4032.27 3414.22 5052.02 3560.99 27537.1 23014.9 17563.7 17541.8 4522.22 5853.51 3071.83 2697.39 3073.96 185.664 2.11046 8767.31 450.91 204.168 174.737 8774.51 5451.17 3474.31 1495.95 1491.03 -internal_count=669980 421194 248786 194598 172669 226596 21929 18587 121675 87700 145727 120811 90925 90819 24916 26942 14293 12580 142646 7881 51 45277 2217 944 798 45542 29886 19023 35495 33975 +left_child=2 5 -1 7 8 6 14 -4 13 12 15 25 -10 -3 18 -11 26 -15 19 -2 22 -22 -13 24 -24 -12 -16 28 -17 -30 +right_child=1 4 3 -5 -6 -7 -8 -9 9 10 11 20 -14 17 16 27 -18 -19 -20 -21 21 -23 23 -25 -26 -27 -28 -29 29 -31 +leaf_value=-0.046247205028884318 0.024536424191320221 0.017712322956584644 -0.045105219578769139 -0.0071464232426280971 0.0095671158300173597 0.018120303722256065 0.00057414511300479668 -0.025229678172709165 -0.0010062482897048029 0.0036425303058358668 0.0056941066729684249 -0.0079213958335983062 0.05757027761151199 0.14390577587840861 -0.034217403961191606 0.006110324250847292 0.03278396585611125 -0.026766811204460724 -0.0082649577624981825 0.17907310242816918 0.15523349104742779 0.0073008184148191241 -0.00095209822487682524 0.0089735915242216378 -0.020099513050626683 0.066546609411189436 -0.016372191553426459 0.024059867671723772 0.045393402879611522 0.01493813676597611 +leaf_weight=1629.3440855764784 93.20348009839654 502.49970349669456 824.34582980908453 1217.5921912295744 10384.039404690266 450.98995730653405 1729.888928566128 2939.8147848825902 15338.096775177866 2088.7614941969514 9839.4311692267656 4926.9744389280677 85.590450279414654 28.977506101131439 769.71402455866337 2567.7728503346443 77.394634965807199 9.6733833998441678 2082.1017437558621 8.9259600080549699 13.547662120312451 1649.9099267683923 4562.9148122817278 2293.4511740207672 736.58722242712975 50.042445801198483 2151.8096839915961 1765.4263055026531 329.7499922811985 1637.0462019741535 +leaf_count=130013 1828 2181 25364 43302 41143 6244 26851 79744 77931 8660 43227 37491 663 165 14940 10793 932 62 31737 160 78 7644 16872 8858 3216 259 32785 6804 1561 8472 +internal_value=0 0.00271355 -0.0295574 -0.0240988 0.00412776 -0.00858064 -0.0103225 -0.0295824 0.00296141 0.00272733 0.00434684 0.00149165 -0.00068119 0.0236746 -0.0139593 0.0125403 -0.0196838 0.101191 -0.00609972 0.0380427 -0.00165325 0.00850562 -0.00300301 0.000188478 -0.00361343 0.00600203 -0.0210737 0.0154903 0.0121539 0.0200442 +internal_weight=0 66174.5 6611.1 4981.75 58810.5 7364.03 6913.04 3764.16 48426.5 47885.3 32461.6 24072.9 15423.7 541.151 5183.15 8388.76 2998.92 38.6509 2184.23 102.129 14183.4 1663.46 12519.9 7592.95 5299.5 9889.47 2921.52 6300 4534.57 1966.8 +internal_count=669980 391557 278423 148410 276080 115477 109233 105108 234937 232529 153935 117645 78594 2408 82382 36290 48657 227 33725 1988 74159 7722 66437 28946 20088 43486 47725 27630 20826 10033 is_linear=0 shrinkage=0.1 @@ -2083,18 +2083,18 @@ shrinkage=0.1 Tree=109 num_leaves=31 num_cat=0 -split_feature=1 1 1 3 1 2 0 5 5 6 0 0 3 1 3 8 5 2 4 8 3 0 2 11 2 0 5 1 5 0 -split_gain=450.365 77.7386 49.1917 42.0947 24.898 20.9129 17.6073 21.9841 17.2586 20.1259 16.6214 15.5734 13.6253 14.7378 13.5349 17.4225 12.9129 30.3189 126.028 12.8888 22.4881 20.1275 16.5759 16.1196 13.8154 13.6721 12.0832 15.8941 11.95 13.3759 -threshold=0.0038503149877588496 0.093430766448540301 0.00070500221610781094 0.035965260822940534 0.011462696706274976 0.0085461920867191069 0.091649000725919277 0.43650793650793657 0.069047619047619066 1.0000000180025095e-35 0.051212762608571764 0.38852867858009205 0.080939212771562727 0.0016249595646828376 0.30267199479350998 40.500000000000007 0.087121212121212141 0.88633961688187746 0.14039408866995076 16.500000000000004 0.064832974686739001 0.46508427439233974 0.71312013141620467 1.0000000180025095e-35 0.090199841194682329 0.71168591046091711 0.10912698412698414 0.028659027995005072 0.42261904761904767 0.0057466159744883156 +split_feature=1 1 0 3 1 3 0 1 8 8 2 3 0 5 2 2 10 1 5 4 0 2 2 3 8 0 8 12 8 2 +split_gain=418.765 66.3524 35.4544 32.56 35.2929 15.1001 13.5656 12.7706 13.1423 14.9047 14.0131 12.4548 16.0995 14.683 16.1488 10.9764 10.955 10.6435 10.5949 11.2787 10.8986 13.911 10.5478 10.2967 9.98453 12.5259 11.2225 9.86993 9.85901 10.8955 +threshold=0.0038503149877588496 0.013873790547772432 0.020432912037279913 0.83731704867036083 0.00075081853339708062 0.98576145862556908 0.0068429123289504437 0.076216061379914976 39.500000000000007 46.500000000000007 0.70396999548996608 0.11503467247903608 0.063376047944367228 0.24264705882352944 0.47793775640234887 0.17970870013358184 1.0000000180025095e-35 0.0012127987707993041 0.060661764705882359 0.096006144393241177 0.28236479920600216 0.0062255922589185908 0.016381411183616374 0.0830582119365567 41.500000000000007 0.0012043197910266811 39.500000000000007 1.0000000180025095e-35 17.500000000000004 0.72197306969910191 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 5 11 -3 7 14 9 12 28 -2 -4 -14 15 -5 17 -10 -19 20 22 -21 23 -12 -22 -26 -25 -28 -6 -30 -right_child=1 3 8 6 10 -7 -8 -9 16 -11 19 -13 13 -15 -16 -17 -18 18 -20 21 24 -23 -24 26 25 -27 27 -29 29 -31 -leaf_value=-0.07127581370690797 -0.0096781840984463772 0.048584416049424872 -0.064827145035810455 0.013328877791845965 0.0051796420699196577 0.017443075835408231 0.0034478511918504639 0.037494602110993973 0.050936135912265972 -0.056823933480874257 0.014807266216043899 -0.037142678839123019 -0.04145311522023376 -0.020140806679792664 0.005070447605431177 0.047525277385926872 0.01788239194087371 -0.10074428573182702 3.5181445281152843 -0.0029484442271000416 -0.025276908932153338 -0.023446493443473434 -0.035242506875004485 0.069026306883454666 0.0019799365224878736 0.095730267613481024 0.40855165332901672 0.092659148757112147 0.14274913320827926 0.027057640553616466 -leaf_weight=469.18227907875553 1947.7827284038067 366.9276819601655 111.33251733798534 2022.4639433994889 2303.521866928786 523.03452685475349 5078.9818125292659 312.39315002411604 1.3174420380964864 386.47480859747157 68.519304502755404 230.94168649241328 531.57711796322837 832.79006509389728 2498.9205682426691 160.83544017374516 37.751477509271353 0.31707480503246177 0.13816398568451405 1687.6171922255307 201.64795474987477 668.90106388088316 26.807776337489486 71.695883588865399 935.53572548553348 15.818726754747329 2.5063047595322123 4.369902990758419 12.141325060278175 56.49308729916811 -leaf_count=100487 108754 2633 15508 9728 48356 2860 32370 1567 164 52061 1375 20016 81723 89822 15940 821 4098 46 20 38025 3938 17146 650 1385 19265 367 41 43 134 637 -internal_value=0 0.00392069 -0.0422763 0.00943549 -0.00342199 0.0302825 0.00759373 0.0118096 -0.0351216 -0.0365095 -0.000123672 -0.0125894 -0.0311892 -0.0284444 0.010096 0.015848 0.0302683 0.294042 0.997581 -0.00432806 0.00355503 -0.00876684 0.0370765 0.0502569 -0.00150078 0.00353878 0.0811709 0.207799 0.00640479 0.0475233 -internal_weight=0 19197.9 2370.88 10963.6 8234.3 889.962 10073.6 4994.61 1901.7 1862.17 6055.58 2178.72 1475.7 1364.37 4682.22 2183.3 39.5242 1.77268 0.455239 3683.42 1326.9 2356.52 173.899 147.091 1153 951.354 78.5721 6.87621 2372.16 68.6344 -internal_count=669980 326051 343929 65919 260132 5493 60426 28056 243442 239114 131362 128770 187053 171545 26489 10549 4328 230 66 82235 27064 55171 3494 2844 23570 19632 1469 84 49127 771 +left_child=3 2 22 17 -5 -6 -3 8 11 27 -11 13 -13 16 -15 -14 -8 -1 20 -20 -4 -22 -2 -16 26 -26 -24 -10 29 -19 +right_child=1 6 18 4 5 -7 7 -9 9 10 -12 12 15 14 23 -17 -18 28 19 -21 21 -23 24 -25 25 -27 -28 -29 -30 -31 +leaf_value=-0.053843016944277303 0.023204337012938593 0.018328748945823859 -0.013844506167946219 -0.047504046098427649 -0.01854771135134526 0.012043025324309635 0.021361271030770672 0.0071469017182951254 -0.013712650434225296 0.010077848334092481 0.096609319601593205 0.010888936502439481 -0.015814167909846893 0.020755396686314573 0.10864206352740276 0.0021415964278831876 -0.012065294660276858 -0.033286053427304424 -0.012659423297637343 0.070962241126107536 0.47486874443606492 -0.030834870360665873 0.0064050060656488791 0.29574562826739514 0.43295469676778087 0.031362324623846936 -0.014123143935579417 -0.00014550260250196365 -0.042326002316710798 0.0087794196549283218 +leaf_weight=570.6554375840351 229.14180395100266 866.81909104436636 1475.222527471371 402.23695738730021 821.03469901159406 200.83178885420784 495.58441796712577 14597.843500040472 1089.7517173048109 349.70644568372518 19.773054899647832 1294.3303949292749 535.86442628130317 17.549503505229954 9.8138089552521688 933.56539468467236 122.22645036131144 230.36276937182993 38.580880163237453 27.717218268662691 0.54449905268847842 549.77143171057105 600.64749716874212 4.200059011578559 0.78522235993295808 71.333902537822723 478.44089773576707 1055.6403208449483 1007.6130854468793 84.036094077862799 +leaf_count=58480 8844 9329 61603 82265 78452 23761 8322 71594 20794 4613 300 20131 8453 193 86 15230 2676 16395 1123 961 30 30059 23320 35 34 2289 18637 17395 77447 7129 +internal_value=0 0.00399372 -0.00882859 -0.0338346 -0.0224124 -0.0125356 0.00607487 0.00555739 0.00164317 -0.00384212 0.0147087 0.00568485 0.00275673 0.018147 0.0846737 -0.00440642 0.0147482 -0.0424291 -0.0170371 0.0223003 -0.0183247 -0.0303345 0.0036109 0.164718 -0.000289067 0.0357348 -0.00269666 -0.00703693 -0.0375022 -0.0220423 +internal_weight=0 24864.9 3472.19 3316.77 1424.1 1021.87 21392.7 20525.8 5928.01 2514.87 369.48 3413.13 2763.76 649.374 31.5634 1469.43 617.811 1892.67 2091.84 66.2981 2025.54 550.316 1380.35 14.0139 1151.21 72.1191 1079.09 2145.39 1322.01 314.399 +internal_count=669980 326051 146900 343929 184478 102213 179151 169822 98228 43102 4913 55126 43814 11312 314 23683 10998 159451 93776 2084 91692 30089 53124 121 44280 2323 41957 38189 100971 23524 is_linear=0 shrinkage=0.1 @@ -2102,18 +2102,18 @@ shrinkage=0.1 Tree=110 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 1 8 12 8 2 12 1 8 3 9 2 2 3 8 8 3 8 6 0 11 1 7 10 9 3 -split_gain=979.481 362.128 162.212 151.516 70.7183 50.3875 42.8126 106.031 124.862 137.128 79.4636 67.5714 51.3646 47.7539 45.0657 37.4405 33.2689 32.1238 30.2195 32.2183 36.9748 29.8449 28.9398 27.495 32.1708 31.8852 28.7787 27.3661 55.6292 39.4333 -threshold=0.032771448754213887 0.37508427056849925 0.0074800202466077537 0.80712088824194461 0.10557156246282116 0.0033727556607198888 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.0088980015597548198 1.0000000180025095e-35 0.011462696706274976 27.500000000000004 0.97224602103302826 1.0000000180025095e-35 0.94694542266375736 0.012484564718213834 0.028290366334904966 47.500000000000007 45.500000000000007 0.25674287245421473 26.500000000000004 0.31698564593301443 0.66181430293257903 1.0000000180025095e-35 0.08667992138836153 0.44722222222222224 1.0000000180025095e-35 1.0000000180025095e-35 0.085227728634247588 +split_feature=2 1 6 2 2 0 2 3 3 8 12 12 8 2 3 0 2 2 1 0 0 7 11 1 8 8 1 12 8 0 +split_gain=169.939 63.7099 49.3978 38.3812 35.7748 34.635 24.3133 21.8804 19.7436 25.3095 48.1268 19.1983 30.4263 33.5188 16.1259 15.8316 15.6128 14.5604 17.7467 22.9578 25.9444 23.6967 14.3151 14.2817 14.176 20.572 34.8146 14.1202 19.3892 16.2981 +threshold=0.03369196482344778 0.3107510975013113 0.31698564593301443 0.25570774796237666 0.0033675896810706572 0.0109203760677125 0.11014111308360493 0.087612160102604378 0.9606198277950595 37.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 40.500000000000007 0.010397419492791446 0.97224602103302826 0.0087133811727134938 0.010820662642196372 0.024479409437641361 0.00050647368819772289 0.0010706017140764098 0.00071516112241178694 0.16515151515151519 1.0000000180025095e-35 0.00031921438403550404 23.500000000000004 22.500000000000004 0.025376291828344926 1.0000000180025095e-35 18.500000000000004 0.12560940568567272 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 18 -2 15 10 8 9 11 13 -8 14 -4 23 -5 -11 -18 19 27 -21 -7 -6 26 -25 -26 -12 29 -29 -3 -right_child=1 3 6 5 22 21 7 -9 -10 16 12 -13 -14 -15 -16 -17 17 -19 -20 20 -22 -23 -24 24 25 -27 -28 28 -30 -31 -leaf_value=-0.063245931765168753 -0.010057267376182252 0.019380268508474116 -0.031394923444981758 0.022380147494894902 -0.0025097749105905129 0.022415578299879217 0.28353830745274017 -0.042699670327239682 -0.047430781970632108 0.090443178096619142 -0.011696395053892828 1.0016715996665437 -0.050861455345860174 -0.065061980992973917 0.08025100808145548 0.04904483876601886 -0.048026406217090964 0.017725191410123162 0.021345910977838025 -0.12092072887290806 0.045659161637919471 0.0011096081898907739 0.0059922114526509062 -0.024907739722731265 0.049790140143020578 0.25056607218666127 -0.043276711502641632 -0.01057966493452202 0.0093632994748729086 0.0056613105099612027 -leaf_weight=1551.3106776066124 12754.239896439016 2281.4790479689837 773.44897239655256 6400.0301749035716 25898.658049881458 1028.4157160595059 6.7112135924398881 909.69661800190806 380.28057973459363 57.347804021090269 1285.7742652744055 1.6281059570610521 459.98195140063763 925.3638011738658 49.961369831115007 573.79598971456289 81.443125180900097 847.71394607424736 1227.3839934021235 41.344966888427734 19.661348029971123 1822.6742028966546 4735.728819206357 36.685693398118019 28.758638519793749 10.910680107772349 372.06118729710579 2875.2598063647747 2723.6325178593397 25658.014095172286 -leaf_count=55812 124024 9601 15318 37466 146556 5521 187 18141 8156 1013 23961 45 8571 21737 773 5169 1198 8615 5148 176 83 9479 24665 646 506 186 7343 12219 11244 106421 -internal_value=0 0.00270569 -0.0343129 0.00902776 -0.00380042 0.0199951 -0.0271058 -0.0162139 0.00130744 0.0199377 -0.0334173 0.423741 -0.0210658 -0.0497338 -0.013384 0.0245741 0.0165242 0.0119619 0.00593378 0.00537078 -0.0672347 0.00879488 -0.00119546 -0.0160816 0.0425903 0.105012 -0.0187838 0.00550285 -0.000878227 0.00678157 -internal_weight=0 88040.3 7779.08 44651.7 43388.6 9824.92 6227.77 2284.82 1375.12 994.844 3942.95 8.33932 2244.13 1698.81 1784.15 6973.83 986.505 929.157 34826.8 33599.4 61.0063 2851.09 30634.4 1734.19 76.355 39.6693 1657.84 33538.4 5598.89 27939.5 -internal_count=669980 497772 172208 202527 295245 57635 116396 37355 19214 11058 79041 232 41986 37055 33415 42635 10826 9813 144892 139744 259 15000 171221 32642 1338 692 31304 139485 23463 116022 +left_child=1 4 3 5 15 -2 22 -4 24 10 14 12 13 -11 -10 -1 -3 -14 19 20 -19 -22 27 -13 25 -6 -27 -7 29 -29 +right_child=2 16 7 -5 8 6 -8 -9 9 11 -12 23 17 -15 -16 -17 -18 18 -20 -21 21 -23 -24 -25 -26 26 -28 28 -30 -31 +leaf_value=-0.043544236792767893 0.0026322266197665693 -0.053584485992261836 0.012615076153219976 0.0024598560255857048 -0.0088354598986050518 0.0019251916166913735 -0.0016576427957470823 0.0046021465607102947 -0.006292926183370226 0.10532742969092915 0.00022349223883646996 0.037568605389702893 -0.025209059995477869 0.015348053443640208 -0.031771858034442269 0.3053402854522137 -0.027446175411489217 0.0033217208298901534 -0.0056367465005549705 -0.022133676802149921 0.42942409736055959 -0.078145592658887097 -0.012623482404674062 -0.012514424745950376 -0.024773937952437156 0.5507774189234933 -0.080103287120704816 0.010030005789005723 -0.019585698462317076 -0.018189223101016651 +leaf_weight=319.72867352887988 12010.132755823433 331.20461288094521 4246.5649421066046 57432.5506702438 996.85582505352795 1932.3597696758807 15364.036004811525 17253.046462543309 334.38073016516864 43.19643696397543 1735.2924294043332 61.59516403824091 275.56729694642127 995.61775505170226 966.10772977955639 1.3059666343033303 737.09088257327676 3.6770291216671485 41.04110150411725 7.0386576838791362 5.1176862381398678 1.1213457882404325 4060.2351256944239 752.99817575700581 1011.6381845362484 1.7424170784652226 1.7565022408962248 602.83452900499105 1026.0555345267057 309.86892586946487 +leaf_count=17607 79305 7105 21626 197777 13137 13605 72235 66458 6884 672 40214 1635 7595 7626 32450 34 9096 70 692 112 88 22 29746 16790 12902 22 24 4632 7732 2087 +internal_value=0 -0.0126917 0.00186605 0.000864813 -0.00945983 -0.00172989 -0.00397882 0.00618485 -0.00801035 -0.00476796 -0.0106765 0.00343379 0.0106522 0.0190896 -0.0252207 -0.042125 -0.0355499 -0.0156243 0.0299179 0.115983 0.214021 0.338198 -0.00847522 -0.00872742 -0.016427 -0.00798586 0.234067 -0.00412431 -0.0101538 0.000449389 +internal_weight=0 8624.07 114238 92738.1 7555.78 35305.5 23295.4 21499.6 7234.74 5222.75 3035.78 2186.97 1372.38 1038.81 1300.49 321.035 1068.3 333.563 57.9958 16.9547 9.91606 6.23903 7931.35 814.593 2011.99 1000.35 3.49892 3871.12 1938.76 912.703 +internal_count=669980 174777 495203 407119 158576 209342 130037 88084 140935 114850 79548 35302 16877 8298 39334 17641 16201 8579 984 292 180 110 57802 18425 26085 13183 46 28056 14451 6719 is_linear=0 shrinkage=0.1 @@ -2121,18 +2121,18 @@ shrinkage=0.1 Tree=111 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 2 0 8 8 0 8 12 8 12 8 3 6 1 0 8 3 10 12 11 8 11 3 2 8 12 6 -split_gain=1622.88 771.504 276.955 228.147 152.871 84.3782 73.9267 79.18 63.7417 102.322 73.3135 89.0741 65.5832 49.0971 48.268 45.6347 50.7538 45.5517 54.6776 45.508 40.1533 45.9397 45.8103 42.0751 40.1356 39.6777 37.2939 34.2078 54.9655 34.1256 -threshold=0.94126692316726546 0.24433434405344359 0.98869224203268968 0.062845797326211539 0.19076083981042186 0.02590044806957488 41.500000000000007 48.500000000000007 0.0019025324150395821 34.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 15.500000000000002 0.032286757670179626 0.35924528301886799 0.0020065742284794048 0.037294284445576871 40.500000000000007 0.98233078139748187 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 22.500000000000004 1.0000000180025095e-35 0.10431725392723669 0.32105336388968053 25.500000000000004 1.0000000180025095e-35 0.44590643274853808 +split_feature=3 0 3 1 8 3 0 7 2 2 3 10 2 8 1 0 11 1 0 8 12 2 4 3 0 8 1 0 8 6 +split_gain=303.057 129.393 57.0661 50.8156 51.7218 43.4391 36.6508 33.3052 25.6936 23.3169 29.9672 22.07 27.376 24.9519 24.6514 20.6567 19.9036 19.8735 19.6764 19.2698 20.3172 18.732 17.43 16.9302 16.49 15.5568 31.9363 15.1959 15.0575 14.9593 +threshold=0.10431725392723669 0.00074303643721072051 0.032286757670179626 0.0019380408832318672 28.500000000000004 0.27554835801862992 0.040496029981080955 0.37321428571428578 0.096367015944474055 0.057785457399805201 0.057177059790092168 1.0000000180025095e-35 0.032771448754213887 16.500000000000004 0.0073221898260988384 0.0085060268799667677 1.0000000180025095e-35 0.00045068408979114779 0.0003919778787274337 39.500000000000007 1.0000000180025095e-35 0.015299555006901422 1.0000000180025095e-35 0.88532371616891192 0.085979126407716058 44.500000000000007 0.11721393772228787 0.009386680290249241 10.500000000000002 0.046536796536796543 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 3 8 14 5 27 13 -8 9 12 11 19 -2 -6 -1 16 -15 29 25 -11 23 22 -22 -7 -25 -19 -20 28 -3 -5 -right_child=2 4 -4 17 6 20 7 -9 -10 10 -12 -13 -14 15 -16 -17 -18 18 26 -21 21 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.052966485618724218 0.063720099989722306 0.025933122004138432 0.064027709982058131 -0.0027297889233949867 -0.034087064726439957 0.010865137960139678 -0.032505534618144975 0.044014411878655117 0.019125251868768817 -0.00031313978740285417 0.045776273983499177 0.053014836741928008 0.029315504678272902 0.0073515452003943861 -0.030921939678692251 -0.0094054224267743018 -0.0022073648629429314 -0.023156265339599313 -0.017309356446315493 -0.073178039023500216 -0.01462589647711892 -0.025250596990185843 0.014642694608657053 -0.012124827782268591 0.0067187939739658063 -0.012168709193475021 -0.06951750474756449 0.0084266347459532806 0.006734922301460145 -0.021131792322459667 -leaf_weight=1288.8733051121235 1399.5879173912108 3620.6792714521289 2522.4354042336345 5135.9592161625624 460.11268275976181 4974.1756943464279 1311.5157716423273 150.77389840781689 5091.6177367344499 1035.0159939900041 730.67536506801844 325.73735764250159 917.13568459451199 7734.1248180568218 4330.3677242919803 5618.6211884915829 19710.613931804895 4538.3382188677788 240.35822492837906 93.45309517160058 1064.9208035245538 1077.256010979414 1074.160686403513 2204.021761983633 2320.2391980960965 11915.689394876361 317.64023913443089 9352.4623032063246 2535.7670130655169 1253.7454573512077 -leaf_count=18534 20960 23836 55832 29950 1949 23398 5847 651 51322 7856 9814 4251 13089 32896 44522 23780 83037 33620 1931 1281 4845 4829 4775 9802 10318 66350 2558 54277 16078 7792 -internal_value=0 -0.00438624 0.0345426 -0.0178842 0.00181098 0.0072863 -0.00260607 -0.0246157 0.0267898 0.0354589 0.0199341 0.00694956 0.0501001 -0.00164602 -0.0359783 -0.00119456 0.000486405 -0.0135394 -0.0162433 -0.00634738 0.00124758 -0.00840962 7.16127e-05 0.00451768 -0.00246099 -0.0151993 -0.0470288 0.0122371 0.0180256 -0.00634051 -internal_weight=0 92230.4 12115.7 29021 63209.4 28223.7 34985.8 1462.29 9593.22 4501.61 2184.88 1454.21 2316.72 33523.5 5619.24 33063.4 27444.7 23401.7 17012 1128.47 12714.8 3216.34 2139.08 9498.44 4524.26 16454 557.998 15508.9 6156.45 6389.7 -internal_count=669980 505575 164405 205257 300318 152158 148160 6498 108573 57251 23202 13388 34049 141662 63056 139713 115933 142201 104459 9137 57967 14449 9620 43518 20120 99970 4489 94191 39914 37742 +left_child=2 18 -1 4 17 8 -4 22 -5 -8 -11 12 -7 14 16 19 21 -3 -2 20 -10 27 24 -20 -6 29 -27 -13 -14 -15 +right_child=1 3 6 5 7 11 9 -9 15 10 -12 13 28 25 -16 -17 -18 -19 23 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 +leaf_value=-0.032496356658249514 0.039699035844592827 0.022877058899787962 -0.0044214358914436433 0.0054246380113524683 -0.00075268137862250146 0.0084508446692715851 -0.004137726666679057 0.0080997742442864441 -0.047348314496442868 -0.028584011051480052 -0.014114783899678685 -0.036013554425407421 -0.03042030765128137 0.0032865196929633238 -0.016655880761022274 -0.0064829380751462874 0.01434893036094171 0.0086974648722074593 -0.46582565147101046 0.041791535133644739 0.022404406194268513 -0.0050566856861784526 -0.012316257801316288 0.019091106419740343 0.012618100634425703 -0.025833929630987337 0.031704081296940495 -0.15049158687322683 0.00083872838769818514 -0.013356926796692299 +leaf_weight=1484.3996360860765 612.33666101843119 1127.2776789925992 4468.0194602459669 2220.5497258007526 14053.459560263902 5086.3911277800798 1518.3461302742362 5660.5135557986796 69.291735917329788 1902.8342008665204 5777.211212515831 59.217713616788387 154.59281177818775 5340.8985722735524 2263.7730193883181 17156.083345152438 582.62340035289526 8024.8553881458938 0.72028419375419517 173.01921400427818 105.09027604758739 614.60551627725363 1217.2366244290024 1763.1203549355268 987.16452741622925 509.51469000428915 118.99566741287708 14.418550491333006 48290.487799469382 600.78722920268774 +leaf_count=18534 18523 11838 32389 8956 63683 39742 10537 24095 277 16201 35507 781 555 20312 8693 72726 2746 55336 4 686 406 2564 5149 36638 3651 2255 388 108 174545 2155 +internal_value=0 0.00115788 -0.0138745 0.000678272 0.00412997 -0.000608262 -0.0118519 0.00149352 -0.00470856 -0.0154611 -0.0176997 0.000662622 0.00147174 -0.00362374 -0.0103987 -0.00599409 0.000747243 0.010444 0.0242547 0.0181472 -0.00531225 -0.0107671 -0.000806591 0.0188931 0.000124886 2.10312e-05 -0.0149403 -0.0584292 0.000738978 0.00160364 +internal_weight=0 116807 15150.8 114431 31070.5 83360.3 13666.4 21918.4 19724 9198.39 7680.05 63636.3 53531.5 10104.8 3534.64 17503.5 1270.87 9152.13 2376.18 347.401 174.382 688.242 16257.9 1763.84 15040.6 6570.2 628.51 73.6363 48445.1 5941.69 +internal_count=669980 556812 113168 501647 163752 337895 94634 96578 83051 62245 51708 254844 214842 40002 14892 74095 6199 67174 55165 1369 683 3453 72483 36642 67334 25110 2643 889 175100 22467 is_linear=0 shrinkage=0.1 @@ -2140,18 +2140,18 @@ shrinkage=0.1 Tree=112 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 1 1 8 10 9 1 1 7 8 8 6 1 8 2 10 12 1 6 8 12 8 4 1 3 11 -split_gain=892.855 219.982 97.228 93.5231 41.0797 41.0765 43.0707 35.5653 33.1817 37.9732 31.9522 50.4666 27.383 30.5139 28.9693 28.6696 27.2638 26.9772 31.532 26.0178 25.0824 43.162 26.8136 24.6391 26.3674 28.8114 28.8757 26.9706 26.3178 26.0387 -threshold=0.0057466159744883156 0.041695003880845613 0.61669938701511817 0.0011156456725945267 0.94689973200461208 0.0020774677037193119 0.040936703276809518 41.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.12690390494205708 0.0047723511998018385 0.49074074074074076 45.500000000000007 49.500000000000007 0.57518796992481214 0.011773807061458299 16.500000000000004 0.014344910899344246 1.0000000180025095e-35 1.0000000180025095e-35 0.00954949717793745 0.16333333333333336 26.500000000000004 1.0000000180025095e-35 17.500000000000004 0.20416666666666669 0.0090689764012281526 0.049913263289709457 1.0000000180025095e-35 +split_feature=0 0 0 3 10 4 9 8 7 3 1 3 2 0 1 1 8 10 8 11 9 1 8 7 1 0 8 2 1 0 +split_gain=537.591 87.9103 55.9497 45.2083 32.6528 29.2888 28.4069 25.4562 25.9853 23.6846 22.6674 21.8762 19.0281 19.2449 18.9915 19.1082 17.8255 17.1219 18.4472 20.4945 24.7298 16.7738 18.1163 27.0374 51.5146 52.5814 16.6763 16.3101 17.093 17.5509 +threshold=0.010383107181019525 0.032347618849016789 0.0025170627299014267 0.93909419801348526 1.0000000180025095e-35 0.21980676328502416 1.0000000180025095e-35 45.500000000000007 0.49074074074074076 0.84199627738121885 0.00083047647103313158 0.080939212771562727 0.76468729250686385 0.94689973200461208 0.0013794124553628817 0.08667992138836153 38.500000000000007 1.0000000180025095e-35 46.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.012092287057335043 41.500000000000007 0.79285714285714304 0.0017130722064408758 0.003499549649986194 15.500000000000002 0.83927177908205797 0.0039230821236290138 0.79218779667370998 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 5 8 -1 23 19 7 -7 12 10 11 -10 15 -14 -15 17 -11 18 -3 -2 22 -22 -20 24 25 26 -4 -26 -25 -29 -right_child=1 2 4 -5 -6 6 -8 -9 9 16 -12 -13 13 14 -16 -17 -18 -19 20 -21 21 -23 -24 28 27 -27 -28 29 -30 -31 -leaf_value=-0.079575514510248052 -0.024860238748231022 0.062808345476468699 0.01442377452424164 -0.041299143336777977 0.052860846462388922 -0.0053386221722386794 -0.023560551194283848 0.029896592278877046 0.0049737948562437045 0.0059965401703659044 -0.009728514237892014 0.024494120221502321 -0.0076471710217879728 0.043237382098714978 -0.07002894611961262 -0.0075158409479176907 -0.012430956587245622 0.0067396744221941323 0.0012267456733396813 0.016909087940609201 -0.034861910165549181 -0.0030123820996765267 0.037329680510867436 0.02657857472135515 -0.053525337811126263 -0.029164391942339375 0.063335657548365051 0.016959198338660549 0.012262329536791758 -0.017746128924676325 -leaf_weight=878.30828472413123 2422.9168724771589 75.455052442848682 632.849824026227 2336.4944143397734 287.55743961781263 4857.6854857783765 1310.550988201052 304.41763772815466 2412.5363493561745 2739.4136376753449 544.91608820110559 2936.5244923606515 4191.9147096052766 197.69317888468504 25.492439948022366 2341.2264732718468 1135.7611480876803 13088.685326270759 2936.8169069886208 158.90756726451218 533.42566602677107 2102.9580296501517 221.21244207397103 2079.5749485045671 110.22799052298069 118.479925557971 149.14404529333115 417.63521131873131 3356.8268250375986 448.18519496917725 -leaf_count=82165 68052 546 2737 132619 2524 99302 26845 5356 12200 14296 2801 14014 28761 1158 146 15900 6335 80648 19785 2790 4265 14022 1213 11197 483 529 696 1876 14696 2023 -internal_value=0 0.00254421 0.00552193 -0.0517565 0.0157863 -0.0116248 -0.00737095 -0.00326074 0.00332336 0.00828467 0.01334 0.0156901 0.00143854 -0.00572892 0.0303 0.00292424 0.000595691 0.00421351 -0.00141935 -0.0222894 -0.00225573 -0.00945657 0.00375567 0.0143284 0.00444868 0.0167899 0.0237524 -0.00693694 0.0177387 -0.00100574 -internal_weight=0 52139 43084.5 3214.8 7600.48 9054.48 6472.65 5162.1 35484 9769.15 5893.98 5349.06 25714.9 4415.1 223.186 21299.8 3875.17 18958.6 5869.87 2581.82 5794.41 2636.38 3158.03 7312.92 1876.52 900.474 781.994 976.048 5436.4 865.82 -internal_count=669980 455196 252851 214784 36761 202345 131503 104658 216090 49646 29015 26214 166444 30065 1304 136379 20631 120479 39831 70842 39285 18287 20998 34237 8344 3962 3433 4382 25893 3899 +left_child=2 5 -1 10 7 9 12 8 27 11 -4 -2 13 -6 16 17 -13 -16 -19 20 -20 22 -5 -24 25 -25 -12 28 29 -3 +right_child=1 4 3 21 6 -7 -8 -9 -10 -11 26 14 -14 -15 15 -17 -18 18 19 -21 -22 -23 23 24 -26 -27 -28 -29 -30 -31 +leaf_value=-0.043091611543551622 0.0028927571481512462 -0.004176379313404005 -0.043097430105990236 -0.0031727042220429432 0.0095000097590079609 0.016579604299783699 0.0022284328278046601 0.013100557616563424 -0.0039427377361285166 0.00056501262754304828 0.041803898121503917 -0.0012882729512838295 0.037979179835558791 0.047804018745331793 -0.011706875761151463 -0.029611352865012042 -0.036783653708482203 0.0084039430650651396 -0.0014006492129381215 0.011156566387196806 0.39300260046050484 -0.036591372987501564 0.032983153678004536 0.074016239341826356 0.06274141905264001 1.2440439126345488 -0.024408882551610049 0.015338433372451617 0.0033715190041765592 0.04061072252339628 +leaf_weight=1761.4068936589174 742.81991515122354 4396.9732110276818 747.64650473371148 888.55572900455445 10043.434001654387 457.74613629095256 6457.8878967687488 2049.3082511425018 6829.4567640610039 1730.0090663358569 38.569663908332586 180.05555569380522 249.01977329701185 132.90338655561209 2704.8822019100189 548.07394556701183 660.38598671555519 259.49296575784683 2.4982026480138284 7.5854925774037838 4.3720301352441311 140.46852975524962 55.397434898652136 0.66552794817834982 3.5771938310936093 0.90830744430422783 2758.629075717181 1011.0962907671928 27523.260721817613 89.273323282599449 +leaf_count=140603 14341 26145 23788 30850 38511 6244 25935 9330 36087 26851 996 3271 1306 1055 40695 8122 12654 3155 27 86 31 4200 1740 32 116 28 76070 8772 128509 430 +internal_value=0 0.00244214 -0.0279205 -0.0221544 0.00372731 -0.00790947 0.00744019 0.00223121 0.00167225 -0.00954828 -0.0276301 -0.0129721 0.0106686 0.0100003 -0.0156704 -0.0124514 -0.0291792 -0.00929412 0.0145287 0.124473 0.249587 -0.00433951 0.000433809 0.0533598 0.272503 0.749274 -0.0234959 0.00283356 0.00243856 -0.00328515 +internal_weight=0 66080.5 6395.82 4634.42 58782.6 7297.92 16883.2 41899.4 39850.1 6840.18 3544.85 5110.17 10425.4 10176.3 4367.35 3526.9 840.442 2978.83 273.949 14.4557 6.87023 1089.57 949.104 60.5485 5.15103 1.57384 2797.2 33020.6 32009.5 4486.25 +internal_count=669980 391557 278423 137820 276080 115477 66807 209273 199943 109233 100854 82382 40872 39566 68041 52116 15925 43994 3299 144 58 36966 32766 1916 176 60 77066 163856 155084 26575 is_linear=0 shrinkage=0.1 @@ -2159,18 +2159,18 @@ shrinkage=0.1 Tree=113 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 8 8 3 6 5 7 12 8 8 8 9 8 8 3 1 2 10 2 0 2 5 3 0 2 8 2 -split_gain=385.5 70.7823 40.6675 40.0692 18.4994 23.4952 16.3321 14.8287 13.7552 16.0375 16.8529 19.2918 32.0393 22.7837 17.8864 17.7342 17.4659 15.2891 15.414 13.4151 19.4916 17.859 16.5194 13.7286 12.8067 13.2648 12.5993 12.7733 12.4642 12.2417 -threshold=0.0033727556607198888 0.032574842893888067 0.00070500221610781094 0.89595482816428185 39.500000000000007 41.500000000000007 0.83731704867036083 1.0000000180025095e-35 0.054093567251461992 0.037749287749287756 1.0000000180025095e-35 40.500000000000007 36.500000000000007 44.500000000000007 1.0000000180025095e-35 67.500000000000014 36.500000000000007 0.68146800760320148 0.08667992138836153 0.0081827070792699613 1.0000000180025095e-35 0.32701189696855848 0.0010283167396347157 0.0050504475611878865 0.43650793650793657 0.98700496287212758 0.052764390047258213 0.012484564718213834 39.500000000000007 0.60060999209537747 +split_feature=1 1 3 1 3 3 2 8 5 5 1 0 0 4 12 8 8 8 2 3 9 3 1 2 8 7 0 5 5 8 +split_gain=364.468 55.806 31.6361 32.4115 31.1417 15.5874 14.4592 13.7338 12.3998 13.5235 10.6065 11.3783 10.5957 10.8065 9.68877 17.436 40.0357 16.205 16.0089 21.5347 15.9708 13.2375 11.9061 13.1329 11.3331 11.1586 12.924 10.3768 11.7851 10.1008 +threshold=0.0038503149877588496 0.013873790547772432 0.83731704867036083 0.00070500221610781094 0.84199627738121885 0.98576145862556908 0.66863465235986319 39.500000000000007 0.38750000000000007 0.35416666666666669 0.0025714732682952852 0.21392208293850654 0.012030936237344756 0.10912698412698414 1.0000000180025095e-35 41.500000000000007 19.500000000000004 44.500000000000007 0.0065333944835650254 0.93701523766364236 1.0000000180025095e-35 0.087612160102604378 0.13755980564115303 0.11255934054276982 45.500000000000007 0.62828947368421062 0.026653404088169907 0.040969899665551847 0.069047619047619066 11.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 8 19 7 -4 -6 9 10 11 12 -3 -13 28 29 -12 18 -18 20 -2 -21 23 -22 -8 -26 -5 -28 -14 -15 -right_child=1 3 6 26 5 -7 24 -9 -10 -11 16 13 14 15 -16 -17 17 -19 -20 21 22 -23 -24 -25 25 -27 27 -29 -30 -31 -leaf_value=-0.069106320518094788 0.0087518436246815986 0.0062911665851751175 -0.044042311852137729 0.031957898513043113 -0.013789282104380319 0.010594145790718674 -0.025417515414292952 -0.036334997470713094 0.016364564486468072 -0.0035196745646166694 0.0035576770100749439 0.11771861266516404 -0.048249265108476248 0.012975288766467991 -0.064888839451016034 -0.12528378916053159 -0.0049939236984534912 0.032402926982172599 0.0151747975252901 -0.0089169656668684032 0.14117242815323935 0.0083278522102319587 0.083254588642551308 0.74341796401470051 0.024728795068807888 0.31096969889314174 -0.0069023743237423473 -0.19131735820123882 -0.0078049775249686166 0.091018739235868951 -leaf_weight=437.18954565702006 102.33209977578372 2377.4259418733418 881.82423349423334 730.53523698449135 1502.5723015177064 335.08520316053182 751.0151724005118 362.01113774999976 1097.8323948718607 1998.9289582818747 2503.115306943655 21.578605718910694 80.534967016428709 703.01211589574814 61.780288394540548 9.0979609005153161 449.00145018100739 422.31690086424351 2428.0617041513324 1773.6970392325893 0.8132915580645228 907.95251844450831 28.492867632769048 0.70803205762058496 6.3213762864470464 2.1763542257249355 30.860109835863113 4.276345118880271 1415.4488521926105 20.690343622118235 -leaf_count=100487 3824 18982 124602 5148 77029 11614 99441 20592 6514 18536 20356 123 825 4660 748 71 7307 4563 13813 73218 29 41547 777 26 597 210 177 22 13934 208 -internal_value=0 0.00331415 -0.0420038 0.00688689 -0.00691488 -0.0137853 -0.0347847 -0.0181666 0.00563276 0.00468954 0.00625355 0.00179547 -0.00101275 0.0164445 -0.0121598 0.0134623 0.00985656 0.0146353 0.0120272 -0.00154434 0.0295357 -0.00307822 0.100397 0.421461 -0.0240362 0.098038 0.0291446 -0.0293469 -0.00998226 0.0152065 -internal_weight=0 19368.2 2078.53 14354.5 5013.66 2199.67 1641.34 1864.58 13588.8 12491 10492.1 4689.57 3935.19 754.379 1557.76 732.8 5802.5 3299.38 2877.06 2814 132.346 2681.65 30.0142 1.52132 759.513 8.49773 765.672 35.1365 1495.98 723.702 -internal_count=669980 344643 325337 115987 228656 109235 224850 97621 110640 104126 85590 39551 34489 5062 15507 4939 46039 25683 21120 119421 4656 114765 832 55 100248 807 5347 199 14759 4868 +left_child=2 4 10 -4 6 -5 -2 -8 9 14 -1 -12 -10 -14 15 16 18 -17 19 -3 22 -19 -18 -24 -23 26 29 -20 -29 -16 +right_child=1 8 3 5 -6 -7 7 -9 12 -11 11 -13 13 -15 25 17 20 21 27 -21 -22 24 23 -25 -26 -27 -28 28 -30 -31 +leaf_value=-0.045831542913644156 -0.01867820414991447 -0.031855524049019451 -0.046988586297031863 -0.018075230751474339 0.006081684947827912 0.012519288901449988 0.016681863893140948 -0.015640157574120111 0.044086226371819609 -0.14259765519444004 -0.021027397041293458 -0.055924920647449507 0.008142579865644756 0.036759539281108713 -0.07440644692370596 0.085610335967142126 -0.011827849729094432 0.03173753837673992 0.00796961418310972 0.070527317957250119 -0.0388752532228826 -0.08673664637227313 -0.0085801476389870106 0.0091540943314783654 0.0076251903760905116 -0.0018776324589643751 0.0063059237200667473 0.1971036261537199 0.033929482647275321 0.015863805752545878 +leaf_weight=1282.1916526486166 1851.8356912666932 178.95694928243756 352.87056082673371 821.52571942610666 1060.8959073210135 208.8659833194688 256.35150435287505 269.83528457581997 117.50555969774723 6.2072696238756171 408.48336143326014 121.1376318926923 885.44556972756982 155.06949116662145 12.473481357097624 29.888712368905544 1643.0678705070168 255.8136263564229 3833.1093741878867 23.208227980881929 152.55902633816004 12.874065294861792 847.19732554256916 823.43962046504021 1120.8636440355331 1261.3804939370602 7991.0753613337874 4.6708437316119662 84.505761655047536 1984.4581261985004 +leaf_count=122035 81623 876 77874 81217 42335 25387 10761 12181 708 27 27756 9660 4177 707 93 153 27521 1645 32542 316 2296 107 3472 4588 7845 11113 63684 36 542 16703 +internal_value=0 0.00365948 -0.0322196 -0.0208314 -0.00816558 -0.0118736 -0.0145217 0.00010672 0.00555762 0.00498253 -0.0409142 -0.0290093 0.0156219 0.0124074 0.00502775 0.00258422 0.000681933 0.012757 0.00733972 -0.0201021 -0.00724006 0.01119 -0.00578362 0.000160876 0.00655367 0.00698488 0.00810413 0.00875415 0.0424761 0.0152999 +internal_weight=0 24862.7 3195.07 1383.26 3438.92 1030.39 2378.02 526.187 21423.8 20265.7 1811.81 529.621 1158.02 1040.52 20259.5 9010.16 7590.71 1419.44 4124.45 202.165 3466.26 1389.55 3313.7 1670.64 1133.74 11249.4 9988.01 3922.29 89.1766 1996.93 +internal_count=669980 326051 343929 184478 146900 106604 104565 22942 179151 173559 159451 37416 5592 4884 173532 81939 72189 9750 34312 1192 37877 9597 35581 8060 7952 91593 80480 33120 578 16796 is_linear=0 shrinkage=0.1 @@ -2178,18 +2178,18 @@ shrinkage=0.1 Tree=114 num_leaves=31 num_cat=0 -split_feature=2 2 3 2 2 6 1 8 12 8 12 2 8 10 8 8 3 3 0 7 12 8 8 8 12 3 4 3 6 3 -split_gain=823.163 302.091 142.746 129.997 59.4152 43.6625 31.9671 30.8917 90.2365 101.37 64.8689 64.7993 54.1419 48.3225 44.0364 28.7847 28.682 28.1132 26.1063 33.2573 34.315 58.6972 31.7152 38.2379 40.1687 34.01 30.6993 26.0864 25.6632 27.7716 -threshold=0.030861927778056301 0.35610933075600715 0.98977190391780401 0.80712088824194461 0.088105343035287553 0.49358974358974367 0.0033727556607198888 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.010397419492791446 27.500000000000004 1.0000000180025095e-35 34.500000000000007 58.500000000000007 0.97224602103302826 0.028290366334904966 0.044221323743365702 0.57518796992481214 1.0000000180025095e-35 26.500000000000004 32.500000000000007 39.500000000000007 1.0000000180025095e-35 0.18692438053396662 0.41101055806938164 0.099236128261346188 0.67204301075268824 0.19625228217899957 +split_feature=2 1 6 2 2 1 1 2 6 7 3 7 7 9 7 8 8 10 9 1 1 8 3 12 6 4 6 7 6 8 +split_gain=135.847 66.4978 37.2807 36.0068 24.6889 23.2741 21.8397 17.979 16.9503 17.8523 16.034 15.0712 14.5685 14.354 37.7925 13.6929 12.9699 12.4314 26.7219 19.7896 18.4097 21.4606 15.3568 14.7297 13.092 19.3309 12.8463 23.3081 13.3613 13.6266 +threshold=0.054813919501655754 0.22033040356494243 0.31698564593301443 0.0033675896810706572 0.016892787787193182 0.027442770971085804 0.0071597239060879675 0.19821811744301146 0.28801843317972359 0.69782608695652182 0.085227728634247588 0.47883597883597889 0.057983193277310933 1.0000000180025095e-35 0.10435571687840291 40.500000000000007 42.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.001008387740506585 0.003074389427157642 20.500000000000004 0.023607657396327236 1.0000000180025095e-35 0.2752525252525253 0.63211600429645554 0.2752525252525253 0.14119601328903655 0.20942982456140355 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 7 18 -2 6 -5 10 9 11 14 -9 13 -12 16 28 -1 -13 19 20 -3 -22 25 -24 26 -20 27 -25 -6 -30 -right_child=1 3 -4 5 15 -7 -8 8 -10 -11 12 17 -14 -15 -16 -17 -18 -19 22 -21 21 -23 23 24 -26 -27 -28 -29 29 -31 -leaf_value=-0.034599274778785535 -0.010346587794726079 0.01437293749082182 -0.062011015061679643 0.01874528412999139 -0.002223689207873599 0.029359399891556993 0.0043654829487998542 0.16894297277986617 -0.041714439949390475 -0.044994082249220593 -0.017231615111467032 -0.04223094319493112 -0.051555896289936815 0.043673096413146907 0.049796338890033834 -0.067436703434998982 -0.062328898833117687 0.019027738327735511 0.015551326724128053 -0.0017845321227669749 -0.014986017977713548 0.011644542160679441 -0.0099533012393246481 -0.016828009242375173 0.010801634557500363 0.0012690918197040353 -0.018739036284383614 0.002921001016333863 0.034937364983796605 0.0040005442956902856 -leaf_weight=671.3136772736907 10394.015512462705 8157.1759378612041 1362.3179216310382 4870.5867174938321 29418.446781523526 2580.6500432938337 2264.833445943892 27.590859338641167 845.68510709516704 354.00434573367238 1548.6457298994064 82.599076673388481 438.0735203102231 142.23571202345192 45.542792534455657 66.319819338619709 839.4412546325475 805.41594920307398 3526.3691085577011 2580.5026180297136 1239.6332491785288 2490.5248645544052 2828.3617270290852 742.40250605344772 4270.5076029747725 3162.6127694994211 884.08396023511887 6750.2178698182106 354.36671251058578 1601.6953256726265 -leaf_count=14745 108063 33791 50520 29066 173774 16828 11741 523 18416 8242 30770 1292 9203 2638 882 393 21244 8339 14602 10694 5142 10348 11962 3134 17951 13218 3859 28253 1807 8540 -internal_value=0 0.00236846 -0.0328815 0.00792913 -0.00379215 0.0182125 0.014181 -0.0260401 -0.0164077 0.000449105 -0.031569 0.018019 -0.0202254 -0.0121084 -0.0470865 -0.00162533 -0.0500071 0.0133297 0.00520166 0.00850586 0.0107397 0.00279448 0.00304485 0.00055793 0.00290861 0.00879855 -0.00111531 0.00096418 -0.00148621 0.00960516 -internal_weight=0 88183.3 7162.87 46348.5 41834.8 9716.07 7135.42 5800.55 2115.3 1269.61 3685.25 915.606 2128.95 1690.88 1556.3 31440.8 1510.75 888.015 36632.4 14467.8 11887.3 3730.16 22164.6 15475.6 12647.2 6688.98 8376.7 7492.62 31374.5 1956.06 -internal_count=669980 503166 166814 210589 292577 57635 40807 116294 36812 18396 79482 10154 42611 33408 36871 184514 35989 9631 152954 59975 49281 15490 92979 65159 53197 27820 35246 31387 184121 10347 +left_child=1 3 5 -1 -3 8 11 15 17 12 -4 -5 -10 14 -14 -7 -8 -2 19 -19 26 22 -22 24 -23 -26 28 -28 29 -20 +right_child=2 4 10 6 -6 7 16 -9 9 -11 -12 -13 13 -15 -16 -17 -18 18 20 -21 21 23 -24 -25 25 -27 27 -29 -30 -31 +leaf_value=-0.040135175445102131 0.0025862009304640351 -0.044358918890938674 0.011473395490047609 -0.00037494825906219162 -0.018685724073637871 -0.0053527609039325207 -0.010349532619949109 0.00024037629508183138 0.10462234530715986 0.070599216971648684 0.00442481354165294 -0.011702347916962359 0.22192187699846491 -0.091685886213412116 -0.039024733335058466 -0.026315922009758682 -0.036934245114943635 0.021737914940942182 -0.01760708316997724 -0.0059253377805385176 0.088409498806910181 0.0072235392386609644 0.016805740912058262 -0.007783098638572794 0.014067667444939654 0.22351344021014674 0.23816616733894402 -0.010209019703004694 -0.04115548055964658 0.002790018625388458 +leaf_weight=301.00612287595868 57538.152794748545 559.53377335704863 3983.9712390899658 6813.14288912341 1133.1823907420039 6042.5716431587934 3172.7776459567249 11013.729417353868 6.8144102692604056 16.482963018119335 16991.830531179905 1419.2805921640247 5.855819769203662 46.09696090221405 106.31737905740738 328.52880723029375 194.78183920867741 268.6210226342082 456.80689491331577 6933.2968381494284 30.665648773312569 1723.9708841145039 1287.5189104676247 872.50790479034185 12.043120458722116 6.9495085328817359 6.1228296011686316 9.8667656481266004 97.215295031666756 1157.328770160675 +leaf_count=17634 234652 10876 20400 112655 11445 35490 37927 39031 27 73 63079 29370 24 196 439 2007 2710 1170 1927 28899 112 6473 4815 3389 46 26 23 38 401 4626 +internal_value=0 -0.00862678 0.00197527 -0.00598902 -0.0271721 0.00107195 -0.00510297 -0.00220552 0.00187921 -0.0286356 0.00576356 -0.00232781 -0.0385437 -0.0447078 -0.0254024 -0.00643374 -0.0118872 0.00195791 -0.000852562 -0.00489354 0.00428837 0.00806729 0.0184715 0.00282361 0.00813322 0.090705 -0.00431732 0.0849003 -0.00515091 -0.00298244 +internal_weight=0 13593.7 108943 11901 1692.72 87967.5 11600 17384.8 70582.6 181.568 20975.8 8232.42 165.085 158.27 112.173 6371.1 3367.56 70401.1 12862.9 7201.92 5661 3933.66 1318.18 2615.47 1742.96 18.9926 1727.34 15.9896 1711.35 1614.14 +internal_count=669980 222617 447363 200296 22321 363884 182662 76528 287356 759 83479 142025 686 659 463 37497 40637 286597 51945 30069 21876 14861 4927 9934 6545 72 7015 61 6954 6553 is_linear=0 shrinkage=0.1 @@ -2197,18 +2197,18 @@ shrinkage=0.1 Tree=115 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 2 0 8 8 8 12 1 12 10 8 3 1 6 4 6 3 3 2 12 7 12 10 4 1 2 8 -split_gain=1359.67 655.102 233.531 172.638 157.11 78.7238 72.4344 71.3161 57.7241 93.4638 89.0432 76.5556 71.9845 63.0817 55.0279 45.1324 51.5669 41.5952 40.2862 39.5844 38.1903 38.0341 36.8673 36.5937 38.4675 50.7816 36.5636 46.5973 31.7279 31.1966 -threshold=0.94723181509886289 0.20114037487766631 0.98977190391780401 0.057177059790092168 0.19076083981042186 0.022079143753657719 41.500000000000007 48.500000000000007 34.500000000000007 1.0000000180025095e-35 0.0033100200433532488 1.0000000180025095e-35 1.0000000180025095e-35 47.500000000000007 0.98233078139748187 0.002356117656147187 0.57518796992481214 0.56306818181818186 0.52506265664160412 0.023607657396327236 0.34002819534746692 0.17632637931153258 1.0000000180025095e-35 0.28801843317972359 1.0000000180025095e-35 1.0000000180025095e-35 0.28285714285714292 0.0037781928293468018 0.04207814095412054 28.500000000000004 +split_feature=3 0 0 3 7 12 8 0 3 8 12 8 0 8 12 8 12 2 2 2 1 8 8 1 10 12 2 2 4 6 +split_gain=251.073 102.449 46.9269 46.3021 38.4369 30.1282 29.0777 30.6753 25.7197 35.0743 23.1971 69.6594 25.5069 23.1585 27.2857 22.542 21.179 20.5648 19.5433 19.0987 18.7237 17.6163 40.0224 34.0947 38.4153 31.788 21.0184 18.5073 18.0191 21.1358 +threshold=0.094369134720010156 0.00087532177956937561 0.19979306634960378 0.032286757670179626 0.49074074074074076 1.0000000180025095e-35 40.500000000000007 0.023902369597890983 0.22679977695732426 58.500000000000007 1.0000000180025095e-35 18.500000000000004 0.19979306634960378 34.500000000000007 1.0000000180025095e-35 15.500000000000002 1.0000000180025095e-35 0.069970889394203845 0.0042030859327411374 0.18332592523951569 0.0050703539589219198 25.500000000000004 32.500000000000007 0.0014848034642950018 1.0000000180025095e-35 1.0000000180025095e-35 0.61676732637305076 0.019124757311331609 0.035759897828863352 0.67204301075268824 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 3 8 19 5 -3 15 -8 9 10 -2 13 -11 14 -10 16 22 18 -5 -1 -17 -20 -6 24 26 -26 -7 -28 -21 -24 -right_child=2 4 -4 17 6 23 7 -9 11 12 -12 -13 -14 -15 -16 20 -18 -19 21 28 -22 -23 29 -25 25 -27 27 -29 -30 -31 -leaf_value=-0.061153791051168388 0.058999712255211903 0.011639839718069964 0.063608586755789051 -0.010920302000934995 0.0017130459952491191 0.006542712118075427 -0.031507713274104891 0.036486364319689372 0.00080276318945475219 0.024457480898212848 0.016774443146160254 0.034008339733411698 -0.04181878911042592 0.034920062512915399 -0.068108748045710391 -0.010646444587887903 -0.012877622718264864 -0.03210310387120275 0.018897041522241892 -0.015906585694708611 -0.0020106155343429578 -0.028913934890942839 0.028336160213582678 0.013259784419369961 -0.0021347325632309166 -0.025957501888886021 -0.10106856123572246 -0.0041687750763436887 -0.036861285861616522 0.0072506877601863102 -leaf_weight=526.22881087660789 1796.0273622125387 15462.637668892741 2108.8516349494457 16322.472936443985 7633.2184808850288 5715.8210361599922 1397.8377198278904 173.39167369902134 1546.3520033508539 2187.2038256898522 691.76185375079513 1590.5259310305119 177.15209285542369 541.17293476313353 125.26432912051678 7283.6116449087858 1795.1046052128077 1169.3054645434022 180.73156098276377 940.68857628852129 17246.038835853338 2096.298946917057 1083.6477326154709 2187.9814329072833 5123.3586763441563 1084.1344580799341 71.49681855738163 162.23673155903816 3116.215708129108 1990.6910371035337 -leaf_count=7917 27189 97148 50520 104909 32642 26502 6469 786 11744 28138 8288 19820 1924 6950 1674 33366 7690 8750 1195 11418 71606 14152 4684 10374 23624 4892 318 754 35997 8540 -internal_value=0 -0.00377756 0.0337684 -0.0178628 0.00123627 0.00668992 -0.00297476 -0.0240043 0.0264981 0.0337282 0.0472584 0.0172741 0.0194917 0.00524566 -0.00436119 -0.00208251 0.00280738 -0.0138087 -0.0126586 -0.0353496 -0.00457486 -0.0251191 0.00543694 0.00135436 -0.000788338 -0.00629536 0.00495744 -0.0338095 -0.0320024 0.0146829 -internal_weight=0 92763.2 10764.3 24351.9 68411.2 29807.7 38603.5 1571.23 8655.46 4852.15 2487.79 3803.32 2364.36 2212.79 1671.62 37032.3 12502.7 19768.8 18599.5 4583.13 24529.7 2277.03 10707.6 14345 12157 6207.49 5949.55 233.734 4056.9 3074.34 -internal_count=669980 513733 156247 184338 329395 163612 165783 7255 105727 65539 35477 40188 30062 20368 13418 158528 53556 129006 120256 55332 104972 15347 45866 66464 56090 28516 27574 1072 47415 13224 +left_child=3 13 4 -1 15 -6 7 -5 19 -10 11 -9 -13 14 -2 -3 -15 -12 -17 -4 -14 23 -23 -20 27 -26 -27 -25 -24 -30 +right_child=1 2 8 6 5 -7 -8 10 9 -11 17 12 20 16 -16 18 -18 -19 21 -21 -22 22 28 24 25 26 -28 -29 29 -31 +leaf_value=-0.030649915419742532 0.038859756931595824 -0.012764773253700443 -0.00027032975483000284 -0.0017331713458738811 0.0022576153856892944 0.010467642240116983 -0.036101094804658736 -0.030563556926293145 -0.00087884438611677055 0.094117837425751305 -0.0057657508094735915 0.014986987267276633 -0.017973074935518342 -0.00021126404401184255 0.014070400659689142 0.026432740479779566 0.029294107460813946 -0.021930912412424178 0.0099614976768333981 -0.010625088436452643 0.0027575629411713638 -0.016683184216432782 0.00041783199330928581 0.012729817643884906 -0.0025549749220025188 -0.027961437303724575 0.032838579669193443 0.00157816489188502 -0.0049736038463005791 -0.036517923704916209 +leaf_weight=1435.0947868935764 892.72717310860753 1287.2314605582505 2417.0702619254589 2896.6185617744923 11754.428201692179 7212.3262160606682 465.19494357705116 972.76007892936468 9513.8981821984053 39.025649756193161 1006.8742038905621 851.58461466431618 757.55563222616911 830.50833047740161 883.41277731768787 291.27882053330541 344.06486891210079 3603.5468796491623 5048.5281520877033 6771.374244093895 1025.3952515050769 1505.1176049485803 44789.165683176368 1635.7951975353062 2134.7152856215835 928.77963500469923 60.565690323710442 16495.174711603671 3305.2960330918431 226.99847270920873 +leaf_count=18534 25652 5892 11043 22275 49748 34428 3817 6802 31592 129 6945 5219 5507 10051 22348 5373 7815 26708 35514 32000 6802 6432 180053 13653 9616 3878 246 68293 12716 899 +internal_value=0 0.000926136 0.000455736 -0.0137069 0.00134354 0.00537957 -0.0116071 -0.0105819 -0.00412393 -0.000490763 -0.013701 -0.0076945 0.000749535 0.0193258 0.0265301 0.00035845 0.00843167 -0.0184006 0.000579495 -0.00790121 -0.00605065 0.000480579 -0.000624658 0.00257422 0.000819581 -0.00942212 -0.0242394 0.00258428 -0.000124466 -0.00700076 +internal_weight=0 118367 115417 13014.6 96675.4 18966.8 11579.5 11114.3 18741.4 9552.92 8217.72 3607.3 2634.54 2950.71 1776.14 77708.6 1174.57 4610.42 76421.4 9188.44 1782.95 76130.1 49826.6 26303.6 21255 3124.06 989.345 18131 48321.5 3532.29 +internal_count=669980 567371 501505 102609 426741 84176 84075 80258 74764 31721 57983 24330 17528 65866 48000 342565 17866 33653 336673 43043 12309 331300 200100 131200 95686 13740 4124 81946 193668 13615 is_linear=0 shrinkage=0.1 @@ -2216,18 +2216,18 @@ shrinkage=0.1 Tree=116 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 3 4 7 8 10 9 2 8 3 8 8 2 12 7 10 4 7 1 8 8 2 7 3 6 4 1 -split_gain=764.547 192.595 83.0606 80.2589 42.3296 38.806 38.4554 30.0678 31.0701 31.3883 28.6245 26.3511 25.4484 25.2372 62.6042 36.583 25.037 21.8799 21.8518 21.0529 21.0032 20.9634 28.3708 26.339 43.2982 21.1304 20.6737 35.6167 22.8303 31.7232 -threshold=0.0051892025431287681 0.038297200739733729 0.46508427439233974 0.0010283167396347157 0.026108816249928734 0.13484848484848486 0.13574938574938578 64.500000000000014 1.0000000180025095e-35 1.0000000180025095e-35 0.050682483372512487 15.500000000000002 0.91548639025152101 45.500000000000007 47.500000000000007 0.43408251583188612 1.0000000180025095e-35 0.42481203007518803 1.0000000180025095e-35 0.68990384615384626 0.059114735002912061 0.27403495618299978 66.000000000000014 50.500000000000007 0.15369316296170601 0.14119601328903655 0.13020404387756693 0.49358974358974367 0.35038363171355508 0.017746474025025109 +split_feature=0 0 0 3 8 4 3 3 8 8 8 0 8 8 8 10 8 8 8 3 2 0 1 9 2 11 3 8 1 12 +split_gain=462.077 73.0126 51.3983 41.318 28.3574 25.9392 25.8482 30.6425 27.8012 25.2797 23.4326 22.1815 21.3604 18.125 17.7149 16.9457 16.449 16.4692 50.3266 21.158 17.0203 19.1008 16.413 16.2566 16.1205 16.7734 16.0468 19.7266 16.375 15.7245 +threshold=0.010383107181019525 0.049775222559007327 0.003606084995402244 0.86677849639516713 15.500000000000002 0.10620300751879701 0.042998076775577404 0.68940008758646909 27.500000000000004 39.500000000000007 39.500000000000007 0.023902369597890983 36.500000000000007 33.500000000000007 64.500000000000014 1.0000000180025095e-35 11.500000000000002 28.500000000000004 39.500000000000007 0.17386707425120038 0.08599418926704043 0.71168591046091711 0.10050504352831251 1.0000000180025095e-35 0.83180462505681707 1.0000000180025095e-35 0.6104183559200943 35.500000000000007 0.0046789067858949828 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 5 13 -1 10 6 11 8 19 16 18 -2 -13 17 15 -15 -10 26 -4 -6 -21 23 -23 25 -25 -16 27 -3 -28 -30 -right_child=1 2 4 -5 7 -7 -8 -9 9 -11 -12 12 -14 14 21 -17 -18 -19 -20 20 -22 22 -24 24 -26 -27 28 -29 29 -31 -leaf_value=-0.079283815407334021 0.033388545254038275 0.010556767207570344 0.030497318407560581 -0.041114834670370269 0.0041642555879154736 0.012055306239883322 -0.026531822869025348 0.10818493529378702 0.016725886071146126 0.0045348585673582213 0.0053852934223300765 -0.013437957769789968 0.0046146560696119021 0.024921988337688432 0.012788876254317154 0.16708601326286165 0.037683045786725322 -0.0050270755100208665 0.068169708639945356 0.016421432730982833 0.071687139381806486 -0.027778737904752795 0.19106679805990293 0.1200161747743913 -0.047288827795050621 0.046549098973949557 -0.00036417523512622893 -0.0083245838558391235 0.021235409891782908 -0.0073088179819509429 -leaf_weight=750.64876122400165 138.59947999380529 5681.3537607043982 526.37490234524012 2070.2523539755493 6739.0388926640153 647.38107517547905 1742.9875959046185 31.073591575026512 2043.9528605639935 1462.9233864843845 310.87817400693893 5164.6697822269052 919.96805749461055 32.294391147792339 912.05131853371859 41.184848338365555 790.53646808117628 4459.4508530460298 217.63162708282471 480.75260995328426 80.243944749236107 185.75544253736734 6.1188632994890204 17.69716988503933 122.83936183899641 232.69503851979971 16312.647045549005 1212.2142736651003 1161.1666822507977 585.76025890558958 -leaf_count=76699 2583 33736 3553 127650 28685 13368 45194 164 9315 6371 1569 120207 23736 184 5438 184 3596 31867 1771 2311 437 1125 38 104 704 1377 111252 8073 5739 2950 -internal_value=0 0.00217538 0.00487221 -0.0512717 0.0116882 -0.01149 -0.0134034 0.00994819 0.00968498 0.016431 0.0308689 -0.00972639 -0.0107085 0.0020802 0.0145142 0.104604 0.0225708 0.00142468 0.041517 0.0057137 0.0243265 0.0100327 -0.0207998 0.0146356 -0.0262208 0.0196514 0.00257769 0.00723654 0.000799353 0.0116643 -internal_weight=0 52260.2 43646.6 2820.9 12683.4 8613.61 7966.22 11628.5 11597.4 4297.41 1054.88 6223.24 6084.64 30963.2 1550.64 73.4792 2834.49 29412.6 744.007 7300.04 560.997 1477.16 191.874 1285.28 140.537 1144.75 24953.1 6893.57 18059.6 1746.93 -internal_count=669980 465631 260543 204349 57772 205088 191720 50879 50715 19282 6893 146526 143943 202771 9154 368 12911 193617 5324 31433 2748 8786 1163 7623 808 6815 161750 41809 119941 8689 +left_child=2 4 15 9 -2 14 -6 10 -9 -4 13 23 -10 -8 16 -1 -3 20 26 -20 21 -18 -14 -12 -15 -26 28 -28 -19 -22 +right_child=1 5 3 -5 6 -7 7 8 12 -11 11 -13 22 24 -16 -17 17 18 19 -21 29 -23 -24 -25 25 -27 27 -29 -30 -31 +leaf_value=-0.040149617584995204 0.031117953181554386 0.023312063697457461 -0.015043527401302588 -0.00710965655581779 0.016101844828159559 0.0083247653023287137 -0.0082638080992378654 -0.0093396192876158673 0.044342990294939273 -0.036881787240826865 -0.026990324861612992 -0.010067552417857603 0.006035590281318514 0.0050569375992825308 0.052063673873802598 -0.0056211291776301631 0.011008077555147315 -0.0015960469978507552 0.0042844982080625562 -0.0019047075734460368 0.0009393203135202215 -0.0068234430907399826 -0.03419143831261031 0.061683132455972879 0.0086360751915256599 0.097092429797619395 0.053325246957740879 0.015266059494153515 0.011222980133539586 -0.0066613086069588464 +leaf_weight=2218.0473004686646 211.46718979999423 379.85617120563984 885.42574311234057 1626.4390105064958 511.47376708872616 9906.1405473053455 1816.1130683757365 2023.2397702112794 140.5270797200501 1320.7682408448309 1499.8467238545418 2203.8005682937801 2212.7680808007717 405.59458258375525 72.495539762079716 151.86764801852405 2242.1437719762325 1192.3426153883338 11391.251760736108 10722.453451171517 6637.1768287196755 820.57349694520235 106.29886812344193 20.963798306882381 42.956305766478181 42.791882794350386 180.64326737821102 553.3634844198823 6066.5099553763866 4614.2610576972365 +leaf_count=160365 2443 1559 24263 46352 8433 37650 24231 28778 1626 37890 27454 24816 29044 4910 342 9553 11075 5334 46803 51807 30113 3245 1433 262 658 589 826 2955 23280 21891 +internal_value=0 0.0021871 -0.0263606 -0.0192024 -0.00515528 0.00369338 -0.00585094 -0.00691879 -0.000656738 -0.0281173 -0.0115725 -0.0164783 0.00648572 -0.0036539 0.00267096 -0.037937 0.00259103 0.00241384 0.00374153 0.00128349 -0.000378648 0.0062306 0.00419171 -0.025768 0.0133854 0.0527794 0.0105421 0.0246326 0.00911732 -0.00217773 +internal_weight=0 66017.1 6202.55 3832.63 11237.8 54779.2 11026.4 10514.9 4482.83 2206.19 6032.07 3724.61 2459.59 2307.46 44873.1 2369.91 44800.6 44420.7 30106.6 22113.7 14314.2 3062.72 2319.07 1520.81 491.343 85.7482 7992.86 734.007 7258.85 11251.4 +internal_count=669980 391557 278423 108505 154677 236880 152234 143801 60881 62153 82920 52532 32103 30388 199230 169918 198888 197329 131005 98610 66324 14320 30477 27716 6157 1247 32395 3781 28614 52004 is_linear=0 shrinkage=0.1 @@ -2235,18 +2235,18 @@ shrinkage=0.1 Tree=117 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 5 0 12 6 7 3 0 8 3 2 0 8 3 11 2 1 0 2 3 10 0 1 2 2 1 1 -split_gain=326.363 58.661 39.9329 36.7824 18.1421 16.3056 16.9977 15.9233 15.6943 17.022 13.7377 12.6298 13.3052 19.957 34.8344 18.5281 51.6617 115.843 68.5811 16.0948 88.9379 41.0059 35.0227 13.2426 19.3007 12.0444 10.8479 10.7917 10.7257 15.6933 -threshold=0.0033727556607198888 0.020408775773148116 0.00046469677241276175 0.78183057312111015 0.098387096774193564 0.015783955249461482 1.0000000180025095e-35 1.0000000180025095e-35 0.29520697167755999 0.092054754568763858 0.023310160776221483 46.500000000000007 0.41837075487015524 0.060691366594979958 0.0065231268862416059 49.500000000000007 0.99381794351875341 1.0000000180025095e-35 0.0022582895048525544 0.00070500221610781094 0.0047770057366679957 0.26086894598992905 0.92330260674583597 1.0000000180025095e-35 0.00043962906567910411 0.001653038648082808 0.87110358185636094 0.015828231182202418 0.0024816080293633626 0.0026649942801774745 +split_feature=1 1 3 0 1 3 8 1 3 2 7 3 8 3 12 8 5 1 2 3 9 8 8 2 0 0 8 7 2 0 +split_gain=316.006 46.2023 30.6043 29.8823 29.7674 14.492 12.2308 10.5704 10.3398 14.473 11.5555 10.4645 9.92461 12.8775 12.1723 41.9741 20.8813 15.0599 13.9992 14.4077 11.8799 11.2561 9.83171 9.82831 9.76208 9.70208 11.5564 9.48702 13.1689 9.25793 +threshold=0.0038503149877588496 0.018343695040845404 0.83731704867036083 0.023310160776221483 0.00070500221610781094 0.98576145862556908 39.500000000000007 0.0012127987707993041 0.057177059790092168 0.93042944834295571 0.18019480519480521 0.049913263289709457 41.500000000000007 0.10682533449015628 1.0000000180025095e-35 36.500000000000007 0.040969899665551847 0.89595482816428185 0.0033675896810706572 0.94723181509886289 1.0000000180025095e-35 39.500000000000007 39.500000000000007 0.32701189696855848 0.38852867858009205 0.18647636400650225 24.500000000000004 0.36038961038961043 0.21859407860619254 0.026653404088169907 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 -3 7 6 -5 10 9 -4 -2 25 -13 15 19 23 -17 18 -18 20 22 -22 -15 -14 -25 27 -27 -11 -28 -30 -right_child=1 3 8 5 -6 -7 -8 -9 -10 11 -12 12 13 14 -16 16 17 -19 -20 -21 21 -23 -24 24 -26 26 28 -29 29 -31 -leaf_value=-0.081069104366628855 0.00059024052464629192 0.0038522710433530494 -0.061703687499405496 0.013175732882166592 0.026696885862802573 0.01202842701039173 0.045828041080414321 -0.025319516625294552 -0.051148518582095959 -0.014745693466877714 -0.013030493549793493 -0.10071574590526472 -0.06327271700736925 -0.10044791005378653 -0.0082730519761218604 0.031461946903736882 0.63527177505755561 -0.10075017187258413 3.5800473159401771 0.18736671896765933 3.9952708098323981 1.0258747379149138 1.3686685872967006 0.40717692261765404 -0.0012191055786217988 -0.019059400026406326 0.0076297623804370846 -0.046518403350905957 0.74326657859182976 0.12447311585317962 -leaf_weight=207.14068416086957 1349.8100886121392 13759.138400288299 145.1623143190518 282.96079821139574 141.88236345630139 1250.3716886788607 365.17466062307358 555.40854381630197 437.46055130893365 143.21386518375948 1640.3268338795751 9.0249413391575199 31.863490733318031 0.79018212482333428 13.782051301095633 4.4818891170434645 0.13538754452019919 0.46810962492600083 0.19017734937369823 10.353694660589097 0.09766295924782753 0.088784508407115936 0.20420436933636665 1.5055749965831626 5.0011893860064447 557.29772786004469 2.7685699565336099 421.60579471755773 0.59227820206433524 1.3306124135851858 -leaf_count=55187 63824 136778 23531 1585 4406 6406 2539 34122 68253 26056 94983 1347 4277 178 1572 472 16 74 34 989 22 20 46 33 600 67232 390 74805 65 138 -internal_value=0 0.00298034 -0.0395046 0.00565266 -0.00836692 0.0187007 0.0315728 -0.00977007 -0.0346878 -0.0293536 -0.00688181 -0.0254558 0.0134624 0.0284047 0.0990381 -0.012566 0.163148 0.906782 2.35545 0.227259 0.577039 2.58127 0.201246 -0.0367251 0.0932781 -0.0281494 -0.0177847 -0.0384622 0.133641 0.31507 -internal_weight=0 19345.1 1994.56 15657.6 3687.43 1898.51 648.135 3545.55 1787.42 1349.96 2990.14 1204.8 77.9873 68.9624 25.3166 43.6458 5.27556 0.793675 0.325565 11.5345 1.18083 0.186447 0.994386 38.3703 6.50676 1126.81 561.989 564.82 4.69146 1.92289 -internal_count=669980 344643 325337 147308 197335 10530 4124 192929 270150 201897 158807 178366 9680 8333 2827 5506 596 124 50 1255 266 42 224 4910 633 168686 67825 100861 593 203 +left_child=2 3 7 6 -4 -6 -2 -1 9 10 11 -8 14 -14 15 16 18 20 -3 -20 21 -17 -19 -18 -5 26 -9 29 -29 -16 +right_child=1 12 4 24 5 -7 8 25 -10 -11 -12 -13 13 -15 27 17 23 22 19 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 +leaf_value=-0.051423680451852194 0.011095015114545338 -0.042865106971755738 -0.045263006013829571 -0.0098686430405329484 -0.01687741784177612 0.012710086043605604 0.48108618621353288 -0.011997642196296577 -0.0068940521165442269 -0.0016812316138538359 0.6523348387024831 0.0027785422379778303 0.029570806251311078 0.0077976964360645332 0.014104642716509175 -0.031816385906201165 0.026296145638844942 0.044120411028287419 0.0058287246378585095 0.057584991534396807 -0.040882235295594253 -0.0041641276683883561 -0.097257274112667061 0.080997560905183702 -0.025042206334480441 -0.052633804997902593 -0.036496664693052489 -0.0050627739728143139 0.014812505447338621 0.0063984471681383772 +leaf_weight=514.6875876118429 1004.7384736007079 58.24159113317728 332.79648361634463 1988.0061694355682 804.95208954904228 208.40305047342554 0.7174012772738928 261.9696502299048 743.48109751474112 4.0272641060873866 0.68617517594248045 1.2621292779222129 362.81804599612951 1080.9011454693973 1945.6655440814793 155.5902044493705 261.1815445907414 5.9334791004657736 4141.2124539967626 54.493745144456625 99.008958144113421 2731.961059903726 28.766524210572243 37.570816945284605 538.94804069725797 234.36999531742185 726.50057695433497 1318.1416250448674 446.21757930703461 7843.6495774555951 +leaf_count=58480 35953 359 77874 79298 81217 25387 30 21022 26835 227 32 55 2082 6797 14227 1663 1286 30 31073 786 1404 25714 110 248 28172 20404 59545 9268 4749 55653 +internal_value=0 0.00330743 -0.0306325 -0.00614309 -0.0193144 -0.0107926 0.00388138 -0.0394013 -0.00578014 0.117957 0.298703 0.176122 0.00527452 0.0132695 0.00467108 0.00155539 0.00761981 -0.007583 0.00582505 0.00650093 -0.00682198 -0.00565412 -0.0730826 0.0331753 -0.0131049 -0.0343411 -0.0300038 0.00671356 -3.61904e-05 0.00793008 +internal_weight=0 24853.2 3083.68 4281.87 1346.15 1013.36 1754.91 1737.53 750.174 6.69297 2.66571 1.97953 20571.4 1443.72 19127.6 7573.96 4552.7 3021.26 4253.95 4195.71 2986.56 2887.55 34.7 298.752 2526.95 1222.84 988.47 11553.7 1764.36 9789.32 +internal_count=669980 326051 343929 170602 184478 106604 63132 159451 27179 344 117 85 155449 8879 146570 62673 33752 28921 32218 31859 28781 27377 140 1534 107470 100971 80567 83897 14017 69880 is_linear=0 shrinkage=0.1 @@ -2254,18 +2254,18 @@ shrinkage=0.1 Tree=118 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 0 7 8 0 8 1 6 6 8 7 3 8 1 9 3 4 1 8 10 0 8 9 8 1 7 -split_gain=690.61 252.949 125.126 89.6471 86.8862 36.5846 34.6277 29.7627 40.3087 36.1649 28.8453 27.475 35.743 26.4269 26.3779 54.3234 45.0411 32.3275 40.9237 40.9408 28.163 26.3142 39.0969 26.1046 44.3372 54.8135 39.9415 36.0071 31.5928 30.4075 -threshold=0.02915937028640983 0.5534676638590762 0.0074800202466077537 0.9132818566857771 0.15369316296170601 0.013276378757063018 0.04083333333333334 47.500000000000007 0.0085060268799667677 45.500000000000007 0.0039974623828863574 0.67204301075268824 0.87867647058823539 58.500000000000007 0.47559523809523813 0.26306225436712788 37.500000000000007 0.01610090025168438 1.0000000180025095e-35 0.15782823163369611 0.63450834879406315 0.027442770971085804 48.500000000000007 1.0000000180025095e-35 0.37535227617836248 32.500000000000007 1.0000000180025095e-35 27.500000000000004 0.005740786649956176 0.37321428571428578 +split_feature=2 1 1 2 9 10 10 2 3 3 0 2 11 8 8 2 12 8 12 0 0 8 6 11 8 2 11 1 3 11 +split_gain=110.885 49.1912 47.9471 54.9793 27.4083 35.813 26.3883 23.8345 21.1262 20.7799 21.5099 21.8028 19.7109 21.5065 19.6321 19.1759 23.1996 22.732 18.9721 23.8184 18.5249 17.6738 17.4932 16.7001 16.5739 15.4579 15.1883 13.2546 14.4674 13.0517 +threshold=0.021658051321966919 0.27403495618299978 0.0040755249409591271 0.11014111308360493 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.0033675896810706572 0.087612160102604378 0.068719394421546107 0.0077273309528843549 0.05639940601995113 1.0000000180025095e-35 47.500000000000007 34.500000000000007 0.81515065625715799 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 0.66181430293257903 0.044221323743365702 15.500000000000002 0.52506265664160412 1.0000000180025095e-35 38.500000000000007 0.70396999548996608 1.0000000180025095e-35 0.0064014061518036305 0.026108816249928734 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 7 14 -5 -4 9 -9 11 -8 -3 -13 21 17 -16 -17 20 19 -19 -2 23 -23 24 27 28 -25 -6 -26 -29 -right_child=1 3 6 5 13 -7 10 8 -10 -11 -12 12 -14 -15 15 16 -18 18 -20 -21 -22 22 -24 26 25 -27 -28 29 -30 -31 -leaf_value=-0.058176011439318033 -0.0010935148991661539 0.0063307523624240303 -0.020134506196015749 0.037161023428699202 -0.0037943052221838603 0.013343099971306595 -0.050176184038031736 0.079130371707755318 0.017474176419706274 -0.080378133001478821 -0.014289840239676646 0.039597541591292029 0.011272855826133684 -0.060929871214307041 0.016247876101763346 -0.032515913890321706 -0.0087292271139650587 0.00060248608900127874 0.026677533064835092 -0.019209849659597489 -0.026472027480170912 -0.0038417421422606186 0.12073898686646119 -0.010052135760277392 0.063274125489822738 0.0063711729696916816 0.005805535953860008 0.0079512578823954568 0.023218217528923477 -0.0023422606738885284 -leaf_weight=1385.8721099793911 10501.313383858651 22196.972379565239 4104.1142865382135 1555.4314518123865 6254.9966688007116 1101.6523746326566 794.97046439349651 122.22632117569447 800.38806295394897 46.897951126098633 311.84728280827403 552.3450128287077 2303.4071957170963 68.609164699912071 494.75567770749331 1437.293686684221 1784.2827149145305 1456.3573658056557 265.49040142446756 3674.7588785886765 456.26469248533249 9168.0292791724205 25.260112598538399 3592.7996828258038 294.45202204585075 1887.9626648724079 2846.9698604941368 10944.507971346378 594.36303846538067 3889.7692286223173 -leaf_count=55812 94545 97642 81534 12640 30347 8375 18028 598 3628 206 6248 2679 10749 348 4334 15203 14471 13263 2426 33650 4072 46033 122 17914 1399 9068 13509 50366 2869 17902 -internal_value=0 0.0020719 -0.0314703 0.00978929 -0.00163931 0.0272859 -0.0243678 0.00800275 0.0256423 0.00735435 -0.0400652 0.00751858 0.0167513 0.00107915 -0.00699856 -0.0146035 -0.0193416 -0.0052704 -0.0116057 -0.0135865 -0.00215026 0.00118686 -0.00349944 0.00260844 0.00413299 0.0160113 -0.00304159 0.002569 0.0364882 0.00525214 -internal_weight=0 88317.6 6596.8 28679.3 59638.2 2657.08 5210.93 26022.2 922.614 25099.6 1106.82 25052.7 2855.75 39567.7 20070.5 3716.33 3221.58 16354.2 5396.61 5131.12 10957.6 39499.1 9193.29 30305.8 23866.1 2776.78 6439.77 21089.3 888.815 14834.3 -internal_count=669980 508358 161622 136517 371841 21015 105810 115502 4226 111276 24276 111070 13428 189877 181964 34008 29674 147956 49339 46913 98617 189529 46155 143374 111951 13336 31423 98615 4268 68268 +left_child=1 7 6 9 5 8 22 -1 14 -4 -11 -12 13 -6 -5 16 -16 23 21 -20 26 -14 -2 -17 -18 -7 -10 -27 -29 -13 +right_child=2 -3 3 4 12 25 -8 -9 20 10 11 29 18 -15 15 17 24 -19 19 -21 -22 -23 -24 -25 -26 27 -28 28 -30 -31 +leaf_value=-0.037806513072895467 0.0036710152088078557 -0.038423629448843359 0.0039492648931975629 0.014391301058140949 0.0033399045251970884 -0.0058401335381314933 -0.0019870807220499346 -0.0078461445934261201 0.0073526899441971952 0.00075369034058279949 -0.019086446313257725 -0.0021737753042233264 0.073225782584666652 -0.05907275503034265 -0.0080380570537821796 -0.0026134411531513629 -0.011318526064636953 -0.0030405870787480354 -0.0026256089017183772 0.048325693849793704 -0.0012680193630320111 0.019983594302487733 0.0092120814727652059 -0.06985254563935793 0.01591189976468518 -0.049622061296349329 5.0682893216465256e-05 -0.16259623167340514 -0.012102680105707607 -0.012516690058602993 +leaf_weight=283.10729707125574 40065.257322907448 686.27266928739846 1482.187694683671 2115.0389352440834 2150.1773936152458 4497.2270761206746 7350.0998157598078 4276.3528695888817 5505.9219283163548 1869.3061476051807 2395.3990260884166 2397.0115345492959 65.57796935737133 56.665898740291595 781.22941815108061 59.082694336771965 257.26913030445576 785.55875388532877 756.30340206623077 104.41634181141853 25674.141448386014 1265.6093459129333 6642.0227678325027 98.553311988711357 1703.9130298793316 143.74026327580214 5902.0833123996854 6.4882740229368201 412.68388034403324 2484.8068749494851 +leaf_count=17637 190883 12755 12198 8041 7525 18002 32394 104984 20922 16975 24025 16040 221 202 2877 239 886 3458 2631 456 94556 4462 29892 423 5852 492 22571 27 1364 16990 +internal_value=0 -0.0134634 0.0013979 -0.000477513 0.000854007 0.000160869 0.00358252 -0.00970645 0.00109972 -0.00703466 -0.00881459 -0.0112724 0.00840867 0.00173731 0.00671167 0.0023046 0.00653477 -0.00999493 0.0151255 0.00355544 0.000221863 0.0226065 0.00445898 -0.044651 0.0123398 -0.00779556 0.0035749 -0.0234179 -0.0144321 -0.00743824 +internal_weight=0 5245.73 117028 62970.4 52341.7 47942.9 54057.4 4559.46 42882.8 10628.7 9146.52 7277.22 4398.75 2206.84 5800.65 3685.61 2742.41 943.195 2191.91 860.72 37082.1 1331.19 46707.3 157.636 1961.18 5060.14 11408 562.912 419.172 4881.82 +internal_count=669980 135376 534604 281435 195207 179710 253169 122621 159825 86228 74030 57055 15497 7727 21776 13735 9615 4120 7770 3087 138049 4683 220775 662 6738 19885 43493 1883 1391 33030 is_linear=0 shrinkage=0.1 @@ -2273,18 +2273,18 @@ shrinkage=0.1 Tree=119 num_leaves=31 num_cat=0 -split_feature=3 3 3 0 3 3 8 12 8 0 8 4 7 7 2 1 8 12 8 2 10 2 4 6 8 8 12 8 1 8 -split_gain=1143.67 562.142 193.898 183.457 110.031 57.1545 50.8711 46.7721 78.7006 45.1306 41.6654 43.8453 37.0091 35.6243 35.391 34.4456 48.0698 55.663 33.5054 33.0456 39.2118 32.3393 31.6351 34.4818 30.7654 30.5703 90.5599 46.7534 34.8182 33.3391 -threshold=0.95605452262502544 0.27554835801862992 0.080939212771562727 0.00074303643721072051 0.78484206800563883 0.032286757670179626 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.19979306634960378 40.500000000000007 0.033908045977011504 0.73508771929824568 0.57518796992481214 0.0056255489474314824 0.003706120562552278 16.500000000000004 1.0000000180025095e-35 15.500000000000002 0.19435759741937519 1.0000000180025095e-35 0.05639940601995113 0.54142857142857148 0.048809523809523817 26.500000000000004 32.500000000000007 1.0000000180025095e-35 16.500000000000004 0.038943813949641366 40.500000000000007 +split_feature=3 0 3 0 7 4 3 2 2 8 12 2 8 8 8 12 7 0 8 8 1 10 11 8 1 12 2 11 2 8 +split_gain=207.847 82.8261 45.6987 38.8989 24.7584 24.3582 21.2601 21.9801 19.9624 20.4999 47.9218 26.09 29.8162 23.0584 22.8574 21.2048 26.9559 25.2787 19.8529 22.0872 36.8957 46.7801 27.2296 25.1797 24.5864 20.3732 19.4885 19.4525 19.0066 18.0205 +threshold=0.080939212771562727 0.00074303643721072051 0.21129921044966946 0.061437052533743111 0.57518796992481214 0.19523809523809527 0.030372011075534371 0.073417958820309395 0.0053464026310178327 32.500000000000007 1.0000000180025095e-35 0.13600461030283301 17.500000000000004 25.500000000000004 40.500000000000007 1.0000000180025095e-35 0.27429467084639503 0.013276378757063018 15.500000000000002 16.500000000000004 0.0014848034642950018 1.0000000180025095e-35 1.0000000180025095e-35 38.500000000000007 0.0076751278807829651 1.0000000180025095e-35 0.016892787787193182 1.0000000180025095e-35 0.25570774796237666 40.500000000000007 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 5 6 12 -1 -2 8 -8 14 11 21 18 -6 -4 16 17 -5 -3 20 -11 -7 -20 -24 -15 26 -16 28 -28 -27 -right_child=3 4 9 15 13 10 7 -9 -10 19 -12 -13 -14 24 25 -17 -18 -19 22 -21 -22 -23 23 -25 -26 29 27 -29 -30 -31 -leaf_value=-0.047544876112965463 0.065706766512514642 -0.025224750601846275 0.072223545587113441 0.054015885090437338 0.0064237631051870404 -0.0023113089275832908 -0.02283525675287057 0.069553197930053934 0.057848336623816658 0.00062120230129401443 -0.061117129622915267 -0.03923802984776209 0.0070645639631514634 0.029118591294360226 -0.026745219019503622 0.012228513232549417 0.01837581736557279 0.025057058730941939 -0.00089924482895154033 -0.018321576374783693 -0.028946862863044671 -0.022068417833072076 -0.0096697902558206539 -0.055252788882148435 0.0095629257899795903 -0.0014191044709143995 0.021093154182624158 -0.029599897116633769 -0.012199887508377465 -0.029754411991311409 -leaf_weight=1187.9716881886125 1828.1554215662181 601.89525064826012 58.161342106759548 1223.2208120562136 17797.889300197363 1013.8913010880351 248.71021354198456 251.39377758279443 235.24344942718744 2208.7243454754353 287.65753366798162 1242.6635268330574 5376.9110104888678 1380.6703584268689 2225.1508411541581 1563.3844014108181 2211.9435959681869 1451.2155586518347 34377.921304270625 6859.5289567112923 562.79049667716026 4530.5465535968542 888.53028912842274 204.06626908481121 1927.7185887694359 8760.3966512829065 1035.977696582675 350.54072277992964 450.81727378070354 435.90002768486738 -leaf_count=18534 41987 2536 295 20842 111600 9587 2484 5236 5184 12843 3076 12567 22742 10450 12415 18287 26842 22128 144437 41201 3547 43228 3829 902 12106 47927 5542 1999 2339 3288 -internal_value=0 -0.00315137 -0.0141131 0.0341427 0.00231776 -0.0272486 0.0567725 0.034561 0.016384 -0.00938355 -0.0238405 -0.0222606 -0.000675003 0.00819506 -0.00561219 0.0251483 0.029282 0.0383021 -0.00182865 -0.0145982 -0.00538296 -0.0184555 -0.00143165 -0.0181834 0.017724 -0.00595363 -0.0131781 0.00325262 0.0109982 -0.00276218 -internal_weight=0 93766.3 31210.7 9013.27 62555.6 8262.73 2563.5 735.347 483.954 22948 7074.76 6787.1 41449.3 21106.3 13316.9 6449.76 4886.38 2674.44 36072.4 9631.04 2771.51 5544.44 35470.5 1092.6 3308.39 13258.8 4062.49 1837.34 1486.79 9196.3 -internal_count=669980 526990 218388 142990 308602 86992 54891 12904 7668 131396 68458 65382 174446 134156 73805 88099 69812 42970 151704 57591 16390 52815 149168 4731 22556 73510 22295 9880 7881 51215 +left_child=3 -2 5 29 18 8 -5 -8 -3 10 11 -10 -13 27 15 17 -17 -11 -4 20 -20 26 -23 -21 -24 28 -22 -12 -26 -1 +right_child=1 2 4 6 -6 -7 7 -9 9 14 13 12 -14 -15 -16 16 -18 -19 19 23 21 22 24 -25 25 -27 -28 -29 -30 -31 +leaf_value=-0.0049341734956573936 0.019890599335846717 0.058546881642034976 -0.011304966975926149 -0.033658045404399206 0.0050519978123950132 -0.012848425276341927 -0.0063539527728797632 -0.020709346975404191 0.0047656338788670113 0.019931294410716775 -0.0025474902428945833 -0.024233624322595865 0.0010310036517359859 -0.023276719065188134 -0.018956451430183777 -0.0086268560319117706 0.0097705992052128827 0.0016673457045684476 0.010925723825815425 -0.0064246147878224483 0.014821185600312868 -0.018311065262083856 0.015106768295009943 0.00037837857164820741 0.0097855476188220304 -0.029968498722470895 0.0024019991696216827 0.016039124013601795 -0.027193006458532499 -0.037827013977770385 +leaf_weight=3734.1878692135215 2204.3199763242155 53.279902949929237 1381.2458714079112 866.82437260076404 14594.449526589364 2627.4110359698534 1468.6835871934891 3895.9073230177164 544.30871751904488 854.11650668084621 1193.1930933594704 2300.233900912106 586.14998038113117 300.14936980605125 639.54032326489687 3795.6773961335421 1007.8871209919453 6721.5892369449139 4919.216698218137 6154.3987338468432 1358.1588462945074 1715.8470265455544 635.59061682596803 46912.121051335707 516.76536972820759 339.38319128751755 18139.058409288526 1066.2840950638056 190.13914512097836 174.33325616642833 +leaf_count=33156 55165 221 6126 11098 66251 14369 11276 29750 2376 3832 5284 11091 2718 1460 4055 18264 4715 29557 40291 26006 13709 7486 3017 184883 2045 1243 73487 4689 648 1712 +internal_value=0 0.000684214 0.000327079 -0.0142219 0.0012562 -0.00382193 -0.0191272 -0.0167792 -0.00257779 -0.00274911 -0.00759034 -0.0153161 -0.019103 0.00276451 -0.000521527 0.000430862 -0.00476669 0.0037265 0.00058277 0.000785784 0.00306836 0.00138012 -0.009448 -0.0004106 -0.00040592 -0.00982945 0.00326711 0.00622384 -0.000160733 -0.00640131 +internal_weight=0 120751 118546 10139.9 96856.4 21689.8 6231.42 5364.59 19062.4 19009.1 5990.32 3430.69 2886.38 2559.63 13018.8 12379.3 4803.56 7575.71 82261.9 80880.7 27814.2 22894.9 3397.73 53066.5 1681.88 1046.29 19497.2 2259.48 706.905 3908.52 +internal_count=669980 582988 527823 86992 425192 102631 52124 41026 88262 88041 27618 16185 13809 11433 60423 56368 22979 33389 358941 352815 141926 101635 14439 210889 6953 3936 87196 9973 2693 34868 is_linear=0 shrinkage=0.1 @@ -2292,18 +2292,18 @@ shrinkage=0.1 Tree=120 num_leaves=31 num_cat=0 -split_feature=0 0 3 0 4 6 0 10 8 3 8 2 11 8 8 1 0 2 11 3 8 8 1 8 8 8 1 8 8 1 -split_gain=653.775 163.087 78.914 75.491 48.6432 38.7324 34.4786 34.1114 38.5787 47.9324 46.6128 32.2728 64.6626 87.6139 90.4905 101.51 53.3425 30.4313 28.2888 27.2426 26.6828 25.9655 23.7434 24.7429 23.6285 22.8268 27.3336 19.9665 26.402 20.2397 -threshold=0.0050469844418081266 0.028165631713550725 0.044815477220475991 0.0010283167396347157 0.14642857142857144 0.49358974358974367 0.11453585753929921 1.0000000180025095e-35 39.500000000000007 0.68940008758646909 29.500000000000004 0.90655153447734971 1.0000000180025095e-35 37.500000000000007 38.500000000000007 0.00073550347836436839 0.013276378757063018 0.95347132347897057 1.0000000180025095e-35 0.81320108386759837 41.500000000000007 18.500000000000004 0.011164551446636242 42.500000000000007 41.500000000000007 10.500000000000002 0.3107510975013113 16.500000000000004 17.500000000000004 0.018343695040845404 +split_feature=0 0 1 3 4 10 8 3 3 1 12 3 8 8 8 8 11 1 8 8 7 1 8 3 1 2 8 0 8 8 +split_gain=398.043 80.9762 35.855 34.1338 28.2152 22.9715 23.7242 22.1376 22.0333 20.4892 22.8525 32.7108 21.1956 105.414 18.7092 24.2753 74.8761 18.6036 18.048 16.54 16.3939 16.0367 16.95 22.7111 15.8876 15.3557 15.9076 14.2237 14.2184 15.569 +threshold=0.0079110572504114528 0.028165631713550725 0.00060291938333849261 0.92330260674583597 0.09449404761904763 1.0000000180025095e-35 39.500000000000007 0.060849744161066012 0.75342187127568572 0.00088106338958213344 1.0000000180025095e-35 0.99545084297281494 32.500000000000007 36.500000000000007 41.500000000000007 42.500000000000007 1.0000000180025095e-35 0.0012833679548992728 41.500000000000007 39.500000000000007 0.77350427350427364 0.059382312906544346 10.500000000000002 0.31737872782588666 0.0011695895199787293 0.012484564718213834 32.500000000000007 0.0010283167396347157 11.500000000000002 28.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 7 5 -1 6 21 19 8 10 -10 25 -12 -13 -14 15 -15 -17 -16 -9 -4 -11 -3 23 -22 -6 26 -2 -21 -29 -30 -right_child=1 2 4 -5 24 -7 -8 18 9 20 11 12 13 14 17 16 -18 -19 -20 27 22 -23 -24 -25 -26 -27 -28 28 29 -31 -leaf_value=-0.077451423855814855 0.056081524616945724 0.005732792298814262 -0.005611403392316916 -0.039018050165944174 0.0094220865300514087 -0.0057567137774320078 0.0032645939679004595 0.025971811946766378 -0.032907280241678022 -0.013561826187674429 0.010866698854876081 -0.02585570456574577 0.01389364415795427 -0.0079220799247482106 0.15425493802427845 1.6668615414704846 0.69417450384077106 0.51482721529449371 -0.012668136096090936 -0.0013864516656294267 0.38680256512502731 0.025403100490710585 -0.023764493149579066 0.047693512219651908 0.041611503332415568 -0.014066060006348958 0.53622541643100963 0.41857328981459646 0.033695744667017823 -0.0078129205083771781 -leaf_weight=694.47866070456803 26.049808548763398 878.08448867499828 8968.8274966925383 1935.1296697650105 6372.3170090429485 646.12018215283751 24294.612071618438 391.23476512357593 1888.8375098407269 991.95131473056972 461.09922403097153 28.164595803245902 16.937676277011633 1.0523199625313293 11.965491471812127 1.1299013588577511 1.1253189519047735 2.9098621234297761 367.39543358422816 716.97688652575016 2.1916547194123259 2846.610395360738 58.599293263629079 117.89093875698745 236.50240415334702 2276.6839443799108 1.24218064919114 1.6861376985907544 427.99925107136369 161.90713487938046 -leaf_count=76699 435 5284 93947 124926 32713 4333 120380 8354 54872 28228 11680 827 488 40 299 40 24 89 7659 8146 22 17128 1274 2905 1158 61870 20 18 4363 1759 -internal_value=0 0.00193413 0.00406926 -0.0491683 0.00271327 0.0168452 0.0012106 -0.012699 -0.0152706 -0.0230535 -0.00685174 0.0200574 0.0870211 0.177541 0.329982 0.80308 1.18151 0.224789 0.00725895 -0.00364481 -0.00715415 0.0207659 0.028418 0.0538827 0.010574 -0.0129763 0.077935 0.00983403 0.0234326 0.0223032 -internal_weight=0 52198.1 45551.6 2629.61 41180.8 4370.82 34572 6646.46 5887.83 3059.47 2828.36 524.384 63.2852 35.1206 18.1829 3.30754 2.25522 14.8754 758.63 10277.4 1170.63 3724.69 178.682 120.083 6608.82 2303.98 27.292 1308.57 591.593 589.906 -internal_count=669980 468355 289229 201625 262484 26745 228613 179126 163113 87301 75812 13487 1807 980 492 104 64 388 16013 108233 32429 22412 4201 2927 33871 62325 455 14286 6140 6122 +left_child=2 3 -1 7 17 6 27 -2 19 10 -7 12 -12 -14 -8 16 -16 -3 -6 21 25 -9 23 -23 -21 26 -19 -4 -27 -30 +right_child=1 4 5 -5 18 9 14 8 -10 -11 11 -13 13 -15 15 -17 -18 20 -20 24 -22 22 -24 -25 -26 28 -28 -29 29 -31 +leaf_value=-0.045575299113937762 0.008609239414708883 -0.010347739860933663 -0.046511932531932594 0.011874809932159582 0.0068572132897916742 0.042601006139407649 -0.038560852639801593 -0.0034625255769110577 -0.0044598935455172472 -0.0058981029033124991 0.073652747747905908 1.3492835629672866 2.158868115113393 0.033185923414224987 -0.078401706664215615 -0.010747720185738427 1.0410277322427168 0.041001905262215727 0.029912555790063185 -0.036084550302776484 -0.0033477353832796286 0.45146124928447073 -0.031993300004897134 -0.080019440814587256 -0.017290029210328708 0.021502359170406209 0.0058193615774814631 -0.015482116481304226 -0.00030891621820529065 0.0037755560937364251 +leaf_weight=932.55466658435762 549.63497301377356 1207.1643390618265 162.32148827286437 754.338617535308 10104.050279758871 15.122001957613977 1516.435924263671 1167.5862620398402 2216.5990550555289 367.51941080391407 2.6711804918013509 0.28076159534975875 0.31323515763506271 0.91409709397703409 1.8114565140567713 210.50459804711863 0.89162176381796587 211.26006263494492 351.3415959328413 615.58615897223353 4764.1002846807241 1.6897120736539357 293.70204397663474 1.5338776633143423 1669.8122939225286 395.14644972234964 328.11184298247099 1642.8036105232313 13839.590430691838 28654.581977214664 +leaf_count=73993 12743 10389 20585 14026 40745 847 60091 19745 37975 13758 196 39 22 60 56 9357 13 1370 1376 13693 25292 20 4833 20 28910 1729 2135 69769 70914 135279 +internal_value=0 0.0017021 -0.027951 -0.00826351 0.0029126 -0.0237599 -0.0262918 -0.0105948 -0.0123639 -0.000623854 0.0998042 0.306784 0.231706 0.575695 -0.0346611 -0.00692406 0.290847 0.00191375 0.00763196 -0.017036 0.00222089 -0.00873956 -0.0294902 0.198567 -0.0223524 0.00283176 0.0195996 -0.0182724 0.00262089 0.00244532 +internal_weight=0 67125.8 4854.14 7270.48 59855.3 3921.59 3534.77 6516.14 5966.51 386.821 19.3013 4.17927 3.89851 1.22733 1729.64 213.208 2.70308 49400 10455.4 3749.91 48192.8 1464.51 296.926 3.22359 2285.4 43428.7 539.372 1805.13 42889.3 42494.2 +internal_count=669980 421194 248786 131965 289229 174793 159871 117939 105196 14922 1164 317 278 82 69517 9426 69 247108 42121 67221 236719 24618 4873 40 42603 211427 3505 90354 207922 206193 is_linear=0 shrinkage=0.1 @@ -2311,18 +2311,18 @@ shrinkage=0.1 Tree=121 num_leaves=31 num_cat=0 -split_feature=1 1 1 3 1 0 0 0 10 8 3 1 6 5 1 2 8 10 8 8 8 12 9 2 5 0 8 10 2 7 -split_gain=281.685 50.1908 38.9437 26.0816 24.3864 16.7427 14.342 14.2897 15.1795 12.6384 12.5334 14.4922 12.3647 12.2497 11.8372 11.4345 15.7266 11.2428 10.4669 10.1661 12.5765 30.1611 14.8743 13.3528 23.3071 19.0697 50.1439 35.1301 19.0471 16.0645 -threshold=0.0033727556607198888 0.19918800890047902 0.00070500221610781094 0.03937686376418139 0.0098025105047879185 0.019443451558809517 0.55424555817707921 0.049775222559007327 1.0000000180025095e-35 39.500000000000007 0.99343199872435684 0.00075081853339708062 0.37797619047619052 0.098387096774193564 0.0014581028256939177 0.0030823298178235124 24.500000000000004 1.0000000180025095e-35 36.500000000000007 45.500000000000007 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.2706748913231225 0.025320512820512824 0.036204007567348068 31.500000000000004 1.0000000180025095e-35 0.11014111308360493 0.14415584415584418 +split_feature=1 1 2 1 0 1 0 8 0 7 5 2 2 1 1 2 2 0 3 2 6 3 11 1 2 2 1 8 2 10 +split_gain=274.321 40.2928 29.9778 25.2293 23.0528 18.3916 16.417 13.676 20.73 20.1485 12.0061 11.6049 23.9392 27.616 40.5543 27.3248 24.8195 43.8767 20.4025 11.8953 11.4323 12.7475 20.2666 11.804 12.1892 11.3918 10.8713 10.7886 10.7094 12.9926 +threshold=0.0038503149877588496 0.011462696706274976 0.035651653294904558 0.00042373676032680799 0.019935491711415992 0.0011070650392843091 0.049775222559007327 47.500000000000007 0.0073499059222818146 0.26491228070175443 0.43650793650793657 0.088105343035287553 0.38783682035975592 0.0025242752397277445 0.0022715961591323443 0.1476043998453471 0.26086894598992905 0.0038274259268836854 0.90143896306460292 0.26598718091040557 0.37797619047619052 0.79048838510002806 1.0000000180025095e-35 0.04755786326938103 0.74750885810280077 0.032771448754213887 0.0012356719160942814 89.500000000000014 0.0039293166631533078 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 5 6 -3 9 8 14 -2 -10 -12 19 -11 -4 16 -5 -8 -7 20 23 22 -22 25 -25 26 27 -6 29 -29 -right_child=1 3 7 15 12 18 17 -9 10 13 11 -13 -14 -15 -16 -17 -18 -19 -20 -21 21 -23 -24 24 -26 -27 -28 28 -30 -31 -leaf_value=-0.065616801061989818 -0.0019939944112611586 0.049744979486878095 -0.040641774582841982 -0.10975013831080303 -0.0066672582387858094 0.002922813325907353 -0.011817959898786447 -0.051340858745159007 0.0032326843865194961 -0.020738016153731539 1.0531576494116048 0.12545070608683165 -0.011095254049100675 0.048671998737090799 -0.020334086471597814 0.0068612394804122047 0.028861656880988757 -0.072555252739481185 0.027232681914888531 0.01440855520759826 -0.012976056350631336 0.0054302828377376013 -0.059468524544012205 0.0082908549389001177 0.059174551890112996 -0.005701616559132293 0.055175685140213308 0.05877757942863937 -0.050976348619471347 -0.049330219356051162 -leaf_weight=390.48252495611086 1003.7841421621852 202.9513108804822 497.74921141564846 19.511118225753307 946.79583288729191 299.73304878175259 56.012503025121987 265.63069001398981 88.162466948386282 819.87563808215782 0.17335699265822668 5.8749193702824414 838.34206207934767 26.240035046823323 678.00229779630899 7244.492718540132 14.10092009603977 66.849113633856177 432.94151400029659 580.64142445661128 1264.1407875344157 1417.5967344176024 72.774545983411372 1419.4045794857666 96.113732255995274 2101.6605414170772 204.24522709660232 165.48323702812195 20.930762005969882 14.990354519337414 -leaf_count=100487 60968 1801 88886 105 17311 1560 5439 41443 11347 56932 33 467 18195 1108 82674 36443 97 7181 2243 8180 29569 25478 1984 28319 1048 33908 3541 2572 397 264 -internal_value=0 0.00268374 -0.0374187 0.00861166 -0.00169651 0.0243281 -0.01178 -0.0302483 -0.0258365 -0.00958267 0.0127861 0.152041 0.000479155 -0.0185854 -0.0289313 0.00659125 -0.0515997 -0.0448652 0.0172877 0.00164756 0.000688282 -0.00473166 -0.0155069 0.00369239 0.0115179 0.000258888 0.00952134 0.00140021 0.0393251 0.049798 -internal_weight=0 19329.6 1926.08 8213.73 11115.9 935.626 1972.76 1535.59 1269.96 1849.9 94.2107 6.04828 9143.12 846.116 1175.75 7278.1 33.612 122.862 732.675 8304.78 7724.14 2754.51 1336.92 4969.62 1515.52 3454.11 1352.45 1148.2 201.404 180.474 -internal_count=669980 344643 325337 42249 302394 5604 131628 224850 183407 119008 11847 500 170766 58040 171560 36645 202 12620 3803 152571 144391 57031 31553 87360 29367 57993 24085 20544 3233 2836 +left_child=2 4 3 -1 -2 -4 7 -7 9 11 28 27 13 14 16 -16 18 -18 26 -15 21 23 -23 24 -3 -12 -13 -9 29 -5 +right_child=1 20 5 10 -6 6 -8 8 -10 -11 25 12 -14 19 15 -17 17 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.054821656040276612 0.0024229813484225077 -0.0031863849701849224 -0.04940062945384182 0.015214864638189596 -0.015792545187817978 -0.024767125745776379 -0.044031487669734831 0.036029817799919331 -0.030261431887187603 -0.075684966159671907 0.096505359110178296 0.59462843355578809 -0.036670453679892058 -0.030622988188922052 1.9067501890266236 0.57042005021222608 -0.075772719605391767 1.4990337509710097 1.0668278408913665 0.50109988234717517 -0.0034627862215585153 0.021636693858278183 0.0026412763259654592 0.0054108609664988497 0.02012044945418151 0.82086740972508021 0.055677298449674263 0.69709905339776945 -0.0099453042688665179 0.14436985775173852 +leaf_weight=112.93587756413035 1196.3401001216844 2865.134327349253 621.68883429770358 63.682676831725985 1657.1448209672235 1074.1277011181228 512.0423613502644 7.1584997437894407 26.358231939375401 4.9845878304913631 8.0960645780432934 0.44760982599109356 2.5615880163386464 2.2075873082503681 0.30264705047011364 0.30948362313210964 0.29389866907149542 0.4445039164274931 0.26259821094572533 0.51979455165565003 1676.3281658990309 1134.5639492683113 1112.3500060494989 14967.636343058199 243.45981918275356 0.22309337882325131 2.284127407707274 0.25568906217813481 531.5945155788213 8.8742499651852977 +leaf_count=37178 47612 59726 79931 10678 81158 93492 44792 603 2168 441 707 43 224 142 23 22 22 34 25 29 18890 16962 16789 79844 5070 23 199 2 72369 782 +internal_value=0 0.00302445 -0.0290755 -0.0113918 -0.00815558 -0.034761 -0.029193 -0.0224243 0.0295788 0.101167 -0.00338356 0.152876 0.225256 0.320126 0.476688 1.23112 0.352969 0.87223 0.224919 0.0707147 0.00447458 0.00512928 0.0122329 0.00424629 -0.00136103 0.11593 0.143987 0.0588277 -0.00502651 0.0310115 +internal_weight=0 24853 2981.66 725.406 2853.48 2256.25 1634.56 1122.52 48.3908 22.0326 612.471 17.048 9.63384 7.07225 4.34487 0.612131 3.73274 0.738403 2.99434 2.72738 21999.5 20323.1 2246.91 18076.2 3108.59 8.31916 2.73174 7.41419 604.151 72.5569 +internal_count=669980 326051 343929 121737 128770 222192 142261 97469 3977 1809 84559 1368 763 539 368 45 323 56 267 171 197281 178391 33751 144640 64796 730 242 605 83829 11460 is_linear=0 shrinkage=0.1 @@ -2330,18 +2330,18 @@ shrinkage=0.1 Tree=122 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 9 2 8 12 8 10 12 8 8 0 10 0 11 8 1 0 4 4 8 3 7 0 8 12 8 -split_gain=582.143 194.763 159.429 73.0256 46.4994 41.4239 34.4598 31.6531 61.8289 47.7001 48.633 47.503 61.697 46.514 38.2643 31.3031 26.2232 31.0539 42.5003 30.7658 26.1684 25.9444 35.2696 25.7065 34.3585 28.2715 25.4521 25.1018 24.9456 41.6721 -threshold=0.045688057837906117 0.73959387805775545 0.011239401872280804 0.22721671676319649 0.91916719420673887 1.0000000180025095e-35 0.0036400641134801352 39.500000000000007 1.0000000180025095e-35 25.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 40.500000000000007 30.500000000000004 0.0019025324150395821 1.0000000180025095e-35 0.73698572325193479 1.0000000180025095e-35 19.500000000000004 0.10837757891215431 0.01360413038306863 0.6043478260869567 0.98148148148148151 39.500000000000007 0.11794531087437234 0.44222222222222224 0.049775222559007327 26.500000000000004 1.0000000180025095e-35 39.500000000000007 +split_feature=2 1 1 2 2 9 10 3 10 3 0 8 2 2 12 8 11 8 8 1 0 8 8 0 11 2 6 6 8 3 +split_gain=88.9712 44.994 36.3815 38.1803 23.2735 21.6229 33.6338 19.9925 18.437 17.9802 17.8185 17.7844 17.006 15.8571 20.1745 17.7359 15.5566 18.8434 16.9287 15.8107 17.2297 14.7875 14.65 14.4756 14.3636 14.1364 14.5226 13.8272 12.6483 13.6647 +threshold=0.02676832611572939 0.150473615325075 0.0039230821236290138 0.11014111308360493 0.0033675896810706572 1.0000000180025095e-35 1.0000000180025095e-35 0.066731988112521651 1.0000000180025095e-35 0.087612160102604378 0.0077273309528843549 34.500000000000007 0.05639940601995113 0.81515065625715799 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 44.500000000000007 15.500000000000002 0.011164551446636242 0.02590044806957488 58.500000000000007 39.500000000000007 0.056172688447611203 1.0000000180025095e-35 0.0081827070792699613 0.63397129186602885 0.52506265664160412 35.500000000000007 0.066731988112521651 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 5 23 -3 6 -1 8 13 10 16 12 15 14 -4 -9 -10 -18 19 -19 -6 28 -23 24 27 -26 -25 -2 -5 -30 -right_child=1 4 7 21 20 -7 -8 11 9 -11 -12 -13 -14 -15 -16 -17 17 18 -20 -21 -22 22 -24 26 25 -27 -28 -29 29 -31 -leaf_value=-0.072642330461095347 0.021632332921010532 0.010588152878404563 -0.057361943451911361 0.0049674512112711372 0.035016531915493296 0.04597586654120487 -0.042190634267686655 0.016201871698916685 -0.011571485599744609 -0.037557339300908536 0.04866270850311355 -0.025848316142760189 -0.034587859704851363 0.023823242748894035 -0.027173869943363224 -0.017286512263132516 -0.022225783885919392 0.048297817680410249 0.62842950808895992 0.28302402962817974 0.012739613551082468 -0.026805558296697587 0.0011176344686302448 0.0023910500002512062 -0.00663523178071299 -0.019527976691632285 -0.006653441049323295 -0.0069314043994519355 -0.0049284204802926626 0.0056427432437416852 -leaf_weight=471.75949191488326 668.16114068776369 12155.655159577727 732.21406151354313 27858.273481860757 1353.1610642597079 47.241058303043246 1750.5316004604101 1278.9295789822936 1657.0648101270199 546.6076275408268 160.35832825675607 1062.4748865962029 407.65384517610073 122.11779369786382 984.32585268840194 357.0515500344336 35.180727239698172 35.205652516335249 1.4934154450893391 6.6366335637867442 864.00385969877243 687.23507162928581 1323.4646435827017 8364.8021171465516 8949.4338189661503 2099.8999116718769 4954.1590905115008 570.23245530575514 8144.3481275886297 6878.5607663542032 -leaf_count=21308 4773 60181 16827 120894 11607 1293 59846 12301 27547 9452 2320 19075 8117 2064 18719 3911 560 530 22 91 6860 3217 6054 58991 72231 17483 33747 4372 35773 29814 -internal_value=0 0.00240793 -0.0235038 0.000244951 0.0130173 -0.0466853 -0.0486551 -0.016382 -0.0219576 -0.011531 -0.00402753 -0.00869711 0.000219708 -0.0358087 -0.040051 0.00889306 -0.00889583 0.0475731 0.104237 0.0855279 0.0263355 0.0026757 -0.00842621 -0.00401647 -0.00731518 -0.00908547 -0.000973165 0.00847983 0.00319627 -8.81866e-05 -internal_weight=0 84871.4 9656.85 70498.6 14372.8 2269.53 2222.29 7387.31 4281.2 2442.55 1895.94 3106.11 2043.63 1838.66 1716.54 1635.98 1735.58 78.5164 43.3357 41.8423 2217.16 44891.9 2010.7 25606.7 12287.7 11049.3 13319 1238.39 42881.2 15022.9 -internal_count=669980 465997 203983 387349 78648 82447 81154 121536 78132 40522 31070 43404 24329 37610 35546 16212 28750 1203 643 621 18467 195752 9271 191597 98859 89714 92738 9145 186481 65587 +left_child=1 4 8 7 -1 6 9 -4 27 11 -9 -5 -12 14 -13 24 17 -7 -18 20 -20 23 -16 -11 -15 -3 -27 -2 -26 -30 +right_child=2 25 3 5 -6 16 -8 10 -10 21 12 13 -14 15 22 -17 18 -19 19 -21 -22 -23 -24 -25 28 26 -28 -29 29 -31 +leaf_value=-0.036004585872042222 0.0033382415453165519 -0.053780568156657819 0.0057511165325557362 0.013498551379183973 -0.0058123084498885938 0.0030978136874801627 -0.0074260682240419153 0.0013922359419836373 -0.0014562411213584594 0.0029296811734090349 -0.017411459885700999 -0.0074870447369018338 -0.0066527823076900543 -0.00025346986321679246 -0.0016678675958918426 -0.0027035139700781557 0.051955464542143885 -0.053237965537519055 -0.042430854997807618 0.021222171985188013 0.0069402451681081752 -0.05838464720785478 0.017049062442469454 -0.0011338729803664588 0.039275824122983603 -0.026678969599130405 0.062109003367606788 0.0083295147411945342 -0.09299784590042362 -0.0021650439440898997 +leaf_weight=268.18930059298873 38706.748409938067 211.00887587293983 1284.4173483103514 2146.4888292327523 5316.9366404237226 2194.8046204447746 5167.0372588261962 1759.3584686852992 7015.0854005552828 13911.753410175443 2093.8611988388002 794.84695676714182 4924.9247488938272 62.513244435191154 600.1548195630312 821.40004105865955 107.99474480748177 61.024002388119698 75.353909596800804 926.17993538081646 1141.0207188427448 42.886327899992466 1379.2197202891111 23702.789114072919 11.316657036542891 699.55203709192574 18.920167680829763 6479.3173721767962 73.622901916503906 21.369270592927933 +leaf_count=17624 178724 5499 10091 8215 120238 7674 20325 15080 30449 52692 20649 2932 33507 254 2076 3634 363 223 296 3294 4000 188 4722 87261 46 10486 234 28806 318 80 +internal_value=0 -0.0106524 0.00135905 -0.00025257 -0.0072621 0.000815085 0.000202279 -0.00590161 0.00331346 0.00110697 -0.00760664 0.00623451 -0.00986234 0.00209255 0.0059701 -0.00877084 0.00744243 0.00157384 0.0133248 0.0113776 0.00388173 0.000302122 0.011374 0.000369034 -0.0382913 -0.0310242 -0.0243408 0.00405395 -0.0606588 -0.0725643 +internal_weight=0 6514.61 115505 63304.3 5585.13 53241.8 48735.4 10062.6 52201.2 43568.4 8778.14 5910.93 7018.79 3764.44 2774.22 990.222 4506.38 2255.83 2250.55 2142.55 1216.37 37657.4 1979.37 37614.5 168.822 929.481 718.472 45186.1 106.309 94.9922 +internal_count=669980 154081 515899 277920 137862 198593 182743 79327 237979 162418 69236 22277 54156 14062 9730 4332 15850 7897 7953 7590 4296 140141 6798 139953 698 16219 10720 207530 444 398 is_linear=0 shrinkage=0.1 @@ -2349,18 +2349,18 @@ shrinkage=0.1 Tree=123 num_leaves=31 num_cat=0 -split_feature=0 3 3 2 3 8 12 8 0 8 0 8 3 12 2 6 10 1 11 5 8 12 8 1 8 2 4 8 12 12 -split_gain=958.415 470.429 182.164 168.162 80.8631 76.7838 72.7508 71.4729 77.3915 70.7301 65.916 65.6488 59.5273 56.5998 54.7675 53.0418 38.5563 52.7213 36.3024 45.2978 47.6947 54.7506 36.1911 35.2341 34.1967 35.0791 32.964 31.6146 114.138 43.9963 -threshold=0.002347272037142648 0.11794531087437234 0.99080754815078553 0.19076083981042186 0.041162931593119165 32.500000000000007 1.0000000180025095e-35 41.500000000000007 0.20674927870109308 40.500000000000007 0.048308385313798108 48.500000000000007 0.98639789308921333 1.0000000180025095e-35 0.14170366767681578 0.67204301075268824 1.0000000180025095e-35 0.00954949717793745 1.0000000180025095e-35 0.057189542483660136 16.500000000000004 1.0000000180025095e-35 15.500000000000002 0.0030206278625377956 40.500000000000007 0.063709742938850386 0.13118279569892474 32.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 +split_feature=3 3 7 3 2 3 8 4 7 1 0 12 8 2 8 1 2 0 3 8 6 0 2 8 10 1 12 0 8 1 +split_gain=172.839 62.8776 39.7119 38.2384 34.0701 29.6462 23.1734 24.0847 21.9011 21.4769 20.5161 18.0693 75.2831 41.9951 21.6474 38.3567 20.5856 18.6815 17.4305 17.284 17.1142 16.9594 15.1533 15.0551 28.583 54.3539 27.2878 22.8118 20.1915 17.8975 +threshold=0.094369134720010156 0.99172460485529679 0.49074074074074076 0.035965260822940534 0.096367015944474055 0.19625228217899957 40.500000000000007 1.0000000180025095e-35 0.46291208791208799 0.0020774677037193119 0.019935491711415992 1.0000000180025095e-35 32.500000000000007 0.0078248133566262163 19.500000000000004 0.0045823954528479349 0.084089940404822358 0.18647636400650225 0.066731988112521651 15.500000000000002 0.07417582417582419 0.0008082969130431887 0.098650077301075764 16.500000000000004 1.0000000180025095e-35 0.0049657325447400131 1.0000000180025095e-35 0.0075393856113610252 38.500000000000007 0.0015129704090845206 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 5 10 -2 13 9 8 15 12 18 -9 -7 14 23 22 -12 -18 -3 20 21 -20 -5 -1 25 -6 -10 29 -29 -27 -right_child=1 3 -4 7 24 6 -8 11 26 -11 16 -13 -14 -15 -16 -17 17 -19 19 -21 -22 -23 -24 -25 -26 27 -28 28 -30 -31 -leaf_value=0.055866799501102529 -0.037886196528506402 0.0046042390820394494 0.061124616891826383 -0.02645993653948597 -0.0013483477625430269 0.001959570999318793 0.036826185105910313 -0.030299835899209239 -0.0092092345818001221 0.041929920413187945 0.0027002388078291757 0.030073712946879466 -0.12150353814148762 0.020325051538017613 -0.026358471887623493 -0.013064585960591363 0.0022195212681626318 -0.02520244800695904 0.031668661490010748 -0.027818842320292844 0.0079024647623635088 0.0099956770843342702 0.00046085301231085215 0.017960096384802417 -0.044882515413179586 -0.038815277175408641 -0.026681281304072459 -0.0011555817110510244 -0.027189450426276136 -0.014287055868150815 -leaf_weight=1606.1569876894355 2141.6887398809195 10677.600615341216 1646.3041380271316 507.00604781508446 1480.8258120492101 2420.6346627920866 1114.0544731803238 1584.1723834350705 6450.4908077716827 480.06621539220214 8266.8333407863975 203.2116681188345 39.69223315641284 1448.0801637917757 98.611504398286343 3391.5864182114601 1470.1388119831681 1340.3145770207047 2458.157503478229 267.72731380164623 5966.3941823653877 2216.7326504401863 33175.483744807541 289.38524825498462 415.97972089797258 1463.3620044291019 1296.9286414086819 3384.980620443821 3351.3563226461411 1461.7594699636102 -leaf_count=26166 31627 72231 44555 2294 11571 17165 14861 8070 32024 6242 38153 1020 625 21084 530 15216 6598 6110 17807 1661 36771 16422 146264 4058 4281 12429 7738 25204 29076 12127 -internal_value=0 -0.00292757 0.0310038 2.95369e-05 -0.0200384 0.0243891 0.015064 -0.00382615 -0.00304416 0.00681875 0.00553131 -0.0234358 -3.22483e-05 0.0353728 0.0462998 -0.00114463 -0.000739692 -0.0108581 0.00874931 0.0128064 0.0138285 0.0213918 5.56275e-05 0.0500797 -0.0167313 -0.0156803 -0.0121341 -0.017877 -0.0141075 -0.0265579 -internal_weight=0 92972.7 9142.99 79272.8 13700 7496.68 4054.45 46608.9 44821.5 2940.39 32663.9 1787.38 2460.33 3442.23 1994.15 37074.1 11077.3 2810.45 21586.6 10909 10641.3 4674.89 33682.5 1895.54 11558.3 11142.3 7747.42 9661.46 6736.34 2925.12 -internal_count=669980 534694 135286 408379 126315 90731 38893 212626 203536 24032 195753 9090 17790 51838 30754 163774 50861 12708 144892 72661 71000 34229 148558 30224 94688 90407 39762 78836 54280 24556 +left_child=3 2 5 -1 21 10 7 11 19 -6 -2 12 13 -5 15 -13 -16 18 -14 -7 -20 -4 -19 24 -21 26 29 -28 -25 -26 +right_child=1 -3 4 6 9 8 -8 -9 -10 -11 -12 14 17 -15 16 -17 -18 22 20 23 -22 -23 -24 28 25 -27 27 -29 -30 -31 +leaf_value=-0.024800557309285796 0.0041810277475049984 0.024282282752437167 0.032014074854621044 0.069300387924300808 0.0071407399190740479 -0.010568181232911393 -0.032287557472779387 -0.018959944385069802 -0.078788541378578381 -0.00025510693326020464 -0.0062333362591213528 0.025257785640268517 0.035957114643507683 -0.02331089006157919 0.0016770098884882597 -0.011267666072068023 -0.017541372668147644 0.017868243328338487 0.018440425909506616 0.0038279980070031038 -0.014572627079512377 0.010093940855178044 -0.0074770392403681399 -0.0057709362213700403 0.040935255419550537 -0.014260934740302534 -0.050494218160715504 0.0053339794249510977 0.00034963212587726722 0.010837469885872995 +leaf_weight=1850.4544504955411 2250.6195281594992 1126.9893148560077 383.96614488959312 50.90656852722168 6009.6415398940444 1403.4401393849403 419.51306313276291 1764.8871087059379 34.912304528057575 11326.798298440874 11857.964701868594 434.94693673402071 388.56311643868685 1282.6651060059667 684.6117206774652 848.15128064900637 2998.3513420596719 343.89603219926357 644.93684499710798 23435.674663638696 207.57151960581541 4370.8771144002676 751.10196372866631 6109.9361460004002 282.8040814101696 2460.6592095531523 110.98841159045696 214.91095890849829 45739.716914497316 655.54422434791923 +leaf_count=23945 9939 39652 8210 325 22127 6273 3593 13982 155 40406 56458 3391 2869 9060 4864 5739 22962 2499 3526 125079 1310 32625 4544 25916 1800 9615 978 842 183980 3316 +internal_value=0 0.000775116 0.000548003 -0.0115166 0.00436532 -0.000343831 -0.00924473 -0.00831529 0.000397684 0.00230865 -0.00457202 -0.00613983 -0.000818545 -0.0197756 -0.010072 0.0011138 -0.0139689 0.0100033 0.0184032 0.000432063 0.0104023 0.011864 0.000482922 0.000627458 0.00253469 -0.00560233 0.0112503 -0.0136789 -0.000371612 0.0199085 +internal_weight=0 117775 116648 12670.6 22091.3 94557.2 10820.1 10400.6 80448.6 17336.4 14108.6 8635.7 3669.64 1333.57 4966.06 1283.1 3682.96 2336.07 1241.07 80413.7 852.508 4754.84 1095 79010.2 27160.6 3724.91 1264.25 325.899 51849.7 938.348 +internal_count=669980 567371 527719 102609 103368 424351 78664 75071 357954 62533 66397 61089 24133 9385 36956 9130 27826 14748 7705 357799 4836 40835 7043 351526 141630 16551 6936 1820 209896 5116 is_linear=0 shrinkage=0.1 @@ -2368,18 +2368,18 @@ shrinkage=0.1 Tree=124 num_leaves=31 num_cat=0 -split_feature=0 0 0 2 1 10 8 1 8 8 8 7 8 4 3 6 0 1 8 3 1 12 8 10 6 1 8 3 8 4 -split_gain=559.216 110.727 102.397 51.0474 49.2249 38.8839 34.3379 32.6848 43.6136 54.4555 30.0974 30.0451 29.0669 26.6181 30.6049 26.7104 25.3272 24.0742 23.9939 23.6761 23.039 21.3446 26.0301 20.6838 20.6756 23.5918 19.0295 18.3611 29.4025 18.3295 -threshold=0.0070129444789225346 0.16880855393601094 0.0015816091529883482 0.080488095919491423 0.0013060153356357759 1.0000000180025095e-35 34.500000000000007 0.040936703276809518 41.500000000000007 47.500000000000007 39.500000000000007 0.63961038961038974 13.500000000000002 0.10912698412698414 0.44281340144209619 0.085144927536231887 0.02590044806957488 0.0046789067858949828 64.500000000000014 0.13643962650062033 0.025376291828344926 1.0000000180025095e-35 38.500000000000007 1.0000000180025095e-35 0.49358974358974367 0.0052792653716536983 64.500000000000014 0.07676376522845417 55.500000000000007 0.39565217391304358 +split_feature=0 0 1 3 4 10 11 8 1 3 10 8 2 8 1 8 3 0 8 1 8 3 1 1 8 8 11 0 7 2 +split_gain=343.841 67.1662 33.2518 29.3602 23.2345 20.6478 26.9607 24.5493 20.392 20.927 19.6265 22.3518 17.7647 17.2702 16.7291 16.6633 15.8306 17.9428 15.7408 16.1147 15.1733 14.391 17.2778 18.1168 14.1773 13.9892 21.7432 13.5486 13.324 12.8755 +threshold=0.0079110572504114528 0.028165631713550725 0.00060291938333849261 0.92330260674583597 0.09449404761904763 1.0000000180025095e-35 1.0000000180025095e-35 10.500000000000002 0.033976680187033474 0.055339185379978027 1.0000000180025095e-35 39.500000000000007 0.36900415205542852 41.500000000000007 0.0006169558044392976 15.500000000000002 0.032286757670179626 0.01426612692854346 64.500000000000014 0.0012833679548992728 41.500000000000007 0.060849744161066012 0.00190461598372081 0.071491470314231143 13.500000000000002 42.500000000000007 1.0000000180025095e-35 0.003606084995402244 0.77350427350427364 0.30367673010803875 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 5 12 18 24 8 11 20 21 17 -2 14 15 19 -9 -6 27 -12 -10 22 -8 -4 25 -5 -18 28 -3 -14 -right_child=1 3 23 6 7 -7 10 16 9 -11 13 -13 29 -15 -16 -17 26 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.067742729590821296 0.12163997006180625 0.01595795365905418 -0.032126370468821615 -0.0096734443634500528 -0.0041364112803732285 0.032306762745781127 -0.011508296805581412 -0.026883302448691249 0.13920971947629576 0.015885695673847559 0.012057370109433981 -0.012740567094326645 -0.021467563186332823 0.013024639157987742 -0.018392664962454432 -0.0094687882742400011 -0.0061259445290088293 0.0046976699843818684 0.10259385638948906 0.00069160119748868808 -0.098693723715870554 0.020001225648581367 0.022003658120205612 -0.00075876390569887871 -0.016415118358828234 0.0038575241257470987 0.13937760084874271 0.00096746659620354871 -0.22071449354562156 0.021033310654642354 -leaf_weight=961.04577305912971 14.770771274343131 2377.5504216998816 2131.99826421123 1689.4574708938599 5244.9118555039167 1079.1875002384186 556.30472618341446 652.00443636253476 49.437521617859602 833.99265041202307 3453.8761004060507 1800.7623922526836 1871.5549959987402 2918.4442219287157 677.00867228209972 1310.6430213600397 4670.9109982177615 7490.1963700801134 28.262182414531708 3904.9407035410404 4.4358908906579009 2538.8468926101923 397.32107861340046 233.21207653265446 788.94955837726593 5430.1783999204636 9.0056986734271032 1388.2019741535187 5.2607630640268317 107.29142954386771 -leaf_count=106140 187 12613 118325 7953 73443 6510 2419 16851 425 8781 15284 26752 43340 12711 3501 6128 41720 87231 174 18002 41 11263 1752 11303 3748 25494 61 6256 24 1548 -internal_value=0 0.00209357 -0.0402176 0.00624136 -0.00311084 0.0155556 0.00432134 -0.00166918 0.000664013 0.0221801 0.0070199 -0.000650211 -0.01812 0.00468775 0.00208454 0.00368363 -0.00841846 0.00105938 0.0107974 0.00602615 0.119621 0.01521 0.00245421 -0.0290335 -0.00105538 0.000646686 -0.00584595 0.0101094 0.0154354 -0.0191632 -internal_weight=0 51293.7 3326.26 28544.4 22749.3 4878.46 23666 20755.7 15423.7 887.866 15757.4 14535.9 1993.62 12264.9 9346.47 8669.46 5331.92 12735.1 3799.28 7358.82 53.8734 3492.47 953.626 2365.21 7908.59 7119.64 4679.92 3771.01 2382.81 1978.85 -internal_count=669980 434212 235768 133832 300380 25577 108255 255305 196673 9247 71060 187426 45075 55626 42915 39414 58632 160674 19067 33286 466 15434 4171 129628 37195 33447 41781 18893 12637 44888 +left_child=2 3 -1 5 18 7 8 -2 12 16 11 27 29 -13 -12 24 -10 -18 19 -3 -6 -9 -23 -24 -14 26 -15 -4 -21 -7 +right_child=1 4 10 -5 20 6 -8 21 9 -11 14 13 15 25 -16 -17 17 -19 -20 28 -22 22 23 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.043899326205367739 0.086059855685028275 -0.0098594296035123732 -0.027125841446794776 0.010963754528538532 0.0061877234747062439 0.054158603258408211 -0.013576334767524968 0.0037348810301903903 -0.023604309516652648 -0.024647587085469186 0.39597586109863003 -0.036970628327026377 0.057615059248078998 -0.07815048945616046 -0.0021888277868644715 -0.010752799024174869 0.027186189743517178 0.58038703404856173 0.046863856903017177 0.002473766041403546 0.027300482160558227 -0.022507824272471832 -0.0072258773585898335 -0.027837912543528076 0.43142681560090451 -0.009807041209998292 0.40966967221364198 -0.0094139204470948951 -0.0031050985232913319 0.16513155513569575 +leaf_weight=885.21326746232808 25.598614990711212 1189.4078460745513 752.50145993568003 761.66806510463357 10100.567784056067 148.42031368240714 308.58117959275842 523.07695221342146 1.7946566585451353 82.263400763273239 1.0581087633036066 1458.1385290049948 2.882953852415084 1.6821186016313725 388.05304547958076 66.380335407331586 0.95569687150418792 1.516911022365093 77.08206444978714 43386.398529652506 352.27279330790043 1554.5054591279477 3224.1238372419029 491.41530607268214 1.5655332319438455 207.61981653887779 2.0001480188220739 1013.6322844624519 4749.6285167001188 11.247484233230351 +leaf_count=73993 289 10360 58924 14026 40745 2097 4489 12278 33 1270 61 60091 32 56 14861 931 25 26 386 211089 1376 33441 54212 8667 23 9357 13 31430 25273 126 +internal_value=0 0.00151792 -0.026434 -0.0076031 0.00261601 -0.00979756 0.00746523 -0.0116536 0.0279462 -0.013447 -0.0223917 -0.0248025 0.0434856 -0.0330988 -0.0011061 0.00180351 0.202475 0.366567 0.00170974 0.00163917 0.00689925 -0.0120854 -0.0136556 -0.00995201 0.189169 -0.00638041 0.186826 -0.0169605 0.00192329 0.0619759 +internal_weight=0 67061.4 4709.9 7206 59855.4 6444.33 625.608 5818.72 317.027 86.5307 3824.69 3435.57 230.497 1669.44 389.111 70.8288 4.26726 2.47261 49402.5 49325.4 10452.8 5793.12 5270.04 3715.54 4.44849 211.302 3.68227 1766.13 48136 159.668 +internal_count=669980 421194 248786 131965 289229 117939 9052 108887 4563 1354 174793 159871 3209 69517 14922 986 84 51 247108 246722 42121 108598 96320 62879 55 9426 69 90354 236362 2223 is_linear=0 shrinkage=0.1 @@ -2387,18 +2387,18 @@ shrinkage=0.1 Tree=125 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 0 10 2 0 12 2 7 1 6 8 8 2 3 0 10 5 4 5 8 8 5 3 8 3 9 2 -split_gain=238.831 47.7608 32.3819 28.3201 18.8569 15.9942 13.383 13.259 13.9909 13.1359 12.9721 12.191 10.5267 10.4395 22.304 24.5932 14.7281 10.6727 13.3276 10.4171 13.2108 12.3268 10.337 13.0163 10.6841 10.2555 14.0914 10.1666 54.4538 72.8498 -threshold=0.0027613792403738935 0.013873790547772432 0.00042373676032680799 0.78183057312111015 0.30311801243362618 1.0000000180025095e-35 0.015828231182202418 0.015783955249461482 1.0000000180025095e-35 0.0062255922589185908 0.4045454545454546 0.00091639259584765846 0.37797619047619052 43.500000000000007 36.500000000000007 0.0065333944835650254 0.042998076775577404 0.011461332902430295 1.0000000180025095e-35 0.38750000000000007 0.10912698412698414 0.35416666666666669 39.500000000000007 41.500000000000007 0.10912698412698414 0.15782823163369611 16.500000000000004 0.10184970661066055 1.0000000180025095e-35 0.89318112653567061 +split_feature=1 2 1 1 1 8 8 0 0 5 5 5 5 7 7 3 5 4 2 8 2 9 0 11 0 3 8 0 10 11 +split_gain=238.22 34.4746 27.2641 26.0691 20.7745 17.9485 19.8952 16.0375 11.6243 17.3015 14.7582 11.5229 10.6854 16.3148 15.3682 28.0019 43.206 28.6733 10.1168 9.89498 10.3754 42.113 37.4105 59.0283 9.79062 9.38027 14.4768 11.24 9.301 9.11804 +threshold=0.0055136038236157682 0.038790232302910767 0.00042373676032680799 0.001653038648082808 0.022704256771583674 39.500000000000007 41.500000000000007 0.049775222559007327 0.28236479920600216 0.11437908496732027 0.162280701754386 0.43650793650793657 0.025320512820512824 0.31414473684210531 0.19292803970223329 0.23233326867055784 0.080128205128205135 0.10620300751879701 0.015828231182202418 39.500000000000007 0.71312013141620467 1.0000000180025095e-35 0.02590044806957488 1.0000000180025095e-35 0.0049097214076711257 0.77235768610342437 35.500000000000007 0.0046524747907511913 1.0000000180025095e-35 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 12 10 9 -4 8 13 -6 22 -8 19 14 15 16 -5 -15 -19 21 -21 -3 -2 -24 -25 26 -13 28 -12 -30 -right_child=1 3 6 7 5 -7 11 -9 -10 -11 27 25 -14 17 -16 -17 -18 18 -20 20 -22 -23 23 24 -26 -27 -28 -29 29 -31 -leaf_value=-0.082276532883342121 0.0031641921684539445 0.0030059154372570327 -0.01389565608491182 0.027406689374606816 0.5022466600310217 -0.053238825194789154 -0.056364939508105949 0.0098448952617895217 0.040986497535600297 -0.013071609341027966 0.0055506961573428409 0.0014145438211551188 -0.0063314429262329719 0.090661695756019067 -0.062733507564728119 0.050319514268915788 -0.05409945214346034 0.050126334507341087 -0.17797948480435152 0.0097866454719162371 0.04914442557237797 -0.1654075841504361 -0.01571022146556152 0.013311376009522868 0.19545211598792214 -0.026677814541568253 -0.065618133136125731 -0.02659053448410853 0.16487533606081115 1.9191389733432336 -leaf_weight=149.65265563270077 1164.0553030306473 12928.874257616699 282.68431252287701 37.619631864130497 0.49584492668509383 169.35436262516305 279.40299006528221 1238.4742253422737 350.10692393779755 207.43167284643278 48.351850640494376 39.025853231549263 1167.1761367013678 28.816781774163246 42.43791875243187 104.71348795294762 53.984062172472477 8.0864518210291845 3.7488777711987487 538.07935486920178 101.3477197252214 4.3475167527794829 810.45012414082885 132.55873172404245 3.300689907744526 692.38145123282447 159.65942129865289 419.42583604296669 0.75036016758531221 0.34582077711820602 -leaf_count=47314 66328 148262 48238 297 19 17690 63127 6406 2539 17832 3384 6440 16442 228 183 517 282 58 20 3282 611 24 55853 6603 80 103730 27605 26523 53 10 -internal_value=0 0.00216701 -0.0379847 0.00425168 -0.00954332 -0.0304246 -0.0334233 0.0158515 0.0276685 -0.0118427 -0.00648888 -0.0381395 0.00278163 0.0109807 0.00300464 0.0172153 -0.0206267 0.0578248 -0.0221269 0.00356531 0.0160248 0.0029493 -0.00314609 -0.0109084 0.0177365 -0.0324247 -0.0524515 -0.0215345 0.0213513 0.718307 -internal_weight=0 19564.3 1602.81 16607.8 2956.52 377.282 1453.15 1867.99 629.514 207.928 2579.24 1170.47 14739.8 279.407 238.755 196.317 91.6037 40.6521 11.8353 13572.6 639.427 12933.2 2110.36 946.31 135.859 891.067 198.685 468.874 49.448 1.09618 -internal_count=669980 373526 296454 179151 194375 35541 249140 10530 4124 17851 158834 200902 168621 1585 1279 1096 579 306 78 152179 3893 148286 128864 62536 6683 137775 34045 29970 3447 63 +left_child=1 2 -1 -3 5 8 -7 12 -2 -10 29 18 19 14 25 16 -16 -18 -4 20 -5 28 23 -23 -17 -14 -27 -28 -22 -11 +right_child=4 3 11 7 -6 6 -8 -9 9 10 -12 -13 13 -15 15 24 17 -19 -20 -21 21 22 -24 -25 -26 26 27 -29 -30 -31 +leaf_value=-0.053905817801090307 0.0059793742241206109 -0.042673352801105242 0.0085442633148179077 -0.013460891787706248 0.0045628534480606263 -0.01461338063163458 0.015011716172651159 -0.034454523163187756 -0.017262749197146696 0.13676691827210682 0.054800470654627176 0.096322612864964838 -0.02836951432818683 -0.03061217312068977 1.7834841132318406 0.48435163283751009 0.94520776601685863 -0.075903328684307186 -0.014541955887465943 -0.024910064571025878 0.0088073624515023052 0.12179603631506795 -0.075958219588813186 1.6354351978204105 0.0095626226916089227 -0.0040950264918916913 0.68282667418260279 0.20026102597295692 0.18615992511548077 0.58151566865600368 +leaf_weight=108.12119060894474 1895.3720525642857 975.2246653905604 421.63342363620177 374.86180890165269 19888.444615736604 1613.4754805844277 263.74299898045138 692.79018465755507 374.08642544876784 0.93368177488446125 13.536787461489437 12.145412011072038 6.271628253161909 15.397016949485986 0.26895107561722298 0.5338288173079494 0.48958629230037309 0.62741722678765655 345.24788208096288 639.55655542341992 94.580503997858614 0.50521714985370525 0.64795744791626919 0.52575730625540018 2.329939229413867 2.7653111191466451 0.65862583834677968 1.8067219536751506 3.052457846235483 0.91048727370798588 +leaf_count=37724 57800 119900 55677 26183 139409 58291 7103 55992 15666 26 318 846 381 974 28 28 34 49 39368 45857 7613 28 40 26 120 143 38 87 207 24 +internal_value=0 -0.0240375 -0.0068495 -0.0294583 0.00321837 -0.00320628 -0.0104512 -0.0224453 0.00274608 -0.012989 0.0909554 -0.000318544 -0.0151783 0.0425891 0.114141 0.276641 0.645626 0.371653 -0.00184909 -0.016794 -0.00584715 0.0228916 0.519472 0.893694 0.098067 0.054102 0.152986 0.32918 0.0143522 0.356344 +internal_weight=0 3700.04 887.148 2812.89 24050.5 4162.06 1877.22 1837.67 2284.84 389.467 15.381 779.027 1144.88 31.149 15.752 4.24972 1.38595 1.117 766.881 1113.73 474.174 99.3119 1.67893 1.03097 2.86377 11.5023 5.23066 2.46535 97.633 1.84417 +internal_count=669980 391343 133615 257728 278637 139228 65394 137828 73834 16034 368 95891 81836 1882 908 259 111 83 95045 79954 34097 7914 94 54 148 649 268 125 7820 50 is_linear=0 shrinkage=0.1 @@ -2406,18 +2406,18 @@ shrinkage=0.1 Tree=126 num_leaves=31 num_cat=0 -split_feature=2 2 2 3 2 6 6 7 3 2 4 4 4 3 0 8 12 8 8 2 12 8 8 3 8 10 8 8 3 3 -split_gain=489.973 195.856 85.3077 76.3187 51.081 30.3283 27.775 27.7647 33.4402 25.2435 24.0921 44.0117 33.1221 25.883 37.2573 32.4664 30.7691 29.3195 28.6921 25.9098 24.5371 67.8323 25.1461 29.0748 24.7053 23.7498 39.6226 37.1626 30.2908 28.909 -threshold=0.020388258122669676 0.31515784113483891 0.89997631836292835 0.99080754815078553 0.080488095919491423 0.67204301075268824 0.70777988614800769 0.49074074074074076 0.11794531087437234 0.95347132347897057 0.64142857142857157 0.62678571428571439 0.93541666666666679 0.15782823163369611 0.041695003880845613 27.500000000000004 1.0000000180025095e-35 25.500000000000004 32.500000000000007 0.28682774700754626 1.0000000180025095e-35 25.500000000000004 22.500000000000004 0.6104183559200943 40.500000000000007 1.0000000180025095e-35 28.500000000000004 47.500000000000007 0.13020404387756693 0.16167077779508179 +split_feature=2 3 1 2 9 10 6 3 10 2 3 8 2 11 11 8 1 2 3 0 8 0 12 3 8 2 12 8 8 9 +split_gain=73.4822 36.6627 36.2942 51.6952 25.7386 25.7757 19.1793 17.5263 17.292 16.3873 16.3453 16.3208 16.0423 17.8984 15.1972 15.7062 13.2637 13.2534 14.0725 13.1788 16.3673 13.0878 18.653 19.191 16.6848 13.0533 21.8867 16.4745 14.9244 13.0156 +threshold=0.012927214920130917 0.91810348523373797 0.0039230821236290138 0.066825316751958783 1.0000000180025095e-35 1.0000000180025095e-35 0.16333333333333336 0.087612160102604378 1.0000000180025095e-35 0.0033675896810706572 0.95434646245660371 34.500000000000007 0.17632637931153258 1.0000000180025095e-35 1.0000000180025095e-35 44.500000000000007 0.081307628989831696 0.70396999548996608 0.026108816249928734 0.36253247512372938 16.500000000000004 0.66181430293257903 1.0000000180025095e-35 0.76632683769241605 34.500000000000007 0.81515065625715799 1.0000000180025095e-35 39.500000000000007 39.500000000000007 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 4 5 -1 7 25 -7 -2 -9 -4 11 13 -12 17 15 16 19 -6 -17 -15 22 -22 23 -16 -24 29 -27 28 -28 -3 -right_child=1 2 9 -5 10 6 -8 8 -10 -11 12 -13 -14 14 20 18 -18 -19 -20 -21 21 -23 24 -25 -26 26 27 -29 -30 -31 -leaf_value=-0.02566704029813411 -0.0073322826704720154 0.0088205943651240067 0.018240324936983264 -0.057059381244605037 0.022048952197956259 0.093396726359178769 0.011345647618204963 0.018148722009547955 -0.025029742820666091 0.050036172093967969 -0.038860686527139296 0.18774515348064541 -0.003766463925174528 -0.015448194459948363 -0.0019073915134687925 0.055441237103155142 0.004380652650714272 0.0015307413686173723 0.0040390339866663329 0.021541226989449418 0.0022750689433949961 -0.023022352577820246 0.0053338674302297242 -0.025783954417264738 -0.017876698088089334 0.0094857990627743357 -0.019744414839144093 0.027994949989868418 -0.0026739812873033488 0.002658687545459542 -leaf_weight=3382.6404325887561 9213.1579335667193 11143.768543675542 3159.5868585184216 1004.3787528723478 927.73970264941454 41.62885619699955 4603.8791057467461 200.18630437925458 1724.357221826911 271.12058263272047 402.77525252103806 12.345904797315596 809.32026729732752 2458.7993785962462 1283.8143051043153 109.9576585367322 1780.4075435847044 2793.2574183493853 8744.6322438567877 205.17059415578842 1811.8606146946549 2554.119772426784 3332.6886464953423 846.13448622077703 531.75285601615906 2120.50255446136 1694.6072516441345 284.95973363518715 2688.8971931487322 24036.327604606748 -leaf_count=85015 109682 51372 23766 45030 5264 197 20352 2334 22288 2707 2488 66 5111 17417 7686 745 11929 16643 52635 942 11765 16084 18920 5783 3247 8907 7423 1214 11666 101302 -internal_value=0 0.0013722 0.00553424 -0.0328541 -0.0038688 0.00441417 0.0120809 -0.00961424 -0.0205384 0.0207531 -0.00163172 -0.00102125 -0.0154282 -0.00110636 -0.00232568 0.00117686 -0.00579722 0.00664646 0.00467735 -0.0125994 -0.00682167 -0.012524 -0.00266838 -0.0113925 0.00214006 0.00356555 -0.00184962 -0.00699837 -0.00927319 0.00461055 -internal_weight=0 89787.8 50045.3 4387.02 39742.5 46614.6 4645.51 11137.7 1924.54 3430.71 28604.8 27392.7 1212.1 27380.3 23659.3 13299 4444.38 3721 8854.59 2663.97 10360.4 4365.98 5994.39 2129.95 3864.44 41969.1 6788.97 4668.46 4383.5 35180.1 -internal_count=669980 539935 228906 130045 311029 202433 20549 134304 24622 26473 176725 169126 7599 169060 147153 83668 30288 21907 53380 18359 63485 27849 35636 13469 22167 181884 29210 20303 19089 152674 +left_child=1 -1 8 6 5 7 16 11 -2 -3 -8 -5 13 -9 15 -6 -4 18 19 -7 -21 22 -16 -24 -23 26 -13 -28 -27 -11 +right_child=2 9 3 4 14 17 10 12 -10 29 -12 25 -14 -15 21 -17 -18 -19 -20 20 -22 24 23 -25 -26 28 27 -29 -30 -31 +leaf_value=-0.039565014551356886 0.0036500724812410395 -0.033871559068324376 -0.0074290248686027967 0.012150620936702591 0.0030953624768095592 -0.096352136933643362 0.0026257551189428218 0.00053740621221881092 -0.0016131070933963192 -0.0082447152276373791 0.061124167574131916 -0.0074668948299718395 0.00081877552199720077 -0.0083148981888442539 0.017628131297598115 -0.046713925910493954 -0.017482779883724632 -0.020931535317206283 -0.0056283196311002108 0.1820396098119178 0.032002788580849741 0.073450128694964104 -0.005052407882319465 0.063166980746516221 0.016281644616243578 -0.035187232122118592 -0.0026915198956610951 0.01637153435442654 -0.0027604755778759169 0.039266655289245091 +leaf_weight=523.13231734372675 47020.89861702919 252.53363558277488 3994.5717572178692 2293.0277187600732 2358.5821487382054 6.8717360347509375 611.58849538117647 4527.0466913506389 7197.9187217541039 1788.2734997598454 51.810951042920351 992.48095595091581 32199.94188041985 4609.8231198489666 1392.6241246908903 65.05310370773077 1954.1797188241035 578.20409648120403 5066.4114200398326 8.1596332192420942 66.747774869203568 77.534623645246029 772.57085505872965 43.56163401901722 149.46194551885128 171.61381229758263 654.45910389721394 1475.2533542215824 820.72777144610882 59.580225637182593 +leaf_count=11652 241679 17605 42509 9104 8641 23 5847 26221 33170 62298 822 4102 111624 27056 5032 256 20692 1924 21950 31 345 340 2714 239 724 698 2415 5290 3634 1343 +internal_value=0 -0.0158778 0.00104132 -0.000553318 0.0003966 -0.000236655 -0.00893317 0.000523718 0.00295135 -0.00997816 0.00719443 0.0053901 -0.000230613 -0.00392885 0.00736469 0.00175842 -0.0107317 -0.00657634 -0.00496407 0.0361875 0.0483462 0.0129431 0.0105931 -0.00141115 0.0358085 0.00162247 0.00479788 0.0105135 -0.0083683 -0.00671281 +internal_weight=0 2623.52 119161 64942.3 58330.2 53470.8 6612.15 47744.4 54218.8 2100.39 663.399 6407.56 41336.8 9136.87 4859.39 2423.64 5948.75 5726.39 5148.19 81.7791 74.9074 2435.75 2208.76 816.132 226.997 4114.53 3122.19 2129.71 992.342 1847.85 +internal_count=669980 92898 577082 302233 232363 214417 69870 190144 274849 81246 6669 25243 164901 53277 17946 8897 63201 24273 22349 399 376 9049 7985 2953 1064 16139 11807 7705 4332 63641 is_linear=0 shrinkage=0.1 @@ -2425,18 +2425,18 @@ shrinkage=0.1 Tree=127 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 0 7 2 3 8 8 4 10 1 10 4 8 0 12 8 2 2 8 1 8 2 12 0 1 4 2 -split_gain=815.32 410.442 140.738 123.693 91.8767 54.1219 47.4325 46.9735 45.4872 67.4168 52.4285 49.7052 86.0916 37.023 34.8683 37.5212 32.4318 31.6335 72.9417 45.3888 38.3112 32.464 45.6663 30.9948 31.0274 65.3355 30.3259 38.0193 27.87 27.2206 -threshold=0.96631402124114463 0.27554835801862992 0.080939212771562727 0.99172460485529679 0.011749020176541681 0.28801843317972359 0.10557156246282116 0.030372011075534371 26.500000000000004 38.500000000000007 0.035759897828863352 1.0000000180025095e-35 0.0049657325447400131 1.0000000180025095e-35 0.033908045977011504 40.500000000000007 0.19979306634960378 1.0000000180025095e-35 32.500000000000007 0.024479409437641361 0.0081827070792699613 19.500000000000004 0.84264757925280087 10.500000000000002 0.44139309176609126 1.0000000180025095e-35 0.18647636400650225 0.0051761265975346872 0.59761904761904772 0.0056255489474314824 +split_feature=3 0 0 0 7 12 2 8 8 1 3 0 1 7 6 0 8 3 6 8 1 8 10 11 1 8 12 3 2 8 +split_gain=145.451 50.0727 32.3495 31.9156 23.4873 25.725 22.4012 25.0556 27.5213 19.8768 18.7779 24.8722 17.522 16.5463 19.916 15.7704 15.5424 15.5231 15.182 21.4886 16.7006 14.7664 27.865 33.7798 47.3292 15.1906 50.6788 19.6234 14.7581 14.0902 +threshold=0.080939212771562727 0.00074303643721072051 0.19979306634960378 0.061437052533743111 0.47883597883597889 1.0000000180025095e-35 0.20198368560756871 58.500000000000007 59.500000000000007 0.0010863138789596763 0.023607657396327236 0.79218779667370998 0.0018051148815460066 0.46291208791208799 0.47493734335839605 0.0003919778787274337 40.500000000000007 0.051752180219358998 0.051315789473684217 16.500000000000004 0.0021152687125869899 40.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.01903582386767939 38.500000000000007 1.0000000180025095e-35 0.042998076775577404 0.0033675896810706572 89.500000000000014 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 7 5 6 -2 -3 -1 11 -10 -11 23 -13 -12 15 17 29 18 20 -20 -9 22 -19 -6 -25 -26 -21 -28 -18 -4 -right_child=3 4 16 -5 8 -7 -8 14 9 10 13 12 -14 -15 -16 -17 28 21 19 26 -22 -23 -24 24 25 -27 27 -29 -30 -31 -leaf_value=-0.04419546904682907 0.021773499213948937 0.012478887495181171 0.062681086002640427 0.060533234918266891 -0.04732707078433155 0.046659648455677723 0.0032740432438482536 0.064662591891340715 -0.018073637201051256 0.00016181153248736961 -0.010473445414803852 0.01710525623009216 -0.021764400244866755 -0.046095179767779083 -0.035545246455511485 -0.055777306173051482 -0.010587408240660704 0.0037166640027586533 0.10971689149947622 0.021095009007197494 -0.03488927304680197 -0.026999036352622671 -0.064803582069611024 0.0085040584417605657 -0.023173628545604591 0.015904021405363632 -0.042289433363611878 0.0094091267293134363 -0.029843054660601154 -0.004902786274076934 -leaf_weight=944.38565297424793 4265.2089525721967 10121.639040641487 59.866045884788036 1370.6105409450829 107.43211933970451 1099.0806305408478 12526.159220211208 40.792019747197628 2701.8740990832448 20802.552369639277 1797.9778797402978 848.48768439888954 1735.0093991234899 348.29044046252966 1253.6183529160917 240.76800712198019 8667.7711898982525 779.29830116778612 43.379111111164093 623.24815144389868 738.56068262457848 2563.5195331797004 111.13633223250508 11378.710131801665 965.47658191621304 768.34135912358761 230.40908822789788 371.76772619783878 823.03191015124321 13174.110034346581 -leaf_count=15895 65034 80369 295 39652 495 19810 59655 374 12051 91010 7885 4072 7978 1578 13532 2827 51662 7819 444 5228 7456 26738 1107 54801 4021 3181 2174 3398 5929 73510 -internal_value=0 -0.00228599 -0.0118009 0.0337227 0.00226584 0.0268724 0.00738783 -0.0232612 -0.00053247 -0.00313255 -0.00137347 0.00368774 -0.00899859 -0.016254 -0.0204355 -0.0171372 -0.00779626 -0.0154463 -0.00559974 0.00919053 -0.0296786 -0.0212852 -0.00483544 0.00616695 0.00660524 -0.00585637 0.00563198 -0.0103721 -0.0122572 -0.00459706 -internal_weight=0 94767.6 30665.7 6734.9 64102 5364.29 22647.8 7940.88 41454.2 25650.7 22948.8 15803.5 2583.5 2146.27 6996.5 5742.88 22724.8 5502.11 2048.16 1268.8 779.353 3453.95 890.435 13220 13112.5 1733.82 1225.42 602.177 9490.8 13234 -internal_count=669980 545484 218388 124496 327096 84844 140024 86992 187072 112524 100473 74548 12050 9463 71097 57565 131396 54738 19074 11244 7830 35664 8926 62498 62003 7202 10800 5572 57591 73805 +left_child=3 15 4 21 13 -6 -4 9 -9 -8 -5 17 -13 28 -15 -2 -14 -12 20 -20 -11 25 -23 24 -24 -1 27 -27 -3 -30 +right_child=1 2 6 10 5 -7 7 8 -10 18 11 12 16 14 -16 -17 -18 -19 19 -21 -22 22 23 -25 -26 26 -28 -29 29 -31 +leaf_value=-0.010844029426288716 0.03137522603123831 0.027691324471700682 0.00099660071946668441 -0.036869517798565586 0.0013194027451726546 0.0088369510034126686 0.077792064265278391 0.16012837696874307 0.00019874222617705833 0.010876705390644947 -0.027138874081457612 -0.059100064238685558 0.0017655872981273504 -0.14427579039706856 0.015612090517525105 0.0110487939967859 -0.053511155634330988 -0.014428139828694141 -0.030791603212177679 -0.0085212510305632243 -0.0057229654607632097 -0.045801846060525869 0.62809477772104472 -0.049207553313044661 0.042106204267576788 0.14340083458913169 -0.0086551794456288175 0.02250677833695662 0.00027616398214780292 -0.088510554114364634 +leaf_weight=1622.305602170527 504.59126555547118 196.55826274864376 7347.867498010397 424.17564522847533 11933.630373397842 7359.0814619343728 28.084028795361519 18.990396291017532 24.826886668801308 649.55749094486237 1451.0686564147472 53.337494485080242 1200.1686778329313 17.283026926219467 14.18452215567231 1567.2388569042087 53.117782674729824 2843.8094763681293 548.65161792933941 2060.1257368773222 9055.9798353984952 151.77481286227703 2.3915111869573575 6.0898669734597206 3.2533688060939312 13.71321766078472 1398.5368990264833 642.23604023456573 78839.751841394231 17.878051614388824 +leaf_count=15139 18523 4609 28559 6161 51907 36482 117 59 122 2825 13518 573 11370 70 67 36642 574 19928 2399 9781 37730 1588 23 62 39 134 13601 4282 353011 85 +internal_value=0 0.000587671 0.000317333 -0.0120428 0.00105855 0.00418692 -0.00337777 -0.00597278 0.0695122 -0.00624077 -0.0165834 -0.0150472 -0.00296615 0.000295391 -0.0722037 0.0159993 -0.000577196 -0.0187226 -0.00643241 -0.0132049 -0.00461201 -0.00491834 -0.0343231 0.114141 0.290366 -0.00361069 0.00210104 0.0250342 0.000324249 0.000256035 +internal_weight=0 120184 118112 9865.98 98378.4 19292.7 19734.1 12386.2 43.8173 12342.4 6025.68 5601.5 1306.62 79085.7 31.4675 2071.83 1253.29 4294.88 12314.3 2608.78 9705.54 3840.3 163.51 11.7347 5.64488 3676.79 2054.49 655.949 79054.2 78857.6 +internal_count=669980 582988 527823 86992 446231 88389 81592 53033 181 52852 52124 45963 12517 357842 137 55165 11944 33446 52735 12180 40555 34868 1712 124 62 33156 18017 4416 357705 353096 is_linear=0 shrinkage=0.1 @@ -2444,18 +2444,18 @@ shrinkage=0.1 Tree=128 num_leaves=31 num_cat=0 -split_feature=0 0 3 0 10 9 8 7 3 8 12 1 1 11 1 8 1 1 3 2 1 2 2 1 0 8 8 2 7 8 -split_gain=482.335 140.034 61.2024 48.8332 48.0958 45.8288 33.3443 33.8683 32.6398 51.1404 31.5359 28.0722 26.376 26.5107 26.0823 24.8352 24.1315 24.2043 28.7905 31.4239 30.6502 30.3985 37.5165 26.2118 24.5672 27.7451 39.1745 33.8988 23.7205 23.1575 -threshold=0.003715522716919115 0.020947278998356491 0.035965260822940534 0.00095038259306985586 1.0000000180025095e-35 1.0000000180025095e-35 45.500000000000007 0.77350427350427364 0.84634042001481058 39.500000000000007 1.0000000180025095e-35 0.12690390494205708 0.017746474025025109 1.0000000180025095e-35 0.0032524099409543495 25.500000000000004 0.50732302613085845 0.012767908385773321 0.80763250633784167 0.47057328349128891 0.003706120562552278 0.066825316751958783 0.080488095919491423 0.00190461598372081 0.63872354282211752 50.500000000000007 62.000000000000007 0.1505905538388437 0.58114035087719318 25.500000000000004 +split_feature=0 0 10 0 3 3 8 4 4 4 6 8 1 12 3 8 11 1 1 8 1 3 1 8 1 3 1 2 0 3 +split_gain=299.045 63.1456 27.4312 27.0352 28.2616 21.774 27.571 19.4773 48.8007 25.6587 36.0471 24.4554 18.5175 18.1522 16.7895 36.1001 55.6162 22.2255 25.8451 26.936 24.2565 16.032 15.3183 14.2909 13.9842 13.7502 13.3012 17.2767 16.4242 26.1607 +threshold=0.0070129444789225346 0.028165631713550725 1.0000000180025095e-35 0.0010283167396347157 0.95253238274768603 0.84634042001481058 39.500000000000007 0.64495798319327746 0.93541666666666679 0.62678571428571439 0.27888888888888896 16.500000000000004 0.0040755249409591271 1.0000000180025095e-35 0.0830582119365567 37.500000000000007 1.0000000180025095e-35 0.0093122030323845775 0.00088106338958213344 38.500000000000007 0.0024403048404024095 0.48410114719805647 0.067156980655063939 16.500000000000004 0.00083047647103313158 0.96879786550279945 0.0012833679548992728 0.83927177908205797 0.10773540641268979 0.71156364896724567 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 8 -3 -1 6 10 7 14 9 -2 11 -6 -7 -14 -4 28 17 18 19 23 21 -20 -23 -8 25 27 -27 -19 -10 -12 -right_child=1 2 4 -5 5 12 16 -9 15 -11 29 -13 13 -15 -16 -17 -18 24 20 -21 -22 22 -24 -25 -26 26 -28 -29 -30 -31 -leaf_value=-0.075232177309592183 -0.0054102450881888323 0.017250054789984603 -0.007236136452323118 -0.039885763728389895 0.0099889064724587463 0.0035177715332786507 0.11841765551651584 -0.010681831852812126 -0.0084873199386480483 -0.03017243570640888 0.0051330946784041058 -0.023268404957988428 0.0012792821602502155 -0.032412034805508742 0.0017407996495840768 0.0069725227883002967 -0.036315513896532599 -0.011480355611552265 0.038532597822985605 0.019418428645196821 0.0055620568055811071 0.41125700491588396 0.099042297481166733 -0.034132016219597362 0.069246861944305557 -0.095571985849553925 0.066771251827836761 0.039532726601796762 -0.050366053003546019 0.029116761448798274 -leaf_weight=559.37684461567551 1441.141984179616 2870.4683085009456 3748.8441384211183 1297.4599188640714 5153.1412279196084 3629.6317764930427 11.730163369327782 2997.0239537768066 928.10437756404281 1979.8436536733061 545.57215482741594 266.95421095564961 473.97601815313101 460.43109721317887 23687.143987089396 1050.7616004515439 89.470451805740595 172.88769798353314 16.16305505856872 264.3306544944644 43.34452959895134 6.7772087305784217 8.9067819789051992 283.13410344719887 122.9838744699955 43.953040294349194 22.459224171936512 528.35482298582792 158.32137981615961 1536.1101135015488 -leaf_count=71367 43980 19039 39666 101263 26670 19719 104 24573 29566 67152 3023 1642 2937 2871 159531 33178 675 1188 138 2078 413 57 95 1640 575 247 122 3149 5459 7863 -internal_value=0 0.00132564 0.00310128 -0.050534 0.00218062 0.00756192 0.000154566 -0.000588383 -0.0136841 -0.019741 0.012369 0.00835089 -0.00033938 -0.0153222 0.000514194 -0.00398874 0.0141591 0.0171203 0.00219301 -0.00561878 0.0602888 0.134773 0.233953 -0.0280634 0.0277528 0.0211051 -0.0406709 0.0269557 -0.0145902 0.0228311 -internal_weight=0 52542 46983.8 1856.84 44113.3 12065.8 32047.5 30433 5558.17 3420.99 7501.78 5420.1 4564.04 934.407 27436 2137.19 1614.5 1525.03 634.386 559.195 75.1916 31.847 15.684 294.864 890.639 767.655 66.4123 701.243 1086.43 2081.68 -internal_count=669980 497350 318015 172630 298976 64725 234251 223770 179335 111132 39198 28312 25527 5808 199197 68203 10481 9806 4525 3822 703 290 152 1744 5281 4706 369 4337 35025 10886 +left_child=3 2 5 -1 24 6 14 9 21 26 -11 13 -4 -10 15 -2 -17 18 -18 20 -20 -9 -16 25 -5 -7 -3 28 29 -28 +right_child=1 7 12 4 -6 23 -8 8 11 10 -12 -13 -14 -15 22 16 17 -19 19 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 +leaf_value=-0.046776957871892948 0.0034256653841390899 -0.007899620706735366 0.033460600647630588 -0.041968428724484405 -0.0098760739545027676 -0.011345841030639601 -0.019171504745070293 0.020812726877331263 -0.0039823123511667754 0.0083032548439794275 -0.15868480675933963 0.0056217682783815106 0.00053841644253295148 -0.042707223701924785 -0.0042317339414157445 -0.031842892004821551 -0.045922595220417729 -0.050181035264259266 0.29655676135988801 0.20834752264713102 0.80143160839063732 0.060937885215026633 -0.029955819268874313 0.0091838912257985791 -0.024750093904665593 0.047427830437691422 -0.00422407315968913 0.013335506211667042 0.0028504990504448786 0.0061394806540214023 +leaf_weight=568.11329244915396 359.26303502544761 1343.4098237454891 234.66226257942617 638.05906154029071 1089.2580049349926 878.61776918545365 2888.4886796176434 1341.3196278512478 324.67896617949009 28.177531033754349 23.884701177477837 2316.230833478272 628.23160141333938 192.99892125278711 1396.5037058293819 19.516604740172625 3.0938662290573182 3.3869235962629309 2.3823537528514893 16.702204260975122 1.5845482498407362 107.56120409071445 277.48553873039782 871.67995915934443 1808.9986214814708 41.694487903267145 8757.6086105071008 1352.0576111041009 40693.445401154459 3374.219746299088 +leaf_count=76699 8121 11443 3637 27453 66731 16949 59139 5068 1241 96 76 9027 9441 798 24839 455 70 53 29 285 18 433 4991 15843 64885 1113 66987 11724 154862 27474 +internal_value=0 0.00127296 -0.00729877 -0.0265283 -0.0232753 -0.00944188 -0.0128502 0.00236467 0.00886267 0.00186389 -0.0683062 0.00123006 0.00949154 -0.0184196 -0.00407153 0.0141736 0.0969168 0.189475 0.223633 0.263982 0.498225 0.0237915 -0.00849584 7.94395e-06 -0.0292397 -0.00868312 0.00192969 0.00217342 0.00188773 -0.00134166 +internal_weight=0 67478.9 7623.29 4104.43 3536.32 6760.4 4968.41 59855.6 4282.79 55572.8 52.0622 2833.91 862.894 517.678 2079.92 405.93 46.6665 27.1499 23.763 20.6691 3.9669 1448.88 1673.99 1791.99 2447.06 920.312 55520.7 54177.3 52825.3 12131.8 +internal_count=669980 434212 144983 235768 159069 131905 98000 289229 16567 272662 172 11066 13078 2039 38861 9031 910 455 402 332 47 5501 29830 33905 92338 18062 272490 261047 249323 94461 is_linear=0 shrinkage=0.1 @@ -2463,18 +2463,18 @@ shrinkage=0.1 Tree=129 num_leaves=31 num_cat=0 -split_feature=1 1 1 3 5 6 2 0 5 0 8 2 8 1 7 2 10 8 8 10 0 11 8 10 8 1 8 0 8 8 -split_gain=201.55 39.8006 30.844 25.1702 19.073 19.5224 16.1759 14.9719 16.6144 13.2606 15.3978 11.8658 11.6906 11.2688 10.9182 10.6667 13.1256 12.8168 25.6216 10.6282 11.0695 10.3566 17.2895 33.4287 14.5315 12.9772 11.9571 15.309 10.8454 11.0023 -threshold=0.0027613792403738935 0.040936703276809518 0.00042373676032680799 0.035965260822940534 0.060661764705882359 1.0000000180025095e-35 0.0085461920867191069 0.094655825173027994 0.43650793650793657 0.25407564794681914 89.500000000000014 0.015828231182202418 66.000000000000014 0.00091639259584765846 0.85357142857142865 0.0081827070792699613 1.0000000180025095e-35 23.500000000000004 20.500000000000004 1.0000000180025095e-35 0.53647377754662762 1.0000000180025095e-35 43.500000000000007 1.0000000180025095e-35 30.500000000000004 0.39423715963186862 15.500000000000002 0.15314720515933775 14.500000000000002 9.5000000000000018 +split_feature=1 1 3 0 1 1 0 5 2 6 3 11 7 10 8 0 7 3 2 3 3 3 1 1 1 8 2 4 8 0 +split_gain=209.29 33.4808 27.5392 21.4409 20.9353 16.8396 14.6949 10.5844 9.96943 9.77951 11.307 17.2324 9.64575 9.51501 9.31785 9.24282 9.08867 12.2964 11.1951 11.5404 9.13814 9.07506 8.85441 8.39363 8.31432 10.3365 9.33717 8.82643 8.49093 16.9597 +threshold=0.0033727556607198888 0.011462696706274976 0.97224602103302826 0.019935491711415992 0.00042373676032680799 0.00091639259584765846 0.049775222559007327 0.054093567251461992 0.65996978046282628 0.37797619047619052 0.79048838510002806 1.0000000180025095e-35 0.81534090909090928 1.0000000180025095e-35 47.500000000000007 0.00046287964804784528 0.070367751060820383 0.60204128063521323 0.073417958820309395 0.91548639025152101 0.034090029045624547 0.90996063671215588 0.026414580882012335 0.93351929817756518 0.04755786326938103 89.500000000000014 0.74750885810280077 0.31009615384615391 29.500000000000004 0.90102809240152559 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 6 5 9 -3 8 -5 10 14 -4 21 -13 15 16 -2 18 -18 -11 -21 26 24 -24 -23 -26 27 -9 29 -29 -right_child=1 3 11 7 -6 -7 -8 12 -10 19 -12 13 -14 -15 -16 -17 17 -19 -20 20 -22 22 23 -25 25 -27 -28 28 -30 -31 -leaf_value=-0.080714021918124698 0.0089610535589922206 0.037986204434013085 -0.012686677606661249 0.0059345689189878696 0.020511010519593323 -0.020516013751331785 0.010817904972125522 -0.056714376978609531 0.028339957809818645 -0.0074332502747381304 0.1507957586982159 -0.053791799138566312 -0.11796381150877107 -0.030192403799133755 -0.015708625215495712 -0.00082851053520303529 0.086625649274600702 -0.011196014393794263 0.49087557012445848 -0.011824634952437692 -0.051883011290965779 0.010932841291156202 0.051746803175874968 -0.050182245308132846 -0.0087797692391789871 0.010028143533152199 -0.0043857260405448266 0.16381284440394367 0.15930890945181309 0.012494655868973113 -leaf_weight=137.90178449638188 128.3441444830969 342.34764027968049 278.86985572241247 5988.669919360429 280.48384840460494 815.10574766946957 608.99512881413102 11.842243034392594 350.32291129976511 606.51831195037812 6.6477578468620768 264.29047026392072 8.3462526164948923 863.15010269358754 476.36525011574849 3244.9125531618483 27.787264351733032 12.565984680317341 1.6616111220791925 143.40266362763941 132.92681054165587 1220.1817597709596 168.80620327219367 39.752412658184767 1248.7361138835549 519.47253113985062 3117.6721321754158 5.9711675606668022 10.628650099039076 24.605630997568369 -leaf_count=47314 5069 2759 48238 42854 6831 45692 4030 98 1931 28408 34 63127 69 137775 22929 141387 704 347 27 9162 10018 9619 1028 248 12707 2298 24921 55 97 204 -internal_value=0 0.00194591 -0.0355818 0.00490521 -0.00493597 -0.00621138 0.0205946 0.00373132 0.0071728 -0.00377267 -0.00126643 -0.0311561 0.000309832 -0.0357245 -0.00152618 0.000451999 0.0248425 0.0733561 0.109435 -0.0148392 -0.0310945 0.000464856 0.00448118 0.0323186 0.00253842 -0.00325429 -0.00358469 0.0434931 0.0722922 0.0420447 -internal_weight=0 19543.1 1544.21 13666.4 5876.72 5596.24 951.343 12715 6338.99 4781.13 3898.28 1406.31 6376.02 1127.44 3891.64 3415.27 170.359 42.0149 29.4489 882.848 276.329 6367.67 3196.95 208.559 2988.39 1768.21 3170.72 53.0477 41.2054 30.5768 -internal_count=669980 373526 296454 102918 270608 263777 6789 96129 44785 218085 170497 249140 51344 200902 170463 147534 6147 1078 731 47588 19180 51275 25900 1276 24624 15005 25375 454 356 259 +left_child=2 3 5 15 -4 -1 14 9 13 10 24 -12 21 -5 -7 -2 17 -16 -19 -20 -18 23 -11 -9 25 26 28 -26 29 -3 +right_child=1 7 4 8 -6 6 -8 12 -10 22 11 -13 -14 -15 16 -17 20 18 19 -21 -22 -23 -24 -25 27 -27 -28 -29 -30 -31 +leaf_value=-0.049775344628921442 0.29506448197419449 0.00074335103234850469 -0.051422659899997364 -0.013822623745392813 0.0019940798425602023 -0.024304671248699786 -0.044330383805560362 0.0095613270202307282 -0.00088654087866967815 -0.021583354913209129 0.019165593521999258 0.0014107105121540745 -0.086204857124448434 -0.032895086021032506 -0.049521282428946468 0.001849814136805646 0.86275749875989105 -1.9812816259422839e-05 0.10866751622361133 0.6388819198554232 -0.06725838553996609 0.06550741546773399 -0.0012112622039652217 0.051721891086558724 0.0032538843630108825 0.18405362245177515 0.017006851061350182 0.01518094008977381 -0.0083672103146397777 0.070425556755980334 +leaf_weight=460.49814901081845 1.0759291704744089 1007.6802762290463 88.484476940822788 979.08656343631446 429.55873189982958 1109.0629226155579 409.40795423137024 1660.6613740939647 397.95655997563154 258.09105318039656 1111.7705078553408 1075.4356350582093 10.115305969491599 356.93402098910883 11.508332334458826 1332.1845273450017 0.10659327544271846 13.062391477636995 18.368289559613917 0.41988828778266807 11.962199124507604 30.823868637904525 1230.6468689441681 48.603221252560616 13046.482115048915 2.9814003910869351 232.06013296172023 651.44887604936957 1648.5864844946191 36.182191300205886 +leaf_count=68694 44 19819 34721 48027 65889 110957 40229 9049 20376 7365 16518 16389 78 22435 1191 56480 16 1143 1219 42 1236 316 10306 449 70065 24 4897 4086 37091 829 +internal_value=0 0.00234075 -0.0277139 -0.00744838 -0.00712978 -0.0329555 -0.0280343 0.00370236 -0.0147797 0.00305909 0.0036765 0.0104356 0.0111639 -0.0189181 -0.0223049 0.00208644 0.0177084 0.0390722 0.0710831 0.120517 -0.0590444 0.01173 -0.00474302 0.0107602 0.00278729 -0.00205005 -0.00223978 0.00382111 -0.00389863 0.00315866 +internal_weight=0 25118.8 2552.44 3067.24 518.043 2034.4 1573.9 22051.6 1733.98 20301.4 18812.6 2187.21 1750.2 1336.02 1164.49 1333.26 55.4277 43.3589 31.8506 18.7882 12.0688 1740.09 1488.74 1709.26 16625.4 2927.49 2924.51 13697.9 2692.45 1043.86 +internal_count=669980 344643 325337 147362 100610 224727 156033 197281 90838 187389 169718 32907 9892 70462 115804 56524 4847 3595 2404 1261 1252 9814 17671 9498 136811 62660 62636 74151 57739 20648 is_linear=0 shrinkage=0.1 @@ -2482,18 +2482,18 @@ shrinkage=0.1 Tree=130 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 1 8 8 8 12 3 0 7 6 5 8 1 1 8 12 4 10 0 1 7 6 3 5 8 1 -split_gain=410.235 160.474 70.6981 67.583 47.2041 26.8887 53.4372 56.3677 39.4552 26.3518 35.6464 26.0881 28.9926 25.9841 24.5498 24.3243 42.4528 39.6101 29.3306 38.2774 30.2299 25.3398 25.2224 33.2296 24.6869 23.9077 26.5658 24.029 22.8701 22.7631 -threshold=0.020388258122669676 0.35610933075600715 0.0056255489474314824 0.89997631836292835 0.071628437933621544 0.0050703539589219198 32.500000000000007 39.500000000000007 47.500000000000007 1.0000000180025095e-35 0.099236128261346188 0.0012547275174670451 0.20185185185185187 0.35924528301886799 1.0000000180025095e-35 39.500000000000007 0.00063179110424634608 0.00063179110424634608 40.500000000000007 1.0000000180025095e-35 0.63450834879406315 1.0000000180025095e-35 0.87672250303520649 0.005873767373250907 0.46862745098039221 0.31698564593301443 0.058940503103090736 0.033908045977011504 40.500000000000007 0.27403495618299978 +split_feature=2 1 2 3 9 8 6 6 0 7 6 8 10 0 1 2 0 8 12 12 3 2 2 9 11 7 2 1 2 10 +split_gain=60.0548 30.8444 32.6645 30.4026 20.2042 18.1047 18.0097 20.6659 16.0366 16.0136 14.9697 13.6337 12.9792 12.7417 11.7365 18.0898 11.6747 11.6729 80.0729 20.9293 17.7634 22.2157 27.5227 15.0083 16.2308 14.3323 13.0575 12.6122 16.3196 12.4386 +threshold=0.011239401872280804 0.027442770971085804 0.096367015944474055 0.83268889682982661 1.0000000180025095e-35 41.500000000000007 0.67204301075268824 0.87867647058823539 0.71168591046091711 0.052982456140350888 0.82480818414322254 48.500000000000007 1.0000000180025095e-35 0.73698572325193479 0.0039230821236290138 0.046929061200795631 0.0028765035502286468 23.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.0481944817923304 0.037748234010595648 0.044487150863108789 1.0000000180025095e-35 1.0000000180025095e-35 0.24568965517241384 0.020388258122669676 0.64423148979618194 0.045688057837906117 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 5 15 8 13 -8 -3 10 -9 12 -4 14 -7 17 -17 -2 19 20 21 -18 23 -21 -19 27 -27 -6 -5 -13 -right_child=1 3 11 28 25 6 7 9 -10 -11 -12 29 -14 -15 -16 16 18 24 -20 22 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 -leaf_value=-0.056856893019583403 -0.03806038164035979 0.0058276557302923866 -0.025614770658890507 0.017191656525583562 -0.0019871566265370556 0.0074529558270885424 -0.016259427800772375 -0.023805073239477115 0.029756317972069457 0.0077068363368321888 -0.00029976604833797569 -0.011580207293796552 -0.056963649376201714 0.024723151156968104 -0.029640752788908667 0.02017842761271656 0.011327076039717117 -0.0073964686771367657 -0.033092127553140234 -0.0039551057158945342 -0.046279715897516588 -0.014135382369274663 0.049479902217531707 -0.038195807590695414 -0.026986543266795872 0.039303795149137385 0.0034867079337667795 -0.020089967445390627 0.057077219708979922 -0.03962536466077074 -leaf_weight=823.3193174675107 604.8209753446281 22684.636658161879 1070.3762864843011 3231.321873806417 28276.137322962284 5651.427933499217 2366.8104714155197 726.74155326187611 710.66419863700867 3629.1471136212349 5749.1389267146587 1601.5845640674233 407.26325313933194 879.16528427600861 184.23820430040359 627.49318709224463 1668.1752104461193 3705.0550415962934 411.62422202154994 523.91928850114346 119.57832544669509 510.43407480791211 50.882206581532955 617.44870827719569 778.42141538858414 216.49925911426544 4760.9226891696453 752.75723319500685 150.45275691151619 353.2442138325423 -leaf_count=39926 9778 99348 30079 25327 175420 23964 10114 3220 3212 15545 24140 38725 12308 3788 785 6771 13917 50987 6184 6944 1253 4698 690 8240 11690 1256 26752 4766 1146 9007 -internal_value=0 0.00123628 -0.0305401 0.00535948 -0.00310804 0.00427886 0.00150403 -0.00236832 0.00655452 0.000885273 -0.0029376 -0.0242277 -0.0342551 0.00869636 0.00628187 -0.00929342 -0.00396327 -0.0140383 -0.00784551 -0.0048682 0.00267442 0.00536139 -0.0194074 -0.0224784 -0.0107977 -0.00135865 0.00504462 -0.00245659 0.0189661 -0.0166481 -internal_weight=0 89587.9 4255.79 45963.7 43624.2 42582 19186.7 12471.8 23395.3 10105 6475.88 3432.47 1477.64 6714.83 5835.67 9617.85 4529.56 5088.3 3902.06 3490.44 2298.19 2178.61 1192.25 1141.37 4483.48 34006.3 4977.42 29028.9 3381.77 1954.83 -internal_count=669980 539935 130045 210589 329346 184116 81556 53019 102560 42905 27360 90119 42387 28537 24749 121152 48697 72455 41926 35742 19868 18615 15874 15184 62677 208194 28008 180186 26473 47732 +left_child=3 6 5 -1 -5 8 14 10 17 13 -8 -4 -13 -9 -2 16 -16 19 25 20 21 -3 -23 -22 -25 -19 -27 -20 -29 -21 +right_child=1 2 11 4 -6 -7 7 9 -10 -11 -12 12 -14 -15 15 -17 -18 18 27 29 23 22 -24 24 -26 26 -28 28 -30 -31 +leaf_value=-0.042082435251164375 0.0023187034052746603 -0.012503029648050648 -0.00057966168422225088 -0.012399568022640884 0.052160873268322687 -0.034941720883048262 0.011788621034519062 0.0036666337167136349 0.0065266562617949386 -0.061357847803328883 0.036879843726083036 0.0253054449859864 0.14505548320591916 0.037460473336357852 0.007937065454823828 0.00050984693043419356 -0.012308299166872027 0.0078325643690088567 -0.034326736586931132 0.00082790604089707012 -0.023160818782817703 0.40304727433901227 0.06598157161483241 0.074190911072708907 -0.019037142656310818 0.24594238376532851 0.044769865912645861 -0.02549037979845159 0.02965787027250328 0.036881209042608963 +leaf_weight=370.97249277494848 49083.428190778941 16.276137810200456 17557.703144155443 1684.9423977071419 49.909706998616457 268.34713289327919 1157.6866658162326 6928.7293284777552 635.15627824142575 37.44556481577456 299.2374898660928 54.957820102572441 10.83548593521118 113.39729794114828 339.86070036143064 37348.210406750441 1759.3181188106537 548.58956340327859 1096.4395816139877 940.39878796972334 773.86388222128153 3.4984896406531316 7.8764631971716881 34.428187601268291 40.810807477682829 3.3696687258779994 75.904915735125542 191.86740640364587 74.49286462366581 106.53434719145298 +leaf_count=9189 256416 222 70426 72077 1181 2994 5399 29791 5684 201 1481 228 43 699 4941 150194 21630 3971 10273 9078 8088 31 54 358 419 43 506 2793 589 981 +internal_value=0 0.000937011 -0.00240418 -0.0160985 -0.0105422 -0.00970098 0.00170947 0.00609604 -0.00821219 0.003864 0.0169421 -0.000409399 0.0450271 0.00421081 0.0012865 2.15866e-06 -0.00903054 -0.0106038 -0.015972 -0.00504866 -0.0164467 0.06243 0.16965 -0.0190153 0.0236226 0.013576 0.053321 -0.0295852 -0.0100671 0.00449664 +internal_weight=0 119509 22441.4 2105.82 1734.85 4817.85 97067.3 8536.5 4549.51 7079.57 1456.92 17623.5 65.7933 7042.13 88530.8 39447.4 2099.18 3914.35 1990.66 1923.69 876.754 27.6511 11.375 849.103 75.239 627.864 79.2746 1362.8 266.36 1046.93 +internal_count=669980 587533 116781 82447 73258 46084 470752 37571 43090 30691 6880 70697 271 30490 433181 176765 26571 37406 18175 19231 9172 307 85 8865 777 4520 549 13655 3382 10059 is_linear=0 shrinkage=0.1 @@ -2501,18 +2501,18 @@ shrinkage=0.1 Tree=131 num_leaves=31 num_cat=0 -split_feature=3 3 2 3 3 8 7 8 7 0 12 0 4 8 10 12 8 2 8 6 11 1 8 8 8 0 6 8 0 12 -split_gain=681.931 341.836 125.52 113.355 79.3035 54.0031 53.1265 52.1235 48.0456 40.987 41.7268 38.5363 33.8992 33.8559 31.0356 30.6103 98.4536 102.679 71.8881 31.8232 30.3455 44.4325 32.3149 27.1361 32.3149 26.7204 26.5764 51.9314 29.3724 29.2205 -threshold=0.96631402124114463 0.1542344155679414 0.19076083981042186 0.99172460485529679 0.049913263289709457 41.500000000000007 0.47559523809523813 48.500000000000007 0.39009661835748799 0.018943607912878153 1.0000000180025095e-35 0.1388373957931181 0.5590277777777779 26.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 38.500000000000007 0.50008978071452403 16.500000000000004 0.58114035087719318 1.0000000180025095e-35 0.10837757891215431 15.500000000000002 59.500000000000007 58.500000000000007 0.0024271690060376334 0.057189542483660136 17.500000000000004 0.037294284445576871 1.0000000180025095e-35 +split_feature=3 1 8 3 1 0 2 11 8 7 2 8 8 8 2 8 12 8 0 8 12 8 8 1 0 4 10 11 8 0 +split_gain=122.433 42.0146 38.8788 34.0049 26.1542 25.1541 24.5334 23.9539 23.38 21.0711 20.2334 19.8898 21.3195 20.611 20.0016 18.1945 17.277 17.4478 26.2132 17.2212 16.0491 28.7359 20.9141 25.3192 28.3174 19.5603 19.0653 26.2443 18.5636 15.7087 +threshold=0.068719394421546107 0.0019714878333991306 29.500000000000004 0.18261878829785488 0.00049253648986256372 0.040496029981080955 0.096367015944474055 1.0000000180025095e-35 30.500000000000004 0.38278388278388281 0.14170366767681578 51.500000000000007 59.500000000000007 41.500000000000007 0.19821811744301146 15.500000000000002 1.0000000180025095e-35 37.500000000000007 0.0098778064224615686 38.500000000000007 1.0000000180025095e-35 32.500000000000007 41.500000000000007 0.0055136038236157682 0.44774790429122635 0.091750841750841763 1.0000000180025095e-35 1.0000000180025095e-35 39.500000000000007 0.01426612692854346 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 6 8 -1 11 9 -7 -2 -3 20 15 -13 -8 -12 16 17 -4 -17 -20 21 -11 -22 24 -9 -19 28 29 -6 -28 -right_child=3 2 5 -5 26 7 13 23 -10 10 14 12 -14 -15 -16 18 -18 25 19 -21 22 -23 -24 -25 -26 -27 27 -29 -30 -31 -leaf_value=-0.028853001662258189 0.020163326957176101 0.0074780929241283489 -0.0037330299894685853 0.057812502265389004 -0.00062497678732066446 -0.026632319436951015 0.022812955110229547 0.023939115592555592 0.044629074674858202 -0.0072588611769057489 -0.0025859503264396774 -0.0060801395887713321 -0.03120006762470557 0.0073234100185849069 -0.020254826593312236 0.01573711407838067 0.0018003739843602197 0.19943037257848317 0.00094443483088656318 -0.018220178264442125 -0.042872610336850747 0.021191783100335499 0.013722940942747312 -0.030380100004896674 0.13490747337179934 -0.031764713970542299 -0.062434428009942013 -0.012947715709863411 -0.012111771679064829 -0.022012828093015767 -leaf_weight=3152.7606749944389 4253.7330945432186 13892.891348768026 3836.4590284079313 1295.5648329034448 3068.1131490394473 1488.9361060708761 2545.5470886640251 102.41635727137327 989.35816919058561 2652.5072649717331 5917.9795607700944 8950.9093591570854 571.52205443382263 3166.3079950585961 1194.8416099920869 3507.8341846913099 14573.075245082378 5.0109543949365607 6630.0686704665422 996.70453788340092 104.03755359351635 692.17231979966164 3332.2096748128533 55.636639483273029 35.283173158764839 2100.8003958463669 370.33256826549768 3003.7084404081106 8111.1747369542718 345.85640794038773 -leaf_count=44809 66269 97001 16336 39652 22064 7279 18166 498 18575 12947 27975 41834 3227 19143 5496 15158 62517 22 28628 4371 493 3060 15869 270 152 9486 3085 23498 59464 2636 -internal_value=0 -0.00206896 0.00085694 0.031325 -0.0144445 -0.00272779 0.00544289 -0.0202894 0.02478 0.00363732 -0.000203212 -0.00201024 -0.0075878 0.0142265 -0.00555404 -0.00033213 -0.00262324 -0.0134719 0.0038892 -0.00156009 0.00540952 -0.00137108 0.0120094 0.0285589 0.0523729 -0.0312146 -0.0113955 -0.0187172 -0.00895926 -0.0429143 -internal_weight=0 94405.1 76353.2 6538.66 18051.9 42854.7 33498.5 1682.27 5243.09 27786.6 13893.7 41172.4 9522.43 5711.86 7112.82 31650 20515.3 5942.27 11134.6 7626.77 6780.93 3344.68 3436.25 193.336 137.7 2105.81 14899.2 3719.9 11179.3 716.189 -internal_count=669980 545484 389928 124496 155556 189778 200150 8199 84844 162841 65840 181579 45061 37309 33471 136518 88361 25844 48157 32999 32369 16007 16362 920 650 9508 110747 29219 81528 5721 +left_child=5 2 4 6 -2 -1 -3 -5 -4 -10 16 13 -13 15 -15 -12 17 -9 -19 -18 21 -7 23 24 -23 -22 -24 -28 -26 -8 +right_child=1 3 8 7 -6 20 29 10 9 -11 11 12 -14 14 -16 -17 19 18 -20 -21 25 22 26 -25 28 -27 27 -29 -30 -31 +leaf_value=-0.0046345747830591087 0.018598926200146651 0.0043504157831477644 -0.061227427487383128 -0.001661101124932142 0.0059860202657631596 -0.029096713512221435 0.0087268860048298532 0.01362600294158467 -0.00042271338832958319 0.0063826712929678153 -0.021177183957589298 0.086056406271947009 -0.024021748377651028 0.012276537768997817 -0.021411570872628218 0.0010289799866652067 -0.0023997723940001638 -0.007182690134578661 0.011796700742314255 0.0077790774038362645 -0.017567094802255344 0.029565916315767729 -0.055682665084012484 0.01688601192364006 0.035785456741336784 -0.037880410901565326 -0.052226417241888402 0.13071362123428568 -0.033778591225533533 -0.0075342380438991165 +leaf_weight=2456.7300269976258 2032.0208180621266 2354.7847654297948 59.957787472754717 36203.392343943939 8610.4102184530348 531.44541619345546 624.24523031711578 3463.7513957843184 18020.560079153627 6086.3113125637174 375.48081542551517 53.690435066819191 26.170532792806625 226.70900366455317 791.7343762293458 21285.805661126971 4209.3028474543244 1337.2849225681275 1596.4276493787766 2746.7403081320226 2482.7682192251086 118.78622282296419 115.58117179572582 615.15509967878461 43.084753021597862 585.90646693482995 17.030933074653149 14.533894900232555 349.89801741018891 12291.048593886197 +leaf_count=24813 38551 11644 426 147056 70826 4712 3044 19150 91033 29074 1270 181 95 781 2863 70614 21416 7366 6134 13111 23116 887 1269 5544 431 6262 180 136 3733 64262 +internal_value=0 0.000419201 0.00335812 -0.000748806 0.00839428 -0.0128854 -0.00503676 0.000156621 0.00114034 0.00129546 0.00197889 0.000165807 0.0499837 -9.61358e-06 -0.0139125 0.000644054 0.00506909 0.0088198 0.00314526 0.00161956 -0.0170441 -0.00956324 -0.00141536 0.00321431 -0.0132193 -0.0214455 -0.0368719 0.0320076 -0.0261519 -0.00674828 +internal_weight=0 122396 34809.3 87586.6 10642.4 7330.92 15270.1 72316.5 24166.8 24106.9 36113.1 22759.6 79.861 22679.7 1018.44 21661.3 13353.5 6397.46 2933.71 6956.04 4874.19 1805.52 1274.07 1126.92 511.769 3068.67 147.146 31.5648 392.983 12915.3 +internal_count=669980 598897 229910 368987 109377 71083 78950 290037 120533 120107 142981 75804 276 75528 3644 71884 67177 32650 13500 34527 46270 16892 12180 10595 5051 29378 1585 316 4164 67306 is_linear=0 shrinkage=0.1 @@ -2520,18 +2520,18 @@ shrinkage=0.1 Tree=132 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 0 3 8 8 7 6 1 8 8 2 8 1 8 10 2 9 1 3 10 12 8 8 8 1 7 7 -split_gain=412.582 117.955 53.3366 44.9665 31.0457 30.5697 29.7031 22.883 21.089 20.2755 19.8956 19.4126 43.3049 36.6343 18.7691 17.7625 19.0761 19.1785 32.1125 21.5913 59.8753 17.6719 19.4929 26.9687 36.0472 36.1289 38.476 23.6762 20.0476 19.1793 -threshold=0.003606084995402244 0.018943607912878153 0.46508427439233974 0.00095038259306985586 0.94689973200461208 0.92804678448977718 15.500000000000002 64.500000000000014 0.79285714285714304 0.31698564593301443 0.001008387740506585 45.500000000000007 47.500000000000007 0.43408251583188612 11.500000000000002 0.081307628989831696 41.500000000000007 1.0000000180025095e-35 0.071628437933621544 1.0000000180025095e-35 0.0062611460501395258 0.034090029045624547 1.0000000180025095e-35 1.0000000180025095e-35 18.500000000000004 35.500000000000007 33.500000000000007 0.012767908385773321 0.42481203007518803 0.05634920634920635 +split_feature=0 0 0 3 3 3 4 1 1 9 8 8 8 8 1 3 12 3 8 1 2 0 8 8 1 11 12 1 2 0 +split_gain=258.474 52.3993 25.5929 33.8542 23.781 22.6744 17.3871 16.099 20.5596 17.3961 16.6395 14.2552 15.0068 51.1819 26.1149 19.2588 18.4025 15.516 18.4672 20.3552 15.0079 17.4262 14.8469 26.994 16.9996 15.4944 40.9441 33.6028 31.9224 15.1938 +threshold=0.0070129444789225346 0.028165631713550725 0.0017034100588937012 0.93909419801348526 0.84634042001481058 0.060849744161066012 0.09449404761904763 0.0013298654492382349 0.071491470314231143 1.0000000180025095e-35 47.500000000000007 12.500000000000002 28.500000000000004 39.500000000000007 0.84264757925280087 0.13643962650062033 1.0000000180025095e-35 0.57681986020736797 36.500000000000007 0.012430363750097343 0.021024158915393363 0.1388373957931181 41.500000000000007 44.500000000000007 0.059382312906544346 1.0000000180025095e-35 1.0000000180025095e-35 0.10050504352831251 0.33291781402812398 0.10773540641268979 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 5 11 -1 7 6 -2 8 9 -4 -8 14 13 -13 -3 16 -12 -18 -19 -20 -21 -16 28 29 -25 26 -26 -27 -23 -24 -right_child=1 2 4 -5 -6 -7 10 -9 -10 -11 15 12 -14 -15 21 -17 17 18 19 20 -22 22 23 24 25 27 -28 -29 -30 -31 -leaf_value=-0.073208571245157339 0.045042155658740528 0.02566397425806817 0.01038668624093075 -0.037982700730574442 0.042827959683301629 0.0025789813425808224 -0.032553272325198293 0.086470364626351714 -0.0073878147820623718 -0.0010830550914420929 -0.014300498490660677 0.011059338242656414 0.0073667626823172823 0.14266094881985689 0.015473762986949925 -0.036699815880097263 0.0099497337546297429 -0.084367786553101384 0.1500781405442356 -0.017806028062744086 0.99788154186289191 -0.00046447333698382601 -0.002508554343710525 -0.0068796674038978023 0.029253181327227519 0.029562949234104949 0.1041244766329565 0.0019747235521016546 -0.0079538383155209839 0.01326203361916798 -leaf_weight=519.43242225330323 75.441549733281136 285.99598063901067 9503.8792109936476 1198.541707970202 255.29007892310619 975.02647186256945 786.64223023317754 36.671434991061687 898.63068243861198 1839.5350870788097 2732.9694959521294 40.065968845039606 1719.1862450391054 44.810007683932781 715.91336290352046 332.79273262619972 150.12674384191632 4.8007459640502921 7.8254209738224727 1.1444004196673634 1.177678447216749 19978.786404618993 4565.1682872660458 646.7069659344852 250.90550811588764 527.8669050000608 94.483813062310219 757.43734879419208 4352.8538947105408 927.88385901227593 -leaf_count=71367 1743 1854 43006 98551 2524 33784 34052 216 3893 8133 86935 274 11922 213 5852 10994 4070 112 171 26 24 164820 27501 4195 1323 2940 524 4196 39925 4840 -internal_value=0 0.00116766 0.00271673 -0.0486333 0.00831236 -0.0133335 -0.0171242 0.00759473 0.00735846 0.00852666 -0.0182916 0.000707577 0.0108093 0.080538 0.000157068 -0.0148192 -0.0123065 0.0207053 0.128724 0.229537 0.497316 -6.52147e-05 -0.000411752 0.00394873 0.0130982 0.0210211 0.0497348 0.013305 -0.0018043 0.000155406 -internal_weight=0 52510 47442.1 1717.97 12534 5067.95 4092.92 12278.7 12242 11343.4 4017.48 34908.1 1804.06 84.876 33104 3230.84 2898.04 165.075 14.9482 10.1475 2.32208 32818 32102.1 7770.45 2277.4 1630.69 345.389 1285.3 24331.6 5493.05 -internal_count=669980 500062 328151 169918 57772 171911 138127 55248 55032 51139 136384 270379 12409 487 257970 102332 91338 4403 333 221 50 256116 250264 45519 13178 8983 1847 7136 204745 32341 +left_child=2 4 -1 -4 5 -2 11 -7 9 -9 -11 -3 14 16 -13 -15 -14 -18 20 -20 -19 -22 25 24 -24 -17 -27 28 29 -28 +right_child=1 6 3 -5 -6 7 -8 8 -10 10 -12 12 13 15 -16 22 17 18 19 -21 21 -23 23 -25 -26 26 27 -29 -30 -31 +leaf_value=-0.039210427794981247 0.0083030132449737337 0.017086937268799045 -0.028179991252672582 -0.0058903365622315759 0.0019507676931738588 -0.023541609422092505 0.0058398715878463609 -0.007839155535622826 -0.02731839348851944 0.022157906654023018 0.18229192692490018 -0.0017023968925964279 0.00096289570308229406 0.0035074315515971756 0.049289347401496229 5.5499067553813026e-05 0.0097207489645270498 -0.058023244462586956 0.03849071327958753 0.0026275959832317468 0.073534417607370825 0.0079035048060754533 0.22926316047207301 0.0052897384162888016 0.014574343504948387 -0.012408954590600469 0.0095617345919095792 -0.017942904214261996 -0.0018757014169489264 0.037847748988093448 +leaf_weight=967.617795817554 581.35332039836794 568.84275229275227 1983.7832137141377 1037.9174069650471 2236.3697050213814 1050.9225403349847 10437.553885888308 3026.506309825927 551.68725959584117 108.30380495265126 6.9024833142757407 15655.949217934161 2123.4575567021966 9728.7349771074951 101.08440209925175 6552.9731291756034 5533.2050268165767 12.292626760900019 250.10609487816691 430.97983400523663 149.21042791754007 55.505702883005142 8.8063099980354291 1724.6318478174508 6.3460968807339659 4354.926384203136 325.61841378360987 510.78126585111022 858.89255535975099 455.60521785914898 +leaf_count=111406 13866 2512 74141 50221 40954 24968 42121 53656 10100 1395 44 82144 8921 44006 787 35477 23300 76 1614 2660 854 186 43 8132 40 23955 2745 2596 5334 1726 +internal_value=0 0.0011403 -0.0250563 -0.0205238 -0.00670311 -0.0103371 0.00213138 -0.0126212 -0.00951384 -0.00638734 0.0317522 0.00134796 0.00116464 0.00237441 -0.00137528 5.14512e-05 0.00903454 0.0116996 0.0238914 0.0157971 0.0492954 0.0557396 -0.00222054 0.0064573 0.139348 -0.00337667 -0.00683371 0.00445451 0.0114297 0.026058 +internal_weight=0 67407.5 3989.32 3021.7 7562.05 5325.68 59845.5 4744.32 3693.4 3141.71 115.206 49407.9 48839.1 33082.1 15757 24527.3 8554.76 6431.3 898.095 681.086 217.009 204.716 14798.6 1739.78 15.1524 13058.8 6505.82 2150.9 1640.12 781.224 +internal_count=669980 434212 235768 124362 144983 104029 289229 90163 65195 55095 1439 247108 244596 161665 82931 124054 37611 28690 5390 4274 1116 1040 80048 8215 83 71833 36356 12401 9805 4471 is_linear=0 shrinkage=0.1 @@ -2539,18 +2539,18 @@ shrinkage=0.1 Tree=133 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 7 3 4 3 2 6 3 8 10 2 0 2 5 2 8 0 7 5 1 1 1 0 0 1 3 3 -split_gain=169.691 32.4766 30.4454 17.7686 13.9285 14.5956 12.7875 12.6218 12.791 11.3365 10.5961 10.3389 16.3572 14.0558 10.1736 12.1266 10.0914 10.0556 10.0026 9.00718 8.83103 8.74567 17.8898 52.1669 8.66491 11.2154 9.11543 8.51328 8.49578 8.48097 -threshold=0.0033727556607198888 0.00046469677241276175 0.39423715963186862 0.0098025105047879185 0.29520697167755999 0.092054754568763858 0.4045454545454546 0.035965260822940534 0.0085461920867191069 0.37797619047619052 0.37927603575800134 41.500000000000007 1.0000000180025095e-35 0.022349649477017303 0.0089366154569586742 0.0133617253234276 0.162280701754386 0.0030823298178235124 17.500000000000004 0.24534848976608226 0.32795698924731187 0.080128205128205135 0.0026649942801774745 0.0029105379140911118 0.001653038648082808 0.18647636400650225 0.00034443264046571365 0.0007982211056874023 0.49205838248222783 0.98576145862556908 +split_feature=1 1 3 0 1 1 0 8 5 8 12 8 5 2 1 8 1 2 3 2 0 3 2 10 0 7 3 4 1 2 +split_gain=181.629 28.4475 25.6281 20.5388 18.7429 16.0862 13.8871 11.8702 12.7609 10.2791 12.5647 43.3777 19.5825 13.3075 11.8932 11.8629 11.1665 13.0044 10.3447 13.5137 11.1352 12.1897 10.048 9.99165 9.88081 9.50364 9.43045 11.0761 9.96912 9.24349 +threshold=0.0033727556607198888 0.0098025105047879185 0.97224602103302826 0.033265835391373288 0.00042373676032680799 0.00091639259584765846 0.0087133811727134938 39.500000000000007 0.10912698412698414 41.500000000000007 1.0000000180025095e-35 36.500000000000007 0.040969899665551847 0.0033675896810706572 0.89595482816428185 39.500000000000007 0.11721393772228787 0.15369316296170601 0.94723181509886289 0.0056255489474314824 0.0019025324150395821 0.97115217405561249 0.43408251583188612 1.0000000180025095e-35 0.0014115612974878306 0.39009661835748799 0.78484206800563883 0.069047619047619066 0.08667992138836153 0.01854295618099824 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 6 5 21 29 8 16 -5 -8 17 13 -13 -14 -16 -4 18 -9 -17 28 -3 27 -24 26 -26 -7 -23 -19 -2 -right_child=2 4 7 9 -6 24 10 11 -10 -11 -12 12 14 -15 15 19 -18 20 -20 -21 -22 22 23 -25 25 -27 -28 -29 -30 -31 -leaf_value=-0.074397148732931531 -0.0085271083445696751 -0.057946332154176328 0.028692721419572048 0.0018391429429078958 -0.043145912104179063 0.073392003117700041 -0.063381100623767908 -0.098655140325798696 0.0081643587454121626 -0.0092914842031257393 -0.0012497725916664028 0.065922319303730006 0.10263304002158796 0.017862612973891957 -0.11673767836765336 0.01076555006619404 0.081057729749554164 0.0081210843235668528 0.013594476370259109 -0.096437607304331027 -0.0056298813865402987 0.42322903301014447 1.9440463196501439 -0.10092614343893012 -0.0040238452000282742 -0.051573770622488635 -0.028303781929950495 -0.10362931174953001 -0.02135528945390406 0.033162892389637419 -leaf_weight=154.51670135650784 1753.1901544686407 119.03233942040242 272.82970232516527 10832.946013428271 377.26767484890297 8.9651128458790463 76.716784337069839 18.442174226045609 359.58081310987473 999.46430638059974 42.741716638207436 93.3655656427145 6.2340657934546462 174.76320026814938 13.177800402045248 41.965009346604347 42.540011651813984 3758.4357164427638 13.938625872135161 9.6372980773448926 606.1046017408371 0.37549785221926857 0.19560784939676512 0.34433682588860393 500.810050745029 55.056843852624297 522.7972323668655 1.6738722072914241 100.39296047389507 50.192715850658715 -leaf_count=55187 118710 23184 2187 167198 68253 1702 7645 98 1716 19420 2700 539 29 750 65 178 379 17094 95 40 2766 40 24 39 62178 9134 105352 244 461 2573 -internal_value=0 -0.0306332 0.00196635 -0.000549906 -0.0263709 -0.0211373 -0.00946564 0.00824636 0.0210566 0.000898957 -0.0411508 0.00645863 0.0232954 0.0345976 -0.0193785 -0.0311202 0.0357562 0.00518897 -0.0503362 -0.00925582 0.00559165 -0.0539913 0.127824 0.639914 -0.0174635 -0.00873351 -0.0265893 -0.00709517 0.00735421 -0.00736677 -internal_weight=0 1741.04 19266.7 13755.3 1586.52 1209.25 1922.84 5511.41 674.951 11832.4 119.459 4836.46 339.143 268.129 71.0142 64.7801 315.37 4497.31 32.3808 51.6023 4464.93 121.622 2.58931 0.539945 1087.63 555.867 531.762 2.04937 3858.83 1803.38 -internal_count=669980 325337 344643 318246 270150 201897 131628 26397 4282 186618 10345 22115 1601 1289 312 283 2566 20514 193 218 20321 23531 347 63 178366 71312 107054 284 17555 121283 +left_child=2 3 5 7 -4 -1 29 -2 -9 10 11 12 13 -3 15 -13 -17 -18 -15 20 -20 -22 23 -5 -11 26 27 28 -12 -7 +right_child=1 9 4 22 -6 6 -8 8 -10 24 25 14 -14 18 -16 16 17 -19 19 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.048376957135021104 0.0083563081664286085 -0.042548456548305545 -0.049842794691584896 -0.017710778854019168 0.0020722204243013072 0.5023405207376842 -0.034032946347705026 -0.012385041720287348 0.071310454699451992 0.21468458557461545 -0.0022178509769548329 -0.032260807399017474 0.029634476812150673 0.0038598423805641623 -0.066434607162508236 -0.012866692828383652 -0.0089082293916666576 0.0090089873999546818 -0.0045099540404427959 0.01980999863199855 0.085910961417099349 0.29151117967916496 -0.0083430905248120177 -0.0454904337796979 0.010741586138114861 -0.0018282284187193826 0.014255515328706012 0.015978846106917181 0.0056955690111035583 -0.014677135095470315 +leaf_weight=436.99619712610729 794.25425750855356 60.612073032185435 82.992613656911999 388.30674720508978 429.1144575024955 0.34600812057033081 952.70648914109915 622.40242905821651 18.766323858872056 2.379208229482173 2114.5764161748812 195.12901572324336 318.24298445414752 4544.8857918139547 35.576320111751556 1583.7630360908806 930.48760415613651 717.41662815213203 5.3344227205961969 98.432658407837152 7.1170374713838083 4.8479588516056538 575.46952844318002 194.24035073444247 1570.1756379986182 1895.5513426344842 1187.9453248381615 809.36300559062511 6441.0719844698906 575.88810838432983 +leaf_count=68694 34749 428 34721 21590 65889 30 95601 28257 505 42 36377 2926 1855 42301 140 32868 4066 4215 89 2062 72 74 32346 14181 11856 18605 17636 7920 29483 60402 +internal_value=0 0.00211058 -0.0262666 -0.00780728 -0.00634118 -0.031457 -0.026621 0.00018586 -0.00993536 0.00325259 0.00266729 -0.000296053 0.00562462 0.00400619 -0.00891357 -0.0083164 -0.00687063 -0.00110795 0.00461164 0.0341354 0.115646 0.169216 -0.0177152 -0.0269734 0.0110501 0.00469114 0.00586217 0.00479748 0.00373972 -0.0143667 +internal_weight=0 25116.3 2478.04 2593.44 512.107 1965.94 1528.94 1435.42 641.169 22522.9 20950.4 8501.85 5039.47 4721.23 3462.37 3426.8 3231.67 1647.9 4660.62 115.732 17.2994 11.965 1158.02 582.547 1572.55 12448.5 10553 9365.01 8555.65 576.234 +internal_count=669980 344643 325337 131628 100610 224727 156033 63511 28762 213015 201117 91096 46881 45026 44215 44075 41149 8281 44598 2297 235 146 68117 35771 11898 110021 91416 73780 65860 60432 is_linear=0 shrinkage=0.1 @@ -2558,18 +2558,18 @@ shrinkage=0.1 Tree=134 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 8 1 9 1 6 0 1 8 12 4 3 1 3 1 10 3 1 0 12 8 10 2 8 12 12 0 -split_gain=344.475 140.449 74.7392 53.9328 32.4741 55.1742 36.0171 37.5488 31.0455 30.0492 31.0375 28.9737 43.614 50.0767 34.1617 44.8297 32.1681 28.2721 28.0605 38.8278 39.7827 71.0524 31.2529 42.2947 27.9247 26.4184 24.7554 34.7185 25.6394 21.7116 -threshold=0.016892787787193182 0.20610180324842417 0.79860730204461627 0.0042030859327411374 39.500000000000007 0.00089856539760092325 1.0000000180025095e-35 0.0016249595646828376 0.49358974358974367 0.00098947302277857118 0.063047552936575268 40.500000000000007 1.0000000180025095e-35 0.67738095238095253 0.10941744816034667 0.017166625059337769 0.096816236983889581 0.029901359029765952 1.0000000180025095e-35 0.099236128261346188 0.0068441378727288294 0.1042172164340857 1.0000000180025095e-35 29.500000000000004 1.0000000180025095e-35 0.10321975062322143 28.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.044221323743365702 +split_feature=2 1 6 6 1 2 0 2 5 5 6 10 1 2 3 3 10 0 0 8 2 2 8 0 0 1 11 2 8 11 +split_gain=50.4047 37.6646 24.9854 22.9755 19.5409 29.2809 19.5057 15.6321 13.6552 15.0264 12.4112 16.5835 11.0216 10.5166 10.2039 9.92264 9.56183 12.5327 18.542 28.62 11.3505 11.1427 10.8085 10.6371 18.3767 9.98388 9.49331 11.0142 9.50997 9.43352 +threshold=0.021658051321966919 0.063047552936575268 0.31698564593301443 0.31909090909090915 0.0053890018577956505 0.066825316751958783 0.71168591046091711 0.0033675896810706572 0.019850628930817613 0.10912698412698414 0.28801843317972359 1.0000000180025095e-35 0.150473615325075 0.0081827070792699613 0.023607657396327236 0.034090029045624547 1.0000000180025095e-35 0.79218779667370998 0.55424555817707921 21.500000000000004 0.082205425798379861 0.17632637931153258 53.500000000000007 0.046930827407859387 0.016229848534366209 0.0036342412901862156 1.0000000180025095e-35 0.053413588946934584 38.500000000000007 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 4 29 -1 5 -2 18 -8 -4 -5 -11 12 13 24 -14 -16 -15 -13 19 -7 21 22 23 -21 -6 -17 28 -28 -20 -3 -right_child=1 2 8 9 11 6 7 -9 -10 10 -12 17 14 16 15 25 -18 -19 26 20 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 -leaf_value=-0.061798190362340036 -0.025321332278638198 0.0046902808773327514 0.008327767197310796 -0.038743667986198452 0.0085178088756558603 0.014536368194365988 -0.057720351280079366 0.020065723018337644 0.021100855993878835 -0.01067788881128226 -0.043132219170941455 -0.0067189139722772691 0.014681374802909286 -0.058860076905754989 -0.0039454573022457903 -0.04427548144227364 0.0036942618178628646 -0.03891638154262235 -0.022262919225532245 -0.017549838160815082 -0.013192530226951936 0.044002524351040712 0.0049058816824248397 0.0372208493768462 -0.0051420765249819526 -0.014764248068847786 -0.0040572149936010391 -0.0565558383212603 0.015824920610732388 0.00049231746713727042 -leaf_weight=502.83070465177298 1658.1645369380713 20409.97035959363 7331.2746464908123 1155.7228458020836 6667.8887805342674 876.97265746071935 67.378358084708452 785.78712178394198 2569.8870215043426 1330.3248766623437 378.51701237633824 1063.8562777601182 556.03701680898666 203.55474305525422 2395.7553519383073 529.55910550057888 137.89889298379421 366.72846373170614 539.12787922471762 1746.2351405061781 5318.3927070982754 335.1742864176631 1944.9660094752908 153.37370593845844 1929.6554096415639 710.10228827595711 198.2477581910789 345.5139781050384 262.9379841350019 31082.660144850612 -leaf_count=26590 22674 88735 42837 39623 47105 9146 644 7101 17481 36964 10925 11522 5452 1928 23294 6304 1025 3825 5693 20643 50866 2514 20558 1449 14119 4869 1766 3419 2597 138312 -internal_value=0 0.000983684 0.00368622 -0.0315919 -0.00477873 -0.00817562 -0.00591459 0.0139226 0.0116431 -0.0262896 -0.0178667 -0.00145853 1.38594e-05 0.00396035 -0.00840271 -0.0119334 -0.033597 -0.0149727 -0.00735854 -0.0055963 -0.00745516 -0.000154831 -0.00400452 -0.0131277 0.00545195 -0.0273709 -0.0209438 -0.0374156 -0.00977674 0.00215625 -internal_weight=0 90187.1 61393.8 3367.4 28793.3 14232.3 12574.1 853.165 9901.16 2864.56 1708.84 14561 13130.5 8939 4191.45 3635.42 341.454 1430.58 11720.9 10375.1 9498.14 4179.75 3844.57 1899.61 8597.54 1239.66 1345.83 543.762 802.066 51492.6 -internal_count=669980 555878 287365 114102 268513 149070 126396 7745 60318 87512 47889 119443 104096 64177 39919 34467 2953 15347 118651 105176 96030 45164 42650 22092 61224 11173 13475 5185 8290 227047 +left_child=1 7 4 -4 10 -6 29 -1 -7 -10 14 -12 15 -3 -2 26 17 18 22 21 -18 25 -16 24 -24 -20 27 -8 -28 -5 +right_child=2 13 3 6 5 8 12 -9 9 -11 11 -13 -14 -15 16 -17 20 -19 19 -21 -22 -23 23 -25 -26 -27 28 -29 -30 -31 +leaf_value=-0.030491113692419542 0.032361261500453486 -0.048918088338031865 0.22706123303701095 0.0057115362093000405 -0.0088924846663381175 -5.0945654733351444e-07 0.13648888343446489 -0.0038786054745727295 -0.045712870062501354 -0.0070904611191075148 -0.00084522449833461142 -0.07178058690833046 0.16186213331289187 -0.022467004906298892 0.0023530816419125187 0.014212227981359319 -0.011688421293126037 -0.033856642283446418 0.19865627141815226 0.0069887089210430384 -3.2055333448360134e-05 0.04538236871429218 -0.018535416948191882 0.0095422068457762244 -0.1226437988311555 0.081889417223400526 0.081149712452803724 0.037235493709865002 0.00029763232932361388 0.0014816718400798793 +leaf_weight=234.03163208905607 109.15855859592557 198.07725653424859 4.6204203814268103 10461.569368287921 4405.9741350933909 40948.043127909303 20.981666341423988 3881.2494212435558 109.67200515419245 1235.9945450350642 85.893594378605485 53.475769869983196 5.6916748955845824 623.30524883978069 39666.818420281634 383.69249716028571 952.84945791214705 95.26441528275609 10.160488352179526 244.47391241788864 6776.6258798465133 64.98463200032711 59.764657564461231 52.032491937279701 23.670010156929493 26.216013520956039 20.788727562874556 23.934594914317131 48.458921156823635 10629.988702997565 +leaf_count=17603 764 5817 16 44254 43882 166028 196 101628 487 5375 404 239 46 10328 188250 2168 8072 696 46 990 26358 223 331 209 116 116 132 128 312 44766 +internal_value=0 -0.00929435 0.00102208 0.0040918 0.000323547 -0.00113444 0.00404409 -0.00539203 -0.000326244 -0.0102382 0.00173553 -0.028063 0.0234949 -0.0288457 0.0018219 0.021913 0.00175241 0.00237114 0.0024571 0.0255121 -0.00146899 0.0701888 0.00225678 -0.0259416 -0.0480705 0.114504 0.0477945 0.0835996 0.0245701 0.00357972 +internal_weight=0 4936.66 116521 21599.7 94921.1 46699.7 21595.1 4115.28 42293.7 1345.67 48221.4 139.369 503.548 821.383 48082 497.856 47972.9 40243.4 40148.1 345.835 7729.48 101.361 39802.3 135.467 83.4347 36.3765 114.164 44.9163 69.2476 21091.6 +internal_count=669980 135376 534604 92018 442586 215772 92002 119231 171890 5862 226814 643 2982 16145 226171 2936 225407 190977 190281 1375 34430 385 188906 656 447 162 768 324 444 89020 is_linear=0 shrinkage=0.1 @@ -2577,18 +2577,18 @@ shrinkage=0.1 Tree=135 num_leaves=31 num_cat=0 -split_feature=0 3 0 2 8 5 7 3 8 0 8 12 8 8 12 4 12 10 8 0 8 0 6 2 8 12 8 8 2 3 -split_gain=579.675 273.978 134.334 100.803 52.1546 51.7256 53.5625 51.7139 48.7755 46.5586 45.753 45.1522 60.0192 41.6817 37.9008 36.8638 36.486 57.9817 45.742 42.4564 40.1321 39.4038 36.4347 33.668 33.4811 31.4176 126.693 94.0273 46.7 31.0003 -threshold=0.002347272037142648 0.10682533449015628 0.00074303643721072051 0.23190078063967928 41.500000000000007 0.10912698412698414 0.47883597883597889 0.035965260822940534 48.500000000000007 0.22165994277627624 39.500000000000007 1.0000000180025095e-35 40.500000000000007 32.500000000000007 1.0000000180025095e-35 0.6043478260869567 1.0000000180025095e-35 1.0000000180025095e-35 24.500000000000004 0.027391036056523477 29.500000000000004 0.063376047944367228 0.67204301075268824 0.14170366767681578 29.500000000000004 1.0000000180025095e-35 38.500000000000007 16.500000000000004 0.50008978071452403 0.88875097555938487 +split_feature=3 2 1 3 0 0 8 12 12 0 8 6 7 0 7 12 8 8 1 2 4 10 11 6 12 0 8 9 1 10 +split_gain=103.106 34.9393 26.8462 28.8271 25.7531 23.4557 22.164 56.0209 22.8376 23.1427 20.0835 20.0016 18.6748 17.7967 17.593 16.3271 25.4617 22.2887 22.3186 24.315 17.2597 16.2818 16.5592 16.0337 21.0888 19.72 27.293 18.9163 15.7839 17.6837 +threshold=0.074650520034198739 0.034668358117321808 0.0016828879999030752 0.18261878829785488 0.040496029981080955 0.0003919778787274337 17.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.020432912037279913 40.500000000000007 0.057189542483660136 0.45804195804195807 0.59494374186777044 0.31414473684210531 1.0000000180025095e-35 32.500000000000007 41.500000000000007 0.0055136038236157682 0.74750885810280077 0.091750841750841763 1.0000000180025095e-35 1.0000000180025095e-35 0.57518796992481214 1.0000000180025095e-35 0.0054626150018744803 26.500000000000004 1.0000000180025095e-35 0.016639004777360317 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 7 10 5 9 6 16 -2 -6 22 14 12 -12 23 -1 -9 20 29 -19 -20 21 -3 25 -4 -8 26 28 -27 -5 -18 -right_child=1 3 13 4 8 -7 24 15 -10 -11 11 -13 -14 -15 -16 -17 17 18 19 -21 -22 -23 -24 -25 -26 27 -28 -29 -30 -31 -leaf_value=0.07074030301601901 -0.034500281845499574 0.016388182790811192 0.029437366173609227 -0.0068766190730143277 -0.028178018641983084 -0.018596905221835273 0.021289315111802907 -0.012584463919007508 0.026343232365607112 -0.010703578639579504 -0.024956592945573574 0.06245343533210429 0.048180981662945918 0.010287196425485779 0.03914959870638398 -0.037828333673770587 -0.0018383659949973612 -0.036106316791549818 0.023966175462386691 -0.017908439221866562 0.001381770802460747 0.00092277458261124192 -0.011380403643503638 -0.01455746395178518 0.0060638972408950482 0.017568370521404902 0.0025256720238059651 -0.0022367912175784203 -0.024459789287850021 0.0093767400458731279 -leaf_weight=808.51561416685581 1418.1111507229507 4927.7335688956082 2674.1287155169994 3394.5115163847804 1352.3568379059434 1020.6125870421529 2661.3096815310419 9543.0838507562876 186.74378523975611 6325.3340180367231 258.41720532253385 214.11841315031052 198.30996934697032 3485.6473042592406 716.18715451098979 615.80849706381559 8705.4226696416736 777.29567004740238 356.3726447597146 755.27247953414917 9435.685361046344 2474.8741913884878 3294.6645613014698 186.04806060343981 3158.3917660005391 3480.4794535636902 14139.026865527034 7701.5899953842163 2721.560259334743 3438.0494179613888 -leaf_count=22046 23944 34697 45394 14232 7295 5616 17994 85703 945 34307 2573 5257 5199 33751 20090 6054 41735 4308 2554 3474 51450 11311 15077 976 18029 15300 62268 34932 13530 29939 -internal_value=0 -0.00222987 0.0250053 -0.000156594 -0.00349014 0.0036088 0.00422649 -0.0166118 -0.0215628 -0.00281266 0.046326 0.024563 0.00679959 0.0176287 0.0559014 -0.0141147 0.00256755 -0.00119838 -0.0174967 -0.00448422 0.00570594 0.0112177 -0.00137557 0.0265756 0.0130264 -0.000327049 -0.00267592 0.00392767 -0.0147009 0.00133685 -internal_weight=0 91884.3 8541.37 80307.3 42596.3 37711 36690.4 11577 1539.1 41057.2 2195.55 670.846 456.727 6345.82 1524.7 10158.9 30870.7 14032.4 1888.94 1111.65 16838.3 7402.61 34731.8 2860.18 5819.7 31437.2 20255.1 11182.1 6116.07 12143.5 -internal_count=669980 534694 135286 418993 197886 221107 215491 115701 8240 189646 55165 13029 7772 80121 42136 91757 179468 82010 10336 6028 97458 46008 155339 46370 36023 140262 90030 50232 27762 71674 +left_child=4 5 23 6 -1 -2 7 11 9 -8 -11 -4 -7 -12 -10 16 -6 18 19 -18 -17 -19 -23 24 -3 -26 -27 -28 29 -15 +right_child=1 2 3 -5 15 12 8 -9 14 10 13 -13 -14 28 -16 20 17 21 -20 -21 -22 22 -24 -25 25 26 27 -29 -30 -31 +leaf_value=-0.0032693743263251685 0.027373933687759307 0.0016734203991074709 -0.017936871287998948 -0.00016623722859135907 -0.025211076683694923 0.0029980106851859143 0.026019525459912457 0.0032399618712886549 -0.012122478782736508 0.00078368809064252988 -0.034200768556709914 -0.043569073184268767 0.014259639886637766 0.11111269246095146 0.0044808535544356883 -0.015893502270324367 -0.021663333535493996 -0.05281775938761793 0.014608758317673757 0.026359754371805034 -0.034257788761231256 -0.044880860114604494 0.086290335686962066 -0.0038784959684014159 0.00098516452618324884 0.023691436760794167 0.0071732561859996092 -0.13945572800505315 -0.026094010960255948 -0.015563312485859055 +leaf_weight=2845.2024752236903 464.98317897878587 15696.149949721992 1701.7118420153856 68215.054293677211 621.89453975483775 10993.212374780327 342.80110009759665 1424.0478143244982 3216.5840769484639 5971.6868651211262 301.9123222604394 370.76258310675621 1700.2298961356282 26.317780926823616 796.1498659402132 2777.1136577352881 479.65566201135516 128.36677617579699 748.20185844600201 135.13623942434788 627.40579175949097 19.067487265914679 19.4325902312994 3236.2013522125781 2290.479559533298 1438.135440133512 2754.7361501529813 8.8264557123184186 43.875792562961578 18.958589047193527 +leaf_count=27467 18521 66591 9012 248868 5459 116192 1588 6714 17254 29217 2185 2183 25154 176 4053 25432 4826 1418 6323 975 6742 203 165 13226 12652 6034 10843 38 319 150 +internal_value=0 0.000449807 -0.000143698 -0.0010199 -0.0110064 0.00531453 -0.00511655 -0.01203 -0.00286122 0.000709578 -0.000654026 -0.0225224 0.00450646 -0.0226084 -0.00882828 -0.0149682 -0.00814966 -0.00121413 0.0030092 -0.0111075 -0.0192778 -0.0357109 0.0213267 0.00269709 0.00365615 0.00844979 0.012519 0.00670494 0.0166489 0.0580696 +internal_weight=0 121013 107854 82429.9 8401.48 13158.4 14214.8 3496.52 10718.3 6705.55 6362.75 2072.47 12693.4 391.064 4012.73 5556.27 2151.76 1529.86 1362.99 614.792 3404.52 166.867 38.5001 25424.5 22188.3 6492.18 4201.7 2763.56 89.1522 45.2764 +internal_count=669980 590970 431103 321719 79010 159867 72851 17909 54942 33635 32047 11195 141346 2830 21307 51543 19369 13910 12124 5801 32174 1786 368 109384 96158 29567 16915 10881 645 326 is_linear=0 shrinkage=0.1 @@ -2596,18 +2596,18 @@ shrinkage=0.1 Tree=136 num_leaves=31 num_cat=0 -split_feature=0 0 0 2 4 7 1 8 12 8 8 1 2 6 4 8 12 4 3 6 6 12 2 8 8 11 8 8 2 3 -split_gain=352.271 81.6469 62.1529 39.2534 31.2461 33.2446 30.3268 28.754 39.5007 38.1224 29.0186 28.7325 30.1075 26.5064 30.8545 25.8407 33.2925 26.9441 27.8037 34.5667 24.2105 22.3919 37.0022 26.4053 26.8518 26.0466 21.2555 52.2844 26.1349 24.1992 -threshold=0.0050469844418081266 0.063376047944367228 0.00095038259306985586 0.080488095919491423 0.10300618921308578 0.048809523809523817 0.017746474025025109 28.500000000000004 1.0000000180025095e-35 16.500000000000004 16.500000000000004 0.0098025105047879185 0.33861573269655082 0.051315789473684217 0.69615384615384623 39.500000000000007 1.0000000180025095e-35 0.10620300751879701 0.1397613952036493 0.19821428571428576 0.37797619047619052 1.0000000180025095e-35 0.23190078063967928 40.500000000000007 51.500000000000007 1.0000000180025095e-35 39.500000000000007 30.500000000000004 0.95347132347897057 0.50003826754900194 +split_feature=0 0 3 8 10 10 8 9 7 4 0 3 1 8 8 1 1 2 2 8 3 4 7 1 2 3 11 8 8 7 +split_gain=223.108 53.3272 27.6971 25.7106 19.2064 18.2214 22.2709 18.2271 18.222 17.7191 15.8151 24.1604 15.2611 14.9139 36.2399 19.9455 19.8029 17.6131 15.4862 14.8127 19.0637 19.2626 19.5585 14.3168 14.0178 18.6346 14.0086 13.8065 19.8448 13.4733 +threshold=0.0057466159744883156 0.020432912037279913 0.84634042001481058 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 41.500000000000007 1.0000000180025095e-35 0.49074074074074076 0.029824561403508774 0.00095038259306985586 0.95605452262502544 0.017746474025025109 47.500000000000007 46.500000000000007 0.026414580882012335 0.059382312906544346 0.78153987163609162 0.021024158915393363 15.500000000000002 0.81320108386759837 0.045548654244306423 0.24568965517241384 0.71441489371405154 0.14466395657691297 0.092054754568763858 1.0000000180025095e-35 36.500000000000007 30.500000000000004 0.14119601328903655 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 6 5 26 -3 8 9 13 11 12 -10 -5 -15 16 -9 18 19 -17 -13 22 -20 25 -25 -24 27 -2 -29 -28 -right_child=1 3 -4 7 -6 -7 -8 15 10 -11 -12 20 -14 14 -16 17 -18 -19 21 -21 -22 -23 23 24 -26 -27 29 28 -30 -31 -leaf_value=-0.071096047667469672 -0.0054718368482642617 0.022187140665904159 -0.030553466743721242 0.0026394207695407566 0.010119645656401161 -0.018251382875115813 0.0064916192780668323 -0.0020505966229636143 -0.046096676160889749 -0.017791465228348645 0.010333553353937291 -0.004776297067471522 -0.0097991134969325558 0.017019719418261657 0.097837902709294516 0.0094544488824023845 0.01457653733840218 0.009775901237934391 -0.018907956944600551 -0.011496503904472212 -0.037872143932373085 0.0051121754005803433 0.0032303086981139992 0.025152904712490484 -0.055924003762009136 -0.013004413528882198 -0.017527211118099073 0.019673138549853145 0.24595694003783339 -0.0026874270024679343 -leaf_weight=483.2642485331744 3502.8761891014874 1705.533396653831 1738.0748783070594 4287.3040362671018 1115.3821768835187 2264.2883571609855 4425.0073937997222 1689.209221534431 477.3064479008317 780.21293514221907 596.9407841861248 2257.6221492961049 438.41587224602699 851.50960278511047 50.013521045446396 4448.5932587310672 4194.468714274466 3664.0499803498387 1737.6438295468688 956.88913052529097 245.02135942876339 2256.9356582686305 2048.7311037629843 511.37356957793236 44.395038202404976 1909.1441800221801 2055.7312919944525 953.53118538856506 5.1315106581896535 2360.8281795717776 -leaf_count=71367 71422 11483 130258 24326 18437 53777 23645 8120 2804 3864 3056 13107 2864 4717 224 22343 21182 17350 9560 5425 1433 13788 12100 2688 230 11438 42328 16839 140 49665 -internal_value=0 0.00129338 -0.0393737 0.00350215 -0.00583801 -0.00743541 0.0108582 0.00215381 -0.00234085 0.00281796 -0.0100098 -0.0135623 -0.0287187 0.00591688 0.0215032 0.00406657 0.00980287 0.0021465 0.00013736 0.00574567 -0.00801655 -0.00342574 -0.00650822 -0.00173463 0.0186764 -0.00460077 -0.00467689 0.000191395 0.0208844 -0.00959475 -internal_weight=0 51834.1 2221.34 39576.3 12257.8 11142.4 6130.54 33445.8 9984.35 5969.04 4015.31 3418.37 915.722 5188.83 901.523 23461.4 5883.68 17577.8 13913.7 5405.48 2502.64 8508.22 6251.29 4513.64 555.769 3957.88 8878.1 4461.54 958.663 4416.56 -internal_count=669980 468355 201625 215747 252608 234171 35128 180619 56395 33131 23264 20208 5668 29267 4941 124224 29302 94922 77572 27768 14540 49804 36016 26456 2918 23538 180394 88401 16979 91993 +left_child=4 2 3 19 10 6 8 13 -3 -4 -1 -12 -9 14 17 -16 -15 18 -7 20 21 -2 -23 26 25 -21 -14 28 -19 -8 +right_child=1 5 9 -5 -6 7 29 12 -10 -11 11 -13 23 16 15 -17 -18 27 -20 24 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.045600224313881305 0.016898712746834313 0.0011354455877216755 -0.0010979789988642267 -0.02001574404980374 -0.0002400850553760229 0.028651846141268141 0.0061660427210780827 0.002763089278368045 -0.0043504599344049971 0.038193046786600404 -0.031994675832571824 -0.010827659843063615 -6.6960052213953209e-05 0.00027751340283297554 0.14557229719711676 0.0096940569614873337 -0.049329668944162755 0.046507167450682375 0.0061914904593312102 0.01666932175162264 0.28681441722692996 -0.020828612898105128 0.42738636246319905 0.11228849474836962 -0.00085436907634587548 -0.037498351763649608 -0.021033394278227965 0.012463098315713265 0.1806184282661408 0.024557900993467857 +leaf_weight=452.87892801687121 67.3249092977494 35150.720989342779 1982.9200799949467 2253.0261620460078 263.7049650112167 317.13477085158229 1720.6628133505583 5341.9837240725756 7314.7854469940066 121.82845563627779 1701.1402326207608 789.50732845440507 653.54573269188404 393.57243635132909 29.559469133615494 17.025144133716822 101.15332342684269 81.556809458881617 9587.5073624253273 84.961822293698788 3.0025348588824263 1.6581225264817465 2.3581104539334774 9.6000245139002782 1263.9481352586299 251.5326188672334 621.93249286338687 109.60162040963769 12.759836517274378 518.28754039853811 +leaf_count=69518 1081 193743 41912 54257 13391 2286 8802 21728 44057 2489 74353 57522 3000 1597 104 84 460 507 37856 2256 46 21 31 79 27351 5257 2935 618 60 2579 +internal_value=0 0.000895328 -0.0080801 -0.0130402 -0.0260944 0.00176889 0.00070299 0.00452695 0.000190485 0.00117629 -0.0284106 -0.025285 0.000409418 0.00708915 0.00791512 0.0959133 -0.00986534 0.00750958 0.00691064 -0.0036563 0.0399787 0.0295901 0.242338 -0.00937464 -0.00568323 -0.0238215 -0.0102903 0.036601 0.0646507 0.0104235 +internal_weight=0 68014 6032.56 3927.81 3207.23 61981.4 44704.5 17276.9 42465.5 2104.75 2943.53 2490.65 6627.06 10649.9 10155.1 46.5846 494.726 10108.6 9904.64 1674.79 74.3437 71.3411 4.01623 1285.08 1600.44 336.494 1275.48 203.918 94.3166 2238.95 +internal_count=669980 455196 134701 90300 214784 320495 249181 71314 237800 44401 201393 131875 27742 43572 41515 188 2057 41327 40142 36043 1179 1133 52 6014 34864 7513 5935 1185 567 11381 is_linear=0 shrinkage=0.1 @@ -2615,18 +2615,18 @@ shrinkage=0.1 Tree=137 num_leaves=31 num_cat=0 -split_feature=1 1 1 3 0 4 0 8 8 2 0 12 8 8 8 8 5 10 3 9 3 2 8 0 8 3 0 2 3 2 -split_gain=143.367 28.3555 27.6374 17.3626 15.3306 15.2177 13.7357 12.9885 19.1702 13.0319 11.7501 11.7028 26.1889 24.0767 31.6276 25.1871 24.6208 23.525 24.4874 21.4492 18.8619 16.8035 13.8525 30.3433 19.0942 21.902 16.8307 13.6567 12.5354 12.08 -threshold=0.0027613792403738935 0.013873790547772432 0.00042373676032680799 0.062845797326211539 0.016650341195653028 0.46862745098039221 0.26315551235744356 53.500000000000007 50.500000000000007 0.19076083981042186 0.22165994277627624 1.0000000180025095e-35 35.500000000000007 36.500000000000007 40.500000000000007 44.500000000000007 0.051956815114709856 1.0000000180025095e-35 0.78484206800563883 1.0000000180025095e-35 0.23823176988931691 0.0065333944835650254 31.500000000000004 0.022079143753657719 33.500000000000007 0.63535831096747108 0.014615748551412287 0.11255934054276982 0.13643962650062033 0.01854295618099824 +split_feature=1 3 1 1 3 3 8 3 8 2 2 11 9 3 1 0 5 8 8 8 3 10 0 0 5 11 5 2 1 5 +split_gain=157.337 25.1907 21.7229 20.1969 18.4149 12.657 15.5831 13.8267 11.3012 11.4923 10.503 15.0331 21.061 15.8978 9.82322 10.6664 9.69646 8.48298 8.45056 14.2759 50.5258 11.0096 21.7496 7.89778 7.88392 11.5595 22.4458 69.5147 31.0651 10.9513 +threshold=0.0038503149877588496 0.83731704867036083 0.00046469677241276175 0.013873790547772432 0.84199627738121885 0.99080754815078553 62.000000000000007 0.99343199872435684 37.500000000000007 0.0062255922589185908 0.87874295660046342 1.0000000180025095e-35 1.0000000180025095e-35 0.096816236983889581 0.0025714732682952852 0.21392208293850654 0.13961038961038963 16.500000000000004 45.500000000000007 47.500000000000007 0.072725456305637412 1.0000000180025095e-35 0.071715110676333557 0.0068429123289504437 0.069047619047619066 1.0000000180025095e-35 0.15192307692307697 0.065281146979068908 0.0020774677037193119 0.88311688311688319 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 5 -1 4 -3 -2 11 8 9 -8 -7 13 17 16 19 -16 22 20 28 27 -13 -18 -5 24 25 -24 29 -15 -19 -27 -right_child=1 3 -4 6 -6 10 7 -9 -10 -11 -12 12 -14 14 15 -17 21 18 -20 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31 -leaf_value=-0.077405957303752979 -0.0057537678961744887 0.032226247645551404 -0.026940315998524839 0.0028901982042173185 0.0079358200571639885 -0.012172116222811167 -0.0097162665394919384 -0.10705565543159404 0.19601278600500271 0.0040942853826795829 -0.065161774921116411 0.009872981400987255 0.012686536761947077 -0.025688941028579472 0.1234383341752992 0.0065939100413241374 -0.1471233729384098 -0.048585598580650695 0.072465437009068476 -0.067635640061447552 -0.010238811924396197 0.049400695315139256 0.10676762718598121 0.011487083227562447 0.03129813909912986 0.44616601672000966 0.67506173248808077 -0.0062098477574593462 0.01814490119782073 0.076638602176264711 -leaf_weight=118.18730614613742 2725.2290166094899 292.64505424536765 1326.5680001659784 2594.8963104691356 2317.1715204231441 90.255895637907088 1734.4999269517139 12.268111798912285 4.786732191219925 1127.3513579573482 78.019747589249164 656.03252747841179 3123.8058463912457 519.51573662646115 18.883083861321211 801.67987353354692 4.4728831350803366 33.180504754185677 80.729210864752531 72.784132206812501 1612.555088404566 159.38852169923484 5.3493710309267062 56.194709572941065 6.6566141042858353 1.9415533021092417 1.521310608834028 1171.6187040396035 185.70121185109019 1.6251332554966209 -leaf_count=47314 179755 2594 249140 27639 21506 5982 18259 170 44 18778 8638 4470 30965 4598 143 6851 26 286 1166 1419 19182 1051 28 620 82 18 22 17531 1671 32 -internal_value=0 0.0015792 -0.0310686 0.00317177 0.0106596 -0.00755584 0.00177468 -0.00438093 -0.00394152 -0.00427596 -0.0367404 0.00336997 0.00653621 4.27015e-05 -0.00693643 0.00928278 0.00641175 -0.000944685 0.0253913 -0.0144815 -0.00442286 0.0440362 0.00410112 0.0469755 0.16364 0.248043 0.396577 -0.0121938 0.00802916 0.277794 -internal_weight=0 19490.8 1444.76 16597.3 2609.82 2893.5 13987.4 2878.91 2866.64 2861.85 168.276 11108.5 5692 5416.53 2584.48 820.563 2832.05 2568.2 299.611 1763.92 2268.59 163.861 2668.19 73.2887 17.094 10.4374 5.088 1691.13 218.882 3.56669 -internal_count=669980 373526 296454 179151 24100 194375 155051 37251 37081 37037 14620 117800 57740 60060 30542 6994 29518 26775 3123 23548 23652 1077 28441 802 182 100 72 22129 1957 50 +left_child=1 14 -3 4 8 24 -7 -8 10 -10 -2 13 16 -12 -1 17 -13 -16 -11 20 -20 22 -22 -5 -4 -26 27 -27 -29 -28 +right_child=3 2 5 23 -6 6 7 -9 9 18 11 12 -14 -15 15 -17 -18 -19 19 -21 21 -23 -24 -25 25 26 29 28 -30 -31 +leaf_value=-0.037801777642235246 -0.0043522903784229475 -0.04970074145492883 -0.013510381805348576 0.012394731949836963 0.0055677601522625096 0.017786298629474378 0.18716284388637089 1.0170047828036515 0.4198106699089923 -0.018812699319514355 -0.027241345001654295 0.05702136510335714 0.40108441385551363 0.42786086567501935 0.013261046854825501 -0.049954432791643216 0.40491738636467556 -0.021548406858996831 1.1363516322512976 0.0023578383124948882 0.0053144174531010377 -0.076421047338647477 0.73515290766534525 0.00276777677567906 -0.022894038618113743 0.027124824874017645 -0.035253125535818823 2.4869847225311044 0.7785026961044218 0.18427425867961966 +leaf_weight=1013.1503350310959 838.44859277177602 141.12778531003278 910.12394398334436 888.81958392448723 1067.0175296636298 133.04575895355083 0.74977423553354927 0.27421512198634446 0.6042544674128284 1227.3821350620128 24.369281625375155 23.22540442459286 2.0747627401724449 0.79253420792519946 96.551847890019417 93.693421135656536 0.82977313920855422 254.66388994827867 0.49491300992667575 109.15356222912669 1.2111426871269939 2.3330642506480217 0.61598920729011286 20667.859105555341 11.335571098607033 0.97173376497812636 4.9522898476570827 0.19512605573982 0.23412511590868235 4.1993015774060041 +leaf_count=122035 37001 48976 110846 9329 42335 22479 49 31 22 60650 1092 1040 38 28 7194 9660 27 20562 31 4467 37 107 25 169822 1117 130 587 26 19 218 +internal_value=0 -0.0235164 -0.0128321 0.00204964 -0.0052376 -0.00795145 0.0207772 0.409387 -0.0104042 -0.0161992 -0.00166503 0.0422628 0.0953882 -0.0129068 -0.0323625 -0.0199763 0.0690219 -0.011979 -0.0163956 0.00967193 0.181174 0.0675419 0.251368 0.00316471 -0.0120841 0.047223 0.122543 0.495295 1.55513 0.0654793 +internal_weight=0 2665.27 1207.21 24855.2 3298.55 1066.08 134.07 1.02399 2231.54 1341.8 889.74 51.2918 26.1299 25.1618 1458.06 444.909 24.0552 351.216 1341.19 113.809 4.65511 4.1602 1.82713 21556.7 932.012 21.8881 10.5526 1.40098 0.429251 9.15159 +internal_count=669980 343929 184478 326051 146900 135502 22559 80 104565 65339 39226 2225 1105 1120 159451 37416 1067 27756 65317 4667 200 169 62 179151 112943 2097 980 175 45 805 is_linear=0 shrinkage=0.1 @@ -2634,18 +2634,18 @@ shrinkage=0.1 Tree=138 num_leaves=31 num_cat=0 -split_feature=2 2 3 2 8 0 2 6 4 4 4 6 7 1 3 9 9 8 12 8 2 12 8 8 3 11 3 2 12 8 -split_gain=291.291 104.362 84.2113 38.8207 36.4908 43.0163 32.5145 23.2993 22.9681 39.8486 25.5064 29.2302 39.6006 22.9562 29.5851 33.097 21.3365 24.5374 64.0274 65.8657 56.8529 47.7127 39.6077 37.3432 29.2064 27.4378 29.0668 24.1108 21.2233 25.2088 -threshold=0.032771448754213887 0.68566772543908749 0.98977190391780401 0.12271061120908651 47.500000000000007 0.0085060268799667677 0.94127117011010453 0.49358974358974367 0.64495798319327746 0.93541666666666679 0.62678571428571439 0.27888888888888896 0.077422577422577438 0.014721853985668776 0.080939212771562727 1.0000000180025095e-35 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.010397419492791446 1.0000000180025095e-35 16.500000000000004 25.500000000000004 0.97541346881851088 1.0000000180025095e-35 0.97224602103302826 0.015299555006901422 1.0000000180025095e-35 37.500000000000007 +split_feature=2 1 2 3 9 10 8 2 0 8 6 5 12 8 8 3 8 11 10 1 1 3 2 0 12 8 11 0 2 1 +split_gain=42.026 24.2286 37.2064 21.9488 21.75 20.216 17.5855 27.109 19.9544 16.0855 14.8239 16.2952 14.3871 25.0783 34.0121 22.2083 28.6606 57.4132 48.0405 30.5228 27.7042 14.2343 18.0399 14.0118 13.3918 55.5348 23.8882 14.4255 14.4158 13.2191 +threshold=0.0092555391706332351 0.0039230821236290138 0.057785457399805201 0.83268889682982661 1.0000000180025095e-35 1.0000000180025095e-35 40.500000000000007 0.3816589490043561 0.013920739425575392 45.500000000000007 0.16333333333333336 0.64583333333333337 1.0000000180025095e-35 34.500000000000007 41.500000000000007 0.99743289378208211 48.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.00014882966514734566 0.00023281843386249365 0.087612160102604378 0.73067369800120341 0.0011156456725945267 1.0000000180025095e-35 25.500000000000004 1.0000000180025095e-35 0.010383107181019525 0.019124757311331609 0.00954949717793745 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 16 -2 6 -6 7 -3 10 -10 13 -12 -13 -5 -15 -16 17 21 19 20 -19 22 25 -23 -22 26 -1 -20 29 -4 -right_child=1 4 28 8 5 -7 -8 -9 9 -11 11 12 -14 14 15 -17 -18 18 27 -21 24 23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.0051555085326092645 -0.0049578147432423475 0.0043404948550107387 -0.074494655357274273 0.0026446443245216034 0.087541646681588287 0.019680846226985484 0.027384503168738125 0.01342555883646649 -0.027749270327910126 0.00011651763987897577 0.00029105274584266907 -0.021608666537505587 0.31691269487360185 0.012529814608423487 -0.0042948458883083985 0.016154767712099709 0.016371198698444275 0.15766290864661126 -0.054528923515358346 -0.034938945750960688 0.0031019174074835808 -0.0052961230442600121 0.0094019738059619596 -0.039888734654054209 0.042399184942651824 -0.058272203563480396 -0.049708188017930748 -0.017712415296784547 -0.033380304041752649 -0.018588410993685089 -leaf_weight=288.57010966353118 14745.128187131137 12863.156528919935 373.08794119954109 35408.03178332001 112.33094906061888 554.57548569887877 767.96772610396147 3616.4810953214765 755.81241476535797 1598.5843716040254 16.708024710416797 5.4516380578279486 9.4383743256330472 1308.3312766849995 14144.25809982419 838.35082096606493 200.38907754048705 28.364596059545875 279.2972904201597 307.30493233725429 683.34252807497978 1558.8480668421835 163.52500320412219 390.17306796088815 261.50209754705429 593.34114853478968 297.30686942860484 489.87029730528593 534.90273517742753 102.90009748376906 -leaf_count=7222 142580 63138 18967 166288 745 2920 7785 20111 3909 8037 79 25 44 6141 71984 3986 3837 521 8753 8244 7066 33708 4031 9384 3189 16341 9274 10118 26389 5164 -internal_value=0 0.00136012 -0.0205057 -0.000409438 0.00815899 0.031111 0.00727151 0.00633423 0.000830582 -0.008829 0.00127022 0.091088 0.192971 0.00121532 -0.00189129 -0.00315059 -0.015664 -0.0168658 -0.00827655 0.00542148 0.0181659 -0.0222141 -0.036719 -0.0122212 0.0139781 -0.0431147 -0.027764 -0.0310811 -0.0470486 -0.0624087 -internal_weight=0 86744.6 6552.73 68830.1 17914.5 666.906 17247.6 16479.6 54085 2354.4 51730.6 31.598 14.89 51699 16290.9 14982.6 5541.84 5341.45 2049.68 1280.51 973.209 3291.76 1342.74 1949.02 944.845 1179.22 585.877 769.168 1010.89 475.988 -internal_count=669980 497772 172208 403073 94699 3665 91034 83249 260493 11946 248547 148 69 248399 82111 75970 121688 117851 37891 19020 10776 79960 36868 43092 10255 32837 16496 18871 50520 24131 +left_child=3 -2 10 -1 5 6 21 9 -9 -8 24 23 13 -5 -15 -16 17 -17 19 -19 -21 22 -4 -12 26 -26 -3 -28 -27 -11 +right_child=1 2 4 12 -6 -7 7 8 -10 29 11 -13 -14 14 15 16 -18 18 -20 20 -22 -23 -24 -25 25 28 27 -29 -30 -31 +leaf_value=-0.043135249238166029 0.0023274739528326613 0.0051431737257135188 0.0094257220609437076 -0.035080908755516955 0.0065757052451251618 -0.0059136112186939397 -0.081997328814688963 0.061120658482751292 0.0011306910998009347 -4.9288881568612116e-05 0.19110355891767861 0.30668263154154407 -0.0011188431159021516 0.10839307152156821 -0.020643000155775037 -0.075718859935814467 -0.075699818966490293 0.48883062405965028 -0.075699582813506375 2.2581372276088993 0.93755516991915955 3.8026766967679096e-05 -0.0015392563250020259 0.0047141212362615606 -0.00053726652250933897 -0.048646061566657392 -0.0016768811963132385 -0.024591394385746285 -0.02354036546684957 -0.021770568782568146 +leaf_weight=249.09498866833746 54708.728075731546 1247.7172042317688 3847.7919494435191 415.39769597630948 4931.4911974072456 5849.5571942701936 37.181014318019152 59.172946371138096 880.70647619664669 398.58248619735241 4.0617915187031022 1.8083281852304924 701.99230954051018 29.847852822393179 109.38946294318885 1.2275829818099728 2.0758990198373795 0.35427658259868622 0.39066250901669264 0.342782873660326 0.29607327375560999 39941.172444991767 2459.5188597291708 572.97968780621886 1400.0682267155498 288.41141654364765 474.5724668148905 652.41779687255621 1104.9684806652367 943.14008329063654 +leaf_count=7206 290884 14647 14987 23036 18416 25400 213 221 2875 1774 73 24 32581 623 5344 98 170 29 32 28 24 162318 10253 6293 16079 5347 6023 7562 12885 4535 +internal_value=0 0.000776248 -0.000527465 -0.0160092 0.000216496 -0.000359804 0.00030911 -0.00818903 0.00490754 -0.0171158 -0.00821022 0.00696537 -0.0106521 -0.022617 0.0133564 -0.0115096 0.201641 0.422112 0.863743 1.23329 1.64612 0.000735186 0.00514996 0.00602612 -0.00990994 -0.0146033 -0.00438894 -0.0149422 -0.0287369 -0.0153179 +internal_weight=0 119804 65095.3 1510.41 59348.3 54416.8 48567.3 2318.78 939.879 1378.9 5747.01 578.85 1261.31 559.322 143.925 114.077 4.68728 2.61138 1.3838 0.993133 0.638856 46248.5 6307.31 577.041 5168.16 2793.45 2374.71 1126.99 1393.38 1341.72 +internal_count=669980 600809 309925 69171 240992 222576 197176 9618 3096 6522 68933 6390 61965 29384 6348 5725 381 211 113 81 52 187558 25240 6366 62543 34311 28232 13585 18232 6309 is_linear=0 shrinkage=0.1 @@ -2653,18 +2653,18 @@ shrinkage=0.1 Tree=139 num_leaves=31 num_cat=0 -split_feature=0 3 3 8 0 12 12 8 3 3 8 1 7 8 3 4 8 12 8 2 3 2 3 2 1 6 4 7 1 8 -split_gain=488.26 246.195 98.6091 84.7217 63.9862 61.268 59.041 69.7991 48.0093 38.9275 36.5705 33.8348 32.5738 35.8835 32.3024 31.1619 33.1042 33.2271 63.2957 44.3542 30.862 30.1262 29.0635 28.5105 30.3961 28.068 37.8981 27.8343 25.3724 42.7835 -threshold=0.0013574197165538975 0.32437011974743873 0.080939212771562727 35.500000000000007 0.0051892025431287681 1.0000000180025095e-35 1.0000000180025095e-35 40.500000000000007 0.97224602103302826 0.023607657396327236 63.500000000000007 0.0032524099409543495 0.57518796992481214 89.500000000000014 0.9912831104059151 0.033908045977011504 40.500000000000007 1.0000000180025095e-35 32.500000000000007 0.024479409437641361 0.98869224203268968 0.0030823298178235124 0.99343199872435684 0.16001644067301837 0.002356117656147187 0.054093567251461992 0.54142857142857148 0.79285714285714304 0.0014581028256939177 16.500000000000004 +split_feature=3 1 8 3 3 8 1 8 10 2 2 1 11 2 8 8 7 12 7 8 0 8 8 12 12 6 10 1 0 8 +split_gain=86.9239 27.6849 27.1161 22.7214 20.7015 20.1353 19.493 19.2771 24.465 19.9455 22.7712 18.7118 18.3866 20.5049 20.0209 31.645 17.4452 16.9642 15.707 17.4395 15.3311 14.8481 16.4799 30.0492 19.9361 16.307 14.7498 14.3191 13.6395 13.3836 +threshold=0.068719394421546107 0.0019714878333991306 29.500000000000004 0.1397613952036493 0.032286757670179626 30.500000000000004 0.00049253648986256372 40.500000000000007 1.0000000180025095e-35 0.037748234010595648 0.84697888843807922 0.50732302613085845 1.0000000180025095e-35 0.19076083981042186 51.500000000000007 44.500000000000007 0.38278388278388281 1.0000000180025095e-35 0.31142241379310348 41.500000000000007 0.22165994277627624 42.500000000000007 17.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.057189542483660136 1.0000000180025095e-35 0.35094451263441423 0.20674927870109308 63.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 2 9 5 -3 11 7 8 -5 -2 -8 -1 13 25 -7 16 17 18 21 -20 -10 -11 -22 -4 -25 28 -27 -12 29 -6 -right_child=1 4 23 6 12 14 10 -9 20 15 27 -13 -14 -15 -16 -17 -18 -19 19 -21 22 -23 -24 24 -26 26 -28 -29 -30 -31 -leaf_value=0.060866892980224623 -0.047865463274944293 0.0089071483695773949 0.0023563235510620784 0.0069826936526734247 0.023804046737534397 0.013181510152575654 0.0437205548363159 0.042234159771831842 -0.031464408579682988 0.14130485736216178 -0.06403335852622706 -0.0051677055562880598 0.0069867136298210307 -0.20582835469948801 0.046196192949708587 -0.030743655769400483 -0.049903025722227476 -0.017812820708240286 0.093050101355981518 0.0074642560245892723 -0.22834069687645267 -0.026812282598460607 0.077916682674765092 -0.0013135341390681221 -0.0092441465854905727 -0.0048649605953531494 -0.049521610803906241 -0.80759094422290156 -0.00012059017395373345 0.0015838574016441447 -leaf_weight=1370.9374370537698 421.57449789717793 11917.653822883964 4021.8335135132074 684.76736778765917 1235.0825449116528 720.47786625102162 599.79548435099423 368.3394177518785 333.26312484592199 10.809904031455515 1.1924488693475717 82.247760126367211 7135.7477455027401 8.4947517141699773 503.44942255876958 1278.2980296611786 239.78786820173264 3564.3070444352925 63.69466906785965 1227.3740787468851 14.693317767232658 764.08643870800734 3.9267870318144551 7008.2669421434402 15569.480314612389 6639.1857818216085 195.63998654484749 0.87130341492593277 31047.045221548527 2903.8241290673614 -leaf_count=34457 7917 100970 22373 4901 7248 13568 12358 8138 3301 112 36 1519 34917 39 16788 15372 3105 40238 766 11176 333 8306 125 38852 88592 30161 901 15 150028 13368 -internal_value=0 -0.0014691 -0.00826648 0.0316016 0.00233334 0.0432459 0.0160682 0.00484201 -0.00844405 -0.0183365 0.0422746 0.0571294 0.000739843 -0.000320753 0.0267617 -0.016595 -0.0135139 -0.0119642 -0.00187379 0.0116866 -0.0384646 -0.024467 -0.163754 -0.00540066 -0.00678244 -0.000279208 -0.00614321 -0.377959 0.000859867 0.00821454 -internal_weight=0 95252.2 34169.5 4683.96 61082.7 2677.11 2006.85 1404.99 1036.65 7569.93 601.859 1453.19 49165 42029.3 1223.93 7148.36 5870.06 5630.27 2065.97 1291.07 351.883 774.896 18.6201 26599.6 22577.7 42020.8 6834.83 2.06375 35186 4138.91 -internal_count=669980 574441 236809 95539 337632 66332 29207 16798 8660 86992 12409 35976 236662 201745 30356 79075 63703 60598 20360 11942 3759 8418 458 149817 127444 201706 31062 51 170644 20616 +left_child=4 2 6 11 -1 -4 -2 9 -9 -6 -11 21 29 17 15 28 -7 -14 19 -19 -16 22 23 25 -24 -3 -25 -20 -15 -5 +right_child=1 3 5 12 7 16 -8 8 -10 10 -12 -13 13 14 20 -17 -18 18 27 -21 -22 -23 24 26 -26 -27 -28 -29 -30 -31 +leaf_value=-0.02265869330508068 0.015986696088823898 -0.018097645444794933 -0.057085961558167322 -0.0015876759239735385 0.0064019527820447526 -0.00051200718696490274 0.0049326392729320779 -0.05408905469715003 0.03059467859387846 -0.016305483977666384 -0.0024869655750226196 0.0072088793817692374 0.0072130227871637547 0.0013909297269133179 0.019550096627747926 -0.019551518462513268 0.0056894213299194503 -0.00083422184573748385 0.0073934028466829879 -0.17370327502944308 0.11508946899026101 -0.028704872161036045 0.0013686238037786964 0.0052368916510142777 -0.0098891425193505592 -0.047545382227882321 -0.032331257014802377 0.043841593028505113 -0.0050180343235682792 0.073728590688567464 +leaf_weight=1251.8407963942736 1961.7229132521898 996.63568504154682 59.717348834499717 38776.18879387714 886.20515526086092 17975.153719145805 8540.0842390581965 175.91815444082022 42.322324320673943 2583.4717408493161 2214.8852755203843 1104.6182277724147 8677.2342205531895 15974.160246774554 52.009718984365463 857.89572705328465 6067.3566612284631 7226.962952349335 1418.6883721929044 5.8405169993638983 24.807385288178921 293.5873117223382 3777.1524214819074 793.75749864429235 2695.6518403142691 231.78209834545851 120.35292954742908 116.64873591065407 4192.0654357820749 23.607947584241629 +leaf_count=18534 38551 5997 426 158661 7418 91033 70826 1920 405 22013 20793 5504 41039 52488 196 3252 29074 33395 7298 29 87 2272 20009 4097 15921 1581 683 392 15965 121 +internal_value=0 0.000362871 0.00275673 -0.00058536 -0.0109782 0.000908933 0.00699752 -0.00850106 -0.0376667 -0.00738133 -0.00992696 -0.00506752 -5.08174e-06 0.00154179 -0.000555345 -0.000741537 0.00105298 0.00407837 0.000976215 -0.000973814 0.0504037 -0.00658967 -0.00583604 -0.013438 -0.00331976 -0.0236539 0.000290622 0.0101626 5.86627e-05 -0.00154185 +internal_weight=0 121964 34604 87359.6 7154.64 24102.2 10501.8 5902.8 218.24 5684.56 4798.36 10013.5 77346.1 38546.3 21100.9 21024.1 24042.5 17445.4 8768.14 7232.8 76.8171 8908.92 8615.33 2142.53 6472.8 1228.42 914.11 1535.34 20166.2 38799.8 +internal_count=669980 598897 229910 368987 71083 120533 109377 52549 2325 50224 42806 56064 312923 154141 71988 71705 120107 82153 41114 33424 283 50560 48288 12358 35930 7578 4780 7690 68453 158782 is_linear=0 shrinkage=0.1 @@ -2672,18 +2672,18 @@ shrinkage=0.1 Tree=140 num_leaves=31 num_cat=0 -split_feature=0 0 10 9 0 0 3 3 8 2 1 1 8 7 8 10 1 3 2 1 11 0 6 8 0 2 2 0 8 2 -split_gain=303.934 88.1943 40.44 55.2416 37.446 37.1158 31.9037 27.6869 25.9769 28.1613 25.6988 35.6603 24.3407 23.983 23.1344 28.964 23.9888 23.7108 27.9043 21.5628 27.4799 20.8865 19.9219 19.3559 21.4602 29.561 18.565 18.8361 18.3587 17.517 -threshold=0.0034001738157775061 0.017098497298207543 1.0000000180025095e-35 1.0000000180025095e-35 0.00095038259306985586 0.73698572325193479 0.028290366334904966 0.92804678448977718 45.500000000000007 0.013827555255859133 0.12690390494205708 0.0047723511998018385 47.500000000000007 0.49074074074074076 39.500000000000007 1.0000000180025095e-35 0.00084704631343614494 0.23233326867055784 0.094260316647571729 0.012767908385773321 1.0000000180025095e-35 0.0065231268862416059 0.65258620689655189 47.500000000000007 0.054427284898183777 0.18332592523951569 0.06217815685888365 0.12987652736348673 17.500000000000004 0.098650077301075764 +split_feature=0 0 8 1 8 4 1 3 3 2 7 8 8 10 8 8 0 8 1 2 1 8 0 4 6 3 1 2 4 8 +split_gain=193.192 37.4971 23.7448 23.3808 21.9056 17.7197 18.3114 16.0102 14.8682 14.0987 13.2674 13.7022 16.2864 12.9225 18.386 13.7648 12.9121 16.3008 15.5485 28.8779 15.3212 15.234 12.8531 12.8246 14.5298 11.9526 11.8385 15.2247 12.1037 12.8707 +threshold=0.0070129444789225346 0.035198718909107175 41.500000000000007 0.00060291938333849261 15.500000000000002 0.17186218211648893 0.0012579643536077265 0.034090029045624547 0.95074962216338432 0.83927177908205797 0.83974358974358987 62.000000000000007 50.500000000000007 1.0000000180025095e-35 39.500000000000007 41.500000000000007 0.12987652736348673 12.500000000000002 0.08667992138836153 0.014344910899344246 0.0047723511998018385 32.500000000000007 0.030579989629427123 0.66091954022988519 0.07417582417582419 0.77884646467999707 0.042978026972774162 0.51509141059769914 0.10912698412698414 42.500000000000007 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=4 7 6 5 -1 10 -3 14 13 -10 11 26 -12 22 29 21 17 -17 -19 -5 23 -16 -8 -21 25 -25 27 -4 -9 -2 -right_child=1 2 3 19 -6 -7 8 28 9 -11 12 -13 -14 -15 15 16 -18 18 -20 20 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.068898304311108979 -0.022347071744952773 0.018294042876684603 0.036324227945722182 0.0025155922574489273 -0.034409152562682246 0.0286615965270898 0.0014131268171155276 -0.0094603914366509709 -0.081646937077199055 0.013674677940912223 -0.0041176950591186026 0.017767058460506632 -0.075460274621969955 -0.0067820866258853424 -0.045962318415536975 -0.10388760817770495 0.01116957205404368 -0.10399982700429687 0.53630722502830985 -0.0016888665905836634 -0.027171824283720315 -0.021015839443242743 -0.0076455384959542893 0.091824017421597737 0.040743360771392803 0.58631554747834203 0.0014173172444021042 0.21541296577738864 0.018253342332628663 -0.00025886511788364213 -leaf_weight=450.5204872819595 533.34926126990467 968.00337071344256 70.357942424714565 3714.0107714794576 1045.017491934821 1144.2826952263713 23724.300229862332 544.72376665938646 31.578569628298283 1672.8047422468662 578.83465049788356 3585.4856644049287 52.12986883148551 5481.4976080153137 440.73161035962403 1.4787960834801186 145.96403528749943 0.91502293199300799 2.656661469489336 633.02603444457054 641.95535008981824 1407.2284939847887 2704.493263727054 3.4657640531659153 22.211012057960033 1.8565233796834943 2762.5128970704973 6.407806769013404 425.93454699218273 1098.5610101176426 -leaf_count=71367 17847 7447 662 20268 93286 7104 177660 20321 327 11191 3402 18551 336 46200 24096 44 3885 26 85 3895 4046 47585 22794 44 120 18 14441 31 15228 37673 -internal_value=0 0.000920754 0.00219365 0.00689872 -0.0447988 0.0119554 0.000395505 -0.0123016 -0.00011992 0.0119086 0.00924606 0.0111374 -0.010012 -0.000762383 -0.0163123 -0.0235245 0.0185833 0.232848 0.372268 -0.00136699 -0.0124379 -0.0269655 0.000486142 0.00188114 0.0839602 0.264313 0.00276527 0.0512732 0.00270067 -0.00747785 -internal_weight=0 52400.8 47799.2 13216.5 1495.54 8200.01 34582.7 4601.54 33614.7 1704.38 7055.73 6424.76 630.965 31910.3 3630.88 1998.97 151.015 5.05048 3.57168 5016.53 1302.51 1847.96 26428.8 660.559 27.5333 5.32229 2839.28 76.7657 970.658 1631.91 -internal_count=669980 505327 338537 72918 164653 44527 265619 166790 258172 11518 37423 33685 3738 246654 131241 75721 4040 155 111 28391 8123 71681 200454 4077 182 62 15134 693 35549 55520 +left_child=3 2 4 -1 -2 6 -6 -8 -9 10 11 12 16 14 -5 -16 17 -3 20 21 23 -20 -10 -19 -25 -18 27 28 29 -4 +right_child=1 9 26 13 5 -7 7 8 22 -11 -12 -13 -14 -15 15 -17 25 18 19 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 +leaf_value=-0.038501146818648004 0.028005799825398893 0.032577389974073237 0.20687667171186122 -0.012858461753462034 -0.019178184025232914 0.0096007639370488587 0.024197622970411684 -0.0078565061462473485 0.015190049583136004 0.012005745394992589 -0.003646415849816417 0.032083985546820702 -0.029117297005261486 0.00049098030185698843 -0.033221909938045829 -0.0030070180132698784 0.0029344249957177996 -0.0055193865952731774 0.059444419195222357 -0.010663971822411947 0.0036728256241366042 0.0029213450738847808 0.34783942692127723 0.008828916950199819 0.083171393391437573 0.046802355864137148 -0.016868120071791056 -0.0066636164874684352 0.12224370474703466 0.028072507530227914 +leaf_weight=720.7129481844604 183.172024987638 146.47883233428001 4.0852859839797011 1430.825139135588 1274.735954798758 601.9179919026792 169.96802880428731 6268.9031173707917 255.42981597967446 1337.4659839645028 4414.1104136258364 151.59054582938552 167.92100760340691 321.2668762751855 1142.5719354269095 173.69507693313062 38491.99838835001 3715.8861031755805 90.488736748695374 2482.2996074035764 6663.2972667068243 100.79860164225101 1.1668487042188633 161.92088221758604 31.385510712862015 62.211384207010269 89.880370026454329 121.43951708450913 15.220157211646436 276.22745958343148 +leaf_count=72944 2459 804 36 85134 30965 9156 3317 106341 5468 10794 22239 692 724 13727 55073 8890 141673 27145 646 16661 44893 782 14 815 141 294 1549 2237 205 4162 +internal_value=0 0.000914398 -0.00499415 -0.0222929 -0.0062124 -0.00694358 -0.00819303 -0.00610159 -0.00689078 0.00185766 0.0016182 0.00206282 0.00197549 -0.0184858 -0.0207051 -0.0292347 0.002076 -0.000598995 -0.000965869 -0.00777893 0.000757029 0.0296597 0.0167027 -0.00421301 0.0208993 0.00300521 0.0160496 0.0231452 0.0353941 0.0306784 +internal_weight=0 67280 9262.15 3789.07 8755.29 8572.12 7970.2 6695.47 6525.5 58017.9 56680.4 52266.3 52114.7 3068.36 2747.09 1316.27 51946.8 13392.6 13246.1 2673.59 10572.5 191.287 256.597 3909.19 193.306 38554.2 506.853 416.972 295.533 280.313 +internal_count=669980 434212 165909 235768 157720 155261 146105 115140 111823 268303 257509 235270 234578 162824 149097 63963 233854 91887 91083 18089 72994 1428 5482 28101 956 141967 8189 6640 4403 4198 is_linear=0 shrinkage=0.1 @@ -2691,18 +2691,18 @@ shrinkage=0.1 Tree=141 num_leaves=31 num_cat=0 -split_feature=1 1 1 4 5 1 6 7 5 0 8 12 8 8 0 2 2 8 3 10 8 8 0 3 3 1 9 0 8 1 -split_gain=121.674 30.0121 21.9411 16.9595 15.9292 16.2631 16.2098 11.6076 12.7736 12.4953 11.1192 21.2159 43.8431 21.4922 21.9603 18.2533 16.0243 14.9035 13.9988 24.4167 24.9047 36.5044 21.6558 15.6427 17.3045 14.6993 13.2679 13.5296 12.4417 11.3005 -threshold=0.0020774677037193119 0.008634793951291948 0.00042373676032680799 0.46862745098039221 0.054093567251461992 0.93351929817756518 0.07417582417582419 0.81534090909090928 0.080128205128205135 0.76424362067516083 41.500000000000007 1.0000000180025095e-35 36.500000000000007 36.500000000000007 0.26315551235744356 0.15369316296170601 0.0033675896810706572 44.500000000000007 0.11219453572171147 1.0000000180025095e-35 21.500000000000004 20.500000000000004 0.019443451558809517 0.8920272377877202 0.89846750578755197 0.22033040356494243 1.0000000180025095e-35 0.0096366996053576116 45.500000000000007 0.13755980564115303 +split_feature=1 2 1 3 1 1 5 0 8 8 3 8 2 3 7 0 8 1 12 11 1 1 0 3 8 12 8 5 2 9 +split_gain=137.281 22.9513 20.8081 17.8747 16.8496 10.3767 10.1034 9.92469 9.74956 9.32248 8.75411 8.74983 14.5533 8.71744 11.0881 8.03284 24.1508 8.34345 8.2225 34.2619 9.92481 28.6094 8.01949 8.05678 7.96166 10.4667 35.9765 16.4672 12.1445 10.9555 +threshold=0.0033727556607198888 0.046929061200795631 0.0098025105047879185 0.94126692316726546 0.00042373676032680799 0.00089856539760092325 0.098387096774193564 0.049775222559007327 39.500000000000007 47.500000000000007 0.99080754815078553 45.500000000000007 0.25570774796237666 0.60204128063521323 0.14119601328903655 0.00034443264046571365 62.000000000000007 0.00064641345066474682 1.0000000180025095e-35 1.0000000180025095e-35 0.00089856539760092325 0.00075081853339708062 0.57392597256018829 0.11794531087437234 41.500000000000007 1.0000000180025095e-35 36.500000000000007 0.040969899665551847 0.0033675896810706572 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 -1 -2 6 7 10 8 9 -6 11 12 16 18 -15 -14 -3 -12 22 25 21 23 -13 26 -25 -20 -21 -28 -19 -17 -right_child=1 4 -4 -5 5 -7 -8 -9 -10 -11 17 13 15 14 -16 29 -18 28 19 20 -22 -23 -24 24 -26 -27 27 -29 -30 -31 -leaf_value=-0.075557872601709056 -0.0076622476273235946 -0.050785156986904806 -0.028357256938439331 -0.045291679928134626 0.13813637793763747 0.074966922295092719 -0.0078340381597523778 -0.11222926485980576 0.010603863217194297 -0.10970310240865121 0.091970376209605242 0.04287184033177581 -0.02412439796338478 0.014328845414050476 -0.0017245631815921551 -0.012383414508786687 0.005219993043500285 -0.099896461015206064 -0.014649262769058279 0.042510769480323715 -0.017870844854222485 0.48617857268444808 0.0031533213173911183 0.33847341191700114 0.075005981961059495 0.0023376279242365446 0.23700308151360483 -0.021215935058933301 0.011869493862059738 0.0080550528377756354 -leaf_weight=109.42484084982425 2071.3244796399958 51.883736709132791 984.94247625651769 127.12322412850335 13.499807221814988 40.935052827000618 1613.397733669728 7.6031191516667596 1312.7790767839178 2.3951801797375074 23.116990245878696 161.83359219878912 960.35638598259538 3171.757079240866 1165.1596158314496 831.67968169972301 3333.6600157832727 10.056788532063363 1382.277417848818 127.01763123832643 115.55846929177642 1.8104943260550488 904.56002091150731 2.675720600411295 36.484970619902015 806.70994625985622 2.0963475387543431 63.27336953394115 1035.120144367218 400.93062651902437 -leaf_count=47314 175365 442 206589 14442 167 449 28927 83 9843 39 177 1426 13279 34721 15233 23229 42049 118 24708 1364 1541 19 9273 42 673 3956 24 988 10563 2937 -internal_value=0 0.0011773 -0.0330768 -0.00983814 0.00255493 0.0128797 0.00167727 0.0109777 0.0116828 0.10079 0.0027292 0.00195313 -0.00277328 0.00527332 0.0100159 -0.0137884 0.00436171 0.0125507 -0.000433284 -0.00447304 0.0200948 0.0388952 0.00918092 0.0353979 0.0930078 -0.00838907 0.0236713 -0.0129351 0.0107941 -0.0057354 -internal_weight=0 19777.1 1094.37 2198.45 17578.6 1377.21 16201.4 1336.28 1328.67 15.895 14588 13519.7 5578.51 7941.21 4336.92 2192.97 3385.54 1068.29 3604.3 2537.9 348.917 233.359 1066.39 231.548 39.1607 2188.99 192.387 65.3697 1045.18 1232.61 -internal_count=669980 416077 253903 189807 226270 10581 215689 10132 10049 206 186762 175904 81936 93968 49954 39445 42491 10858 44014 33315 4651 3110 10699 3091 715 28664 2376 1012 10681 26166 +left_child=1 4 3 6 -1 -3 8 9 22 -7 -6 -8 -13 -11 -15 16 17 -12 -19 20 21 -20 23 -2 25 26 27 28 -4 -28 +right_child=2 5 24 -5 10 7 11 -9 -10 13 15 12 -14 14 -16 -17 -18 18 19 -21 -22 -23 -24 -25 -26 -27 29 -29 -30 -31 +leaf_value=-0.049316571227899703 0.017939922752429338 -0.045709420604727873 -0.041171105738660375 0.01118541952612399 -0.0091083689038033416 -0.022837887182355531 0.019707455779452598 -0.040152237368674626 -0.018663906956296553 -0.040618030634575662 -0.00069140514376110542 0.3806513001270575 -0.077375633873819266 0.081734975698835061 -0.075695897794102102 0.012484842998360005 1.4553684316923832 0.092394392367514691 0.63540727065487101 0.094761324175471034 0.54988090404815992 2.8263104451439762 -0.040444547574683243 -0.0067793756705762515 0.009559272700642895 0.0040438119365771409 -0.007282340036553283 0.026794943414936608 0.003950459849353799 -0.037086998264011031 +leaf_weight=89.044419287354685 159.25744831841439 337.17732505081221 60.420094519853592 454.17367065045983 489.05022127809934 891.28765597147867 64.878724146168679 358.96556159388274 1049.3512104568072 14.323984083253888 5.3344247520435566 1.7349955337122076 1.1558720916509626 25.263813639990989 5.4365495946258298 127.57110367016867 0.13050129543989974 3.4567770631983876 0.14072553720325198 1.1756881673354656 0.15994268981739879 0.10339247761294246 59.351490875706077 766.24081502947956 1580.6778956865892 12476.714018413797 3315.2174735255539 320.53555929753929 4681.4521979019046 128.09338056202978 +leaf_count=38897 8954 54588 428 20877 67873 96322 2136 39467 58296 1674 1580 30 39 1724 581 21788 8 491 41 251 29 23 4486 36810 11898 110021 41617 1855 44598 2598 +internal_value=0 -0.0235353 0.00174656 -0.0068045 -0.0086104 -0.0300829 -0.0106916 -0.0260151 -0.011957 -0.0205952 -0.00283058 0.0272923 0.197516 0.0238005 0.0538565 0.0194052 0.103474 0.0864622 0.178771 0.367778 1.16217 1.56333 -0.0048109 -0.00252574 0.0027153 0.00219972 -0.000505317 0.00485837 0.00337553 -0.00839109 +internal_weight=0 2348.62 25119.3 2556.14 716.167 1632.45 2101.97 1295.28 2034.2 936.312 627.123 67.7696 2.89087 45.0243 30.7004 138.073 10.5015 10.371 5.03653 1.57975 0.404061 0.244118 984.85 925.498 22563.1 20982.4 8505.72 5062.41 4741.87 3443.31 +internal_count=669980 325337 344643 131628 130981 194356 110751 139768 108546 100301 92084 2205 69 3979 2305 24211 2423 2415 835 344 93 64 50250 45764 213015 201117 91096 46881 45026 44215 is_linear=0 shrinkage=0.1 @@ -2710,18 +2710,18 @@ shrinkage=0.1 Tree=142 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 0 7 3 10 3 6 6 8 0 1 6 3 6 8 12 3 10 2 1 8 8 8 11 1 8 -split_gain=243.696 105.46 46.6496 39.3043 38.6964 27.5823 24.4406 25.6447 22.5329 27.7014 21.6306 26.0349 20.595 20.0172 27.1496 19.428 21.2848 20.9875 19.1009 68.3824 44.4374 34.4576 29.4748 29.2061 28.3352 26.5571 25.514 25.2466 26.5864 25.0652 -threshold=0.0133617253234276 0.31515784113483891 0.9132818566857771 0.06217815685888365 0.0033675896810706572 0.013276378757063018 0.47434210526315795 0.10431725392723669 1.0000000180025095e-35 0.034090029045624547 0.67204301075268824 0.70777988614800769 11.500000000000002 0.00098947302277857118 0.063047552936575268 0.31698564593301443 0.055339185379978027 0.082903780068728533 32.500000000000007 1.0000000180025095e-35 0.099236128261346188 1.0000000180025095e-35 0.52268245052612017 0.010569933375607606 47.500000000000007 38.500000000000007 24.500000000000004 1.0000000180025095e-35 0.0046789067858949828 45.500000000000007 +split_feature=2 1 2 3 9 10 12 8 8 8 1 11 0 10 12 8 8 11 8 11 3 0 8 2 0 1 11 6 8 8 +split_gain=35.5004 21.2891 31.5344 20.1846 18.4484 16.4913 13.9238 67.8965 29.0719 45.6134 16.1612 14.154 13.416 14.9791 13.1878 21.0432 26.916 12.9431 13.126 12.7538 26.6884 14.6843 12.6162 20.8775 16.9173 14.8945 16.3726 12.1795 26.7941 12.1688 +threshold=0.0092555391706332351 0.0039230821236290138 0.066825316751958783 0.83268889682982661 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 23.500000000000004 30.500000000000004 41.500000000000007 0.011773807061458299 1.0000000180025095e-35 0.87672250303520649 1.0000000180025095e-35 1.0000000180025095e-35 34.500000000000007 41.500000000000007 1.0000000180025095e-35 44.500000000000007 1.0000000180025095e-35 0.044815477220475991 0.0045334407628835815 40.500000000000007 0.3816589490043561 0.013920739425575392 0.015190957722756379 1.0000000180025095e-35 0.87367021276595758 38.500000000000007 22.500000000000004 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=4 3 10 6 -1 -4 -2 -8 12 -10 18 -12 -7 -6 -15 17 -17 -5 19 22 -21 23 -3 -20 29 -25 -22 28 -26 -23 -right_child=1 2 5 15 13 8 7 -9 9 -11 11 -13 -14 14 -16 16 -18 -19 21 20 26 24 -24 25 27 -27 -28 -29 -30 -31 -leaf_value=-0.064453666656052469 -0.0064746687602492779 0.0047549647533486157 0.026372101485194234 -0.0017720649725130305 -0.037514342973569023 -0.14556217759879694 0.016561456112712758 -0.024553308095287371 -0.26652105887407751 -0.032067306067609984 0.087201702164289713 0.008771195879692965 0.0088512622307954057 -0.0093014194538270003 -0.046278051790366537 0.037137439323127991 0.0032684062394395018 -0.014775619384261963 0.0044030018314212757 0.012259233762381702 -0.011320824961055307 -0.0085749974714688232 0.01737733410177458 -0.024859817922329382 0.058578997210666006 -0.0014607861475239648 0.016036380006862729 0.044076504838682987 -0.055583209818400481 -0.10343312892984811 -leaf_weight=313.83840110339224 7875.3157948814332 3346.7889175862074 1404.5559520721436 25740.868651643395 943.21984186209738 8.7133582308888418 170.05469119921327 1405.9670943859965 6.2407621815800658 26.181096509099007 42.709567382931709 4687.637859210372 993.02205326408148 867.73439204692841 257.49088381975889 194.09370536357164 4215.7406776249409 1304.0649369582534 18796.860921889544 1378.6097179055214 3491.4589868783951 4154.8527761101723 4136.5209624320269 527.17414239048958 29.949409052729607 6070.0056597292423 377.79345117509365 192.2375456392765 63.972501873970032 28.044190034270287 -leaf_count=18766 114359 14310 12640 170376 39228 68 2367 23704 50 187 216 21180 8070 28383 9069 1168 25217 8437 82803 6533 15045 18159 18198 2278 132 26178 1634 821 275 129 -internal_value=0 0.00066694 0.00375903 -0.00309467 -0.0317341 0.0172466 -0.00874954 -0.020117 0.00485256 -0.0771964 0.003064 0.00947933 0.00750813 -0.0267697 -0.017763 -0.00139553 0.00475911 -0.00239908 0.00235153 0.00559481 -0.00315692 0.000968868 0.0117322 0.00239388 -0.0071283 -0.00333058 -0.00864967 0.0233149 -0.0191797 -0.00921097 -internal_weight=0 90669.4 49763.3 40906.1 2382.28 2438.71 9451.34 1576.02 1034.16 32.4219 47324.6 4730.35 1001.74 2068.45 1125.23 31454.8 4409.83 27044.9 42594.3 12731.2 5247.86 29863.1 7483.31 25394 4469.06 6597.18 3869.25 286.159 93.9219 4182.9 -internal_count=669980 574534 228906 345628 95446 21015 140430 26071 8375 237 207891 21396 8138 76680 37452 205198 26385 178813 186495 55720 23212 130775 32508 111259 19516 28456 16679 1228 407 18288 +left_child=3 -2 6 -1 5 22 8 29 11 10 -10 -3 -9 27 15 -5 -17 18 -6 20 -12 -21 -4 25 -25 26 -24 -14 -29 -8 +right_child=1 2 4 14 17 -7 7 12 9 -11 19 -13 13 -15 -16 16 -18 -19 -20 21 -22 -23 23 24 -26 -27 -28 28 -30 -31 +leaf_value=-0.04150513035759798 0.0021748657736877408 -0.0032979091884140495 0.00068271863506330448 -0.033315894422473555 0.0021712772691188146 -0.0053753701530177807 0.0020796728294958785 -0.027520903147430061 0.0041940077113144947 -0.025748067548806042 0.10670717524526935 -0.023334125427762756 0.013707685794698441 -0.035304274560221588 -0.00062904696564873293 0.090660162784143891 -0.011977824456638433 0.011267883504586273 -0.043799369796031509 0.072145896946634036 0.027754959452173378 0.0034672965039161947 0.014639472976987514 0.056804928500101805 0.00099383968143927572 -0.02431780786239543 -0.019268914322635021 0.39736786045863204 0.018564362731617753 0.12431499458876034 +leaf_weight=238.41284595243633 54674.149963641539 749.86484981887043 45394.468989342451 398.75940163433552 2363.1681593880057 5691.8809515237808 1796.611859165132 1655.9655906930566 712.36058986186981 348.69750709831715 49.642133802175522 665.4575908202678 106.97192890569568 71.332998976111412 697.51497540250421 32.872007006779313 114.71026152186096 2448.6047848686576 63.787820942699909 35.018805757164955 311.31309861689806 280.50482368096709 275.54438126832247 57.885026901960373 879.73464041948318 751.44902819395065 294.68804636597633 2.7140796892344934 5.9848971664905548 8.181365851312874 +leaf_count=7206 290884 9883 180903 23036 8641 24273 19602 20379 5813 4813 497 9029 1372 1005 32581 623 5725 9049 256 262 2402 2327 1221 221 2875 3648 1276 31 69 78 +internal_value=0 0.000720487 -0.00050244 -0.0148508 0.000250216 -0.000287932 -0.00694605 -0.0111528 -0.002079 0.00658753 0.0147061 -0.0127186 -0.0246537 0.000735662 -0.00974195 -0.0213764 0.0108834 0.00613833 0.000963028 0.0257757 0.0386132 0.0110897 0.000319724 -0.00697367 0.0044394 -0.0150703 -0.0028839 0.0229611 0.136751 0.00263378 +internal_weight=0 119696 65021.8 1482.27 58221.2 53345.7 6800.62 3647.76 3152.86 1737.54 1388.84 1415.32 1842.97 187.004 1243.86 546.342 147.582 4875.56 2426.96 676.479 360.955 315.524 47653.8 2259.3 937.62 1321.68 570.232 115.671 8.69898 1804.79 +internal_count=669980 600809 309925 69171 232363 214417 77562 42536 35026 16114 11301 18912 22856 2477 61965 29384 6348 17946 8897 5488 2899 2589 190144 9241 3096 6145 2497 1472 100 19680 is_linear=0 shrinkage=0.1 @@ -2729,18 +2729,18 @@ shrinkage=0.1 Tree=143 num_leaves=31 num_cat=0 -split_feature=3 3 3 2 3 8 5 7 7 8 8 6 1 8 4 4 0 0 8 10 8 2 8 8 9 1 2 10 12 1 -split_gain=411.626 197.931 86.7352 84.6359 42.2576 40.7735 39.396 39.7031 39.2464 37.7874 34.8883 34.7518 33.9187 27.2229 27.0122 26.8445 25.3043 25.2893 24.8566 25.2202 24.6383 29.4189 23.7893 24.7565 23.2516 28.1565 23.9668 23.2471 26.1891 27.4187 -threshold=0.96631402124114463 0.11219453572171147 0.99172460485529679 0.19076083981042186 0.032286757670179626 41.500000000000007 0.14642857142857144 0.47559523809523813 0.39009661835748799 15.500000000000002 48.500000000000007 0.67204301075268824 0.0020065742284794048 13.500000000000002 0.040064102564102567 0.033908045977011504 0.19979306634960378 0.048308385313798108 29.500000000000004 1.0000000180025095e-35 40.500000000000007 0.059180245429979302 59.500000000000007 58.500000000000007 1.0000000180025095e-35 0.0031332637025098774 0.37508427056849925 1.0000000180025095e-35 1.0000000180025095e-35 0.84264757925280087 +split_feature=3 0 7 4 7 2 3 0 6 8 12 8 2 8 3 2 8 3 1 0 8 8 8 9 0 1 3 8 2 1 +split_gain=73.2545 24.4991 22.9815 23.8149 25.2232 21.9496 16.7675 17.7434 14.1736 14.0807 14.0036 23.8088 69.8851 25.0212 17.6731 13.8324 13.3629 13.1919 12.6606 12.4985 11.8549 11.835 14.1855 13.6784 11.8105 13.6365 12.6408 14.3881 11.5988 11.435 +threshold=0.062845797326211539 0.0003919778787274337 0.47883597883597889 1.0000000180025095e-35 0.46291208791208799 0.096367015944474055 0.023607657396327236 0.92502263599968015 0.67204301075268824 15.500000000000002 1.0000000180025095e-35 19.500000000000004 0.50008978071452403 36.500000000000007 0.27554835801862992 0.0019575588694249061 17.500000000000004 0.19161490244688659 0.0030206278625377956 0.059558405605527089 17.500000000000004 16.500000000000004 38.500000000000007 1.0000000180025095e-35 0.79218779667370998 0.0045823954528479349 0.041162931593119165 43.500000000000007 0.0044786816728795099 0.0020774677037193119 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 8 6 -1 9 7 17 -2 13 24 12 -11 -5 -13 20 -14 -3 -9 -20 21 27 23 -12 26 -26 -7 28 -6 -30 -right_child=2 3 -4 5 15 10 -8 18 -10 11 22 14 16 -15 -16 -17 -18 -19 19 -21 -22 -23 -24 -25 25 -27 -28 -29 29 -31 -leaf_value=-0.033405866932037578 0.015390827099065411 0.0051374795462097453 0.050367180142417249 -0.0093844680685271891 0.030913888953965015 -0.0078108676792241847 -0.017455959207252941 0.019791774806505704 0.038417358925405751 0.0038137941323768765 0.019363196070886032 -0.0088036695327392191 -0.00089863092391169225 -0.049643335092120745 -0.049094693409362879 -0.022863237613174381 -0.0078041048389960932 -0.0012328980039645286 0.0088581070307461769 -0.025581269896532866 -0.035673194261794945 -0.010986840708180691 -0.03062482439908263 0.11457520358110207 0.067488685808698087 -0.10375399351103057 -0.033192817615699595 -0.030081545067867567 0.01470716717790479 -0.022995442458371176 -leaf_weight=980.13984935358167 4048.5334923695773 18470.396178718656 1124.2355768308043 437.28720427304506 395.0609400048852 787.0901695638895 835.61889907717705 2444.5263117998838 905.79488466307521 11704.766359619796 108.09997443854809 3738.3447053432465 22003.580170176923 272.71023161709309 174.1474233046174 1816.8474749997258 6992.9340542703867 9404.7784253656864 2882.8759746178985 229.56927095353603 348.13814624026418 7586.9578083455563 61.993645943701267 36.540017873048782 11.35123088210821 62.303283892571926 705.43406344205141 166.08305861055851 476.63361301273108 324.00971715152264 -leaf_count=18534 66269 121561 39652 2118 3319 3549 4681 17926 18575 52974 546 17317 97336 1319 877 18643 36629 43344 17767 1307 4131 67597 328 160 62 385 4248 1573 4242 3011 -internal_value=0 -0.00156451 0.025291 0.000209738 -0.0135012 -0.00254138 0.00399079 0.00452684 0.0196007 -0.00195946 -0.0174187 -0.0015952 -0.000729882 -0.0248479 -0.010597 -0.0117457 -0.00256399 0.00298818 0.0122451 0.00631791 -0.00957309 -0.0085577 0.0212027 0.0434164 -0.0225142 -0.077363 -0.0198075 0.00497583 0.00984529 -0.000550578 -internal_weight=0 93458.2 6078.56 81364.3 12093.9 47096.6 34267.8 33432.1 4954.33 45323.8 1772.81 44613.8 40701.3 709.997 3912.49 11113.7 28996.5 27875.2 5556.97 3112.45 9296.88 8948.75 206.634 144.64 1566.18 73.6545 1492.52 1361.79 1195.7 800.643 -internal_count=669980 545484 124496 424434 121050 217848 206586 201905 84844 208570 9278 205133 186939 3437 18194 102516 133965 164905 37000 19074 83873 79742 1034 706 8244 447 7797 12145 10572 7253 +left_child=6 -2 3 9 8 16 -1 19 17 -3 11 12 14 -13 -7 -11 29 20 -12 -8 -5 23 -23 -20 28 -26 -27 -28 -21 -4 +right_child=1 2 5 4 -6 10 7 -9 -10 15 18 13 -14 -15 -16 -17 -18 -19 21 24 -22 22 -24 -25 25 26 27 -29 -30 -31 +leaf_value=-0.028803133015134142 0.023971209361994539 -0.0089514289527819618 0.023662465200098518 -0.026042407283256477 -0.10774286532001159 -0.02415984792446425 -0.0045571150479753247 0.029188641038434243 -0.024832386797490898 0.044457828688021221 0.011063612641566335 0.027580499097217898 -0.033484668614548178 0.00089081113787177555 0.0043815486333020652 0.00015325235785831388 0.003819092040050617 -0.0016419290210572684 0.0077633402726620662 0.22548000277320113 -0.0073850087654540658 -0.018245628832142521 0.0011567186665579199 0.092263692365206651 -0.029693649968416613 -0.01330267613634269 0.017314573995354226 -0.075329152103210062 -0.018431149849677565 0.0092245578756469156 +leaf_weight=488.08303737826645 435.46142073348165 1718.0318262334913 851.36363972350955 407.79979451745749 24.102945547550917 245.19302024692297 2223.3223637267947 116.2587762195617 355.29893097095191 70.524970972910523 2342.3271608948708 366.61952785402536 805.68375542759895 8380.510724902153 1883.561024017632 89365.312867652625 2417.4390144515783 5396.9167710822076 1535.5492556169629 1.9513033516705025 2065.5255037844181 454.81261864304543 2197.4617434293032 19.398650072515011 175.30037432536483 323.9138993024826 383.22165081650019 17.530581522732973 2249.2321587018669 1542.3850127030164 +leaf_count=7917 18523 8307 15466 2557 112 1111 23535 1812 1728 2685 9450 1464 3512 30582 6955 424745 18051 22940 5551 21 12674 1766 8140 75 2005 3720 3131 199 20716 10530 +internal_value=0 0.000294087 0.000209883 -0.000449715 -0.00559481 0.00305536 -0.011041 -0.00946211 -0.00529549 1.5929e-05 0.00146985 -0.000605395 -0.00839989 0.00200946 0.00109411 0.000188189 0.00906338 -0.00441351 0.00517118 -0.0102982 -0.0104612 0.00189063 -0.0021704 0.00881752 -0.0143489 -0.00466626 0.001388 0.0132619 -0.0182197 0.0143596 +internal_weight=0 122881 122446 99403.5 8249.64 23042.3 5978.81 5490.73 8225.54 91153.9 18231.1 11681.6 2934.44 8747.13 2128.75 89435.8 4811.19 7870.24 6549.55 5374.47 2473.33 4207.22 2652.27 1554.95 3151.15 899.967 724.666 400.752 2251.18 2393.75 +internal_count=669980 606924 588401 475748 40011 112653 63056 55139 39899 435737 68606 43624 11578 32046 8066 427430 44047 38171 24982 53327 15231 15532 9906 5626 29792 9055 7050 3330 20737 25996 is_linear=0 shrinkage=0.1 @@ -2748,18 +2748,18 @@ shrinkage=0.1 Tree=144 num_leaves=31 num_cat=0 -split_feature=0 0 0 0 8 8 10 3 1 0 7 2 1 0 11 3 0 11 9 8 12 8 0 3 3 10 1 0 2 3 -split_gain=258.41 73.0271 35.4365 31.6975 29.8348 39.6028 33.768 28.6936 43.2213 23.31 22.7506 39.8558 52.4272 50.1645 45.0697 34.1095 30.4585 30.0393 27.069 22.3239 28.3328 63.4078 45.8667 67.1199 28.9333 23.5561 31.3671 45.618 36.9474 21.3685 -threshold=0.0034001738157775061 0.025245518754972645 0.00095038259306985586 0.4020863041666754 41.500000000000007 39.500000000000007 1.0000000180025095e-35 0.45928968000661136 0.013873790547772432 0.94689973200461208 0.43614130434782611 0.098650077301075764 0.001653038648082808 0.014615748551412287 1.0000000180025095e-35 0.74021765972250964 0.0045334407628835815 1.0000000180025095e-35 1.0000000180025095e-35 29.500000000000004 1.0000000180025095e-35 32.500000000000007 0.0039436185013608663 0.9636149690700776 0.67354828646106291 1.0000000180025095e-35 0.0093122030323845775 0.0075393856113610252 0.10095971046085855 0.034090029045624547 +split_feature=0 0 3 8 0 3 1 10 4 2 5 6 8 8 10 10 1 0 2 3 2 8 11 8 1 1 8 3 11 11 +split_gain=168.708 38.338 24.0393 22.165 17.1653 24.8324 16.3363 16.1399 14.9344 18.1171 18.1067 17.9108 14.5624 15.046 16.5739 14.9496 15.3812 20.0151 20.9893 13.9665 19.4233 17.0642 29.8499 19.2166 16.8576 14.3956 13.5465 13.9125 16.2966 13.4422 +threshold=0.0057466159744883156 0.020432912037279913 0.69681188836847885 39.500000000000007 0.0010283167396347157 0.97224602103302826 0.024451839695887895 1.0000000180025095e-35 0.10620300751879701 0.9132818566857771 0.050641025641025648 0.47809523809523813 47.500000000000007 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.0015954210092659167 0.00278377438937511 0.063709742938850386 0.087612160102604378 0.33291781402812398 37.500000000000007 1.0000000180025095e-35 38.500000000000007 0.0021152687125869899 0.001653038648082808 64.500000000000014 0.27554835801862992 1.0000000180025095e-35 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 -3 5 19 -7 -6 10 -5 15 12 14 -14 -12 16 17 -9 -18 -2 -21 22 23 -22 -24 26 -26 -28 -29 -23 -right_child=1 3 -4 9 7 6 -8 8 -10 -11 11 -13 13 -15 -16 -17 18 -19 -20 20 21 29 24 -25 25 -27 27 28 -30 -31 -leaf_value=-0.066620498242974308 -0.007432594418786586 0.00039596021598023684 -0.032085756247223284 0.0054997582299226438 -0.027317000245061826 -0.023225681355746541 0.013863503548330509 0.7438507866842401 -0.030884596288828448 0.036986411469874879 0.16256288719422118 0.042154063361388709 0.052927449838259283 0.55514481809114347 0.98257034845512681 0.021203331624350705 0.08688572031806284 0.0099097097136853027 0.54048200154561921 -0.026254995960175061 0.11193080950931865 0.12215043283492244 0.063864223378531718 1.9583260186544225 0.16956988998958897 0.0090914065159925974 -0.10262873614750093 0.45768394841309495 1.1416459401358012 0.0094238378394738975 -leaf_weight=420.88153818994761 2583.7015272406861 31001.648112934083 1010.4823935329914 14699.426836058497 103.69438134972006 2525.501156819053 271.90601055696607 1.5291670020669692 75.140522794798017 238.94203050434589 1.1283117635175577 20.458596797659993 8.8751804474741203 2.5633365362882605 1.6510935891419649 140.51027041114867 29.729943590238694 0.87775775790214527 1.3765422888100136 138.23116651549935 0.4681181451305737 17.510349187999964 26.133647367358208 0.3397874478250742 6.9473317842930538 3.4853135272860518 0.98817114159464825 2.6661407407373194 1.1222555488348005 424.01274666190147 -leaf_count=71367 81404 231213 93286 65782 3060 90026 6689 46 1862 2524 43 586 263 39 46 3710 779 38 16 4026 29 370 712 20 220 79 41 64 22 11618 -internal_value=0 0.000826057 -0.0422404 0.00221934 -0.00918986 -0.0109259 -0.0196206 0.0177021 0.0341487 0.00600339 0.0575633 0.131527 0.260129 0.165473 0.649685 0.042825 0.133477 0.476197 0.106959 -0.00333838 0.013671 0.0250817 0.142266 0.888484 0.127684 0.237343 0.305198 0.502464 0.660297 0.0138945 -internal_weight=0 52330.6 1431.36 45940 6390.55 6003.01 2797.41 387.535 283.841 14938.4 208.7 34.6765 14.2179 11.4385 2.77941 174.024 33.5134 2.40692 31.1065 3205.61 621.905 483.674 42.1508 0.807906 41.3429 15.2092 11.7239 4.77657 3.7884 441.523 -internal_count=669980 505327 164653 299519 205808 195320 96715 10488 7428 68306 5566 977 391 302 89 4589 879 84 795 98605 17201 13175 1187 49 1138 426 347 127 86 11988 +left_child=4 2 3 19 -1 12 7 -4 26 -10 -11 -12 13 -6 -15 -14 17 -17 -19 21 -21 -2 -23 -24 25 -25 -3 -28 -29 -9 +right_child=1 8 6 -5 5 -7 -8 29 9 10 11 -13 15 14 -16 16 -18 18 -20 20 -22 22 23 24 -26 -27 27 28 -30 -31 +leaf_value=-0.040867215791551621 0.0055001203693030853 0.00069642840481090379 -0.0010488977099584113 -0.021011494716728921 -0.018109041751877237 -1.4932379616838336e-05 -0.017673337167606325 0.037685498626715386 0.0045954253953863827 0.041918944236715452 0.10703612005018165 0.47026673391360863 -0.00178178895283415 -0.039508339580859524 0.0078469857696204983 -0.075984934255390157 0.063732617559398255 1.0072142409662259 0.21349914761948707 -0.036401915701546515 -0.001365954003376557 -0.033715474040759079 0.29033718963194149 0.12583816561250857 0.010255290920108982 0.43716748614132056 0.064935881474458321 -0.1119528569671652 0.091897209662233525 0.0010195143875136366 +leaf_weight=472.09394371090457 307.79663552157581 51308.501691505313 2193.3867818582803 1664.2402846468613 961.55038786679506 495.77421483257785 484.58883153833449 216.36583060584962 10508.064099177718 46.356743279844522 4.2357935756444922 1.9978139996528623 112.39684996381402 910.90535991173238 80.433303301222622 0.65907105617224981 7.834447955712676 0.64559138379991032 0.68847333639860153 210.90281303599477 633.59481173194945 16.024517023935914 6.3973546344786909 6.3729045558720845 11.157340304926036 1.9365304931998251 60.569632556289434 10.753829255700113 6.1727817542850962 185.89090216904879 +leaf_count=76699 8116 275817 48747 42422 46595 39420 10040 3821 43621 564 48 27 4803 43958 2932 40 295 21 21 4376 12877 446 82 143 181 32 340 45 33 3418 +internal_value=0 0.000727622 -0.00694761 -0.0135522 -0.0233404 -0.0201219 -0.000818629 0.00232803 0.00146343 0.00488844 0.0634359 0.223448 -0.0249257 -0.0270215 -0.0356661 0.00855967 0.126834 0.374865 0.5976 -0.00315674 -0.0101158 0.0136494 0.0735302 0.139976 0.0905627 0.198394 0.000759529 0.0425373 -0.037613 0.0207414 +internal_weight=0 67885.3 5938.66 2858.42 3042.98 2570.89 3080.23 2595.64 61946.7 10560.7 52.5904 6.23361 2075.11 1952.89 991.339 122.224 9.82758 1.99314 1.33406 1194.18 844.498 349.685 41.8886 25.8641 19.4668 8.30944 51386 77.4962 16.9266 402.257 +internal_count=669980 455196 134701 68675 214784 138085 66026 55986 320495 44260 639 75 98665 93485 46890 5180 377 82 42 26253 17253 9000 884 438 356 175 276235 418 78 7239 is_linear=0 shrinkage=0.1 @@ -2767,18 +2767,18 @@ shrinkage=0.1 Tree=145 num_leaves=31 num_cat=0 -split_feature=1 1 1 4 1 7 5 7 7 3 1 6 6 5 11 0 2 2 0 3 1 5 8 0 1 2 0 3 4 0 -split_gain=102.49 29.498 17.6656 14.8291 13.3258 11.7935 16.6425 11.18 12.7002 17.2448 11.7029 34.1576 11.6837 24.0424 23.0542 21.0119 19.9013 47.5977 10.2627 9.768 9.54551 9.14641 8.98532 12.9937 27.8677 10.8302 23.7407 19.0508 14.6322 33.6586 -threshold=0.001653038648082808 0.0076751278807829651 0.00042373676032680799 0.46862745098039221 0.39423715963186862 0.39009661835748799 0.025320512820512824 0.22967032967032971 0.29099462365591405 0.028290366334904966 0.002356117656147187 0.12250000000000001 0.42582417582417587 0.48809523809523814 1.0000000180025095e-35 0.0054626150018744803 0.28682774700754626 0.47057328349128891 0.19979306634960378 0.042998076775577404 0.0028589097926731183 0.80909090909090919 39.500000000000007 0.87672250303520649 0.0055136038236157682 0.66863465235986319 0.22165994277627624 0.051752180219358998 0.32738095238095244 0.067287893090633669 +split_feature=1 3 1 0 1 2 1 0 0 8 5 2 3 7 0 5 7 8 1 9 3 3 12 2 8 7 0 3 1 1 +split_gain=118.977 21.2572 17.4681 15.9205 14.8699 13.8697 13.4997 13.4153 10.1253 9.80878 9.59669 11.0214 20.5125 16.9196 21.9319 9.30209 8.78434 7.88872 15.0638 7.8502 13.5596 7.76225 12.2524 17.2583 16.548 36.5992 12.2552 8.82805 12.3007 11.4475 +threshold=0.0033727556607198888 0.97224602103302826 0.0098025105047879185 0.017989365708982907 0.0011070650392843091 0.65996978046282628 0.00042373676032680799 0.0087133811727134938 0.019935491711415992 47.500000000000007 0.025320512820512824 0.91916719420673887 0.053608860731007936 0.28388278388278393 0.019935491711415992 0.13961038961038963 0.15311355311355315 73.500000000000014 0.00021286908594872486 1.0000000180025095e-35 0.9830555206828312 0.98508274999236478 1.0000000180025095e-35 0.0050504475611878865 21.500000000000004 0.24568965517241384 0.00046287964804784528 0.98810455044001599 0.0039230821236290138 0.0066856352280274907 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 -1 5 -3 6 19 -8 12 -10 11 -11 13 -9 -14 -16 -17 -18 -5 -2 -19 -6 23 25 -25 -21 28 -28 -27 -30 -right_child=1 4 -4 18 21 -7 7 8 9 10 -12 -13 14 -15 15 16 17 20 -20 22 -22 -23 -24 24 -26 26 27 -29 29 -31 -leaf_value=-0.073613351255112314 -0.046343698640106921 0.00039987728059544069 -0.029177259977362174 -0.017026782721177341 0.0053961454247996345 -0.02416364998992988 0.020925164165243475 -0.061887943837459949 0.72250311196178141 1.6161599865171763 -0.021830793134070728 0.047198114565770298 0.088980065713615594 0.60579477584987018 1.464754014556001 -0.10231997710448244 1.923938265153482 0.6336134994901893 -0.075646305533610625 -0.0021936174602220147 -0.10163385563364305 0.024232668892285647 -0.012642535138293538 1.4504683598729344 -0.10102161503503425 0.021085851357090058 1.0582913365236382 0.23375349890026742 -0.10131949066968762 0.8010621228102881 -leaf_weight=101.49580231169239 58.48714714217931 12325.558985829353 754.81889480631799 64.118307960219681 5200.9454571381211 375.24980707420036 31.368382366839796 2.2932903231121595 0.36323373205959697 0.17473136307671477 7.4055165769532323 0.67401891713961959 1.507660967297852 0.70513258408755053 0.25515762763097893 0.41482151113450505 0.24683016631752253 0.40672930888831615 55.906921141780913 701.51310502691194 0.31204764870926738 271.22299329191446 743.61793913459405 0.19340414041653176 0.28842050395905972 101.28317088680342 0.34495888836681743 1.4930196506902573 0.88455381477251538 0.7759402422234416 -leaf_count=47314 6890 212787 172454 6565 24861 37768 1641 130 18 25 405 101 79 33 16 23 18 31 8958 62070 22 1536 76017 30 29 9794 30 157 91 87 -internal_value=0 0.000886472 -0.0344441 -0.0101767 0.00222311 -0.00815758 -0.00452843 0.0546947 0.126467 0.048155 0.0184799 0.370199 0.236348 0.0951295 0.371059 0.631076 0.476979 0.725844 -0.0443314 -0.00622639 0.314415 0.00632976 -0.004713 0.00259576 0.521746 0.00228553 0.0322734 0.388506 0.0259132 0.320359 -internal_weight=0 19948 856.315 2150.28 17797.7 2030.26 1655.01 46.1276 14.7592 8.6175 8.25427 0.84875 6.14167 2.99842 3.14325 1.63559 1.38043 0.965607 120.025 1608.88 0.718777 5472.17 1550.39 806.777 0.481825 806.295 104.782 1.83798 102.944 1.66049 -internal_count=669980 450212 219768 211028 239184 195505 157737 2542 901 549 531 126 352 163 189 110 94 71 15523 155195 53 26397 148305 72288 59 72229 10159 187 9972 178 +left_child=1 4 3 21 -1 -5 17 9 15 -6 -9 -12 13 -13 -15 -7 -11 19 -19 -3 -21 -2 23 26 25 27 -23 29 -29 -25 +right_child=2 6 -4 5 7 8 -8 10 -10 16 11 12 -14 14 -16 -17 -18 18 -20 20 -22 22 -24 24 -26 -27 -28 28 -30 -31 +leaf_value=-0.04158194742147401 0.00048063093026636146 -0.047599834433602176 0.0024463119023782065 -0.018934024739419787 -0.011954463489581402 0.073246512051663396 0.0028018043590594321 -0.030931690996202538 0.00066579593268688351 0.069633329240230551 0.015203198155020284 -0.076120273451137782 1.1025853791889708 -0.075428230490932821 1.1157883032455145 0.50785841198167703 -0.075646172567593206 2.2783115675837009 -0.075106310489600758 2.1214739691655664 -0.075115838183263894 0.38383803217589896 -0.0032743669391691352 0.095456763686941046 -0.020104726963912047 0.93171454100485862 -0.0014075398135275652 0.1367126231994204 0.669383887856009 0.53238689729207134 +leaf_weight=518.14272259175777 1045.6061300719157 69.032389693544246 22576.230272851884 1074.7502097082324 443.24624205636792 12.606516827829179 424.90038811392151 788.85677269706503 334.46293612290174 25.9379300698638 14.288769950158896 1.1939585423097008 0.25464251451194275 0.28655953519046296 0.33553156210109591 0.51248745806515295 4.9574542390182605 0.042491466156206026 0.07556667597964406 0.045522454893215492 0.073440361651591957 0.86711269803345814 38.225665592588484 6.979441325180229 3.54014092311263 0.69447303004562932 17.306842136196792 0.94022445380687691 0.80443648807704449 0.65599539875984181 +leaf_count=88440 46666 34607 213015 63050 47227 502 65889 85174 18456 1717 1367 123 32 41 31 15 575 24 41 11 38 25 1610 297 143 34 723 55 34 18 +internal_value=0 -0.0222401 0.00156205 -0.00630381 -0.02729 -0.0133183 -0.00387165 -0.0215017 0.00404606 -0.00815714 -0.0293596 0.0464492 0.262061 0.144205 0.567067 0.0902244 0.0463219 -0.0448068 0.771935 -0.0462012 0.765434 0.0026391 0.034874 0.0807471 0.165877 0.23123 0.0169732 0.179369 0.382319 0.132995 +internal_weight=0 2291.67 25114.2 2537.95 1797.5 1422.33 494.17 1279.36 347.582 474.142 805.216 16.3595 2.07069 1.81605 0.622091 13.119 30.8954 69.2694 0.118058 69.1514 0.118963 1115.62 70.0143 31.7887 13.6147 10.0746 18.174 9.3801 1.74466 7.63544 +internal_count=669980 325337 344643 131628 224727 82023 100610 136287 18973 49519 86768 1594 227 195 72 517 2292 34721 65 34656 49 49605 2939 1329 581 438 748 404 89 315 is_linear=0 shrinkage=0.1 @@ -2786,18 +2786,18 @@ shrinkage=0.1 Tree=146 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 7 2 5 0 8 0 1 8 8 12 6 3 3 4 0 4 4 3 12 8 8 3 0 6 7 5 -split_gain=205.246 73.9977 59.3734 33.1441 31.5142 28.8616 25.3233 25.3037 23.6971 38.3548 20.6335 26.9837 24.4567 34.0251 19.6405 19.4468 19.2119 19.03 29.2333 22.2292 21.4712 18.7671 26.6958 77.6024 54.0122 26.5324 18.5484 17.6169 22.3681 19.9226 -threshold=0.02676832611572939 0.72197306969910191 0.0056255489474314824 0.12772884431138451 0.28801843317972359 0.95347132347897057 0.025320512820512824 0.0014115612974878306 47.500000000000007 0.0089366154569586742 0.0046789067858949828 32.500000000000007 39.500000000000007 1.0000000180025095e-35 0.59041394335511999 0.25674287245421473 0.044815477220475991 0.64495798319327746 0.15314720515933775 0.62678571428571439 0.98148148148148151 0.099236128261346188 1.0000000180025095e-35 18.500000000000004 19.500000000000004 0.042998076775577404 0.0073499059222818146 0.64087301587301593 0.12250000000000001 0.19523809523809527 +split_feature=2 1 2 3 6 3 0 1 5 8 0 8 2 1 8 8 12 8 2 8 10 2 3 12 3 8 1 10 12 8 +split_gain=29.5139 18.9824 22.788 17.8805 13.3738 11.5916 18.8172 14.467 14.3121 11.2703 14.7792 14.1781 11.2639 10.9784 24.3911 10.9745 34.268 27.8663 29.2183 30.3958 14.9318 14.6397 13.699 14.7676 12.9739 11.2075 10.3698 9.9218 9.90644 9.6828 +threshold=0.0074800202466077537 0.027442770971085804 0.076913834370021528 0.83268889682982661 0.13484848484848486 0.28881018432930922 0.069465387068642623 0.033976680187033474 0.019850628930817613 50.500000000000007 0.33729223410574333 53.500000000000007 0.12772884431138451 0.0006169558044392976 30.500000000000004 21.500000000000004 1.0000000180025095e-35 41.500000000000007 0.0088980015597548198 34.500000000000007 1.0000000180025095e-35 0.019124757311331609 0.0481944817923304 1.0000000180025095e-35 0.16995174894679729 49.500000000000007 0.39423715963186862 1.0000000180025095e-35 1.0000000180025095e-35 66.000000000000014 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 -1 -2 -4 8 17 -6 10 -10 21 -12 16 26 15 -8 -13 19 -19 -5 -20 22 23 -3 -24 -25 -14 29 -29 -16 -right_child=1 5 4 6 7 -7 14 -9 9 -11 11 12 13 -15 27 -17 -18 18 20 -21 -22 -23 24 25 -26 -27 -28 28 -30 -31 -leaf_value=-0.046992419430095446 -0.0042745629681620063 0.035487247260536446 -0.011284109491565657 0.0015241338261047725 -0.048650149027535283 0.041461300798663309 -0.029699079240701622 -0.01405169787507652 0.084842050743741543 0.015101367047708918 0.0096553461936584439 -0.066714444356468713 -0.18967698006595268 0.010255423668007175 0.20362072107077764 -0.0054539998354856609 -0.01691165084281572 0.0090794021231454837 -0.029998292286245509 0.086482334278611808 -0.0062364039639028271 0.0044293576372446781 -0.0084377558100996123 -0.13665407041491812 0.025197495847572263 -0.0091227786380889322 -0.015224735162734114 0.047060014361774406 -0.1022591901681142 0.0087164807567418085 -leaf_weight=680.75435753911734 16488.109328959137 515.86231874674559 3662.5596260111779 52077.778289467096 457.18874431587756 243.94443774968386 536.07713820040226 393.16581966914237 95.179373756051064 459.87626212835312 1708.2216060310602 96.305084340274334 6.1384931355714789 1066.6589591950178 11.591486036777496 864.06629350781441 395.77617427706718 725.76310268044472 604.42478062212467 30.8155297935009 1025.3945223540068 5506.0256470888853 593.1478343307972 16.540835730731487 2447.0028559118509 1186.0095198601484 854.86474779993296 37.334625124931335 13.718597546219824 9.5780309438705444 -leaf_count=39926 165781 3521 90024 246996 14664 2707 2527 9467 664 2493 8386 496 28 5209 49 4338 1778 3518 3170 139 5180 26094 4483 143 16688 7408 3834 166 61 42 -internal_value=0 0.00099666 -0.0194633 -0.000334329 -0.0153107 0.00734206 0.000827112 -0.0326534 0.00678523 0.0270603 0.00600332 3.26848e-05 -0.00676045 -0.00168099 -0.0121137 -0.0147368 -0.0266585 0.00117695 -0.00761467 0.00157438 -0.0150486 0.00840444 0.0130039 0.00304145 0.0186351 -0.0108769 -0.0164685 0.0387394 0.0069362 0.115437 -internal_weight=0 87616.2 5193.67 72424.7 4512.91 15191.6 55936.5 850.355 14947.6 555.056 14392.6 4127.97 2419.74 1927.66 1472.37 1400.14 492.081 54464.2 2355.58 52108.6 1629.82 10264.6 4758.56 1718.41 3040.15 1202.55 861.003 72.2227 51.0532 21.1695 -internal_count=669980 515899 154081 431967 114155 83932 266186 24131 81225 3157 78068 19731 11345 9071 7183 6865 2274 259003 11868 247135 8350 58337 32243 11072 21171 7551 3862 318 227 91 +left_child=3 13 4 -1 15 7 -7 -4 9 -9 11 -11 -8 14 -2 20 17 18 19 -17 22 -18 -3 -24 -23 -19 -14 -27 -5 -30 +right_child=1 2 5 28 -6 6 12 8 -10 10 -12 -13 26 -15 -16 16 21 25 -20 -21 -22 24 23 -25 -26 27 -28 -29 29 -31 +leaf_value=-0.047733623172720473 -0.0037678711180016478 0.018873337805377786 -0.0084604071054521571 -0.022790200442556793 0.0079328968711651366 0.002397432602804049 -0.019042035497448328 0.0042165685931793576 -0.012856554729748932 0.23192973789025553 -0.04294018246721347 0.05834018102381594 -0.0054639553778660921 0.0009482990436643241 0.0090254190684943437 -0.07762323756246417 -0.052174243516245104 -0.040686253763552185 0.010810618463901694 0.53971669503544972 0.016974409066989542 -0.0091899871429985732 -0.025957340182213504 -0.0034757285721004009 -0.033104557523355331 0.010978496376501829 0.058756986332602484 0.21814268115239305 -0.0020103536542602318 0.3005505569367185 +leaf_weight=154.49753055348992 2158.2542268456891 153.59159528650343 1173.4945912286639 386.35124206449836 416.35258528776467 3738.5334057211876 662.09403352439404 7710.545234978199 507.86134005337954 6.2985821813344982 9.7579082399606687 18.598206400871277 4750.9406143352389 90606.734257975593 4815.1531817931682 1.2852268442511552 195.67767923139036 166.95929116941988 516.25026755221188 2.1019640676677227 258.54497303813696 422.47886435687542 500.84500885009766 701.32054793275893 489.92102003470063 16.573044849559668 25.276762962341309 2.6866301968693724 486.55828539002687 1.0600360818207253 +leaf_count=5296 29152 1902 4168 24388 4031 17020 4374 29786 2160 24 51 62 19698 435009 29189 31 3962 2320 4103 37 2945 4502 6216 7548 5431 275 130 42 26091 37 +internal_value=0 0.000639385 -0.00198258 -0.0163732 -0.00899125 -0.000534159 -0.00306407 0.00192873 0.00340595 0.0044723 0.0613725 0.102256 -0.00681854 0.00124256 0.00506592 -0.0110467 -0.0163842 0.000836932 0.0127313 0.305475 -0.0050491 -0.0273542 -0.00924901 -0.012842 -0.0220311 -0.032354 -0.00512408 0.0398769 -0.0108294 -0.00135261 +internal_weight=0 120028 22448 1028.47 3844.59 18603.4 9176.84 9426.56 8253.06 7745.2 34.6547 24.8968 5438.31 97580.1 6973.41 3428.24 1813.93 705.856 519.637 3.38719 1614.3 1108.08 1355.76 1202.17 912.4 186.219 4776.22 19.2597 873.97 487.618 +internal_count=669980 614168 120818 55812 43345 77473 41222 36251 32083 29923 137 86 24202 493350 58341 39314 20703 6808 4171 68 18611 13895 15666 13764 9933 2637 19828 317 50516 26128 is_linear=0 shrinkage=0.1 @@ -2805,18 +2805,18 @@ shrinkage=0.1 Tree=147 num_leaves=31 num_cat=0 -split_feature=0 3 0 8 12 2 4 12 8 3 3 6 1 7 7 2 3 3 2 12 10 8 8 0 5 4 1 6 8 3 -split_gain=352.293 170.525 84.61 71.6201 58.5016 50.4625 49.8615 49.8556 56.2967 39.8641 34.4618 32.5412 30.5756 30.2962 30.0348 28.3433 25.7046 25.6277 24.6401 26.3735 32.9765 24.6249 30.5178 26.6063 24.1131 24.2518 23.3505 30.7967 22.6315 21.7868 -threshold=0.0013574197165538975 0.094369134720010156 0.02590044806957488 35.500000000000007 1.0000000180025095e-35 0.088105343035287553 0.19523809523809527 1.0000000180025095e-35 40.500000000000007 0.97224602103302826 0.023607657396327236 0.054093567251461992 0.0032524099409543495 0.38278388278388281 0.39565217391304358 0.092257143343283332 0.97115217405561249 0.9912831104059151 0.23661277697703847 1.0000000180025095e-35 1.0000000180025095e-35 16.500000000000004 32.500000000000007 0.071715110676333557 0.23303167420814483 0.59761904761904772 0.0019714878333991306 0.54195804195804198 62.000000000000007 0.98923222713588677 +split_feature=3 1 8 3 8 3 8 10 2 2 11 2 2 8 8 2 8 0 7 1 12 10 3 8 1 4 0 12 6 6 +split_gain=62.0319 20.9475 19.8803 17.4559 17.3728 17.1171 17.0306 22.2181 16.8021 18.6181 16.0823 16.1548 14.9346 14.9077 26.2745 15.5627 15.3357 13.9721 13.523 13.4798 13.3795 14.6566 13.6512 13.3426 12.6796 13.566 12.5521 12.5163 12.1696 12.1161 +threshold=0.068719394421546107 0.0019714878333991306 29.500000000000004 0.1239333845448773 30.500000000000004 0.032286757670179626 40.500000000000007 1.0000000180025095e-35 0.037748234010595648 0.84697888843807922 1.0000000180025095e-35 0.19076083981042186 0.11255934054276982 51.500000000000007 44.500000000000007 0.83180462505681707 59.500000000000007 0.28236479920600216 0.38278388278388281 0.00053392984795601654 1.0000000180025095e-35 1.0000000180025095e-35 0.54335568554124969 20.500000000000004 0.0006169558044392976 1.0000000180025095e-35 0.15790836268876671 1.0000000180025095e-35 0.60555555555555574 0.39642857142857152 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 10 5 4 12 -3 18 8 9 -5 -2 24 16 -8 -15 -13 -1 -6 19 -4 21 -21 -23 -24 25 -12 27 -20 -9 -11 -right_child=1 2 6 7 17 -7 13 28 -10 29 11 15 -14 14 -16 -17 -18 -19 26 20 -22 22 23 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.029578872864325059 -0.043032387487831128 0.0085888014820103813 0.0050131041087960061 0.0055091331648464345 0.010224808313652543 0.0010267727385082498 -0.017480413938470236 0.039634194844834617 0.037824519306850969 -0.03013030874065813 -0.0062149738966786119 0.0066453695386527109 -0.0065125197064875018 0.22254994690921284 0.00067367666461135055 -0.026105401418428612 0.064234836791976238 0.040600248101201081 0.0088732215912719192 0.0061507895804967308 -0.017278786609651337 -0.039814176152826342 0.0072214150593634154 -0.009858410807255311 -0.043021847294410498 -0.031540773507310486 -0.0049754163486815245 -0.017991667595881149 -0.22448049424158911 -0.14410800808452004 -leaf_weight=272.9807756729424 392.11481980606914 13312.69285710901 8868.0427814349532 677.73299444466829 699.78810806199908 26175.261990271509 3360.9180497303605 564.78802528046072 346.37694415636361 340.18755351006985 5834.0854350402951 299.18657474592328 81.314350618049502 6.1368423625826827 1045.3716710954905 2262.6311785951257 990.89346340112388 460.56048813462257 2551.1205287128687 3394.8874872401357 1321.2301288694143 242.07987106591463 1494.0310173481703 2341.3538339734077 201.28471615538001 404.3140742406249 20669.301784090698 512.42142470926046 3.2630929648876181 17.640465013682842 -leaf_count=4436 7917 121098 42295 4901 13568 127857 19105 12344 8138 3351 59225 3503 1519 32 5349 24973 30021 16788 12362 16264 6114 1142 6964 10766 2174 4817 99833 2651 65 408 -internal_value=0 -0.00122434 0.000183974 0.0275488 0.0387338 0.00357618 -0.00274029 0.0131773 0.00292573 -0.0087473 -0.014012 -0.0127478 0.0529255 -0.0128456 0.0019686 -0.0222805 0.0567496 0.0222813 -0.00166312 0.00116508 -0.00271553 -0.000140516 -0.00537864 -0.00320516 -0.00895552 -0.00785635 -0.00376782 0.00437968 0.038117 -0.0357493 -internal_weight=0 94688.5 85294.9 4455.53 2505.54 39488 45806.9 1949.99 1381.94 1035.56 9393.62 9001.5 1345.19 4412.43 1051.51 2561.82 1263.87 1160.35 41394.5 17661.6 8793.58 7472.35 4077.46 3835.38 6439.68 6238.4 23732.8 3063.54 568.051 357.828 -internal_count=669980 574441 471832 95539 66332 248955 222877 29207 16798 8660 102609 94692 35976 24486 5381 28476 34457 30356 198391 83545 41250 35136 18872 17730 66216 64042 114846 15013 12409 3759 +left_child=5 2 19 12 -4 -1 8 -8 27 -10 -5 20 29 14 17 -16 -15 -13 24 -2 -12 22 -22 -21 -6 26 -26 -7 -20 -3 +right_child=1 3 4 10 18 6 7 -9 9 -11 11 13 -14 16 15 -17 -18 -19 28 23 21 -23 -24 -25 25 -27 -28 -29 -30 -31 +leaf_value=-0.020205734344821518 0.01304193961299604 0.001021093334752046 -0.053155868093248251 -0.0014769401452033675 -0.0057459228310433258 0.02354014217284571 -0.051856593034629819 0.02892498473403371 -0.014301446178184365 -0.0017019906855456676 0.0063905610537869769 0.0011491186712308458 -0.00724578197831447 0.074246891625518036 -0.018668761185489359 0.15186369564163049 -0.019106341379382368 -0.0063030028168683102 0.0049262958589339056 0.0032387699568056198 0.0099733183153614645 -0.0094910621087671843 0.00010930150906993906 0.021055810744811929 0.0011821131834078436 -0.0094038686607630217 0.016597965259801045 -0.0017595694850989761 0.16570732270751032 0.033803684617117392 +leaf_weight=1203.8268322329968 2186.6408127164468 1545.9373773336411 59.459952021017671 39787.317731574178 3572.3538733599707 291.82544391229749 165.1198731996119 42.891385369002819 2517.8923929445446 2195.4576634094119 8774.9254713002592 17975.220027752221 6216.6238896995783 52.459726795554161 866.16186267882586 5.3847143352031699 26.479627415537834 2925.4121368452907 6049.4689937327057 7751.324774954468 1845.843732342124 1180.5164329521358 5848.2903775330633 444.40722833015025 12657.262573860586 1171.2410306893289 551.17789709568024 592.68405218049884 4.711346920579671 121.60792155563831 +leaf_count=18534 42190 8359 426 163814 24084 2313 1920 405 22013 20793 41695 60304 36897 182 3367 30 115 11877 29051 64313 6388 5098 30203 2874 59266 5401 2282 5105 23 658 +internal_value=0 0.000320896 0.00240861 -0.000504109 0.000830711 -0.00935355 -0.00710338 -0.0351996 -0.00605935 -0.00843268 -5.78818e-05 0.00137147 -0.00499164 -0.000446046 -0.000603323 -0.0176152 0.0429322 0.000106063 0.000964428 0.00606607 0.00362166 0.000883872 0.00247571 0.00420489 -0.000413876 0.000910768 0.0018254 0.00658754 0.00505142 0.00341181 +internal_weight=0 121620 34448 87172.2 24065.7 7009.7 5805.87 208.011 5597.86 4713.35 79288 39500.7 7884.17 21851.1 21772.2 871.547 78.9394 20900.6 24006.2 10382.4 17649.6 8874.65 7694.13 8195.73 17952 14379.7 13208.4 884.509 6054.18 1667.55 +internal_count=669980 598897 229910 368987 120533 71083 52549 2325 50224 42806 323073 159259 45914 75875 75578 3397 297 72181 120107 109377 83384 41689 36591 67187 91033 66949 61548 7418 29074 9017 is_linear=0 shrinkage=0.1 @@ -2824,18 +2824,18 @@ shrinkage=0.1 Tree=148 num_leaves=31 num_cat=0 -split_feature=0 0 4 8 8 8 8 12 1 8 2 7 1 2 10 8 0 2 11 8 8 8 3 3 1 3 2 2 8 1 -split_gain=221.047 74.7156 34.3437 27.9039 25.9198 29.4236 94.0722 28.4705 28.1973 25.8364 51.169 25.8275 26.8658 26.6517 25.9848 25.0861 21.7642 21.591 26.7237 42.035 26.174 21.3994 21.3322 21.134 23.3958 21.0848 22.0374 20.4916 19.722 19.6754 -threshold=0.0025170627299014267 0.014615748551412287 0.10620300751879701 64.500000000000014 12.500000000000002 28.500000000000004 39.500000000000007 1.0000000180025095e-35 0.84264757925280087 32.500000000000007 0.18332592523951569 0.11715686274509805 0.024451839695887895 0.86323969273790258 1.0000000180025095e-35 33.500000000000007 0.00058426790578331529 0.86323969273790258 1.0000000180025095e-35 36.500000000000007 36.500000000000007 39.500000000000007 0.020857971789958987 0.27554835801862992 0.052972994375414119 0.19161490244688659 0.02915937028640983 0.23661277697703847 34.500000000000007 0.00095303056062964275 +split_feature=0 0 3 7 1 8 8 11 7 1 10 1 10 1 2 1 0 10 9 1 8 1 1 2 0 8 1 2 2 8 +split_gain=146.172 31.1102 28.9373 20.2649 17.8406 18.8615 16.8404 16.3915 23.3288 22.3905 22.3952 17.0532 15.9364 15.9209 24.4919 15.2733 14.2758 14.2198 15.53 13.0927 12.6498 12.5724 13.9489 12.5067 12.4628 11.9883 15.3322 18.9581 18.5941 19.9221 +threshold=0.010383107181019525 0.0021888403176580956 0.90430500026155791 0.77350427350427364 0.012092287057335043 41.500000000000007 39.500000000000007 1.0000000180025095e-35 0.32795698924731187 0.0011070650392843091 1.0000000180025095e-35 0.00066086859271198128 1.0000000180025095e-35 0.00084704631343614494 0.13882231188213986 0.001008387740506585 0.02590044806957488 1.0000000180025095e-35 1.0000000180025095e-35 0.12690390494205708 47.500000000000007 0.076216061379914976 0.64423148979618194 0.021024158915393363 0.82146664024750038 41.500000000000007 0.0024403048404024095 0.17632637931153258 0.32701189696855848 46.500000000000007 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=16 11 3 4 27 8 7 -7 -6 10 -9 12 21 -14 -13 -11 -1 20 -19 -20 25 -2 -8 -5 -25 -17 -27 -3 -16 -24 -right_child=1 2 -4 23 5 6 22 9 -10 15 -12 14 13 -15 28 17 -18 18 19 -21 -22 -23 29 24 -26 26 -28 -29 -30 -31 -leaf_value=-0.073735567079667455 0.0044401384128633379 0.051061733048338713 0.0076448233059534356 0.094700689980989919 -0.0041943268888499641 0.00080467812140658365 0.031312810740609119 0.072905464618804691 0.045867770068908569 -0.027092642567812433 0.0097975245448309305 -0.029305418108679083 -0.033884021760252833 0.5641674714475986 -0.019275761600445689 0.017375832543568719 -0.038348287451671112 -0.0010589270543606406 -0.040328913169811839 0.1617559001243265 0.010653811501883223 -0.013081690716669743 -0.022967161892155117 -0.11910343720392309 0.19719348546020068 -0.070951295151108193 0.061527537209418726 0.007675550480731594 0.1056996253582707 -0.0012957117669617796 -leaf_weight=219.96233356604353 1402.1266155084595 173.76098209619522 8130.7301712129265 51.891174759715796 12910.955938030034 1666.494487920776 196.88904340006411 225.03846808895469 113.49848399497569 147.69564755447209 299.44015233963728 998.43346341419965 376.61441169586033 0.74663412570953269 24.85938823595643 367.14927904307842 828.14353979192674 38.029199510812759 13.955170728266237 39.223408687859774 3771.1116795130074 1386.0244548469782 428.25889138504863 10.225786101073025 3.0319312326610079 13.237606476992367 244.01955209672451 291.46329043805599 25.661500614136457 19243.896537382156 -leaf_count=39837 55715 1069 46744 368 103496 10225 1695 1428 1602 932 1944 44734 13748 17 845 1916 100766 545 189 507 24284 58816 8610 68 20 121 1557 1877 775 145530 -internal_value=0 0.000604432 0.00171687 0.000519362 0.000413344 0.000138478 0.00203964 0.0121681 -0.00375807 0.0158389 0.0368753 -0.0121658 -0.00765939 -0.0327007 -0.025765 0.0134582 -0.0457749 0.0147931 0.0629502 0.108725 0.0137938 -0.00427018 -0.00143969 0.0659118 -0.0467689 0.0327579 0.0547106 0.0238803 0.044204 -0.00176749 -internal_weight=0 52594.5 48380 40249.3 40184.1 39718.9 26694.4 6825.39 13024.5 5158.9 524.479 4214.47 3165.51 377.361 1048.95 4634.42 1048.11 4486.73 91.2078 53.1786 4395.52 2788.15 19869 65.1489 13.2577 624.406 257.257 465.224 50.5209 19672.2 -internal_count=669980 529377 354727 307983 307527 304581 199483 43648 105098 33423 3372 174650 128296 13765 46354 30051 140603 29119 1241 696 27878 114531 155835 456 88 3594 1678 2946 1620 154140 +left_child=1 -1 6 15 5 -4 -3 -7 -9 11 -11 -10 -8 14 -14 -2 -5 25 19 23 -21 -20 -23 -19 -18 -17 27 -27 -28 -30 +right_child=3 2 4 16 -6 7 12 8 9 10 -12 -13 13 -15 -16 17 24 18 21 20 -22 22 -24 -25 -26 26 28 -29 29 -31 +leaf_value=-0.031446729972874683 -0.0097273688748728809 -0.0097289748745236822 -0.00090344511608580818 -0.019516428973274921 -0.026700354395463807 0.0054635934910709054 -0.028810164766074276 0.056149105717675153 0.13519665488944721 0.001344767936305089 0.49369339350172797 0.66469663676617075 0.74031583229777831 0.0092648413567608095 0.094017387633872476 0.00037772385458781078 -0.0019796646306693018 0.029998014560014937 0.0014743038557536855 -0.0019187777272600941 -0.048542770602315932 -0.021635308574944889 0.068481686503830796 0.0071006695393457586 -0.026455076440054945 0.099196187680178904 -0.0014669682869807178 0.017626396698821135 0.11768692987055518 0.015947047268508631 +leaf_weight=1091.8011010691989 1185.1245301067829 1055.6179301869124 1287.2474698219448 589.88329197466373 250.36226380895823 50.828262398019433 1345.6772759649903 38.907221596688032 0.93359638750553076 3.7743179379031062 1.2233023121953008 1.7453115209937093 0.73384287953376715 64.451641455292702 2.9173440169543028 40160.432535322383 4724.4309347718954 244.94282993674278 6061.1120665445924 747.3958225864917 63.1057831607759 359.6227303147316 18.03770500421524 9135.247327260673 217.62826761603355 38.888164505362511 1264.0316959191114 106.58901560492814 19.803163353353739 684.71556264534593 +leaf_count=130013 18627 34257 51597 11411 8274 1705 49457 1240 33 121 38 39 20 1552 77 249929 26461 2172 26069 3568 369 1995 172 37687 1008 289 7153 1028 113 3506 +internal_value=0 -0.0164443 -0.0124536 0.00097923 -0.00213457 0.0023072 -0.0192859 0.0447342 0.0875829 0.2469 0.12186 0.480166 -0.0264217 0.0207729 0.223915 0.00151243 -0.00481252 0.00173857 0.00421585 0.00664496 -0.00554893 0.000371286 -0.0173312 0.00769858 -0.00305746 0.000764087 0.00810387 0.0394312 0.00578876 0.0188068 +internal_weight=0 5196.22 4104.42 65621 1635.02 1384.66 2469.4 97.412 46.5837 7.67653 4.99762 2.67891 1413.78 68.1028 3.65119 60089 5531.94 58903.9 16629.5 10190.7 810.502 6438.77 377.66 9380.19 4942.06 42274.5 2114.03 145.477 1968.55 704.519 +internal_count=669980 278423 148410 391557 63047 54773 85363 3176 1471 231 159 72 51106 1649 97 352677 38880 334050 72032 43796 3937 28236 2167 39859 27469 262018 12089 1317 10772 3619 is_linear=0 shrinkage=0.1 @@ -2843,18 +2843,18 @@ shrinkage=0.1 Tree=149 num_leaves=31 num_cat=0 -split_feature=1 1 1 4 3 10 7 4 6 3 0 3 0 5 6 4 4 7 5 2 7 8 0 8 7 2 7 0 8 3 -split_gain=86.2365 20.1302 19.1816 13.5864 12.9699 12.859 11.2196 11.133 13.1645 11.0557 10.7829 9.97459 9.40871 12.9004 9.27702 9.45698 21.366 46.2267 19.4034 13.5664 10.2332 14.0637 13.7198 14.1957 12.9872 26.6722 9.92882 11.5505 8.94941 8.64072 -threshold=0.0023117410987087447 0.00042373676032680799 0.032574842893888067 0.46862745098039221 0.035965260822940534 1.0000000180025095e-35 1.0000000180025095e-35 0.45993589743589752 0.19821428571428576 0.0830582119365567 0.019443451558809517 0.98576145862556908 0.094655825173027994 0.17028985507246377 0.71651785714285732 0.096006144393241177 0.10620300751879701 0.29814814814814822 0.43650793650793657 0.44887602705969198 0.29289215686274517 8.5000000000000018 0.088877665623056365 89.500000000000014 0.27097902097902099 0.039900235593052759 0.24568965517241384 0.097893730133699827 50.500000000000007 0.51757894959493267 +split_feature=1 2 1 0 1 1 0 3 8 3 8 8 1 2 10 11 5 7 6 2 3 4 11 3 7 1 3 1 2 2 +split_gain=104.352 20.3412 18.7901 17.9341 12.4559 12.2032 10.9746 10.224 9.44176 9.21543 10.2787 11.4337 8.97768 9.11277 8.0428 7.99708 7.71562 8.49889 7.92532 7.67551 12.1255 9.66706 12.6818 9.91159 7.84247 7.49683 7.47953 7.5523 9.76118 7.47106 +threshold=0.0027613792403738935 0.015828231182202418 0.008634793951291948 0.033265835391373288 0.00042373676032680799 0.0007982211056874023 0.0018324889466533204 0.83731704867036083 89.500000000000014 0.97224602103302826 18.500000000000004 22.500000000000004 0.015190957722756379 0.0050504475611878865 1.0000000180025095e-35 1.0000000180025095e-35 0.025320512820512824 0.81534090909090928 0.11437908496732027 0.569065135605057 0.15782823163369611 0.23904761904761906 1.0000000180025095e-35 0.068719394421546107 0.28388278388278393 0.012092287057335043 0.90996063671215588 0.93351929817756518 0.010397419492791446 0.43408251583188612 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 7 10 -5 9 11 -9 -3 -4 14 13 -6 15 20 17 -17 19 -18 22 -22 23 24 28 -26 27 -20 -2 -23 -right_child=2 6 4 5 12 -7 -8 8 -10 -11 -12 -13 -14 -15 -16 16 18 -19 26 -21 21 29 -24 -25 25 -27 -28 -29 -30 -31 -leaf_value=-0.071574663117667289 0.002597573482648708 -0.061562284533079659 0.038991150872495051 -0.012000473714201133 0.0035622526757259189 -0.058913068979943417 -0.039954966027969469 0.55924003841822689 -0.10309255624110672 -0.013535324520488968 0.0096205134756626037 0.031188398927917318 -0.00054593014325304357 0.020885111580636259 -0.021387432089925492 1.0431161401823015 -0.0090838774632764196 0.10572575271462491 -0.10849003134172951 0.043208613266258092 0.5311223369288175 -0.0025055796883935548 -0.010420468862919786 0.15786352876213358 0.87059337252686664 0.07122771911615719 0.43089018335847373 0.28088022668223828 -0.10416156558856005 -0.023632446270134708 -leaf_weight=94.321502178907394 2459.1934786560014 51.472202113131061 147.67997258156538 206.99010447179899 6241.0519018583 81.409482281655073 291.91511325002648 0.75291911931708344 0.49895813036710024 696.63913053320721 813.91404365375638 83.929237499833107 6688.0600048415363 461.69887232035398 276.05424320790917 0.60989441908895869 145.46465556928888 3.828167166095227 1.3239808687940233 75.290353085380048 0.4731554826721539 348.777749650646 1131.8708039787598 5.8951431382447472 0.51190828159451429 2.2612991351634264 1.4689802220091221 1.7944440008141098 7.877227535005658 435.07784369215369 -leaf_count=47314 116421 12737 1569 12288 48344 8151 66637 29 37 143420 5819 5514 57594 2661 18275 25 7494 195 30 4692 23 20705 65924 29 13 125 22 30 289 23574 -internal_value=0 -0.0273395 0.00101851 -0.00414034 0.00291325 -0.025243 -0.0233277 -0.00291898 0.295256 -0.0168397 0.0141312 -0.00299391 0.00210769 0.00475549 -0.00357966 -0.00251601 0.0172603 0.234545 0.012981 0.00875092 -0.00355068 -0.013903 -0.00129998 0.00286977 0.00249982 0.218783 0.216539 0.115566 0.0022567 -0.014232 -internal_weight=0 1134.35 19623.8 5271.35 14352.4 288.4 1040.03 4982.95 1.25188 748.111 961.594 4981.7 13390.8 6702.75 4897.77 4621.72 229.78 4.43806 225.342 220.755 4391.94 784.329 3607.61 2475.74 2469.84 2.77321 4.58741 3.11842 2467.07 783.856 -internal_count=669980 270108 399872 283885 115987 20439 222794 263446 66 156157 7388 263380 108599 51005 257866 239591 12488 220 12268 12186 227103 44302 182801 116877 116848 138 82 60 116710 44279 +left_child=1 4 3 6 -1 -3 -2 -7 -8 16 14 -12 25 -14 -11 -16 18 19 -4 26 21 22 23 -21 -23 -13 27 -18 -29 -5 +right_child=2 5 9 29 -6 7 8 -9 -10 10 11 12 13 -15 15 -17 17 -19 -20 20 -22 24 -24 -25 -26 -27 -28 28 -30 -31 +leaf_value=-0.047216880091608321 0.027129729131674635 -0.04491572339451802 0.0021678890904672349 -0.0255941379331397 0.006613816091643532 -0.02987959687840195 -0.0028726133568122694 -0.010775487946624791 0.22306459712356785 -0.010890269295221737 0.41343731792033289 0.081243208825512503 0.058658555035606658 0.31224732947180256 0.15299266301658249 -0.008062010292841407 0.0051542127889409655 -0.084397122859737647 -0.0043219847537215913 0.0054506909198901573 -0.015002401585705186 0.082129448985131526 -0.011838183406707004 0.13051431009496514 0.23793183227010159 -0.047327503519220833 0.051812264123033795 0.057625065201907959 -0.16981378660416846 -0.0087157136846151388 +leaf_weight=50.194089134573005 137.27184726996347 329.03631302050781 18943.725044344552 508.88339695334435 299.28502179170027 806.6221175075043 1336.5304751722142 429.18757056584582 1.852162443101405 41.927924768999219 1.0179869811981941 15.13835308514536 2.86439050361514 2.8045082129538059 6.8604465499520284 5.5994889438152313 1611.9961158195511 9.8282426018267852 2089.193708607927 9.8193682096898574 32.02405627258122 10.53370983339846 25.244696196168661 17.86840945482254 4.6600198280066243 6.474948000162839 36.856775268912315 41.649412244558334 1.9765556529164303 541.11290324339643 +leaf_count=29007 7615 66590 185206 36833 48238 98726 67687 53893 8 1070 25 424 38 41 104 102 8891 83 28328 101 320 103 258 137 51 135 404 432 17 35113 +internal_value=0 -0.0229301 0.00127988 -0.0069062 -0.00111764 -0.0278016 0.00020192 -0.0232449 -0.00255994 0.00218202 0.0355056 0.0843825 0.0721044 0.184114 0.010073 0.0806148 0.00206135 0.00834047 0.00152325 0.00884891 0.0357484 0.0596048 0.0394229 0.086161 0.129915 0.0427258 0.00725717 0.0062653 0.0473205 -0.0168959 +internal_weight=0 1914.33 25443.7 2525.65 349.479 1564.85 1475.65 1235.81 1338.38 22918.1 82.688 28.3002 27.2822 5.6689 54.3879 12.4599 22835.4 1802.46 21032.9 1792.63 100.15 68.1262 52.9325 27.6878 15.1937 21.6133 1692.48 1655.62 43.626 1050 +internal_count=669980 296454 373526 147256 77245 219209 75310 152619 67695 226270 1939 663 638 79 1276 206 224331 10797 213534 10714 970 650 496 238 154 559 9744 9340 449 71946 is_linear=0 shrinkage=0.1 @@ -2862,18 +2862,18 @@ shrinkage=0.1 Tree=150 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 8 0 12 3 8 12 4 6 3 8 4 10 2 1 3 1 6 8 7 3 2 12 8 8 9 3 -split_gain=175.264 72.2789 34.6033 33.7276 28.0754 45.8842 40.4912 29.03 28.4537 42.1526 38.3295 29.5342 28.8435 28.3721 28.2089 28.6199 30.0457 24.4526 23.5653 22.9808 22.8049 25.6948 28.623 22.6893 33.4519 22.6205 74.6066 57.0257 45.7465 32.329 -threshold=0.0133617253234276 0.21859407860619254 0.85473614589076297 0.0033675896810706572 39.500000000000007 0.0019025324150395821 1.0000000180025095e-35 0.11794531087437234 40.500000000000007 1.0000000180025095e-35 0.7327380952380953 0.32916666666666672 0.085227728634247588 28.500000000000004 0.71714285714285719 1.0000000180025095e-35 0.02307305866846086 0.031235849012741079 0.85057674545767747 0.0013060153356357759 0.87367021276595758 26.500000000000004 0.92820512820512835 0.020857971789958987 0.049430903611040765 1.0000000180025095e-35 29.500000000000004 29.500000000000004 1.0000000180025095e-35 0.78484206800563883 +split_feature=2 1 6 6 0 1 2 6 6 6 7 8 6 7 0 6 7 7 9 7 4 4 6 6 6 6 4 6 6 6 +split_gain=24.8591 17.9223 16.8948 18.5951 15.1662 14.0779 21.7979 15.6012 22.5202 18.0719 16.6523 12.5001 12.1099 12.3886 10.4807 10.1986 13.0922 13.6993 13.0918 31.5684 10.4359 26.74 34.1031 23.9184 24.5532 13.7575 13.613 18.055 12.9196 23.8923 +threshold=0.0092555391706332351 0.01610090025168438 0.31698564593301443 0.31909090909090915 0.71168591046091711 0.027442770971085804 0.096367015944474055 0.082903780068728533 0.10620300751879701 0.078461538461538485 0.41522988505747133 41.500000000000007 0.11437908496732027 0.82843137254901966 0.015001491255579513 0.28801843317972359 0.69782608695652182 0.057983193277310933 1.0000000180025095e-35 0.10435571687840291 0.64142857142857157 0.6300751879699249 0.27888888888888896 0.21702898550724639 0.16333333333333336 0.23431372549019611 0.78416149068322993 0.14476190476190479 0.17976190476190479 0.1813852813852814 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 4 -3 -1 5 6 13 20 9 10 14 -11 -12 -2 15 16 -6 18 -10 -4 21 -7 -23 24 -22 27 28 -9 -27 -28 -right_child=1 2 19 -5 8 7 -8 25 17 11 12 -13 -14 -15 -16 -17 -18 -19 -20 -21 23 22 -24 -25 -26 26 29 -29 -30 -31 -leaf_value=-0.060025389693966452 -0.041294937233770937 0.0017761881064250321 0.016966291583207352 -0.02304153342816255 0.039265964811138671 0.01686921490290038 -0.0030751524175509195 -0.014397411064046191 0.010287578239560046 -0.010485292102351494 -0.056582830085400784 0.012016567084236129 0.0020015787062065671 0.041164865298854214 0.31108429577532981 -0.0044634246667181162 0.0075161825022268536 -0.035483045057943523 -0.018679295515601029 0.0044401042038250483 0.58057729286403392 -0.014674123473076547 0.069844610275062072 0.050009594373424962 0.013287563370419659 0.0022118032691844551 -0.03195007685216527 0.019249421844846921 0.050756501762602685 -0.0052657572193793127 -leaf_weight=281.75285432580858 821.41916145943105 53721.200252741575 2557.2884415015578 1975.3671127380803 311.75151525437832 864.57101029157639 586.6502596475184 5012.6823303177953 496.11753127723932 3770.5410979297012 174.4602246619761 690.04265838302672 162.14871202036738 43.958959894254804 3.0296579934656611 2065.7483863644302 6785.6421407312155 376.83472648635507 647.2466948684305 3427.8484729379416 2.037039339542388 624.46775770559907 42.816429771482944 63.421860732138157 2.1225842833518982 4510.6882718019187 974.27207998931408 559.98350257053971 202.85189059004188 850.25955836474895 -leaf_count=18766 17382 237324 19491 76680 3512 8396 10066 52003 3555 37840 1812 6260 1199 706 26 15181 46612 4134 9435 22712 37 6376 444 543 14 45240 8166 4702 1758 9608 -internal_value=0 0.000553401 0.00257974 -0.0276582 -0.00339446 -0.00645312 -0.0233569 -0.00466286 -0.000399273 0.00101518 0.00477951 -0.0070043 -0.028362 -0.0371062 0.00599656 0.00589569 0.00891078 -0.0133913 -0.00611027 0.00979221 0.00799918 0.00549113 -0.00925096 0.0648486 0.291099 -0.00633511 -0.00234511 -0.0110163 0.00430097 -0.0195148 -internal_weight=0 90352.1 59706.3 2257.12 30645.8 15162.2 1452.03 13710.2 15483.6 13963.4 9502.78 4460.58 336.609 865.378 9166.17 9163.14 7097.39 1520.2 1143.36 5985.14 1599.44 1531.86 667.284 67.5815 4.15962 12110.7 6538.07 5572.67 4713.54 1824.53 -internal_count=669980 574534 279527 95446 295007 165441 28154 137287 129566 112442 68342 44100 3011 18088 65331 65305 50124 17124 12990 42203 15810 15216 6820 594 51 121477 64772 56705 46998 17774 +left_child=1 -1 5 -4 -5 7 11 9 10 -2 -9 -7 -10 15 -15 20 17 -17 19 -19 21 -14 -23 24 26 -25 -22 -28 -26 -30 +right_child=2 -3 3 4 -6 6 -8 8 12 -11 -12 -13 13 14 -16 16 -18 18 -20 -21 23 22 -24 25 28 -27 27 -29 29 -31 +leaf_value=-0.0071854227917264772 0.00096571958443090143 -0.035608103620544514 0.19844297556172072 0.0026645942990608977 0.019366431154794812 -0.0073299727500243193 -0.00056061163176569914 -0.069584162471460445 0.038331270814019047 0.18216830963419772 -0.0068108419277348514 -0.031238492989507472 -0.00049361200298151232 -0.01086087257907797 -0.055865412844493159 0.098745480427145246 0.055270137548069531 0.19728125114339998 -0.087783490621464483 -0.035772752921537934 -0.054483767859405743 -0.0029097141743194546 0.21140120281471272 -0.081888087347243968 0.061641424545339524 -0.023618305011411628 -0.012525465129643946 0.17343484182514224 -0.097172954259736877 0.025282296150639164 +leaf_weight=1156.9279069956392 74329.562230993062 274.48861343041062 4.8737191259860984 21291.212676297873 557.93425966054201 4093.7968322020024 15196.30182980001 93.123675657436252 66.615324351936579 5.5043789967894545 77.370170364156365 231.02003766223788 2663.8082277365029 139.05226126126945 82.415489178150892 7.3402057960629454 17.86552507802844 6.1386328786611548 43.439841277897358 109.29421556554735 87.199269078671932 16.33096282184124 13.615822762250902 63.999009817838669 62.942798407748342 110.43809399008751 34.624533671885729 6.1481290161609641 19.000519007444382 98.699198547750711 +leaf_count=60598 376969 8573 16 95078 3634 41559 61772 475 344 37 446 2961 13061 885 326 29 92 24 201 527 418 66 45 286 289 522 198 26 87 436 +internal_value=0 -0.0126358 0.000621231 0.00313465 0.00309109 5.88754e-05 -0.00234328 0.000658875 -0.00557413 0.000979137 -0.0410976 -0.0086071 -0.00391434 -0.00469991 -0.0276086 -0.00319033 -0.0260746 -0.034818 -0.0409889 -0.0233791 -0.00186431 0.000562781 0.0945304 -0.0153991 0.00133032 -0.0449968 -0.0321815 0.0155156 0.025071 0.00551408 +internal_weight=0 1431.42 119530 21854 21849.1 97675.6 19521.1 78154.5 3819.46 74335.1 170.494 4324.82 3648.97 3582.35 221.468 3360.88 184.078 166.213 158.873 115.433 3176.81 2693.76 29.9468 483.052 308.614 174.437 127.972 40.7727 180.643 117.7 +internal_count=669980 69171 600809 98728 98712 502081 106292 395789 18783 377006 921 44520 17862 17518 1211 16307 873 781 752 551 15434 13172 111 2262 1454 808 642 224 812 523 is_linear=0 shrinkage=0.1 @@ -2881,18 +2881,18 @@ shrinkage=0.1 Tree=151 num_leaves=31 num_cat=0 -split_feature=0 3 0 8 3 12 12 8 10 8 8 12 2 2 2 7 12 8 8 2 6 8 1 8 6 1 8 0 1 8 -split_gain=298.271 148.481 58.5016 54.443 48.4881 42.248 40.5023 35.2746 34.0157 43.5714 53.7369 35.2721 145.081 44.3617 44.094 31.1708 27.5002 108.255 55.3771 42.0005 35.9758 29.1478 30.396 26.4069 25.9625 44.4038 65.3938 27.9602 25.887 24.9005 -threshold=0.0010706017140764098 0.19625228217899957 0.0044007669171888409 35.500000000000007 0.057177059790092168 1.0000000180025095e-35 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 16.500000000000004 38.500000000000007 1.0000000180025095e-35 0.50008978071452403 0.49270976275378836 0.19076083981042186 0.47883597883597889 1.0000000180025095e-35 16.500000000000004 16.500000000000004 0.020388258122669676 0.048809523809523817 40.500000000000007 0.50732302613085845 89.500000000000014 0.063508064516129045 0.0047723511998018385 20.500000000000004 0.030579989629427123 0.0031893408409586648 19.500000000000004 +split_feature=3 3 8 12 2 12 8 0 2 6 2 8 0 6 7 7 7 0 6 12 7 0 11 8 8 1 0 2 2 4 +split_gain=53.3627 20.7536 20.4334 50.1907 38.291 32.8861 31.8369 21.0382 20.3727 19.0204 17.7994 17.697 17.0499 16.9424 14.467 16.8154 25.7959 15.3521 14.8561 14.7097 13.4858 13.0658 13.036 12.2181 20.2781 18.7811 15.4953 14.7448 13.1345 13.1803 +threshold=0.049913263289709457 0.1542344155679414 17.500000000000004 1.0000000180025095e-35 0.036682363867772828 1.0000000180025095e-35 40.500000000000007 0.019935491711415992 0.73067369800120341 0.057189542483660136 0.065281146979068908 13.500000000000002 0.0003919778787274337 0.2414965986394558 0.32795698924731187 0.04210992907801419 0.097619047619047633 0.0011588453391082434 0.87867647058823539 1.0000000180025095e-35 0.43614130434782611 0.040496029981080955 1.0000000180025095e-35 38.500000000000007 36.500000000000007 0.013110484121924651 0.51806355571754359 0.31515784113483891 0.87874295660046342 0.23904761904761906 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 4 -3 5 -2 28 7 -5 9 11 -11 12 14 -13 -4 16 17 19 -18 -6 -21 22 -19 -12 25 -10 -27 -28 -1 -17 -right_child=1 2 8 6 15 -7 -8 -9 24 10 23 13 -14 -15 -16 29 18 21 -20 20 -22 -23 -24 -25 -26 26 27 -29 -30 -31 -leaf_value=0.058075955486294663 -0.018409327906433449 0.0079206835663100314 0.012170286990215707 -0.0091973516915196916 0.030552666875649809 0.024989548969141396 0.04117571253263138 0.033878631571263286 0.0056022024138177697 -0.012941533391679425 0.00028656055552156277 0.0068404631318731632 -0.030338837057222446 0.028418595933697222 -0.0024242482621218602 -0.011110762741423247 0.0034200850537891418 0.0018550455246039961 -0.018423224008672561 -0.022698739103519886 -0.060826567294336824 -0.023333229517339314 0.036989996148503609 -0.14820172189520817 -0.020718659071804341 -0.023344972045825522 0.012954820082111721 -0.0067776390274575079 -0.020911429642110332 0.0089507395383260652 -leaf_weight=967.32860354706645 3813.2657794542611 11031.035251656547 4585.0039951093495 672.08739777468145 127.6950955837965 910.56301741115749 394.68005309812725 265.08490503951907 3224.0077135637403 3442.5363404564559 30928.906894788146 7765.840259000659 1299.2379088103771 1085.9877112358809 3774.187964707613 865.0238449499011 1545.9912422522902 6270.2723808437586 4656.2021254077554 1562.4045803844929 294.04683541506529 440.83298153430223 256.29270693659782 11.981226369738577 998.05619004741311 2040.7534697540104 1042.4869147539139 2307.6454633325338 43.351712541654706 2172.7279695719481 -leaf_count=29657 55332 104887 27839 5875 731 26171 9840 7011 16132 16554 143209 42241 5801 4621 16218 6091 10045 41480 33751 11186 2398 4295 1523 55 4907 10185 5849 10374 882 14840 -internal_value=0 -0.000949814 0.00120664 0.0298414 -0.00815648 0.0406125 0.0143038 0.00298695 2.17641e-05 0.00101626 -0.0010896 0.00492797 0.00074897 0.00948778 0.00558083 -0.00600729 -0.00786064 -0.0043147 -0.0129784 -0.0249221 -0.0287379 0.00155379 0.00323477 0.000229062 -0.00545029 -0.00368141 -0.00923345 -0.000637335 0.0546879 0.00323807 -internal_weight=0 95542.4 73537.7 3253.1 22004.8 1921.24 1331.85 937.172 62506.6 52893.7 34383.4 18510.3 9658.43 8851.83 8359.19 18191.5 15153.7 8951.54 6202.19 1984.15 1856.45 6967.4 6526.57 30940.9 9612.95 8614.89 5390.89 3350.13 1010.68 3037.75 -internal_count=669980 590544 408872 79436 181672 56710 22726 12886 303985 256538 159818 96720 49858 46862 44057 126340 105409 61613 43796 14315 13584 47298 43003 143264 47447 42540 26408 16223 30539 20931 +left_child=21 2 3 4 11 6 7 -4 -5 -6 -7 -2 -3 -10 15 -14 -17 22 -18 -19 23 -1 -16 24 26 27 -12 -25 29 -26 +right_child=1 12 5 8 9 10 -8 -9 13 -11 20 -13 14 -15 17 16 18 19 -20 -21 -22 -23 -24 25 28 -27 -28 -29 -30 -31 +leaf_value=-0.0034346407343394999 0.22817110685478809 0.020999673117593931 0.016710007430941084 -0.0060855450030176212 -0.018064229594914671 0.0077194789409738467 -0.019754853685078309 0.0024858189627240505 0.021708573965835674 -0.041612863423970227 -0.017997789757936405 0.016912556091596899 0.00025490126252658189 -0.0096769059371517759 0.028676090068716804 -0.050596767816404237 -0.0063144252611394992 0.00032691891657568383 0.11562036066284689 0.0056355638726674102 0.0019081019356749303 -0.016214249454997467 0.0027652925905143145 -0.054438995947302019 0.036335956779496116 -0.024641802160529695 0.022206677191364377 -0.0073328206239279096 -0.045141460444732176 -0.032281761799349315 +leaf_weight=1181.5972755998373 4.0378794297575942 412.44265388511121 1243.8308415263891 1190.1977278664708 1759.7660767808557 759.41852690279484 566.60418805480003 6339.2062922343612 681.09412238001823 426.03435004502535 531.54526288807392 220.48696067929268 80464.664483046159 230.10314734280109 417.95389826688915 136.30742799304426 2164.8518028575927 13571.113168193027 10.038268800824879 8481.7215085662901 986.80756657570601 2477.3734138682485 362.64393598586321 68.474246934056282 229.77466928213835 1090.962623000145 116.9556807950139 2245.9913125932217 27.113714940845966 31.876857109367847 +leaf_count=15157 21 18523 6621 6405 10847 4450 4550 34169 3863 3028 3456 1104 376941 1514 8704 589 9232 54854 43 37795 5990 29652 7743 483 1463 6934 821 14588 202 238 +internal_value=0 0.000164938 -0.00290184 -0.0087663 -0.0186145 -0.00104359 0.00311049 0.00481898 0.0025297 -0.0226541 -0.00660355 0.0207119 0.000707306 0.0137829 0.000628057 1.33452e-05 -0.00839646 0.00285651 -0.00575163 0.00236867 -0.00864449 -0.0120873 0.0166387 -0.0110424 -0.00093181 -0.0138251 -0.010747 -0.00872647 0.0211109 0.0279763 +internal_weight=0 124772 18750.3 4511.72 2410.33 14238.6 8149.64 7583.04 2101.39 2185.8 6088.92 224.525 106022 911.197 105609 82775.9 2311.2 22833.4 2174.89 22052.8 5329.5 3658.97 780.598 4342.69 937.266 3405.43 648.501 2314.47 288.765 261.652 +internal_count=669980 625171 110747 26782 15000 83965 45340 40790 11782 13875 38625 1125 514424 5377 495901 386805 9864 109096 9275 92649 34175 44809 16447 28185 6180 22005 4277 15071 1903 1701 is_linear=0 shrinkage=0.1 @@ -2900,18 +2900,18 @@ shrinkage=0.1 Tree=152 num_leaves=31 num_cat=0 -split_feature=0 0 0 1 1 8 8 11 8 8 2 11 8 2 8 8 2 4 3 0 1 10 8 8 8 8 2 1 0 3 -split_gain=188.643 51.1678 34.3571 29.4217 32.6925 27.0501 24.7582 53.2834 24.5327 52.6923 26.8567 25.3546 36.5616 35.838 32.9108 24.5452 24.2858 23.0241 27.5566 52.6702 22.8033 21.6115 20.641 20.565 19.8839 18.9583 17.9937 21.1733 26.851 29.1293 -threshold=0.003715522716919115 0.088877665623056365 0.00095038259306985586 0.00083047647103313158 0.040936703276809518 41.500000000000007 42.500000000000007 1.0000000180025095e-35 39.500000000000007 34.500000000000007 0.89997631836292835 1.0000000180025095e-35 35.500000000000007 0.93042944834295571 37.500000000000007 36.500000000000007 0.080488095919491423 0.54142857142857148 0.90996063671215588 0.015001491255579513 0.0033727556607198888 1.0000000180025095e-35 13.500000000000002 34.500000000000007 66.000000000000014 38.500000000000007 0.80712088824194461 0.0015398561474042505 0.0044007669171888409 0.650982933070683 +split_feature=0 1 10 0 3 3 11 1 8 7 1 8 11 1 12 3 0 3 9 4 8 0 3 4 7 8 4 1 11 8 +split_gain=129.767 30.9461 18.7493 18.339 16.765 16.8883 19.0705 16.8308 18.125 17.0678 17.0264 15.2596 29.4217 14.8062 19.8652 19.0834 14.6874 22.7394 13.9067 13.3894 12.9045 12.7392 13.1698 12.1212 11.9539 11.8115 12.3107 11.0261 22.6464 12.2909 +threshold=0.0057466159744883156 0.00095303056062964275 1.0000000180025095e-35 0.056172688447611203 0.95074962216338432 0.089822344240756441 1.0000000180025095e-35 0.08667992138836153 41.500000000000007 0.75595238095238104 0.0032524099409543495 42.500000000000007 1.0000000180025095e-35 0.12690390494205708 1.0000000180025095e-35 0.27554835801862992 0.00095038259306985586 0.97541346881851088 1.0000000180025095e-35 0.10912698412698414 9.5000000000000018 0.0025170627299014267 0.90430500026155791 0.66091954022988519 0.36038961038961043 15.500000000000002 0.22649572649572652 0.012767908385773321 1.0000000180025095e-35 47.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 -1 -2 5 8 7 -7 9 22 15 12 13 -12 -13 -11 21 20 -19 -20 -10 24 -5 -18 -3 -16 27 28 29 -8 -right_child=1 16 -4 4 -6 6 26 -9 17 10 11 14 -14 -15 25 -17 23 18 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.062096862551027601 -0.021418149441405326 0.0050926238082152882 -0.026835153350974555 0.032404576093924074 -0.012403158330636608 -0.094205487736604865 0.63163285297689598 0.36486484749293924 -0.01489054410074896 0.064044516998630757 0.78140187689414686 -0.021887959569244213 -0.038339831268321869 0.03153083392586617 0.29416323640485165 0.01271306029122974 -0.0019761072569902667 0.019786595840164421 -0.010460818303976983 0.5291459384914553 -0.001771953449927475 0.02062108687133787 -0.003370079070493848 0.00351675871510945 0.10193642832660464 0.12648950459834024 -0.022042557349681451 0.016412274507237871 0.059366926355996365 0.12093075105510918 -leaf_weight=372.1031071068719 916.08537079859525 4353.9152736887336 1073.4392500380054 167.34388047456741 2943.2443070998415 4.3688493333756906 1.7478981390595425 6.0015100948512554 2465.2783507490531 102.99940090067685 1.1238784715533285 12.820256512612103 24.711131723597646 1.4722175393253563 8.5561454836279136 974.50005218759179 10242.565105877817 185.04657399840653 4.3051456138491622 3.1196601316332817 2864.7591140046716 1218.8230159953237 4450.6352202752605 20374.27034368366 21.304767847061157 31.825826086103916 106.70119291171432 551.02638949453831 53.414063792675734 3.0934852417558432 -leaf_count=71367 33434 23275 101263 2304 45535 52 28 39 59589 1506 24 264 541 40 85 15304 53792 2131 156 37 49337 7606 89149 101715 159 513 1639 7861 1129 106 -internal_value=0 0.00071046 -0.035912 -0.00402146 -0.00295674 -0.000644596 0.0180614 0.171467 -0.00184716 0.00270919 0.0217827 0.0774956 -0.00083493 0.356158 0.1177 0.0176199 0.00278615 -0.00661265 0.0273659 0.216264 -0.00783964 0.00884477 -0.0020737 0.00167917 0.0055642 0.162016 0.0158395 0.0224736 0.0798064 0.305311 -internal_weight=0 52095.1 1445.54 15884.2 14968.1 12024.9 726.353 10.3704 11298.5 5775.99 1158.01 80.5095 27.3072 2.5961 53.2022 1077.5 36210.9 5522.51 192.471 7.42481 5330.04 5594.04 4617.98 30616.8 4375.22 40.382 715.983 609.282 58.2554 4.84138 -internal_count=669980 497350 172630 310803 277369 231834 10854 91 220980 109730 18277 1467 605 64 862 16810 186547 111250 2324 193 108926 31040 91453 155507 23434 598 10763 9124 1263 134 +left_child=16 25 3 4 5 6 -3 8 9 10 24 12 -10 18 15 -15 -1 21 -4 -13 -8 -18 -23 -6 -7 -2 -27 -20 29 -29 +right_child=1 2 13 -5 23 7 20 -9 11 -11 -12 19 -14 14 -16 -17 17 -19 27 -21 -22 22 -24 -25 -26 26 -28 28 -30 -31 +leaf_value=-0.038943672801893515 0.078969106211408457 -0.0060017622664910175 0.0067970608655733627 0.00097273938539498375 0.016963711632464993 -0.0080257973145072443 0.16315622353568526 -0.018215478432877127 -0.084327841302570275 -0.018000130782020934 -0.00030125727831868985 0.0075707940097415093 0.29909816581679122 -0.0046207603285515894 0.0056947382957606681 -0.042133526289163337 -0.035591045437563695 0.0027407087996938412 0.0031658684433131783 0.075276395362453244 0.015312906519429868 -0.026151284563088933 -0.0075688995471270117 0.18987374595381712 -0.029394744842921483 -0.01712080988455186 0.015246127345809962 0.00276121092202493 -0.018692240839509249 0.063543971864251314 +leaf_weight=392.77349147223867 13.684382321313022 737.76061733067036 10041.816516006365 37337.101686358452 307.32449262402952 2062.3642619419843 5.9494344722479573 987.14207258913666 3.3009678907692415 968.1901520639658 4620.1510651875287 443.36750450730324 5.0827676616609097 311.86171909421682 569.1359885185957 239.95559857599437 546.50397685309872 431.64532506186515 4967.8688959516585 31.268578261137009 771.35529925581068 850.9693508464843 691.17740625794977 4.1084021832793942 299.84441319294274 1376.4413802754134 128.4799141921103 750.53572817333043 768.33263335749507 34.810761276632547 +leaf_count=71367 197 12117 45278 164868 7286 37146 42 14176 29 17081 65114 5678 31 1553 2731 1894 39285 37794 21910 316 12251 36163 30175 92 5662 29997 1874 3754 3935 184 +internal_value=0 0.000597774 0.000921217 -9.35919e-05 -0.00363347 -0.004285 0.00551429 -0.00586095 -0.00441486 -0.00555752 -0.0038322 0.0143934 0.14813 0.00370921 -0.00741345 -0.020933 -0.020957 -0.0181538 0.00446196 0.0120312 0.0164445 -0.0224719 -0.0178228 0.0192447 -0.0107382 -0.0135166 -0.0143575 0.000866384 -0.00648619 0.00545543 +internal_weight=0 67787.2 66268.6 48584.3 11247.2 10935.8 1515.07 9420.71 8433.57 7950.55 6982.36 483.02 8.38374 17684.3 1120.95 551.817 2913.07 2520.3 16563.4 474.636 777.305 2088.65 1542.15 311.433 2362.21 1518.61 1504.92 6521.55 1553.68 785.346 +internal_count=669980 455196 423128 341889 177021 169643 24410 145233 131057 125003 107922 6054 60 81239 6178 3447 214784 143417 75061 5994 12293 105623 66338 7378 42808 32068 31871 29783 7873 3938 is_linear=0 shrinkage=0.1 @@ -2919,18 +2919,18 @@ shrinkage=0.1 Tree=153 num_leaves=31 num_cat=0 -split_feature=1 1 0 7 6 6 7 0 0 1 1 5 1 6 2 8 0 3 3 0 1 1 2 2 12 8 8 9 8 8 -split_gain=73.6097 27.7337 13.8343 13.6178 16.1206 17.3384 13.5377 15.4149 30.7729 22.5986 28.9799 11.872 13.4922 13.0616 10.825 10.8032 11.4182 25.7336 14.0072 10.7974 11.4266 11.6271 28.1777 10.5017 10.2247 17.9536 32.8789 19.5135 17.9819 16.2349 -threshold=0.0055136038236157682 0.00075081853339708062 0.19979306634960378 0.29520697167755999 0.67204301075268824 0.63397129186602885 0.24568965517241384 0.0049097214076711257 0.003715522716919115 0.0042299014069884311 0.001653038648082808 0.054093567251461992 0.93351929817756518 0.07417582417582419 0.010397419492791446 45.500000000000007 0.0065231268862416059 0.95253238274768603 0.94906717571291954 0.056172688447611203 0.0013794124553628817 0.0037781928293468018 0.73067369800120341 0.83180462505681707 1.0000000180025095e-35 41.500000000000007 19.500000000000004 1.0000000180025095e-35 44.500000000000007 36.500000000000007 +split_feature=1 1 0 3 2 1 3 1 0 0 1 0 0 2 1 8 8 8 4 4 0 8 1 10 2 2 0 0 0 3 +split_gain=90.5337 18.8081 18.0329 14.5073 11.9212 9.75876 9.56726 8.75832 8.54152 7.36871 12.9535 8.90492 7.76954 7.34496 8.50581 9.59456 9.83918 11.1524 8.93994 12.1006 8.53583 14.1197 12.5037 8.74015 9.18184 14.0826 8.9681 8.75019 11.9702 8.01521 +threshold=0.002356117656147187 0.0076751278807829651 0.017989365708982907 0.97224602103302826 0.66863465235986319 0.00031921438403550404 0.9930365572856531 0.00089856539760092325 0.0021888403176580956 0.0012043197910266811 0.0027126201186002479 0.0014115612974878306 0.0016441559959836267 0.81515065625715799 0.037150007751214992 89.500000000000014 39.500000000000007 45.500000000000007 0.29705882352941182 0.30602006688963218 0.01360413038306863 18.500000000000004 0.028659027995005072 1.0000000180025095e-35 0.05639940601995113 0.045688057837906117 0.0066835540977202507 0.0098778064224615686 0.0070129444789225346 0.017517961766468391 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 5 6 15 8 -8 10 -10 13 -13 24 -14 -3 17 18 -17 -7 -21 -22 -23 -9 25 26 -2 -28 -27 -26 -right_child=11 2 -4 -5 -6 19 7 23 9 -11 -12 12 14 -15 -16 16 -18 -19 -20 20 21 22 -24 -25 29 28 27 -29 -30 -31 -leaf_value=-0.046175990724575774 0.0035932508080147225 -0.0068748532782753214 -0.039106236501677355 -0.026698478578310259 -0.0395558700858697 0.084641930019169087 0.12635779087508842 -0.035119723428929162 2.3817326550708793 0.20329086488771156 0.67143831416339683 0.0088111219328876039 0.081897408540403005 -0.0073618732381324813 -0.17334490541799594 0.13886528547421037 -0.015226575693330009 0.0082918598567195845 0.58750742759629038 1.2100506123230559 0.10186069529122913 -0.1009933205055632 1.3967393067958733 0.17382939073106385 -0.00067687420259099178 0.09929548601762378 -0.0093818300886198691 -0.048115883015303 0.0089110385222261057 0.0082362928849595424 -leaf_weight=292.28250718652271 3254.3312582983635 1170.147677535424 186.74713487341069 403.96786544541828 128.98052518256009 4.3077949946746221 3.0089060617610808 7.4421229709405434 0.16114855278283347 0.30963029339909554 0.25719437608495355 1377.2709416784346 35.374878361821175 1727.7361825159751 1.7434737533330906 16.998090768931437 33.626676579006016 33.576978764729574 0.72561266226693888 0.15261700097471464 0.98634525295346953 0.2371940934099257 0.26702620787546039 3.5540349048096687 3734.8976026307791 22.471674091182649 2544.0897226864472 137.06895474670455 1074.6094904160127 4512.6769048501737 -leaf_count=108381 47291 157948 30594 62165 20674 683 286 870 37 4 15 11339 432 37903 17 1609 3960 3453 72 37 149 25 25 356 52116 188 53265 4311 12607 59168 -internal_value=0 -0.0174073 -0.0131934 -0.0105179 -0.00586481 -0.00245861 -0.00325669 0.0920433 0.267508 0.850921 1.33026 0.00161152 0.0104145 0.000879459 0.0699085 -0.0043754 0.0300627 0.059749 0.157233 0.167834 0.385931 0.301551 0.69218 0.0324141 0.00181131 -0.000990045 -0.0031623 -0.011362 0.0107624 0.00419998 -internal_weight=0 2287.74 1995.45 1808.71 1404.74 1275.76 1269.81 14.733 3.73688 0.727973 0.418343 18422.3 1414.39 17007.9 37.1184 1255.08 84.9274 51.3007 17.7237 5.95098 1.64318 1.49057 0.50422 10.9962 15280.1 7032.57 5935.49 2681.16 1097.08 8247.57 -internal_count=669980 391343 282962 252368 190203 169529 168610 1568 342 56 52 278637 11788 266849 449 167042 9094 5134 1681 919 236 199 50 1226 228946 117662 104867 57576 12795 111284 +left_child=3 2 6 7 -4 -5 -2 -1 -3 -8 11 -11 -13 14 15 16 20 -18 -16 -20 21 23 -23 -10 25 27 -27 28 -25 -22 +right_child=1 8 4 5 -6 -7 9 -9 13 10 -12 12 -14 -15 18 -17 17 -19 19 -21 29 22 -24 24 -26 26 -28 -29 -30 -31 +leaf_value=-0.042309088954325759 0.00067860993456946635 0.029381489396000268 -0.021545142180031764 -0.053188946428765371 0.00063619594594087087 -0.0017708692586162066 0.043289021950358081 -0.023454088037723808 -0.0020163832955149802 0.80111585396412976 0.00086151229293173501 -0.076629296441063616 0.47110817801494531 0.019685693994597436 0.0020277715715640056 0.11405927486643704 -0.01071881590210136 0.0096104123025166216 0.15706158806299586 0.01065044386975782 0.066230670402022546 0.029383117003563549 0.12094085082599063 0.025245679905328219 -0.0355389985339385 0.00026500836559008154 0.31565634580532431 -0.044452449982438608 0.12777197027741025 -0.0019396683973621404 +leaf_weight=342.41266815376002 1181.6798763796687 112.58854418806732 921.33042073249817 41.046765980892815 328.75058388384059 366.39388711296488 6.6202132897451502 878.21657408610918 397.04387256130576 0.45352998934686217 1.3001200864091513 0.40154348034411647 0.72936780191957951 226.61675737891346 17019.562081683427 7.0947579853236666 1733.4537137025036 319.60563162621111 5.6748046129941931 1071.4969011805952 17.388964903075248 105.14591811783612 17.381676439195871 44.233553845435381 16.398573584854603 1.2810320686548937 3.043664364144206 11.268906367942689 15.335606368258594 2118.6350463954732 +leaf_count=66709 67734 2510 66866 23433 22735 70679 414 112067 9377 18 80 23 38 5626 100830 41 50068 6257 31 6921 660 2427 226 682 359 31 59 186 232 52661 +internal_value=0 0.0010277 -0.00732213 -0.0232895 -0.0157118 -0.00695088 0.00148237 -0.0287433 0.00190469 0.101409 0.234799 0.426757 0.276627 0.00177095 0.00159369 -0.00214527 -0.00231702 -0.00755411 0.00258693 0.0114218 0.00159687 0.012018 0.0423714 0.00440631 0.0322575 0.0470489 0.222233 0.0363538 0.0516403 -0.00138471 +internal_weight=0 25684.5 2441.27 1628.07 1250.08 407.441 1191.18 1220.63 23243.3 9.50477 2.88456 1.58444 1.13091 23130.7 22904 4807.31 4800.22 2053.06 18096.7 1077.17 2747.16 611.133 122.528 488.605 91.5613 75.1628 4.3247 70.8381 59.5692 2136.02 +internal_count=669980 397092 157908 272888 89601 94112 68307 178776 239184 573 159 79 61 236674 231048 123266 123225 56325 107782 6952 66900 13579 2653 10926 1549 1190 90 1100 914 53321 is_linear=0 shrinkage=0.1 @@ -2938,18 +2938,18 @@ shrinkage=0.1 Tree=154 num_leaves=31 num_cat=0 -split_feature=2 6 3 2 2 1 8 8 5 7 1 9 0 9 10 11 12 3 0 4 8 2 11 12 8 0 8 12 8 2 -split_gain=147.444 57.2542 48.4673 42.3868 40.2718 24.6145 42.1519 29.5404 27.835 24.309 24.434 29.9051 23.8345 23.5838 65.4413 27.9911 34.8908 22.6828 30.1567 25.7621 24.9932 22.6799 22.5398 23.0515 21.7994 21.4455 21.3246 39.2893 40.0754 45.4514 -threshold=0.021658051321966919 0.36602870813397131 0.058940503103090736 0.0036400641134801352 0.12271061120908651 0.0053890018577956505 47.500000000000007 48.500000000000007 0.019850628930817613 0.064382426084553759 0.0041501371751771548 1.0000000180025095e-35 0.00074303643721072051 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.25674287245421473 0.065238424739026871 0.41801075268817212 40.500000000000007 0.17280938527570208 1.0000000180025095e-35 1.0000000180025095e-35 23.500000000000004 0.041695003880845613 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.0088980015597548198 +split_feature=2 1 2 9 6 8 3 2 0 7 3 3 10 8 2 8 0 2 8 3 8 3 1 2 1 3 0 1 3 11 +split_gain=21.2522 15.2275 27.8711 15.7304 13.034 12.8541 14.2027 12.5744 12.695 18.9362 12.2781 11.533 11.0482 13.2358 20.5517 15.2227 14.3626 11.6811 11.8384 20.3468 14.0651 16.1256 13.7881 22.5612 18.4548 16.0012 13.9639 12.2338 12.0578 11.718 +threshold=0.0056255489474314824 0.0039230821236290138 0.046929061200795631 1.0000000180025095e-35 0.16333333333333336 32.500000000000007 0.030372011075534371 0.0133617253234276 0.0014666217282746912 0.41042780748663105 0.055339185379978027 0.30267199479350998 1.0000000180025095e-35 40.500000000000007 0.3816589490043561 45.500000000000007 0.012344017352726095 0.70396999548996608 47.500000000000007 0.32437011974743873 26.500000000000004 0.060849744161066012 0.012092287057335043 0.2409989007508663 0.17985689349526468 0.12095654629248605 0.34989691115691396 0.0093122030323845775 0.88875097555938487 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 4 -3 -1 9 6 -6 21 13 10 -2 22 26 14 17 -15 -17 19 -19 -7 -20 -8 23 -12 -13 -9 -5 28 29 -28 -right_child=1 2 -4 12 5 8 7 25 -10 -11 11 24 -14 15 -16 16 -18 18 20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 -leaf_value=-0.054706143900299015 0.0018440329519069532 0.022684698043566209 0.004408972133882718 -0.039744786172169005 0.0020473695949908546 0.0052481784676197355 -0.013478528640456997 -0.06008309721923405 -0.017858726435776972 -0.013172026925989126 0.0057149102531404115 0.04298068281903597 -0.011189330045309885 -0.0016518825092605158 -0.016005525744241994 0.034938707476967645 -0.00024157205047311894 0.0023578377461685855 -0.0059176527721050932 -0.014196420630492576 -0.033795805941546034 0.033627292633115001 -0.014902794571354969 -0.011608737206612409 -0.00048120556288476913 0.015491088025950034 0.41167048961250691 -0.054492424860153536 -0.036394675233145067 0.045665553045023968 -leaf_weight=305.74825824983418 5594.8378917910159 1636.0184413827956 12838.767177630216 652.21890260651708 28859.180185586214 9081.0643065497279 115.90748400986195 69.829255148768425 981.12915675342083 2929.1548900082707 1550.4827119298279 192.51430125534534 2726.1767258793116 1242.2661101594567 2810.3638281077147 663.05885078012943 490.42382350564003 6243.8047975674272 6163.508881919086 736.6423527225852 339.28541026264429 864.87710212916136 3152.3748389407992 1522.1906014792621 288.13008022680879 81.223153039813042 3.4980805814266196 113.39741661958396 76.822053981944919 112.85836930014193 -leaf_count=21378 59550 12319 68423 27865 142621 42096 769 368 4992 32798 15752 2042 77014 5713 14234 3080 2295 31720 31979 3602 1755 4406 33857 17118 2714 401 146 4396 3167 1410 -internal_value=0 0.000722971 0.00647459 -0.0189274 -0.000402499 0.000785553 0.00278981 0.0217203 -0.00130511 -0.00498494 -0.00303533 -0.00710639 -0.0159588 -0.000720269 -0.00161571 0.0087638 0.0199812 0.000176532 -0.00260603 0.00378921 -0.0073722 0.0280604 -0.00896202 -0.00286716 0.0169267 -0.0194457 -0.0295201 -0.00776779 0.01966 0.0566689 -internal_weight=0 88447 14474.8 3990.72 73972.3 58742.6 29991 1131.84 28751.5 15229.7 12300.5 6705.69 3684.97 27770.4 25374.7 2395.75 1153.48 22564.3 12746.6 9817.71 6502.79 980.785 6225.05 3072.67 480.644 151.052 958.795 306.576 193.179 116.356 -internal_count=669980 534604 80742 135376 453862 290031 148565 5944 141466 163831 131033 71483 113998 136474 125386 11088 5375 111152 65454 45698 33734 5175 66727 32870 4756 769 36984 9119 4723 1556 +left_child=11 -2 4 12 -3 6 -5 -6 9 -9 -8 -1 13 -4 15 -15 -16 18 20 22 21 -14 26 24 25 -24 -20 28 -23 -27 +right_child=1 2 3 5 7 -7 10 8 -10 -11 -12 -13 17 14 16 -17 -18 -19 19 -21 -22 27 23 -25 -26 29 -28 -29 -30 -31 +leaf_value=-0.053645682232777617 0.0017556608003457882 -0.0097555071552391428 0.00043619857810389695 0.045977345848459916 -0.037282517403807718 0.0010974061626842875 -0.014608642799390621 0.03889516564464085 0.011607199525654447 0.37058506196352209 0.011948629639260166 -0.012723271826524676 0.038699938854426269 -0.079432168256150071 0.057794357576721168 -0.013294507635509233 0.0013115633423216766 -0.017929986463015354 0.060287822455281539 -0.013123648885042624 -0.0074881088447481432 -0.015240013378660561 0.098352639736967049 0.026012188458945203 0.027771128195542727 0.12841541716019444 -0.028535529275812072 0.0082312277516110779 0.053393347042024156 0.33891982903236917 +leaf_weight=78.509707995690405 55102.184753740206 4156.0916807604954 47190.947089090943 112.11628473550081 53.834986508823931 2899.3248853161931 192.51097637414932 5.8328322097659093 391.83775291964412 2.4416992533951998 1819.0032131299376 560.81239016819745 123.41988760232925 35.717760864645243 47.424120746552944 1356.3166810870171 887.84980708360672 582.61839605867863 29.933705866336823 129.12724506109953 3631.6521366536617 470.9478280171752 11.76980470120907 54.779853224754333 12.002126812934874 4.1036590561270696 43.303469903767109 849.27893676608801 27.068723604083061 7.4365712553262711 +leaf_count=3170 312648 59471 196245 401 1152 11051 692 80 4363 43 6900 36756 505 228 185 6749 2911 1924 92 619 16949 1921 73 182 79 23 202 4088 238 40 +internal_value=0 0.000532149 -0.000503004 6.79469e-05 -0.0079982 0.00542685 0.0113377 0.00809072 0.0141957 0.136772 0.00940698 -0.0177486 -0.000417091 7.31294e-05 -0.00728884 -0.0149915 0.00417559 -0.00447817 -0.00302543 0.0165411 -0.00414694 0.00410344 0.0399939 0.0661904 0.128519 0.180393 0.0077686 0.000934203 -0.0115096 0.264065 +internal_weight=0 120231 65128.7 60518.7 4610.04 5022.96 2123.63 453.947 400.112 8.27453 2011.51 639.322 55495.7 49518.3 2327.31 1392.03 935.274 5977.44 5394.82 292.456 5102.37 1470.72 163.329 90.092 35.3122 23.31 73.2372 1347.3 498.017 11.5402 +internal_count=669980 630054 317406 252297 65109 19044 7993 5638 4486 123 7592 39926 233253 206318 10073 6977 3096 26935 25011 1310 23701 6752 691 397 215 136 294 6247 2159 63 is_linear=0 shrinkage=0.1 @@ -2957,18 +2957,18 @@ shrinkage=0.1 Tree=155 num_leaves=31 num_cat=0 -split_feature=3 3 3 3 0 6 8 12 7 4 8 7 7 8 8 10 2 11 0 0 4 5 1 0 8 11 2 0 8 12 -split_gain=250.408 123.349 53.7246 47.6928 40.8312 30.2944 38.8316 66.4195 25.1753 37.7075 26.6053 25.0366 24.1634 23.8244 22.955 36.0065 44.1792 30.187 36.7825 35.6123 23.2337 22.8068 20.0468 24.9513 19.7924 20.1932 19.6501 18.946 19.8428 18.8727 -threshold=0.980815296117445 0.34002819534746692 0.058940503103090736 0.99545084297281494 0.0044007669171888409 0.057189542483660136 17.500000000000004 1.0000000180025095e-35 0.29289215686274517 0.035759897828863352 89.500000000000014 0.13574938574938578 0.4045454545454546 15.500000000000002 40.500000000000007 1.0000000180025095e-35 0.78153987163609162 1.0000000180025095e-35 0.041695003880845613 0.083340721154772354 0.1012820512820513 0.27922077922077926 0.0042299014069884311 0.057845500091095341 73.500000000000014 1.0000000180025095e-35 0.022349649477017303 0.020947278998356491 8.5000000000000018 1.0000000180025095e-35 +split_feature=3 3 8 8 12 12 2 1 6 0 4 10 6 2 0 8 7 7 4 1 12 8 1 8 8 8 9 0 0 0 +split_gain=45.4397 17.67 17.0614 19.2673 46.6114 36.7854 34.1046 18.8142 18.4307 16.9381 15.6778 15.5647 17.4912 15.1081 13.7793 12.8081 11.9241 14.2384 23.8527 13.2951 14.0527 13.1025 12.4801 11.5751 11.3228 24.2078 16.8432 10.6797 10.3247 12.1507 +threshold=0.0481944817923304 0.1542344155679414 42.500000000000007 17.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.036682363867772828 0.032574842893888067 0.057189542483660136 0.019935491711415992 0.36181818181818187 1.0000000180025095e-35 0.2414965986394558 0.096367015944474055 0.0003919778787274337 13.500000000000002 0.32795698924731187 0.04210992907801419 0.58257575757575764 0.0020774677037193119 1.0000000180025095e-35 58.500000000000007 0.0042299014069884311 15.500000000000002 16.500000000000004 38.500000000000007 1.0000000180025095e-35 0.014615748551412287 0.0081016883970490335 0.035198718909107175 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 14 11 -3 21 7 26 9 10 13 -2 -8 -6 20 -16 -17 18 -18 -19 22 27 23 -1 25 -15 -7 -4 -29 -10 -right_child=3 4 5 -5 8 6 12 -9 29 -11 -12 -13 -14 24 15 16 17 19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.013915084270996978 0.018451026963475194 0.0074065064091907457 0.003796927081307723 0.061225886161523593 -0.018212161874803356 0.1595241132808814 -0.01032346427526354 -0.00064983158050303629 0.0014709386595811659 -0.013643049454065685 -0.17675301432703955 0.042014808045238362 0.004524245593784621 -0.0018265204738580646 -0.077447581615721128 -0.029071177745900584 0.97386257263320752 -0.076608256511068645 0.16159150098723696 0.46806211052116126 -0.031407874026099673 -0.023944590200243476 -0.0051454017065256045 -0.049040222451314001 0.15013396205250729 0.0028916427961020608 -0.046354029227713152 -0.079690176385064052 -0.0032945649223980362 0.010065315278434248 -leaf_weight=921.00297862663865 2145.4162920974195 10936.760098602623 4485.0152774900198 380.0354721788317 685.19079235196114 4.6650089919567099 4042.1389953941107 610.25755222141743 6246.5496650785208 2071.7644135914743 8.492815747857092 570.89040547609329 1503.8609747961164 17833.858621388674 123.94668605923653 19.197409380227331 1.1108143739402287 3.2324451059103012 1.1191903650760648 1.9095607064664362 704.75971230119467 485.48139198869467 1969.1322263069451 259.13661030307412 8.8505378961563093 18461.333556283265 745.72566071152687 34.06027976423502 18881.116823785007 4323.5989745743573 -leaf_count=12685 54970 97476 25177 15814 3447 26 26673 3704 29472 9649 37 16582 8867 87434 2012 316 20 50 20 28 10986 2882 28123 3563 52 90557 5087 204 111791 22276 -internal_value=0 -0.000850301 -0.00559531 0.0280457 0.00187537 -0.0041783 -0.0100113 -0.0251496 0.000656733 -0.000514639 0.000220514 0.0234035 -0.00629734 0.000261147 -0.0164912 -0.0548026 0.0508367 0.258924 0.566202 0.125663 -0.0149949 -0.00249165 -0.011322 -0.0216279 0.000609806 0.000573345 -0.0450741 -0.00204657 -0.00343213 0.00498637 -internal_weight=0 95373.3 34796.9 3096.34 60576.4 30792.3 6906.65 1360.65 49639.6 39069.5 36997.7 2716.31 5546 36989.2 4004.55 150.516 26.5694 7.37201 2.23 5.14201 3854.03 23885.7 3149.27 1180.14 36304 36295.2 750.391 23400.2 18915.2 10570.1 -internal_count=669980 582614 242214 87366 340400 184411 44357 8817 242924 191176 181527 71552 35540 181490 57803 2446 434 118 40 78 55357 140054 44371 16248 178043 177991 5113 137172 111995 51748 +left_child=-1 2 3 4 6 9 15 11 -8 -5 13 12 -6 -7 -3 -2 17 23 -19 -18 21 22 -21 -16 26 -26 -22 -20 -4 -30 +right_child=1 14 28 5 7 10 8 -9 -10 -11 -12 -13 -14 -15 16 -17 19 18 27 20 24 -23 -24 -25 25 -27 -28 -29 29 -31 +leaf_value=-0.011665591673058664 0.18426314795477819 0.0191822868818874 -0.057106907285119302 0.014936639869193014 0.02192854092600556 0.0071361044386669117 -0.016714008203019555 -0.0080561996864702539 -0.040065299858584452 0.0022751819058304981 -0.023847718399094529 -0.021095369532779934 -0.0072666127026761278 -0.0068540752105920814 -0.0085216493580195698 0.015735981661552496 0.0057898068773959803 -0.0039367738325178777 0.028815569227838879 -0.0083642123137466686 0.0084148522419551439 0.078441506522009555 0.00030491540502749831 0.0004088404275845048 -0.017766198819782447 0.0043175117597893716 0.076536674329871879 -0.040983256728416316 0.0092895593483326225 -0.023984571364885819 +leaf_weight=3343.3684487678111 4.6006323248147956 399.72526976000518 64.074959505349398 1265.784713447094 840.50361953675747 921.06092619895935 1755.0846275687218 902.05840922147036 418.62426541745663 6392.3273633755744 456.60775102674961 135.51650929450989 271.49585047364235 4766.5912510603666 1478.5315705593675 228.11959432810545 8324.0553595609963 2025.5560047402978 23.96546889282763 2316.5885097123682 2568.5478148106486 20.223096322268248 5864.5070982761681 78952.149696134962 591.77436126768589 3079.1091892104596 36.815651886165142 256.9879986718297 152.4190187714994 391.99213555827737 +leaf_count=42219 21 18523 502 6711 4658 5416 11020 4862 3091 34598 3370 874 1797 30741 6900 1148 50684 8557 169 10096 11683 112 22190 370041 2309 11878 144 1138 1139 3389 +internal_value=0 0.000147451 -0.00266352 -0.00211749 -0.00775618 -0.000256229 -0.0173159 0.00294581 -0.0212111 0.00436795 -0.00601974 0.0109012 0.0148005 -0.0045885 0.000650718 0.0190676 0.00058053 2.25234e-05 -0.00772413 0.0026053 0.000774321 -0.00195114 -0.00214987 0.000244674 0.00433575 0.00075745 0.00937746 -0.0350294 -0.0191376 -0.0146688 +internal_weight=0 124905 18966.9 18358.4 4556 13802.4 2406.43 2149.57 2173.71 7658.11 6144.26 1247.52 1112 5687.65 105939 232.72 105539 82737.2 2306.51 22801.6 14477.6 8201.32 8181.1 80430.7 6276.25 3670.88 2605.36 280.953 608.486 544.411 +internal_count=669980 627761 113337 108307 27471 80836 15280 12191 14111 41309 39527 7329 6455 36157 514424 1169 495901 386805 9864 109096 58412 32398 32286 376941 26014 14187 11827 1307 5030 4528 is_linear=0 shrinkage=0.1 @@ -2976,18 +2976,18 @@ shrinkage=0.1 Tree=156 num_leaves=31 num_cat=0 -split_feature=0 0 10 9 0 7 1 10 3 0 1 1 8 8 2 7 1 11 6 1 1 1 1 2 2 1 4 1 2 8 -split_gain=161.907 54.2959 28.1818 42.9351 26.4194 21.6295 22.4884 21.0392 20.7628 20.1001 19.6811 28.7965 19.9529 18.3943 24.1539 21.2429 18.0823 23.8996 17.4842 17.0577 16.9954 16.9004 18.5342 36.3285 29.4971 31.8899 22.9749 17.3644 19.786 16.7028 -threshold=0.0025170627299014267 0.014615748551412287 1.0000000180025095e-35 1.0000000180025095e-35 0.71168591046091711 0.11715686274509805 0.024451839695887895 1.0000000180025095e-35 0.032286757670179626 0.00058426790578331529 0.12690390494205708 0.0047723511998018385 47.500000000000007 45.500000000000007 0.011646282212551718 0.77350427350427364 0.012767908385773321 1.0000000180025095e-35 0.49358974358974367 0.44881649115884098 0.0031332637025098774 0.50732302613085845 0.014721853985668776 0.098650077301075764 0.47057328349128891 0.00190461598372081 0.10912698412698414 0.003706120562552278 0.059180245429979302 47.500000000000007 +split_feature=0 1 10 0 3 1 1 12 3 4 2 8 1 9 8 7 3 2 8 1 1 2 2 8 8 8 2 2 3 0 +split_gain=112.488 27.7892 16.3624 16.8341 14.5117 13.4289 12.6926 17.2282 17.3675 12.5357 12.2206 11.4696 16.2586 11.31 11.013 15.904 20.9595 16.1567 21.8807 13.9499 16.4208 35.0435 23.1828 16.25 17.703 13.5784 13.5116 14.6305 12.2128 14.9932 +threshold=0.0051892025431287681 0.00095303056062964275 1.0000000180025095e-35 0.028165631713550725 0.95074962216338432 0.00060291938333849261 0.12690390494205708 1.0000000180025095e-35 0.27554835801862992 0.66091954022988519 0.83927177908205797 10.500000000000002 0.71441489371405154 1.0000000180025095e-35 45.500000000000007 0.14119601328903655 0.82310755265226121 0.25570774796237666 52.500000000000007 0.0024403048404024095 0.014721853985668776 0.63441102568014729 0.10095971046085855 64.500000000000014 50.500000000000007 44.500000000000007 0.088105343035287553 0.066825316751958783 0.072725456305637412 0.61669938701511817 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=9 5 8 4 10 6 -2 -7 -3 -1 11 -4 -12 15 -15 18 -5 29 20 -19 -10 22 23 27 25 -25 -27 28 -16 -18 -right_child=1 2 3 16 -6 7 -8 -9 13 -11 12 -13 -14 14 21 -17 17 19 -20 -21 -22 -23 -24 24 -26 26 -28 -29 -30 -31 -leaf_value=-0.06980552079680466 -0.0033069866713049596 0.011940529326037244 0.0014959368892822277 0.001634922567291754 0.02317422364944207 -0.026543574044149882 -0.029785744981055087 0.038501295741567319 -0.0061825190120796828 -0.03366806553769193 -0.0042319322559273209 0.015067181685086098 -0.069961955826831221 -0.095402476100608979 0.035728788616229752 -0.008931909275930244 -0.0021675796907870228 -0.02839345208471334 -0.0061146921529358408 0.076929688239206595 0.0017822659852789191 -0.032609595492688569 0.023298303122142594 0.10102751582598067 0.01468640315339334 -0.045985297108463316 0.033367756310272459 0.026302989301651977 0.17976052142186752 0.074949955060318998 -leaf_weight=192.29580407403409 2760.6960750781 1385.7720982190222 2798.8764228243381 3728.181941960007 1253.7175830006599 962.89815059024841 362.9120537461713 52.43638396076858 3060.9561343621463 771.15729917306453 576.89739545062184 3542.3115828484297 50.201471775770187 21.663510406389832 18.868370112031698 3118.4129009656608 637.17366878315806 625.88755931332707 4314.0312308222055 15.764315981417893 21473.716304739937 84.965973556041718 850.79224161803722 18.103886948898435 312.04034032300115 274.46330254152417 42.079986657947302 78.533814299851656 19.286907777190208 29.380580052733421 -leaf_count=39837 114531 10917 15175 20586 7754 44734 13765 1620 37825 100766 3495 18701 350 263 169 28697 3998 4016 36947 166 153937 655 5195 212 2670 1871 221 574 146 187 -internal_value=0 0.000487634 0.00142898 0.00535644 0.00981025 -0.0105049 -0.00638338 -0.0231844 -5.56562e-05 -0.0408807 0.00740584 0.0090771 -0.00949385 -0.000549126 0.00952231 -0.00109127 -0.00191449 -0.0120298 -0.000243738 -0.0258058 0.000788576 0.0108601 0.0131482 0.00183582 -0.00743082 -0.0280539 -0.0354364 0.0531913 0.108535 0.00123163 -internal_weight=0 52471 48332.1 13258.4 8222 4138.94 3123.61 1015.33 35073.7 963.453 6968.29 6341.19 627.099 33687.9 1720.8 31967.1 5036.39 1308.21 28848.7 641.652 24534.7 1699.13 1614.17 763.377 646.688 334.647 316.543 116.689 38.1553 666.554 -internal_count=669980 529377 354727 74428 45475 174650 128296 46354 280299 140603 37721 33876 3845 269382 11976 257406 28953 8367 228709 4182 191762 11713 11058 5863 4974 2304 2092 889 315 4185 +left_child=5 -2 3 4 11 -1 13 8 -8 -6 14 12 -3 -4 25 19 17 -17 -19 26 21 22 -21 24 -22 -5 27 -16 -24 -30 +right_child=1 2 6 10 9 -7 7 -9 -10 -11 -12 -13 -14 -15 15 16 -18 18 -20 20 23 -23 28 -25 -26 -27 -28 -29 29 -31 +leaf_value=-0.034525845886604838 -0.012698120625139529 0.036327280096863819 0.0062013466741241878 -8.3354106939052694e-05 0.012470067356386678 -0.017006836078664007 -0.0041586978185448945 0.0052354504795517282 -0.040211773795517852 0.16765807821747949 0.0097320586234060646 -0.00644312844016559 0.34004116697958287 0.000856692792010799 0.048688910844957592 -0.00022857593071136731 0.16442056234136296 0.047907871554646826 -0.042312362580138853 0.018945100183792682 0.0098620431456129982 0.043733989959045184 0.025008762875323595 0.077723036753231917 -0.042014006400167468 -0.098714285348010855 0.020248179139863202 0.22819244379597931 -0.034769910786930057 -0.10587056653274599 +leaf_weight=559.13039346202277 1560.7350778868422 28.641870912164453 10065.120815010741 38948.448539502919 345.19106945209205 2012.1097017144784 311.45905187726021 570.07406531274319 233.99922307580709 5.2848090082406989 1408.1047465912998 5926.6403227951378 1.8781781531870354 6526.8405589424074 12.308976382017137 210.77835017442703 10.310303449630736 225.53837435692549 30.518950439989567 96.097775354981422 840.33722430467606 89.465319715440273 29.787016898393631 32.535642929375172 71.36996466293931 13.962987475097178 66.489598654210567 7.1945494115352622 298.24412815272808 32.933442950248718 +leaf_count=69831 34754 334 45780 194950 8523 134518 1563 2739 1915 106 12369 123104 15 30084 56 901 71 985 143 535 3789 442 99 160 332 69 365 28 1315 105 +internal_value=0 0.00049147 0.000801308 -0.00014467 -0.00496483 -0.0208164 0.00340469 -0.00692064 -0.0196253 0.0148101 0.000571989 -0.00612825 0.0550176 0.0040989 0.00025752 0.00739438 0.0233907 0.020276 0.0371547 0.00255372 0.000294655 -0.0135005 -0.0247036 0.0082793 0.0058011 -0.000118701 0.0417167 0.114905 -0.036324 -0.0418404 +internal_weight=0 68000.3 66439.6 48732.1 6307.64 2571.24 17707.5 1115.53 545.458 350.476 42424.4 5957.16 30.52 16592 41016.3 2053.91 477.146 466.836 256.057 1576.76 1490.77 546.528 457.062 944.243 911.707 38962.4 85.9931 19.5035 360.965 331.178 +internal_count=669980 465631 430877 348796 132082 204349 82081 6217 3478 8629 216714 123453 349 75864 204345 9326 2100 2029 1128 7226 6777 2496 2054 4281 4121 195019 449 84 1519 1420 is_linear=0 shrinkage=0.1 @@ -2995,18 +2995,18 @@ shrinkage=0.1 Tree=157 num_leaves=31 num_cat=0 -split_feature=1 1 1 8 3 5 8 2 6 0 10 0 3 3 8 2 0 7 8 8 5 1 0 2 8 8 2 8 0 2 -split_gain=64.7865 17.9342 15.7317 15.048 14.9028 13.742 12.2017 14.3253 10.6872 10.3202 17.1499 17.4281 17.1145 14.4135 17.5495 19.027 19.0104 12.9281 12.7614 12.3021 12.2471 11.7313 34.5842 28.3796 11.5797 18.0561 15.1305 14.4495 11.0591 10.7451 -threshold=0.001653038648082808 0.0066856352280274907 0.00031921438403550404 39.500000000000007 0.087612160102604378 0.048809523809523817 73.500000000000014 0.0042030859327411374 1.0000000180025095e-35 0.094655825173027994 1.0000000180025095e-35 0.57392597256018829 0.078830867753005837 0.21129921044966946 18.500000000000004 0.073417958820309395 0.82146664024750038 0.50925925925925941 49.500000000000007 25.500000000000004 0.84523809523809534 0.0069992905470193665 0.34989691115691396 0.2508748778793975 66.000000000000014 50.500000000000007 0.13882231188213986 64.500000000000014 0.71168591046091711 0.0065333944835650254 +split_feature=1 2 1 3 1 1 3 0 5 2 10 7 8 3 10 7 3 0 3 8 0 0 8 2 2 5 8 2 8 0 +split_gain=78.7493 17.3876 13.2334 14.2594 10.9805 10.1015 9.32064 8.96905 8.10117 7.60486 7.56001 6.92244 6.74814 8.41459 13.1145 12.5579 15.4722 12.5108 6.58254 9.42489 6.90015 10.2441 6.99591 11.4126 20.7913 6.36151 6.21652 7.29625 8.30418 21.0773 +threshold=0.0027613792403738935 0.015828231182202418 0.0088597918812833628 0.94126692316726546 0.0007982211056874023 0.00042373676032680799 0.83731704867036083 0.38852867858009205 0.098387096774193564 0.080488095919491423 1.0000000180025095e-35 0.063164893617021281 39.500000000000007 0.085227728634247588 1.0000000180025095e-35 0.32795698924731187 0.053608860731007936 0.051212762608571764 0.97224602103302826 19.500000000000004 0.0054626150018744803 0.0050469844418081266 37.500000000000007 0.0088980015597548198 0.0062255922589185908 0.38750000000000007 25.500000000000004 0.76468729250686385 24.500000000000004 0.33729223410574333 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 6 -2 -5 8 -1 -8 -6 12 13 18 20 14 15 16 -11 -14 29 -16 -3 22 -15 -24 25 -21 27 28 -27 -12 -right_child=1 9 -4 4 5 -7 7 -9 -10 10 11 -13 17 21 19 -17 -18 -19 -20 24 -22 -23 23 -25 -26 26 -28 -29 -30 -31 -leaf_value=-0.084390651745611708 -4.4498280260807391e-06 0.012389738010441098 -0.024884016256289811 -0.052666659980221103 -0.01013534818970984 0.062179441065054936 2.5858178665073295 -0.10017791308879057 -0.041537174174244657 -0.0069508031802872298 -0.23124404794213171 -0.037402178823058733 0.0036731414595175173 0.027441516491532043 -0.03893128127011096 0.023787604982477201 0.036774395048394401 -0.0090877722412365265 -0.13513338005146552 0.0007075382486893371 0.05252929144417981 -0.004945269106653616 0.2187041722316154 1.2682911799802121 -0.11104285433028818 0.13207243213470207 -0.036581793882539737 -0.022907293899505972 0.34523789646998382 -0.0046303387146702677 -leaf_weight=50.673765720799565 947.0154168587178 1099.1418176712468 736.2806336292997 109.53497957228683 621.55841136514209 23.415414096787572 0.03723013959824939 0.042548730969429016 131.27160734497011 550.19682222511619 2.0971609503030768 222.40781249245629 7329.0073419930413 5.423399773426353 78.680191949941218 798.87449537031353 121.36568940524012 890.36076853983104 7.6157615911215535 3007.8273553312756 81.660245904698968 2903.3451138678938 0.62527559977024771 0.43811938539147377 9.1770642604678851 12.542138315737253 7.9218664504587641 4.9373155348002902 3.0197872035205355 914.01993973134086 -leaf_count=28583 93412 10320 191140 16071 67099 1423 21 24 17162 3043 9 7352 104199 395 981 10423 2223 15859 99 38617 722 42919 56 38 157 59 107 27 55 17385 -internal_value=0 0.000657333 -0.028596 -0.00876773 -0.0181368 -0.0132644 -0.0824452 1.15329 -0.0156109 0.00161432 -0.000878235 -0.0122715 0.00390809 0.000861853 0.00434956 0.013358 0.000951274 0.00229082 -0.00622076 0.000109505 0.0151657 -0.00464514 0.129685 0.651135 0.00111814 0.00145715 0.0807892 0.126147 0.173437 -0.0051491 -internal_weight=0 19883.5 787.034 1832.8 885.78 776.245 50.7535 0.0797789 752.83 18050.7 8650.52 1146.14 9400.17 7504.37 4594.54 1470.44 671.563 8219.37 923.733 3124.11 1180.8 2909.83 6.48679 1.06339 3045.43 3036.25 28.4211 20.4992 15.5619 916.117 -internal_count=669980 450212 219768 195167 101755 85684 28628 45 84261 255045 123945 24845 131100 99100 55692 15689 5266 120058 17493 40003 11042 43408 489 94 39022 38865 248 141 114 17394 +left_child=1 5 3 7 -3 -1 26 8 12 -10 -9 -7 13 14 -2 -16 17 -17 -4 -20 21 22 23 24 -21 -5 27 28 -6 -30 +right_child=2 4 18 25 6 11 -8 10 9 -11 -12 -13 -14 -15 15 16 -18 -19 19 20 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 +leaf_value=-0.044233613029772911 0.0072485991548939255 -0.042178771552011537 0.0016835701720203469 0.0075737232370885121 -0.02703296351955772 0.013548846863298578 -0.0087756982435071278 -0.0096419610533998723 -0.064550330076273268 0.042481922364925609 -0.045839269908005749 -0.025880235287673699 -0.014377548724388562 -0.0056747262282221813 0.066642297133100936 0.86694785375145811 0.066754680973219557 0.23881213352978015 0.0051057322663549398 0.10241432535508495 -0.078179720211215359 0.39685015610924257 0.051154209477065796 -0.077262088751492 0.57986777622233521 0.084068879664322971 -0.032509219531040814 0.018520914506988426 0.019017917493775904 0.9939547524486646 +leaf_weight=45.358935299795121 82.824810614343733 302.0845667833928 22800.152980222832 493.22580348560587 129.98418203368783 245.5844250714872 416.42251192126423 113.29559779027477 7.5992100602015844 52.503038396127522 117.58072250988334 54.388489484554157 908.72365459427238 747.03859061421826 17.453405723907057 0.63308797962963514 1.3595097609795628 0.63526729680597782 53.849509472027421 2.7413746602833369 2.6490610577166072 1.0522289928048838 20.02100414223969 1.3145371433347461 1.3667728342115877 11.116607178002594 577.20433509536088 56.404552261577919 1.0583354337140907 0.28052696725353587 +leaf_count=29007 5202 66590 221733 25277 15391 37865 53893 8453 244 1848 11962 10373 54918 40684 977 19 52 39 1210 47 55 23 422 36 25 300 75122 8046 132 35 +internal_value=0 -0.0204603 0.0010239 -0.0058034 -0.0251649 -0.000250746 -0.0208143 -0.00950991 -0.00715304 0.028949 -0.0280765 0.00639991 -0.00838682 -0.0019818 0.0248267 0.0973271 0.301126 0.55234 0.0017859 0.0298973 0.0757034 0.0910886 0.0784437 0.179199 0.261262 0.00925981 -0.0273681 -0.0115606 -0.0244808 0.223293 +internal_weight=0 1828.77 25437.1 2553.99 1483.44 345.332 1181.35 2049.65 1818.77 60.1022 230.876 299.973 1758.67 849.945 102.906 20.0813 2.62787 1.26836 22883.1 82.9945 29.145 26.4959 25.4437 5.42268 4.10815 504.342 764.932 187.728 131.323 1.33886 +internal_count=669980 296454 373526 149975 219209 77245 152619 124398 103983 2092 20415 48238 101891 46973 6289 1087 110 58 223551 1818 608 553 530 108 72 25577 98726 23604 15558 167 is_linear=0 shrinkage=0.1 @@ -3014,18 +3014,18 @@ shrinkage=0.1 Tree=158 num_leaves=31 num_cat=0 -split_feature=2 3 2 8 2 4 4 3 8 7 0 3 8 10 12 8 8 2 8 8 1 1 1 0 2 1 1 11 10 4 -split_gain=124.055 48.8493 42.0732 24.5564 22.619 21.634 32.4051 24.3572 61.3733 49.2439 51.7059 46.0556 34.7471 34.2662 37.0334 39.8839 35.6076 29.2328 25.984 23.7506 33.3613 24.0559 22.56 53.0332 21.9032 22.5813 37.7454 29.263 21.6565 20.9444 -threshold=0.037748234010595648 0.99172460485529679 0.72197306969910191 58.500000000000007 0.95347132347897057 0.64495798319327746 0.93541666666666679 0.31027120404833869 25.500000000000004 0.57518796992481214 0.12172984417856836 0.066731988112521651 50.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 39.500000000000007 37.500000000000007 0.61676732637305076 47.500000000000007 27.500000000000004 0.0040755249409591271 0.0014848034642950018 0.71441489371405154 0.15314720515933775 0.18719111932428459 0.17985689349526468 0.012092287057335043 1.0000000180025095e-35 1.0000000180025095e-35 0.62678571428571439 +split_feature=2 1 2 8 8 8 8 3 8 8 3 12 10 12 2 0 8 0 3 2 0 8 1 0 1 8 11 2 8 8 +split_gain=17.7801 13.3846 25.9585 17.6656 16.3391 11.1756 15.358 10.8881 10.7694 35.0349 25.6848 21.8641 20.2506 16.1697 27.3938 15.856 15.8531 18.1318 14.9173 13.0937 13.0845 12.8329 18.2725 16.3528 12.6314 12.5733 12.4548 21.5877 24.8162 16.3896 +threshold=0.0056255489474314824 0.0010660640102488422 0.035651653294904558 27.500000000000004 42.500000000000007 50.500000000000007 57.500000000000007 0.30267199479350998 32.500000000000007 39.500000000000007 0.31027120404833869 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.50008978071452403 0.045549642211175162 26.500000000000004 0.0087133811727134938 0.0481944817923304 0.33291781402812398 0.0047770057366679957 18.500000000000004 0.011773807061458299 0.12987652736348673 0.16464163172634919 31.500000000000004 1.0000000180025095e-35 0.89997631836292835 37.500000000000007 38.500000000000007 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 5 -4 7 -7 8 11 10 19 22 13 -10 16 -16 -15 -14 29 21 -21 28 -2 -24 25 26 -20 -28 -9 -18 -right_child=2 -3 4 -5 -6 6 -8 9 12 -11 -12 -13 17 14 15 -17 18 -19 24 20 -22 -23 23 -25 -26 -27 27 -29 -30 -31 -leaf_value=-0.010340908294615297 0.030789895429417392 -0.040077050737344994 0.0052496142409029466 -0.043711692216275327 0.036791936073387939 -0.02473817911758568 -0.0014585730356490483 -0.0086107829060390068 0.0024267905052304337 -0.0083487649359338268 -0.008562353079610778 0.0080975403802158591 0.10096813023852479 0.023974975502227412 -0.037404467682446978 -0.001893217826471616 -0.0092405862889132946 -0.060115090112217856 -0.037502174582230909 0.007280363622545024 -0.00068860575341255544 0.00072464034547031905 0.08048003604947393 0.5901568169003778 0.015397013650365089 -0.022830327990847374 0.14938786822521219 0.45190753858580229 -0.052277142984543445 0.099009128731422619 -leaf_weight=6401.8659020168707 797.80223055183887 604.62052478734404 14817.603519894183 128.83237352222204 230.88737390190363 863.11212868988514 1946.304740563035 2227.7612088918686 11577.487951792777 7590.7182549238205 5386.0463661663234 5475.3409233801067 57.440417543053627 449.79595869034529 734.6702780649066 555.3565502166748 2823.5112880244851 14.014766022562979 6.0798138976097169 12429.966732580215 9098.9466170445085 7711.4669160358608 19.282524503767494 2.2832851037383071 158.61712835729122 8.7883121483027917 8.5948477908968908 5.0917804092168799 119.67960138618946 17.987585559487343 -leaf_count=145630 4311 39652 81225 812 2707 5087 11255 16595 56928 46217 31595 26717 306 2126 3968 2883 14084 60 47 68500 53769 53288 176 28 695 91 70 42 1032 84 -internal_value=0 -0.012907 0.000935238 -9.31405e-05 0.00573356 -1.29609e-05 -0.00861056 0.000346067 0.00301137 -0.00101229 0.000493879 0.0114065 -0.000207439 -0.000511611 -0.00764579 -0.0221169 -0.00227904 0.0693743 -0.00617809 0.00203806 0.00391237 -0.0019735 0.033518 0.134442 0.0299114 0.110536 0.169832 0.261933 -0.010837 -0.00855533 -internal_weight=0 7006.49 85263.5 70215 15048.5 70086.1 2809.42 67276.7 22712.1 44564.6 36973.9 6294.71 16417.4 16346 4768.49 1290.03 3478.47 71.4552 3028.67 31587.8 21528.9 10058.9 819.368 21.5658 187.172 28.5548 19.7664 13.6866 2347.44 2841.5 -internal_count=669980 185282 484698 400766 83932 399954 16342 383612 112616 270996 224779 31232 81384 81018 24090 6851 17239 366 15113 193184 122269 70915 4515 204 945 250 159 112 17627 14168 +left_child=7 3 4 -2 -3 -5 -7 -1 10 11 13 19 26 15 -15 -4 17 -12 -16 -10 -21 22 -20 -23 -22 -17 -13 -28 -29 -30 +right_child=1 2 8 5 -6 6 -8 -9 9 -11 16 12 -14 14 18 25 -18 -19 21 20 24 23 -24 -25 -26 -27 27 28 29 -31 +leaf_value=-0.052304432028389129 -0.0020915028303344781 -0.0054857367702854116 0.017036006888239013 0.0051508738434338144 -0.030067672013646674 -0.084214617167476954 -0.0027177407535311812 -0.011555146718009184 0.0099327278392004597 0.00070418375245294147 0.0051743412784805466 -0.0011441922638011192 -0.018576146774108845 0.0097120318089377339 0.0089038479381367119 0.0052244427809871969 0.013662583828643521 -0.002897206183093845 -0.016838435239939976 0.1065334914109571 -0.0063447251207784747 0.014694450575073842 0.00099980175929396584 -0.014563335261762921 0.081060531781795148 0.037315426370557431 -0.0083193575149560564 0.0073486056640575184 -0.18392786495006355 -0.062873521121854473 +leaf_weight=74.432129342108965 4984.4307642281055 4892.5327011710033 1558.6542040333152 13236.955836685374 286.21055520046502 32.731474848464131 78.774038633331656 550.79142109490931 1215.6958737373352 53596.042909335345 3493.9621756449342 3061.2428485937417 1524.0751930214465 2410.5056951716542 757.56182377040386 6504.8477489426732 743.22209394350648 13678.807911623269 1559.693884216249 10.553614467382429 1321.7492980211973 528.4583540558815 908.8622113764286 299.18575215339661 16.743436068296432 124.42630712687969 3192.8375064097345 49.644274733960629 13.201548352837561 73.192297637462616 +leaf_count=3170 58393 80274 6658 70804 5832 371 572 36756 6092 217406 22807 13824 7173 10733 3956 23741 3549 66889 5813 37 4338 2027 2905 936 56 423 13627 329 64 425 +internal_value=0 0.000501068 5.32232e-05 0.00298842 -0.00684429 0.00488531 -0.0266404 -0.0164063 0.000422835 -0.000329763 0.0019035 -0.00561804 -0.00821835 0.00500886 0.0012701 0.00796056 -0.000636138 -0.00125497 -0.00374976 0.00240593 -0.00437686 -0.00665793 -0.0102708 0.00411803 -0.00525136 0.00582677 -0.00574797 -0.00998161 -0.0489949 -0.0813714 +internal_weight=0 120155 101822 18332.9 5178.74 13348.5 111.506 625.224 96643.2 64075 32568.2 10478.9 7914.19 14652.2 6464.27 8187.93 17916 17172.8 4053.76 2564.74 1349.05 3296.2 2468.56 827.644 1338.49 6629.27 6390.12 3328.88 136.038 86.3938 +internal_count=669980 630054 499914 130140 86106 71747 943 39926 413808 263371 150437 45965 35442 57192 26370 30822 93245 89696 15637 10523 4431 11681 8718 2963 4394 24164 28269 14445 818 489 is_linear=0 shrinkage=0.1 @@ -3033,18 +3033,18 @@ shrinkage=0.1 Tree=159 num_leaves=31 num_cat=0 -split_feature=0 3 2 8 12 12 7 3 6 4 8 5 10 2 8 8 8 12 8 2 8 1 7 6 10 0 8 11 1 1 -split_gain=215.72 103.734 50.2077 45.861 41.0521 34.7975 34.1241 33.0535 30.1145 36.1478 28.0104 26.676 28.167 36.0811 37.3722 26.5469 26.1712 26.0996 101.818 55.7998 49.7376 39.2996 29.2834 26.404 26.012 34.1045 24.9392 24.1426 32.0059 23.0838 -threshold=0.0010706017140764098 0.13643962650062033 0.034668358117321808 34.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.57518796992481214 0.023607657396327236 0.063508064516129045 0.58257575757575764 40.500000000000007 0.12916666666666668 1.0000000180025095e-35 0.014344910899344246 23.500000000000004 89.500000000000014 15.500000000000002 1.0000000180025095e-35 16.500000000000004 0.02598846631690515 40.500000000000007 0.57424809712383429 0.72077922077922085 0.054093567251461992 1.0000000180025095e-35 0.042943554871220965 16.500000000000004 1.0000000180025095e-35 0.008634793951291948 0.0031893408409586648 +split_feature=3 3 8 8 12 12 2 6 1 0 4 7 10 6 8 8 8 0 3 8 8 10 1 0 10 11 8 8 10 1 +split_gain=38.4749 14.1655 14.814 16.6608 40.6108 31.707 29.5553 16.837 16.0188 14.2262 13.7916 13.3944 13.2028 14.672 12.1296 16.6354 19.0335 16.6946 18.3141 11.6769 28.1 14.0065 12.1436 11.9542 11.6288 10.9512 10.7871 37.8809 23.1159 34.1976 +threshold=0.0481944817923304 0.1542344155679414 42.500000000000007 17.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.036682363867772828 0.057189542483660136 0.032574842893888067 0.01360413038306863 0.31909090909090915 0.27429467084639503 1.0000000180025095e-35 0.2414965986394558 50.500000000000007 59.500000000000007 58.500000000000007 0.030579989629427123 0.34743761709813537 38.500000000000007 36.500000000000007 1.0000000180025095e-35 0.78183057312111015 0.82146664024750038 1.0000000180025095e-35 1.0000000180025095e-35 27.500000000000004 32.500000000000007 1.0000000180025095e-35 0.0093122030323845775 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 7 11 4 29 10 8 -2 15 -10 -5 12 26 14 -14 16 -4 18 19 -9 21 -20 -19 -21 -22 27 -3 28 -26 -1 -right_child=1 2 6 5 -6 -7 -8 17 9 -11 -12 -13 13 -15 -16 -17 -18 22 20 23 24 -23 -24 -25 25 -27 -28 -29 -30 -31 -leaf_value=0.054310065541425458 -0.038143491271505695 0.017885742852940336 -0.016532768169758929 -0.0093502267480902214 0.020629039513670826 0.037413709538074165 0.0049533722799702841 0.029280907839487298 -0.0047165189601161665 -0.037179261335824186 0.029765490637083794 -0.029897330461952722 -0.04702206376349749 0.0079723253838090216 0.011294503248115673 -0.16352566538029609 0.00031220761972721491 -0.014083729582564961 0.0038938629669234685 -0.02460294360496406 -0.04173646580741773 0.047433851655954734 0.0071386913333964857 -0.057841437506033183 0.5395470413763459 -0.0065052463497926568 0.0046293248144538158 0.023346590614414405 0.10281856133241879 -0.020235970501855272 -leaf_weight=892.97217214666307 365.84814058616757 3453.0961140003055 939.89604921266437 673.75409599393606 865.15706240572035 374.31087821163237 11018.28222456947 170.14551822096109 11073.141146425158 353.9785520285368 251.37159398384392 177.23092569410801 301.41744895465672 956.29309478774667 172.94392652623355 9.9298554658889753 49329.986856646836 6513.7882207147777 4960.2865383923054 1220.6466298922896 347.47296100854874 216.34764945134521 722.27035039663315 297.1804067119956 3.0581048354506475 73.300341039896011 2409.355839882046 5.9090416319668293 3.7184721380472183 43.565859317779541 -leaf_count=29580 7917 42201 4735 5952 26136 9875 57178 1474 54879 2070 7011 1568 3660 7229 1974 47 247791 65280 39219 11399 4383 1559 6869 3153 29 897 24923 67 43 882 -internal_value=0 -0.000794561 0.000629071 0.0260066 0.0363342 0.0116872 -0.000172861 -0.00845692 -0.00108819 -0.00572212 0.00127815 0.00843604 0.00936759 -0.00321257 -0.0257609 -3.50374e-05 -2.74291e-06 -0.00770966 -0.00349008 -0.0250234 0.0029889 0.00571353 -0.0119654 -0.0311108 -0.0295503 0.0196944 0.0124376 0.171082 0.299904 0.0508423 -internal_weight=0 95095.5 80195.6 3101.13 1801.7 1299.44 72725.2 14900 61706.9 11427.1 925.126 7470.34 7293.11 1430.65 474.361 50279.8 50269.9 14534.1 7298.07 1687.97 5610.09 5176.63 7236.06 1517.83 433.459 85.986 5862.45 12.6856 6.77658 936.538 -internal_count=669980 590544 448255 79436 56598 22838 366700 142289 309522 56949 12963 81555 79987 12863 5634 252573 252526 134372 62223 16026 46197 40778 72149 14552 5419 1036 67124 139 72 30462 +left_child=-1 2 3 4 6 9 -2 -8 12 -5 11 19 13 -6 26 16 17 18 -16 20 21 -7 -21 -22 -13 -25 28 -28 -3 -30 +right_child=1 14 -4 5 8 10 7 -9 -10 -11 -12 24 -14 -15 15 -17 -18 -19 -20 22 23 -23 -24 25 -26 -27 27 -29 29 -31 +leaf_value=-0.010793669924003282 0.017491607190940558 0.0028085692789123883 -0.017867183229026563 0.0156542513761651 0.020072430090414359 -0.016341700460254904 -0.015567432668405802 -0.038197419938132013 -0.0074002759401390608 0.0025226403052021904 -0.020646373752354622 0.0071449012300314231 -0.01965864642862275 -0.0066831011335697745 0.22300874134367177 -0.0062150677672126349 0.085217795766226387 -0.017846701504468449 0.034317286564779705 -0.011035290683954832 0.0231598799591392 0.020114638494218576 0.013101903233187197 0.17955067459236648 -0.042389339813171861 -0.0042706718205414934 -0.015743050314537817 0.00011404003686247705 0.0036540209295729872 -0.012358615452925688 +leaf_weight=3304.9883476477116 235.12205503880978 33703.723116069101 598.3339918255806 940.21552614122629 851.92861189693213 516.43783327192068 1732.8389515802264 405.7579478174448 896.65092667192221 6732.1998100876808 548.78288701176643 1184.2489344850183 133.25175025314093 269.88637892901897 5.4061677306890479 170.57466546539217 56.771721141412854 73.817793294787407 105.97344752214849 3140.2519974932075 303.8349334821105 132.40569756180048 223.25451269000769 9.4446808546781522 49.370015941560268 4.9340714365243903 1542.3406353574246 64858.228872102685 2693.308743766509 2642.1238276660442 +leaf_count=42219 1169 209501 5030 4982 4658 3314 11020 3091 4862 36327 4089 7317 874 1797 20 1178 251 299 1194 20140 1912 937 1370 70 342 36 7693 269414 14817 10057 +internal_value=0 0.000137871 -0.00238323 -0.00187726 -0.00714197 -0.000148978 -0.0161612 -0.019861 0.0028078 0.00413185 -0.00552187 -0.00403017 0.0101007 0.0136356 0.000588232 0.0177018 0.0345618 0.0190334 0.043476 -0.00664884 0.00303532 -0.00890227 -0.00943317 0.0273763 0.00516252 0.116472 0.000521274 -0.000254286 0.0018404 -0.00427549 +internal_weight=0 124761 18909.2 18310.8 4525.44 13785.4 2373.72 2138.6 2151.72 7672.42 6112.97 5564.18 1255.07 1121.81 105852 412.544 241.969 185.197 111.38 4330.56 967.057 648.844 3363.51 318.214 1233.62 14.3788 105440 66400.6 39039.2 5335.43 +internal_count=669980 627761 113337 108307 27471 80836 15280 14111 12191 41309 39527 35438 7329 6455 514424 2942 1764 1513 1214 27779 6269 4251 21510 2018 7659 106 511482 277107 234375 24874 is_linear=0 shrinkage=0.1 @@ -3052,18 +3052,18 @@ shrinkage=0.1 Tree=160 num_leaves=31 num_cat=0 -split_feature=0 1 10 9 0 1 12 8 4 4 4 4 8 3 4 4 1 8 11 2 0 1 8 8 2 0 1 8 7 12 -split_gain=137.652 51.0041 32.8322 33.1019 25.1102 24.43 20.753 22.3614 20.3726 42.5718 49.4103 28.6624 26.8146 21.988 20.8413 33.4693 20.153 26.8231 22.478 32.5129 70.0505 28.5203 21.8842 32.7042 41.928 20.2105 28.7441 19.3969 28.0242 19.1228 -threshold=0.0021888403176580956 0.00083047647103313158 1.0000000180025095e-35 1.0000000180025095e-35 0.056172688447611203 0.12690390494205708 1.0000000180025095e-35 55.500000000000007 0.6198686371100165 0.67593307593307606 0.68990384615384626 0.74709302325581406 39.500000000000007 0.0830582119365567 0.51520737327188948 0.53197278911564638 0.0026649942801774745 43.500000000000007 1.0000000180025095e-35 0.08599418926704043 0.049775222559007327 0.0039974623828863574 47.500000000000007 46.500000000000007 0.40059822996545008 0.0038274259268836854 0.0017130722064408758 18.500000000000004 0.051315789473684217 1.0000000180025095e-35 +split_feature=0 1 4 0 1 8 8 8 3 8 11 3 8 11 12 6 4 4 4 4 2 8 5 0 3 8 3 2 8 8 +split_gain=97.4902 22.3598 15.3416 17.6788 19.2448 22.2181 22.0778 34.0769 24.0094 21.0376 28.8535 19.2247 19.5057 17.8822 13.9602 13.4376 28.7856 43.8884 18.4164 50.6534 13.1854 13.0787 13.5541 13.0667 20.8058 13.0017 16.8784 18.8107 12.8957 12.963 +threshold=0.0057466159744883156 0.00083047647103313158 0.10620300751879701 0.067287893090633669 0.040936703276809518 41.500000000000007 39.500000000000007 34.500000000000007 0.10184970661066055 42.500000000000007 1.0000000180025095e-35 0.0830582119365567 23.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.042572463768115944 0.67738095238095253 0.67117117117117131 0.80206185567010324 0.81365740740740755 0.15664214594004497 36.500000000000007 0.88311688311688319 0.00095038259306985586 0.95605452262502544 39.500000000000007 0.9606198277950595 0.021658051321966919 47.500000000000007 39.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=-1 -2 4 5 -3 6 8 27 14 -10 -11 -12 -13 -14 -4 -16 25 -18 19 -19 -21 -22 23 24 -20 26 29 28 -8 -5 -right_child=1 2 3 16 -6 -7 7 -9 9 10 11 12 13 -15 15 -17 17 18 22 20 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.041155842799045897 -0.021144851101860377 -0.0051322687211870595 0.0057505854592810679 0.24580563926793611 0.00081717057762881954 -0.009486419619254189 0.012245903147333157 -0.063647165027711353 0.083104479570312667 -0.22246144941759402 0.1109470842708636 -0.030057719455530343 0.058237047757090349 0.0068748924903433446 -0.22673110038041072 -0.021262062775130985 -0.006132308273880175 -0.038517126422208767 -0.09277818570489571 0.41278722271125856 -0.1011212646846448 0.10769730115310534 -0.020612934668737877 0.31972536653749478 0.19292184082071068 0.0099861273391050522 -0.0050398017519227446 0.024844413198459297 -0.055259131817282883 0.7790179208027771 -leaf_weight=809.64166397042572 1076.8929600073025 9458.4153076699004 4860.849309341982 2.5901725804433222 28380.072242245078 665.18170179706067 413.30803208891302 32.553725460544229 102.40956572070718 8.7864451855421049 30.371758192777634 120.97436162177473 125.42985944449902 248.43530240096152 9.420214891433714 50.041660644114017 3930.3351146280766 18.145511389710009 11.862283710390335 6.9385336302220812 7.8894678056240073 38.254958093166351 82.006567732430995 4.8259815890341988 9.0598753094673139 1030.1048064287752 4.1417452022433281 1713.1383919427171 72.248240397311747 0.90850147604942311 -leaf_count=130013 45019 240664 32277 168 165358 4660 3091 213 493 37 151 643 900 1143 40 220 25659 244 90 57 37 183 560 26 37 6635 273 10399 628 62 -internal_value=0 0.000393726 0.000844646 0.00505869 -0.00067 0.00890837 0.0104795 0.0186259 0.00720839 0.0240445 0.0127181 0.0166525 0.010865 0.0241066 0.00503076 -0.0538134 -0.00126372 -0.00440822 0.0334516 0.0770392 0.11654 0.0719949 0.00463905 0.0850654 0.0309379 0.011188 0.173229 0.019844 0.00220151 0.384265 -internal_weight=0 52515.6 51438.7 13600.2 37838.5 8453.15 7787.97 2231.25 5556.72 636.407 533.998 525.211 494.84 373.865 4920.31 59.4619 5147.06 4109.32 178.983 71.2285 53.083 46.1444 107.755 25.7481 20.9222 1037.75 7.64042 2198.69 485.556 3.49867 -internal_count=669980 539967 494948 88926 406022 54895 50235 14331 35904 3367 2874 2837 2686 2043 32537 260 34031 26893 1234 521 277 220 713 153 127 7138 503 14118 3719 230 +left_child=23 -2 3 4 5 6 7 -3 13 10 -7 12 -6 -9 -13 25 17 -17 -18 -20 -8 -10 -23 -1 28 26 -4 -28 29 -25 +right_child=1 2 15 -5 11 9 20 8 21 -11 -12 14 -14 -15 -16 16 18 -19 19 -21 -22 22 -24 24 -26 -27 27 -29 -30 -31 +leaf_value=-0.036202941632460683 -0.013847702031739701 -0.0016866963749246251 -0.0060930071196563405 0.0010790301229902516 0.033977334166012625 -0.08330511115794946 0.0024960461495139091 0.0079742313734508536 0.049068797107868184 0.014416906334879718 0.29293030540323528 -0.021829043750696889 -0.0096255563174634934 0.081591785730426927 -0.0061982709843314936 0.0053508936126980596 0.035849262485153396 -0.16453841865036298 -0.2321937518647661 0.010844586841787367 -0.0096090854404542094 0.0071833989946826719 0.16089609614479061 -0.015044262535119715 -0.0032850198854664984 0.004847734376783785 0.074496368365421381 0.52531267064890219 0.012779181528487692 -0.033771250282516679 +leaf_weight=365.49144701450132 1071.1007685773075 4376.1923254933208 2119.7639638669789 41741.228561941534 179.80572775099427 3.0631968975067121 1153.7392207123339 50.444190757349133 87.320208853110671 655.96939365379512 6.0925260037183762 1171.9864456988871 238.92730055004358 95.392911050468683 1114.9791377261281 5361.0991598926485 516.42550887167454 15.249344810843466 9.1376951038837415 139.37993526086211 4088.456686206162 790.00831497088075 5.7785020265728226 695.24805847741663 847.95492410287261 2675.2086125127971 4.5771535001695147 1.1601664703339336 96.205095618031919 789.23652124404907 +leaf_count=71367 24421 66279 10069 174722 2734 33 18703 756 1016 8029 30 15108 3388 975 14197 25922 1954 48 32 574 63332 10357 73 33937 64976 12326 93 25 4055 40449 +internal_value=0 0.000485882 0.000716398 4.71469e-05 -0.00302544 -0.00121339 -0.00232105 0.00216342 0.0185383 0.016518 0.167055 -0.0106016 0.00909771 0.0561279 -0.0142085 0.00415829 0.00729659 0.00486902 0.0269245 -0.00410859 -0.0069449 0.0123308 0.00829956 -0.018575 -0.0159221 0.00020901 -0.0056294 0.165658 -0.0227012 -0.0250006 +internal_weight=0 67672.5 66601.4 55759.4 14018.2 11312.5 10647.3 5405.14 1028.94 665.125 9.15572 2705.7 418.733 145.837 2286.97 10842 6041.29 5376.35 664.943 148.518 5242.2 883.107 795.787 2794.14 2428.64 4800.71 2125.5 5.73732 1580.69 1484.48 +internal_count=669980 455196 430775 379732 205010 169583 161491 79456 13177 8092 63 35427 6122 1731 29305 51043 28530 25970 2560 606 82035 11446 10430 214784 143417 22513 10187 118 78441 74386 is_linear=0 shrinkage=0.1 @@ -3071,18 +3071,18 @@ shrinkage=0.1 Tree=161 num_leaves=31 num_cat=0 -split_feature=1 1 0 2 8 1 12 2 5 3 9 2 8 2 0 11 8 6 3 5 7 0 4 0 0 8 12 8 5 8 -split_gain=54.9814 19.0416 15.5875 15.5292 14.9235 12.1795 12.0985 17.2575 11.5695 14.0464 10.8261 21.3419 13.9623 9.516 18.2084 19.6337 21.6114 29.5392 38.0333 9.38171 19.237 38.8457 9.88522 21.3616 9.36407 9.2712 14.882 42.2489 23.5483 16.3796 -threshold=0.0011695895199787293 0.0066856352280274907 0.01426612692854346 0.44887602705969198 16.500000000000004 0.00031921438403550404 1.0000000180025095e-35 0.059180245429979302 0.88311688311688319 0.98810455044001599 1.0000000180025095e-35 0.93042944834295571 15.500000000000002 0.032771448754213887 0.0013574197165538975 1.0000000180025095e-35 39.500000000000007 0.13961038961038963 0.95605452262502544 0.063508064516129045 0.55277777777777792 0.020432912037279913 0.45993589743589752 0.030579989629427123 0.0012547275174670451 41.500000000000007 1.0000000180025095e-35 36.500000000000007 0.040969899665551847 39.500000000000007 +split_feature=1 1 0 2 1 2 11 8 5 3 7 5 3 2 8 1 2 1 0 1 3 0 9 12 0 3 3 1 0 3 +split_gain=68.7286 13.7699 15.4614 12.3846 10.7326 9.67988 8.33637 10.0717 8.72764 12.8552 9.70973 20.7427 7.75511 17.8855 8.51257 14.0726 9.36502 56.8979 24.9364 32.3385 7.54084 7.38962 10.407 23.8585 7.14453 17.3784 16.1084 19.433 6.74014 6.47002 +threshold=0.0023117410987087447 0.0076751278807829651 0.017989365708982907 0.011239401872280804 0.00053392984795601654 0.66863465235986319 1.0000000180025095e-35 23.500000000000004 0.11437908496732027 0.055339185379978027 0.56696428571428581 0.19523809523809527 0.45102682356401863 0.53795445458126057 46.500000000000007 0.0022715961591323443 0.21021255887430754 0.00068972457118034256 0.0047770057366679957 0.0014581028256939177 0.9930365572856531 0.031438595236514967 1.0000000180025095e-35 1.0000000180025095e-35 0.33729223410574333 0.41073255177347917 0.094369134720010156 0.0020774677037193119 0.003606084995402244 0.45928968000661136 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=5 2 6 19 10 -1 8 13 -2 -10 -5 12 -12 -8 15 24 17 18 -17 -4 22 -22 -21 -24 -15 26 27 28 -3 -29 -right_child=1 25 3 4 -6 -7 7 -9 9 -11 11 -13 -14 14 -16 16 -18 -19 -20 20 21 -23 23 -25 -26 -27 -28 29 -30 -31 -leaf_value=-0.081076546673252703 0.0070737102393983583 0.0017394153223768021 -0.032831572396419623 0.016244456300364897 -0.014907847985126023 -0.027741391095473945 -0.0064912347464748318 -0.03641040659150116 0.096644421059795566 0.62661154125570406 -0.10401671389376912 0.80402917139037167 0.15873338483048069 -0.0126088489492525 0.028553950632877967 0.50820767394443989 -0.10072294827191348 -0.1007651943712284 2.5989343100357862 -0.016738345349217046 1.1214215840683239 0.011526563267026509 1.128089795348078 0.041170476970961524 0.64462004224209757 0.0096895031323019354 0.0033050228903917737 -0.042474381026126808 0.032953770694770207 -0.010318332605037268 -leaf_weight=47.098078278941102 628.61523795640096 3839.1226600897498 472.55251488555223 102.90909436065704 377.5655793924816 470.87050352338701 210.83059591846541 185.2339647244662 5.9600906618870786 0.54591883625835169 2.7102503911592031 0.4382964204996832 7.9688653831835836 1.1305328840389841 54.691845195367932 0.16410699766129244 0.2039797124452889 0.14038780890405178 0.18520765192806721 10.40438835136592 0.49029628094285616 0.88370801554992795 0.24347097426652986 0.70264420099556446 0.26821837248280633 1268.6874785134569 9903.9842732357793 168.64594619395211 257.92315185815096 2609.5442347121425 -leaf_count=28628 69771 54611 60310 11337 51400 140964 22046 22373 277 26 261 10 748 151 5671 19 32 22 29 634 31 70 11 82 32 13935 127808 3806 2059 52826 -internal_value=0 0.000406174 -0.00869059 -0.0178599 -0.00533282 -0.0325911 -0.000457642 -0.0129461 0.00844678 0.141114 0.0263721 0.120119 0.0920501 0.00329508 0.03963 0.329136 0.764113 1.12435 1.61672 -0.03055 0.0541827 0.407579 0.0114033 0.320876 0.113418 0.00144692 0.000823697 -0.00275073 0.00370447 -0.0122703 -internal_weight=0 20112.7 2064.84 976.869 491.592 517.969 1087.97 452.849 635.121 6.50601 114.027 11.1174 10.6791 267.615 56.7843 2.09243 0.693682 0.489702 0.349315 485.277 12.7245 1.374 11.3505 0.946115 1.39875 18047.9 16779.2 6875.24 4097.05 2778.19 -internal_count=669980 500388 245343 124894 63756 169592 120449 50375 70074 303 12356 1019 1009 28002 5956 285 102 70 48 61138 828 101 727 93 183 255045 241110 113302 56670 56632 +left_child=3 2 20 -1 -5 -4 -6 8 24 -10 -11 -12 -9 14 29 16 -16 -18 19 -19 -2 22 -7 -24 -8 26 27 -26 -3 -14 +right_child=1 28 5 4 6 21 7 12 9 10 11 -13 13 -15 15 -17 17 18 -20 -21 -22 -23 23 -25 25 -27 -28 -29 -30 -31 +leaf_value=-0.0002579991882722523 0.000943745918168543 0.015555711482801594 -0.019637861679791715 -0.051289498358865204 -0.029871829580691268 0.020252215043708305 0.0013457017337361581 -0.040238244620122272 0.94326748047386288 0.027599073122641468 0.93963231191899321 -0.075465347246726072 0.18772959294465494 0.94370663476990979 -0.0023936442607954498 0.48740456515038799 1.7153288873332528 -0.076326556845105781 -0.076095231748318309 0.89946385507447979 0.083664521161934846 -0.0073614013371789359 -0.077500273960586355 0.43828107247326992 -0.075456644673176518 1.2127349635659721 -0.075466635797857132 1.2908710608091263 0.0013642577702668377 -0.019375502375777832 +leaf_weight=241.9959618441062 1194.5146581870504 339.62576210871339 895.9109987183474 137.78331620513927 601.57435464835726 66.374901034869254 172.02177914627828 145.09480313514359 0.19628813397139255 2.9023726666346197 0.39323680521920312 0.41242992901243269 1.5199070405215014 0.19624387612566252 16.390337087214 0.7052213684655716 0.22337678680196305 0.64576934697106458 3.1141254235990345 0.7164180944673717 11.122836724855004 261.10338431037962 1.6983869569376102 1.9002677500247955 0.19793695956468482 0.15525795798748721 1.234327067621052 0.21956451376900077 22928.645333552267 199.67733698384836 +leaf_count=59635 69262 6543 67673 37702 90544 4246 27737 22800 28 367 29 64 200 27 2205 35 35 57 299 30 608 18794 71 34 25 20 153 27 232641 28089 +internal_value=0 0.000822976 -0.00633574 -0.021011 -0.0249181 -0.0142384 -0.0217519 -0.0128057 0.00674465 0.154605 0.112857 0.419992 -0.0222407 -0.0105405 -0.0113803 0.0479826 0.0332889 0.157733 0.0800062 0.436873 0.0017069 0.000372656 0.029232 0.194858 0.0034236 0.201224 0.106151 0.643097 0.0015714 -0.017811 +internal_weight=0 25700.9 2432.63 1527.37 1285.37 1226.99 1147.59 546.017 177.733 3.90433 3.70804 0.805667 368.284 223.189 222.992 21.7952 21.09 4.69969 4.47631 1.36219 1205.64 331.077 69.9736 3.59865 173.829 1.80709 1.65183 0.417501 23268.3 201.197 +internal_count=669980 399872 160688 270108 210473 90818 172771 82227 28450 488 460 93 53777 30977 30950 2661 2626 421 386 87 69870 23145 4351 105 27962 225 205 52 239184 28289 is_linear=0 shrinkage=0.1 @@ -3090,18 +3090,18 @@ shrinkage=0.1 Tree=162 num_leaves=31 num_cat=0 -split_feature=2 2 6 6 9 6 1 8 9 10 8 2 12 3 8 8 12 12 8 8 11 0 10 10 1 0 10 3 1 0 -split_gain=106.362 44.6155 31.7485 35.6094 26.6522 25.5253 25.2317 33.5739 30.021 56.002 23.8562 23.4873 22.9801 21.7272 20.1206 29.7016 53.9762 48.851 53.3396 52.7579 47.4485 51.3341 42.0672 30.7011 24.8308 36.4747 24.7512 80.5245 58.1442 24.5837 -threshold=0.012927214920130917 0.088105343035287553 0.67204301075268824 0.87867647058823539 1.0000000180025095e-35 0.82480818414322254 0.0052792653716536983 47.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 48.500000000000007 0.0033675896810706572 1.0000000180025095e-35 0.81805419183388917 40.500000000000007 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 30.500000000000004 25.500000000000004 1.0000000180025095e-35 0.0038274259268836854 1.0000000180025095e-35 1.0000000180025095e-35 0.0041501371751771548 0.73698572325193479 1.0000000180025095e-35 0.017517961766468391 0.028659027995005072 0.71168591046091711 +split_feature=2 3 1 2 8 8 8 2 0 10 8 1 3 10 3 6 9 12 8 8 3 11 8 8 9 0 3 1 0 2 +split_gain=15.2851 13.0262 12.1185 15.6947 13.65 14.9219 12.8731 15.2757 16.1043 17.001 15.6898 11.6927 11.4518 10.7048 11.3475 12.7834 10.4599 9.79497 10.1244 14.2532 13.2399 15.038 18.6588 17.5433 12.9328 11.1375 19.4648 9.62363 8.89 8.80208 +threshold=0.0071525628923311269 0.77884646467999707 0.027442770971085804 0.016892787787193182 49.500000000000007 58.500000000000007 40.500000000000007 0.23190078063967928 0.1388373957931181 1.0000000180025095e-35 47.500000000000007 0.44881649115884098 0.046532149263778605 1.0000000180025095e-35 0.017517961766468391 0.62202380952380965 1.0000000180025095e-35 1.0000000180025095e-35 39.500000000000007 42.500000000000007 0.99697720269102585 1.0000000180025095e-35 48.500000000000007 47.500000000000007 1.0000000180025095e-35 0.0011156456725945267 0.99027888244256901 0.00030385196303775545 0.013920739425575392 0.084089940404822358 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=4 14 6 5 11 -4 7 -3 9 -8 13 -1 -12 -9 15 17 23 18 20 22 21 -2 29 -17 -18 -26 27 28 -21 -19 -right_child=1 2 3 -5 -6 -7 8 10 -10 -11 12 -13 -14 -15 -16 16 24 19 -20 26 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 -leaf_value=-0.053896675477815618 -0.031540271144537869 0.0019470140711059507 0.016454473146672935 0.0046116485818351437 0.046090871512292214 0.053777292813042693 -0.00068072482190867053 0.029736401163779427 0.0087511110286627447 -0.014413460625658563 -0.050495480500299117 -0.020644814290418118 0.019413065358913673 -0.0088244253116831813 -0.021628966546921796 0.012794909179771122 -0.00021542365358287655 -0.00043546821575920461 0.025340947605185467 0.11784022139852823 -0.034509218066212967 0.0071610463270103302 0.042663863820830594 -0.0093048335156760646 -0.031359071510776097 0.021757560789112094 -0.053043189051221518 -0.015478212162339626 0.91272231702516293 0.042205840367190404 -leaf_weight=242.42943440377712 580.94188659638166 34622.767186202109 908.86015019565821 5715.9522075504065 54.572018692269921 229.51395406574011 27760.673172608018 948.10751347988844 2749.9214533567429 3325.2434308752418 91.788888163864613 1716.1907305112109 96.408375300467014 172.7433385103941 682.95094414800406 3022.1292435638607 875.74491058476269 2590.0402558036149 263.45034586638212 2.2273170799016948 1434.365357125178 835.84945128858089 277.36120986938477 793.69626912102103 848.88494344241917 152.50522637367249 195.22034515440464 777.37094627507031 1.5681274086236952 142.64919572323561 -leaf_count=18716 12055 178361 5087 28606 1584 1397 143376 4953 13223 17807 500 72598 483 1310 11553 25357 13080 37011 3457 41 25492 12300 3298 7678 12160 2074 3028 11633 28 1734 -internal_value=0 0.000400734 0.00133399 0.00782826 -0.02284 0.0239793 0.000695965 0.00254139 -0.00126377 -0.00214971 0.0182618 -0.0247606 -0.0146832 0.0237935 -0.00490523 -0.0040125 0.00136869 -0.00832665 -0.0177102 -0.000995285 -0.0216882 -0.00870806 0.00555673 0.00819814 -0.0125142 -0.0232698 -0.0211942 -0.0132348 0.446254 0.00179045 -internal_weight=0 90098.9 76622 6854.33 2013.19 1138.37 69767.7 35931.8 33835.8 31085.9 1309.05 1958.62 188.197 1120.85 13477 12794 5692.96 7101.04 3114.61 3986.44 2851.16 1416.79 3010.05 3815.83 1877.14 1001.39 976.387 781.166 3.79544 2732.69 -internal_count=669980 577082 395103 35090 92898 6484 360013 185607 174406 161183 7246 91314 983 6263 181979 170426 60349 110077 53304 56773 49847 24355 42043 33035 27314 14234 14730 11702 69 38745 +left_child=1 -1 -2 16 6 11 12 -8 10 -10 -9 -6 13 14 15 -5 -4 18 -3 25 24 -22 23 -23 -21 -20 -27 -25 -18 -14 +right_child=2 17 3 4 5 -7 7 8 9 -11 -12 -13 29 -15 -16 -17 28 -19 19 20 21 22 -24 27 -26 26 -28 -29 -30 -31 +leaf_value=-0.043253265777650839 0.00097160196561150514 -0.030443038786905127 -0.022355786693884154 0.067249546567310345 0.055677553942814886 -0.019941721652821653 -0.025456744036874132 -0.087807379536139984 -0.031461063374126415 0.035531004761871404 0.02157473678695479 0.23109658559099808 -0.0062105609923566174 -0.017808896178832787 0.014575374354675081 0.37428262964496978 0.10275511372644604 0.0020223359266798246 0.06370757973828918 -0.02580991838533064 -0.075617913268627768 -0.07958199809797728 -0.075567557662314905 0.32085608520383141 0.34709692057793617 0.07423774994513048 0.67098921597147854 0.75653195142412322 -0.025707914479097461 -0.00039857720516972225 +leaf_weight=120.02697869855911 97456.923386217095 257.20063427463174 472.99857191182673 6.0815621614456168 52.842789568006992 28.894085977226496 474.53219062276185 13.809805169701574 203.98183251917362 46.520829021930695 260.1614902317524 4.0941983498632899 3080.3539463952184 109.11441655829549 646.21069972217083 1.7451951056718824 12.666664205491545 438.7871075719595 6.3897349592298252 65.644640483893454 3.2080834480002505 1.0093007404357193 1.9352952884510157 3.2533949129283433 0.94338278472423454 1.3143032155930998 0.93574794102460135 0.60060144867748011 9.3733537737280113 16913.288036987185 +leaf_count=4872 495641 18506 9651 73 258 258 3812 54 718 161 882 41 30085 751 4537 15 227 24852 195 3943 298 24 195 123 31 29 28 44 155 69521 +internal_value=0 -0.0125818 0.000490087 -0.00161081 -0.00121174 0.0385888 -0.00136876 -0.0124567 -0.000694488 -0.01902 0.0160612 0.0682915 -0.000835112 0.0111875 0.016025 0.135711 -0.019218 -0.00786949 -0.0205446 0.00932456 -0.00440955 0.10284 0.18705 0.291556 -0.0205268 0.131082 0.322414 0.388751 0.0481213 -0.00129401 +internal_weight=0 901.249 119794 22336.7 21841.6 85.8311 21755.8 999.006 524.474 250.503 273.971 56.937 20756.8 763.152 654.037 7.82676 495.039 781.222 342.435 85.2345 76.5947 10.0067 6.79859 4.8633 66.588 8.63979 2.25005 3.854 22.04 19993.6 +internal_count=669980 53140 616840 121199 111166 557 110609 5627 1815 879 936 299 104982 5376 4625 88 10033 48268 23416 4910 4658 684 386 191 3974 252 57 167 382 99606 is_linear=0 shrinkage=0.1 @@ -3109,18 +3109,18 @@ shrinkage=0.1 Tree=163 num_leaves=31 num_cat=0 -split_feature=0 3 3 8 12 0 12 6 8 12 5 8 8 7 10 8 8 2 12 10 1 3 3 8 3 1 2 8 8 10 -split_gain=179.795 90.477 41.1248 36.1199 38.4393 34.0843 30.485 27.782 33.5537 54.5994 29.0485 27.0423 25.767 23.8715 22.6634 26.08 39.2442 23.8038 21.8402 29.8893 21.7818 21.5474 21.0989 20.629 20.3755 20.0514 19.2384 18.962 18.4625 18.0668 -threshold=0.00087532177956937561 0.3554360385162596 0.042998076775577404 34.500000000000007 1.0000000180025095e-35 0.0044007669171888409 1.0000000180025095e-35 0.057189542483660136 17.500000000000004 1.0000000180025095e-35 0.35416666666666669 40.500000000000007 40.500000000000007 0.4045454545454546 1.0000000180025095e-35 16.500000000000004 38.500000000000007 0.014344910899344246 1.0000000180025095e-35 1.0000000180025095e-35 0.008634793951291948 0.7042394170522257 0.97642175782981344 10.500000000000002 0.98639789308921333 0.16464163172634919 0.0030823298178235124 29.500000000000004 18.500000000000004 1.0000000180025095e-35 +split_feature=3 2 10 3 8 8 12 12 1 8 4 0 8 11 0 8 7 0 6 1 12 2 6 8 2 1 6 8 0 7 +split_gain=33.2832 13.6724 24.3424 14.1206 14.9901 17.4799 30.3653 18.4312 18.2946 16.4558 16.3694 16.4192 19.8958 13.2206 13.3252 15.9264 12.8072 14.3676 13.4121 12.7587 12.725 12.552 12.1256 11.8625 17.3433 14.2649 14.1205 11.7895 11.7057 10.5693 +threshold=0.042998076775577404 0.0056255489474314824 1.0000000180025095e-35 0.1239333845448773 40.500000000000007 32.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.0015398561474042505 38.500000000000007 0.075498575498575513 0.51806355571754359 33.500000000000007 1.0000000180025095e-35 0.87672250303520649 36.500000000000007 0.36754385964912284 0.0011588453391082434 0.60555555555555574 0.011462696706274976 1.0000000180025095e-35 0.88633961688187746 0.19821428571428576 17.500000000000004 0.036682363867772828 0.01903582386767939 0.057189542483660136 15.500000000000002 0.13417394391049783 0.56696428571428581 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 2 -2 4 -1 -3 11 10 9 25 26 22 13 18 15 23 -17 21 20 28 -10 -16 -5 -7 -6 -9 -4 -15 -20 -26 -right_child=1 5 7 6 24 14 -8 8 12 -11 -12 -13 -14 27 17 16 -18 -19 19 -21 -22 -23 -24 -25 29 -27 -28 -29 -30 -31 -leaf_value=0.054380099205933889 -0.018794455172075144 0.0066748707037462204 0.088393156129130818 0.0056030473876517656 -0.0097143085853665032 -0.03794670221357032 0.04063501352790564 -0.045346815186611975 -0.0076993064799827388 -0.0025012766870287843 -0.026534671520956538 0.031223566205473605 -0.041986825284119247 0.059905826941385125 0.024749951933157054 -0.012173598226379622 0.00089614031435308677 -0.003389491983928078 0.15017758609272069 -0.066372368200032755 0.013971947720396324 -0.049350651457563968 -0.038914404884257014 0.0051605282255586379 0.033343211555550867 0.012090454482635238 -0.0018571051703603705 0.0035740732792357982 -0.014197778458711702 -0.10510953958427366 -leaf_weight=701.96467794664204 1928.3220075555146 11436.652596632019 23.641349487006664 244.9106178432703 163.7492189258337 111.84397754818201 264.1396923866123 725.75693407654762 1935.7368404939771 720.89577228575945 482.70211615785956 193.39063453860581 190.6552053578198 62.145454004406929 48.807453289628029 2549.1807371936738 23263.141356542706 7308.496040251106 6.8606949821114531 114.2407551035285 609.93250760436058 200.23222136497498 188.33086095005274 14959.735048860312 506.81854861043394 66.334855109453201 25694.430768467486 1553.8020558282733 1698.1581647321582 9.6034963671118003 -leaf_count=25652 34348 117567 149 1832 3122 562 7815 5387 12751 4868 3086 6019 1711 434 199 12411 107922 35140 51 940 3747 1815 2200 80954 18877 423 157167 9464 13018 349 -internal_value=0 -0.000613423 -0.00458938 0.027844 0.0379642 0.00176463 0.0121413 -0.00378101 -0.00906819 -0.0224139 -0.00223031 0.000130551 -0.00579642 -0.00464276 0.000605363 0.00153533 -0.000394605 -0.00442548 -0.00848675 -0.0168542 -0.00250696 -0.0348282 -0.0137488 0.00484064 0.0210224 -0.0405366 -0.00177414 0.00574046 -0.0135364 0.0307685 -internal_weight=0 95691.7 35813.6 2272.91 1382.14 59878.1 890.772 33885.3 7684.52 1512.99 26200.8 626.632 6171.53 5980.88 48441.4 40883.9 25812.3 7557.54 4364.93 1819.26 2545.67 249.04 433.241 15071.6 680.171 792.092 25718.1 1615.95 1705.02 516.422 -internal_count=669980 604114 247544 65866 48000 356570 17866 213196 52794 10678 160402 10051 42116 40405 239003 201849 120333 37154 30507 14009 16498 2014 4032 81516 22348 5810 157316 9898 13069 19226 +left_child=-1 2 -2 4 5 7 21 23 -9 10 11 -8 -13 14 15 19 27 -18 20 -14 -19 -7 -23 24 -3 -25 -26 -5 -11 -6 +right_child=1 3 -4 16 29 6 9 8 -10 28 -12 12 13 -15 -16 -17 17 18 -20 -21 -22 22 -24 25 26 -27 -28 -29 -30 -31 +leaf_value=-0.011612051674258245 0.015709274273058186 0.012759694479296192 -0.028390594972993045 -0.0087400653854185165 -0.026459394833693573 0.0031490038218134203 0.0046626693415638349 0.018092367293965777 -0.0054786988004522268 -0.0034824471380517068 -0.031108522602184968 0.21800568922127692 0.25008825610351126 1.5451599743979053e-05 0.22123152231110327 0.025870526679994673 0.016565634864946562 3.1994525079437123e-05 0.059786266423656122 0.077682678258222712 0.0050734089566425132 0.024395779717839655 -0.0016075618546645236 0.0099398764899936067 -0.016475960033527196 -0.038852010406775106 -0.040461896503075814 -8.2949354175295582e-06 -0.014357871202959661 0.016090239166818173 +leaf_weight=2478.2838379982859 1082.2371666636318 166.51184717565775 141.53622923232615 1574.5673118568957 408.55668824538589 4204.2366877943277 362.27337311953306 400.13343850523233 1859.5246694162488 2329.6919997557998 84.764841459691525 6.2750673517584792 5.9744121134281185 60.033938005566597 4.8931447416543952 62.089331559836864 706.46185540594161 13091.373991375789 40.185561057180166 15.2468079701066 8107.3392855282873 589.79358219355345 257.6722554937005 331.5350037291646 1245.8422654271126 73.139254607260227 305.64950923621655 86104.843293011189 1720.699324131012 68.110877420753241 +leaf_count=34348 35240 924 2464 7094 3771 24037 2520 2720 12103 16651 708 50 47 411 36 425 15214 53364 168 108 36265 3520 1778 2090 8844 430 2618 389137 12310 585 +internal_value=0 9.06502e-05 0.0106089 -1.2999e-05 -0.00293865 -0.00234845 1.88923e-05 -0.00759037 -0.00130481 -0.00581049 0.00962267 0.0163035 0.0435969 0.036214 0.0608517 0.051432 0.000375647 0.00253613 0.00206947 0.12622 0.00196006 0.00538698 0.0164895 -0.0142816 -0.0179097 0.00112142 -0.0212013 -0.000165102 -0.00810258 -0.0203795 +internal_weight=0 125411 1223.77 124187 14562.6 14086 9703.64 4382.34 2259.66 4651.94 601.551 516.786 154.513 148.238 88.2037 83.3106 109625 21945.4 21238.9 21.2212 21198.7 5051.7 847.466 2122.68 1718 404.674 1551.49 87679.4 4050.39 476.668 +internal_count=669980 635632 37704 597928 96686 92330 62601 29729 14823 33266 4305 3597 1077 1027 616 580 501242 105011 89797 155 89629 29335 5298 14906 12386 2520 11462 396231 28961 4356 is_linear=0 shrinkage=0.1 @@ -3128,18 +3128,18 @@ shrinkage=0.1 Tree=164 num_leaves=31 num_cat=0 -split_feature=0 0 4 7 3 6 8 1 8 12 8 8 2 1 11 2 3 2 8 7 4 4 4 6 6 9 1 0 8 7 -split_gain=118.093 38.5194 32.0804 29.825 27.7966 32.6164 22.8974 21.2563 21.0034 24.7913 47.7631 66.2433 43.2202 25.98 25.8981 22.9496 19.7372 18.8455 18.7985 17.9928 43.2836 49.3828 27.396 37.0921 33.8847 72.6598 19.398 17.7699 17.3523 17.3761 -threshold=0.0057466159744883156 0.0010283167396347157 0.10620300751879701 0.04083333333333334 0.13020404387756693 0.085144927536231887 64.500000000000014 0.0021152687125869899 15.500000000000002 1.0000000180025095e-35 16.500000000000004 36.500000000000007 0.13318527822548284 0.10050504352831251 1.0000000180025095e-35 0.015828231182202418 0.97002070184805411 0.45614472525325273 45.500000000000007 0.035185185185185187 0.67738095238095253 0.67117117117117131 0.71357850070721363 0.22996794871794876 0.19821428571428576 1.0000000180025095e-35 0.037150007751214992 0.21392208293850654 41.500000000000007 0.12771739130434787 +split_feature=0 0 3 3 8 2 1 7 8 0 8 4 3 1 3 2 7 8 8 1 3 10 7 1 3 5 0 1 0 1 +split_gain=84.9336 21.1716 18.983 16.9791 15.3988 14.4022 12.0036 10.5823 11.4903 11.3216 10.3675 10.3419 11.0838 11.7513 10.0604 10.033 10.3236 9.14037 11.8976 10.696 16.9803 8.99468 14.439 8.88632 8.80657 8.70849 11.1669 8.45617 8.94529 19.8781 +threshold=0.0050469844418081266 0.017098497298207543 0.92804678448977718 0.9606198277950595 15.500000000000002 0.013827555255859133 0.00060291938333849261 0.77350427350427364 8.5000000000000018 0.82146664024750038 17.500000000000004 0.13484848484848486 0.060849744161066012 0.081307628989831696 0.86677849639516713 0.28149830090385541 0.18634259259259262 64.500000000000014 63.500000000000007 0.040936703276809518 0.23233326867055784 1.0000000180025095e-35 0.39565217391304358 0.0032524099409543495 0.089822344240756441 0.13961038961038963 0.0087133811727134938 0.019700325575685979 0.0017034100588937012 0.01903582386767939 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 5 6 -2 -5 -6 14 -11 12 -12 17 15 -10 -17 -13 -9 26 21 -21 23 27 -24 -26 -4 -22 29 -3 -right_child=2 28 19 7 8 -7 -8 18 9 10 11 13 -14 -15 -16 16 -18 -19 -20 20 22 -23 24 -25 25 -27 -28 -29 -30 -31 -leaf_value=-0.053888048086907087 0.0062600328142734495 -0.01417415709809749 0.0049651844715934805 -0.020098921655379267 0.017166695472120113 -0.010537549255339979 0.093309159740257247 -0.0054220955952318474 -0.043491797600397321 -0.0075082268266870346 0.063542405831056387 0.011426917606237985 0.016554612451091327 -0.010053597181771444 -0.0086588443810580382 0.00064145712831391701 0.25385830788868485 -0.0037963243082294478 0.018879142734104161 0.0080135895765602247 0.30420999721866243 -0.20001118866743722 0.037215190107996829 -0.11017749981428836 0.09360777485563905 -0.28519650918930611 -0.012759496905810838 0.11182909971032112 0.019866608237346442 -0.038223627203158778 -leaf_weight=349.96657774876803 10737.391080871224 1200.4250238472596 3041.1216162778437 959.56741889193654 608.01465580426157 1253.7172912918031 30.30276014842093 5906.7588491048664 119.27375612594187 3195.0709134303033 306.34339281544089 2879.3800632562488 542.27922736667097 1127.3763162847608 6925.1144724339247 6791.9555402845144 3.0796170793473712 1133.2424678336829 336.45358276739717 4030.8472647070885 5.3276435546576968 11.443963155150412 369.94490947388113 7.2432991713285437 10.136634595692158 10.118026494979858 774.74677351303399 48.600910559296608 115.96039563510567 400.71500732051209 -leaf_count=76699 73150 96267 18624 24153 4911 10193 231 54445 2428 36635 2620 30349 3963 8286 69646 66066 101 12211 2584 27958 28 48 2032 32 50 46 4177 229 8186 33632 -internal_value=0 -0.0236505 0.000729641 -0.000372964 0.000812785 0.00472763 0.00650501 -0.00624222 -0.00117874 -0.00166322 0.00236504 0.00763266 0.0335167 0.00335916 -0.00433634 -7.07162e-06 0.000756219 0.00712758 -0.00411248 0.00641618 0.0107042 0.00742466 0.0400745 0.102297 0.0303199 -0.0956204 0.00136649 0.130835 -0.0174877 -0.020193 -internal_weight=0 2067.07 51164.9 42855.3 35652.5 12021.4 10767.7 7202.78 23631.1 23023.1 9183.69 5988.62 848.623 5140 13839.4 6914.31 6795.04 4012.62 6243.21 8309.53 4493.66 4042.29 451.371 61.1719 390.2 20.2547 3815.87 53.9286 1717.1 1601.14 -internal_count=669980 214784 455196 401972 320790 83574 73381 81182 237216 232305 94064 57429 6583 50846 138241 68595 66167 42560 57029 53224 30423 28006 2417 289 2128 96 22801 257 138085 129899 +left_child=6 2 4 7 -2 -5 -1 17 -9 -10 -4 12 -6 15 23 -14 -17 18 -3 20 -19 25 -23 -13 -15 -16 -27 28 29 -8 +right_child=1 3 10 5 11 -7 27 8 9 -11 -12 14 13 24 21 16 -18 19 -20 -21 -22 22 -24 -25 -26 26 -28 -29 -30 -31 +leaf_value=-0.032172477140127456 0.034319278346447754 0.00123777664105224 -0.0021581046514083523 0.074210960652811991 0.0072627756850743453 0.384842377788502 -0.026584373512120413 0.16942490004034319 -0.0025908150642336707 -0.025870813547253901 0.019302524783909487 -0.013687205573002481 -0.005310618307220745 0.025462397364207835 0.018410095649014847 -0.011535363229456867 -0.029438746618917874 0.03828999045925098 -0.11563280426281053 0.081227266260604628 -0.091490794445148849 0.068319258433754845 0.38693097090274059 0.027022408619295425 -0.038945998864979375 0.49232566015134654 0.078737861529602701 -0.048045307007676119 -0.0096962039389194982 1.014549675809135 +leaf_weight=520.15218195947818 81.705822242423892 57558.455758344382 513.87700279150158 11.056800022721289 308.49021035805345 1.7255105450749386 435.12758275913075 3.8423970863223067 4983.7245827205479 218.04134396463633 400.58354696538299 156.41077830921859 1618.6578543717042 23.350271524861455 38.383285189047456 1174.3621798167005 443.79239615984261 42.824554737657309 8.7119360230863077 30.638611812144518 13.18552867695689 5.4125803839415303 1.9294083658605812 81.590795869007707 233.63752105180174 0.87829302623867933 2.5430393256247044 74.432426920626312 1374.2874768488109 0.18346135318279166 +leaf_count=69568 1392 305352 12557 162 10319 29 55203 18 31432 1007 8826 4194 39435 673 892 30748 12976 276 51 143 67 88 31 1644 5969 28 46 3736 73100 18 +internal_value=0 0.000400502 -0.00580555 0.000902497 -0.00866621 0.116144 -0.0187247 0.000879063 -0.00343895 -0.00356664 0.00724282 -0.00952505 -0.010907 -0.0125113 0.00877444 -0.0108772 -0.0164455 0.00126894 0.00122009 0.0337234 0.00773784 0.049965 0.152048 0.00026871 -0.0330938 0.0320366 0.18491 -0.0150119 -0.0136532 -0.0261456 +internal_weight=0 67957.8 5085.6 62872.2 4171.14 12.7823 2404.18 62859.4 5205.61 5201.77 914.461 4089.44 3802.29 3493.8 287.148 3236.81 1618.15 57653.8 57567.2 86.6487 56.0101 49.1466 7.34199 238.002 256.988 41.8046 3.42133 1884.03 1809.6 435.311 +internal_count=669980 468355 129818 338537 108435 191 201625 338346 32457 32439 21383 107043 100120 89801 6923 83159 43724 305889 305403 486 343 1085 119 5838 6642 966 74 132057 128321 55221 is_linear=0 shrinkage=0.1 @@ -3147,18 +3147,18 @@ shrinkage=0.1 Tree=165 num_leaves=31 num_cat=0 -split_feature=1 1 1 8 8 2 0 8 10 0 0 3 9 2 3 2 11 0 3 1 0 2 1 2 8 7 1 8 2 1 -split_gain=46.659 13.7231 13.0366 12.6866 14.9657 14.2412 11.9318 11.2057 81.1684 89.0197 16.1982 53.3625 10.7988 21.5781 24.0154 29.5496 24.6374 22.8965 18.6829 17.4737 11.8889 12.5909 10.2908 13.0164 9.89441 19.6297 20.7512 52.0474 28.2661 11.5028 -threshold=0.001653038648082808 0.00031921438403550404 0.076216061379914976 39.500000000000007 45.500000000000007 0.66863465235986319 0.46508427439233974 47.500000000000007 1.0000000180025095e-35 0.23729727672133719 0.0040524112610958252 0.92069004232458462 1.0000000180025095e-35 0.17280938527570208 0.87073434015099105 0.068440576328159322 1.0000000180025095e-35 0.0089366154569586742 0.95074962216338432 0.033976680187033474 0.02453763853563137 0.16001644067301837 0.0047723511998018385 0.0085461920867191069 32.500000000000007 0.21980676328502416 0.018343695040845404 36.500000000000007 0.73959387805775545 0.040936703276809518 +split_feature=1 1 8 8 3 0 6 8 10 0 0 0 1 1 5 5 3 4 1 4 5 6 5 2 2 11 0 2 7 0 +split_gain=59.8335 11.9667 16.9627 16.3551 11.7308 11.307 9.19093 8.25888 29.2531 41.1602 9.80413 43.768 8.25305 8.07163 7.85299 7.60606 9.65427 10.1049 11.3532 14.566 39.2724 12.7996 14.039 7.65004 7.34729 10.3524 9.52185 9.44664 10.133 11.5413 +threshold=0.0023117410987087447 0.020408775773148116 39.500000000000007 45.500000000000007 0.97224602103302826 0.030579989629427123 1.0000000180025095e-35 47.500000000000007 1.0000000180025095e-35 0.1388373957931181 0.0082964594256197902 0.003715522716919115 0.00045068408979114779 0.00031921438403550404 0.48809523809523814 0.098387096774193564 0.49205838248222783 0.075498575498575513 0.012430363750097343 0.25863991081382393 0.29285714285714287 0.37171052631578955 0.24264705882352944 0.59259359678358747 0.73959387805775545 1.0000000180025095e-35 0.0081016883970490335 0.75598426633497695 0.070367751060820383 0.017989365708982907 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 5 6 -2 22 8 9 10 -6 -12 -9 14 15 19 -16 18 -18 -14 -17 -22 -5 -24 -7 -26 -27 -28 -29 -30 -right_child=2 -3 -4 4 7 24 -8 12 -10 -11 11 -13 13 -15 16 20 17 -19 -20 -21 21 -23 23 -25 25 26 27 28 29 -31 -leaf_value=-0.079454290482198708 -0.0010682467761703508 -0.021545097064397077 0.0026816601688091747 -0.020413675859967451 -0.052736464248511875 0.0090948963518646796 -0.026311343429302927 0.00176549352136148 -0.090561098379631957 1.3365141885488452 0.17950743425697152 1.0660319687029163 0.98571301258228117 -0.032753559765455013 -0.040240185569317903 0.63385428878403072 0.26666779056037238 0.054845701206422383 0.99171149106223133 0.36943423378904733 -0.060849642221103797 0.50645239303654721 0.082914180356885261 -0.0050647023158738938 0.020773946623977177 0.05141247310510072 0.83308307305775975 -0.11026622097385141 0.37696827817755552 0.034750105409554616 -leaf_weight=43.442734411801212 4241.6431891010143 705.26121632894501 11621.771311592311 494.45399464084767 1.846545328386126 398.64850552822463 387.56034944439307 505.42029256396927 12.195377332624048 0.76358015788719136 5.8647927599959075 0.7678741356357931 0.82460162788629787 12.320289084454997 7.3609834769740683 0.40526663139462504 0.80222300346940778 1.8295306861400602 0.63807866722345352 1.0407593958079813 2.00523703545332 0.48605536436662067 16.957405724562705 2022.5452920813113 90.543188720708713 15.659464501310142 1.2774593755602817 2.7961770389229059 3.7026823684573174 1.3367950245738027 -leaf_count=28628 166954 191140 73853 66522 54 19665 23394 16746 396 37 153 20 29 527 157 9 18 34 25 13 119 21 474 74498 5002 1340 26 46 64 16 -internal_value=0 -0.0249052 0.000525046 -0.00251973 -0.00711155 0.00083664 -0.00997031 0.00794858 0.0788351 0.302345 0.209214 0.282142 0.00509811 0.0658772 0.144821 0.33145 0.0612231 0.289635 0.587875 0.641866 0.131544 0.0498319 -0.00747101 -0.0043332 0.0165573 0.0423549 0.121233 0.241208 0.144713 0.28619 -internal_weight=0 748.704 19853.5 8231.7 3476.09 4755.61 2921.52 554.571 21.4382 9.24279 8.47921 6.63267 533.133 27.713 15.3927 4.76192 10.6308 3.26983 1.4403 1.86536 2.89656 2.49129 2533.96 2039.5 513.964 115.316 24.7726 9.11311 7.83565 5.03948 -internal_count=669980 219768 450212 376359 183246 193113 164888 18358 660 264 227 173 17698 952 425 191 234 77 43 42 149 140 141494 74972 26159 6494 1492 152 126 80 +left_child=4 2 5 6 12 24 -4 8 9 10 11 -5 -1 -6 -9 -7 17 -17 19 20 21 22 23 -19 -2 -26 -27 28 29 -28 +right_child=1 -3 3 7 13 15 -8 14 -10 -11 -12 -13 -14 -15 -16 16 -18 18 -20 -21 -22 -23 -24 -25 25 26 27 -29 -30 -31 +leaf_value=-0.061605904022522841 0.005480711464176509 0.0018160457529259725 -0.0096699406398670588 -0.079378038729838979 -0.050082294143223752 -0.0066195650040578608 -0.026358073186045668 0.0058464408623582521 -0.063185874502368899 0.66878494630152374 0.00066732304069495787 0.80842343366104807 -0.023072553455087436 -0.00036680304140001511 0.14826690267531378 0.010594564473669629 -0.030206914563990023 0.73982879367888399 0.042238583818532266 0.073959966757748019 1.0908681576251014 -0.07683792319237101 -0.076859483058359837 0.29380286762141117 0.00088192296542843093 -0.059908225785034241 0.042392568822072582 0.06178836478185723 -0.077306051251405258 0.50297875590479213 +leaf_weight=58.700404885574244 1413.6273726904765 20426.839619314298 1677.7114998400211 1.4495024876669034 35.97369099012576 1270.343102524057 410.83904579980299 308.53140208823606 7.0555793507955968 1.6073022587224839 3.7841277243569493 0.90013325959444035 1046.5637333630584 354.21730694524013 3.9207969917915753 18.011523308698088 16.551650771871209 0.73448300547898193 9.0135498419404012 3.9752424764446914 0.59908889513462771 1.053270051255822 0.56377420760691155 0.80710463132709265 59.255055631510913 6.0947334119118741 0.83844275772571553 54.451198832131922 0.76327218953520048 1.5494268918409941 +leaf_count=15245 58785 147308 87582 35 23433 62021 25065 11740 266 39 95 18 161162 70268 69 477 404 26 161 152 17 41 24 25 2718 378 32 2311 29 54 +internal_value=0 0.000719609 -0.003527 -0.00969571 -0.0198567 0.00168684 -0.0129527 0.0110907 0.0840922 0.218328 0.10029 0.260734 -0.0251191 -0.00495033 0.0076336 -0.00509495 0.032652 0.0625852 0.118503 0.207397 0.348559 0.207767 0.350149 0.50631 0.00752004 0.0309669 0.0589539 0.0715304 0.239871 0.341255 +internal_weight=0 25700.9 5274.03 2415.8 1495.46 2858.23 2088.55 327.249 14.7966 7.74107 6.13376 2.34964 1105.26 390.191 312.452 1321.65 51.3097 34.758 16.7465 7.73296 3.75772 3.15863 2.10536 1.54159 1536.58 122.952 63.6971 57.6023 3.15114 2.38787 +internal_count=669980 399872 252564 124909 270108 127655 112647 12262 453 187 148 53 176407 93701 11809 63348 1327 923 446 285 133 116 75 51 64307 5522 2804 2426 115 86 is_linear=0 shrinkage=0.1 @@ -3166,18 +3166,18 @@ shrinkage=0.1 Tree=166 num_leaves=31 num_cat=0 -split_feature=2 6 3 6 6 2 7 4 2 6 10 0 1 4 6 6 4 6 4 6 6 6 9 7 7 4 4 4 6 7 -split_gain=88.3851 38.2498 45.8617 43.8211 44.0267 30.8579 28.7734 24.8787 23.4636 20.1182 25.2527 19.9428 19.0603 18.8684 33.9388 27.022 22.8655 46.5939 22.8612 22.4279 19.0754 34.7469 32.5034 32.0397 40.2749 35.84 26.1591 20.7829 18.5941 18.0265 -threshold=0.0133617253234276 0.31698564593301443 0.087612160102604378 0.082903780068728533 0.10620300751879701 0.11014111308360493 0.43167701863354041 0.10912698412698414 0.0033675896810706572 0.28801843317972359 1.0000000180025095e-35 0.0012043197910266811 0.0052792653716536983 0.64142857142857157 0.21702898550724639 0.16333333333333336 0.6300751879699249 0.27888888888888896 0.78619047619047622 0.14476190476190479 0.17976190476190479 0.16904761904761909 1.0000000180025095e-35 0.087500000000000008 0.11503436426116841 0.72970779220779225 0.66091954022988519 0.72970779220779225 0.22653958944281527 0.82843137254901966 +split_feature=2 1 2 8 8 8 2 0 10 8 3 10 12 8 2 10 1 8 5 3 8 8 8 3 2 0 8 8 8 0 +split_gain=13.0058 11.6506 23.9526 11.6651 12.994 11.4898 13.7655 13.7654 14.6018 13.6014 9.75184 18.6985 12.2358 32.2824 38.8253 22.2965 18.2731 12.6931 10.7946 11.3885 16.3278 37.5549 10.7292 10.6499 9.71011 9.20682 9.03027 8.89234 8.6883 16.0155 +threshold=0.0025292082774970985 0.027442770971085804 0.015828231182202418 49.500000000000007 58.500000000000007 40.500000000000007 0.23190078063967928 0.1388373957931181 1.0000000180025095e-35 47.500000000000007 0.16584454692134407 1.0000000180025095e-35 1.0000000180025095e-35 25.500000000000004 0.11769054939662692 1.0000000180025095e-35 0.19918800890047902 17.500000000000004 0.036375661375661381 0.017517961766468391 38.500000000000007 37.500000000000007 38.500000000000007 0.65838939573791799 0.04207814095412054 0.076218103190848166 39.500000000000007 78.000000000000014 47.500000000000007 0.0002918078770709701 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=8 3 -3 5 6 7 -5 -2 -1 13 -11 12 -4 16 15 18 29 -18 -15 -20 21 -17 -22 25 -25 -24 -26 -23 -16 -6 -right_child=1 2 11 4 9 -7 -8 -9 -10 10 -12 -13 -14 14 28 20 17 -19 19 -21 22 27 23 24 26 -27 -28 -29 -30 -31 -leaf_value=-0.050591834567138241 -0.0032867837802013269 0.015340350739067924 -0.028405330507138973 -0.097359189284701664 -0.0027896818827650455 0.00099583820664667934 -0.011666421696290884 -0.02309945324370714 -0.016768325509942748 -0.013874865120772441 -0.096254595495461018 0.0026363401522284417 0.30999808409498364 -0.068856072446279712 -0.13020701349945152 0.033590373440070445 -0.026369683113956811 0.2467635117232202 -0.0057165615510068879 0.2213162612354177 -0.056555864087760359 0.40281108235552487 0.37010871456656685 -0.13444157633066811 -0.064044566121129839 0.059687068859901216 0.2191288553894257 0.10262217041575819 -0.04615138718606443 -0.034143372830335104 -leaf_weight=230.89046523533762 13705.374117836356 3258.6671205274761 244.36419840529561 96.339194370433688 2436.0535225328058 55561.874571271241 66.045953657478094 664.51351274177432 1835.8383757919073 103.2729065194726 58.170287124812603 13079.17230020836 1.6758220903575409 86.613397689536214 34.393214449286461 42.64721355214715 14.669980905950069 10.876172386109829 33.724457044154406 4.9957837723195544 52.319442551583052 4.4583731442689878 5.8422941416502026 12.765551947057249 5.2548026740550986 10.235392384231089 8.6033121496438962 4.7779204174876213 112.08006739243865 198.29903007298708 -leaf_count=18766 170194 22706 4496 632 15367 278316 488 8500 76680 641 311 68870 33 543 193 258 71 46 231 28 303 24 30 76 29 55 45 31 678 1339 -internal_value=0 0.000369166 0.00470629 -0.000611635 -0.0116939 -7.24401e-05 -0.0625059 -0.00420299 -0.020547 -0.00914735 -0.0435575 0.00210574 -0.0261004 -0.00734288 -0.0270746 -0.00619148 -0.00423678 0.0899157 -0.0403004 0.0235758 0.0229091 0.0716748 -0.00371808 0.0610209 -0.00629247 0.172488 0.111753 0.247524 -0.0658884 -0.00514981 -internal_weight=0 89918.1 16583.9 73334.2 3402.44 69931.8 162.385 14369.9 2066.73 3240.05 161.443 13325.2 246.04 3078.61 418.711 272.238 2659.9 25.5462 125.334 38.7202 146.904 51.8835 95.0208 42.7014 26.6237 16.0777 13.8581 9.23629 146.473 2634.35 -internal_count=669980 574534 96105 478429 21419 457010 1120 178694 95446 20299 952 73399 4529 19347 2524 1653 16823 117 802 259 851 313 538 235 150 85 74 55 871 16706 +left_child=28 27 -3 5 24 10 -7 9 -9 -8 11 18 -12 15 -15 16 17 23 19 20 21 -4 25 -14 -5 -16 -20 -2 -1 -30 +right_child=1 2 3 4 -6 6 7 8 -10 -11 12 -13 13 14 22 -17 -18 -19 26 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 +leaf_value=-0.042765040352111448 0.00088611232295417858 -0.022402126497257695 0.0319095298819582 0.20119029097832791 -0.019625909683460271 -0.024263848242439028 -0.083070857235555143 -0.02936686820352831 0.032525030958603152 0.019842802806183998 0.00065199062533077769 -0.011758383055959904 -0.010266155929468977 -0.027765448547125034 0.0049611899290273632 0.031279636004801041 0.018198765146356748 0.038394754652207215 -0.024132085953223793 0.0053881592321289922 -0.034765387937129709 0.5778103599170058 -0.0025587701863913695 0.0053498904909820809 0.05030636745600961 -0.023992953713859577 0.0052295404753731995 -0.073455749644884591 0.15030668387668411 -0.046307253462236984 +leaf_weight=106.12993132602423 98066.558623579331 542.87102867010981 3.5150544904172403 4.6283877938985816 28.9806366879493 467.99267169460654 13.506544403731821 202.01541323214769 46.984383702278137 261.05001349747181 7136.5592561624944 819.69310047477484 1346.7552416026592 1015.7139752805233 143.2019839733839 255.7865723669529 465.24862945452332 69.096765376627445 234.10441167652607 5380.1024618372321 4.1812401972711086 1.9644998237490652 2616.6883794367313 646.30248423665762 54.353038676083088 471.13681683689356 189.5647886171937 16.092387200333178 7.0003819139674333 10.149931655265389 +leaf_count=9392 533112 13822 38 66 268 3858 54 718 161 882 33777 4072 5723 9610 567 1416 3260 319 1354 26457 45 19 10856 5178 238 2096 1132 279 394 817 +internal_value=0 0.000403789 -0.00165273 -0.00113789 0.0352052 -0.00128459 -0.0118015 -0.000661682 -0.0176883 0.0147801 -0.000783233 0.00238114 -0.00226488 -0.00522598 -0.0107119 0.00314476 0.000297361 -0.00374143 0.00437481 0.00558295 0.11406 0.227623 -0.00535093 -0.00520223 0.0621465 -0.0172438 -0.0109946 0.000873915 -0.0320932 0.0339462 +internal_weight=0 120505 22422 21879.1 87.9621 21791.2 991.549 523.556 249 274.557 20799.6 6633.13 14166.5 7029.93 4246.74 2783.19 2527.4 2062.15 5813.43 5389.76 9.66079 5.47955 3231.03 1993.06 58.9814 614.339 423.669 98082.7 123.28 17.1503 +internal_count=669980 659377 125986 112164 572 111592 5673 1815 879 936 105919 33117 72802 39025 23129 15896 14480 11220 29045 26559 102 57 13519 10901 304 2663 2486 533391 10603 1211 is_linear=0 shrinkage=0.1 @@ -3185,18 +3185,18 @@ shrinkage=0.1 Tree=167 num_leaves=31 num_cat=0 -split_feature=3 3 2 3 8 8 7 5 2 0 1 9 1 4 8 8 0 0 8 10 0 12 8 3 6 8 1 3 2 7 -split_gain=152.829 75.8533 49.4862 38.9361 33.3455 34.5693 30.1665 29.8564 26.5469 23.595 26.6228 23.0942 25.0201 21.8894 21.4046 24.4193 23.0607 21.5317 21.1006 20.6859 29.6646 28.1593 43.7518 27.4099 22.1093 20.1269 40.8455 21.7786 20.3359 19.8829 -threshold=0.98160402065195196 0.085227728634247588 0.19076083981042186 0.99545084297281494 41.500000000000007 48.500000000000007 0.29520697167755999 0.12916666666666668 0.05639940601995113 0.19979306634960378 0.0010863138789596763 1.0000000180025095e-35 0.0023117410987087447 0.033908045977011504 59.500000000000007 58.500000000000007 0.025245518754972645 0.085979126407716058 40.500000000000007 1.0000000180025095e-35 0.79218779667370998 1.0000000180025095e-35 39.500000000000007 0.0481944817923304 0.07417582417582419 18.500000000000004 0.84264757925280087 0.034090029045624547 0.012927214920130917 0.13574938574938578 +split_feature=3 3 8 2 1 7 8 2 2 3 0 7 0 7 6 4 9 2 5 4 12 8 1 8 12 0 10 0 8 8 +split_gain=28.5924 11.8337 13.1591 12.2078 16.1028 10.1621 9.72049 10.3466 9.3286 9.17116 9.13734 9.00496 14.0188 13.9201 16.6757 13.8584 10.9657 12.077 9.6246 11.4107 9.60634 8.95737 8.69287 8.62033 11.19 10.8542 12.2902 8.57053 8.20724 17.6053 +threshold=0.03937686376418139 0.11219453572171147 40.500000000000007 0.057785457399805201 0.0098025105047879185 0.56696428571428581 15.500000000000002 0.050682483372512487 0.0030823298178235124 0.99622965299413935 0.68498205019537683 0.49074074074074076 0.0011588453391082434 0.45804195804195807 0.42206477732793529 0.32738095238095244 1.0000000180025095e-35 0.70396999548996608 0.19523809523809527 0.23904761904761906 1.0000000180025095e-35 10.500000000000002 0.0035641808577448761 14.500000000000002 1.0000000180025095e-35 0.11453585753929921 1.0000000180025095e-35 0.010383107181019525 89.500000000000014 78.000000000000014 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 13 6 29 9 11 7 -3 -8 -4 -11 -6 -13 18 15 17 -17 -7 19 20 21 22 -1 -24 -25 26 27 -23 -29 -2 -right_child=3 2 4 -5 5 14 8 -9 -10 10 -12 12 -14 -15 -16 16 -18 -19 -20 -21 -22 25 23 24 -26 -27 -28 28 -30 -31 -leaf_value=-0.014707913915230736 0.014235710842602611 0.0020377835332810843 -0.00027849452684347104 0.055229994180766455 -0.017413881704666956 0.054036329569328662 0.018560764314445272 -0.020867149329046084 0.0049325463425289907 0.10687653145857204 -0.0061842312440318313 0.080133329616281099 -0.094076442359822807 -0.021806395386602985 -0.025178463676173934 0.033309037855452563 0.18845729824480051 -0.037016953572598647 -0.036859206821638589 -0.019754327092599736 0.018739866067419782 -0.043502825378054728 0.092678750043736047 0.024192051934057334 -0.013274534061381625 -0.017048195818823334 -0.049260046018295367 0.22378185399747924 0.016164196412015445 0.036664028934581497 -leaf_weight=682.61249107122421 1934.0288604237139 29986.354015782475 38868.074683010578 334.05791859701276 1538.2623235136271 68.926904782652855 2020.915942909196 580.09780443832278 4882.8768755234778 20.874878592789173 9116.332916483283 9.3684505969285947 68.69272018969059 1334.4992075152695 65.082941859960556 18.806056775152683 19.528707720339298 41.672779768705368 239.0422324873507 995.90151943638921 515.75855549424887 64.182403549551964 47.748654078692198 627.16920887678862 210.3207001760602 2232.1883190795779 131.57386042922735 4.7561651244759551 584.12306295707822 496.79589074477553 -leaf_count=7681 53020 196684 178958 15814 8530 314 22809 3432 29532 117 51390 50 486 18320 380 86 93 269 3600 12375 7100 1256 572 4990 1766 26681 1815 52 5934 15874 -internal_value=0 -0.000631739 0.000205893 0.0232186 -0.00185851 -0.0151058 0.00295155 0.00160309 0.00892187 -0.00135341 -0.00592593 -0.0201066 -0.0731688 -0.0101665 0.0226617 0.0435675 0.112346 0.0197284 -0.00771461 -0.00657183 -0.00399783 -0.00655574 0.00431551 0.0189846 0.014783 -0.0122056 0.00157114 0.0118122 0.017841 0.0188195 -internal_weight=0 94975.7 87305.9 2764.88 49835.6 1830.34 37470.2 30566.5 6903.79 48005.3 9137.21 1616.32 78.0612 7669.88 214.017 148.934 38.3348 110.6 6335.38 6096.33 5100.43 4584.67 1567.85 885.239 837.49 3016.82 784.635 653.062 588.879 2430.82 -internal_count=669980 585272 493130 84708 240673 10208 252457 200116 52341 230465 51507 9066 536 92142 1142 762 179 583 73822 70222 57847 50747 15009 7328 6756 35738 9057 7242 5986 68894 +left_child=-1 2 3 8 21 -4 7 -3 -2 10 11 13 -13 28 15 27 18 22 20 -20 -14 -5 -18 24 -23 -26 -27 -15 29 -8 +right_child=1 6 5 4 -6 -7 9 -9 -10 -11 -12 12 16 14 -16 -17 17 -19 19 -21 -22 23 -24 -25 25 26 -28 -29 -30 -31 +leaf_value=-0.012065513217069565 0.067738735348101417 0.0083244687274984502 -0.026242548543054491 -0.053501414946346838 -0.0089810246437735785 0.016663635547654956 1.629416307051143e-06 -0.01074943746376552 0.0048281550186358609 0.023946374773668483 0.013256217373137997 0.015915857987231996 0.00071034218966749209 -0.23407323879474276 0.0036098480938756175 0.021247129232666098 -0.041339197793839322 0.064978057552531554 -0.015275955105347469 0.04972646780497577 0.0052871887988465626 -0.002880515998565333 -0.0083255227758980196 -0.00090166941088442936 0.032029087711842145 0.20353961044463043 -0.0071200027838901267 -0.099509567576773761 -0.064016449181054078 0.1080202926250782 +leaf_weight=1973.741789361462 23.90949472039938 355.38497741520405 371.36200171336532 32.068125188350677 3526.0615417510271 64.838419880717993 89126.865484309383 1423.629458732903 1662.5555067136884 166.74585965462029 556.65839865803719 727.19837933406234 11984.575362717733 6.7999648526310983 30.397903623059392 6.9506147596985093 117.04645052924752 18.032825067639351 473.13525442965329 28.64035165682435 7428.3831791616976 44.276101611554623 250.35785035043955 7261.8046193271875 25.320724211633205 9.6360680833458883 3.8864447325468054 15.572614863514898 20.018950704485178 15.091033473610876 +leaf_count=29020 133 3160 3628 259 24428 567 422426 5416 10840 10358 2687 17612 49266 26 153 41 519 73 2006 119 33812 360 997 51534 184 65 32 58 120 81 +internal_value=0 6.45003e-05 -0.00278928 -0.00219765 -0.00342234 -0.0198648 0.000394185 -0.00693914 0.00572006 0.000511747 0.000476481 0.000411955 0.0022736 -2.67881e-05 -0.0482895 -0.102091 0.0017849 -0.0149213 0.00210824 -0.0115657 0.00246168 -0.000765397 -0.0188429 -0.00053515 0.0314862 0.0706597 0.142995 -0.140409 5.53846e-06 1.99161e-05 +internal_weight=0 125777 13025.7 12589.5 10903.1 436.2 112751 1779.01 1686.47 110972 110806 110249 21027.4 89221.7 59.7211 29.3232 20300.2 385.437 19914.7 501.776 19413 7376.99 367.404 7344.92 83.1193 38.8432 13.5225 22.3726 89162 89142 +internal_count=669980 640960 92030 87835 76862 4195 548930 8576 10973 540354 529996 527309 104404 422905 278 125 86792 1589 85203 2125 83078 52434 1516 52175 641 281 97 84 422627 422507 is_linear=0 shrinkage=0.1 @@ -3204,18 +3204,18 @@ shrinkage=0.1 Tree=168 num_leaves=31 num_cat=0 -split_feature=0 1 4 7 3 6 0 8 8 2 8 0 8 8 7 11 12 8 1 8 2 2 8 8 8 8 0 2 1 1 -split_gain=100.778 38.4724 25.0179 24.6142 23.2459 25.923 22.2861 20.4538 24.0302 18.6037 17.9032 16.0515 15.7005 15.4264 15.9352 14.1629 17.4701 32.2649 40.2684 24.5374 33.9479 23.413 23.1389 21.0828 21.6868 20.6681 20.5603 28.5669 20.1444 20.1262 -threshold=0.0021888403176580956 0.00083047647103313158 0.10620300751879701 0.04210992907801419 0.13020404387756693 0.085144927536231887 0.029767904324140636 64.500000000000014 49.500000000000007 0.0062255922589185908 38.500000000000007 0.00058426790578331529 8.5000000000000018 44.500000000000007 0.73508771929824568 1.0000000180025095e-35 1.0000000180025095e-35 17.500000000000004 0.10837757891215431 32.500000000000007 0.18332592523951569 0.17632637931153258 38.500000000000007 15.500000000000002 14.500000000000002 46.500000000000007 0.19979306634960378 0.076913834370021528 0.0043175886502549417 0.0075011363919761558 +split_feature=0 1 3 1 8 8 0 3 1 2 0 2 11 1 8 12 8 2 2 3 0 10 10 8 1 8 0 2 11 8 +split_gain=74.0289 17.7016 16.2207 15.3142 16.3894 22.0821 16.5326 18.7777 31.7429 59.4263 119.02 19.908 18.881 19.77 15.5523 25.111 44.5523 49.9846 85.1606 99.5374 101.114 15.2054 14.7031 14.2905 13.49 22.6583 16.8878 13.1475 14.3397 13.7913 +threshold=0.0089366154569586742 0.00060291938333849261 0.96879786550279945 0.01610090025168438 41.500000000000007 39.500000000000007 0.0026058749313143431 0.45928968000661136 0.0012833679548992728 0.33291781402812398 0.0044007669171888409 0.11507268681492173 1.0000000180025095e-35 0.0007982211056874023 31.500000000000004 1.0000000180025095e-35 32.500000000000007 0.049430903611040765 0.015299555006901422 0.97115217405561249 0.0030756432581758968 1.0000000180025095e-35 1.0000000180025095e-35 38.500000000000007 0.0013060153356357759 13.500000000000002 0.73698572325193479 0.83927177908205797 1.0000000180025095e-35 41.500000000000007 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=11 -2 3 4 5 7 -5 8 -3 -6 -7 -1 -8 -4 -15 -11 23 21 19 20 -19 29 -20 24 -17 26 -25 -28 -27 -18 -right_child=1 2 13 6 9 10 12 -9 -10 15 -12 -13 -14 14 -16 16 17 18 22 -21 -22 -23 -24 25 -26 28 27 -29 -30 -31 -leaf_value=-0.064286095676167859 -0.01865516644182966 0.0061397111189820906 0.0049250078367729213 -0.017925576646454444 -0.053251337570411054 -0.026692168990292961 0.2100738793630999 0.089735304716273445 -0.053472287756434894 0.0015831254477897457 -0.00095612757706258389 -0.028852369325607183 -0.0032075862574043636 0.024783811171424017 0.1787559460323338 0.0044525600464941596 -0.024143383301460583 0.0922782863748422 0.018174229601637507 0.010216116628181187 0.007540644014707081 -0.02430008162068489 -0.027637975088606749 -0.013909471564327877 0.075363128979655955 0.042669295320074602 0.070752326355748268 -0.0037381477550278703 0.00021592687176189481 0.0076286861633479757 -leaf_weight=163.31164765823632 1046.8843524567783 10631.428731203079 7984.3876689570025 1218.6732745850459 67.916089526377618 400.70919237285852 3.4535049796104422 29.084114719182253 68.055310275405645 11999.18491932191 830.55606797710061 588.66670579556376 5955.112872030586 281.76633421704173 6.8858924247324458 151.70904441084713 266.26792224962264 89.751657050102949 147.39925310201943 2296.192313907668 99.904584585689008 664.09567945357412 437.45583058707416 3711.8878385871649 60.26105431932956 143.00387836527079 52.59291909635067 2438.7303496599197 511.76066899113357 793.62205355241895 -leaf_count=39837 45019 71841 52663 44159 3232 3156 20 226 435 135297 6520 90176 42667 1735 57 1319 6699 858 963 26568 890 7071 3321 57616 530 2171 236 11257 4701 8740 -internal_value=0 0.00032248 0.000709443 -0.000258034 0.000811006 0.004411 -0.00560403 0.00598819 0.00576054 -0.000988082 -0.0093318 -0.0365477 -0.00308397 0.00574605 0.0284569 -0.000839341 -0.00328928 0.00137031 0.00751688 0.0130714 0.0476413 -0.00957774 -0.0160921 -0.00644932 0.0246118 -0.00740937 -0.00919293 -0.00216562 0.00948796 -0.000353164 -internal_weight=0 52388.7 51341.8 43068.8 35891.6 11959.8 7177.24 10728.6 10699.5 23931.7 1231.27 751.978 5958.57 8273.04 288.652 23863.8 11864.6 4794.69 3070.7 2485.85 189.656 1723.99 584.855 7069.95 211.97 6857.98 6203.21 2491.32 654.765 1059.89 -internal_count=669980 539967 494948 440493 353647 82178 86846 72502 72276 271469 9676 130013 42687 54455 1792 268237 132940 55110 32600 28316 1748 22510 4284 77830 1849 75981 69109 11493 6872 15439 +left_child=1 -1 24 4 5 14 -6 -8 9 11 -11 12 -9 -14 -3 -16 17 18 -17 -20 -21 -7 -10 -18 25 -2 -27 29 -29 -26 +right_child=2 3 -4 -5 6 21 7 8 22 10 -12 -13 13 -15 15 16 23 -19 19 20 -22 -23 -24 -25 27 26 -28 28 -30 -31 +leaf_value=-0.028457889470427794 0.11078265477575107 -0.0064642537185643015 0.059655660598799745 -0.030720148987149632 -0.027357719498220717 -0.023001252796175067 -0.056371939945156248 0.012737058503900537 0.0085849118938657442 1.3290545567020571 0.072665011823603687 -0.040043800567769038 0.056128357389854659 0.32217748246842515 -0.031291959279139407 0.059778060546311219 0.063942086444913573 -0.04182687434376136 0.43135951892489405 0.52480205645312816 2.8256021389946255 0.012137105592192297 0.11727126224725454 0.0059044277142331824 0.00022843782610067225 -0.0087376949024943178 0.047253732663160783 -0.00025003569233823835 0.016785904246898097 0.0070368823288514491 +leaf_weight=631.80824088747613 16.30832451581955 1446.1347472020425 46.466912601143122 334.0660825506784 57.88354199193418 1242.3252915386111 19.653761582449079 6.6724749207496723 94.259053309448063 1.2091760393232101 2.0030147973448038 8.1396448593586666 4.4590505724772811 7.4758057938888669 68.08354186010547 2.2116519995033732 72.193495456129313 2.8606627192348242 1.3772637783549728 0.33298514038324345 0.44798513408750296 136.70137053541839 14.340486827306448 102.89173005823977 58401.439160381444 2398.3523348979652 55.105725184082985 925.67648531682789 1059.7406797688454 3134.8499053725973 +leaf_count=74999 151 86123 966 12227 5633 62912 724 226 2720 39 58 264 125 184 2732 226 3099 104 56 25 21 4576 373 4708 329709 37394 267 10833 11782 16724 +internal_value=0 -0.0130113 0.000593363 -0.0103197 -0.00824924 -0.0101196 0.0183711 0.0351014 0.0480764 0.139205 0.545612 0.0903975 0.147458 0.222777 -0.00248017 0.0205291 0.0398811 0.283136 0.495867 0.94275 1.8446 -0.019518 0.0229369 0.0298353 0.000551776 -0.00669919 -0.0074801 0.000833698 0.00884311 0.000575281 +internal_weight=0 4257.53 66037.9 3625.72 3291.66 3075.56 216.096 158.212 138.559 29.9592 3.21219 26.747 18.6073 11.9349 1696.53 250.399 182.316 7.23055 4.36989 2.15823 0.78097 1379.03 108.6 175.085 65991.5 2469.77 2453.46 63521.7 1985.42 61536.3 +internal_count=669980 262154 407826 187155 174928 164582 10346 4713 3989 896 97 799 535 309 97094 10971 8239 432 328 102 46 67488 3093 7807 406860 37812 37661 369048 22615 346433 is_linear=0 shrinkage=0.1 @@ -3223,18 +3223,18 @@ shrinkage=0.1 Tree=169 num_leaves=31 num_cat=0 -split_feature=1 1 0 10 2 3 8 1 0 0 1 2 10 0 0 2 3 7 1 8 2 1 8 1 3 1 8 5 12 11 -split_gain=39.8957 13.999 14.0106 15.1223 55.0683 81.2916 77.2822 44.2043 62.6678 21.5753 14.2748 13.3636 16.6298 11.9153 15.7836 11.952 44.1059 45.4932 17.3049 23.432 31.5195 23.4354 11.4653 10.7806 20.6448 10.6128 12.001 10.6027 10.5173 10.1897 -threshold=0.0011070650392843091 0.0098025105047879185 0.019443451558809517 1.0000000180025095e-35 0.50760144110495231 0.31737872782588666 39.500000000000007 0.0045823954528479349 0.012961955050666496 0.00098947302277857118 0.0013298654492382349 0.43408251583188612 1.0000000180025095e-35 0.1388373957931181 0.18014650328211598 0.14466395657691297 0.650982933070683 0.44722222222222224 0.003706120562552278 37.500000000000007 0.40725176028344584 0.0031893408409586648 23.500000000000004 0.003706120562552278 0.67354828646106291 0.0053890018577956505 17.500000000000004 0.31009615384615391 1.0000000180025095e-35 1.0000000180025095e-35 +split_feature=1 3 1 5 6 6 3 11 2 8 0 8 8 1 12 2 2 1 1 1 8 2 8 1 0 5 4 6 1 8 +split_gain=51.9788 15.6433 12.1407 8.25875 8.18525 7.87022 7.58009 12.3086 9.23551 8.66329 13.0227 20.2163 11.7147 10.6448 13.7049 19.8243 8.98776 8.27006 14.512 7.78333 9.85932 9.84884 7.52368 10.2459 7.91711 7.31387 7.66526 11.6798 7.08074 7.36826 +threshold=0.0038503149877588496 0.83731704867036083 0.00031921438403550404 0.054093567251461992 0.29099462365591405 0.07417582417582419 0.77884646467999707 1.0000000180025095e-35 0.01854295618099824 41.500000000000007 0.027391036056523477 46.500000000000007 39.500000000000007 0.10837757891215431 1.0000000180025095e-35 0.045688057837906117 0.19821811744301146 0.0098025105047879185 0.01610090025168438 0.045242535598563609 89.500000000000014 0.19435759741937519 25.500000000000004 0.0010282115552024465 0.18014650328211598 0.080128205128205135 0.46410256410256417 0.13961038961038963 0.026414580882012335 9.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=-1 2 3 -2 9 25 28 -8 -9 10 -5 12 13 -4 15 -15 18 22 19 20 21 -17 23 -18 -25 26 29 -16 -7 -6 -right_child=1 -3 11 4 5 6 7 8 -10 -11 -12 -13 -14 14 27 16 17 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.029754565520025623 -0.0034712798128979298 0.0013435593251735394 -0.024869580672780014 0.48956043286544731 0.027309587796189184 -0.10170194997228632 0.15358402133328372 2.1600240867865721 0.81516480223762366 0.0057998632254453895 0.11588804065764841 -0.0040072895426922469 -0.048704467557397407 -0.046990998207083329 -0.0044776761588488515 0.10866901952237269 1.3278043019917689 2.1992759083821145 0.023600261122442828 0.014996626699171173 2.180699541207797 1.3978834531560107 0.1002655528243567 1.1665952328295364 -0.10121542966093162 -0.10278232998661647 -0.041359514715730072 0.24495661106857863 0.46119426184678114 0.48564884677353748 -leaf_weight=452.1784301350126 1365.1081884889863 17313.458324427716 289.40867102425545 1.1740429610945264 0.76248225336894271 0.88012203667312883 0.3931470913812517 0.57479819282889344 0.87233704514801502 161.6160332034342 7.9108173726126552 646.24260306218639 195.34740836010315 3.6958490717224768 118.01448993082158 0.47795875044539371 0.21002565743401536 0.17388531379401673 7.9959543757140636 0.8638419914059341 0.1314983693882823 0.20000265166163445 0.49655974749475718 0.23659403016790748 0.28097168495878577 2.6067765951156616 1.6551876554731277 1.7290983735583711 0.53291626926511526 1.3331082500517368 -leaf_count=161557 140164 213015 25158 140 48 62 57 37 48 13049 458 72146 28450 404 13611 89 37 20 644 146 20 21 53 18 25 113 191 107 38 54 -internal_value=0 0.000280836 -0.00626484 0.000123847 0.0273419 0.260245 0.666803 1.09389 1.34934 0.0142289 0.164178 -0.0140666 -0.0245642 -0.01344 0.0111522 0.108711 0.160707 0.685714 0.0847986 0.377238 0.763816 0.488995 0.470719 0.723543 0.478337 0.0521989 0.15991 -0.000875843 0.11059 0.318882 -internal_weight=0 20124.4 2810.93 1545.42 180.312 9.61088 3.25332 1.84028 1.44714 170.701 9.08486 1265.51 619.263 423.915 134.507 14.7631 11.0673 1.39804 9.66926 1.6733 0.80946 0.677961 1.22415 0.727591 0.517566 6.35755 3.75078 119.744 1.41304 2.09559 -internal_count=669980 508423 295408 154459 14295 648 242 142 85 13647 598 140949 68803 40353 15195 1477 1073 153 920 276 130 110 133 80 43 406 293 13718 100 102 +left_child=1 22 -3 5 -4 6 19 8 -8 12 11 -11 13 16 -15 -16 -10 -12 -19 20 -2 -21 23 -1 -25 26 -5 -28 -7 -30 +right_child=3 2 4 25 -6 28 7 -9 9 10 17 -13 -14 14 15 -17 -18 18 -20 21 -22 -23 -24 24 -26 -27 27 -29 29 -31 +leaf_value=-0.050193684406551781 -0.0039529739646097994 -0.055936973177503804 -0.00098646751923617097 0.042694614321683741 -0.030515789328906601 -0.013102253587328222 0.02364986761522743 -0.00090848945297587963 0.0078282491207413759 0.27629147076950189 -0.076661875526876908 0.0010767899792669307 -0.0099088115120960045 -0.0010486958739514623 0.14187252174009163 -0.04665976932766093 0.29833675875489063 0.23841102549140691 0.06615214806838679 -0.00026691182181939199 0.14139421922343684 0.0059063250650710939 -0.0275083007509428 0.0058825884726052399 -0.041730075069557858 0.0066182873377797179 0.45937107441157266 0.030551666411070696 0.15809838368477971 -0.001650222043420543 +leaf_weight=51.805261783534661 3824.8727141730487 46.917885533650406 939.37530750920996 21.272081436589364 104.29114623530768 744.71303816419095 446.9931780193001 1595.8960998142138 740.91622768808156 2.7800000868737689 2.6405998934060362 66.886930835433304 379.17215922661126 25.563100151717663 23.841450676321987 7.2804628610610953 1.0664945766329754 6.511226903647187 19.64935540035367 9964.9368530865759 4.6726580150425425 3489.357917457819 877.51201894320548 223.30157938157208 41.39843493513763 1839.719104600139 1.1661917595192783 1.3948835204355416 2.8923136889934531 1663.2690439131111 +leaf_count=10561 120633 27693 139176 258 17609 32738 8488 35306 17171 31 117 1197 10161 163 141 45 39 79 151 47414 35 25321 120440 23755 4695 12504 20 24 27 13988 +internal_value=0 -0.0148327 -0.00617434 0.000928406 -0.00393726 0.000409929 0.00104252 0.0054195 0.0112797 0.00694732 0.0354417 0.012059 0.00456517 0.0114368 0.0532051 0.0977685 0.00824581 0.0920018 0.109026 0.000201957 -0.00377563 0.00133411 -0.022741 -0.00952359 -0.00156392 0.00733133 0.0623725 0.225816 -0.00499608 -0.00137291 +internal_weight=0 2284.6 1090.58 24877.5 1043.67 23013.9 20603 3319.2 1723.3 1276.31 98.4681 69.6669 1177.84 798.668 56.685 31.1219 741.983 28.8012 26.1606 17283.8 3829.55 13454.3 1194.02 316.505 264.7 1863.55 23.8332 2.56108 2410.87 1666.16 +internal_count=669980 343929 184478 326051 156785 313245 266492 73089 37783 29295 1575 1228 27720 17559 349 186 17210 347 230 193403 120668 72735 159451 39011 28450 12806 302 44 46753 14015 is_linear=0 shrinkage=0.1 @@ -3242,18 +3242,18 @@ shrinkage=0.1 Tree=170 num_leaves=31 num_cat=0 -split_feature=2 1 2 10 9 3 8 12 8 1 7 8 8 8 1 0 1 1 6 3 0 2 3 7 3 5 9 3 2 0 -split_gain=73.7619 32.4314 29.5052 23.9547 47.7379 46.361 36.8708 57.9033 55.5758 33.9754 33.133 31.6226 31.6098 30.8358 27.5534 27.1021 58.8562 26.2971 24.6516 29.8276 24.156 23.6762 23.4315 23.4028 22.7876 40.9074 30.0741 22.7741 22.0195 24.1388 -threshold=0.02676832611572939 0.027442770971085804 0.0033675896810706572 1.0000000180025095e-35 1.0000000180025095e-35 0.11219453572171147 34.500000000000007 1.0000000180025095e-35 39.500000000000007 0.003074389427157642 0.36754385964912284 25.500000000000004 55.500000000000007 20.500000000000004 0.00086433534776166542 0.32541934737966138 0.0053890018577956505 0.001008387740506585 0.53708791208791218 0.10184970661066055 0.66181430293257903 0.44139309176609126 0.37165386310456511 0.28801843317972359 0.28881018432930922 1.0000000180025095e-35 1.0000000180025095e-35 0.030372011075534371 0.11769054939662692 0.069465387068642623 +split_feature=6 6 5 5 0 6 7 7 9 4 8 2 0 2 9 1 2 0 4 6 6 1 3 12 12 0 2 2 0 8 +split_gain=11.2457 15.5189 13.0536 12.9354 12.633 11.5869 12.9691 10.9489 11.2844 31.0667 10.648 9.47004 9.95009 27.2346 12.2811 9.92986 9.11927 9.96262 9.10204 9.80663 15.0179 8.98703 19.5046 29.2016 9.67643 9.03778 8.25381 7.79839 7.70891 7.95059 +threshold=0.31698564593301443 0.31909090909090915 0.025320512820512824 0.080128205128205135 0.71168591046091711 0.28801843317972359 0.69782608695652182 0.057983193277310933 1.0000000180025095e-35 0.59761904761904772 78.000000000000014 0.0036400641134801352 0.0068429123289504437 0.03369196482344778 1.0000000180025095e-35 0.076216061379914976 0.1077557612919689 0.61669938701511817 0.77951388888888895 0.094130675526024374 0.063508064516129045 0.71441489371405154 0.042998076775577404 1.0000000180025095e-35 1.0000000180025095e-35 0.14335164815645299 0.011239401872280804 0.082205425798379861 0.011749020176541681 16.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 -1 5 17 6 21 18 -9 -6 11 15 14 27 -13 -7 20 -5 19 -8 -17 -2 -12 -4 25 -3 28 -11 -26 -30 -right_child=1 24 23 4 9 10 7 8 -10 13 22 12 -14 -15 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 26 -27 -28 -29 29 -31 -leaf_value=-0.047965490776438711 0.04035495302122763 0.0021622394981119417 -0.0070805577827256945 0.022633634395711213 -0.0074261077713804295 -0.0032842429187949725 -0.014842705379469204 -0.0093744293947722497 0.017883797580399909 0.079973001683076445 0.0030880689807005306 0.012234408148263876 -0.061080394365598367 0.0036679358294881234 0.0031888626028771412 0.047110523623283454 -0.0044655990913197484 -0.0094464542086498769 0.015993016973596525 0.014195402064077108 0.18430664124498991 0.014089093247472192 -0.006640919203047423 -0.025635219262526262 -0.018027066175272121 -0.026680909423252332 0.01972539785106403 0.020017959675159222 0.0026884108754593791 -0.01064393342898399 -leaf_weight=219.77069217618555 391.08254531025887 7524.7685490436852 3738.8950939755887 266.0738802626729 1625.3766753040254 10428.009630594403 2128.9617798104882 962.17493883147836 3359.9803177751601 67.312663860619068 3576.9984888508916 3985.5041195787489 73.502641670405865 2452.6501465141773 21716.437916688621 253.68386984616518 481.83609304577112 6446.3146495223045 425.01804453134537 424.22471099346876 13.51718934625387 2802.1410928368568 8039.028221456334 830.82109113782644 1882.373944170773 526.09654105082154 393.07447733357549 1077.9474029541016 2192.636841095984 3567.6170841157436 -leaf_count=18766 2396 44109 107767 1794 9168 71550 13034 5598 21211 313 15851 22793 447 12576 114153 1250 2825 37932 2652 2109 87 17961 51581 27548 21084 3375 2661 5678 11875 19836 -internal_value=0 0.000571447 -0.0121752 0.00149004 -0.00259601 0.00231577 0.00834328 0.00442296 0.0118157 0.00457326 0.00101349 0.00247789 0.00440425 0.00999404 0.00459152 -0.0019645 0.0164088 -0.00817482 -0.00630588 -0.0100179 0.054051 0.0173059 -0.00364501 -0.010454 -0.00348274 0.000277438 -0.00725001 0.0235418 -0.0086374 -0.00556899 -internal_weight=0 87084.3 4789.49 70997.8 11935.7 59062.1 10493.6 7300.36 4322.16 5223.29 48568.5 36952.5 25775.4 3597.91 25701.9 11177 749.037 6712.39 2978.2 2553.19 267.201 3193.22 11616 4569.72 16086.6 8050.87 8035.7 1145.26 7642.63 5760.25 -internal_count=669980 515899 154081 412959 67461 345498 64961 44604 26809 27735 280537 213105 137393 18567 136946 75712 4162 39726 17795 15143 1337 20357 67432 135315 102940 47484 55456 5991 52795 31711 +left_child=2 -2 5 18 -3 10 7 -7 9 -9 11 -1 15 14 -14 -13 21 -18 19 20 -4 -15 23 25 -24 -23 -16 -25 -28 -30 +right_child=1 4 3 -5 -6 6 -8 8 -10 -11 -12 12 13 16 26 -17 17 -19 -20 -21 -22 22 24 27 -26 -27 28 -29 29 -31 +leaf_value=-0.019519554234277786 0.17837155324782844 0.0019586279242157991 -0.050143230672681949 -0.0059900452367721638 0.017037422686822467 0.078381842087192052 0.051060036687668765 -0.03909970935968822 -0.085691369414943042 0.17867229598408774 -0.074711854888262957 0.0024289293424311154 -0.013406010091961349 -0.0036474576795282642 0.098469855958209049 -0.030624232561441284 0.00012727004330076049 0.0063676443320262073 0.087298778816511047 -0.065524514430552613 0.12813779968219552 0.1713405297683977 -0.017795541423821042 0.004708932224140659 0.033868485815781418 0.39055012966524849 -0.028634314364840759 0.16867738819037312 0.053220932907819374 -0.01331965001601749 +leaf_weight=244.83783575985581 5.0100224167108527 21290.966928145848 13.601586636155846 2138.5215863669291 570.50316347181797 7.967875435948371 19.415017940104008 95.134531307034194 41.973026633262634 7.0351829677820197 19.017420296557248 18288.562226079404 1992.5949784051627 8027.0556606948376 11.856126001104711 91.344171103090048 64665.449873909354 2663.6854722201824 5.1518386453390113 77.095268764533103 7.2400313429534426 4.6716198585927513 83.638100396841764 17.072050184011463 63.987778436392546 3.1483146101236343 34.405703760683537 3.4942593276500693 48.015816904604435 28.68362633138895 +leaf_count=20287 16 99198 78 13604 3778 31 98 485 203 27 327 178847 32569 62200 225 1695 240706 12226 34 438 42 37 638 155 584 22 458 20 525 427 +internal_value=0 0.00239246 -0.000113984 -0.0076579 0.00235213 6.13217e-05 -0.0259063 -0.0357301 -0.042038 -0.0241044 0.000107578 0.000122358 0.000172438 -0.00032281 -0.0115133 0.00226466 -9.37851e-06 0.000374153 -0.0422567 -0.0490718 0.0117886 -0.00315733 0.0191952 0.0951097 0.004598 0.259595 0.0191579 0.0325675 0.0106944 0.0283365 +internal_weight=0 21866.5 98704.7 2241.61 21861.5 96463 171.526 152.111 144.143 102.17 96291.5 96272.5 96027.7 77647.8 2115.56 18379.9 75532.2 67329.1 103.089 97.9369 20.8416 8203.07 176.012 28.3862 147.626 7.81993 122.961 20.5663 111.105 76.6994 +internal_count=669980 102992 566988 14196 102976 552792 844 746 715 512 551948 551621 531334 350792 34204 180542 316588 252932 592 558 120 63656 1456 234 1222 59 1635 175 1410 952 is_linear=0 shrinkage=0.1 @@ -3261,18 +3261,18 @@ shrinkage=0.1 Tree=171 num_leaves=31 num_cat=0 -split_feature=0 3 2 0 1 8 9 6 0 3 5 5 10 8 12 8 2 2 2 0 7 2 8 11 2 12 10 8 8 0 -split_gain=130.471 61.8642 41.1065 36.9108 32.2079 34.1591 38.3015 25.1269 24.4043 21.728 21.5585 21.045 20.3149 29.9093 35.7349 46.5069 28.3384 27.3982 57.2787 24.1757 20.9365 20.353 20.1146 23.7329 24.2993 32.7986 28.7538 23.8719 23.9547 21.7648 -threshold=0.0010706017140764098 0.087612160102604378 0.034668358117321808 0.0003919778787274337 0.0016828879999030752 28.500000000000004 1.0000000180025095e-35 0.67204301075268824 0.0041721888058165986 0.020857971789958987 0.12916666666666668 0.15192307692307697 1.0000000180025095e-35 24.500000000000004 1.0000000180025095e-35 20.500000000000004 0.014344910899344246 0.0033675896810706572 0.0028118825004959758 0.13417394391049783 0.42481203007518803 0.0039293166631533078 15.500000000000002 1.0000000180025095e-35 0.19076083981042186 1.0000000180025095e-35 1.0000000180025095e-35 41.500000000000007 51.500000000000007 0.5004972148064476 +split_feature=3 3 8 2 1 12 10 9 8 8 3 1 2 1 2 1 2 1 1 2 3 8 8 8 1 2 2 2 3 2 +split_gain=24.5723 11.9763 12.7273 12.171 14.1351 11.1663 9.28429 18.6834 11.8927 13.8898 11.6963 10.9257 18.2144 17.1942 15.8517 17.8506 13.6556 12.651 9.36647 32.7236 8.95122 8.66339 18.6467 13.4235 11.0311 8.92461 8.55991 10.3867 8.5258 15.1772 +threshold=0.032286757670179626 0.11219453572171147 40.500000000000007 0.057785457399805201 0.0098025105047879185 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 49.500000000000007 47.500000000000007 0.074650520034198739 0.0093122030323845775 0.13036083846117988 0.003074389427157642 0.032771448754213887 0.059382312906544346 0.84697888843807922 0.27403495618299978 0.0069992905470193665 0.25570774796237666 0.092054754568763858 51.500000000000007 59.500000000000007 58.500000000000007 0.0090689764012281526 0.6770705396710992 0.0062255922589185908 0.034668358117321808 0.023607657396327236 0.84697888843807922 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 9 10 -1 5 6 -4 -7 -8 -2 12 22 21 14 16 17 -14 18 -16 -18 -19 -3 -6 -24 25 -25 -27 -26 29 -29 -right_child=1 2 4 -5 11 7 8 -9 -10 -11 -12 -13 13 -15 15 -17 19 20 -20 -21 -22 -23 23 24 27 26 -28 28 -30 -31 -leaf_value=0.048222942521505496 -0.03928716608594883 0.047555877373463007 0.0088883042108190754 0.016244133275974466 -0.01486452560623432 0.0021908020001348586 -0.16488648308346199 -0.011170939504638853 0.067037172190620456 -0.0081368043813445801 -0.024539590069318253 -0.013409118148878831 -0.027560978086298111 0.012741503683653685 -0.90562993958258797 -0.38134146055518719 0.028956002658120102 -0.043059609485867199 0.10430470748719428 -0.1167031388895742 0.047110041871040287 0.0096694794991225158 -0.0031113568244856937 0.0098604921069072836 -0.00055155259047755896 0.0016033191579638843 -0.021534223745847136 -0.026319106563192612 0.038242577237871 0.10242204322879045 -leaf_weight=422.01295368187129 230.59776359796524 145.28829528950155 4503.0821089409292 2493.8292535748333 1077.9654445275664 12181.332291610539 4.6811020821332923 1591.2272069081664 147.47084923088551 7733.1932167857885 209.04568248987198 1478.4520637057722 192.47859686799347 683.81002655252814 1.0898087806999677 3.9808513522148123 260.1767355799675 283.90380069613457 1.1585889700800178 11.916634291410444 28.31891855224967 5897.5371984988451 28834.736888516694 5750.1084154844284 17286.826418206096 4686.1646503955126 606.63776080310345 696.43659099191427 67.991736643016338 13.3840314745903 -leaf_count=18523 5312 3368 29475 60913 5686 63804 51 8093 791 89663 1759 7579 2303 5783 33 38 2274 2270 33 52 272 65373 147973 32718 83104 25411 2987 3836 372 131 -internal_value=0 -0.000604159 0.00017109 0.0208725 -0.000510061 0.00315015 0.0105556 0.000647039 0.0599018 -0.00903879 0.00713611 -0.00162496 0.00801786 -0.00253882 -0.015883 -0.0416856 0.00180396 -0.0373859 -0.385215 0.0225767 -0.0348811 0.0105804 -0.00132976 -0.00107796 0.000936378 0.00463183 -0.0010486 -0.00132265 -0.0184602 -0.0238916 -internal_weight=0 94609 86645.2 2915.84 78926.5 18427.8 4655.23 13772.6 152.152 7963.79 7718.71 60498.7 7509.66 1466.83 783.024 318.452 464.572 314.471 2.2484 272.093 312.223 6042.83 59020.3 57942.3 29107.5 11042.9 5292.8 18064.6 777.812 709.821 -internal_count=669980 590544 495569 79436 412011 102214 30317 71897 842 94975 83558 309797 81799 13058 7275 2646 4629 2608 66 2326 2542 68741 302218 296532 148559 61116 28398 87443 4339 3967 +left_child=5 2 3 -2 -5 28 10 8 9 -8 -4 13 14 -11 -13 -16 20 -17 19 -12 -15 -3 23 25 -25 -23 -24 -28 29 -1 +right_child=1 21 6 4 -6 -7 7 -9 -10 11 18 12 -14 16 15 17 -18 -19 -20 -21 -22 22 26 24 -26 -27 27 -29 -30 -31 +leaf_value=-0.025141152824350518 0.0050823675807476461 0.00030937000962086747 -0.044502951374118117 -0.0010352040164375287 -0.0085829159544750684 -0.02091468394167351 -0.06877572011863782 -0.066470774484805997 -0.038917575220737209 -0.05511052956435239 0.31586186991225906 -0.014459198412177918 -0.050623296854682601 0.17485422792421762 -0.037922558465488587 0.4532366033653305 0.32345520086730623 0.16948766791328496 -0.029049525339504043 0.0031274887799308624 -0.042639875577239493 0.014306961180826708 -0.10324878815083463 0.035912935898038546 0.12377787192093437 0.12576880325018092 0.044498673192618382 -0.016131998825693671 0.016360263502092184 0.15980998805909125 +leaf_weight=118.39419626444578 1960.4945464134216 112310.76143216062 180.10022291354835 7765.777915019542 3646.2583886533976 818.18549025058746 7.399051245301961 24.373433794826269 16.484121479094028 3.681997679173949 3.4939307495951644 5.8353930413723019 12.42432241886854 7.3739163652062398 2.3665147721767408 2.6109339669346809 4.873753033578395 3.946102000772953 100.95098112523556 78.960582338273525 2.5455150455236435 141.32251593098044 9.0231027109548432 30.638060802593827 26.775887005031109 7.5682058483362189 35.850393414497375 133.35758046060801 169.84631813131273 4.6096303835511199 +leaf_count=2265 14035 546235 2241 57722 26119 13426 74 222 178 37 26 53 117 67 30 23 34 32 856 625 25 1142 216 161 98 37 464 577 2763 80 +internal_value=0 1.9849e-05 -0.00275741 -0.00219635 -0.00344677 -0.0149169 -0.0191598 0.008869 0.0352746 0.0583249 -0.0264013 0.0789219 0.0385939 0.138258 0.113698 0.197505 0.186387 0.282473 -0.00862586 0.0163793 0.119041 0.000360674 0.0153449 0.0358126 0.0768901 0.0199726 -0.00834677 -0.00328607 0.00183995 -0.01821 +internal_weight=0 126525 13830 13372.5 11412 1111.04 457.421 93.9151 69.5416 53.0575 363.506 45.6584 27.1833 18.4752 14.7589 8.92355 14.7932 6.55704 183.405 82.4545 9.91943 112695 384.536 206.305 57.4139 148.891 178.231 169.208 292.85 123.004 +internal_count=669980 651446 102516 97876 83841 18534 4640 892 670 492 3748 418 255 163 138 85 126 55 1507 651 92 548930 2695 1438 259 1179 1257 1041 5108 2345 is_linear=0 shrinkage=0.1 @@ -3280,18 +3280,18 @@ shrinkage=0.1 Tree=172 num_leaves=31 num_cat=0 -split_feature=0 1 1 0 1 8 3 1 8 12 2 3 1 3 10 9 1 8 1 4 4 4 2 8 2 1 3 1 11 8 -split_gain=85.4663 41.1199 21.0762 19.4815 23.8027 19.263 22.4576 31.8635 19.8169 25.1392 48.0932 38.2084 52.7172 18.8289 17.4176 21.1727 16.7266 16.8679 16.3511 18.9984 28.6441 29.5117 18.1043 15.8432 20.8782 17.0601 15.699 15.6978 24.1028 15.3849 -threshold=0.0089366154569586742 0.00060291938333849261 0.01610090025168438 0.0017034100588937012 0.015657636937417136 41.500000000000007 0.45928968000661136 0.001148639072298704 39.500000000000007 1.0000000180025095e-35 0.063709742938850386 0.98508274999236478 0.0020065742284794048 0.028290366334904966 1.0000000180025095e-35 1.0000000180025095e-35 0.12690390494205708 47.500000000000007 0.0047723511998018385 0.6198686371100165 0.67593307593307606 0.68990384615384626 0.18332592523951569 47.500000000000007 0.011646282212551718 0.0016828879999030752 0.71912223275026921 0.012767908385773321 1.0000000180025095e-35 46.500000000000007 +split_feature=0 1 7 7 8 8 3 1 0 1 4 0 0 8 3 3 2 0 1 0 3 12 8 8 2 2 1 2 8 6 +split_gain=67.4667 16.405 11.9185 10.1007 10.2921 10.0974 32.4422 11.8783 12.2361 11.1693 9.98274 9.61028 11.0461 9.50172 9.40845 17.7545 10.6086 9.32351 9.26302 23.5677 18.4397 17.5268 15.2106 60.1245 24.1546 29.0046 22.4063 15.0112 14.0674 12.7347 +threshold=0.0050469844418081266 0.00095303056062964275 0.83974358974358987 0.20185185185185187 47.500000000000007 45.500000000000007 0.84634042001481058 0.008634793951291948 0.0066835540977202507 0.012430363750097343 0.22649572649572652 0.02590044806957488 0.76424362067516083 15.500000000000002 0.97439938006369342 0.97541346881851088 0.0056255489474314824 0.23729727672133719 0.042978026972774162 0.11453585753929921 0.049913263289709457 1.0000000180025095e-35 41.500000000000007 47.500000000000007 0.50760144110495231 0.015299555006901422 0.0076751278807829651 0.10557156246282116 66.000000000000014 0.661904761904762 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 26 8 -7 -8 -5 10 11 -10 -13 -2 23 16 18 -18 19 -16 -21 -22 -23 25 -25 -15 -3 -17 -29 -27 -right_child=13 2 -4 5 -6 6 7 -9 9 -11 -12 12 -14 14 15 27 17 -19 -20 20 21 22 -24 24 -26 29 -28 28 -30 -31 -leaf_value=-0.04219787367718919 0.011568448001369953 0.81527056321085967 -0.039161406532308637 0.0016936756349238118 1.223100640001809 -0.078955860472964115 0.14130216767534354 0.018782844699897994 0.047169619828587056 -0.040734068278475151 -0.020665120440001336 1.7016913926728066 0.090630144450560793 -0.0098965599681499587 -0.00039255282022927237 0.0018595619803772304 -0.0039239358113848733 -0.063577855581462769 0.012281901991521066 0.074796561567147354 -0.18571925525726071 0.051279824294368538 0.00061455944788489343 -0.080533954369277308 0.0097930496259747389 -0.0005319664969107603 -0.03299447447703429 0.0022416702261785627 -0.025029138287227456 -0.11061271994260935 -leaf_weight=508.54421854345128 1579.5916637778282 0.21833185805007715 243.75052834488451 1069.8623545188457 0.15108134038746257 16.555177498608828 26.976914097554982 99.586761770769954 113.27893087081611 323.42881103418767 439.39136114995927 0.33284767251461644 0.52107756678014994 2093.9980933908373 2731.8286775834858 3554.3184988982975 583.24232320301235 51.593401506543159 4153.235132528469 82.990039482712746 7.5608822852373114 95.550139177590609 269.32088968157768 25.964815117418766 1769.0373730119318 31594.703347845003 307.63227816205472 667.8893049005419 629.61491077207029 12.701224913820623 -leaf_count=74999 12693 29 12227 60428 23 728 1175 4218 7201 19451 26540 37 46 45311 15941 20472 3784 419 23251 397 32 616 1185 390 13679 260665 55052 4445 4427 119 -internal_value=0 -0.0161585 -0.0111457 -0.00829788 -0.031777 -0.00483767 0.030571 0.0448977 -0.00744071 -0.0185845 -0.00564225 0.0521932 0.718598 0.000824715 0.000473526 0.00363174 0.00680059 -0.00877204 0.00814738 0.00275977 0.0216689 0.00983027 0.0138825 -0.000667741 0.00848646 -0.00115531 -0.0323929 -0.00157715 -0.0109915 -0.000576202 -internal_weight=0 3150.23 2641.69 2397.94 308.002 2089.93 143.119 126.564 1946.82 876.953 553.524 114.133 0.853925 49903.1 48323.5 12827.1 7975.32 634.836 7340.49 3187.25 455.422 372.432 364.871 35496.4 1795 33701.4 307.851 4851.82 1297.5 31607.4 -internal_count=669980 262154 187155 174928 55104 119824 6121 5393 113703 53275 33824 7284 83 407826 395133 74969 45625 4203 41422 18171 2230 1833 1801 320164 14069 306095 55081 29344 8872 260784 +left_child=3 10 18 -1 -5 11 9 8 -8 -7 13 14 -13 -2 -4 -16 -17 -15 22 20 -20 -22 -3 24 25 26 -24 -23 29 -21 +right_child=1 2 5 4 -6 6 7 -9 -10 -11 -12 12 -14 17 15 16 -18 -19 19 28 21 27 23 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.013313861449245172 0.065352405236378711 0.0013232410322442615 -0.017107335651300994 -0.032391860191775278 0.024863208919188709 -0.019591064614501864 -0.0055512637113935741 0.024097656857793227 0.23177187792070045 0.021631752550752441 0.016559079601565316 -0.0019183096624701393 -0.021688282399593153 -0.013794088587898679 0.66948081553773531 0.45476892096659571 -0.014954102293723369 0.12163905678601583 0.013932280305034862 0.0019632286002164456 -0.015842747264092183 0.005002247508404588 0.5775013757927655 0.0054364737609678242 0.12951996662901674 0.031816177495178122 0.10305113067046066 -0.012036344393550665 0.10181907793564593 -0.01166151077169727 +leaf_weight=1786.3272981327027 15.537322038784621 42184.609771283343 662.02439892943949 510.90111216786318 33.451700374018401 110.32540810853243 2.6828961595892933 6.6016224641352883 11.420398343354462 162.59903753176332 130.11522435955703 4142.2017901800573 303.31192255020142 1366.6380416685715 0.53588089346885581 0.56452736072242293 3.2423146367073059 5.1020857393741599 377.00008159689605 11414.968861252069 2009.8754224181175 1135.6116712102666 1.7289602383971203 2029.8221431467682 48.510848172008991 93.570859638974071 2.3459985256195068 949.309804065153 13.895401008427141 729.87854322046041 +leaf_count=150734 214 286566 15892 48119 2772 870 63 99 146 805 2045 23463 1251 33172 17 21 122 18 4655 41856 20191 13059 22 12857 221 515 27 7393 62 2733 +internal_value=0 0.000355415 0.00059037 -0.0169479 -0.0288734 -0.00391004 0.0141233 0.134805 0.186625 0.00496808 -0.00992553 -0.00494589 -0.00326719 -0.0124096 -0.016145 0.130565 0.0547025 -0.0132904 0.000989231 -0.00102351 -0.00723089 -0.00917935 0.0017438 0.00989693 0.0718436 0.0431898 0.304355 -0.00275579 0.00125947 0.00114441 +internal_weight=0 67914 66396.6 2330.68 544.353 5405.51 293.629 20.7049 14.1033 272.924 1517.39 5111.88 4445.51 1387.28 666.367 4.34272 3.80684 1371.74 60991.1 16630.5 4471.8 4094.8 44360.6 2175.98 146.157 97.6458 4.07496 2084.92 12158.7 12144.8 +internal_count=669980 468355 432906 201625 50891 42749 1983 308 209 1675 35449 40766 24714 33404 16052 160 143 33190 390157 89949 45298 40643 300208 13642 785 564 49 20452 44651 44589 is_linear=0 shrinkage=0.1 @@ -3299,18 +3299,18 @@ shrinkage=0.1 Tree=173 num_leaves=31 num_cat=0 -split_feature=1 6 11 8 3 2 1 6 0 2 0 5 1 7 2 0 4 7 7 5 6 5 0 3 8 8 0 3 5 12 -split_gain=33.4287 12.772 13.3942 16.2993 31.0667 16.1065 24.9813 41.1201 14.3833 12.3341 15.4423 23.9398 12.0605 11.8343 10.6077 10.2305 10.2438 9.46829 9.37273 9.32073 18.6014 18.5383 15.027 9.85798 14.8342 9.56665 9.17803 23.2059 9.08164 8.94186 -threshold=0.0014581028256939177 0.11437908496732027 1.0000000180025095e-35 16.500000000000004 0.73317913248045408 0.22721671676319649 0.003706120562552278 0.49358974358974367 0.46508427439233974 0.027533539506192996 0.92502263599968015 0.10912698412698414 0.00031921438403550404 0.059114735002912061 0.068440576328159322 0.17406227194659912 0.38278388278388281 1.0000000180025095e-35 0.267948717948718 0.29285714285714287 0.082903780068728533 0.40833333333333338 0.012344017352726095 0.99080754815078553 53.500000000000007 46.500000000000007 0.44774790429122635 0.23233326867055784 0.31009615384615391 1.0000000180025095e-35 +split_feature=1 2 0 1 1 8 5 1 4 0 12 11 8 2 10 2 3 3 3 4 8 1 5 6 1 0 5 0 2 2 +split_gain=46.1594 10.4941 9.96283 14.4486 9.71122 9.66436 11.2332 14.6997 9.19541 8.46726 15.2081 7.63215 8.51113 7.11578 7.9666 8.81248 7.10405 6.88077 9.01614 11.9567 6.7833 7.18335 6.05365 7.45021 10.2358 8.63129 5.85014 6.52123 8.77417 6.74425 +threshold=0.0023117410987087447 0.011239401872280804 0.0021116086133806805 0.0066856352280274907 0.00053392984795601654 39.500000000000007 0.048809523809523817 0.0023979443380658313 0.4045454545454546 0.0031876496773056645 1.0000000180025095e-35 1.0000000180025095e-35 23.500000000000004 0.6770705396710992 1.0000000180025095e-35 0.93042944834295571 0.99258728942688867 0.45102682356401863 0.45928968000661136 0.23904761904761906 46.500000000000007 0.0022715961591323443 0.13961038961038963 0.19821428571428576 0.0061307968283653902 0.019443451558809517 0.069047619047619066 0.002347272037142648 0.18719111932428459 0.028338358014125258 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=12 19 15 4 9 -6 7 -7 13 10 28 -12 -1 14 -5 18 -17 -14 -3 23 22 -22 -21 -2 -25 -24 -15 -28 -4 -20 -right_child=1 2 3 8 5 6 -8 -9 -10 -11 11 -13 17 26 -16 16 -18 -19 29 20 21 -23 25 24 -26 -27 27 -29 -30 -31 -leaf_value=-0.077054175376192025 0.00060590969186575996 -0.010891741281443872 -0.05818239564867346 0.0228992563753792 -0.043053513768830903 -0.10077457114817256 -0.10214422804576076 2.0671017099489633 -0.036130003071382054 0.038343110274326186 0.035885057062489283 0.59180583044934387 -0.011377067857365676 0.0090847395967004786 -0.025328237519280285 0.0039910125439305902 -0.037378465083142895 -0.039331254286288836 -0.017037577831317263 0.041772857052746915 0.30692076288443243 0.059646729131170764 0.001395086923341283 0.040084246574903372 0.52880827072252978 0.05346204980983485 0.045539904007594001 0.63999537415469288 0.063156586998558431 -0.049703209145756988 -leaf_weight=38.962035127799027 16589.722252850886 384.75028349785134 34.219950241968036 56.393752582371235 79.832712756469846 0.16639985283836622 0.42297384329140186 0.18451692862436175 143.54035502136685 285.0411516779568 3.5091445548459879 0.99406607728451479 412.34528616443276 360.73052648943849 238.43988980795257 386.40884068026207 70.825935853878036 171.58408471778966 163.6739929318428 121.22635702555999 3.7948250360786941 15.08061430044472 733.97287798020989 45.906041196081787 0.62958076829090615 37.071000354830176 3.5755824286025009 0.80442909197881807 7.5246073305606833 171.72053253394552 -leaf_count=28628 375686 13573 231 900 3638 24 25 27 5221 6976 89 12 118910 13834 10197 9016 3639 53834 7045 1872 27 88 5564 4602 31 239 98 28 41 5885 -internal_value=0 0.000339639 -0.00651402 0.000849925 0.0170242 -0.0386524 0.415358 1.03912 -0.00744158 0.0305709 -0.0173317 0.158602 -0.0231856 -0.00120174 -0.0161036 -0.0141156 -0.00241714 -0.0195912 -0.0215433 0.0012742 0.0111223 0.10936 0.00904414 0.000734835 0.0466962 0.00389841 0.0108318 0.154717 -0.0363106 -0.0337622 -internal_weight=0 19940.2 2392.76 1215.38 411.896 80.6066 0.773891 0.350917 803.485 331.289 46.2478 4.50321 622.891 659.944 294.834 1177.38 457.235 583.929 720.145 17547.4 911.146 18.8754 892.27 16636.3 46.5356 771.044 365.111 4.38001 41.7446 335.395 -internal_count=669980 468608 80499 41341 11063 3714 76 51 30278 7349 373 101 201372 25057 11097 39158 12655 172744 26503 388109 7790 115 7675 380319 4633 5803 13960 126 272 12930 +left_child=1 -1 -2 5 -3 13 8 -8 -7 10 -10 -6 26 16 22 -16 -4 -14 19 -19 -20 -22 -15 -24 25 -25 -13 -28 29 -29 +right_child=2 4 3 -5 11 6 7 -9 9 -11 -12 12 17 14 15 -17 -18 18 20 -21 21 -23 23 24 -26 -27 27 28 -30 -31 +leaf_value=0.0014709309564829743 0.01821575448267191 -0.048261140043567172 -0.0053551687559620781 0.0010473886460816218 -0.026632472055038672 -0.014547052570831802 0.63062025225187968 0.03779166301560178 -0.076330380525900077 -0.058251593058834678 0.75176284312245167 0.0049271008267541237 -0.036826856629744519 0.0046019363912749916 0.05474509435602129 0.29999295907951323 0.41391058288599603 0.1196675023214438 -0.016167856764548506 0.93284251261527362 0.029143579260244114 0.29622942234388799 -0.0076904567734946919 0.37748570773103041 0.5878393194224657 -0.013511689918776194 -0.075539782016515955 -0.075581717834878367 0.02664514374359489 0.41032175588987507 +leaf_weight=236.53583496622741 317.06012245407328 122.4343029105803 754.52311371592805 23527.589871990029 561.93947948270943 826.03015941404738 0.42465599626302974 27.784074600320309 0.57140066474676032 63.256850650999695 0.36245796456933022 169.33722354611382 132.3759729352314 142.71963902330026 22.548207261599604 1.5669900830835093 0.4043521098792543 2.0482210889458652 188.95351957459934 0.19832646055147041 21.854446632787589 1.0556300627067674 2.8815446938388041 0.87863779906183559 0.59707898087799538 1.5795470075681803 1.3798202257603396 0.34613890945911441 1.9514893705490974 1.6345808946061877 +leaf_count=59635 14951 37702 51125 252155 90544 62203 37 1281 36 6725 25 27876 22800 9852 1194 37 17 212 28089 21 2620 35 122 28 10 74 210 39 203 122 +internal_value=0 -0.0177875 0.000599078 0.000378947 -0.0215662 -0.00813987 -0.0154116 0.0467161 -0.0173802 -0.0538387 0.245077 -0.0185485 -0.00983156 -0.000940822 0.0173665 0.0706811 -0.0051306 -0.0189047 -0.00782417 0.191455 -0.00993728 0.0414501 0.00871771 0.10766 0.216452 0.126244 0.00816866 0.111503 0.177137 0.325408 +internal_weight=0 1442.04 25690.8 25373.7 1205.51 1846.13 918.43 28.2087 890.221 64.1907 0.933859 1083.07 521.135 927.699 172.772 24.1152 754.927 346.486 214.11 2.24655 211.864 22.9101 148.656 5.93681 3.05526 2.45818 174.649 5.31203 3.93221 1.98072 +internal_count=669980 270108 399872 384921 210473 132766 70307 1318 68989 6786 61 172771 82227 62459 11317 1231 51142 53777 30977 233 30744 2655 10086 234 112 102 28450 574 364 161 is_linear=0 shrinkage=0.1 @@ -3318,18 +3318,18 @@ shrinkage=0.1 Tree=174 num_leaves=31 num_cat=0 -split_feature=2 6 6 6 6 3 9 7 1 6 5 3 10 8 9 2 0 2 8 12 1 8 9 8 8 12 8 8 11 4 -split_gain=63.824 28.3195 35.2974 37.4578 34.8016 31.8606 27.9266 25.3801 25.1247 20.5147 19.0999 21.9045 33.2418 43.882 28.7296 22.9592 18.9051 18.648 18.7402 29.2348 26.7274 20.0488 20.4215 18.6435 17.952 20.2215 22.4713 17.1906 17.6339 17.0284 -threshold=0.011239401872280804 0.31698564593301443 0.082903780068728533 0.10620300751879701 0.31909090909090915 0.080939212771562727 1.0000000180025095e-35 0.43167701863354041 0.027442770971085804 0.078461538461538485 0.051956815114709856 0.16584454692134407 1.0000000180025095e-35 49.500000000000007 1.0000000180025095e-35 0.11255934054276982 0.069465387068642623 0.044487150863108789 39.500000000000007 1.0000000180025095e-35 0.00050647368819772289 23.500000000000004 1.0000000180025095e-35 41.500000000000007 16.500000000000004 1.0000000180025095e-35 41.500000000000007 35.500000000000007 1.0000000180025095e-35 0.12701612903225809 +split_feature=2 8 1 8 2 3 6 9 8 2 8 0 8 7 1 1 7 10 9 11 12 8 1 8 3 2 4 0 3 8 +split_gain=10.0607 9.24513 9.02118 15.1102 12.3532 16.3865 9.40257 9.47904 9.55349 8.19849 7.97005 12.6418 11.1591 7.87842 8.88075 8.00955 7.79866 7.70217 6.92132 6.89344 23.1358 25.1817 29.4671 21.0873 18.2822 19.4995 17.155 13.1667 10.5673 10.4115 +threshold=0.0025292082774970985 78.000000000000014 0.00058875758641772956 30.500000000000004 0.032771448754213887 0.9606198277950595 0.42582417582417587 1.0000000180025095e-35 45.500000000000007 0.069970889394203845 47.500000000000007 0.0002918078770709701 48.500000000000007 0.44222222222222224 0.020408775773148116 0.0016249595646828376 0.42481203007518803 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 31.500000000000004 0.00954949717793745 9.5000000000000018 0.16995174894679729 0.01854295618099824 0.54415584415584417 0.0020394045793210736 0.8920272377877202 25.500000000000004 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=6 2 8 7 -3 29 -1 -4 9 17 11 12 23 -14 15 24 -17 18 19 27 -20 22 -21 -10 -13 26 -26 28 -2 -6 -right_child=1 4 3 -5 5 -7 -8 -9 10 -11 -12 14 13 -15 -16 16 -18 -19 20 21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 -leaf_value=-0.022418373482626652 -0.013311318210924364 0.3270735783903484 -0.091888344647131068 -0.0082210318721556049 0.018059340194910064 0.0019010607429523563 0.058764316776562991 -0.010630265235199903 0.0081687360717204519 0.21586919767316237 -0.022452446532311654 -0.0069855597556920754 -0.021280444847924941 0.25665710530685759 0.01665160804736647 0.0034588170597832785 -0.0079034396769452498 0.0013687591825069553 0.027654550277961838 0.00098919449752152191 -0.0033678972489028453 -0.0285621976197751 0.067991868322105506 -0.027681452906212264 0.0048290719616870034 -0.037118154788527792 -0.048325204426688327 0.030709256711496546 -0.039856475026559854 0.00089660327480116603 -leaf_weight=1515.1251729140058 492.6873150318861 3.3334764540195456 92.330751759931445 3231.0172749403864 2130.8793837781996 13648.468776762486 43.592344074510038 65.853141620755196 3385.1422769743949 4.4368828535079947 532.27089669555426 1019.3826012741774 603.22620078362525 5.7345791719853869 537.28044636547565 2124.6947203204036 4711.813387170434 51631.397872559726 332.26395816914737 1090.545001078397 1691.7127465344965 230.41909701190889 47.468673463910818 151.5529771130532 312.63829345628619 620.81782107613981 106.67030785232782 54.834699351340532 508.57272095605731 793.323361473158 -leaf_count=81154 12343 16 646 20665 15965 76244 1293 499 24124 37 4241 13741 3918 31 3744 11438 25657 286123 4932 20139 24158 4724 556 1322 2824 8321 1656 849 13431 5189 -internal_value=0 0.000261444 -0.000579718 -0.0105472 0.00399556 0.00393058 -0.020148 -0.05806 -9.84672e-05 0.000850514 -0.00387014 -0.00314175 0.00291679 -0.0186631 -0.0058043 -0.00716054 -0.0043722 0.000833502 -0.00537894 -0.0113091 0.00172487 -0.00166251 0.003784 0.0066325 -0.0164164 -0.0256591 -0.00869315 -0.0238088 -0.0267945 0.0134032 -internal_weight=0 90160.8 73584.8 3389.2 16576 16572.7 1558.72 158.184 70195.6 56084.3 14111.2 13579 4145.66 608.961 9433.3 8896.02 6836.51 56079.9 4448.5 2424.53 2023.98 1368.43 1138.01 3536.7 2059.51 1040.13 419.309 1056.09 1001.26 2924.2 -internal_count=669980 587533 490119 21810 97414 97398 82447 1145 468309 367292 101017 96776 29395 3949 67381 63637 37095 367255 81132 52042 29090 25419 20695 25446 26542 12801 4480 26623 25774 21154 +left_child=10 2 3 18 5 6 7 8 19 17 -1 12 -12 15 -15 16 -7 -5 -2 20 21 23 -23 -4 25 26 -24 -22 -25 -29 +right_child=1 -3 4 9 -6 13 -8 -9 -10 -11 11 -13 -14 14 -16 -17 -18 -19 -20 -21 27 22 24 28 -26 -27 -28 29 -30 -31 +leaf_value=-0.040136158067234751 -0.0023178097449082914 -0.068670059982098075 0.397774552375602 0.01649678029262722 0.0003854911543723309 0.0075506202068969788 0.013013087241438268 0.014325157075996254 -0.042905438218096753 0.0048441066940808145 0.19936586554079033 -0.043976149943895732 -0.075574683496057823 -0.012186280612179707 0.21655898583454683 -0.0027549454784832248 0.19685823359245574 -0.027031962312188591 -0.064539686023814935 -0.018458389385378384 0.21526693012852194 -0.013685352450482842 0.17292087947996948 -0.030149945486952504 0.012402109699420547 0.05302308038631634 -0.079151113927723629 -0.0073892181001253519 0.01213430129341035 -0.033632475727582621 +leaf_weight=98.438330472446978 2150.5724732810631 19.409299773164093 1.2576680183410633 1061.6719182683155 108143.68126233853 1324.1412778263912 156.67225426808 125.97962319944054 107.84100205730647 3220.803944259882 5.7348517803475287 9.4266231972724182 1.9879330778494475 500.28246088512242 1.7030259482562531 1530.744030861184 2.1797065716236821 42.26844490878284 18.027194873429835 963.85340382531285 2.3815239220857611 71.513976085931063 31.566607888787985 143.66358389332891 41.154823642224073 48.488278083503246 2.9523794427514067 306.64627168234438 100.41206642985344 298.16838170215487 +leaf_count=9392 43055 355 19 15734 470703 30154 2090 1679 2335 13845 196 817 198 14148 54 30453 54 524 160 16531 42 902 424 2599 413 435 47 4844 1852 5926 +internal_value=0 0.000340664 0.000351789 0.00397721 0.000145116 -0.00436666 -0.0106725 -0.0123248 -0.0139085 0.00739315 -0.029176 0.0337358 0.128593 0.000143579 -0.0114102 0.00217358 0.00786173 0.0148301 -0.00283505 -0.0123544 -0.00674157 0.0106909 0.0374474 -0.0106498 0.0668984 0.0939176 0.151361 -0.0194029 -0.0127543 -0.0203269 +internal_weight=0 120418 120399 6493.34 113905 5761.6 2402.55 2245.88 2119.9 4324.74 115.588 17.1494 7.72278 3359.05 501.985 2857.07 1326.32 1103.94 2168.6 2012.06 1048.21 441.009 195.676 245.333 124.162 83.0073 34.519 607.196 244.076 604.815 +internal_count=669980 659377 659022 73318 585704 115001 40138 38048 36369 30103 10603 1211 394 74863 14202 60661 30208 16258 43215 34034 17503 6691 2221 4470 1319 906 471 10812 4451 10770 is_linear=0 shrinkage=0.1 @@ -3337,18 +3337,18 @@ shrinkage=0.1 Tree=175 num_leaves=31 num_cat=0 -split_feature=0 3 0 8 12 12 4 3 8 2 5 1 0 2 3 3 0 5 2 6 1 8 6 8 12 12 1 10 8 0 -split_gain=109.625 54.8127 31.214 29.8704 36.8759 26.0874 22.9009 22.8907 20.6881 20.5939 20.6897 20.3907 28.0905 20.726 19.2334 18.7641 19.2643 18.1119 17.9627 19.3554 18.9434 17.5435 16.9343 16.867 38.0238 34.3022 36.0245 24.3397 22.5852 20.0383 -threshold=0.00087532177956937561 0.16167077779508179 0.011183285576026139 34.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.10912698412698414 0.023607657396327236 40.500000000000007 0.063709742938850386 0.036375661375661381 0.0035641808577448761 0.083340721154772354 0.28149830090385541 0.98233078139748187 0.058940503103090736 0.02590044806957488 0.18465909090909094 0.037748234010595648 0.28285714285714292 0.00045068408979114779 15.500000000000002 0.21760654326302198 17.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.0016249595646828376 1.0000000180025095e-35 40.500000000000007 0.59494374186777044 +split_feature=3 4 3 8 6 8 12 2 6 1 2 3 12 1 0 7 3 7 0 6 3 8 0 0 10 3 7 1 11 3 +split_gain=21.7533 10.1854 13.3366 10.956 11.1569 9.73664 9.68495 9.58783 9.86444 9.47177 12.2666 15.509 12.0967 11.1619 10.5634 12.5415 11.3271 10.9129 9.49392 9.45316 11.7567 9.11948 10.6318 8.65554 10.9888 10.4093 11.9289 11.0618 8.63469 11.7691 +threshold=0.041162931593119165 0.19523809523809527 0.19161490244688659 16.500000000000004 0.18465909090909094 28.500000000000004 1.0000000180025095e-35 0.14170366767681578 0.057189542483660136 0.0019714878333991306 0.030861927778056301 0.71912223275026921 1.0000000180025095e-35 0.071491470314231143 0.083340721154772354 0.22792207792207794 0.074650520034198739 0.14119601328903655 0.0011588453391082434 0.39009661835748799 0.58511820958073057 19.500000000000004 0.071715110676333557 0.0065231268862416059 1.0000000180025095e-35 0.84634042001481058 0.36038961038961043 0.00033522264238509156 1.0000000180025095e-35 0.80763250633784167 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 7 -3 4 -1 8 17 -2 14 10 22 12 -8 -14 -5 -11 -17 21 -6 -20 -21 -4 -9 24 -18 28 -27 -26 -25 -30 -right_child=1 2 6 5 18 -7 11 9 -10 15 -12 -13 13 -15 -16 16 23 -19 19 20 -22 -23 -24 25 27 26 -28 -29 29 -31 -leaf_value=0.049177668178468664 -0.031403083215271903 0.003550090106072996 -0.01391605253453602 -0.0040351413674637139 0.017844491471769582 0.035540964085027549 -0.0075248464006511502 0.0039835658749654574 0.025431182001147697 -0.014335741225450494 -0.025674207675069633 -0.0031534635747045253 -0.066935300576248802 -0.022273241927436356 -0.05587401612702201 0.0024576592937872828 -0.026407641378858579 -0.014450474492385524 -0.024390417125221969 -0.095395231882785855 -0.52936300424937299 0.00046493302751328267 0.035904675328788722 0.0020283649602641477 0.0092195904575366246 0.01708962945808205 -0.017342522132110627 -0.039424845547131965 -0.046638872110594115 0.021515069236180948 -leaf_weight=637.64888249523938 334.55317948758602 25443.946715859696 864.30987467616796 339.27747574448586 620.29610739275813 245.57022290863097 907.10293574631214 1952.1229688860476 179.71176423691213 2464.5498593710363 217.51104508712888 3280.592457935214 160.08159432560205 296.09033763408661 90.707320360466838 2836.3873096257448 1193.8552329018712 859.61865767091513 11.81107686460018 2.4221704602241507 1.7202543914318082 45736.666412960738 181.65776966139674 4515.4337180629373 674.92634434252977 344.31509216874838 2585.9450446292758 121.35536237061024 175.71069429069757 57.177865475416183 -leaf_count=25652 7917 199314 4136 2761 22154 7815 4210 19232 6019 35488 2307 16092 771 1706 1271 20895 10059 3932 142 30 22 213191 2022 31329 4718 2683 20550 889 2033 640 -internal_value=0 -0.000465811 0.000679086 0.0224774 0.0321824 0.00802191 -0.000722898 -0.00549455 -0.00306207 -0.00499413 0.0037062 -0.00742507 -0.0177043 -0.0379462 -0.0149708 -0.0063607 -0.00478895 -6.71124e-05 0.0151499 -0.0896217 -0.275612 0.000198208 0.00670114 -0.00691479 -0.0151189 -0.00478844 -0.0132966 0.00180605 0.000462097 -0.029906 -internal_weight=0 95203.9 77548.4 2129.17 1273.9 855.267 52104.5 17655.5 609.697 17320.9 2351.29 4643.87 1363.27 456.172 429.985 14969.7 12505.1 47460.6 636.25 15.9535 4.14242 46601 2133.78 9668.72 1990.14 7678.58 2930.26 796.282 4748.32 232.889 -internal_count=669980 604114 443352 65866 48000 17866 244038 160762 10051 152845 23561 22779 6687 2477 4032 129284 93796 221259 22348 194 52 217327 21254 72901 15666 57235 23233 5607 34002 2673 +left_child=-1 9 3 4 -3 7 -5 -4 -9 14 11 12 -11 -14 15 17 -16 -2 -17 -18 -21 22 -10 25 -25 26 -20 -28 29 -12 +right_child=1 2 5 6 -6 -7 -8 8 21 10 28 -13 13 -15 16 18 19 -19 23 20 -22 -23 -24 24 -26 -27 27 -29 -30 -31 +leaf_value=-0.010049369156059791 0.00031304829603034343 -0.0091772102856623027 0.012424155412405588 -0.0011796072660534753 -0.038307244817111487 -0.0033019358960913801 -0.014003780644142176 0.0077687709955682046 0.00033930414408697642 0.017792553058123831 -0.00084952186530104902 0.00027878167730676306 0.049708671057856056 0.0024061620290232459 -0.026332863276033004 0.015659035541556395 0.013119067428709885 -0.019528294222573961 0.017150877178184778 -0.00038687068266598574 -0.071466203497382988 0.042209100258646028 -0.025562992942758041 0.0073400789171903904 -0.027235349971204994 0.006247970701978512 -0.053215124540626574 -0.0058588362476787855 0.00044896359628432712 -0.0054178439564366515 +leaf_weight=2157.8750235624611 22098.907250585966 314.11769502609968 954.88397898525 1667.6226412206888 226.1318236887455 4294.1072623198852 910.38537947833538 685.1564112007618 333.80367287993431 1104.7842243891209 30485.613255452365 4828.5889187939465 51.651024892926216 1458.7931291051209 87.516764372587204 705.39608611632138 1662.160320751369 280.72499812953174 226.61936750262976 209.07896889001131 26.184320494532585 32.680750459432602 301.6782703101635 4230.7432005554438 93.962467700242996 1541.4827723056078 50.672872938215733 1854.7532449923456 37765.614366453141 6919.3361783325672 +leaf_count=31629 159103 2144 7523 10915 1687 17072 6804 2385 1118 4590 117774 43022 347 6806 758 18448 6329 1633 1053 975 83 122 1097 17183 382 13113 235 7621 153575 34454 +internal_value=0 7.70136e-05 -0.003032 -0.00842175 -0.0213701 -0.000486425 -0.00570827 0.00475146 -0.00066229 0.000338257 -0.000234221 0.00363801 0.00984026 0.00402371 0.00176848 0.00131683 0.0088412 6.4163e-05 0.0045378 0.0104636 -0.00829785 -0.00930778 -0.0119571 0.00355697 0.00658886 -1.23583e-05 -0.00453862 -0.00711823 -0.000617671 -0.00169459 +internal_weight=0 125403 9720.57 3118.26 540.25 6602.31 2578.01 2308.2 1353.32 115683 82614.4 7443.82 2615.23 1510.44 33068.2 31083.3 1984.94 22379.6 8703.63 1897.42 235.263 668.163 635.482 7998.23 4324.71 3673.53 2132.05 1905.43 75170.6 37404.9 +internal_count=669980 638351 50867 21550 3831 29317 17719 12245 4722 587484 360568 54765 11743 7153 226916 218771 8145 160736 58035 7387 1058 2337 2215 39587 17565 22022 8909 7856 305803 152228 is_linear=0 shrinkage=0.1 @@ -3356,18 +3356,18 @@ shrinkage=0.1 Tree=176 num_leaves=31 num_cat=0 -split_feature=0 1 4 7 8 3 0 3 8 8 6 8 0 8 7 4 4 4 6 9 6 7 5 1 8 7 4 4 7 6 -split_gain=74.063 25.4703 18.9754 19.263 18.8114 25.9437 19.5981 17.9077 18.74 24.8997 17.4606 17.0925 16.448 16.0468 14.6652 34.3015 36.4232 21.5912 30.1177 28.5563 62.334 51.9366 16.8427 15.3144 18.2704 14.726 35.0012 66.0342 37.0512 29.6621 -threshold=0.0025170627299014267 0.00083047647103313158 0.10620300751879701 0.04210992907801419 45.500000000000007 0.84634042001481058 0.025245518754972645 0.13643962650062033 64.500000000000014 49.500000000000007 0.085144927536231887 51.500000000000007 0.00058426790578331529 38.500000000000007 0.035185185185185187 0.67738095238095253 0.67117117117117131 0.71357850070721363 0.22996794871794876 1.0000000180025095e-35 0.19821428571428576 0.17752100840336138 0.31009615384615391 0.035537384817132665 25.500000000000004 0.093073593073593086 0.62418831168831179 0.64142857142857157 0.090097402597402607 0.32916666666666672 +split_feature=0 0 3 8 10 1 1 7 8 3 2 3 2 1 2 2 0 1 2 0 1 4 1 0 2 8 8 10 8 1 +split_gain=58.4661 17.6389 20.294 15.1183 18.6228 15.1176 14.2693 12.4888 10.8888 11.3888 13.089 13.9902 22.0408 10.8426 10.0938 17.7532 19.6873 9.87237 9.70251 10.3852 12.6047 9.64013 12.768 17.74 16.0596 18.2206 21.9699 15.6226 17.7865 15.5023 +threshold=0.011749020176541681 0.0021888403176580956 0.93909419801348526 39.500000000000007 1.0000000180025095e-35 0.00081439735921884642 0.012430363750097343 0.49074074074074076 41.500000000000007 0.25053926542558552 0.26598718091040557 0.60204128063521323 0.3816589490043561 0.021922315374288476 0.5534676638590762 0.096367015944474055 0.0070129444789225346 0.00084704631343614494 0.012927214920130917 0.00058426790578331529 0.0065417708063083583 0.10620300751879701 0.0046789067858949828 0.71168591046091711 0.094260316647571729 16.500000000000004 19.500000000000004 1.0000000180025095e-35 14.500000000000002 0.0029105379140911118 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=12 -2 3 7 6 11 -5 8 9 10 -3 -6 -1 -12 23 16 22 18 -17 -19 21 -21 25 -4 -25 26 29 28 -28 -16 -right_child=1 2 14 4 5 -7 -8 -9 -10 -11 13 -13 -14 -15 15 17 -18 19 -20 20 -22 -23 -24 24 -26 -27 27 -29 -30 -31 -leaf_value=-0.060307567317146184 -0.015629697298498568 0.0051871236811397688 0.0036857601517497718 -0.019336485244903525 0.016996319239467508 0.10311828953439815 -0.0039957076120158376 -0.0009338624904035481 0.080830936660160488 -0.052822866602149458 -0.023420406252462955 -0.050893530081662565 -0.023394616944239555 0.00061163230026627688 0.15625080157034954 0.1178393070685459 -0.17520684393300379 0.045755696793358766 -0.097649677269516622 0.031812681781263979 -0.24382215469276647 -0.18636150116600764 -0.035972764745850656 -0.038268908033951901 -0.0031902676919564159 0.0062698531301824808 -0.18404048463877704 0.11858175736052266 0.088640221281909778 0.035870364780856832 -leaf_weight=147.26124134659767 985.17640103213489 11111.001346382312 3004.3278272682801 973.10349948983639 305.81169979646802 31.804141527973115 5774.0316476095468 23297.494922084734 31.46942612528801 77.821980799548328 411.89306992292404 42.202675363980234 669.60133557347581 853.77004296332598 30.130666188895702 52.392711292952299 11.066152177751063 256.61192605737597 7.4022918343543997 104.21212607249618 10.646542176604269 12.187043037265537 91.388219106011093 197.77996617555618 595.64061097893864 3780.0397349409759 22.751257259398702 18.174964670091867 6.3805079460144034 63.831390070728958 -leaf_count=39837 41970 74818 18904 38074 2489 722 43715 262458 247 504 3254 369 100766 6677 137 258 48 1507 32 522 46 57 663 1241 3076 27015 101 92 29 352 -internal_value=0 0.000296769 0.000603369 -0.000241723 -0.00498927 0.0166643 -0.00620823 0.000703842 0.00375963 0.00356489 0.00391944 0.00876352 -0.0300492 -0.00720927 0.00499096 0.00887486 0.00596585 0.0352704 0.091163 0.0265593 -0.0122144 0.00896975 0.00646549 0.000422396 -0.0119345 0.00745453 0.039154 -0.0309969 -0.124317 0.0744726 -internal_weight=0 52160.5 51175.4 42910.4 7126.95 379.819 6747.14 35783.5 12486 12454.5 12376.7 348.014 816.863 1265.66 8264.96 4467.22 4023.76 443.453 59.795 383.658 127.046 116.399 4012.7 3797.75 793.421 3921.31 141.269 47.3067 29.1318 93.9621 -internal_count=669980 529377 487407 433327 85369 3580 81789 347958 85500 85253 84749 2858 140603 9931 54080 30859 28437 2422 290 2132 625 579 28389 23221 4317 27726 711 222 130 489 +left_child=1 18 3 13 8 14 -4 -7 -5 -10 -11 -12 17 -3 15 -6 -17 -13 19 20 -1 22 24 -24 25 27 29 28 -2 -27 +right_child=21 2 6 4 5 7 -8 -9 9 10 11 12 -14 -15 -16 16 -18 -19 -20 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31 +leaf_value=-0.033816839687484106 0.090308367799955325 -0.00047017691391635903 0.0081064115501262527 -0.023591402305548369 -0.077821436968255164 0.00060142440682105192 -0.026935059945484514 0.10262672544425938 -0.05803382698796751 -0.0051810947047426564 0.0091533996224394277 -0.07804921432653196 0.55974482986118124 -0.023414247582581871 -0.019291695168129151 0.18048982728826735 0.73258994894016827 0.12905834538006208 -0.030930424285650817 0.0031058406069090676 1.2676261026953766 0.0033502983798724449 0.0016361249741757352 -0.005538602300656969 -0.0036255629367525828 0.34259695397735057 0.018879092049779413 0.018652515501748301 -0.021112940778504161 0.065728353051822411 +leaf_weight=123.19896434689872 14.94766743481159 1268.6135706659406 989.41094741178676 1479.0315412338823 1.0321939885616296 124.91055601648986 131.67377985548228 13.272716488689182 27.057649195194244 117.50905592925847 24.271989714354277 2.7205262407660546 1.0938162896782149 245.88439875934273 1.7188881821930406 1.5477381963282826 1.1084300130605695 14.946614339947699 568.48601067462005 224.10773555911146 0.074463889002798989 10768.812099173665 36702.490516796708 3803.3420508094132 12407.06845859997 3.5061988122761232 570.19560344517231 195.11598813161254 344.99766848795116 4.7784488946199417 +leaf_count=33996 102 42204 39913 58472 27 2946 4626 298 1156 3286 685 74 18 7673 43 37 19 322 60325 35678 14 48291 205308 15926 98398 38 4572 1423 4082 28 +internal_value=0 -0.0102476 -0.00764429 -0.0115676 -0.0177356 0.0168197 0.00399072 0.0104011 -0.0207127 0.00198292 0.0120981 0.059282 0.124136 -0.00419523 0.180848 0.274119 0.410883 0.0971663 -0.0228846 -0.00971775 -0.0330307 0.000618161 7.37793e-05 0.000962446 -0.00258461 0.00880908 0.0212282 -0.00413398 -0.0164859 0.182904 +internal_weight=0 5361.67 4445.8 3324.72 1810.22 143.591 1121.08 138.183 1666.63 187.6 160.542 43.0329 18.761 1514.5 5.40725 3.68836 2.65617 17.6671 915.867 347.381 123.273 64815.3 54046.4 40505.8 13540.6 1133.54 578.48 555.061 359.945 8.28465 +internal_count=669980 291812 161799 117260 67383 3370 44539 3244 64013 5541 4385 1099 414 49877 126 83 56 396 130013 69688 34010 378168 329877 221234 108643 10245 4638 5607 4184 66 is_linear=0 shrinkage=0.1 @@ -3375,18 +3375,18 @@ shrinkage=0.1 Tree=177 num_leaves=31 num_cat=0 -split_feature=1 1 3 7 3 0 7 0 2 1 3 8 3 1 0 10 3 0 8 7 8 8 8 2 3 12 3 11 0 8 -split_gain=28.9135 14.1368 13.5405 14.1906 8.59637 10.6672 10.3786 17.3049 12.6482 12.3493 11.5241 10.3741 9.48612 12.082 15.5883 10.0819 10.036 9.67742 9.09633 9.06947 11.0374 22.3009 11.5205 11.587 9.00047 8.5568 13.2696 20.7299 9.83651 9.75648 -threshold=0.0038503149877588496 0.00031921438403550404 0.080939212771562727 0.29520697167755999 0.062845797326211539 0.028980474443983325 0.37715517241379315 0.61669938701511817 0.21859407860619254 0.0066856352280274907 0.21129921044966946 41.500000000000007 0.10184970661066055 0.0069992905470193665 0.34989691115691396 1.0000000180025095e-35 0.087612160102604378 0.46508427439233974 9.5000000000000018 0.20942982456140355 64.500000000000014 62.000000000000007 41.500000000000007 0.12772884431138451 0.020857971789958987 1.0000000180025095e-35 0.98508274999236478 1.0000000180025095e-35 0.0077273309528843549 16.500000000000004 +split_feature=1 2 1 0 1 4 11 1 5 12 3 0 2 2 2 0 2 5 2 0 3 3 3 1 0 1 1 4 1 1 +split_gain=40.0855 10.5995 9.51913 8.57496 12.4174 9.12433 7.37524 7.38288 20.8178 9.12691 22.8962 21.0259 18.3472 73.4075 22.4492 20.3075 16.1357 7.5006 5.98503 5.80272 10.9977 10.2055 5.76259 5.81792 5.67308 5.98424 6.56441 5.60175 7.30304 16.5193 +threshold=0.002356117656147187 0.16317581055963704 0.00031921438403550404 0.0021888403176580956 0.008634793951291948 0.46862745098039221 1.0000000180025095e-35 0.00033522264238509156 0.087121212121212141 1.0000000180025095e-35 0.96879786550279945 0.00041536605323305671 0.010004943193611579 0.0081827070792699613 0.023763062918533442 0.00048653818212776107 0.005936096481728409 0.43650793650793657 0.81515065625715799 0.002347272037142648 0.95772456313968635 0.97002070184805411 0.98639789308921333 0.00086433534776166542 0.0008082969130431887 0.00091639259584765846 0.0012127987707993041 0.14039408866995076 0.0014848034642950018 0.0011268402336117929 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 5 24 7 -6 10 -10 11 -8 16 14 15 -14 -11 -18 -15 20 21 22 -7 -24 -2 26 28 -28 -12 -27 -right_child=4 2 3 -5 6 19 8 -9 9 12 25 -13 13 18 -16 -17 17 -19 -20 -21 -22 -23 23 -25 -26 29 27 -29 -30 -31 -leaf_value=-0.07519822014224363 0.059934584297134177 -0.042359809708417115 -0.003756205632494495 -0.028079873371389272 0.001560435566216478 -0.001818132581384844 -0.0026415786520999542 -0.019158700232479127 -0.036846568080202181 0.012559660905301856 0.020935756105598953 0.055066708954783695 0.045429497654581284 0.22798763602407829 0.6606190507330062 0.44105433734088345 0.1041632752379639 -0.060035199374964446 0.0012603702251488334 0.015752310946128879 -0.11869750223782659 0.2272855324906794 0.015628813159582301 0.099824045602168954 0.0149830146229864 -0.037951307569151056 0.0011959289651104401 0.75665948659837745 -0.015285311179944675 -0.01295272707059336 -leaf_weight=36.080789534957148 50.176976215094328 133.20869672764093 1110.1199455081951 305.95692208851688 13292.280230028089 1761.1458733570762 444.26748873898759 415.71833230904303 70.71080050105229 57.164558283984661 94.160905296914279 33.500278586521745 5.4357597660273305 1.7737707216292609 0.52363185305148352 0.73072099406272162 27.522561153396968 4.1277182283811262 740.57492656214163 459.52157204062678 7.791759544517844 4.3286327198147765 77.687778754625469 20.700897484552115 396.67341656051576 297.8815810950473 0.96555704716592916 0.58224920742213726 367.97193128662184 328.0589216304943 -leaf_count=28628 540 32190 212892 70219 224719 27261 3733 11320 6044 1222 3179 252 345 27 24 29 544 116 15631 7202 184 25 677 361 4631 5975 47 31 6506 5426 -internal_value=0 -0.0133199 -0.0118789 -0.00901157 0.000737995 0.00587713 -0.000144153 0.000932093 -0.00610274 0.00328485 -0.0115444 0.00140483 0.00667175 0.00300779 0.136792 0.0923106 0.0375725 0.0827491 0.00180211 0.00316412 7.35133e-05 0.000570028 4.22785e-05 0.0333434 0.0200306 -0.0172223 -0.00692614 0.285384 -0.00790516 -0.0248494 -internal_weight=0 1585.37 1549.29 1416.08 18962 2778.03 16184 13708 2475.95 908.564 1567.39 477.768 837.854 749.039 6.69011 6.16648 88.8148 31.6503 742.349 2331.18 1871.65 1863.86 1859.53 98.3887 446.85 1089.62 463.681 1.54781 462.133 625.941 -internal_count=669980 343929 315301 283111 326051 40881 285170 236039 49131 23982 25149 3985 17938 16056 398 374 1882 660 15658 35710 28508 28324 28299 1038 5171 21164 9763 78 9685 11401 +left_child=1 2 -1 -2 5 -5 22 8 9 10 -8 -12 13 16 15 -14 -13 27 -6 24 -21 -22 23 -4 25 -19 -27 -9 29 -29 +right_child=3 -3 6 4 18 -7 7 17 -10 -11 11 12 14 -15 -16 -17 -18 19 -20 20 21 -23 -24 -25 -26 26 -28 28 -30 -31 +leaf_value=-0.054297898410421319 0.016378673719459332 -0.02590465541015079 -0.05089893598570875 -0.0049000133910936765 0.00093341440400237412 -0.03097097959308312 -0.075192193708647312 -0.0017825213156259575 2.429667113814507 -0.075124315623822963 -0.075076000066798224 -0.075082761362267159 2.2806400504691875 6.2327194408902917 1.9983694775327194 -0.075137233650844432 2.4101981739219416 -0.07568734205020386 0.017917233182075335 0.054261924845162096 1.1057826985331876 0.24901551912804309 0.0023941698121049304 -0.015755037219728832 -0.03792926820910348 0.53729899472233766 0.082331385774446209 0.026978414888764846 -0.028840529753718348 0.29586272006679476 +leaf_weight=43.245389170886483 338.97478599054739 658.68277702212799 61.676530013675801 2286.5291347240563 22693.903765687253 142.61429958953522 0.86511909996624992 332.89462255791295 0.039923670352436491 1.2398833034094423 0.26095042040105909 0.074479893082752824 0.042449165834113955 0.031706688227131963 0.096453709411434829 0.26520826411433518 0.040236861095763743 0.56799446023069222 209.40385792963207 0.76876773615367688 0.25383192580193281 0.30740232672542334 120.31022336531896 199.38128433329985 2.4712952309055254 0.64857576135545947 0.62055625766515732 7.8160903502721357 6.3743558856658629 3.228704200591892 +leaf_count=27710 15402 108627 17230 144781 219334 12745 267 60883 23 635 200 52 22 19 37 119 27 112 4830 69 19 25 24124 29229 159 21 22 2031 777 449 +internal_value=0 -0.0165545 -0.00869419 0.000579079 0.000367664 -0.00643063 -0.00603011 0.00425884 0.161633 0.130586 0.282714 0.664275 1.01472 1.97377 0.667228 0.249902 0.796629 0.00295174 0.0010887 0.117372 0.299959 0.636509 -0.0157131 -0.024058 0.0610075 0.194097 0.314838 0.00111011 0.0563908 0.105581 +internal_weight=0 1442.2 783.522 25671.4 25332.5 2429.14 740.277 358.909 2.95641 2.91649 1.6766 0.811485 0.550535 0.146423 0.404111 0.307657 0.114717 355.952 22903.3 5.63842 1.33 0.561234 381.368 261.058 4.30842 1.83713 1.26913 350.314 17.4192 11.0448 +internal_count=669980 272888 164261 397092 381690 157526 136551 65968 1401 1378 743 476 276 98 178 141 79 64567 224164 427 113 44 70583 46459 314 155 43 64140 3257 2480 is_linear=0 shrinkage=0.1 @@ -3394,18 +3394,18 @@ shrinkage=0.1 Tree=178 num_leaves=31 num_cat=0 -split_feature=0 8 12 12 6 3 5 3 2 8 9 8 3 3 8 11 10 1 1 10 9 3 1 8 1 6 6 6 8 2 -split_gain=57.5739 28.524 46.5122 37.0738 25.0235 26.3632 24.8029 21.7723 19.9945 15.3571 14.8645 14.0442 33.1827 21.6005 32.186 62.5592 53.2123 34.0824 30.0617 13.6687 40.7474 33.6937 32.3187 26.5121 25.5263 24.4938 66.2646 36.4708 22.94 36.6501 -threshold=0.00074303643721072051 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.36602870813397131 0.058940503103090736 0.025320512820512824 0.88532371616891192 0.045688057837906117 63.500000000000007 1.0000000180025095e-35 40.500000000000007 0.98639789308921333 0.99743289378208211 48.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.00014882966514734566 0.00023281843386249365 1.0000000180025095e-35 1.0000000180025095e-35 0.16167077779508179 0.001008387740506585 58.500000000000007 0.027442770971085804 0.20942982456140355 0.20740867190167295 0.23431372549019611 47.500000000000007 0.83927177908205797 +split_feature=2 3 0 2 1 0 3 8 8 8 12 12 2 3 11 8 1 11 3 10 3 8 1 1 0 11 10 2 0 1 +split_gain=8.87977 9.1592 8.86788 19.1022 12.5898 9.56897 11.4239 9.14591 8.36212 8.28649 42.7273 23.0163 15.938 16.378 15.3956 14.2429 23.3668 19.2595 19.3103 11.0342 12.1495 20.1961 12.2688 10.8074 14.3856 10.8009 10.7769 22.3531 13.1114 10.4183 +threshold=0.0056255489474314824 0.30267199479350998 0.0068429123289504437 0.066825316751958783 0.00031921438403550404 0.57392597256018829 0.034090029045624547 37.500000000000007 39.500000000000007 23.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.0133617253234276 0.042998076775577404 1.0000000180025095e-35 41.500000000000007 0.013873790547772432 1.0000000180025095e-35 0.053608860731007936 1.0000000180025095e-35 0.017517961766468391 39.500000000000007 0.028659027995005072 0.003074389427157642 0.02590044806957488 1.0000000180025095e-35 1.0000000180025095e-35 0.0074800202466077537 0.015783955249461482 0.00073550347836436839 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 11 6 -6 8 -4 10 -5 -2 12 -3 -13 15 -15 17 -17 -19 21 22 -10 -21 24 -23 26 -22 -27 -24 -30 -right_child=4 3 7 9 5 -7 -8 -9 19 -11 -12 13 -14 14 -16 16 -18 18 -20 20 25 23 28 -25 -26 27 -28 -29 29 -31 -leaf_value=-0.05624322265125066 -0.006760388226109252 0.017511832498339607 0.63011648201158899 -0.050322545671595303 0.016056764564319113 0.0025126339303853857 -0.011809462235879921 -0.0088832520141657583 0.0052009632262172527 0.51252084027760469 0.016093453318473425 -0.024546646121884882 0.15152015816094905 -0.1011357187419426 -0.10113571874194259 0.51997806015632841 -0.10113571874194234 2.4720499366937507 1.0246330055111728 0.030514022742967023 0.0053776886928905828 0.00080467546398636151 -0.01053932425677497 -0.066963731536794288 -0.0054965061103584272 -0.084187558500167625 0.319558187396487 -0.0053825979613009479 0.024446235924815048 -0.13594522661702876 -leaf_weight=409.75500258430839 5898.4369534486905 216.91623157635331 0.53394628316163917 124.70839202217758 1617.4992736326531 12887.725987362675 1894.2022161250934 389.86917107086629 13886.582935668528 0.48665983788669009 299.02606559917331 99.713807492516935 20.198291623964906 1.0881453417241564 1.8875990621745584 0.32200219295918941 0.3553127646446228 0.31089866906404495 0.2664845734834671 211.69379922747612 4765.0386286526918 34022.685099799186 6183.9660049527884 59.897140495479107 7926.8728190325201 72.957388564944267 6.7225699648261061 301.08918622136116 304.49724173545837 14.945920415222643 -leaf_count=22046 129431 2121 4 5234 13228 71587 14643 20086 76916 23 5161 4818 452 98 170 29 32 28 24 1271 24963 188294 35815 386 49315 401 32 1516 1767 89 -internal_value=0 -0.0212533 -0.0327095 -0.00159282 0.000217457 0.00402296 -0.000510305 -0.00800931 -0.000220898 -0.0481347 -0.0056577 0.0154916 0.0289272 -0.0151571 0.206161 0.453746 0.93497 1.3443 1.80401 0.000276385 -0.00280694 0.000930652 -0.00793781 -0.000480935 -0.000386008 0.00388868 0.00582031 -0.0207534 -0.00918946 0.0169419 -internal_weight=0 1266.41 800.158 466.254 90353.8 14505.2 75848.6 390.403 73954.4 125.195 6197.46 341.059 237.115 103.944 4.23044 2.34284 1.2547 0.899385 0.577383 67756.9 11860.9 55896 6715.1 42009.5 41949.6 5145.81 4771.76 374.047 6503.41 319.443 -internal_count=669980 55165 42136 13029 614815 84815 530000 20090 515357 5257 134592 7772 2573 5199 381 211 113 81 52 380765 65854 314911 38942 237995 237609 26912 24995 1917 37671 1856 +left_child=1 -1 -2 4 -4 -5 7 -7 -9 11 15 14 -12 19 -6 16 -11 18 -18 20 21 22 -14 24 -13 -26 -25 28 -28 -16 +right_child=2 -3 3 5 9 6 -8 8 -10 10 12 23 13 -15 29 -17 17 -19 -20 -21 -22 -23 -24 26 25 -27 27 -29 -30 -31 +leaf_value=-0.047892722423887785 0.0021510558277805943 -0.0076455296307323091 0.18880655011466208 4.2909197191367448e-05 -0.0021467997489663703 0.037279492979487752 0.002921877152526202 -0.015637481559528026 0.019631335552616036 -0.0046844285073666192 -0.052705588919273662 0.012714677980411241 0.075975799661651466 -0.022132829141539228 0.063023501601144158 -0.016529426439758486 0.081699017496482812 0.001777296735708556 0.02475590662277171 -0.029383064267742738 0.010055051326055433 -0.0076007339437576512 0.36296380307815751 -0.001060307446793733 0.014578460329893808 0.11028743966439528 0.15860974576584294 0.019241383843307567 0.643295579059036 -0.026837837202785021 +leaf_weight=63.45403550285846 22188.734364014119 519.23705244343728 3.3353690765798083 86032.657502345741 669.15329805295914 174.67338048666716 4993.3720919638872 97.212199591100216 217.93520409613848 681.35716720297933 138.13201179727912 192.6625593341887 2.5716975741088373 1246.8194514475763 13.2174632307142 301.61245798319578 80.179750688374043 241.38197906967252 231.49879846908152 70.921954903751612 194.90807189233601 6.8783772550523281 3.5402731671929359 1326.9720843229443 19.286269634962082 30.340231202542782 1.6923934109508985 222.76105324737728 0.83274411037564267 540.19790946226567 +leaf_count=3170 196282 36756 40 334854 8452 766 23659 477 1147 6218 3903 2083 38 14674 166 4504 707 2102 1823 1004 2362 94 28 15054 157 245 40 2055 24 7096 +internal_value=0 -0.0120284 0.000346308 -6.34188e-05 -0.0054258 0.000301058 0.00435147 0.0189252 0.00875211 -0.00553001 -0.00907514 -0.00177022 -0.0201782 -0.0172332 -0.0123521 0.00295133 0.00771117 0.0229823 0.0394046 0.00467686 0.016296 0.109935 0.24221 0.00543887 0.0250814 0.0730922 0.00237291 0.0225951 0.31845 -0.0246916 +internal_weight=0 582.691 119925 97736.1 6220.25 91515.9 5483.19 489.821 315.147 6216.92 3199.8 3017.12 1663.77 1525.64 1222.57 1536.03 1234.42 553.061 311.679 278.82 207.898 12.9903 6.11197 1794.55 242.289 49.6265 1552.26 225.286 2.52514 553.415 +internal_count=669980 39926 630054 433772 72869 360903 26049 2390 1624 72829 37457 35372 22103 18200 15714 15354 10850 4632 2530 3526 2522 160 66 19658 2485 402 17173 2119 64 7262 is_linear=0 shrinkage=0.1 @@ -3413,18 +3413,18 @@ shrinkage=0.1 Tree=179 num_leaves=31 num_cat=0 -split_feature=3 3 3 7 12 8 8 2 8 1 1 6 3 8 8 1 10 1 3 11 4 2 0 0 10 3 1 0 8 9 -split_gain=93.8877 43.6773 31.4378 26.0577 30.8556 84.8981 47.859 47.2756 43.4557 31.7971 30.1404 26.4424 24.3828 22.862 54.9905 54.7572 33.0031 66.1456 23.1931 21.1569 19.6422 18.9344 21.7604 18.8767 45.085 26.5209 20.5262 20.1563 18.5524 18.4909 -threshold=0.98160402065195196 0.2161759166778425 0.99545084297281494 0.72077922077922085 1.0000000180025095e-35 16.500000000000004 18.500000000000004 0.0096234171970825226 40.500000000000007 0.84264757925280087 0.50732302613085845 0.054093567251461992 0.030372011075534371 27.500000000000004 32.500000000000007 0.00089856539760092325 1.0000000180025095e-35 0.0073221898260988384 0.83268889682982661 1.0000000180025095e-35 0.096006144393241177 0.0092555391706332351 0.015783955249461482 0.15314720515933775 1.0000000180025095e-35 0.066731988112521651 0.0024403048404024095 0.013276378757063018 23.500000000000004 1.0000000180025095e-35 +split_feature=3 8 10 12 8 2 0 1 8 2 2 4 2 3 1 1 11 2 8 8 0 8 12 3 0 1 10 10 0 1 +split_gain=19.3928 11.2163 21.5608 16.3648 33.5246 20.1704 17.0158 25.8588 18.452 16.6025 15.3112 14.9098 11.7898 11.6768 9.36361 9.58841 10.7556 13.9653 17.8547 20.5442 19.7059 16.7199 15.7582 14.7904 14.776 13.7322 14.6931 10.7745 14.9277 11.2118 +threshold=0.062845797326211539 40.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 32.500000000000007 0.0065333944835650254 0.17406227194659912 0.0055136038236157682 39.500000000000007 0.02598846631690515 0.78153987163609162 0.10300618921308578 0.94694542266375736 0.023607657396327236 0.50732302613085845 0.0019714878333991306 1.0000000180025095e-35 0.19076083981042186 44.500000000000007 51.500000000000007 0.5004972148064476 59.500000000000007 1.0000000180025095e-35 0.11794531087437234 0.19979306634960378 0.020408775773148116 1.0000000180025095e-35 1.0000000180025095e-35 0.79218779667370998 0.0035641808577448761 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 3 -2 4 5 7 9 19 10 12 23 29 -6 15 18 -3 -17 21 -15 -1 -16 22 -18 24 25 -7 -26 -27 -19 -9 -right_child=2 13 -4 -5 6 8 -8 11 -10 -11 -12 -13 -14 14 20 16 17 28 -20 -21 -22 -23 -24 -25 26 27 -28 -29 -30 -31 -leaf_value=0.088347569275126603 0.014777451615231888 0.017484011839595578 0.049282565391046938 0.0057800772704768646 -0.045052661688113116 0.03575329917774811 -0.013848536142146945 -0.012402704853484518 -0.02331646362126423 -0.040658588238771144 0.033409903983716793 -0.042472660165707665 0.0075239886705839743 -0.032951065969383721 0.00052713686299177937 0.0031881982525418075 -0.050881261354616472 -0.02116255046464403 0.0023349971412611119 -0.00025648663639511206 -0.00725042697948944 0.0098794700366164803 -0.42364553634093777 -0.00091119673248406426 0.0051062345928066313 0.016828937900804943 0.060636828574709568 -0.0023849839346855696 0.024458229229273352 -0.042662214552214847 -leaf_weight=57.543800044804811 2324.4242445901036 2403.599371207878 297.88857602514327 2337.2532615996897 91.891729023307562 260.78861903399229 6948.7489458620548 1805.4995742402971 600.50874132290483 160.2668149061501 346.42419402301311 454.30609878152609 2199.1810903921723 734.25140085816383 40577.713158946484 20215.353829611093 6.7535409070551378 1927.3649146854877 249.59356970340014 50.686991523951292 3529.6043272875249 1433.4630420710891 2.0387836918234825 4606.1737901717424 93.917377449572086 730.01339565217495 228.55556305870414 2165.8127279579639 93.463142916560173 227.37766626849771 -leaf_count=541 68894 24450 15814 17919 2074 2579 65537 14340 6946 1978 2229 4432 16716 3156 208383 118764 74 9780 2025 398 17546 8468 18 35423 568 4414 1392 12868 459 1795 -internal_value=0 -0.000485263 0.0186972 -0.00423672 -0.0053501 -0.00190587 -0.0096105 -0.0178462 0.0026746 0.00240294 0.0045257 -0.0206616 0.00541521 0.000746277 -0.00061681 0.00310281 0.00164297 -0.0073771 -0.0239993 0.0468522 -9.52479e-05 0.00898212 -0.137319 0.00328812 0.00884784 0.00520937 0.044464 0.00245868 -0.0190526 -0.0157872 -internal_weight=0 94538.1 2622.31 23365 21027.7 11627.6 9400.09 2595.41 9032.19 2451.34 8431.69 2487.18 2291.07 71173.2 45091.2 26082 23678.4 3463.08 983.845 108.231 44107.3 1442.26 8.79232 8085.26 3479.09 3156.61 322.473 2895.83 2020.83 2032.88 -internal_count=669980 585272 84708 192149 174230 87925 86305 21506 66419 20768 59473 20567 18790 393123 231110 162013 137563 18799 5181 939 225929 8560 92 57244 21821 19861 1960 17282 10239 16135 +left_child=1 3 -3 4 5 -1 12 8 -8 13 -4 -5 -6 -9 15 -2 -17 22 24 20 23 -21 -18 -20 -19 26 -22 28 29 -24 +right_child=14 2 10 11 6 -7 7 9 -10 -11 -12 -13 -14 -15 -16 16 17 18 19 21 25 -23 27 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.049396025605812965 0.0014487768226954627 -0.048807205749043708 -0.0099890321629694662 -0.0060079305388927081 0.029850583838424361 -0.020005887113758312 0.056229538234228917 0.015573047994539572 -0.025880677599472116 0.011252770576973832 0.11994609909632169 -0.023413685373694228 0.19572795115615618 0.092497711374862332 0.0056583753420453575 -0.0016598583229346462 0.0057950085151058242 0.0011134996664505627 -0.066214353086239866 0.064852469345401717 0.18608801916206041 -0.02246958742171698 -0.0094416984282084723 -0.016947704161690634 -0.004564673665283684 -0.034251201596488721 -0.03463971500382184 -0.0090898363386221204 0.053637359719037984 0.0022558296377604256 +leaf_weight=45.068447794765234 34370.106676260009 140.7738720793277 26.797024693340063 3123.6045033894479 347.96533679962158 591.30131482705474 30.489331774413586 33.104624200612307 267.3696737959981 337.7079354673624 13.708224728703497 584.17428176105022 4.338238436728715 48.853074364364147 3042.9235861934721 42270.450537834316 8653.8677970804274 17619.083859749138 65.596542119979858 56.907997205853462 11.345475971698763 35.672265879809856 936.95830627344549 857.68362142145634 6193.9993389360607 7.9607726931571952 4.107657939195632 1185.8438667058945 53.830879636108875 6529.5168371498585 +leaf_count=494 232060 2195 346 35181 2580 6291 355 669 3426 3131 124 7615 49 600 12567 182435 42659 62702 592 230 76 209 6826 3384 27835 64 36 5314 313 29622 +internal_value=0 -0.00584 -0.030308 -0.00502073 0.00308403 -0.0150908 0.013895 0.00505792 -0.0174757 0.0210513 0.033985 -0.00875027 0.0318932 0.061426 0.000180823 4.05842e-05 -0.00053231 0.000596789 -0.000923396 -0.0137536 -0.0181504 0.0312063 0.00277306 -0.020448 -0.000363445 0.0724485 0.127416 -0.000230731 0.00116622 0.000787922 +internal_weight=0 5595.26 181.279 5413.98 1706.2 636.37 1069.83 717.525 297.859 419.666 40.5052 3707.78 352.304 81.9577 121896 118853 84482.8 42212.4 24852.4 1039.27 946.694 92.5803 17360 923.28 23813.1 23.4139 15.4531 8706.15 7520.31 7466.48 +internal_count=669980 63056 2665 60391 17595 6785 10810 8181 3781 4400 470 42796 2629 1269 606924 594357 362297 179862 95128 4591 4152 439 84734 3976 90537 176 112 42075 36761 36448 is_linear=0 shrinkage=0.1 @@ -3432,18 +3432,18 @@ shrinkage=0.1 Tree=180 num_leaves=31 num_cat=0 -split_feature=0 0 0 8 4 1 2 8 8 11 0 6 3 3 12 9 8 1 1 8 7 4 4 4 9 6 7 6 4 4 -split_gain=62.8208 20.3112 17.2005 16.8805 16.7676 19.1172 21.6711 19.6158 50.4022 29.184 17.183 16.2593 14.5442 13.5601 18.5573 23.018 30.5052 34.2026 16.4737 13.5002 13.2754 21.8482 29.6891 17.8393 26.3229 45.6405 43.2631 23.0666 17.158 72.9586 -threshold=0.0039436185013608663 0.00095038259306985586 0.94689973200461208 12.500000000000002 0.10620300751879701 0.0021152687125869899 0.11507268681492173 16.500000000000004 18.500000000000004 1.0000000180025095e-35 0.014615748551412287 0.71651785714285732 0.24433434405344359 0.54335568554124969 1.0000000180025095e-35 1.0000000180025095e-35 37.500000000000007 0.002356117656147187 0.013873790547772432 67.500000000000014 0.04210992907801419 0.67738095238095253 0.67117117117117131 0.71357850070721363 1.0000000180025095e-35 0.19821428571428576 0.15311355311355315 0.22996794871794876 0.80206185567010324 0.82971014492753636 +split_feature=0 1 2 11 0 3 1 3 4 8 11 8 7 8 2 11 2 1 1 11 9 12 1 12 1 1 8 11 12 2 +split_gain=52.2123 13.0317 10.2054 18.3639 13.4081 20.8508 15.8227 14.1855 12.7808 13.5623 15.7008 12.6992 23.2378 15.9137 17.1967 25.7899 14.3728 14.4734 12.4253 27.5474 12.0256 13.733 12.7958 11.611 11.0227 13.269 16.7223 12.9029 11.9137 10.5743 +threshold=0.0050469844418081266 0.00083047647103313158 0.83927177908205797 1.0000000180025095e-35 0.078547245988764794 0.71156364896724567 0.020408775773148116 0.053608860731007936 0.23904761904761906 13.500000000000002 1.0000000180025095e-35 41.500000000000007 0.49074074074074076 47.500000000000007 0.02598846631690515 1.0000000180025095e-35 0.12015457009609948 0.0029635289709873196 0.0027126201186002479 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.0014848034642950018 1.0000000180025095e-35 0.093430766448540301 0.0020774677037193119 23.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.05639940601995113 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 -2 5 6 7 -5 9 -9 -8 12 19 20 18 -16 -17 -18 -15 -7 -6 22 -22 27 -25 26 28 -23 -26 -30 -right_child=2 -3 -4 4 13 11 10 8 -10 -11 -12 -13 -14 14 15 16 17 -19 -20 -21 21 23 -24 24 25 -27 -28 -29 29 -31 -leaf_value=-0.046565822765503966 0.017551825953900157 -0.015550459271567358 0.028439761932877984 -0.0070759284881512542 -0.0018848426679528478 0.0024336957637356325 -0.021348485044651463 0.039247932671098898 0.024127263229813678 0.86250234697807793 -0.0059071961382872419 -0.0075529023424307619 -0.0015430588602570571 0.040564656333565111 -0.0039223932232046663 0.0031524789492733637 0.51727113382252099 0.11649421049363316 7.2542760984030237e-05 0.084798159820454772 0.0046762958299765619 0.10713903971618675 -0.1653607286631886 0.040779422061728771 0.050683611998866174 -0.21695916375784474 -0.14997457731896657 -0.083876715594281254 -0.3330738014152082 0.075792722993594006 -leaf_weight=265.74213322857395 559.13009568396956 1027.7313794810325 217.69420754536986 340.61706979386508 3356.1345541253686 18530.032430562191 941.89460019208491 0.69345598667859909 333.30768058169633 1.1360098719596863 3068.2357366755605 2632.8023203192279 16745.612897138111 350.90695086121559 461.43036514241248 16.988378537818793 2.8090790789574376 8.8003871813416463 140.7832246767357 19.921742714941502 3473.975001947023 47.69161618500948 10.299016848206518 222.09067992959172 72.446685843169689 10.46313990652561 16.027316361665726 7.2879144102334967 6.3845833539962795 13.792127519845961 -leaf_count=71367 4139 106721 2524 9157 18512 114497 45580 22 8026 30 40190 21900 191227 4549 6056 137 24 67 1378 150 21563 242 45 1261 367 44 73 31 31 70 -internal_value=0 -0.0219225 0.000389985 0.000271167 8.10893e-05 -0.000716498 -0.00674239 0.00982406 0.0270004 0.550449 -0.00953403 2.79744e-05 0.000593455 0.0042168 0.0152452 0.00147317 0.0885313 0.213468 0.0289707 0.00252215 0.00272068 0.00670391 0.00417369 0.0289562 0.0204383 -0.0174883 0.00172088 0.0818186 0.0279699 -0.0535863 -internal_weight=0 1293.47 51609.4 51391.7 50832.6 42614.3 4685.88 675.754 335.137 1.82947 4010.13 37928.4 35295.6 8218.31 981.718 490.028 28.5978 11.6095 491.69 18550 7236.59 3880.46 3484.27 396.184 341.205 119.114 108.651 54.9795 92.6234 20.1767 -internal_count=669980 178088 491892 489368 485229 430779 103005 17235 8078 52 85770 327774 305874 54450 12211 6284 228 91 5927 114647 42239 23727 21608 2119 1846 585 541 273 468 101 +left_child=-1 -2 4 -4 5 7 8 -3 9 10 23 29 13 14 15 -13 17 -14 19 -15 21 -10 -22 -7 25 26 27 -9 -26 -11 +right_child=1 2 3 -5 -6 6 -8 24 20 11 -12 12 16 18 -16 -17 -18 -19 -20 -21 22 -23 -24 -25 28 -27 -28 -29 -30 -31 +leaf_value=-0.015147687637530563 -0.010596930882942114 0.014693244387605657 -0.0023276082832707407 0.01514031436415109 0.0010421760341880356 0.054697319865472827 -0.0061921396536786816 0.030584270832058238 0.041520184882072604 0.0092672228873653326 -0.0025510868250148981 -0.023334330073545906 0.24174562581102285 -0.01982387332129084 0.025326581778254975 0.31931146245793046 0.02261583935465683 0.084330830553702121 -0.010127452063737573 0.097977335705185242 0.21635415939329136 -0.0029981261838131611 0.052698148797422684 0.18580313204121449 -0.022554772274387347 -0.0022700046443901319 -0.017785301252265566 -0.013235913096176744 -0.0050614880447196302 -0.0018211453309677043 +leaf_weight=2262.1909223964904 1080.8612115932629 331.25185261014849 1144.7945021949708 1268.9624759173021 48970.143012907356 18.105604926124215 1811.1249327287078 140.94688939489424 124.87121107429266 1197.4096966572106 26.912359666079283 3.4779995586723107 8.550650021061303 41.228483326733112 17.329874146729708 5.9623600393533707 20.164390893653035 18.431173589080572 191.59611735492945 38.284422162920237 5.5688030794262877 155.68360037356615 33.622923908755183 10.77502988651395 795.22083351854235 5227.9120073392987 1245.444918975234 128.41757474280894 762.72286407090724 3052.4654979053885 +leaf_count=201625 27139 4719 16553 17027 195003 228 24676 2518 1669 21502 304 46 104 529 162 39 294 233 2338 462 41 2019 275 118 9350 58080 22080 2312 9060 49475 +internal_value=0 0.00029563 0.000471884 0.00685564 0.000232556 -0.00233969 0.00180985 -0.00559972 0.00472561 0.003396 0.0524028 0.00280094 0.0212516 0.010927 0.0844819 0.193075 0.0864848 0.134216 0.0036639 0.0368959 0.0240647 0.0168164 0.0759522 0.103611 -0.00640955 -0.00465791 -0.012899 0.00969331 -0.0139906 0.00130302 +internal_weight=0 67878.2 66797.4 2413.76 64383.6 15413.5 6781.57 8631.92 4970.44 4650.69 55.793 4594.9 345.025 297.879 26.7702 9.44036 47.1462 26.9818 271.109 79.5129 319.747 280.555 39.1917 28.8806 8300.67 6742.72 1514.81 269.364 1557.94 4249.88 +internal_count=669980 468355 441216 33580 407636 212633 104514 108119 79838 75834 650 75184 4207 3576 247 85 631 337 3329 991 4004 3688 316 346 103400 84990 26910 4830 18410 70977 is_linear=0 shrinkage=0.1 @@ -3451,18 +3451,18 @@ shrinkage=0.1 Tree=181 num_leaves=31 num_cat=0 -split_feature=1 6 11 8 2 0 1 5 4 0 3 0 1 5 9 2 1 4 1 6 0 0 4 3 4 3 7 6 0 0 -split_gain=25.1185 10.3961 13.0216 14.5076 19.3991 13.4688 13.2296 25.9085 21.031 30.5323 14.8812 12.186 11.4075 11.3138 12.0123 8.94016 9.64773 8.86835 8.64344 8.40917 8.35327 10.7175 10.4932 9.09381 8.43636 8.34917 17.5815 8.54833 10.3281 35.2287 -threshold=0.0011070650392843091 0.11437908496732027 1.0000000180025095e-35 28.500000000000004 0.21859407860619254 0.34989691115691396 0.0012833679548992728 0.11437908496732027 0.14039408866995076 0.0021116086133806805 0.71156364896724567 0.00048653818212776107 0.0039230821236290138 0.07417582417582419 1.0000000180025095e-35 0.019726922063333378 0.045242535598563609 0.4919354838709678 0.00031921438403550404 0.35504201680672276 0.14335164815645299 0.10773540641268979 0.62418831168831179 0.69681188836847885 0.21980676328502416 0.75342187127568572 0.44222222222222224 0.35781671159029654 0.0049097214076711257 0.0040524112610958252 +split_feature=1 1 2 1 8 5 6 3 8 6 11 3 1 8 2 2 0 1 12 3 1 1 11 10 3 0 9 11 0 2 +split_gain=37.7434 10.0927 11.7527 9.71694 14.0044 12.1773 9.92814 7.48441 9.30303 17.0447 15.8444 23.2139 8.60778 8.56605 7.99382 7.03907 19.6853 11.4381 9.77299 7.58876 11.0434 15.9297 12.0094 6.9721 6.89875 6.54661 7.02051 8.19041 6.36295 14.4622 +threshold=0.001653038648082808 0.00042373676032680799 0.015828231182202418 0.0066856352280274907 39.500000000000007 0.048809523809523817 1.0000000180025095e-35 0.93278551684725886 31.500000000000004 0.54195804195804198 1.0000000180025095e-35 0.97336229983597977 0.0041501371751771548 37.500000000000007 0.6770705396710992 0.035651653294904558 0.0015234104803759812 0.0040755249409591271 1.0000000180025095e-35 0.99216675567578994 0.0023117410987087447 0.0024816080293633626 1.0000000180025095e-35 1.0000000180025095e-35 0.087612160102604378 0.00098947302277857118 1.0000000180025095e-35 1.0000000180025095e-35 0.00087532177956937561 0.011646282212551718 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=18 11 12 4 6 -5 7 8 -4 -10 13 -2 -3 14 -8 16 -12 -16 -1 -15 21 22 -14 -24 -22 27 -27 -6 29 -29 -right_child=1 2 3 5 25 -7 10 -9 9 -11 15 -13 20 19 17 -17 -18 -19 -20 -21 24 -23 23 -25 -26 26 -28 28 -30 -31 -leaf_value=-0.07324539758350232 0.097840768434247438 -0.044639957782704714 -0.012280721973557172 0.00046582912670868235 0.072822610987839292 -0.030082146861505905 -0.0053289473969517056 1.8119328232541219 -0.10047726102825001 1.965346745627587 -0.0064788086335286661 0.00095719802789288638 -0.01445779712762385 0.025980249272351132 0.090238420398994434 -0.05081751078503003 0.20058303753498416 0.45900771714850352 -0.020281508696743489 0.11595559368619666 0.0072791268352887031 -0.053726552787739204 0.036291252768481684 0.3787355542315094 -0.021536812686747123 -0.10409548448651754 0.7876141260207743 -0.10235605076448501 0.022548092021329735 1.2544918546134067 -leaf_weight=33.473960530245677 12.992138557601718 106.71670683380216 1.1343620636034746 584.82828645524569 54.487866059644148 191.62491900380701 141.97449869499542 0.10457171266898502 0.14110318385064591 0.14512969925999641 10.339705631136892 17669.909939555684 498.89593636617064 31.599384139757603 2.5800967314280565 72.809998841024935 2.8761529996991149 0.87270966614596535 387.53523527318612 15.474013001658021 357.98332189628854 75.339292373508215 2.0789483459666367 1.236819270532578 141.86035255505703 0.43611878575757046 0.44849709630943835 0.54442602605558832 118.55788355972618 0.29505808744579554 -leaf_count=28628 1234 20133 264 25453 2015 6598 1613 19 31 25 767 417625 11704 215 52 3370 31 51 132929 101 6994 1423 61 42 3698 24 30 64 4746 40 -internal_value=0 0.000187814 -0.00596593 0.00123449 0.0154171 -0.00707326 -0.000897755 0.29282 0.180996 0.946965 -0.0025061 0.00102838 -0.0134531 0.0129459 -0.000846954 -0.0370831 0.0385838 0.183446 -0.0244926 0.055557 -0.0103641 -0.0185556 -0.0132794 0.164027 -0.000899109 0.0415602 0.347998 0.0400012 0.025023 0.374543 -internal_weight=0 20098.3 2415.39 1231.27 454.822 776.453 280.052 1.52517 1.42059 0.286233 278.527 17682.9 1184.11 192.501 145.427 86.0259 13.2159 3.45281 421.009 47.0734 1077.39 577.551 502.212 3.31577 499.844 174.77 0.884616 173.885 119.397 0.839484 -internal_count=669980 508423 89564 45509 13458 32051 6539 339 320 56 6200 418859 44055 2032 1716 4168 798 103 161557 316 23922 13230 11807 103 10692 6919 54 6865 4850 104 +left_child=1 -1 25 4 7 6 24 14 -9 15 13 12 -12 -11 -2 19 -17 -18 -19 28 -21 -22 -23 -16 -6 26 -3 -28 29 -10 +right_child=3 2 -4 -5 5 -7 -8 8 9 10 11 -13 -14 -15 23 16 17 18 -20 20 21 22 -24 -25 -26 -27 27 -29 -30 -31 +leaf_value=-0.050107921155757677 -0.0095726802325720381 0.01787955547498046 -0.022154645257806031 0.0010299802740998333 -0.036879794111192812 0.044377743222760238 -0.034204701267458205 0.0067529549141073985 0.00094615005789303779 0.50697371502681998 -0.075688402708158714 1.2247092919421796 0.6704000737448359 -0.078966952525067136 0.0060343700619582743 0.71879719125337571 -0.011782285670303934 -0.015290986871561274 0.27876201255382188 -0.07555887398281648 0.87270816969862308 0.56222155219885728 -0.076278123384027952 0.060275118907663086 -0.0077890786355905364 -0.017006023084993376 0.59786114314918837 -0.075711619031952448 9.2629371528230297e-05 0.59591606218249638 +leaf_weight=96.346760412561707 606.35236071189865 121.33375181246083 706.62631456705276 23677.704933152068 90.380006582709029 35.354304034262896 221.82979154540226 364.75712159345858 1.3011606163345266 0.34314022678881795 0.36580066569149494 0.38440411072224379 0.26787596009671688 0.91430394165217876 177.99031398585066 0.50321301724761625 6.2483384953811747 1.635060343891382 3.6608864590525627 1.0323442695662373 0.42078247852623452 0.46998798102140404 0.78928220644593239 27.337867180351168 831.52853376790881 80.250523729249835 0.44558220263570447 0.30347574828192592 38.063679822254926 0.59554425720125426 +leaf_count=47314 48085 26479 133245 255045 10081 1835 22740 26221 104 26 33 26 13 50 14036 32 496 67 163 107 18 27 39 1435 67099 12604 80 46 2378 56 +internal_value=0 -0.0193321 -0.01607 0.000413964 -0.00563192 -0.0134245 -0.0152112 0.00181734 0.0126238 0.0501958 0.318363 0.611622 0.239708 0.0809287 -0.00379776 0.0390441 0.106545 0.0798572 0.187977 0.019987 0.18185 0.340021 0.162024 0.0132561 -0.010641 0.00517992 0.0197637 0.324968 0.0090002 0.18776 +internal_weight=0 1005.31 908.96 26090.2 2412.53 1179.09 1143.74 1233.43 421.753 56.9958 2.27552 1.01808 0.633677 1.25744 811.681 54.7203 12.0475 11.5443 5.29595 42.6728 2.7124 1.68005 1.25927 205.328 921.909 202.333 122.083 0.749058 39.9604 1.8967 +internal_count=669980 219768 172454 450212 195167 101755 99920 93412 29856 3635 148 72 46 76 63556 3487 758 726 230 2729 191 84 66 15471 77180 39209 26605 126 2538 160 is_linear=0 shrinkage=0.1 @@ -3470,18 +3470,18 @@ shrinkage=0.1 Tree=182 num_leaves=31 num_cat=0 -split_feature=0 8 12 12 6 6 6 7 2 0 5 2 3 4 10 1 8 9 10 8 11 2 8 0 8 8 8 12 0 6 -split_gain=48.9465 23.4994 41.5381 30.3362 20.6663 27.6027 21.15 20.0119 19.802 17.7324 17.0654 16.9538 16.3404 14.5907 13.3012 12.966 24.6451 18.7425 32.6046 17.7048 16.6338 16.2854 21.5385 19.0358 18.0215 16.1546 25.8299 26.5665 16.0914 21.0414 -threshold=0.00074303643721072051 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.67204301075268824 0.87867647058823539 0.82480818414322254 0.052982456140350888 0.059180245429979302 0.73698572325193479 0.69047619047619058 0.95347132347897057 0.9636149690700776 0.26491228070175443 1.0000000180025095e-35 0.0053890018577956505 47.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 23.500000000000004 1.0000000180025095e-35 0.17632637931153258 48.500000000000007 0.042943554871220965 52.500000000000007 25.500000000000004 38.500000000000007 1.0000000180025095e-35 0.018943607912878153 0.39642857142857152 +split_feature=6 0 5 5 6 0 8 7 4 8 12 3 8 2 8 2 2 8 1 0 8 2 1 0 3 8 8 2 0 11 +split_gain=8.58356 10.795 10.5618 11.3886 10.1631 12.2329 11.5412 10.9076 16.9829 8.67975 8.50714 16.8238 25.3426 28.3311 19.8296 58.4638 54.5523 31.2982 23.5058 19.9586 19.4168 16.0386 15.502 14.9642 14.481 54.5555 16.6223 85.954 19.6144 16.8771 +threshold=0.31698564593301443 0.71168591046091711 0.025320512820512824 0.080128205128205135 0.28801843317972359 0.1388373957931181 23.500000000000004 0.077422577422577438 0.6300751879699249 78.000000000000014 1.0000000180025095e-35 0.13643962650062033 39.500000000000007 0.037748234010595648 30.500000000000004 0.47793775640234887 0.16001644067301837 63.500000000000007 0.0035015702486015511 0.0071790528287480268 24.500000000000004 0.019124757311331609 0.0034345730181209377 0.02590044806957488 0.099236128261346188 39.500000000000007 25.500000000000004 0.28149830090385541 0.065238424739026871 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 2 -1 -3 8 6 -6 9 10 -7 13 15 -4 -2 -11 16 -10 18 -17 -19 -21 -18 -23 -24 -25 28 27 -27 29 -20 -right_child=4 3 12 -5 5 7 -8 -9 11 14 -12 -13 -14 -15 -16 17 21 19 25 20 -22 22 23 24 -26 26 -28 -29 -30 -31 -leaf_value=-0.053569289306063132 -0.0032621916928771838 0.012888238279014329 0.11904734588696229 -0.04547956352013343 0.012715194564215077 0.0022281895632750327 0.046566905063114096 -0.081243554845168722 0.00098893405646448252 0.067310199275196353 -0.045621441124680057 0.033269571811484093 -0.010626698405841026 -0.021087681108627701 0.00032528014538773771 -0.00075100122831571838 -0.0044954845491334845 0.016752304376842615 0.029011470066681477 -0.0090909569542354293 0.010231850391407685 0.026681897165250351 -0.046489365557862532 -0.12160689726873751 0.03444892998728781 -0.0041739660674298892 -0.0096087206489350475 -0.04889080008411284 -0.0041625677464309204 0.25019984063971551 -leaf_weight=388.32201976794749 8282.1106900079176 347.50001923926175 9.9743733182549459 119.72520929668099 941.60897304490209 6041.280797874555 229.56079419795424 28.330784317106009 36904.178722441196 74.080889953300357 100.8536670235917 155.44603999704123 377.40002261195332 486.14599883649498 49.419763416051865 29204.571598134935 344.34871120750904 1073.0999330207705 86.241943083703518 898.11847258359194 884.01172137260437 901.32102773338556 82.736725009977818 8.1462176293134672 80.783543094992638 202.38111805915833 1930.7542295232415 386.76048054546118 887.84086178988218 4.5265469029545775 -leaf_count=22046 158678 7772 126 5257 5739 34287 1506 189 198092 684 2290 1915 19964 8617 395 159743 2931 5284 613 4455 4457 4584 422 38 390 1138 10997 2417 4923 31 -internal_value=0 -0.0197853 -0.0304568 -0.00206835 0.000195259 0.00527201 0.0193505 0.00260966 -0.000255702 0.00299501 -0.00472095 0.000279216 -0.00728776 -0.00425051 0.0405057 0.000209803 0.00148592 -0.00116548 -0.00184385 0.00660445 0.00049397 0.0144262 0.0204987 -0.0119657 0.0201538 -0.0109667 -0.0152014 -0.0335297 -6.24875e-05 0.0400419 -internal_weight=0 1242.92 775.696 467.225 90268.7 7364.28 1171.17 6193.11 82904.4 6164.78 8869.11 74035.3 387.374 8768.26 123.501 73879.8 38321.5 35558.3 32703.1 2855.23 1782.13 1417.34 1072.99 171.666 88.9298 3498.51 2519.9 589.142 978.609 90.7685 -internal_count=669980 55165 42136 13029 614815 42800 7245 35555 572015 35366 169585 402430 20090 167295 1079 400515 206457 194058 179862 14196 8912 8365 5434 850 428 20119 14552 3555 5567 644 +left_child=2 -2 4 -4 9 6 -6 8 -7 10 24 12 23 -14 15 19 17 18 -16 -13 22 -20 -17 -12 25 -1 27 -26 29 -29 +right_child=1 -3 3 -5 5 7 -8 -9 -10 -11 11 14 13 -15 16 20 -18 -19 21 -21 -22 -23 -24 -25 26 -27 -28 28 -30 -31 +leaf_value=0.0077713267070285176 0.0016850215066676164 0.01551378285840869 -0.039731340444941338 -0.0053848056181727737 -0.055511768417627227 0.11748401961353064 0.029803024884241663 -0.06562847587446051 -0.079838826045233777 -0.072058419339010665 -0.013550377445714523 0.011310293190750787 -0.029966609969686111 0.009542357754213332 -0.0050873402476459897 -0.025523877951013182 -0.00069043099629514341 0.3921006671880557 -0.048761615490272359 0.0012130120767910519 0.018147772266476032 -0.01740496712142902 -0.0085010186724246133 0.00018899290373877777 -0.0083546467924134095 -0.011032562488792102 0.0025379688460804234 0.0048448749633345977 0.0014305482626296862 0.018465059489454101 +leaf_weight=2542.0301952715963 21278.820162664633 579.87215660139918 101.12540432438254 2128.669501950033 22.358829217962921 9.0266927704215068 54.521385091356933 74.812530737370253 8.4398829042911512 16.684546321164817 951.22740030568093 2795.6566324047744 189.36845787707716 4366.9767072759569 1943.9667974384502 959.4485570192337 10433.207920253277 1.901992262341081 173.25234636478126 6530.1850896235555 179.99369938671589 2789.0536487996578 1209.144223690033 4757.2864194586873 8284.049396104645 3925.6428006719798 36726.883662247565 1807.4354692846537 3803.0195072591305 1831.7990223020315 +leaf_count=13404 99210 3782 592 13604 176 40 244 347 37 327 6969 49123 4245 19219 24443 3034 37057 31 4273 38577 565 22460 3717 22855 94693 20897 161813 5931 12277 6038 +internal_value=0 0.00205187 -0.000138385 -0.00694249 1.90189e-05 -0.0244707 0.00499119 -0.0490162 0.0221372 6.20738e-05 7.45819e-05 -0.00110763 0.00233867 0.00790031 -0.00241707 0.000688648 -0.00478045 -0.0134745 -0.0136317 0.00423993 -0.0134129 -0.0192389 -0.0160324 -0.00210044 0.000822593 -0.00364195 0.00137309 -0.00134735 0.00645255 0.0117006 +internal_weight=0 21858.7 98617.2 2229.79 96387.4 169.159 76.8802 92.2791 17.4666 96218.2 96201.5 37280.7 10264.9 4556.35 27015.8 11674.4 15341.4 4908.17 4906.27 9325.84 2348.59 2962.31 2168.59 5708.51 58920.9 6467.67 52453.2 15726.3 7442.25 3639.23 +internal_count=669980 102992 566988 14196 552792 844 420 424 77 551948 551621 236568 53288 23464 183280 95016 88264 51207 51176 87700 7316 26733 6751 29824 315053 34301 280752 118939 24246 11969 is_linear=0 shrinkage=0.1 @@ -3489,18 +3489,18 @@ shrinkage=0.1 Tree=183 num_leaves=31 num_cat=0 -split_feature=0 3 4 0 8 1 8 3 7 6 1 5 2 10 1 3 2 2 1 2 0 8 0 0 10 1 2 1 11 10 -split_gain=80.4688 39.0858 23.677 26.0073 23.4097 50.5031 35.6539 26.12 22.405 22.1799 23.2049 21.9308 20.9873 20.4284 42.5973 23.5463 23.4947 22.1468 20.181 19.7643 19.5681 16.8469 19.064 32.3916 40.9474 26.5746 22.9534 24.5407 23.8222 26.714 -threshold=0.00074303643721072051 0.37165386310456511 0.59761904761904772 0.20674927870109308 28.500000000000004 0.00053392984795601654 32.500000000000007 0.87073434015099105 0.47883597883597889 0.52506265664160412 0.081307628989831696 0.84523809523809534 0.059180245429979302 1.0000000180025095e-35 0.0060012340201045069 0.92570804770539616 0.0053464026310178327 0.013827555255859133 0.10050504352831251 0.0028118825004959758 0.0003919778787274337 40.500000000000007 0.0085060268799667677 0.040496029981080955 1.0000000180025095e-35 0.00039541982583803044 0.3816589490043561 0.01610090025168438 1.0000000180025095e-35 1.0000000180025095e-35 +split_feature=3 12 4 6 3 8 5 1 2 7 1 1 0 3 7 7 7 1 3 10 11 2 12 8 0 2 9 8 3 1 +split_gain=17.9464 9.357 8.9515 12.5537 12.0633 12.1712 8.75239 7.95586 10.6407 9.26466 7.78075 7.77244 9.49604 11.9636 9.35906 9.71091 9.08081 11.3301 16.9293 8.61512 8.15224 12.3563 13.0535 16.4857 13.7104 13.6113 12.573 12.2565 11.8077 15.5123 +threshold=0.032286757670179626 1.0000000180025095e-35 1.0000000180025095e-35 0.67204301075268824 0.16584454692134407 17.500000000000004 0.18465909090909094 0.50732302613085845 0.0056255489474314824 0.24568965517241384 0.0055136038236157682 0.0019714878333991306 0.083340721154772354 0.074650520034198739 0.23431372549019611 0.14119601328903655 0.070367751060820383 0.00073550347836436839 0.27554835801862992 1.0000000180025095e-35 1.0000000180025095e-35 0.19821811744301146 1.0000000180025095e-35 38.500000000000007 0.90102809240152559 0.10095971046085855 1.0000000180025095e-35 41.500000000000007 0.035965260822940534 0.017746474025025109 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=20 2 9 -4 5 -3 7 -6 13 11 -11 21 -10 17 19 -16 -17 -7 -8 -15 -1 -2 -23 24 25 -24 27 28 -25 -30 -right_child=1 4 3 -5 6 8 18 -9 12 10 -12 -13 -14 14 15 16 -18 -19 -20 -21 -22 22 23 26 -26 -27 -28 -29 29 -31 -leaf_value=0.042184936933416434 -0.00070217516928397462 0.025299476454159871 0.0046585693465170715 -0.022354906940201105 -0.035182240883931216 0.017228453131415428 -0.00052008197881788355 0.0077282139872414807 0.022469439060267493 -0.011552156208757257 0.015733485271146024 -0.026529652580476445 0.0054322321875725152 -0.17894206870331267 -0.012128764265505609 -0.18687066894422585 -0.039373512357979791 0.001686423976160558 0.0092197821410440854 0.0088037855570906095 0.016155040849654228 -0.056272856790862781 0.29473444920118108 -0.0021296378065088039 0.12406294148559814 0.0013657898023498997 -0.040727210177029224 -0.020170325918048477 0.16159502281623295 0.0020364372979687481 -leaf_weight=381.23241416551173 29506.902252174914 1039.2570476513356 505.64769894629717 1207.4389015212655 492.33290140330791 981.0670702457428 32967.459283173084 199.27235497348011 954.52355039305985 3734.7396720275283 340.06150263920426 344.11656564101577 2981.3977753221989 5.6338212750852099 1432.1474958658218 11.365911304950712 216.70016153901815 14005.915907617658 2274.0855458080769 1183.4479864370078 1191.2031491715461 95.340881172567606 3.1317552961409083 64.261148385703564 33.503663767129183 219.6645911373198 311.68915065005422 268.59210879355669 24.785113509744406 18.196682460606098 -leaf_count=18523 193445 15231 3709 12007 2088 18401 182036 2137 13512 29134 2253 2704 15926 157 6537 134 1906 85514 9594 8632 36642 930 28 626 250 2040 2937 2495 266 186 -internal_value=0 -0.000341522 -0.00290285 -0.0143814 0.00125768 0.00376313 -0.000332856 -0.0228184 0.00273513 -0.00234046 -0.00927504 -0.0014257 0.00956403 0.0012282 -0.00653344 -0.0168812 -0.0467242 0.00270383 0.000108417 0.00791425 0.0224659 -0.0011429 -0.0136571 -0.00935222 0.0209895 0.00548955 -0.0206632 -0.00402367 0.036416 0.0940446 -internal_weight=0 95422.7 36678.1 1713.09 58744.6 22811.5 35933.2 691.605 21772.2 34965 4074.8 30890.2 3935.92 17836.3 2849.3 1660.21 228.066 14987 35241.5 1189.08 1572.44 30546.1 1039.17 943.824 256.3 222.796 687.524 375.835 107.243 42.9818 -internal_count=669980 614815 253010 15716 361805 165950 195855 4225 150719 237294 31387 205907 29438 121281 17366 8577 2040 103915 191630 8789 55165 203203 9758 8828 2318 2068 6510 3573 1078 452 +left_child=1 10 6 4 5 -4 7 11 -9 -10 -1 12 14 -14 15 16 -2 18 -18 -16 -13 22 24 -24 -22 27 -27 -25 -26 -30 +right_child=2 -3 3 -5 -6 -7 -8 8 9 -11 -12 20 13 -15 19 -17 17 -19 -20 -21 21 -23 23 25 28 26 -28 -29 29 -31 +leaf_value=-0.023578214506363895 0.00021481063635118169 -0.018561990397560121 -0.020049228226716901 -0.019938890975487927 7.4263817086734282e-05 -0.004219570126927751 -0.0063097193349548331 0.027094630064437977 0.0018953166194255009 0.020019670082964236 0.012720958097799323 -0.0012820458141268403 -0.027001625104381106 0.010067533905103693 0.0045205421800140538 -0.021946091225582838 0.25409657649697248 0.011142978692337994 0.013132142190584065 -0.020779035200649582 0.0053924627768829484 -0.00078827606510966394 -0.0038089819584962549 0.011683851971294193 0.0054047071445233602 9.8567759496308164e-05 -0.051040665393227651 -0.11423484087476837 0.21905695086619525 -0.081091622376644801 +leaf_weight=82.421823315322399 21954.418554485776 788.35395852848887 596.33237732201815 402.3528159847483 8178.0550908138976 2618.7951329909265 1960.698818073608 210.33910221233964 2655.5514958538115 315.54923040047288 208.25616786442697 38733.1537465211 91.320590868592262 1867.7194794565439 7862.3542117690668 198.05842607468367 5.7363352328538877 23.591895524412394 5.9293698016554117 136.94116108771414 8413.5389136075974 21895.831688910723 4776.6345123425126 1826.5661666225642 9.2755294442176837 1534.032942533493 49.631843492388725 7.7629979513585559 8.6424168422818166 2.1502946335822335 +leaf_count=1638 158834 13426 4708 2435 37064 19521 9822 1378 12281 1380 3470 171525 867 7223 53090 1212 36 125 46 937 41782 86742 23858 10291 106 5840 189 40 89 25 +internal_value=0 -0.0129075 4.39908e-05 -0.00257905 -0.00196599 -0.00715561 0.000314104 0.00042946 0.00535901 0.00382023 0.00242832 0.000286109 0.00159279 0.00833956 0.00115495 9.77011e-05 0.000296247 0.0510055 0.131621 0.00408743 -0.000257589 0.000772428 0.00282754 -1.48423e-05 0.00558938 0.00528745 -0.00150413 0.011151 0.0881463 0.159257 +internal_weight=0 1079.03 126341 11795.5 11393.2 3215.13 114545 112585 3181.44 2971.1 290.678 109403 32146.1 1959.04 30187 22187.7 21989.7 35.2576 11.6657 7999.3 77257.2 38524.1 16628.2 8194.63 8433.61 3417.99 1583.66 1834.33 20.0682 10.7927 +internal_count=669980 18534 651446 63728 61293 24229 587718 577896 15039 13661 5108 562857 222370 8090 214280 160253 159041 207 82 54027 340487 168962 82220 40218 42002 16360 6029 10331 220 114 is_linear=0 shrinkage=0.1 @@ -3508,18 +3508,18 @@ shrinkage=0.1 Tree=184 num_leaves=31 num_cat=0 -split_feature=0 0 1 2 10 8 3 8 3 0 8 8 12 8 8 8 2 12 8 0 3 1 0 1 7 5 1 6 8 12 -split_gain=53.0874 20.4925 22.6503 21.7344 18.8803 24.0533 17.2006 16.698 16.271 13.9343 13.245 12.803 14.7681 24.3389 27.2808 19.7468 17.5661 14.7234 30.3032 22.1337 49.8416 18.0062 12.5776 14.0656 12.5466 18.2837 31.3839 17.0059 12.1167 30.8494 -threshold=0.0021888403176580956 0.010383107181019525 0.011773807061458299 0.057785457399805201 1.0000000180025095e-35 39.500000000000007 0.98233078139748187 41.500000000000007 0.2214418463079669 0.94689973200461208 20.500000000000004 15.500000000000002 1.0000000180025095e-35 29.500000000000004 30.500000000000004 23.500000000000004 0.076913834370021528 1.0000000180025095e-35 11.500000000000002 0.0082964594256197902 0.1397613952036493 0.0046789067858949828 0.00058426790578331529 0.005740786649956176 0.35504201680672276 0.13961038961038963 0.002194712986364459 0.13961038961038963 37.500000000000007 1.0000000180025095e-35 +split_feature=0 0 3 3 1 4 8 1 11 10 8 3 10 2 12 11 0 3 7 2 11 1 8 8 1 2 12 1 1 1 +split_gain=45.3989 15.6318 17.5691 13.5773 13.0343 13.2768 10.4282 11.6405 11.2566 15.0237 12.3741 10.0597 8.63594 11.0972 11.9731 15.6059 17.707 27.8873 8.41892 8.41163 8.57644 13.6493 11.5363 14.0012 8.37618 10.6155 30.8356 9.66328 7.93547 7.85003 +threshold=0.003715522716919115 0.018943607912878153 0.68940008758646909 0.060849744161066012 0.024451839695887895 0.23904761904761906 41.500000000000007 0.011773807061458299 1.0000000180025095e-35 1.0000000180025095e-35 15.500000000000002 0.95253238274768603 1.0000000180025095e-35 0.0028118825004959758 1.0000000180025095e-35 1.0000000180025095e-35 0.0019025324150395821 0.99697720269102585 0.26491228070175443 0.83927177908205797 1.0000000180025095e-35 0.00047833413060035997 21.500000000000004 47.500000000000007 0.00190461598372081 0.21021255887430754 1.0000000180025095e-35 0.013873790547772432 0.00089856539760092325 0.0034345730181209377 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=22 2 3 6 5 11 10 -7 -9 -3 24 17 15 -14 -15 16 -13 -5 19 20 -19 -20 23 -1 -2 -26 27 -27 29 -12 -right_child=1 9 -4 4 -6 7 -8 8 -10 -11 28 12 13 14 -16 -17 -18 18 21 -21 -22 -23 -24 -25 25 26 -28 -29 -30 -31 -leaf_value=-0.056517238880126899 0.010111087564920506 0.00057708086122202132 -0.030350675720328124 -0.00085304171276946001 0.032744803033790598 -0.029134897314776004 -0.032818332497565231 -0.087547618588453405 0.029160350496859718 0.026225400223250702 -0.010846281489566716 -0.045002463490629148 -0.033762130715485915 0.42346575338773773 0.02001772594222842 -0.054277006010693997 0.032416168629276709 1.1426141960872251 -0.028394946092131793 0.11245477791218875 0.11417420583242754 0.45676005261824071 -0.021352654706683166 1.3932890958134194 -0.050169233194103963 1.2829662636591384 0.011928275249450742 0.24947643455918911 0.02259243038474161 0.17505945191618033 -leaf_weight=132.3674079310149 292.51407074835151 49156.113287674263 393.37628791853786 10.780224612914026 93.30267936643213 793.49828447587788 85.460958551615477 13.783942838199435 89.575886271893978 212.73737902194262 17.434819971211255 33.314892414025962 230.86977861542255 1.7087714420631517 87.465870757587254 37.435004658997059 243.66762163769454 0.96306376159191154 5.3602563533931971 1.380818650126457 0.92272347025573254 0.89235437568277109 533.37533318018541 0.06695115938782592 59.879453367553651 0.36107880435883943 1.7548398189246652 0.28479495365172625 288.43625801894814 18.290044596418738 -leaf_count=39817 15374 389033 18168 477 3310 48356 5776 770 3306 2524 853 1949 12027 64 3706 1844 12816 36 218 33 49 32 90176 20 3707 24 102 20 14669 724 -internal_value=0 0.000215384 -0.00810258 -0.0044701 -0.0109448 -0.0135719 0.00946251 -0.0242103 0.0135963 0.000687603 0.0147844 0.000999921 -0.00150131 -0.0166233 0.0277486 0.0138913 0.0231044 0.0791762 0.169807 0.416653 0.639394 0.040845 -0.0282014 -0.0557843 0.00143397 -0.0393203 0.231279 0.827254 0.0293965 0.0843318 -internal_weight=0 52171.6 2802.71 2409.34 1644.92 1551.62 764.416 896.858 103.36 49368.9 678.955 654.761 634.462 320.044 89.1746 314.418 276.983 20.2994 9.51922 3.26661 1.88579 6.25261 665.81 132.434 354.794 62.2802 2.40071 0.645874 324.161 35.7249 -internal_count=669980 539967 148410 130242 88993 85683 41249 52432 4076 391557 35473 33251 32406 15797 3770 16609 14765 845 368 118 85 250 130013 39837 19227 3853 146 44 16246 1577 +left_child=12 2 3 -2 5 6 8 -8 9 10 -4 18 -1 14 -14 16 17 -16 -10 -3 -21 22 -22 -24 -11 -26 27 -27 -15 -12 +right_child=1 19 4 -5 -6 -7 7 -9 11 24 29 -13 13 28 15 -17 -18 -19 -20 20 21 -23 23 -25 25 26 -28 -29 -30 -31 +leaf_value=-0.019112991667233993 0.0058505479738709312 0.00047271681734383322 0.081340131472530913 -0.013785168699533501 -0.015902265074800449 0.030325303930941069 0.031316892142400653 -0.038517429737872977 -0.007124014500492163 0.08544253517398244 -0.009446741513740458 0.011076627766023146 0.013964979959647007 0.05467874784595398 0.088108093036580071 0.042415146003471439 1.4903526741385018 1.4611715551507221 -0.029204809053207433 0.00014993516978997832 0.47723623713249141 0.012563963147453734 -0.078281244667115252 0.37429832842024624 0.016972150784573294 -0.012499018714470893 0.44408395244411869 0.2718872398065636 -0.0091533206765330808 0.0073050994374049237 +leaf_weight=1458.6265295003541 417.54092451091856 60269.273774718866 18.737204007804394 2248.3725685942918 447.9423704771325 160.82137081772089 183.50726049300283 27.437922530807555 884.14342298172414 23.237311314791441 529.73081939015538 242.23823646921664 2.2368202446959904 23.643595688277856 0.61060335929505505 0.84674764075316489 0.19156299158930779 0.195209258235991 214.58213442377746 945.96492174454033 1.0793100595474237 1050.8015507180244 1.7933106049895289 1.1046027354896066 202.27927012182772 7.4933043494820577 2.2921568825840941 1.4214953929185865 110.48432553745806 592.7444885969162 +leaf_count=162819 13886 307730 389 62507 11057 3619 3766 551 22823 534 16785 7405 381 2220 81 103 16 33 6668 10088 20 10255 37 21 4142 119 35 19 6977 14894 +internal_value=0 0.000207548 -0.00457904 -0.0107098 3.97388e-05 0.00235028 0.000814706 0.0222334 -0.000847062 0.00550042 0.000744746 -0.00736955 -0.0168493 0.00704141 0.169491 0.358135 0.626173 0.420735 -0.0114364 0.000684479 0.00706348 0.0132638 0.198167 0.0942293 0.0284269 0.0222209 0.116957 0.0328473 0.00209877 -0.000600612 +internal_weight=0 68474.5 6204.52 2665.91 3538.61 3090.67 2929.85 210.945 2718.9 1377.94 1141.21 1340.96 1596.84 138.209 4.08094 1.84412 0.997376 0.805813 1098.73 62270 2000.74 1054.78 3.97722 2.89791 236.724 213.486 11.207 8.9148 134.128 1122.48 +internal_count=669980 497350 169199 76393 92806 81749 78130 4317 73813 36917 32068 36896 172630 9811 614 233 130 114 29491 328151 20421 10333 78 58 4849 4315 173 138 9197 31679 is_linear=0 shrinkage=0.1 @@ -3527,18 +3527,18 @@ shrinkage=0.1 Tree=185 num_leaves=31 num_cat=0 -split_feature=1 1 3 5 4 4 1 0 0 10 3 8 3 3 8 1 8 2 8 2 7 8 8 1 2 8 8 2 0 1 -split_gain=21.6307 12.7577 10.6121 8.29556 7.8061 8.11757 21.2584 8.05116 7.67764 13.1433 15.4324 11.79 11.6511 11.0276 11.5567 13.6009 11.1321 13.2256 10.9501 9.95784 9.66147 9.49583 9.12635 8.61694 8.48201 18.0609 11.3528 16.6882 11.726 9.58458 -threshold=0.0065417708063083583 0.00053392984795601654 0.98233078139748187 0.063508064516129045 0.36931818181818188 0.36181818181818187 0.0040755249409591271 0.19979306634960378 0.088877665623056365 1.0000000180025095e-35 0.23233326867055784 67.500000000000014 0.2214418463079669 0.20625516826024778 18.500000000000004 0.64423148979618194 50.500000000000007 0.13882231188213986 64.500000000000014 0.56131032838730943 0.57518796992481214 25.500000000000004 49.500000000000007 0.10837757891215431 0.20610180324842417 8.5000000000000018 37.500000000000007 0.090199841194682329 0.53647377754662762 0.021147710833932649 +split_feature=1 1 2 1 0 7 5 1 4 5 8 8 3 10 0 11 0 3 0 1 1 1 0 0 3 2 3 1 7 3 +split_gain=32.8757 9.39597 10.3637 8.73342 15.3779 11.1117 8.60004 7.57792 7.26184 7.45149 7.01932 12.4405 7.02587 10.7666 35.5878 41.351 26.1171 25.8026 10.6948 24.9518 7.04258 11.5403 6.81253 7.73558 9.03242 11.1469 18.6101 13.5705 28.0863 6.80378 +threshold=0.001653038648082808 0.00042373676032680799 0.015828231182202418 0.018343695040845404 0.074025903602859752 0.35147058823529415 0.069047619047619066 0.0042299014069884311 0.34057971014492755 0.31009615384615391 45.500000000000007 39.500000000000007 0.50003826754900194 1.0000000180025095e-35 0.015783955249461482 1.0000000180025095e-35 0.012961955050666496 0.48410114719805647 0.003606084995402244 0.0022715961591323443 0.0025714732682952852 0.0023979443380658313 0.00098947302277857118 0.0008082969130431887 0.978356982682972 0.0096234171970825226 0.98576145862556908 0.0021553186065326629 0.92820512820512835 0.037719069770932971 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 5 -3 -7 -6 12 11 22 13 -2 14 15 -10 21 18 23 24 -14 -16 -11 -18 26 -26 -15 28 29 -28 -right_child=8 2 -4 -5 7 6 -8 -9 9 10 -12 -13 20 19 16 -17 17 -19 -20 -21 -22 -23 -24 -25 25 -27 27 -29 -30 -31 -leaf_value=-0.041777606515411375 0.0086571384023969005 -0.0098798052130537693 0.010711654056586214 0.023638183933932713 -0.015463769121317448 -0.10056154758791436 1.535700289801474 -0.071824805669650979 0.014793801440101121 -0.019069531465197 0.0033836388321636492 -0.10901312022041841 0.0020379053788405757 -0.016266013503703051 -0.034944639534726388 -0.011572288928152718 0.29866893050454063 -0.049927348313048722 -0.021329192077454758 -0.046440340095254877 -0.010264042976833459 0.00036966523342521024 -0.13210457431698422 0.10835470055570909 0.34508914285813552 0.0018242682482301027 -0.10292532446250209 -0.0086088194646012049 -0.080231438250795706 0.033078944845505373 -leaf_weight=114.41872690001037 2554.7198588550091 1845.2639882091898 279.13128102524206 70.388483764836565 64.309788358630612 0.22670861310325463 0.1221988252364099 41.832166575128213 1271.3799469936639 709.70420438889414 452.20708572911099 9.8557539703324419 5890.5334212416783 857.59824925474823 78.115267815068364 231.23121519386768 2.8875612551346519 7.9096908699721089 5.4872849248349658 54.723295734263957 716.00229056552052 3016.2578836558387 7.215463336557149 13.510579124093054 1.5344140799716104 1438.3686464517377 5.3211223492398849 561.61075001908466 10.226363414898513 197.68922145664692 -leaf_count=68439 23035 275517 43787 5435 9825 49 14 9283 14803 16765 8775 178 92294 10467 996 961 50 108 30 1941 14111 38814 112 63 26 25903 236 6484 185 1294 -internal_value=0 -0.00918634 -0.00756591 -0.0100889 -0.0113052 -0.00978861 0.472511 -0.0376765 0.000888234 -0.00119783 -0.0110825 0.000290681 0.00292229 0.000429615 0.00352997 0.0107364 6.3923e-05 0.0608962 0.100949 -0.00415763 0.000704646 -0.000521819 -0.0202072 0.141867 -0.00340451 0.00219006 -0.00833921 0.000434139 0.024251 0.0295141 -internal_weight=0 2415.69 2301.27 2022.14 1951.75 1845.61 0.348907 106.142 18094.1 8932.83 1169.13 7763.71 9161.26 7753.85 4626.78 1502.61 3124.17 29.7951 21.8854 3127.07 6606.54 3094.37 716.92 16.3981 3072.35 1439.9 1632.45 774.847 213.237 203.01 -internal_count=669980 412349 343910 300123 294688 275580 63 19108 257631 128191 25652 102539 129440 102361 55825 15764 40061 251 143 46536 106405 39810 16877 113 44595 25929 18666 8199 1715 1530 +left_child=1 -1 -3 4 5 6 10 8 -6 -10 11 -2 13 18 15 -15 -17 20 19 -13 21 -16 23 -7 -25 -26 27 28 -27 -24 +right_child=3 2 -4 -5 7 22 -8 -9 9 -11 -12 12 -14 14 17 16 -18 -19 -20 -21 -22 -23 29 24 25 26 -28 -29 -30 -31 +leaf_value=-0.048678754869631635 0.0061699482940802582 0.0047555721971946092 -0.020927519211949533 0.0013049344484936769 -0.019124259984921288 -0.013729180575731151 0.031952259793502059 -0.0081709567216683432 -0.064531471479698094 0.69359488617026921 0.020014330262341708 1.2506093129728046 -0.012897419990975221 -0.016555511682853179 0.092953686520813317 1.018658611573372 0.30496669061824611 0.59506745538405326 -0.0013370003899267039 -0.075777529952833989 -0.021358359801217086 0.90835255459876396 0.071395146479720992 -0.026211740152908482 0.096279597404140299 -0.076558059002781523 1.2986665616743618 0.047629446840389604 1.4070965902819994 -0.014091388081597845 +leaf_weight=91.812876629468519 1603.4930476401933 203.37008272507228 690.79954761441331 20850.666272157803 242.92595260147937 6.3969922086689603 98.946689076721668 1331.9085825039074 46.021178778028116 0.13001244375482102 200.42467726673931 0.22623503440990944 761.29386547906324 1.6637659263797133 1.187630285974598 1.0043852897360923 1.0475106681697068 0.74453790346160431 276.57523234281689 0.3801373653113842 18.147003107704222 0.20328015275299538 9.4490339830517751 2.0189239231403917 2.3186696954071526 0.24213717272505142 0.21831210842356075 0.81092370767146349 0.2697250209748745 633.2442527867388 +leaf_count=47314 76859 39209 133245 155449 28606 651 2563 69056 7185 14 7800 30 42815 80 154 41 36 36 19022 32 874 23 747 203 170 29 26 74 39 37598 +internal_value=0 -0.0182142 -0.0150862 0.000387663 -0.00326138 0.000363095 0.0029668 -0.0113563 -0.0260326 -0.0623958 0.00196623 0.000609396 -0.00778263 0.00514605 0.069403 0.353917 0.654313 0.0172812 -0.000417255 0.419092 -0.00473672 0.212123 -0.011425 0.0623693 0.145177 0.234825 0.443275 0.302101 0.705252 -0.0128345 +internal_weight=0 985.983 894.17 26092 5241.29 3620.31 2965.34 1620.99 289.077 46.1512 2866.39 2665.97 1062.47 301.18 23.9981 3.71566 2.0519 20.2825 277.182 0.606372 19.5379 1.39091 654.969 12.2757 5.87869 3.85977 1.5411 1.32279 0.511862 642.693 +internal_count=669980 219768 172454 450212 294763 189902 150365 104861 35805 7199 147802 140002 63143 20328 1244 157 77 1087 19084 62 1051 177 39537 1192 541 338 168 142 68 38345 is_linear=0 shrinkage=0.1 @@ -3546,18 +3546,18 @@ shrinkage=0.1 Tree=186 num_leaves=31 num_cat=0 -split_feature=2 2 7 8 8 0 1 4 12 8 1 2 6 0 3 8 3 2 12 6 6 2 0 1 9 10 8 3 4 3 -split_gain=41.7654 20.0961 20.7598 27.9957 24.6682 19.8812 18.2654 18.1139 18.647 26.4946 18.2934 22.0109 16.6693 18.072 18.6597 23.7495 23.4215 16.633 16.3932 16.3584 16.2673 16.9651 34.9051 14.0491 29.9255 45.5543 27.6035 25.645 27.4745 22.0496 -threshold=0.0071525628923311269 0.071628437933621544 0.04083333333333334 16.500000000000004 47.500000000000007 0.010122942931138619 0.071491470314231143 0.73875968992248076 1.0000000180025095e-35 21.500000000000004 0.005873767373250907 0.022349649477017303 0.16333333333333336 0.035198718909107175 0.58511820958073057 20.500000000000004 0.29571104813622623 0.95347132347897057 1.0000000180025095e-35 0.13961038961038963 0.44222222222222224 0.035651653294904558 0.0012547275174670451 0.0039230821236290138 1.0000000180025095e-35 1.0000000180025095e-35 47.500000000000007 0.31737872782588666 0.096006144393241177 0.14670478216989782 +split_feature=2 8 1 8 2 8 1 6 12 8 2 8 8 0 0 3 3 0 6 10 8 0 3 10 1 8 3 0 3 1 +split_gain=8.29492 7.50692 7.40365 14.3905 8.90696 12.5016 11.2387 10.4058 10.0901 29.1219 13.5386 18.9806 11.2853 10.275 11.5871 9.21344 7.78206 10.3132 8.6102 7.17632 7.04883 7.55829 6.95384 6.9442 6.85463 8.33224 12.2216 9.44537 10.9333 22.1812 +threshold=0.0025292082774970985 78.000000000000014 0.0006169558044392976 30.500000000000004 0.032771448754213887 40.500000000000007 0.150473615325075 0.16333333333333336 1.0000000180025095e-35 28.500000000000004 0.0096234171970825226 34.500000000000007 27.500000000000004 0.029767904324140636 0.0091601366119996429 0.017517961766468391 0.91271737481863413 0.0031876496773056645 0.73879142300194933 1.0000000180025095e-35 41.500000000000007 0.00034443264046571365 0.030372011075534371 1.0000000180025095e-35 0.0066856352280274907 66.000000000000014 0.98441507349195001 0.003499549649986194 0.980815296117445 0.0041501371751771548 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=-1 2 6 5 7 18 -2 8 10 20 -5 -12 -8 14 15 16 -14 23 -4 -13 -10 22 -22 26 25 27 -3 28 -25 -28 -right_child=1 17 3 4 -6 -7 12 -9 9 -11 11 19 13 -15 -16 -17 -18 -19 -20 -21 21 -23 -24 24 -26 -27 29 -29 -30 -31 -leaf_value=-0.023783397334970369 0.00026888494564381152 0.0015734677522135415 -0.047888092115894204 0.0070266127821494552 -0.047959889367281433 -0.0033915586387655971 -0.014267280390872364 -0.078448700065090013 0.052856262584488105 -0.012903147898451289 0.15850898467247188 0.0070558654223183779 0.23736751798610847 0.0077010007396839664 0.027067931069115609 0.090702495593238786 0.79054796658341953 0.028741307616114334 -0.018802039418515243 0.083222039421622179 0.08310657058703369 0.011064087744326996 0.75306566184418222 0.0040646924115959075 0.0080870294955628589 -0.011085300389013224 0.041712973058165986 -0.0028883793239181019 -0.0073404205581603169 0.0095926259801569699 -leaf_weight=736.73687149398029 7881.8062178092077 34142.764230176806 364.31674758717418 420.37053308822215 105.23382089100778 338.65530014783144 1403.5500386431813 26.843330268748105 11.910185809247197 507.92704963870347 16.18599995970726 78.46117551997304 2.0399276446551116 55.893635023385286 8.8279331158846599 4.5039198938757181 1.2250141873955724 210.89717085659504 413.93983220681548 44.016929674893618 1.5998429125174873 1.6364506185054777 1.5132229551672933 15288.209485426545 3645.6234169080853 4311.4030048474669 276.87381613999605 17736.017525933683 2450.7735505700111 936.93050345033407 -leaf_count=53140 128680 180955 10104 4865 2449 5296 24012 411 251 9917 313 786 48 778 134 80 21 2707 9387 430 45 19 31 73944 17721 23816 1859 100312 12304 5165 -internal_value=0 0.000122731 -0.00374692 -0.0121873 -0.00168655 -0.0236168 -0.00164301 0.00269857 0.00470874 -0.00883307 0.0174161 0.0489126 -0.0118522 0.0349088 0.126537 0.239567 0.444922 0.000695368 -0.0324178 0.0344289 0.115257 0.271737 0.408765 0.000620296 -0.000584525 -0.0013791 0.0021003 -0.00019947 0.00248899 0.0169194 -internal_weight=0 90689.9 11690.5 2332.61 1215.7 1116.91 9357.85 1110.46 1083.62 524.587 559.035 138.664 1476.04 72.4904 16.5968 7.76886 3.26494 78999.5 778.257 122.478 16.6597 4.74952 3.11307 78788.6 43432 39786.4 35356.6 35475 17739 1213.8 -internal_count=669980 616840 198057 44304 19517 24787 153753 17068 16657 10263 6394 1529 25073 1061 283 149 69 418783 19491 1216 346 95 76 416076 228097 210376 187979 186560 86248 7024 +left_child=20 2 3 -2 5 6 -4 8 9 15 11 -11 -10 14 -13 -8 17 -5 -19 -12 -1 -22 -9 -17 25 27 -27 -7 -29 -30 +right_child=1 -3 4 16 -6 24 7 22 12 10 19 13 -14 -15 -16 23 -18 18 -20 -21 21 -23 -24 -25 -26 26 -28 28 29 -31 +leaf_value=-0.038572789562912331 -0.0030592436177324187 -0.065721544081772845 -0.00069080069751769647 -0.0080678785404410171 0.00027711498559427505 -0.025582935258804784 0.19951461510510063 -0.050478021141496847 -0.0088777547540849246 -0.076865861690590787 0.044481132483194366 0.19019476145108313 -0.039308502844613374 0.066651578971825678 0.57369181538759917 -0.038577968930182893 0.012911966387299965 0.0040805223936218474 0.018952643892450913 -0.039330670371115796 0.086433209827168428 -0.040763606309257953 0.03896965512060295 0.0096692626783073544 -0.04062827924058892 -0.077987898389288213 0.3796430458907894 0.0087934297855745466 0.074434032742397779 0.63100493934859792 +leaf_weight=91.769031634088606 2348.1562625267543 17.239195384085178 4493.868014854379 590.26599627733231 107409.90626737475 138.61956142634153 1.801974925212561 10.318411098793147 226.80204859375954 1.9643666241317976 76.301531989127398 1.4801216349005701 263.40229999832809 1.3717450778931377 1.6845338055863974 133.37819684762508 1354.0572355305776 2478.3511054217815 461.82584403082728 11.795601263642309 10.271109945606442 8.5692531205713731 55.117845708504319 38.426114609465003 131.30713446997106 1.0518247000873082 1.3108900915831325 35.584444336593151 4.6222954140976062 0.84731136634945858 +leaf_count=9321 45466 355 88359 2753 467556 4032 52 189 4637 68 741 20 6485 26 30 2836 18162 10056 2054 125 512 770 734 718 3023 24 29 677 145 25 +internal_value=0 0.000262871 0.000272328 0.00337408 7.38702e-05 -0.00380294 -0.00265917 -0.0133962 -0.0166974 -0.00110359 0.0435359 0.182802 -0.0252292 0.295244 0.394329 -0.0254276 0.00646681 0.00399485 0.00641655 0.0332593 -0.0271346 0.0285797 0.024865 -0.0277869 -0.0232136 -0.0106519 0.175917 -0.0131053 0.0290257 0.160654 +internal_weight=0 120291 120274 7232.66 113041 5631.06 5317.71 823.845 758.409 268.204 94.5979 6.50077 490.204 4.5364 3.16466 173.606 4884.5 3530.44 2940.18 88.0971 110.609 18.8404 65.4363 171.804 313.343 182.036 2.36271 179.674 41.0541 5.46961 +internal_count=669980 659377 659022 78491 580531 112975 105020 16661 15738 4616 1010 144 11122 76 50 3606 33025 14863 12110 866 10603 1282 923 3554 7955 4932 53 4879 847 170 is_linear=0 shrinkage=0.1 @@ -3565,18 +3565,18 @@ shrinkage=0.1 Tree=187 num_leaves=31 num_cat=0 -split_feature=0 3 2 7 4 8 12 5 6 7 3 8 2 10 0 8 1 1 0 4 5 8 10 0 12 8 2 10 2 2 -split_gain=66.7081 34.9669 29.464 22.9604 29.6625 21.2607 19.9182 19.5884 19.5263 19.2119 20.7491 18.3613 18.1263 21.7747 55.4109 17.851 17.501 16.9606 16.6003 16.2972 17.9008 16.7847 24.5078 20.3463 19.045 34.5221 25.3081 24.4219 28.2078 22.8909 -threshold=0.00074303643721072051 0.085227728634247588 0.034668358117321808 0.36754385964912284 1.0000000180025095e-35 89.500000000000014 1.0000000180025095e-35 0.12916666666666668 0.67204301075268824 0.46547619047619054 0.99508249953489536 78.000000000000014 0.0036400641134801352 1.0000000180025095e-35 0.00055981337325283862 15.500000000000002 0.0020774677037193119 0.0043175886502549417 0.010122942931138619 0.67117117117117131 0.03509852216748769 40.500000000000007 1.0000000180025095e-35 0.71168591046091711 1.0000000180025095e-35 32.500000000000007 0.0078248133566262163 1.0000000180025095e-35 0.36242095965110882 0.019124757311331609 +split_feature=3 0 3 8 10 12 8 0 2 1 8 3 2 0 8 1 7 3 2 8 2 1 0 0 2 11 2 0 1 2 +split_gain=16.0444 13.4122 12.5614 9.72452 12.682 11.3612 34.3684 19.2332 16.0584 15.7504 13.6717 12.3744 12.3488 11.0746 10.3067 9.98109 9.57197 10.8715 9.55394 14.2546 17.3382 13.1151 9.71628 9.45471 9.44219 15.0124 8.87045 8.69454 8.56627 13.5287 +threshold=0.023607657396327236 0.92502263599968015 0.080939212771562727 40.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 24.500000000000004 0.19979306634960378 0.0092555391706332351 0.0055136038236157682 39.500000000000007 0.0481944817923304 0.025255022687269892 0.90102809240152559 48.500000000000007 0.0012127987707993041 0.49074074074074076 0.062845797326211539 0.88633961688187746 19.500000000000004 0.95347132347897057 0.0021553186065326629 0.79218779667370998 0.0087133811727134938 0.83927177908205797 1.0000000180025095e-35 0.01799349797078582 0.069465387068642623 0.50732302613085845 0.0056255489474314824 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=9 19 7 4 5 11 16 -3 18 10 12 15 13 -1 -15 -4 -5 -18 -6 20 21 24 -23 -24 25 26 -2 29 -29 -27 -right_child=1 2 3 6 8 -7 -8 -9 -10 -11 -12 -13 -14 14 -16 -17 17 -19 -20 -21 -22 22 23 -25 -26 27 -28 28 -30 -31 -leaf_value=-0.069148091380420995 0.053339564985970957 0.0066184422314603478 -0.013497443891022295 0.0053366809943007614 0.0077483389600091768 -0.14313956484216048 0.00752537022859367 -0.023412707366937145 -0.036808476983591416 0.041742292658874622 0.041495388490505186 0.1704612316433359 0.0099161901726827206 -1.3249728886030692 0.10273803166608797 -0.00033712250752602384 -0.011416364340985342 0.00024823871796658372 -0.0095943382843972167 -0.026539381826461858 -0.028319226206410704 -0.047240460235392502 0.074781084365664982 -0.075196383837938308 -0.0080199001833954949 0.086048110912222642 -0.017812672267193894 -0.021001525418273014 0.042180842064204555 0.015984252218227545 -leaf_weight=12.244714418426152 53.348839744925499 8309.2105048336089 1049.6559478677809 4105.8843508996069 638.3737385161221 10.459713421761988 6084.790510751307 223.02727138996124 234.54280530288815 337.77325128018856 233.71506642270833 6.2773264199495307 955.5586258508265 0.49039628170430727 0.60995841398835182 57045.870541870594 1751.5832990594208 4323.0240959189832 4075.913895919919 399.3604140393436 335.40993417426944 185.94513959437609 33.540458250790834 12.385858759284018 3964.0866251066327 48.56133371219039 793.99579747766256 358.70270433276892 87.994668692350388 1173.0373752936721 -leaf_count=568 600 102581 5604 22761 3892 52 32655 2096 1322 12876 13453 27 28221 22 25 296621 9448 21977 23637 5950 4607 3066 467 204 51294 682 9757 4360 767 10388 -internal_value=0 -0.000308007 0.000249629 -0.000350959 -0.00121499 -0.000582085 0.00299894 0.00583345 -0.008647 0.0206696 0.014751 -0.000556421 0.0082998 -0.10744 -0.533551 -0.0005749 0.000293525 -0.00311519 -0.00724592 -0.00688748 -0.00577378 -0.00464708 -0.0310832 0.0343337 -0.00370109 0.00310439 -0.0133329 0.0114531 -0.00855527 0.0187695 -internal_weight=0 95305 87858.6 79326.4 63061.1 58112.3 16265.3 8532.24 4948.83 1540.39 1202.62 58101.8 968.904 13.3451 1.10035 58095.5 10180.5 6074.61 4714.29 7446.37 7047.01 6711.6 231.871 45.9263 6479.73 2515.64 847.345 1668.3 446.697 1221.6 -internal_count=669980 614815 522673 417996 331155 302304 86841 104677 28851 55165 42289 302252 28836 615 47 302225 54186 31425 27529 92142 86192 81585 3737 671 77848 26554 10357 16197 5127 11070 +left_child=-1 2 3 5 14 6 8 11 -2 10 -9 -8 13 -11 -5 -10 -16 -18 22 20 21 23 -7 -20 -6 -26 -24 -27 -4 -30 +right_child=1 -3 28 4 24 18 7 9 15 12 -12 -13 -14 -15 16 -17 17 -19 19 -21 -22 -23 26 -25 25 27 -28 -29 29 -31 +leaf_value=-0.019644936149465195 0.032923715041946612 0.034800948388830515 0.00010548532118070532 -0.045514480870886526 -0.0029596742559557564 -0.011285036211708031 0.056980408069300083 0.021626827705014215 -0.043831219412244382 0.034012286094036101 -0.02199739722399718 0.015535965550093511 0.0069967794728249049 0.17261561315100671 -0.013958046866908517 -0.013345303810080823 -0.026412731086860111 0.19897913664895278 0.014630660413014694 -0.0057234217319732036 -0.047484949594711924 -0.0030233993071024762 -0.039444061883177423 0.050897677451426072 0.22026731089675919 -0.064108196601734724 0.0098060548291837388 0.16342430751725401 0.042486991805053276 0.0044310108181282717 +leaf_weight=417.06970701925457 67.698533527553082 110.6520831361413 115672.21471329872 165.78980803489685 46.602183189243078 2888.1152021102607 78.103994682431221 87.969454374164343 124.73724397644401 19.266149170696735 391.8176978752017 928.32149440050125 620.9322608076036 8.2261801548302191 39.067015580832958 772.39919601008296 3.7597111314535123 4.9674320220947266 142.49484078586102 1243.8568969778717 41.317510277032852 156.83158951997757 40.496303465217352 145.059072162956 5.4429534897208196 5.5492880791425705 377.24208904057741 2.4082460775971413 96.872107729315758 2616.6901771016419 +leaf_count=7917 516 1812 572492 2148 479 26966 683 733 1146 152 3733 5890 4697 80 529 7172 55 46 1184 13209 671 1540 462 1390 33 57 3674 18 357 10139 +internal_value=0 8.78618e-07 -2.94911e-05 -0.00376423 -0.0223082 -0.00314057 0.00162275 0.00870222 -0.0140401 -0.000262974 -0.0139989 0.0187523 0.00990058 0.0754848 -0.0337199 -0.017584 0.0071936 0.101879 -0.00607256 -5.04628e-05 0.0144777 0.0202387 -0.00922321 0.0329259 0.0183123 0.0922889 0.00503166 0.00475161 0.000235772 0.00578958 +internal_weight=0 126905 126794 8408.47 273.587 8134.89 3099.47 2134.64 964.835 1128.21 479.787 1006.43 648.425 27.4923 213.584 897.136 47.7942 8.72714 5035.41 1729.56 485.703 444.386 3305.85 287.554 60.0027 13.4005 417.738 7.95753 118386 2713.56 +internal_count=669980 662063 660251 77263 3365 73898 24802 15968 8834 9395 4466 6573 4929 232 2778 8318 630 101 49096 17994 4785 4114 31102 2574 587 108 4136 75 582988 10496 is_linear=0 shrinkage=0.1 @@ -3584,18 +3584,18 @@ shrinkage=0.1 Tree=188 num_leaves=31 num_cat=0 -split_feature=0 0 1 10 1 8 8 1 3 2 2 12 3 1 0 1 0 0 3 1 4 4 4 6 8 3 12 2 1 4 -split_gain=45.2146 21.754 19.0202 20.9977 21.5168 18.2926 19.5559 17.4129 15.242 34.4698 14.3203 24.8732 38.4904 88.8118 57.7602 32.2744 22.3092 28.8465 13.7921 14.1909 12.4043 43.0566 35.1053 38.1051 23.5441 21.5295 21.3598 18.4367 17.5005 16.8693 -threshold=0.0013030364556144583 0.010383107181019525 0.012092287057335043 1.0000000180025095e-35 0.00089856539760092325 39.500000000000007 41.500000000000007 0.01431753283063065 0.97439938006369342 0.0053464026310178327 0.04207814095412054 1.0000000180025095e-35 0.97002070184805411 0.0005746085429211566 0.0019696525492188641 0.0017731021264619643 0.0030756432581758968 0.0050469844418081266 0.2214418463079669 0.0012579643536077265 0.64495798319327746 0.93541666666666679 0.62678571428571439 0.27888888888888896 16.500000000000004 0.48410114719805647 1.0000000180025095e-35 0.1077557612919689 0.0028589097926731183 0.61167800453514753 +split_feature=0 1 1 7 0 1 8 8 2 12 3 1 5 1 2 7 0 1 2 3 10 0 3 2 1 1 1 2 8 2 +split_gain=40.4497 11.6055 11.7169 10.1494 9.69736 17.6135 13.8415 14.6083 16.7308 23.6193 36.2709 43.2588 12.4552 14.2412 12.0117 23.0518 33.8839 19.7104 14.1299 11.3327 30.0461 20.2856 11.0056 16.3765 11.5473 10.0757 22.4496 24.0975 9.5666 10.4293 +threshold=0.0079110572504114528 0.00060291938333849261 0.01610090025168438 0.77350427350427364 0.0017034100588937012 0.015657636937417136 41.500000000000007 39.500000000000007 0.10321975062322143 1.0000000180025095e-35 0.98508274999236478 0.0020065742284794048 0.098387096774193564 0.0016828879999030752 0.021024158915393363 0.24568965517241384 0.0031876496773056645 0.0012356719160942814 0.016381411183616374 0.99216675567578994 1.0000000180025095e-35 0.0026058749313143431 0.45928968000661136 0.50008978071452403 0.0012833679548992728 0.0018051148815460066 0.0013794124553628817 0.0042030859327411374 12.500000000000002 0.30941395938539401 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=7 2 3 5 -5 -2 10 -1 -9 -10 11 12 -7 14 -14 16 -15 -18 -8 -20 22 25 29 -24 26 -22 -23 -26 -27 -3 -right_child=1 20 -4 4 -6 6 18 8 9 -11 -12 -13 13 15 -16 -17 17 -19 19 -21 21 24 23 -25 27 28 -28 -29 -30 -31 -leaf_value=-0.0359680325593464 0.00049642436711864601 0.0001982330920530771 -0.028972936632971236 0.12731742206788707 0.013764817225465149 0.00022812147959820674 -0.086101701754408733 0.057240213812879172 -0.10096683061994279 1.690553841412038 -0.026859690414589989 -0.02167416680768857 0.34057005912396504 0.19462302048903854 2.5091429722123082 0.0063288144830170538 0.89709907533887889 0.13384663132394831 0.062476031899717649 3.2641178331946373e-05 0.018584853204603194 -0.0052903379310430118 -0.002901501026339192 -0.20024274295334321 0.024178534208535149 0.12748700139170563 -0.052176443445112665 -0.0014548917321024603 0.037022804183132446 0.047006194955183288 -leaf_weight=372.24830554169603 1222.17786800256 45976.742994889617 381.17144379718229 17.85645205527544 254.83705683238804 27.449106140062213 12.671208833344279 0.63337140483781584 0.20699118124321103 0.22321195434778929 878.50383437378332 88.765395065769553 0.22660652361810107 5.3978710263036174 0.26817924017086625 7.4095265702344477 1.2015170697122814 0.84230585210025299 56.588575791101903 101.98718671128154 981.64708846248686 258.22931888513267 21.148060724139214 18.210049908608198 348.26430924981833 32.896675210446119 155.78060725703835 1443.9413952194154 61.107007276266813 77.123356888070703 -leaf_count=92594 76732 372775 18784 1261 11507 2146 770 107 33 24 58494 7337 32 503 27 632 78 27 3049 4286 5161 1485 99 78 2440 192 1047 7535 388 357 -internal_value=0 0.000112017 -0.00807359 -0.00509688 0.0212004 -0.0080805 -0.0169541 -0.0348136 0.369233 0.828568 -0.0222519 0.00851687 0.071139 0.197976 1.51596 0.154066 0.301164 0.582545 0.0142937 0.0223159 0.000618878 0.00655894 0.000195942 -0.0942065 -0.00143887 0.0229629 -0.0229323 0.00352624 0.0686808 0.000276619 -internal_weight=0 52432.4 3057.35 2676.18 272.694 2403.49 1181.31 373.312 1.06357 0.430203 1010.06 131.561 42.7951 15.346 0.494786 14.8512 7.44169 2.04382 171.247 158.576 49375.1 3281.87 46093.2 39.3581 2206.22 1075.65 414.01 1792.21 94.0037 46053.9 -internal_count=669980 577222 185665 166881 12768 154113 77381 92758 164 57 69276 10782 3445 1299 59 1240 608 105 8105 7335 391557 18248 373309 177 12507 5741 2532 9975 580 373132 +left_child=1 -1 4 28 5 -3 7 19 9 10 14 -12 22 -14 15 17 -17 18 -9 -6 -21 25 -8 24 -24 26 27 -22 29 -2 +right_child=3 2 -4 -5 6 -7 12 8 -10 -11 11 -13 13 -15 -16 16 -18 -19 -20 20 21 -23 23 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.02391050545897723 0.025675592140152012 -0.021420281540981558 -0.029261735883442122 -0.0036934237218810445 0.00067260264707995441 0.91084421515748581 -0.062596622207756122 0.017362774598816279 -0.026256969030040524 -0.028903444545511137 1.4254226812080142 0.08769079426980203 0.63656520868808775 0.076731825533035522 0.011095977728334157 -0.075667643489459716 1.1609565255113299 0.012335458027390153 0.47554724053405134 0.019407444672908246 -0.075556282950949738 -0.076918668347412122 0.072614867271720382 0.3821580965112007 0.0091673105763889467 0.31216200201527622 1.9300677041821233 1.4441490899736686 0.00062539984986880327 0.0010536473762107388 +leaf_weight=548.52359885233454 320.29880860447884 388.41895712236874 240.94742570491508 5587.646155456081 1229.9400516878814 0.20276556070893903 14.365820070728658 1.0707788830623006 567.15067763626575 172.83146902127191 0.39971753582358249 0.61160998325794935 0.6978616071864957 1.3024165825918315 246.55082249548286 0.40798788610845882 0.48493678867816925 11.265270712785421 1.8121149530634282 4.216272327117621 0.22132317069917895 0.33523007202893496 38.993456747382879 1.3019893206655968 108.50130470935255 0.25740338861942291 0.19940406735986471 0.19740525167435408 60169.636357929558 371.64386125653982 +leaf_count=73993 1579 55081 10194 42708 55144 23 605 71 26701 8976 37 46 21 49 11591 37 24 551 91 529 23 17 1312 29 3585 18 18 20 375034 1873 +internal_value=0 -0.010525 -0.00810401 0.000385377 -0.00627794 -0.0209339 -0.00390785 -0.00596959 -0.0149379 -0.000194941 0.0186995 0.616417 0.0240287 0.272048 0.0163887 0.103145 0.595928 0.0720447 0.305366 0.00130882 0.145497 0.58458 0.0209882 0.029058 0.0259411 0.837858 1.05677 0.640893 0.000759848 0.0124511 +internal_weight=0 3581.21 3032.68 66449.2 2791.74 388.622 2403.12 2237.95 1002.59 435.435 262.603 1.01133 165.163 2.00028 261.592 15.0411 0.892925 14.1482 2.88289 1235.37 5.42704 1.21077 163.163 148.797 147.495 0.875536 0.618132 0.418728 60861.6 691.943 +internal_count=669980 248786 174793 421194 164599 55104 109495 103894 48125 21424 12448 83 5601 70 12365 774 61 713 162 55769 625 96 5531 4926 4897 79 61 43 378486 3452 is_linear=0 shrinkage=0.1 @@ -3603,18 +3603,18 @@ shrinkage=0.1 Tree=189 num_leaves=31 num_cat=0 -split_feature=1 1 2 11 5 0 3 5 1 7 5 3 1 1 1 12 3 2 0 0 3 7 0 0 10 0 3 8 8 8 -split_gain=18.9685 9.40789 9.53514 8.86066 18.1274 10.6683 19.3285 31.2296 19.1138 62.0072 7.42429 8.62435 8.38381 12.4814 7.17618 13.7964 20.9122 46.6798 20.657 30.5318 35.2306 66.7419 22.7442 7.15478 15.5232 16.4453 12.0447 10.7283 10.5313 10.3278 -threshold=0.0020774677037193119 0.00031921438403550404 0.54569257743985078 1.0000000180025095e-35 0.069047619047619066 0.0021116086133806805 0.87805578551011665 0.15192307692307697 0.0016249595646828376 0.19292803970223329 0.48809523809523814 0.98700496287212758 0.0013549091631754483 0.00083047647103313158 0.00033522264238509156 1.0000000180025095e-35 0.96879786550279945 0.023763062918533442 0.00041536605323305671 0.0005344715495174834 0.9930365572856531 0.32795698924731187 0.0013574197165538975 0.088877665623056365 1.0000000180025095e-35 0.55424555817707921 0.2214418463079669 49.500000000000007 66.000000000000014 64.500000000000014 +split_feature=1 1 0 0 1 8 3 8 1 2 8 6 8 8 10 1 2 8 5 2 1 7 0 8 10 1 2 0 1 5 +split_gain=28.9827 9.62168 9.95903 8.0886 16.7295 9.36501 9.19082 13.677 23.3723 8.37664 8.27986 8.25252 8.93773 8.1754 34.0839 7.80944 7.48748 7.35806 7.23736 6.57423 7.18469 6.3732 6.36209 45.1858 7.32795 11.8206 16.347 24.3244 6.4968 7.43267 +threshold=0.0020774677037193119 0.00042373676032680799 0.0063628786134638906 0.4020863041666754 0.0042299014069884311 46.500000000000007 0.046532149263778605 18.500000000000004 0.27403495618299978 0.1505905538388437 78.000000000000014 0.28801843317972359 39.500000000000007 47.500000000000007 1.0000000180025095e-35 0.026414580882012335 0.1251799931824614 50.500000000000007 0.24264705882352944 0.01854295618099824 0.042978026972774162 1.0000000180025095e-35 0.0019696525492188641 49.500000000000007 1.0000000180025095e-35 0.002194712986364459 0.014344910899344246 0.0011156456725945267 0.0066856352280274907 0.025320512820512824 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 -3 14 10 -7 -8 -9 -10 -6 -12 13 -13 15 16 -5 18 -18 20 21 -20 -21 26 28 27 -2 -26 -25 -28 -right_child=23 2 -4 4 5 6 7 8 9 -11 11 12 -14 -15 -16 -17 17 -19 19 22 -22 -23 -24 24 25 -27 29 -29 -30 -31 -leaf_value=-0.069962278351854715 0.0078754106244862798 -0.018086082069233702 -0.031568135734719845 -0.10014680554473399 -0.10101614561432196 0.032431512040998561 1.3900720432361593 0.090720056379404834 2.457563916897902 -0.10094308952494675 -0.10189231920529629 -0.10034994849249808 -0.10644778754018931 0.68085867765190389 0.0005516526423592228 -0.10014600429591856 -0.1001457754387256 3.5773025403467651 5.6912115841207509 -0.10014739348605049 -0.10014792701215332 -0.10014088032927951 2.6190606277670749 0.00012144183243703374 -0.0052790784887397956 -0.034232348444704887 -2.0278307811601835e-05 -0.1265632510030161 -0.10096294070424197 0.088996833607944859 -leaf_weight=29.845400917460211 2724.1816125768237 327.11389718053397 204.53367034031544 0.46819324162788623 1.7551247095689171 1.4995365435024726 0.33481278084218491 1.03364252357278 0.15632748370990146 0.24038802739232779 0.72102914797142181 0.28142672835383542 0.33826164063066233 0.74836639454588294 290.72606689634267 0.93262649362441141 0.28907424618955702 0.054385510855354369 0.051801303052343428 0.18805096275173128 0.041290695779025555 0.032311869668774307 0.036775410757400095 7945.9392102663405 1022.0794858096633 261.3801461965777 7633.9461557590403 7.3456683123949906 10.319976218976079 13.055845214053987 -leaf_count=28628 41310 85620 59580 320 443 267 40 163 17 36 137 100 20 36 77380 641 199 37 35 128 28 23 25 127094 31700 15779 199649 200 230 115 -internal_value=0 -0.0147989 -0.0128191 -0.00670341 0.00571094 0.163493 0.296424 0.520689 0.317187 0.907248 0.0506008 0.17798 0.325487 0.467366 0.00188041 0.186317 0.416256 0.764793 0.525533 1.04196 2.29212 3.46648 0.34464 0.00036248 -0.00165998 -0.0118321 0.00216573 -0.00614453 -9.67361e-06 0.000131702 -internal_weight=0 861.422 831.577 627.043 299.929 7.10892 3.26471 1.76517 1.43036 0.396716 3.84421 2.08908 1.36805 1.02979 292.821 2.09451 1.16188 0.69369 0.639304 0.35023 0.125404 0.0841132 0.224826 19618.2 9247.06 1290.81 10371.2 1029.43 7956.26 7647 -internal_count=669980 253903 225275 165695 80075 1259 523 256 216 53 736 293 156 136 78816 1436 795 475 438 239 86 58 153 416077 175003 47679 241074 31900 127324 199764 +left_child=1 -1 -3 10 -5 6 7 8 -6 -9 17 15 16 14 -7 -8 -13 22 19 20 -15 -18 23 24 -2 26 27 -26 29 -24 +right_child=3 2 -4 4 5 13 11 9 -10 -11 -12 12 -14 18 -16 -17 21 -19 -20 -21 -22 -23 28 -25 25 -27 -28 -29 -30 -31 +leaf_value=-0.047225527871994487 0.0078198334883414176 -0.0046687044907356024 -0.023552164150015625 -0.05321623761876923 0.0377605138296652 0.42642877609119867 -0.018174466044502194 -0.00014214533292989027 -0.030593866986758103 -0.040065418666906293 0.060398000680833841 -0.028735421912112855 -0.040807207267332314 -0.07672668423709765 -0.082487911044225481 -0.0024269043384428997 0.040987047541405912 -0.024764008582381373 0.099395138419605025 0.0051467525207935794 0.11055105870626934 -0.012047649502158629 -0.0060344622084358545 0.74411941874921728 0.1894172767669039 0.045586066298982555 -0.075606646164428651 1.4423253810278487 0.0015444017148730929 0.0283798853837917 +leaf_weight=87.625557553314138 268.05784306814894 645.69822532730177 492.17257844214328 67.525160871678963 223.75514490017667 2.3330090958625069 379.10819891002029 490.16033615637571 64.426145806908607 58.867186381947249 23.573620270006359 83.5201486479491 143.40545451967046 2.5012632971629492 3.0188996409997344 1859.7995708212256 42.521115587092936 109.43855669023469 9.5135510303080064 185.11861159978434 11.316747725009916 48.507920898497105 1708.8957522029523 0.84892515605315466 0.37615726608782896 35.262856893241405 0.46095980610698462 0.26350029185414314 19939.439656306989 65.15009978832677 +leaf_count=47314 14073 120845 85744 9841 2999 24 17252 8896 223 2295 155 881 2965 139 60 15460 875 1387 51 2212 56 882 126760 20 23 1208 47 22 204459 2812 +internal_value=0 -0.0152954 -0.0128365 0.00044369 -0.00390092 -0.00297793 -0.00425664 0.00483733 0.0224791 -0.00442275 0.00116454 -0.00723433 -0.02231 0.0173215 0.13936 -0.0050934 -0.00711306 0.00110144 0.0141882 0.0101134 0.076651 0.0127257 0.00123 0.0155659 0.0135343 0.0556588 0.378381 0.70554 0.00102845 -0.00477063 +internal_weight=0 1225.5 1137.87 25827.2 3675.4 3607.87 3394.07 837.209 288.181 549.028 22151.8 2556.86 317.955 213.802 5.35191 2238.91 174.549 22128.2 208.45 198.937 13.818 91.029 22018.8 305.27 304.421 36.3635 1.10062 0.639658 21713.5 1774.05 +internal_count=669980 253903 206589 416077 65111 55270 52728 14413 3222 11191 350966 38315 5603 2542 84 32712 2638 350811 2458 2407 195 1757 349424 15393 15373 1300 92 45 334031 129572 is_linear=0 shrinkage=0.1 @@ -3622,18 +3622,18 @@ shrinkage=0.1 Tree=190 num_leaves=31 num_cat=0 -split_feature=0 8 12 12 5 4 4 3 8 10 7 12 0 8 0 2 3 1 8 0 1 9 1 12 8 2 2 8 11 3 -split_gain=36.0871 19.0608 37.0596 25.2365 18.184 17.5336 27.234 26.4689 48.3754 45.412 31.8454 31.1094 57.0373 26.0355 25.7833 25.5465 24.6772 21.3289 29.5767 24.7428 21.1266 20.3439 20.251 19.1148 45.9201 32.38 28.654 41.9949 27.9761 24.5578 -threshold=0.00074303643721072051 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.53968253968253987 0.61167800453514753 0.93541666666666679 0.2161759166778425 26.500000000000004 1.0000000180025095e-35 0.57518796992481214 1.0000000180025095e-35 0.069465387068642623 49.500000000000007 0.12987652736348673 0.95347132347897057 0.07676376522845417 0.0051761265975346872 22.500000000000004 0.0077273309528843549 0.028659027995005072 1.0000000180025095e-35 0.0015672008846382205 1.0000000180025095e-35 39.500000000000007 0.015299555006901422 0.017448377000245003 42.500000000000007 1.0000000180025095e-35 0.080939212771562727 +split_feature=2 0 2 8 9 0 3 8 6 2 0 3 3 11 12 7 10 1 2 8 1 8 1 1 11 12 8 1 8 2 +split_gain=7.31349 6.90323 15.0878 8.32944 7.18008 6.79942 7.53828 10.0344 6.57829 6.4886 15.9099 10.1882 8.48023 8.46822 8.04959 9.05297 8.21851 7.93475 9.85841 7.16312 6.90851 6.61667 6.44666 6.4337 6.40665 18.3477 15.7541 26.6385 13.8444 10.3954 +threshold=0.0025292082774970985 0.0068429123289504437 0.032771448754213887 42.500000000000007 1.0000000180025095e-35 0.57392597256018829 0.03937686376418139 18.500000000000004 0.36181818181818187 0.16001644067301837 0.1388373957931181 0.29571104813622623 0.042998076775577404 1.0000000180025095e-35 1.0000000180025095e-35 0.19292803970223329 1.0000000180025095e-35 0.021922315374288476 0.11507268681492173 9.5000000000000018 0.007846344436230555 15.500000000000002 0.005740786649956176 0.0012356719160942814 1.0000000180025095e-35 1.0000000180025095e-35 31.500000000000004 0.0060012340201045069 9.5000000000000018 0.012927214920130917 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 -3 5 7 -7 8 11 23 14 17 15 16 -9 -13 21 18 -2 -20 -15 -11 -16 26 -25 -26 27 28 -10 -27 -right_child=4 3 -4 -5 -6 6 -8 10 9 13 -12 12 -14 20 22 -17 -18 -19 19 -21 -22 -23 -24 24 25 29 -28 -29 -30 -31 -leaf_value=-0.050028023414020531 0.026440010048058918 0.011973448499494242 -0.0053336797916666671 -0.04226444350885316 -0.016958114695314826 -0.020226701285762566 -0.00077535092056756679 0.0013866863477827939 0.18882708910562898 -0.029196188799403569 -0.0061009556548348581 -0.014416406554986723 0.013133982011318067 0.035760340394083441 -0.038620899725013355 0.049993441446318954 -0.0041069662380228836 0.0093097008080497978 -0.26255293956793802 -0.018515338163912456 0.21922014931316824 -0.0048593831806097764 -0.0040974053699063982 -0.0045488973982852838 -0.063123287841843748 0.018707367834526086 -0.0010632991674654486 -0.069817609497297733 0.013365769976162524 0.0057415887986854075 -leaf_weight=362.95523610338569 1748.8942708540708 349.63166944216937 379.50169803574681 113.68064483162016 615.98770445026457 1042.4540584459901 2325.5858405660838 39303.071130800061 25.333254741504788 900.78758304566145 9182.112265130505 1501.2101440094411 2227.4189320802689 49.261954519897699 173.6919025182724 64.212153062224388 3067.7212730916217 2575.7671251557767 4.338466338813304 98.05937160924077 7.1935169063508502 555.18671157583594 7802.1940754856914 2741.352073719725 58.189707404002547 2758.8000560104847 8165.4959355723113 15.176949189044533 14.169850340113042 3104.8320575766265 -leaf_count=22046 9495 7772 20090 5257 5480 6661 14993 300425 478 7108 65953 11477 13210 291 878 837 14792 15268 27 472 45 2954 43880 17299 2581 19602 43784 644 274 15907 -internal_value=0 -0.0172508 -0.0271828 -0.00133463 0.000164489 0.000282319 -0.00679581 0.000559057 0.00297659 0.000478321 -0.000711916 0.00949996 0.00285354 -0.00835297 0.000334697 -0.0117744 -0.00919524 0.0151942 0.0233816 -0.0288549 0.0591367 -0.0199162 -0.00484923 0.00287409 0.00615171 0.0111053 -0.000580156 0.0715686 0.125889 0.0118419 -internal_weight=0 1205.77 742.457 463.312 90128.5 89512.5 3368.04 86144.5 29683.4 21463.5 56461.1 8219.9 3792.84 4580.15 47279 1565.42 4523.7 4427.06 1851.29 102.398 56.4555 1455.97 7975.89 16883.3 8663.17 5921.82 8220.18 54.6801 39.5031 5863.63 -internal_count=669980 55165 42136 13029 614815 609335 21654 587681 176545 125759 411136 50786 25524 25190 345183 12314 24854 25262 9994 499 336 10062 44758 100569 55389 38090 45180 1396 752 35509 +left_child=-1 -2 3 4 24 9 7 -7 -9 10 12 22 -4 14 16 -16 -13 21 -19 -14 -17 -18 -12 -8 25 26 28 -28 -3 -26 +right_child=1 2 5 -5 -6 6 23 8 -10 -11 11 13 19 -15 15 20 17 18 -20 -21 -22 -23 -24 -25 29 -27 27 -29 -30 -31 +leaf_value=-0.025835501586449518 0.0018167922556313585 0.33250354863860837 0.054088132393675548 -0.034432494162877331 0.017460195882919499 0.034505258782675519 -0.039574109345608496 0.0028204908807629918 0.026607955253288986 0.00020218589911186709 0.16672908229618813 -0.0070040836859545921 0.059482005977528785 -0.020697546067495434 -0.022642300930628238 -0.077622259042932462 -0.077143927838810231 0.1151815939473133 -0.0032697995792331765 -0.00065280881445918646 0.022700052167669377 0.017282526418888753 -0.0017963052554317651 0.0020498934817149905 -0.036079487120537289 -0.014029359923590782 -0.026155422149746352 0.053701934299963984 -0.0068273925493463261 -0.0091667381408721254 +leaf_weight=107.64240090828389 22602.930702666286 1.2084071561694134 28.494489543139935 114.99131118040532 115.370111733675 156.59103356301785 37.394421428442001 680.81647243350744 140.19635275006294 75670.515307672322 2.2744364440441123 265.24665355682373 19.845880426466465 857.40671608969569 367.80327593162656 7.5395732298493376 7.9687485992908469 17.972202315926555 11.536554262042044 10497.011916708201 76.627539090812206 107.92511435598135 1134.571786660701 5334.2884624097496 176.68093210365623 625.57171227876097 57.128770865499973 155.38904518075287 239.53884742036462 764.78823167830706 +leaf_count=10603 222901 15 221 2695 1470 817 209 4424 702 272894 10 1612 140 5481 2399 41 46 139 64 72817 508 603 7362 27167 5245 11292 757 1548 4513 11285 +internal_value=0 0.000241933 -0.000122513 -0.00821523 -0.00680362 6.83657e-05 0.00323007 0.011307 0.00688244 -0.000157007 -0.00218505 -0.00880464 -0.000391723 -0.0136596 -0.00666422 -0.0158721 0.00347015 0.0225775 0.0688726 -0.000539331 0.0137133 0.0107899 -0.00145914 0.00176013 -0.00818921 -0.00292865 0.012392 0.0322348 -0.00512415 -0.0142173 +internal_weight=0 120276 97672.7 2250.67 2135.68 95422 6349.29 977.604 821.013 89072.7 13402.2 2856.87 10545.4 1720.03 862.62 451.97 410.649 145.403 29.5088 10516.9 84.1671 115.894 1136.85 5371.68 2020.31 1078.84 453.265 212.518 240.747 941.469 +internal_count=669980 659377 436476 38820 36125 397656 33319 5943 5126 364337 91443 18265 73178 10893 5412 2948 2464 852 203 72957 549 649 7372 27376 34655 18125 6833 2305 4528 16530 is_linear=0 shrinkage=0.1 @@ -3641,18 +3641,18 @@ shrinkage=0.1 Tree=191 num_leaves=31 num_cat=0 -split_feature=0 8 12 12 8 2 5 7 4 7 2 8 8 1 10 7 8 0 6 0 2 2 8 11 0 8 8 3 8 8 -split_gain=56.2903 36.3941 59.3608 32.3333 29.6299 47.6483 26.5603 25.5296 35.4629 31.9128 29.0433 25.8716 22.5822 22.4819 20.8395 19.6964 19.5656 19.3201 18.675 21.0473 18.089 15.9059 15.3906 15.3848 15.3799 24.2377 22.0416 21.8774 15.6033 15.4858 -threshold=0.0019025324150395821 34.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 47.500000000000007 0.012484564718213834 0.098387096774193564 0.47883597883597889 1.0000000180025095e-35 0.46291208791208799 0.10557156246282116 81.000000000000014 63.500000000000007 0.00038075467242790754 1.0000000180025095e-35 0.92820512820512835 78.000000000000014 0.0011156456725945267 0.67204301075268824 0.083340721154772354 0.030861927778056301 0.0071525628923311269 41.500000000000007 1.0000000180025095e-35 0.032347618849016789 62.000000000000007 58.500000000000007 0.099236128261346188 50.500000000000007 16.500000000000004 +split_feature=3 8 4 4 4 7 7 4 6 10 3 6 3 3 1 7 8 8 8 0 8 12 6 6 3 2 0 1 1 2 +split_gain=14.061 7.71575 7.51511 15.3722 12.5098 15.162 18.6861 36.8025 24.7562 30.4787 23.6994 10.8937 9.20136 8.88308 9.15202 6.64269 9.76645 11.9153 11.6233 9.83158 9.5254 22.7127 8.6538 20.2935 8.19256 13.8429 12.8111 8.0125 9.29737 7.46905 +threshold=0.030372011075534371 32.500000000000007 0.5590277777777779 0.89181286549707617 0.52786377708978338 0.10668563300142249 0.16515151515151519 0.55277777777777792 0.26598639455782319 1.0000000180025095e-35 0.092054754568763858 0.098387096774193564 0.25053926542558552 0.19161490244688659 0.037150007751214992 0.73508771929824568 51.500000000000007 45.500000000000007 43.500000000000007 0.00074303643721072051 63.500000000000007 1.0000000180025095e-35 0.13961038961038963 0.1813852813852814 0.0830582119365567 0.61676732637305076 0.028165631713550725 0.010302124666027842 0.0005746085429211566 0.0030823298178235124 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 13 4 5 17 7 8 11 18 -9 16 -5 -1 21 -14 24 23 19 -10 -7 -4 -21 -3 28 26 29 -28 -2 -26 -right_child=6 3 14 12 -6 20 -8 10 9 -11 -12 -13 15 -15 -16 -17 -18 -19 -20 22 -22 -23 -24 -25 25 -27 27 -29 -30 -31 -leaf_value=0.054711131428681961 0.0010384087027365213 0.013543788934840368 0.022064357429556578 0.020750935431729359 0.020736624824026328 -0.022003637169323728 -0.011039264888312304 0.012233259355233148 1.1697156938980369e-06 -0.14109712158854923 0.0012858335441793391 -0.12975589996371081 -0.019431440934804766 0.025087552636452654 -0.063764838543477143 -0.53641054674539046 0.14154679609598497 -0.16624035744121254 -0.031675449091468098 -0.011094123767788639 0.00048075666365524446 -0.0024051095006460605 -0.053964666541942929 -0.097456136298093812 0.0011943341818981227 -0.072083393760965259 -0.070946876400464778 0.16396809743649812 0.041480467983553621 -0.0033163073746995831 -leaf_weight=332.87653571926057 31662.740252774209 20.216694422066212 379.27625305578113 752.60780394263566 384.82201992534101 516.31091228872538 2363.9419318232685 2964.986973805353 2535.7698415853083 18.09236891195178 13266.616138488054 15.467323660850523 1.6136880591511717 1112.0055210450664 45.763105899095535 1.3564210087060928 9.707810150459407 22.163224281743169 317.62903046235442 3008.8493933938444 1165.550994515419 886.71360500715673 86.138087771832943 32.657155022025108 11289.813960436732 49.115718211978674 5.3829037174582508 15.043659262359141 95.688943352550268 23359.602515436709 -leaf_count=13163 199921 393 17314 16368 9417 4716 15287 25804 15470 127 70751 148 44 29972 1042 12 64 317 2715 24696 8194 17865 759 605 59993 408 83 72 678 133582 -internal_value=0 0.00970509 0.0179303 0.00187921 -0.0043954 -0.00990018 -0.000577943 -0.00029914 -0.00110204 -0.00848739 0.00328557 -0.000439445 0.0196649 0.0319123 0.00252926 -0.255531 -0.000409362 -0.0878666 -0.00808405 -0.00675326 -0.00642168 0.00492567 -0.0122873 -0.0550145 -0.000430092 -0.00188483 -0.00178539 0.102062 0.00116026 -0.00184661 -internal_weight=0 5653.93 2756.64 2897.3 2141.72 1756.9 91064.6 88700.6 72469 5966.48 16231.6 66502.6 755.578 1444.88 1311.75 2.97011 66487.1 75.0371 5948.39 5630.76 1681.86 1265.99 3094.99 52.8738 66477.4 34719 34669.8 20.4266 31758.4 34649.4 -internal_count=669980 119422 79356 40066 23642 14225 550558 535271 438716 43767 96555 394949 16424 43135 36221 56 394801 1315 43640 40925 12910 35179 25455 998 394737 194138 193730 155 200599 193575 +left_child=1 -1 4 -4 15 -6 7 -7 9 11 -11 -8 -12 -5 -15 -2 17 18 19 -17 -18 -22 29 24 -24 -26 -27 28 -25 -21 +right_child=2 -3 3 13 5 6 8 -9 -10 10 12 -13 -14 14 -16 16 20 -19 -20 22 21 -23 23 27 25 26 -28 -29 -30 -31 +leaf_value=-0.025005717074848041 -0.00013476395284826555 -0.0056209951372509365 -0.014028339194150797 -0.0083168649662472369 -0.051216558128684198 0.42807840434366273 0.081274079753775305 0.052675305552823959 -0.09323489375747232 0.34854782269762052 0.15873102270312345 -0.062070420539144182 0.0088906800310435321 0.00036060248516648182 0.018421978394618007 0.022771995657032234 0.058506349192396584 -0.012006885099671214 0.11744497799016154 -0.09017226477639334 0.055617419939142314 -0.21995599470572472 -0.039794475738778222 -0.024029957718025765 0.031566863592986001 0.05932278086891795 0.2022859954031504 -0.014344569627713466 0.013096114013444599 0.0014476487200249257 +leaf_weight=319.62850863113999 107183.39604861662 574.21645437180996 1145.3259285669774 893.08595896139741 15.351296339184044 3.8246732726693127 8.2169612217694539 8.2325374931097031 11.94806434959173 4.845403470098975 10.082224547863008 14.943283336237071 6.9049138799309722 1428.6684319209307 349.10929418355227 233.50710187572986 54.564367907121778 590.13221141975373 8.7899220902472717 8.903825758956371 9.0741314264014346 4.4612908009439698 13.28070357441902 76.391823682934046 195.6539658959955 19.097367167472843 9.3306363672018033 195.08417718484998 576.46789385937154 13292.468064882793 +leaf_count=5457 549460 10438 7160 6767 87 20 53 44 69 38 57 77 25 6568 1269 8753 387 3631 39 225 148 35 107 469 952 70 35 784 2761 63995 +internal_value=0 -0.0125527 3.38064e-05 -0.00433632 0.000169886 0.0386676 0.0586659 0.171757 0.0347188 0.0686976 0.153468 -0.0112136 0.0978241 -0.00018017 0.00390739 0.000143372 0.00209347 0.00192439 0.00248638 0.00241726 0.039879 -0.0352119 0.00208689 0.010673 0.0365182 0.041041 0.106246 0.0034382 0.00875195 0.00138632 +internal_weight=0 893.845 126371 3816.19 122555 84.3494 68.9981 12.0572 56.9409 44.9928 21.8325 23.1602 16.9871 2670.86 1777.78 122471 15287.2 15219.1 14629 14620.2 68.0998 13.5354 14386.7 1085.31 237.363 224.082 28.428 847.944 652.86 13301.4 +internal_count=669980 15895 654085 21764 632321 470 383 64 319 250 120 130 82 14604 7837 631851 82391 81821 78190 78151 570 183 69398 5178 1164 1057 105 4014 3230 64220 is_linear=0 shrinkage=0.1 @@ -3660,18 +3660,18 @@ shrinkage=0.1 Tree=192 num_leaves=31 num_cat=0 -split_feature=0 1 10 9 1 8 8 8 12 1 0 2 1 1 0 4 4 6 0 3 4 8 0 8 1 8 0 3 3 8 -split_gain=40.6643 16.2478 13.6858 25.2863 14.977 15.7313 14.7903 47.4423 34.7128 32.6609 32.4677 27.2173 26.8767 22.9343 30.124 21.993 30.2065 21.6553 19.9599 22.4357 19.8153 19.7202 24.9374 25.5844 17.5983 32.1621 17.1432 18.9812 21.3187 16.7702 -threshold=0.0039436185013608663 0.00060291938333849261 1.0000000180025095e-35 1.0000000180025095e-35 0.12690390494205708 47.500000000000007 39.500000000000007 26.500000000000004 1.0000000180025095e-35 0.00954949717793745 0.46508427439233974 0.26086894598992905 0.038943813949641366 0.84264757925280087 0.054427284898183777 0.68990384615384626 0.89181286549707617 0.44222222222222224 0.012961955050666496 0.84634042001481058 0.096006144393241177 11.500000000000002 0.0070129444789225346 10.500000000000002 0.00051996850760490309 47.500000000000007 0.039346593052158554 0.028290366334904966 0.051752180219358998 24.500000000000004 +split_feature=0 1 8 8 1 2 2 11 9 8 11 0 1 0 3 9 1 8 7 3 0 1 4 2 11 3 0 1 2 2 +split_gain=36.1913 13.2806 10.1524 26.317 36.925 20.549 22.6157 21.8152 13.4874 20.1862 13.5967 13.0896 12.9396 28.0762 14.3625 16.6572 13.0543 12.8446 11.9233 12.9474 11.6106 14.6575 12.5992 12.2376 11.0442 16.2593 15.4603 10.9697 10.8505 11.6509 +threshold=0.003715522716919115 0.00083047647103313158 41.500000000000007 47.500000000000007 0.026414580882012335 0.50760144110495231 0.030861927778056301 1.0000000180025095e-35 1.0000000180025095e-35 43.500000000000007 1.0000000180025095e-35 0.023902369597890983 0.0018718188874203795 0.0042837239421406924 0.28881018432930922 1.0000000180025095e-35 0.0011268402336117929 66.000000000000014 0.15119047619047624 0.82310755265226121 0.045549642211175162 0.025376291828344926 0.12701612903225809 0.05639940601995113 1.0000000180025095e-35 0.87445108558593254 0.019935491711415992 0.0084308576824278728 0.036682363867772828 0.06217815685888365 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 6 4 -4 -6 7 8 12 10 21 17 20 14 -14 18 -17 -11 -8 -20 29 22 23 -10 25 -21 -15 -28 -29 -2 -right_child=2 -3 3 -5 5 -7 15 -9 9 11 -12 -13 13 26 -16 16 -18 -19 19 24 -22 -23 -24 -25 -26 -27 27 28 -30 -31 -leaf_value=-0.037433638437588707 0.0050891691846780508 -0.011269278253315371 0.0076229181260081217 -0.002491297505063046 -0.0035528870345676831 -0.060836981579827712 -0.015636475588205325 0.0085440408061893923 0.11548996075805545 0.0042521469806010093 -0.067925985948149845 -0.015818888910840219 -0.038304159468811091 0.014729248386046709 -0.0033595643457961268 0.055917511956817337 0.0049532093471021024 -0.028236638966665756 -0.0030706593844941257 0.73110857009103991 0.023438585206331158 -0.016618846526810768 0.039620999079881411 0.80965393608970493 0.020188149333304147 -0.10693057417603408 -0.01742497083818436 0.28399032648332917 0.0090157137179240274 -0.060854599493109951 -leaf_weight=320.80342987156473 3906.5784169640392 912.27626145561226 7774.205534607172 5160.9363213125616 607.23914476297796 52.049037843942642 1246.3034380795434 6123.4869653377682 1.3542852569371491 2940.9534297725186 125.36100320518017 1178.6793868085369 292.1051616044715 32.617963472381234 1586.6908870339394 134.60208129603416 855.16777922492474 220.54801044240594 16537.729360593483 0.95823535509407409 637.57280665356666 1660.7038084594533 27.19853950291872 0.8733393158763646 371.66373182460666 0.87713960185647011 5.7628287971019772 9.2195505872368795 4.0616539865732184 38.949373682029545 -leaf_count=66829 50452 111259 48258 33322 4168 476 59072 49129 32 26252 562 9092 6530 1003 9497 788 5550 1706 139590 28 5100 34156 281 20 6253 17 42 77 39 400 -internal_value=0 -0.0180763 0.000299461 0.00302188 0.00639571 -0.00807531 -0.00067602 0.00131694 -0.00217617 -0.00756062 -0.0188231 -0.00284955 0.00291243 -0.00698515 -0.00879256 -0.00263207 0.011884 0.00198571 -0.00342335 -0.00252328 0.00708141 -0.015181 0.0659665 0.387637 0.0217135 0.330603 0.0587454 0.134135 0.199898 0.00443819 -internal_weight=0 1233.08 51534.4 13594.4 8433.49 659.288 37940 18792.7 12669.2 6155.67 1815.49 4340.18 6513.56 1930.46 1878.8 19147.3 989.77 3161.5 18157.5 16911.2 4583.1 1690.13 29.4262 2.22762 373.499 1.83537 51.662 19.044 13.2812 3945.53 -internal_count=669980 178088 491892 86224 52902 4644 405668 194370 145241 72101 35051 37050 73140 17188 16027 211298 6338 27958 204960 145888 55952 34489 333 52 6298 45 1161 158 116 50852 +left_child=-1 -2 20 4 5 6 7 -4 9 -8 -10 -9 13 16 17 24 -5 -15 -14 27 21 22 23 -3 -16 26 -26 -20 -27 -30 +right_child=1 2 3 12 -6 -7 8 11 10 -11 -12 -13 18 14 15 -17 -18 -19 19 -21 -22 -23 -24 -25 25 28 -28 -29 29 -31 +leaf_value=-0.015253741818532713 -0.010329394166413168 0.0066180072862747691 0.025718230025127797 0.35337275298754572 -0.012823759902099694 0.12012016294847945 0.11093509901150594 0.41249031671665315 0.17568324799755106 -0.037971716466507349 0.02197726376143087 0.15736498862532436 -0.0015376017962613368 -0.031510504898823628 0.020871411594976581 -0.066337649371079929 0.086488252324312509 0.099325658118731369 -0.010356235153492819 0.066212988319637095 0.00069438708966454616 -0.010141591818054152 0.011098913227191344 -0.0039217621527850273 -0.038978672266092057 -0.034736445825688383 0.094293433602308685 0.019319294337888749 0.32359128738634618 0.1329962149011468 +leaf_weight=1554.706100105308 1182.5862443931401 1314.3663664795458 7.3327548019587967 3.6728274552151552 89.113092633895576 50.925618810579181 11.471835823729633 3.4187040515244007 9.4714010059833527 44.104707717895508 14.667338062077761 4.8840194195508957 2396.6404990907758 60.920269539579749 50.431917367503047 12.713912732899187 3.6582691939547658 8.5575284976512176 181.48557404894382 44.116762405261397 52696.386685144156 2214.9096396332607 778.84714530128986 6806.2366122622043 12.850901255384086 2.2118718419224015 26.976837381720543 397.16382420342416 5.108389548957347 8.6180681847035867 +leaf_count=172630 33788 29217 86 64 581 238 64 34 38 279 67 19 14863 865 714 86 110 38 1199 608 232097 36483 11909 131445 291 38 161 1808 53 107 +internal_value=0 0.000175887 0.000360591 0.00564391 0.0379201 0.0688337 0.0414423 0.151408 0.0198734 -0.00723511 0.0822874 0.262415 0.00328088 0.0281983 0.0207268 0.0418324 0.220195 -0.0153955 0.00166571 0.0139932 7.48993e-05 -0.00286227 -0.00105058 -0.00221584 0.0547824 0.0854497 0.0512916 0.010012 0.170806 0.203927 +internal_weight=0 68443.8 67261.3 3450.52 235.389 146.276 95.3508 15.6355 79.7153 55.5765 24.1387 8.30272 3215.13 195.721 188.39 118.912 7.3311 69.4778 3019.41 622.766 63810.7 11114.4 8899.45 8120.6 106.198 55.7661 39.8277 578.649 15.9383 13.7265 +internal_count=669980 497350 463562 22411 1406 825 587 139 448 343 105 53 21005 2527 2353 1450 174 903 18478 3615 441151 209054 172571 160662 1364 650 452 3007 198 160 is_linear=0 shrinkage=0.1 @@ -3679,18 +3679,18 @@ shrinkage=0.1 Tree=193 num_leaves=31 num_cat=0 -split_feature=1 1 7 3 8 8 3 2 1 2 8 10 8 0 0 1 2 2 2 3 7 12 4 1 4 0 2 0 8 10 -split_gain=25.459 12.3301 11.1508 10.0098 10.458 7.07026 7.47769 9.0675 14.8806 8.21324 8.50176 14.384 21.2741 22.8835 15.2148 28.3682 13.7833 25.6091 7.30563 18.1176 12.4571 10.5167 34.81 40.5949 8.3971 36.6952 6.6627 23.9358 12.9597 10.2048 -threshold=0.00042373676032680799 0.0076751278807829651 0.35147058823529415 0.092054754568763858 36.500000000000007 45.500000000000007 0.98576145862556908 0.0050504475611878865 0.0065417708063083583 0.44887602705969198 11.500000000000002 1.0000000180025095e-35 10.500000000000002 0.085979126407716058 0.0038274259268836854 0.0028107615387300187 0.016381411183616374 0.012484564718213834 0.51509141059769914 0.094369134720010156 0.24568965517241384 1.0000000180025095e-35 0.23904761904761906 0.0041501371751771548 0.16397849462365593 0.071715110676333557 0.036682363867772828 0.0060439275043224815 46.500000000000007 1.0000000180025095e-35 +split_feature=1 0 1 1 0 2 8 1 2 12 2 1 3 1 6 0 3 2 0 2 2 1 1 0 11 3 5 0 7 2 +split_gain=25.4686 9.09047 8.56457 8.27575 11.9246 10.0526 7.87122 7.40325 7.17829 6.90433 10.1082 6.79982 6.70511 7.43716 6.33491 12.1211 26.0789 6.14193 5.74853 18.7472 20.9996 15.891 19.4043 9.51389 5.73818 5.70948 12.031 17.545 26.1694 5.59885 +threshold=0.0014581028256939177 0.00048653818212776107 0.0016828879999030752 0.005740786649956176 0.01426612692854346 0.44887602705969198 16.500000000000004 0.00042373676032680799 0.015828231182202418 1.0000000180025095e-35 0.059180245429979302 0.0025242752397277445 0.99381794351875341 0.0016249595646828376 0.29289215686274517 0.013920739425575392 0.55150816952016435 0.0053464026310178327 0.00087532177956937561 0.011646282212551718 0.012075124801576855 0.0028107615387300187 0.0031893408409586648 0.00077440154428410268 1.0000000180025095e-35 0.14670478216989782 0.13961038961038963 0.052764390047258213 0.28388278388278393 0.0019575588694249061 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=-1 2 3 4 -2 6 9 -8 -9 10 11 12 16 14 15 -14 17 -5 19 -11 -21 24 -23 -24 25 -22 29 28 -28 -7 -right_child=1 -3 -4 5 -6 26 7 8 -10 18 -12 -13 13 -15 -16 -17 -18 -19 -20 20 21 22 23 -25 -26 -27 27 -29 -30 -31 -leaf_value=-0.063241035652688085 0.004825562370117777 0.00082628463606941637 -0.020029320035155306 -0.1012585392740064 -0.038645948681514414 -0.027687970215837146 -0.0064681590881863101 0.033921063936458787 0.43794584839557027 1.0616366539662692 -0.0099292178070784498 -0.10117979044975188 -0.10249466332266328 1.5338551239990701 0.031270882307934719 1.1322696268311361 -0.033052491563296142 1.4122585381442625 0.0012606798533771888 0.025182582939305132 -0.10082166550339429 0.052563044217540947 0.37783140130319914 2.5244072838533249 -0.10090859882796449 1.2290740726007305 0.70497383670068992 1.0258710273476733e-05 0.10731523231921967 0.083312027782259476 -leaf_weight=64.101686615671497 87.401276017306373 17763.008255376481 494.96331631939393 0.2563500646501774 150.85909857857041 42.767562303226441 89.592808869900182 94.66476185224019 0.92046574875712295 0.1720700254663815 1148.9254567365861 2.4830201985314488 0.30140706407837548 0.18344449810683716 0.75391370104625821 0.4862133115530014 2.9279017536900938 0.19825140456669033 360.39669352862984 65.753749685129151 0.66971810022368972 0.63240496930666257 0.20892568863928318 0.15234007872641087 1.0083221171516923 0.30060664191842079 0.36775754787959414 52.518017842434347 27.00477376813069 10.271724701393394 -leaf_count=47314 12027 239184 83862 27 28613 5058 13974 17565 29 29 150138 294 52 17 77 31 319 32 53194 8873 132 63 40 13 160 31 14 5518 2532 768 -internal_value=0 -0.000120987 -0.00650153 -0.00337585 -0.0226993 -0.000957675 -0.00262722 0.0163882 0.0378117 -0.00484769 -0.00923232 0.0962523 0.192235 0.478026 0.352381 0.659749 0.0464893 0.558785 0.00696448 0.0368003 0.0342344 0.234479 0.499912 1.28301 0.101179 0.31118 0.0212852 0.0395269 0.115345 -0.00619143 -internal_weight=0 20400.2 2637.14 2142.18 238.26 1903.92 1770.99 185.178 95.5852 1585.81 1156.52 7.5905 5.10748 1.72498 1.54153 0.78762 3.3825 0.454601 429.295 68.8981 68.7261 2.97232 0.993671 0.361266 1.97865 0.970325 132.93 79.8905 27.3725 53.0393 -internal_count=669980 622666 383482 299620 40640 258980 245090 31568 17594 213522 150987 849 555 177 160 83 378 59 62535 9341 9312 439 116 53 323 163 13890 8064 2546 5826 +left_child=7 2 12 4 9 17 -7 -1 -9 14 18 25 -2 -14 -3 -16 -17 -6 19 -11 -21 -22 -23 -24 -10 -8 -27 -28 -29 -20 +right_child=1 3 -4 -5 5 6 11 8 24 10 -12 -13 13 -15 15 16 -18 -19 29 20 21 22 23 -25 -26 26 27 28 -30 -31 +leaf_value=-0.045729398062694424 0.077948523121825208 0.011535937659480707 0.039277788116619604 0.00076947149459774523 0.63903923114277639 0.017882347068145503 -0.056129792008335767 0.0030221076820668609 -0.029917054329401251 0.010388122293859953 -0.025674844581042602 -0.0028717843668906416 0.26925176288920943 0.80572607464439483 -0.025289293571264533 0.97815059197835186 -0.075973281378258303 -0.024127941450685045 0.11534388085704612 1.1441685543715627 0.044511638449543887 1.1403163302802202 -0.076236527018010092 0.56372129542546223 -0.0097565827429330378 -0.016300992116103911 -0.07553124311414916 -0.075442597274387652 1.4334414329603331 -0.0018953885099363334 +leaf_weight=83.689255240431521 1.2638821192085727 576.75159514066763 7.431842845864594 24068.414408043958 0.13969574123620887 125.2459437106736 51.97309843217954 180.11986933648586 284.27207749849185 18.532952923327688 189.27128065936267 290.87737281620502 1.1241766628809271 0.33553892653435458 69.102607477921993 0.37954977434128423 0.61495989700779319 487.13006721669808 4.1419948083348563 0.2459660186432292 2.4994751126505439 0.32894435524940469 0.46047596447169781 0.46881244331598282 280.47309754509479 55.819945505354553 0.49348883097991247 0.20295447716489434 0.26505724340677261 245.82214991981164 +leaf_count=47314 127 47118 422 273527 5 10101 8540 36459 60391 1654 17123 25406 67 17 6448 37 47 50404 220 30 340 29 28 29 57208 7824 57 27 28 18953 +internal_value=0 0.000278478 0.0948716 0.000241798 -0.00574673 -0.0135945 -0.00399226 -0.017529 -0.0143606 0.00141811 -0.0079221 -0.0108478 0.24657 0.392569 0.00808589 -0.0203007 0.326328 -0.0239378 0.00440845 0.0527799 0.249011 0.190417 0.480257 0.246613 -0.0199046 -0.0321807 -0.0102597 0.340467 0.77911 4.73079e-05 +internal_weight=0 26199.3 10.1554 26189.2 2120.77 1012.15 524.878 828.554 744.865 1108.62 461.772 399.632 2.7236 1.45972 646.849 70.0971 0.99451 487.27 272.501 22.5366 4.00367 3.75771 1.25823 0.929288 564.745 108.755 56.7814 0.961501 0.468012 249.964 +internal_count=669980 468608 633 467975 194448 102392 51983 201372 154058 92056 38406 41882 211 84 53650 6532 84 50409 21283 2110 456 426 86 57 117599 16476 7936 112 55 19173 is_linear=0 shrinkage=0.1 @@ -3698,18 +3698,18 @@ shrinkage=0.1 Tree=194 num_leaves=31 num_cat=0 -split_feature=2 2 7 8 3 1 8 1 0 12 8 2 11 1 1 4 8 12 0 11 3 0 1 2 8 12 3 8 12 8 -split_gain=31.9368 18.874 17.0347 23.5601 23.4127 36.4968 21.0828 17.2016 16.1991 15.3799 22.7049 23.6917 18.5045 25.829 42.0737 18.4046 14.0399 28.039 19.0658 14.4505 15.9355 13.8772 21.0761 22.945 12.7409 12.2213 11.9574 26.1647 29.4962 56.9233 -threshold=0.0042030859327411374 0.066825316751958783 0.04083333333333334 17.500000000000004 0.99508249953489536 0.00023281843386249365 47.500000000000007 0.071491470314231143 0.0051892025431287681 1.0000000180025095e-35 19.500000000000004 0.036682363867772828 1.0000000180025095e-35 0.00083047647103313158 0.00047833413060035997 0.68090909090909102 26.500000000000004 1.0000000180025095e-35 0.61669938701511817 1.0000000180025095e-35 0.026108816249928734 0.1042172164340857 0.150473615325075 0.02598846631690515 62.000000000000007 1.0000000180025095e-35 0.057177059790092168 25.500000000000004 1.0000000180025095e-35 39.500000000000007 +split_feature=8 2 8 0 8 11 6 7 6 6 4 0 5 6 0 4 7 7 1 0 5 2 7 6 0 2 8 12 8 1 +split_gain=6.7435 6.35591 6.61903 8.49252 6.9955 8.36691 6.13473 13.0012 20.9356 11.6252 13.9216 12.28 10.809 10.7413 10.2412 8.56367 8.32361 8.93106 13.5876 17.761 7.94845 7.86349 7.82051 7.42288 7.15119 13.7326 7.6689 18.1085 13.4851 15.1575 +threshold=78.000000000000014 0.0025292082774970985 47.500000000000007 0.00034443264046571365 48.500000000000007 1.0000000180025095e-35 0.67204301075268824 0.12771739130434787 0.77460317460317474 0.70479302832244028 0.10300618921308578 0.55424555817707921 0.036375661375661381 0.72570532915360519 0.73698572325193479 0.072751322751322761 0.084523809523809543 0.12250000000000001 0.00084704631343614494 0.0044007669171888409 0.080128205128205135 0.078628574213134725 0.27429467084639503 0.76794871794871811 0.0068429123289504437 0.032771448754213887 20.500000000000004 1.0000000180025095e-35 41.500000000000007 0.0039974623828863574 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 7 4 8 -6 9 24 25 15 11 12 -11 14 -14 21 18 19 -9 20 -18 -5 -23 -24 -2 -4 27 -3 -29 -30 -right_child=1 26 3 6 5 -7 -8 16 -10 10 -12 -13 13 -15 -16 -17 17 -19 -20 -21 -22 22 23 -25 -26 -27 -28 28 29 -31 -leaf_value=-0.032891117415419578 0.00019658391790604139 0.016295447053560962 -0.047235516674726592 0.010919447742743836 0.032524694571414325 1.2457573955111485 -0.045288449293545946 -0.0065001408253899957 -0.0074423677854055306 0.0639937315317156 -0.012726190529777784 -0.11028600661436233 0.2626540405982824 0.048653128871787431 1.1533583844401825 -0.07053806309878384 0.31043367807187394 -0.036173291034420928 0.053592411047208056 -0.019397504576090682 0.020886314003533288 0.032332986839314119 0.47008276884150013 0.11236032012824336 -0.083275432851235634 -0.019942902801840409 0.00026541327268368107 -0.017276402668591258 -0.013124117579770739 0.015673555007937316 -leaf_weight=295.33593063428998 7675.2510758619756 1513.6016996726394 301.57368014380336 408.38692888058722 0.74693960789590963 0.37116013560444117 99.962862324900925 576.2505850661546 429.31398249510676 2.9355816422030312 486.26784937828779 2.5555015057325363 1.3587848516181118 1.2944278344511984 0.86980991158634413 24.139652103185654 1.9251630883663882 474.74596239440143 58.122936135157943 147.37400265410542 149.95950751751661 77.320197036489844 2.0665816217660895 13.547636821866034 18.329596765339375 359.83523734752089 74438.46201370284 732.91548704355955 1082.6970405131578 1875.2437564432621 -leaf_count=26590 142392 10197 9937 4984 57 28 2662 11330 7348 71 10491 31 38 34 14 387 58 10199 811 2155 2024 867 27 115 484 10532 391356 5193 6505 13063 -internal_value=0 4.64589e-05 -0.00377534 -0.0116453 -0.0220999 0.435265 -0.00145992 -0.00186228 -0.0225688 0.00283228 -0.00981107 0.147446 0.249424 0.403935 0.610292 0.0147495 -0.0120229 -0.021062 -0.000994306 0.00291069 0.0245564 0.0188562 0.0537333 0.159706 -2.28427e-06 -0.0323871 0.000589405 0.0052234 0.000682809 0.00513272 -internal_weight=0 90957.4 11314.5 2212.55 1091.84 1.1181 1120.71 9101.96 1090.72 1020.74 495.282 9.01411 6.4586 3.52302 2.22859 525.461 1408.38 774.005 634.374 299.259 151.885 501.321 92.9344 15.6142 7693.58 661.409 79642.9 5204.46 3690.86 2957.94 -internal_count=669980 643390 217076 47623 27902 85 19721 169453 27817 17059 10679 188 157 86 52 6380 26577 14436 12141 4237 2082 5993 1009 142 142876 20469 426314 34958 24761 19568 +left_child=1 2 -1 4 5 -4 24 13 9 10 22 12 23 -8 16 -10 20 18 19 -18 -15 -13 -9 -11 -3 26 -26 28 29 -28 +right_child=-2 6 3 -5 -6 -7 7 8 15 11 -12 21 -14 14 -16 -17 17 -19 -20 -21 -22 -23 -24 -25 25 -27 27 -29 -30 -31 +leaf_value=-0.035589007506509611 -0.064136929780183746 0.0016820600928174004 -0.07567187365280624 -0.04874134055402634 -0.075553618371866041 0.18530955316278691 0.06345992254069481 0.078275316955037144 0.028268340304282227 -0.0025992981388575122 -0.1184795812408722 -0.036508296826029213 -0.15554754806380913 0.00079230415631377092 0.024557848083049835 0.13952290410318002 0.01293858157309638 0.004043072948309457 -0.027213387572853132 -0.2284033129852171 0.050517465196893756 0.12024460277204173 0.0098532197595751179 -0.092958382445069265 -0.0024018967447791365 -0.00017380572789324274 -0.040881923971419987 -0.026305744401323713 -0.031806941820651462 0.016973971659567946 +leaf_weight=87.440256870351732 16.287505780346692 21006.143865560647 1.5217797718942181 7.4121298622339955 1.9722017161548135 6.3722615772858262 27.742074981331825 41.638230570591986 423.31358222384006 565.02823211252689 5.2215345408767453 4.2731466367840794 4.7486380077898493 8311.7352737244219 182.73422970436513 7.0336562506854525 4.7336988411843768 49.430468650534749 44.066175533458591 8.5695620067417604 32.271043391898274 12.745996922254561 27.896715199574828 9.2400315012782794 1095.1573330387473 87321.095622675493 52.680637834593654 575.54749822430313 104.25792432390153 322.45103409420699 +leaf_count=9392 376 210767 135 715 204 136 122 272 2201 2685 38 43 22 37524 1164 41 41 216 213 61 135 47 158 52 18419 365559 696 12315 2450 3781 +internal_value=0 0.000212514 -0.0244131 0.0321443 0.0929105 0.134999 0.000233961 0.00263684 0.0128717 0.00182747 0.0389996 -0.00283477 -0.00529562 0.00133564 0.00113601 0.0300867 0.000629557 -0.0271106 -0.0539531 -0.142527 0.00098462 0.0808873 0.0508251 -0.00405318 2.16288e-05 -0.000368209 -0.00826345 -0.0143485 7.22408e-06 0.00884913 +internal_weight=0 120344 104.719 17.2784 9.86624 7.89404 120240 9762.42 1101.14 670.793 74.7565 596.036 579.017 8661.28 8633.54 430.347 8450.81 106.8 57.3694 13.3033 8344.01 17.0191 69.5349 574.268 110477 89471.2 2150.09 1054.94 479.39 375.132 +internal_count=669980 669604 10582 1190 475 271 659022 45035 5559 3317 468 2849 2759 39476 39354 2242 38190 531 315 102 37659 90 430 2737 613987 403220 37661 19242 6927 4477 is_linear=0 shrinkage=0.1 @@ -3717,18 +3717,18 @@ shrinkage=0.1 Tree=195 num_leaves=31 num_cat=0 -split_feature=0 3 2 8 12 10 0 7 8 3 0 8 1 1 8 8 0 1 6 2 3 0 8 11 1 1 2 7 8 8 -split_gain=48.541 26.718 21.7935 21.5062 53.3957 47.3585 39.6572 35.1785 32.117 26.0846 25.4101 23.8871 21.8601 20.2348 19.6324 28.4072 19.4875 20.2182 20.8169 19.3925 19.2562 18.4954 17.7293 17.5555 22.1239 17.472 17.3842 17.0344 16.8131 16.6473 -threshold=0.00074303643721072051 0.085227728634247588 0.23190078063967928 28.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.063376047944367228 0.090097402597402607 32.500000000000007 0.83268889682982661 0.078547245988764794 33.500000000000007 0.0093122030323845775 0.0020409887672605842 41.500000000000007 48.500000000000007 0.38852867858009205 0.033976680187033474 0.41421568627450983 0.0028118825004959758 0.88532371616891192 0.0017664964476542648 59.500000000000007 1.0000000180025095e-35 0.11721393772228787 0.00051996850760490309 0.0065333944835650254 0.7633053221288516 18.500000000000004 37.500000000000007 +split_feature=3 0 3 5 2 4 8 8 12 8 10 3 9 2 12 1 3 0 0 8 1 2 8 0 1 8 0 7 1 6 +split_gain=12.6806 11.5617 9.92484 10.732 10.6435 8.19412 7.52952 7.1153 23.2919 13.7184 15.5253 12.3852 11.583 9.92088 9.2819 15.2345 10.9193 10.8735 20.0465 9.02884 8.56905 8.06404 14.9008 8.04339 8.00735 7.93885 11.1871 8.73045 8.88522 8.53036 +threshold=0.023607657396327236 0.92502263599968015 0.094369134720010156 0.03509852216748769 0.0030823298178235124 0.67738095238095253 34.500000000000007 32.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.074650520034198739 1.0000000180025095e-35 0.94694542266375736 1.0000000180025095e-35 0.0029105379140911118 0.032286757670179626 0.0089366154569586742 0.025245518754972645 47.500000000000007 0.0011695895199787293 0.028338358014125258 33.500000000000007 0.73698572325193479 0.0011919046883670423 16.500000000000004 0.01537742538175909 0.044466403162055343 0.0046789067858949828 0.098387096774193564 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=20 -2 3 4 6 16 13 10 9 -5 19 -10 28 -3 29 -16 25 -18 -19 21 -1 -7 -17 24 -15 -6 -26 -22 -12 -4 -right_child=1 2 14 8 5 7 -8 -9 11 -11 12 -13 -14 23 15 22 17 18 -20 -21 27 -23 -24 -25 26 -27 -28 -29 -30 -31 -leaf_value=-0.55238861799201489 -0.0060334784841307547 0.021749085249417977 -0.003778628033570674 -0.039522531987767784 0.019956058975057832 -0.091946980254518765 -0.00048195404228771439 0.032464954389838867 0.045750690800983734 0.0025785605578480847 0.031521786522708373 0.00021161269390113774 -0.028597157275181889 -0.00031290753721965376 -0.017567774938616238 0.043951266556863072 0.040009880975365231 -0.003213554285643145 0.093366447758924859 -0.040631206011321898 0.013702232734677808 -0.53049144589294961 -0.022787325061377782 0.016095243641475378 0.075716519097472929 -0.0012475583995780329 0.016534650003942799 0.043838688972899803 -0.11594667411143836 0.00043192156482715102 -leaf_weight=0.59179641306400199 7388.4551353082061 2072.1550821345299 13881.634486317635 369.06191758066416 411.04805404506624 2.5137686822563401 2879.268849298358 105.69991493970156 115.752137016505 244.76053317636251 132.38009722530842 23489.627849899232 199.08203084766865 2070.0283783189952 1341.8934257440269 132.07067139446735 254.39862383902073 336.55669540911913 23.902303144335747 525.94873625598848 1270.6072303941473 1.5575777739286421 56.977634705603123 2423.0259068738669 55.981056287884712 7121.692713463679 437.76243437826633 220.04214689973742 8.2107749357819539 29020.375422619283 -leaf_count=4 92142 29665 68254 1696 6866 53 13647 753 735 2372 569 148318 954 18000 7955 685 1225 1749 129 3656 46091 18 346 18021 254 55643 1985 9070 37 139088 -internal_value=0 -0.00025832 0.000228145 0.00182526 0.00433796 -0.00118617 0.00940895 -0.0220097 -0.000152304 -0.0227348 -0.0286304 0.00043492 -0.00727858 0.0134433 -0.00132755 -0.0124549 0.00130674 0.0184247 0.00319074 -0.0423141 0.0179244 -0.259721 0.0238368 0.00999206 0.00422394 -9.05153e-05 0.0232447 0.0181508 0.0229093 -0.000930469 -internal_weight=0 95101.8 87713.4 43280.4 19061.2 9122.99 9938.22 975.393 24219.2 613.822 869.693 23605.4 339.673 7058.95 44433 1530.94 8147.6 614.858 360.459 530.02 1491.24 4.07135 189.048 4986.8 2563.77 7532.74 493.743 1490.65 140.591 42902 -internal_count=669980 614815 522673 306345 153224 71652 81572 6040 153121 4068 5287 149053 1560 67925 216328 8986 65612 3103 1878 3727 55165 71 1031 38260 20239 62509 2239 55161 606 207342 +left_child=-1 2 3 4 -2 7 -5 14 9 13 11 -11 19 -9 20 16 -16 24 -19 -12 -6 22 -10 -21 -18 26 -17 28 -28 -29 +right_child=1 -3 -4 6 5 -7 -8 8 21 10 12 -13 -14 -15 15 25 17 18 -20 23 -22 -23 -24 -25 -26 -27 27 29 -30 -31 +leaf_value=-0.017719722839804733 0.050050587092303013 0.031928822387588388 0.00025542722020079788 -0.034082841592786545 -0.033553756487537549 -0.014894398494974563 -0.0078108668391644502 0.0086244484193774753 0.19363784172460771 -0.043276292102600498 -0.081410253204158831 0.0041966711075330978 -0.057287145750206492 0.14632145229896901 -0.040080294534741809 -0.032467879724789143 0.012638302997927401 0.050273155778471426 -0.004608425649064973 0.08480269738033433 -0.0091022079276770942 -0.0067441004707930663 0.0066578156702133337 -0.022821772532424178 -0.027165842505136314 -0.019745237093628871 0.0511911447321024 0.0024853827039004656 0.0042995456626242073 -0.036586261219851521 +leaf_weight=404.5876651480794 38.783624086529016 113.39634307473898 115782.28561109211 175.98016247153282 163.90055817365646 502.25705197826028 286.9973700530827 2679.8609309792519 4.3126287311315528 147.12705251388252 4.6455220989882937 87.721592951565981 12.143305499106644 5.2426375150680533 36.740314200520515 109.29137257859111 168.08796277269721 176.56284123286605 106.82245430350304 37.492742851376534 1141.6547795459628 3373.6231763586402 363.41495455428958 8.5226146914064866 72.269066229462624 358.97130812332034 43.377811562269926 121.95004680752754 590.41851351410151 103.13617037981749 +leaf_count=7917 365 1812 567371 1774 1397 5206 2678 17533 42 2056 52 747 123 48 709 1006 1393 1488 868 303 9708 31084 3311 94 586 3373 364 944 4694 934 +internal_value=0 1.21704e-05 -1.63942e-05 -0.00289811 -0.00223855 -0.00243319 -0.017797 -0.00180209 4.37498e-05 0.00663534 -0.0137336 -0.025544 0.0304301 0.0088933 -0.00568901 -0.00120521 0.0126188 0.0163156 0.0295855 0.0514557 -0.0121719 -0.00521133 0.00885068 0.0648693 0.000670238 -0.0070434 -0.00233392 0.00150057 0.00750887 -0.0154175 +internal_weight=0 126817 126704 10921.3 10458.3 10419.5 462.978 9917.29 6724.11 2982.76 297.653 234.849 62.8042 2685.1 3193.18 1887.63 560.483 523.742 283.385 50.6609 1305.56 3741.35 367.728 46.0154 240.357 1327.15 968.174 858.883 633.796 225.086 +internal_count=669980 662063 660251 92880 88428 88063 4452 82857 55393 20956 3375 2803 572 17581 27464 16359 5044 4335 2356 449 11105 34437 3353 397 1979 11315 7942 6936 5058 1878 is_linear=0 shrinkage=0.1 @@ -3736,18 +3736,18 @@ shrinkage=0.1 Tree=196 num_leaves=31 num_cat=0 -split_feature=1 7 6 6 3 6 4 4 4 4 6 6 8 12 1 8 4 4 4 6 4 10 6 4 0 4 4 9 4 3 -split_gain=35.1419 14.5431 15.7372 26.1981 17.7129 14.073 27.6345 63.3054 22.4032 54.4859 14.5244 15.3741 14.1162 21.0947 17.9944 14.2951 14.7953 16.8539 23.9637 15.4377 13.1044 12.3939 16.9982 16.6841 15.4859 13.8709 24.4866 22.4196 30.6521 28.7495 -threshold=0.00060291938333849261 0.83974358974358987 0.49358974358974367 0.47809523809523813 0.044815477220475991 1.0000000180025095e-35 0.73875968992248076 0.72970779220779225 0.80206185567010324 0.81365740740740755 0.082903780068728533 0.23669467787114848 16.500000000000004 1.0000000180025095e-35 0.040936703276809518 44.500000000000007 0.72249724972497253 0.67738095238095253 0.67117117117117131 0.22996794871794876 0.87083333333333346 1.0000000180025095e-35 0.43614130434782611 0.59761904761904772 0.55424555817707921 0.64495798319327746 0.63211600429645554 1.0000000180025095e-35 0.66091954022988519 0.085227728634247588 +split_feature=0 8 10 7 8 12 8 2 2 3 8 3 1 2 1 3 3 2 0 2 3 8 8 12 4 3 12 8 8 1 +split_gain=32.4784 12.8854 22.175 17.49 11.3988 25.4889 20.571 17.0503 18.7821 9.72741 10.8675 11.279 27.5565 9.58702 9.15842 11.0682 12.0919 33.5449 10.3247 9.91316 17.5814 8.94861 27.8069 28.1218 21.5695 33.0038 21.26 40.1905 31.3211 38.6568 +threshold=0.011749020176541681 39.500000000000007 1.0000000180025095e-35 0.39565217391304358 29.500000000000004 1.0000000180025095e-35 32.500000000000007 0.93591497873823781 0.95347132347897057 0.96219438497206655 38.500000000000007 0.99584491193590929 0.00076702999227988512 0.9132818566857771 0.021922315374288476 0.089822344240756441 0.078830867753005837 0.0068438289971339246 0.003606084995402244 0.87874295660046342 0.10941744816034667 28.500000000000004 39.500000000000007 1.0000000180025095e-35 0.5590277777777779 0.90996063671215588 1.0000000180025095e-35 17.500000000000004 16.500000000000004 0.00954949717793745 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=-1 2 3 4 -2 -6 7 12 10 -10 -8 -12 13 -7 -15 16 17 18 21 -19 -11 23 25 -14 -25 26 -23 -27 -29 -30 -right_child=1 -3 -4 -5 5 6 8 -9 9 20 11 -13 15 14 -16 -17 -18 19 -20 -21 -22 22 -24 24 -26 27 -28 28 29 -31 -leaf_value=-0.023148132805318345 0.0081796591718210961 -0.0054248665299041271 -0.0040036341079799191 0.35431812972913479 9.6429910374159949e-05 0.028926635009892222 -0.082927930618348411 -0.28598471564663125 -0.27940895917340008 -0.017580951390126522 0.078655854875440301 0.017755970777499075 -0.0034486407174938154 -0.01999000264566396 0.025850220668291436 0.03086455888361583 -0.11581657519148339 0.063153162278555941 -0.15552212878775137 -0.046862376999286248 0.062805579561854702 0.004155017382394364 0.090033096341486166 -0.024327349026309605 -0.11404277164846821 0.079634443585500717 -0.10457059360219041 0.1078072469461578 -0.19245296056313085 -0.0023559515665554434 -leaf_weight=654.52736239205115 3483.8270666711032 4267.6558005341794 6265.846852661809 2.1029666019603601 34313.286754462868 505.1949425721541 7.3946538642048827 7.5086038112640372 6.7161535173654547 47.508435536408797 134.33401664532721 59.953899631276727 1416.3229516688734 226.34924984583631 137.74609424266964 150.3064767003525 11.156456805765627 70.14099860098213 10.123902685940264 15.589717330411075 35.382496458478272 593.92774343932979 25.113849692977965 96.719284518854693 24.017632037401199 61.326500148978084 21.46259281784296 16.202010035514832 11.046082444489 28.436795588582754 -leaf_count=81583 26511 63501 72368 30 391297 5641 37 35 30 238 660 311 16486 4131 864 1289 49 358 47 75 180 2828 120 560 108 296 91 74 52 130 -internal_value=0 0.000168297 0.00066782 0.00137281 0.00135493 0.00072979 0.00657194 0.00405974 0.0361424 -0.00546362 0.0546278 0.0598632 0.00469631 0.015702 -0.00264754 0.000947259 -0.000925154 -0.000388941 -0.00200841 0.0431474 0.0167325 -0.0013311 0.00913783 -0.00649054 -0.042174 0.00636396 0.000363061 0.0379241 -0.0080121 -0.0555392 -internal_weight=0 52052.7 47785 41519.2 41517.1 38033.3 3719.98 3428.69 291.29 89.6071 201.683 194.288 3421.18 869.29 364.095 2551.89 2401.59 2390.43 2304.7 85.7307 82.8909 2294.58 757.516 1537.06 120.737 732.402 615.39 117.011 55.6849 39.4829 -internal_count=669980 588397 524896 452528 452498 425987 34690 33234 1456 448 1008 971 33199 10636 4995 22563 21274 21225 20792 433 418 20745 3591 17154 668 3471 2919 552 256 182 +left_child=1 4 -3 -4 14 -6 7 -7 -9 13 11 -11 -13 -8 18 16 -16 -18 19 -1 -21 26 23 -23 -24 -26 27 -2 29 -28 +right_child=21 2 3 -5 5 6 9 8 -10 10 -12 12 -14 -15 15 -17 17 -19 -20 20 -22 22 24 -25 25 -27 28 -29 -30 -31 +leaf_value=-0.014535063428138137 0.0036143465048274204 -0.016383464273928078 0.0061088010746898876 0.094495887715876775 -0.029684517138276217 0.083205310743840841 -0.00047608169227505623 0.73462365060936896 0.054013022558552427 0.085958100742174456 0.010704892746881661 0.20100692162649703 2.1615115872581518 0.062703924181924553 0.0090663729019415992 -0.034636908832310874 0.74810644421617589 -0.019302402613733543 0.0014190961144182955 0.058046694344795549 0.64299946128903085 -0.0029638715397100469 -0.00098690255384421724 0.0086035010759049138 0.007532592131729219 0.23146308066169291 -0.018030213599485263 -0.016074640050836357 0.010929072639602234 -0.0027059907206121725 +leaf_weight=720.59698693198152 10317.169417113066 2172.6845047066454 235.1874370817095 24.74310628999956 109.89754875912331 33.182139937533066 193.92423478839919 0.86258899979293235 0.76508608274161816 31.327988987788562 32.243022957583889 0.36177920876070757 0.08941455977037549 27.412275859154761 36.071285541169345 191.57499317126349 0.84884807374328319 1.7314793644472954 1347.1215036446229 6.7205832581967107 0.55635666381567705 2832.2912048008293 30028.960503825918 8147.8999486509711 2895.1770034097135 6.596680060029029 2266.6810338739306 1152.5760565288365 1118.2529769595712 6013.0603152792901 +leaf_count=100351 63183 114257 7345 714 4718 1583 5814 28 28 1982 2794 92 20 892 1243 6862 34 54 42511 456 34 12959 183447 40554 11925 50 19909 5655 5991 34495 +internal_value=0 -0.0077862 -0.0130811 0.0145225 -0.00307721 0.0118685 0.0261316 0.0987059 0.414704 0.0172785 0.0516078 0.0931077 0.589527 0.00734869 -0.00586551 -0.0247883 0.024026 0.233151 -0.00376598 -0.0133623 0.102769 0.000451528 0.00126177 0.00561975 -0.000191328 0.00804166 -0.00125342 0.00163583 -0.00477959 -0.00690119 +internal_weight=0 5167.9 2432.62 259.931 2735.29 430.066 320.169 34.8098 1.62768 285.359 64.0222 31.7792 0.451194 221.337 2305.22 230.227 38.6516 2.58033 2075 727.874 7.27694 64778.7 43910.9 10980.2 32930.7 2901.77 20867.7 11469.7 9397.99 8279.74 +internal_count=669980 291812 122316 8059 169496 17951 13233 1639 56 11594 4888 2094 112 6706 151545 8193 1331 88 143352 100841 490 378168 248935 53513 195422 11975 129233 68838 60395 54404 is_linear=0 shrinkage=0.1 @@ -3755,18 +3755,18 @@ shrinkage=0.1 Tree=197 num_leaves=31 num_cat=0 -split_feature=1 1 7 3 11 3 8 6 6 3 3 6 6 4 4 3 3 1 1 6 0 3 10 12 8 8 2 0 5 9 -split_gain=21.9996 10.44 9.39082 10.2985 6.78648 10.3265 13.2563 21.0496 12.8919 15.6177 9.44584 7.10162 12.8579 23.8343 34.2831 9.7392 8.04305 7.50144 13.0791 6.66265 6.46426 6.24367 6.18535 6.17843 13.9574 28.3646 20.3514 21.0888 18.2545 17.4833 -threshold=0.00042373676032680799 0.0076751278807829651 1.0000000180025095e-35 0.03937686376418139 1.0000000180025095e-35 0.058940503103090736 18.500000000000004 0.661904761904762 0.69098143236074283 0.035965260822940534 0.10431725392723669 0.38278388278388281 0.22996794871794876 0.16397849462365593 0.075498575498575513 0.042998076775577404 0.037719069770932971 0.0032524099409543495 0.0048642201021926691 0.67870967741935495 0.048308385313798108 0.98576145862556908 1.0000000180025095e-35 1.0000000180025095e-35 19.500000000000004 41.500000000000007 0.02598846631690515 0.016650341195653028 0.040969899665551847 1.0000000180025095e-35 +split_feature=1 0 1 4 0 8 8 8 10 1 3 3 2 1 0 0 1 6 4 5 1 2 6 1 2 1 3 0 4 4 +split_gain=22.0868 7.05002 7.14704 11.007 9.31329 9.0606 14.6551 12.0328 19.0016 10.6208 8.78276 8.61823 13.6037 12.5797 8.42259 8.17828 9.19949 7.67566 8.52009 7.12673 6.84143 6.34092 6.26611 14.5114 7.14638 11.2735 9.91932 8.78765 5.46834 15.2919 +threshold=0.0014581028256939177 0.00048653818212776107 0.011462696706274976 0.46862745098039221 0.20674927870109308 39.500000000000007 45.500000000000007 47.500000000000007 1.0000000180025095e-35 0.007846344436230555 0.92069004232458462 0.650982933070683 0.082205425798379861 0.0014848034642950018 0.0042837239421406924 0.0060439275043224815 0.0098025105047879185 0.22401433691756276 0.45307917888563054 0.88311688311688319 0.00042373676032680799 0.015828231182202418 0.2414965986394558 0.005740786649956176 0.21859407860619254 0.0044032025429555461 0.89846750578755197 0.0030756432581758968 0.62418831168831179 0.66091954022988519 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=-1 2 3 -2 22 6 7 11 9 -9 -7 12 16 14 15 -14 17 -6 -19 -12 -10 -5 -4 24 26 29 27 -3 -28 -26 -right_child=1 23 4 21 5 10 -8 8 20 -11 19 -13 13 -15 -16 -17 -18 18 -20 -21 -22 -23 -24 -25 25 -27 28 -29 -30 -31 -leaf_value=-0.060536410152958658 -0.04861688288939589 0.0016440445850693704 -0.022944800350311031 -0.003538774436211175 -0.10045082484719062 -0.067287551324406933 0.0041462009244653516 1.7739780640570086 -0.10064160109013001 0.55377760251035046 -0.0037581556030580592 -0.032727404181216356 -0.10163612163441405 -0.0033735512996419022 1.426024797964379 0.61300127593832787 -0.060966114669034059 0.78825633190968425 0.11869661345743981 -0.10097435347095206 0.82396708317230838 0.014694856805578076 -0.072424984868455763 0.0024223563474634977 -0.0087570412660258092 0.0075935834356504256 0.0052962337963435571 -0.030217019561878278 0.038348763177966649 -0.045543534035147271 -leaf_weight=60.461020723625552 47.681002554250881 574.15088507160544 274.83876179123763 1748.398574413266 0.53368538164067647 28.493895114632323 22.722119963495061 0.16000784141942936 0.25198369310237467 0.3045371484477073 245.38633646606468 2.8481340147554874 0.36129295954015128 0.99019533884711552 0.39158157608471811 0.40387950756121427 2.4642622416140512 0.44025664101354756 0.86484441114589572 7.2582038199761874 0.10803169244900346 210.39854934043251 27.821411435259506 9813.372618845664 2910.8002545004711 1231.7375697474927 2601.2386199561879 325.53377006016672 178.56463354639709 135.19595280615613 -leaf_count=47314 7876 5770 49621 236293 144 5056 4338 33 60 34 38893 408 50 97 31 32 384 23 45 1367 9 33847 4841 121390 53356 12870 37844 2500 1420 4034 -internal_value=0 -0.00012596 -0.00601499 -0.00269802 -0.016808 -0.00650819 0.0465497 0.141732 0.625971 0.974063 -0.0127068 0.0987891 0.156863 0.356749 0.665019 0.27557 0.0571324 0.215403 0.344563 -0.00655107 0.176811 -0.00158026 -0.0274932 0.000743321 -0.00132738 -0.00521164 0.00318842 -0.00988428 0.00741941 -0.0103898 -internal_weight=0 20393.7 2623.12 2006.48 616.643 313.983 32.8448 10.1227 0.82456 0.464545 281.138 9.29813 6.45 2.14695 1.15675 0.765172 4.30305 1.83879 1.3051 252.645 0.360015 1958.8 302.66 17770.6 7957.22 4277.73 3679.49 899.685 2779.8 3046 -internal_count=669980 622666 383482 278016 105466 51004 5688 1350 136 67 45316 1214 806 210 113 82 596 212 68 40260 69 270140 54462 239184 117794 70260 47534 8270 39264 57390 +left_child=20 -2 3 5 -5 -3 17 8 9 10 -8 19 -13 -14 -12 22 -17 18 -7 -9 -1 -22 24 -24 26 -26 -15 -28 -4 -30 +right_child=1 2 28 4 -6 6 7 11 -10 -11 14 12 13 15 -16 16 -18 -19 -20 -21 21 -23 23 -25 25 -27 27 -29 29 -31 +leaf_value=-0.044242212169897849 0.080373854620767127 0.0021222989297358 0.00062462545960403329 -0.0081402237425132664 -0.051269907345030223 -0.0081780602809427717 0.0046083078631522908 -0.019617511952326257 -0.051409502934014355 0.38518429090457956 0.062514171142619493 0.00019934725662532819 0.59068518129769765 0.0052722234988587273 0.53455866344835701 0.010811749045220909 0.13070900536705657 -0.026699501261386479 0.47813155627816589 0.38931761730975856 0.0028019771759270522 -0.018776209053114411 0.083690421562230943 0.66490896116222054 0.31784018596245067 -0.077549231690772297 0.42863146080054382 0.024527030585598537 0.17665837576708832 0.0087319417899307805 +leaf_weight=80.119949038256891 10.971030554734169 1978.5255344959442 21661.052435170859 119.05890962528065 86.399916675407439 1232.3236960710492 2.413194919005035 72.426367865642533 3.9775594971142709 2.5500233843922615 0.71605505049228646 87.274863125989214 0.44832949666306277 8.4266115981154162 0.80061743035912514 32.162440718151629 7.9891173634678116 268.32088058302179 0.36036746297031541 0.42869108077138562 180.61975819221698 553.53287661937065 1.2052487721666683 0.66745970770716656 2.7734022117219861 0.97450215183198441 1.184238031972199 0.98632006067782629 5.4721048045903435 601.98093724437058 +leaf_count=47314 633 123932 190500 8369 10995 91384 90 4847 221 26 36 4442 21 351 9 1624 117 23921 26 18 36459 117599 52 7 88 27 44 47 72 6709 +internal_value=0 0.000228089 0.000194504 -0.0037473 -0.0262772 -0.00249857 -0.00778811 0.015869 0.120642 0.226252 0.123124 0.0108187 0.024991 0.0630722 0.311696 0.0588759 0.0346682 -0.0113722 -0.00803589 -0.0172113 -0.0164955 -0.0134674 0.118809 0.290845 0.0963499 0.215034 0.0543749 0.245003 0.000887047 0.0102447 +internal_weight=0 26191.9 26180.9 3912.39 205.459 3706.94 1728.41 227.405 10.4575 6.47989 3.92987 216.948 144.093 56.8177 1.51667 56.3693 40.1516 1501 1232.68 72.8551 814.273 734.153 16.2178 1.87271 14.3451 3.7479 10.5972 2.17056 22268.5 607.453 +internal_count=669980 468608 467975 270694 19364 251330 127398 12067 382 161 135 11685 6820 2378 45 2357 1741 115331 91410 4865 201372 154058 616 59 557 115 442 91 197281 6781 is_linear=0 shrinkage=0.1 @@ -3774,18 +3774,18 @@ shrinkage=0.1 Tree=198 num_leaves=31 num_cat=0 -split_feature=0 2 8 1 8 8 12 10 3 1 7 0 2 6 1 8 0 1 8 9 2 8 8 10 8 0 2 8 3 3 -split_gain=28.8246 19.2952 16.8666 14.4043 21.079 30.7103 30.9165 22.5134 34.1608 21.4115 23.6268 20.3529 17.0401 16.675 19.2732 18.3215 17.2311 27.5189 14.8758 14.2029 13.7266 13.1757 27.7332 23.7167 23.4896 17.5401 25.7185 17.4394 12.8271 12.5485 -threshold=0.00046287964804784528 0.0025292082774970985 78.000000000000014 0.027442770971085804 26.500000000000004 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.017517961766468391 0.150473615325075 0.24568965517241384 0.15314720515933775 0.0092555391706332351 0.39642857142857152 0.045242535598563609 16.500000000000004 0.028980474443983325 0.12690390494205708 32.500000000000007 1.0000000180025095e-35 0.019124757311331609 40.500000000000007 44.500000000000007 1.0000000180025095e-35 45.500000000000007 0.15314720515933775 0.23190078063967928 49.500000000000007 0.096816236983889581 0.072725456305637412 +split_feature=8 2 3 1 12 8 0 3 8 0 8 10 0 1 2 0 3 2 3 11 1 0 8 11 3 3 1 1 2 3 +split_gain=6.10503 5.78818 9.33491 10.2467 7.91769 7.7744 8.19709 11.0587 6.66012 10.9594 6.343 11.0036 14.0642 8.75492 7.9837 7.31125 9.76909 12.1848 6.64293 6.5676 12.0215 8.26842 6.24052 11.4374 5.99676 15.7873 15.0126 12.9958 6.66286 5.91859 +threshold=78.000000000000014 0.0074800202466077537 0.83268889682982661 0.13755980564115303 1.0000000180025095e-35 31.500000000000004 0.013920739425575392 0.94906717571291954 42.500000000000007 0.00048653818212776107 25.500000000000004 1.0000000180025095e-35 0.014615748551412287 0.00073550347836436839 0.005936096481728409 0.00091166353069743039 0.99172460485529679 0.0042030859327411374 0.97541346881851088 1.0000000180025095e-35 0.0022715961591323443 0.0026926167920187415 39.500000000000007 1.0000000180025095e-35 0.99216675567578994 0.99343199872435684 0.00058875758641772956 0.0012127987707993041 0.0050504475611878865 0.99697720269102585 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=-1 -2 3 -3 13 6 9 8 12 19 -11 -12 -8 -5 -15 28 17 -17 -13 -6 -10 29 -23 25 -25 26 -24 -26 -16 -7 -right_child=1 2 -4 4 5 21 7 -9 20 10 11 18 -14 14 15 16 -18 -19 -20 -21 -22 22 23 24 27 -27 -28 -29 -30 -31 -leaf_value=-0.026546759395459352 -0.059175534289997195 0.00071671269864601245 -0.097980263007575466 0.00038532854817804077 -0.0088963405930469544 0.011541133356660419 -0.10203874134154584 -0.041002381172651627 -0.067108235603700356 0.028335412729538212 0.028041930840781427 0.42505337421488554 0.36249545225831675 -0.010599984101414073 0.064395013377231886 0.0371080577708904 0.077996580942512217 0.58021994045850711 0.16345751156532917 0.067047068502230175 -0.013901137494553826 -0.12209419126778934 -0.030852426734788649 0.27264311557680976 0.0082317227134649316 -0.037895771180841628 0.020973270594803271 0.13225454081830007 0.016123034362454613 -0.0021600865844646549 -leaf_weight=408.93334370851517 54.95220579020679 73971.627645753324 17.530493839643896 5783.6868138946593 306.10860048700124 750.41711734421551 1.0164702627807845 394.14937178883702 49.84014258813113 89.754468969069421 7.0508144497871426 3.267309118062256 3.5388274677097797 165.40726740472019 66.51429588906467 1.8505270034074812 21.324159774929285 1.8814834654331205 6.4951261095702648 26.780689589679241 1785.610412068665 23.064555648714304 192.10283392760903 3.7436761111021033 131.57529281917959 281.59550941735506 190.91580045223236 12.406869799830018 319.31311090663075 6120.3424008553848 -leaf_count=26432 5512 511780 346 48350 1766 7970 55 3348 1834 864 77 26 39 993 544 23 121 25 43 150 12684 167 2634 45 1311 2042 879 107 2031 37782 -internal_value=0 6.24245e-05 9.83034e-05 0.000117258 -0.00253169 -0.00530938 -0.014544 -0.0193132 -0.0146671 0.00970226 0.0487146 0.157505 0.258839 0.00200163 0.018223 0.0298261 0.112689 0.310917 0.251009 -0.00278675 -0.0153459 -0.00210548 -0.0139638 -0.0108936 0.0253486 -0.0189493 -0.00501989 0.0189187 0.0244448 -0.000663654 -internal_weight=0 90783.9 90728.9 90711.4 16739.8 10379.8 2673.61 2234.16 1840.01 439.457 106.568 16.8132 4.5553 6359.98 576.291 410.884 25.0562 3.73201 9.76244 332.889 1835.45 7706.16 835.405 812.34 147.726 664.614 383.019 143.982 385.827 6870.76 -internal_count=669980 643548 638036 637690 125910 73823 20886 17960 14612 2926 1010 146 94 52087 3737 2744 169 48 69 1916 14518 52937 7185 7018 1463 5555 3513 1418 2575 45752 +left_child=1 2 -1 4 5 6 -4 -8 9 -7 11 -6 14 15 18 -12 -17 -18 -13 20 -16 -22 -19 -24 -11 26 -26 -27 -28 -10 +right_child=-2 -3 3 -5 10 8 7 -9 29 24 13 12 -14 -15 19 16 17 22 -20 -21 21 -23 23 -25 25 27 28 -29 -30 -31 +leaf_value=-0.035188298751254864 -0.062711167684579724 0.00025771004608707743 -0.027448043332762819 0.5728574733114391 0.005951602895153593 -0.076102420753317399 -0.07715512552594854 0.33375106098175933 -0.016995010242418375 0.050843992927438408 0.0075232008901798576 0.2095799576123345 0.53030336476963813 -0.036649220751012207 0.063123336753304449 -0.07641864564846293 -0.075880983137682823 0.17885114345364761 0.0039173261299274989 0.05006360522764064 0.60194550347152409 0.20430235336302843 0.25292387031956665 0.89380018106547432 0.66791312611171438 -0.076625817908762509 0.36022789690479295 0.64934256972027282 0.014534184936977971 0.056305583386775132 +leaf_weight=109.26260686386377 15.428480131551622 119414.93294849247 237.46958745550364 0.30779968947172065 314.54468643479049 4.4229676304385093 1.1875369306653731 1.4604525770992038 65.989119820296764 8.5614832034334523 34.730021002236754 1.7397378850728369 0.65548839047551055 73.014443312771618 2.1416479181498271 1.2779305670410388 0.77057341951876912 0.7836632765829562 16.14862441085279 3.9218416251242161 1.0304667856544258 1.0616799332201479 0.60761016979813554 0.51406875252723694 0.93937294650822822 2.3282537376508121 1.1414171922951939 0.27579410700127471 1.0899388985708354 13.222720297984777 +leaf_count=5285 376 613868 18722 10 19059 308 33 44 4086 227 2261 39 9 3625 69 53 53 34 715 106 27 21 29 14 29 122 32 21 33 670 +internal_value=0 0.000197475 -0.00778933 -0.00400627 -0.00423074 -0.0158107 -0.025497 0.149473 0.00792928 0.0615064 0.00441289 0.0111833 0.0728179 -0.0162711 0.0613036 0.0221918 0.151039 0.259665 0.0239191 0.143302 0.22967 0.400158 0.395369 0.546639 0.103961 0.18271 0.332552 0.000261327 0.191369 -0.00475905 +internal_weight=0 120316 900.602 791.339 791.031 338.089 240.118 2.64799 97.9711 18.7592 452.942 341.244 26.6995 111.698 26.044 38.6839 3.95385 2.67592 17.8884 8.15564 4.23379 2.09215 1.90534 1.12168 14.3363 5.77478 3.17073 2.60405 2.23136 79.2118 +internal_count=669980 669604 55736 50451 50441 24327 18799 77 5528 772 26114 20045 986 6069 977 2444 183 130 754 223 117 48 77 43 464 237 94 143 65 4756 is_linear=0 shrinkage=0.1 @@ -3793,18 +3793,18 @@ shrinkage=0.1 Tree=199 num_leaves=31 num_cat=0 -split_feature=3 7 2 3 2 6 0 8 8 12 8 0 1 8 6 2 10 3 3 2 6 6 8 8 4 8 0 1 3 0 -split_gain=42.4489 30.1846 29.3795 25.743 18.8638 17.8778 17.8096 17.0206 16.1229 19.6102 26.8586 21.4799 40.6142 23.9892 22.7928 18.5758 18.4618 17.7003 16.7039 15.758 19.4507 14.8003 14.6447 14.9046 14.2753 17.0869 27.4602 16.6798 15.9605 15.783 -threshold=0.99508249953489536 0.73508771929824568 0.10557156246282116 0.085227728634247588 0.034668358117321808 0.042572463768115944 0.0008082969130431887 53.500000000000007 40.500000000000007 1.0000000180025095e-35 32.500000000000007 0.19979306634960378 0.0050703539589219198 39.500000000000007 0.30690737833594983 0.0030823298178235124 1.0000000180025095e-35 0.041162931593119165 0.07676376522845417 0.036682363867772828 0.25760368663594474 0.092903380484296347 60.500000000000007 54.500000000000007 0.10300618921308578 38.500000000000007 0.5004972148064476 0.007846344436230555 0.030372011075534371 0.0049097214076711257 +split_feature=3 0 3 7 7 6 4 2 8 3 11 0 3 12 3 8 8 3 12 8 2 8 3 8 1 8 9 8 3 1 +split_gain=10.9922 9.62365 8.44604 6.47546 13.8153 13.1976 12.3236 9.81469 9.61923 10.9952 12.7227 7.76384 7.46508 7.33117 13.0845 7.30883 13.0996 8.36859 6.90471 17.7947 48.1899 23.4644 12.8275 9.05715 8.9482 9.44688 10.7057 9.21142 11.7281 10.6141 +threshold=0.023607657396327236 0.92502263599968015 0.062845797326211539 0.47883597883597889 0.46291208791208799 0.47493734335839605 0.32738095238095244 0.10557156246282116 17.500000000000004 0.57681986020736797 1.0000000180025095e-35 0.0008082969130431887 0.6104183559200943 1.0000000180025095e-35 0.9636149690700776 89.500000000000014 78.000000000000014 0.96879786550279945 1.0000000180025095e-35 19.500000000000004 0.50008978071452403 24.500000000000004 0.27554835801862992 39.500000000000007 0.0030206278625377956 16.500000000000004 1.0000000180025095e-35 38.500000000000007 0.19625228217899957 0.01610090025168438 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 3 6 8 5 -5 -3 -4 9 10 15 14 13 21 -12 -1 18 -16 -10 -14 -21 -13 23 -6 25 26 27 -11 -28 -26 -right_child=-2 2 7 4 22 -7 -8 -9 16 24 11 12 19 -15 17 -17 -18 -19 -20 20 -22 -23 -24 -25 29 -27 28 -29 -30 -31 -leaf_value=0.088013625883772623 0.037395433911523814 0.04091468780654664 0.0014942917052597742 0.0027431777176696553 -0.0007970166145059226 0.01873636644059504 0.011160644830424742 0.072525888462933716 -0.062755169084456372 0.0048601908135199809 0.031751151582029513 -0.0012182150892450245 0.047978414341756967 -0.035784367212897406 0.26257455021089549 -0.016498223987632801 0.022188741722910642 -0.0091463382940335184 0.022709860190002512 -0.0016740771345411785 0.055480202437689391 0.10685967347010331 -0.044320157249576893 0.03955153370624688 0.057836420850460007 -0.013984241035839746 -0.016352625160762819 -0.020345222421490661 0.03568148157450942 -0.027356308813405956 -leaf_weight=17.385135993361473 302.94058872759342 217.39757794421166 8630.8777979314327 7874.6137037836015 69139.164503380656 767.02924071997404 2694.9177917446941 33.866601292043924 141.82183859497309 536.54816346988082 536.10132955387235 39.277050595730543 116.97697870433331 351.04969032853842 2.4235418364405623 780.94510034844279 46.476635411381721 221.92267122119665 27.265125203877687 395.75675963237882 70.089252263307571 18.704542588442564 77.207481943070889 91.672756090760231 22.57061579823494 1848.4438408128917 74.687491077929735 514.10787208005786 279.72873996570706 595.44082960858941 -leaf_count=219 18312 8036 45189 107053 364023 14598 27643 212 2625 6790 4331 437 1981 4419 33 9888 693 1963 356 3989 687 204 483 496 272 24379 1749 6416 3132 9372 -internal_value=0 -9.64616e-05 0.00469247 -0.000751899 -0.000242827 0.00416273 0.0133817 0.00177192 -0.00673015 -0.00582721 0.000980764 0.00790711 -0.00178733 -0.0259422 0.0205516 -0.0142223 -0.0336309 -0.00621102 -0.048974 0.0151648 0.00692512 0.0336471 -0.000792132 -0.000743589 -0.0103124 -0.00766592 0.00064615 -0.00747334 0.0247161 -0.024245 -internal_weight=0 96164.5 11577.1 84587.4 77949.7 8641.64 2912.32 8664.74 6637.72 6422.16 2550.63 1752.3 991.854 409.031 760.448 798.33 215.564 224.346 169.087 582.823 465.846 57.9816 69308 69230.8 3871.53 3253.52 1405.07 1050.66 354.416 618.011 -internal_count=669980 651668 81080 570588 486653 121651 35679 45401 83935 80261 28151 18044 11717 5060 6327 10107 3674 1996 2981 6657 4676 641 365002 364519 52110 42466 18087 13206 4881 9644 +left_child=-1 2 -2 4 15 6 12 8 11 10 -10 13 -6 -5 -15 16 -4 -17 19 20 22 -21 -9 -23 -20 26 -26 28 29 -27 +right_child=1 -3 3 7 5 -7 -8 18 9 -11 -12 -13 -14 14 -16 17 -18 -19 24 21 -22 23 -24 -25 25 27 -28 -29 -30 -31 +leaf_value=-0.016630708816888738 -0.0040499071255555357 0.028732040629237416 -0.00017251278595972381 0.046999608988565471 -0.10375766588889437 0.01227332669852519 0.023224448333295511 -0.022098367576466743 -0.00016258771571837815 -0.0015631436015185564 0.03394149643208412 0.0081677531464864409 -0.24364321138350797 -0.18027872507444107 0.016769806323400978 -0.088756147626724763 0.096379903246484308 0.08347391112505903 0.0081995489232849477 0.050235823618523689 -0.029162169930415517 0.013535608433417569 0.0030759463910142283 -5.4191884126788216e-05 0.00575685395600281 -0.0219582669708447 0.081260941884444188 -0.00058130880987234009 -0.026782194375825432 0.036912075638711364 +leaf_weight=397.82121676206589 4968.3710371032357 116.61351546831429 98794.702029892243 104.46362212486565 11.253754362463956 14.722860945388673 5.3169776126742354 228.07670038938522 234.24246047437191 2198.2774407770485 205.22410795465112 2245.1549933683127 5.7714220732450476 3.4582975618541232 131.78176465723664 16.958911780267957 14.053830221295355 3.3841789364814749 2289.8768215179443 97.050829865038395 768.75087744742632 522.66705682128668 1798.4944473579526 7947.9522366896272 1466.0465739518404 57.076855510473251 19.022673010826111 2125.9948903024197 313.90183545649052 66.086700938642025 +leaf_count=7917 53327 1812 489522 4590 49 82 32 1080 989 18457 856 20208 21 47 5268 78 81 69 9194 379 3512 2007 6562 28866 5286 311 73 7901 1042 362 +internal_value=0 1.79135e-05 -8.52347e-06 0.000156479 -0.000194012 -0.0612343 -0.109674 0.00167472 0.0055295 0.0013236 0.0157635 0.00999418 -0.151178 0.0271012 0.011731 -0.000171119 -0.00015878 -0.0601048 0.000559158 -0.000915882 -0.007844 0.00134451 0.00024275 0.000784347 0.00320366 0.000377672 0.00672401 -0.00329947 -0.0165213 0.00963019 +internal_weight=0 126775 126658 121690 98866.2 37.065 22.3422 22823.6 5122.6 2637.74 439.467 2484.86 17.0252 239.704 135.24 98829.1 98808.8 20.3431 17701 11363 2795.32 8567.67 2026.57 8470.62 6338.01 4048.13 1485.07 2563.06 437.065 123.164 +internal_count=669980 662063 660251 606924 489934 184 102 116990 50415 20302 1845 30113 70 9905 5315 489750 489603 147 66575 42406 11154 31252 7642 30873 24169 14975 5359 9616 1715 673 is_linear=0 shrinkage=0.1 @@ -3812,23 +3812,23 @@ shrinkage=0.1 end of trees feature_importances: -Column_8=1199 -Column_0=815 -Column_2=756 -Column_1=743 -Column_3=732 -Column_4=324 -Column_12=324 -Column_10=298 -Column_6=259 -Column_7=228 -Column_5=152 -Column_9=103 -Column_11=67 +Column_8=1169 +Column_3=838 +Column_0=832 +Column_1=812 +Column_2=783 +Column_12=303 +Column_10=245 +Column_4=242 +Column_6=206 +Column_7=195 +Column_5=153 +Column_11=117 +Column_9=105 parameters: [boosting: gbdt] -[objective: multiclassova] +[objective: multiclass] [metric: multi_logloss] [tree_learner: serial] [device_type: cpu] diff --git a/models/lgb-es-jp-task-3.txt b/models/lgb-es-jp-task-3.txt old mode 100755 new mode 100644 index 7ddc00d163224d9846654f8acaadda83604de392..e8e2e15edf6c694f77f2498c0b465e03bc9c985d --- a/models/lgb-es-jp-task-3.txt +++ b/models/lgb-es-jp-task-3.txt @@ -4,25 +4,25 @@ num_class=2 num_tree_per_iteration=2 label_index=0 max_feature_idx=12 -objective=multiclassova num_class:2 sigmoid:1 +objective=multiclass num_class:2 feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 feature_infos=[9.9211121741772326e-05:0.97485291896233972] [3.868222740004656e-05:0.97764887062143768] [0.00082977244429396262:0.97239370153523974] [0.0077021669705578718:0.99883048604336944] [0:1] [0:1] [0:1] [0:1] [8:118] [0:1] [0:1] [0:1] [0:1] -tree_sizes=3420 3481 3497 3481 3502 3492 3514 3514 3523 3513 3507 3507 3524 3530 3536 3532 3528 3530 3516 3514 3536 3526 3534 3538 3521 3527 3521 3537 3526 3522 3549 3551 3535 3537 3539 3533 3561 3539 3552 3556 3522 3526 3538 3546 3538 3552 3535 3535 3573 3565 3551 3547 3545 3547 3536 3530 3546 3542 3549 3545 3536 3542 3534 3536 3554 3566 3561 3579 3530 3532 3539 3543 3516 3516 3537 3535 3568 3576 3512 3512 3567 3569 3448 3462 3559 3551 3532 3540 3512 3512 3542 3542 3515 3499 3549 3551 3504 3496 3475 3467 +tree_sizes=3502 3440 3512 3496 3518 3508 3524 3524 3528 3518 3524 3524 3531 3537 3541 3537 3531 3533 3531 3529 3543 3533 3541 3545 3537 3543 3528 3544 3549 3545 3557 3559 3543 3545 3550 3544 3571 3549 3561 3565 3546 3550 3557 3565 3555 3569 3552 3552 3592 3584 3569 3565 3555 3557 3546 3540 3572 3568 3563 3559 3554 3560 3552 3554 3570 3582 3573 3591 3547 3549 3558 3562 3534 3534 3551 3549 3581 3589 3517 3517 3580 3582 3447 3461 3580 3572 3549 3557 3522 3522 3548 3548 3527 3511 3556 3558 3518 3510 3490 3482 Tree=0 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 6 6 8 10 0 6 12 8 10 0 8 10 8 8 10 -split_gain=154436 20589.8 16885.9 2853.73 2601.57 2440.92 2060.57 389.479 381.429 371.812 367.646 260.459 252.742 225.788 205.995 152.552 130.853 115.235 105.642 100.407 96.8188 78.054 112.238 76.7674 75.5989 69.6176 70.0188 63.1191 58.7383 56.8507 +split_gain=77218 10294.9 8442.95 1426.87 1300.78 1220.46 1030.28 194.74 190.715 185.906 183.823 130.23 126.371 112.894 102.998 76.2759 65.4267 57.6173 52.8209 50.2033 48.4094 39.027 56.119 38.3837 37.7995 34.8088 35.0094 31.5595 29.3692 28.4254 threshold=0.37508427056849925 0.73067369800120341 0.10557156246282116 0.53795445458126057 0.86323969273790258 0.21435458242874009 0.034668358117321808 0.91916719420673887 0.65146318516201551 0.79860730204461627 0.27592638977280265 0.012927214920130917 0.45614472525325273 0.16001644067301837 0.071628437933621544 0.46862745098039221 0.31698564593301443 39.500000000000007 1.0000000180025095e-35 0.059558405605527089 0.78416149068322993 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.080878455313980205 47.500000000000007 1.0000000180025095e-35 39.500000000000007 32.500000000000007 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 12 9 13 11 -6 15 18 -7 -1 19 -4 17 25 24 -8 -3 -2 -14 22 -19 -10 -12 26 -5 -16 -28 -11 right_child=1 4 5 8 7 10 14 -9 23 29 16 -13 20 -15 27 -17 -18 21 -20 -21 -22 -23 -24 -25 -26 -27 28 -29 -30 -31 -leaf_value=1.1345950575848314 0.93471722882073338 0.80919144075852467 1.0565911031881523 0.88427659761111177 0.73360132703281211 1.0105074842639781 1.102877798093135 0.68860948008351264 0.83869168995082322 0.76906483456858599 0.97421811720983087 1.1172616211079154 0.92437831474723264 1.0339056850549466 1.0839234838156713 0.85007495380486242 0.95281698719742913 1.0679713931520751 0.86184044864033427 0.96046825742495978 0.87685003556070373 1.1003098525455315 1.1092664536731636 0.87479423540378853 0.99453793091141218 0.83083685225269122 0.88255072757828701 1.0669905270348659 0.93000034090485406 0.81843383023735083 -leaf_weight=18206.608008563519 2610.3232800066471 3683.928725451231 10322.918222427368 4579.5798546373844 4107.8441286087036 6727.3787003159523 8362.6769545674324 3619.2536986172199 3955.5638381540775 3846.0082623958588 3439.5355179905891 16548.575502455235 5208.8874642252922 7630.477256834507 4626.6162377893925 1320.9384268522263 1521.4310100376606 3159.4730533063412 425.09131273627281 3605.7307384610176 467.03208771348 2122.1248198747635 831.3680722117424 692.02278712391853 3914.9949576854706 207.94001051783562 417.05593061447144 4199.5650757551193 696.72642543911934 248.31290605664253 +leaf_value=-0.24756121609633175 -0.34750013047838074 -0.4102630245094851 -0.28656319329467128 -0.37272044608319155 -0.44805808137234138 -0.3096050027567584 -0.26341984584217998 -0.47055400484699111 -0.39551289991333582 -0.43032632760445444 -0.327749686283832 -0.25622793433478969 -0.35266958751513111 -0.29790590236127412 -0.27289700298091174 -0.38982126798631622 -0.33845025129003287 -0.28087304831270993 -0.3839385205685803 -0.33462461617626754 -0.37643372710839557 -0.26470381861598169 -0.26022551805216559 -0.37746162718685317 -0.31758977943304134 -0.39944031876240182 -0.37358338109960393 -0.28136348137131456 -0.3498585744363204 -0.40564182977007202 +leaf_weight=36413.216017127037 5220.6465600132942 7367.857450902462 20645.836444854736 9159.1597092747688 8215.6882572174072 13454.757400631905 16725.353909134865 7238.5073972344398 7911.1276763081551 7692.0165247917175 6879.0710359811783 33097.151004910469 10417.774928450584 15260.954513669014 9253.2324755787849 2641.8768537044525 3042.8620200753212 6318.9461066126823 850.18262547254562 7211.4614769220352 934.06417542695999 4244.249639749527 1662.7361444234848 1384.0455742478371 7829.9899153709412 415.88002103567123 834.11186122894287 8399.1301515102386 1393.4528508782387 496.62581211328506 leaf_count=92898 13319 18797 52672 23367 20960 34326 42670 18467 20183 19624 17550 84438 26578 38934 23607 6740 7763 16121 2169 18398 2383 10828 4242 3531 19976 1061 2128 21428 3555 1267 -internal_value=1.00689 0.842129 1.07828 0.901101 0.754166 1.02181 1.11092 0.712528 0.866414 0.793387 0.992876 1.12634 0.935724 1.04695 1.08791 0.880794 0.979512 1.09525 0.814638 0.949655 0.920468 1.08481 1.07657 0.844067 0.985035 0.88767 0.889746 1.07587 0.912233 0.772059 -internal_weight=0 39692.2 91613.7 23761.8 15930.4 33556.7 58057 7727.1 11869.8 8203.34 15603.3 34755.2 11892 17953.4 23301.8 7222.24 8875.96 14475.6 4109.02 6216.05 5675.92 6112.97 3990.84 4647.59 7354.53 5901.3 5693.36 8826.18 1113.78 4094.32 +internal_value=-0.311413 -0.393794 -0.275721 -0.364308 -0.437776 -0.303956 -0.259401 -0.458595 -0.381652 -0.418165 -0.318421 -0.251688 -0.346997 -0.291384 -0.270905 -0.374462 -0.325103 -0.267234 -0.40754 -0.340031 -0.354625 -0.272452 -0.276572 -0.392825 -0.322341 -0.371024 -0.369986 -0.276925 -0.358742 -0.428829 +internal_weight=0 79384.5 183227 47523.6 31860.9 67113.5 116114 15454.2 23739.7 16406.7 31206.7 69510.4 23783.9 35906.8 46603.6 14444.5 17751.9 28951.3 8218.04 12432.1 11351.8 12225.9 7981.68 9295.17 14709.1 11802.6 11386.7 17652.4 2227.56 8188.64 internal_count=669980 202527 467453 121243 81284 171221 296232 39427 60565 41857 79615 177336 60678 91606 118896 36851 45289 73861 20966 31717 28961 31191 20363 23714 37526 30111 29050 45035 5683 20891 is_linear=0 shrinkage=1 @@ -32,16 +32,16 @@ Tree=1 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 6 6 8 10 0 6 12 8 10 0 8 10 8 8 10 -split_gain=154436 20589.8 16885.9 2853.73 2601.57 2440.92 2060.57 389.479 381.429 371.812 367.646 260.459 252.742 225.788 205.995 152.552 130.853 115.235 105.642 100.407 96.8188 78.054 112.238 76.7674 75.5989 69.6176 70.0188 63.1191 58.7383 56.8507 +split_gain=77218 10294.9 8442.95 1426.87 1300.78 1220.46 1030.28 194.74 190.715 185.906 183.823 130.23 126.371 112.894 102.998 76.2759 65.4267 57.6173 52.8209 50.2033 48.4094 39.027 56.119 38.3837 37.7995 34.8088 35.0094 31.5595 29.3692 28.4254 threshold=0.37508427056849925 0.73067369800120341 0.10557156246282116 0.53795445458126057 0.86323969273790258 0.21435458242874009 0.034668358117321808 0.91916719420673887 0.65146318516201551 0.79860730204461627 0.27592638977280265 0.012927214920130917 0.45614472525325273 0.16001644067301837 0.071628437933621544 0.46862745098039221 0.31698564593301443 39.500000000000007 1.0000000180025095e-35 0.059558405605527089 0.78416149068322993 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.080878455313980205 47.500000000000007 1.0000000180025095e-35 39.500000000000007 32.500000000000007 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 12 9 13 11 -6 15 18 -7 -1 19 -4 17 25 24 -8 -3 -2 -14 22 -19 -10 -12 26 -5 -16 -28 -11 right_child=1 4 5 8 7 10 14 -9 23 29 16 -13 20 -15 27 -17 -18 21 -20 -21 -22 -23 -24 -25 -26 -27 28 -29 -30 -31 -leaf_value=-1.1345950575848318 -0.93471722882073383 -0.80919144075852512 -1.0565911031881527 -0.88427659761111221 -0.73360132703281256 -1.0105074842639785 -1.1028777980931355 -0.68860948008351308 -0.83869168995082366 -0.76906483456858643 -0.97421811720983131 -1.1172616211079158 -0.92437831474723309 -1.0339056850549471 -1.0839234838156717 -0.85007495380486287 -0.95281698719742958 -1.0679713931520756 -0.86184044864033471 -0.96046825742496023 -0.87685003556070418 -1.1003098525455319 -1.109266453673164 -0.87479423540378898 -0.99453793091141263 -0.83083685225269166 -0.88255072757828745 -1.0669905270348663 -0.93000034090485451 -0.81843383023735128 -leaf_weight=18206.608008563519 2610.3232800066471 3683.928725451231 10322.918222427368 4579.5798546373844 4107.8441286087036 6727.3787003159523 8362.6769545674324 3619.2536986172199 3955.5638381540775 3846.0082623958588 3439.5355179905891 16548.575502455235 5208.8874642252922 7630.477256834507 4626.6162377893925 1320.9384268522263 1521.4310100376606 3159.4730533063412 425.09131273627281 3605.7307384610176 467.03208771348 2122.1248198747635 831.3680722117424 692.02278712391853 3914.9949576854706 207.94001051783562 417.05593061447144 4199.5650757551193 696.72642543911934 248.31290605664253 +leaf_value=-1.3821562736811634 -1.2822173592991144 -1.2194544652680102 -1.343154296482824 -1.2569970436943037 -1.1816594084051539 -1.3201124870207368 -1.3662976439353152 -1.1591634849305041 -1.2342045898641594 -1.1993911621730409 -1.3019678034936633 -1.3734895554427056 -1.277047902262364 -1.3318115874162211 -1.3568204867965834 -1.2398962217911789 -1.2912672384874624 -1.3488444414647853 -1.245778969208915 -1.2950928736012277 -1.2532837626690996 -1.3650136711615135 -1.3694919717253295 -1.2522558625906419 -1.312127710344454 -1.2302771710150935 -1.2561341086778912 -1.3483540084061807 -1.2798589153411748 -1.2240756600074232 +leaf_weight=36413.216017127037 5220.6465600132942 7367.857450902462 20645.836444854736 9159.1597092747688 8215.6882572174072 13454.757400631905 16725.353909134865 7238.5073972344398 7911.1276763081551 7692.0165247917175 6879.0710359811783 33097.151004910469 10417.774928450584 15260.954513669014 9253.2324755787849 2641.8768537044525 3042.8620200753212 6318.9461066126823 850.18262547254562 7211.4614769220352 934.06417542695999 4244.249639749527 1662.7361444234848 1384.0455742478371 7829.9899153709412 415.88002103567123 834.11186122894287 8399.1301515102386 1393.4528508782387 496.62581211328506 leaf_count=92898 13319 18797 52672 23367 20960 34326 42670 18467 20183 19624 17550 84438 26578 38934 23607 6740 7763 16121 2169 18398 2383 10828 4242 3531 19976 1061 2128 21428 3555 1267 -internal_value=-1.00689 -0.842129 -1.07828 -0.901101 -0.754166 -1.02181 -1.11092 -0.712528 -0.866414 -0.793387 -0.992876 -1.12634 -0.935724 -1.04695 -1.08791 -0.880794 -0.979512 -1.09525 -0.814638 -0.949655 -0.920468 -1.08481 -1.07657 -0.844067 -0.985035 -0.88767 -0.889746 -1.07587 -0.912233 -0.772059 -internal_weight=0 39692.2 91613.7 23761.8 15930.4 33556.7 58057 7727.1 11869.8 8203.34 15603.3 34755.2 11892 17953.4 23301.8 7222.24 8875.96 14475.6 4109.02 6216.05 5675.92 6112.97 3990.84 4647.59 7354.53 5901.3 5693.36 8826.18 1113.78 4094.32 +internal_value=-1.3183 -1.23592 -1.354 -1.26541 -1.19194 -1.32576 -1.37032 -1.17112 -1.24807 -1.21155 -1.3113 -1.37803 -1.28272 -1.33833 -1.35881 -1.25526 -1.30461 -1.36248 -1.22218 -1.28969 -1.27509 -1.35727 -1.35315 -1.23689 -1.30738 -1.25869 -1.25973 -1.35279 -1.27098 -1.20089 +internal_weight=0 79384.5 183227 47523.6 31860.9 67113.5 116114 15454.2 23739.7 16406.7 31206.7 69510.4 23783.9 35906.8 46603.6 14444.5 17751.9 28951.3 8218.04 12432.1 11351.8 12225.9 7981.68 9295.17 14709.1 11802.6 11386.7 17652.4 2227.56 8188.64 internal_count=669980 202527 467453 121243 81284 171221 296232 39427 60565 41857 79615 177336 60678 91606 118896 36851 45289 73861 20966 31717 28961 31191 20363 23714 37526 30111 29050 45035 5683 20891 is_linear=0 shrinkage=1 @@ -51,16 +51,16 @@ Tree=2 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 2 2 2 2 2 6 2 8 6 2 10 0 6 6 8 12 8 8 6 6 6 -split_gain=120290 15117.4 12913.8 2247.11 1959.92 1775.18 1504.75 357.395 270.947 243.136 228.515 222.729 181.185 179.057 119.159 118.253 103.3 87.1641 75.0778 74.3758 70.2592 67.0821 64.2544 62.9368 62.0552 82.1514 61.1015 57.5854 53.7983 53.3554 +split_gain=60144.9 7558.7 6456.88 1123.55 979.961 887.59 752.377 178.697 135.473 121.568 114.257 111.364 90.5925 89.5286 59.5796 59.1263 51.6502 43.582 37.5389 37.1879 35.1296 33.541 32.1272 31.4684 31.0276 41.0757 30.5508 28.7927 26.8991 26.6777 threshold=0.34454535077347115 0.68566772543908749 0.10557156246282116 0.85473614589076297 0.032771448754213887 0.51509141059769914 0.19821811744301146 0.77315861353043414 0.93042944834295571 0.26086894598992905 0.012927214920130917 0.05639940601995113 0.57678202673178125 0.44139309176609126 0.31698564593301443 0.15369316296170601 39.500000000000007 0.5590277777777779 0.89997631836292835 1.0000000180025095e-35 0.044221323743365702 0.70777988614800769 0.49358974358974367 39.500000000000007 1.0000000180025095e-35 40.500000000000007 47.500000000000007 0.70777988614800769 0.47493734335839605 0.60555555555555574 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 4 7 10 13 15 19 18 29 -1 23 21 14 20 -4 -13 -14 -5 28 -2 -7 -9 -6 25 -18 -15 -11 -3 -8 right_child=1 3 6 8 11 12 9 22 -10 27 -12 16 17 26 -16 -17 24 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.12275374632260105 -0.052630721406050733 -0.14605381043777774 0.047035850446041055 -0.20989800407295706 0.094688555142963537 -0.087655823411647391 0.011047464026738008 -0.17698631442847404 -0.25662603046559135 -0.014439557285333188 0.10576187459561276 0.076512751997617687 -0.11346434385874432 -0.06615371873596855 -0.070271816882068253 0.029383364917570615 0.045971548978677362 -0.14618184721264979 -0.23168991903924865 -0.11618754880265143 -0.030839065460058841 -0.12912060960916119 -0.20245541791870225 0.078564491636898603 0.073794771208770399 0.082914567607358436 -0.12343144766509535 -0.048505013808837406 -0.17200720305723169 -0.022408197049234899 -leaf_weight=17103.66818100214 2312.5572036206722 3885.115130096674 9064.3765509128571 3439.2646509408951 5876.8666558265686 3887.39939686656 6688.8765439838171 4337.8374162316322 2938.650410592556 7382.9915969520807 14731.648742556572 7148.5081400871277 6143.9008626639843 5204.7044637054205 1467.7115955799818 6527.8196961730719 3570.4044650346041 938.69745443761349 2925.9665372520685 684.1817619651556 4107.2751793861389 433.69270193576813 1283.6757136434317 4116.3987834751606 1928.1333783268929 723.99425913393497 193.15502336621284 531.98768931627274 1005.3764730244875 513.27298253774643 +leaf_value=0.061376873161300527 -0.026315360703025367 -0.073026905218888868 0.023517925223020528 -0.10494900203647853 0.047344277571481769 -0.043827911705823695 0.0055237320133690038 -0.08849315721423702 -0.12831301523279567 -0.007219778642666594 0.05288093729780638 0.038256375998808843 -0.05673217192937216 -0.033076859367984275 -0.035135908441034126 0.014691682458785308 0.022985774489338681 -0.073090923606324895 -0.11584495951962433 -0.058093774401325717 -0.01541953273002942 -0.064560304804580596 -0.10122770895935113 0.039282245818449302 0.036897385604385199 0.041457283803679218 -0.061715723832547677 -0.024252506904418703 -0.086003601528615845 -0.011204098524617449 +leaf_weight=34207.33636200428 4625.1144072413445 7770.2302601933479 18128.753101825714 6878.5293018817902 11753.733311653137 7774.79879373312 13377.753087967634 8675.6748324632645 5877.300821185112 14765.983193904161 29463.297485113144 14297.016280174255 12287.801725327969 10409.408927410841 2935.4231911599636 13055.639392346144 7140.8089300692081 1877.394908875227 5851.933074504137 1368.3635239303112 8214.5503587722778 867.38540387153625 2567.3514272868633 8232.7975669503212 3856.2667566537857 1447.9885182678699 386.31004673242569 1063.9753786325455 2010.752946048975 1026.5459650754929 leaf_count=92898 11490 18332 47354 15730 31433 18915 34294 20173 13204 37331 79310 37983 29565 25617 7297 33791 18750 4471 13269 3287 20603 2077 5961 21844 10183 3831 951 2662 4743 2631 -internal_value=0 -0.131717 0.0698298 -0.195191 0.0987482 -0.0790127 0.0178494 -0.16501 -0.23151 -0.00463167 0.114891 0.076753 -0.107955 -0.0541697 -0.0445658 0.0396455 0.0683122 -0.117801 -0.219915 -0.147069 -0.0386889 -0.0918175 -0.182802 0.0880468 0.0588913 0.0521998 -0.0682033 -0.0167292 -0.151389 0.00866319 -internal_weight=0 45189.2 85908.9 20500.1 55199.6 24689.1 30709.3 11196.2 9303.88 15117.1 31835.3 23364.3 11403.7 13285.4 7887.54 15592.2 13371 7082.6 6365.23 5574.67 6419.83 4321.09 5621.51 9993.27 6222.53 4294.4 5397.86 7914.98 4890.49 7202.15 +internal_value=0 -0.0658585 0.0349149 -0.0975956 0.0493741 -0.0395064 0.00892469 -0.0825052 -0.115755 -0.00231584 0.0574454 0.0383765 -0.0539775 -0.0270849 -0.0222829 0.0198227 0.0341561 -0.0589003 -0.109958 -0.0735345 -0.0193444 -0.0459087 -0.0914011 0.0440234 0.0294456 0.0260999 -0.0341017 -0.0083646 -0.0756946 0.0043316 +internal_weight=0 90378.3 171818 41000.1 110399 49378.2 61418.7 22392.4 18607.8 30234.3 63670.6 46728.6 22807.4 26570.8 15775.1 31184.4 26742.1 14165.2 12730.5 11149.3 12839.7 8642.18 11243 19986.5 12445.1 8588.8 10795.7 15830 9780.98 14404.3 internal_count=669980 215685 454295 94699 296232 120986 158063 52496 42203 76918 172208 124024 55028 65958 39390 81145 70747 34036 28999 26362 32093 20992 26134 53277 32764 22581 26568 39993 23075 36925 is_linear=0 shrinkage=0.1 @@ -70,16 +70,16 @@ Tree=3 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 2 2 2 2 2 6 2 8 6 2 10 0 6 6 8 12 8 8 6 6 6 -split_gain=120290 15117.4 12913.8 2247.11 1959.92 1775.18 1504.75 357.395 270.947 243.136 228.515 222.729 181.185 179.057 119.159 118.253 103.3 87.1641 75.0778 74.3758 70.2592 67.0821 64.2544 62.9368 62.0552 82.1514 61.1015 57.5854 53.7983 53.3554 +split_gain=60144.9 7558.7 6456.88 1123.55 979.961 887.59 752.377 178.697 135.473 121.568 114.257 111.364 90.5925 89.5286 59.5796 59.1263 51.6502 43.582 37.5389 37.1879 35.1296 33.541 32.1272 31.4684 31.0276 41.0757 30.5508 28.7927 26.8991 26.6777 threshold=0.34454535077347115 0.68566772543908749 0.10557156246282116 0.85473614589076297 0.032771448754213887 0.51509141059769914 0.19821811744301146 0.77315861353043414 0.93042944834295571 0.26086894598992905 0.012927214920130917 0.05639940601995113 0.57678202673178125 0.44139309176609126 0.31698564593301443 0.15369316296170601 39.500000000000007 0.5590277777777779 0.89997631836292835 1.0000000180025095e-35 0.044221323743365702 0.70777988614800769 0.49358974358974367 39.500000000000007 1.0000000180025095e-35 40.500000000000007 47.500000000000007 0.70777988614800769 0.47493734335839605 0.60555555555555574 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 4 7 10 13 15 19 18 29 -1 23 21 14 20 -4 -13 -14 -5 28 -2 -7 -9 -6 25 -18 -15 -11 -3 -8 right_child=1 3 6 8 11 12 9 22 -10 27 -12 16 17 26 -16 -17 24 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.12275374632260105 0.052630721406050733 0.14605381043777774 -0.047035850446041055 0.20989800407295706 -0.094688555142963537 0.087655823411647391 -0.011047464026738008 0.17698631442847404 0.25662603046559135 0.014439557285333188 -0.10576187459561276 -0.076512751997617687 0.11346434385874432 0.06615371873596855 0.070271816882068253 -0.029383364917570615 -0.045971548978677362 0.14618184721264979 0.23168991903924865 0.11618754880265143 0.030839065460058841 0.12912060960916119 0.20245541791870225 -0.078564491636898603 -0.073794771208770399 -0.082914567607358436 0.12343144766509535 0.048505013808837406 0.17200720305723169 0.022408197049234899 -leaf_weight=17103.66818100214 2312.5572036206722 3885.115130096674 9064.3765509128571 3439.2646509408951 5876.8666558265686 3887.39939686656 6688.8765439838171 4337.8374162316322 2938.650410592556 7382.9915969520807 14731.648742556572 7148.5081400871277 6143.9008626639843 5204.7044637054205 1467.7115955799818 6527.8196961730719 3570.4044650346041 938.69745443761349 2925.9665372520685 684.1817619651556 4107.2751793861389 433.69270193576813 1283.6757136434317 4116.3987834751606 1928.1333783268929 723.99425913393497 193.15502336621284 531.98768931627274 1005.3764730244875 513.27298253774643 +leaf_value=-0.061376873161300527 0.026315360703025367 0.073026905218888868 -0.023517925223020528 0.10494900203647853 -0.047344277571481769 0.043827911705823695 -0.0055237320133690038 0.08849315721423702 0.12831301523279567 0.007219778642666594 -0.05288093729780638 -0.038256375998808843 0.05673217192937216 0.033076859367984275 0.035135908441034126 -0.014691682458785308 -0.022985774489338681 0.073090923606324895 0.11584495951962433 0.058093774401325717 0.01541953273002942 0.064560304804580596 0.10122770895935113 -0.039282245818449302 -0.036897385604385199 -0.041457283803679218 0.061715723832547677 0.024252506904418703 0.086003601528615845 0.011204098524617449 +leaf_weight=34207.33636200428 4625.1144072413445 7770.2302601933479 18128.753101825714 6878.5293018817902 11753.733311653137 7774.79879373312 13377.753087967634 8675.6748324632645 5877.300821185112 14765.983193904161 29463.297485113144 14297.016280174255 12287.801725327969 10409.408927410841 2935.4231911599636 13055.639392346144 7140.8089300692081 1877.394908875227 5851.933074504137 1368.3635239303112 8214.5503587722778 867.38540387153625 2567.3514272868633 8232.7975669503212 3856.2667566537857 1447.9885182678699 386.31004673242569 1063.9753786325455 2010.752946048975 1026.5459650754929 leaf_count=92898 11490 18332 47354 15730 31433 18915 34294 20173 13204 37331 79310 37983 29565 25617 7297 33791 18750 4471 13269 3287 20603 2077 5961 21844 10183 3831 951 2662 4743 2631 -internal_value=0 0.131717 -0.0698298 0.195191 -0.0987482 0.0790127 -0.0178494 0.16501 0.23151 0.00463167 -0.114891 -0.076753 0.107955 0.0541697 0.0445658 -0.0396455 -0.0683122 0.117801 0.219915 0.147069 0.0386889 0.0918175 0.182802 -0.0880468 -0.0588913 -0.0521998 0.0682033 0.0167292 0.151389 -0.00866319 -internal_weight=0 45189.2 85908.9 20500.1 55199.6 24689.1 30709.3 11196.2 9303.88 15117.1 31835.3 23364.3 11403.7 13285.4 7887.54 15592.2 13371 7082.6 6365.23 5574.67 6419.83 4321.09 5621.51 9993.27 6222.53 4294.4 5397.86 7914.98 4890.49 7202.15 +internal_value=0 0.0658585 -0.0349149 0.0975956 -0.0493741 0.0395064 -0.00892469 0.0825052 0.115755 0.00231584 -0.0574454 -0.0383765 0.0539775 0.0270849 0.0222829 -0.0198227 -0.0341561 0.0589003 0.109958 0.0735345 0.0193444 0.0459087 0.0914011 -0.0440234 -0.0294456 -0.0260999 0.0341017 0.0083646 0.0756946 -0.0043316 +internal_weight=0 90378.3 171818 41000.1 110399 49378.2 61418.7 22392.4 18607.8 30234.3 63670.6 46728.6 22807.4 26570.8 15775.1 31184.4 26742.1 14165.2 12730.5 11149.3 12839.7 8642.18 11243 19986.5 12445.1 8588.8 10795.7 15830 9780.98 14404.3 internal_count=669980 215685 454295 94699 296232 120986 158063 52496 42203 76918 172208 124024 55028 65958 39390 81145 70747 34036 28999 26362 32093 20992 26134 53277 32764 22581 26568 39993 23075 36925 is_linear=0 shrinkage=0.1 @@ -89,16 +89,16 @@ Tree=4 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 12 8 6 8 6 6 2 10 4 0 6 8 0 8 6 -split_gain=95794.9 12316.4 10166.2 1720.86 1572.41 1436.06 1186.06 289.096 208.356 194.64 182.408 164.28 138.648 133.654 132.648 109.452 154.968 93.898 69.5554 61.4998 61.3922 59.8639 58.6229 57.263 56.7705 55.0649 53.0058 51.6479 48.4416 47.8184 +split_gain=47897.4 6158.21 5083.08 860.429 786.204 718.028 593.03 144.548 104.178 97.3198 91.2041 82.1399 69.3242 66.8268 66.3239 54.7262 77.4841 46.949 34.7777 30.7499 30.6961 29.9319 29.3114 28.6315 28.3852 27.5325 26.5029 25.8239 24.2208 23.9092 threshold=0.31515784113483891 0.6770705396710992 0.080488095919491423 0.83180462505681707 0.50760144110495231 0.19076083981042186 0.02915937028640983 0.9132818566857771 0.12772884431138451 0.40725176028344584 0.011239401872280804 0.77315861353043414 39.500000000000007 0.57678202673178125 0.25570774796237666 1.0000000180025095e-35 40.500000000000007 0.67870967741935495 39.500000000000007 0.57518796992481214 0.39642857142857152 0.046929061200795631 1.0000000180025095e-35 0.54772727272727284 0.061437052533743111 0.23431372549019611 39.500000000000007 0.71168591046091711 47.500000000000007 0.59041394335511999 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 11 9 8 10 25 18 17 -1 22 21 20 -7 16 -14 24 -4 -15 28 -8 -3 29 -2 -5 27 -10 -6 -11 right_child=1 3 5 7 13 14 12 -9 26 23 -12 -13 15 19 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.11942832403073605 -0.038816740059096258 -0.12782535185746763 0.061290447398229912 -0.17012435002461951 -0.071015411451483421 0.0098183067231118696 0.094546664450842435 -0.20799432310797072 0.043021245469139741 -0.053200471081567335 0.10331038609820037 -0.14957700388280318 0.051322222728493933 -0.096275066812370677 -0.010188724260703538 0.084930110089247446 0.094249922805736353 -0.070100989746393005 0.044819825447784907 -0.12441109764214529 -0.1011720099652611 0.079457904422663261 -0.09899724059838981 -0.018248119905174859 -0.021120770858722902 -0.18973080448045082 0.025754102098955962 -0.00022441034496158726 -0.12899528407896818 -0.078898761749090357 -leaf_weight=14213.788897931576 3157.8002670109272 5638.0731548368931 5256.7720545083284 4614.9126685410738 3934.1933831274509 7615.297150567174 4817.3492194712162 4999.5717568844557 4548.5416711121798 6429.0355901867151 13875.990276813507 4232.598923638463 4074.5783647745848 5949.9794942289591 5866.8965373933315 2741.1941736489534 1059.6419687122107 590.2103561013937 5005.2209593653679 893.53472939133644 966.0259965211153 5789.3537480980158 806.27475519478321 423.12598721683025 4256.6509584784508 2077.1895658522844 5052.2733892053366 294.01526859402657 149.57860392332077 815.98121239244938 +leaf_value=0.059714162015368027 -0.019408370029548129 -0.063912675928733814 0.030645223699114956 -0.085062175012309754 -0.03550770572574171 0.0049091533615559348 0.047273332225421218 -0.10399716155398536 0.02151062273456987 -0.026600235540783668 0.051655193049100184 -0.074788501941401589 0.025661111364246966 -0.048137533406185339 -0.0050943621303517692 0.042465055044623723 0.047124961402868176 -0.035050494873196503 0.022409912723892454 -0.062205548821072647 -0.05058600498263055 0.039728952211331631 -0.049498620299194905 -0.0091240599525874294 -0.010560385429361451 -0.09486540224022541 0.012877051049477981 -0.00011220517248079363 -0.06449764203948409 -0.039449380874545178 +leaf_weight=28427.577795863152 6315.6005340218544 11276.146309673786 10513.544109016657 9229.8253370821476 7868.3867662549019 15230.594301134348 9634.6984389424324 9999.1435137689114 9097.0833422243595 12858.07118037343 27751.980553627014 8465.197847276926 8149.1567295491695 11899.958988457918 11733.793074786663 5482.3883472979069 2119.2839374244213 1180.4207122027874 10010.441918730736 1787.0694587826729 1932.0519930422306 11578.707496196032 1612.5495103895664 846.25197443366051 8513.3019169569016 4154.3791317045689 10104.546778410673 588.03053718805313 299.15720784664154 1631.9624247848988 leaf_count=82447 15501 25236 28584 19859 18538 39303 27159 21015 24082 30999 79175 18545 22192 27424 29521 15234 5919 2857 26929 4033 4465 32223 3705 2047 21179 8918 26748 1558 695 3890 -internal_value=0 -0.108163 0.0682648 -0.163296 -0.0634257 0.0263756 0.0985215 -0.189802 0.0432736 -0.0426205 0.111466 -0.134271 0.0788477 -0.0908425 0.00111207 0.0687961 0.060182 -0.0317132 0.053257 -0.0999487 -0.0785018 0.0863109 -0.124219 -0.0540064 -0.0286574 -0.17621 0.0329197 0.0403956 -0.0731391 -0.0560948 -internal_weight=0 49934.7 80210.9 22368.6 27566.1 33639 46571.9 11691.7 20156.8 15672.8 28089.8 10676.9 18482.1 11893.3 13482.2 7875.41 5134.22 8004.66 10262 6843.51 5049.8 10606.7 6444.35 7668.14 7414.45 6692.1 9894.83 4842.56 4083.77 7245.02 +internal_value=0 -0.0540817 0.0341324 -0.081648 -0.0317129 0.0131878 0.0492608 -0.0949008 0.0216368 -0.0213102 0.0557331 -0.0671356 0.0394238 -0.0454213 0.000556035 0.034398 0.030091 -0.0158566 0.0266285 -0.0499743 -0.0392509 0.0431555 -0.0621093 -0.0270032 -0.0143287 -0.088105 0.0164598 0.0201978 -0.0365695 -0.0280474 +internal_weight=0 99869.5 160422 44737.2 55132.2 67278 93143.8 23383.3 40313.6 31345.6 56179.6 21353.9 36964.2 23786.6 26964.4 15750.8 10268.4 16009.3 20524 13687 10099.6 21213.4 12888.7 15336.3 14828.9 13384.2 19789.7 9685.11 8167.54 14490 internal_count=669980 228906 441074 97278 131628 176725 264349 49792 107901 76473 161622 47486 102727 55155 68824 43345 28111 39537 55513 31457 23698 59382 28941 36936 36680 28777 52388 25640 19233 34889 is_linear=0 shrinkage=0.1 @@ -108,16 +108,16 @@ Tree=5 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 12 8 6 8 6 6 2 10 4 0 6 8 0 8 6 -split_gain=95794.9 12316.4 10166.2 1720.86 1572.41 1436.06 1186.06 289.096 208.356 194.64 182.408 164.28 138.648 133.654 132.648 109.452 154.968 93.898 69.5554 61.4998 61.3922 59.8639 58.6229 57.263 56.7705 55.0649 53.0058 51.6479 48.4416 47.8184 +split_gain=47897.4 6158.21 5083.08 860.429 786.204 718.028 593.03 144.548 104.178 97.3198 91.2041 82.1399 69.3242 66.8268 66.3239 54.7262 77.4841 46.949 34.7777 30.7499 30.6961 29.9319 29.3114 28.6315 28.3852 27.5325 26.5029 25.8239 24.2208 23.9092 threshold=0.31515784113483891 0.6770705396710992 0.080488095919491423 0.83180462505681707 0.50760144110495231 0.19076083981042186 0.02915937028640983 0.9132818566857771 0.12772884431138451 0.40725176028344584 0.011239401872280804 0.77315861353043414 39.500000000000007 0.57678202673178125 0.25570774796237666 1.0000000180025095e-35 40.500000000000007 0.67870967741935495 39.500000000000007 0.57518796992481214 0.39642857142857152 0.046929061200795631 1.0000000180025095e-35 0.54772727272727284 0.061437052533743111 0.23431372549019611 39.500000000000007 0.71168591046091711 47.500000000000007 0.59041394335511999 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 11 9 8 10 25 18 17 -1 22 21 20 -7 16 -14 24 -4 -15 28 -8 -3 29 -2 -5 27 -10 -6 -11 right_child=1 3 5 7 13 14 12 -9 26 23 -12 -13 15 19 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.11942832403073605 0.038816740059096258 0.12782535185746763 -0.061290447398229912 0.17012435002461951 0.071015411451483421 -0.0098183067231118696 -0.094546664450842435 0.20799432310797072 -0.043021245469139741 0.053200471081567335 -0.10331038609820037 0.14957700388280318 -0.051322222728493933 0.096275066812370677 0.010188724260703538 -0.084930110089247446 -0.094249922805736353 0.070100989746393005 -0.044819825447784907 0.12441109764214529 0.1011720099652611 -0.079457904422663261 0.09899724059838981 0.018248119905174859 0.021120770858722902 0.18973080448045082 -0.025754102098955962 0.00022441034496158726 0.12899528407896818 0.078898761749090357 -leaf_weight=14213.788897931576 3157.8002670109272 5638.0731548368931 5256.7720545083284 4614.9126685410738 3934.1933831274509 7615.297150567174 4817.3492194712162 4999.5717568844557 4548.5416711121798 6429.0355901867151 13875.990276813507 4232.598923638463 4074.5783647745848 5949.9794942289591 5866.8965373933315 2741.1941736489534 1059.6419687122107 590.2103561013937 5005.2209593653679 893.53472939133644 966.0259965211153 5789.3537480980158 806.27475519478321 423.12598721683025 4256.6509584784508 2077.1895658522844 5052.2733892053366 294.01526859402657 149.57860392332077 815.98121239244938 +leaf_value=-0.059714162015368027 0.019408370029548129 0.063912675928733814 -0.030645223699114956 0.085062175012309754 0.03550770572574171 -0.0049091533615559348 -0.047273332225421218 0.10399716155398536 -0.02151062273456987 0.026600235540783668 -0.051655193049100184 0.074788501941401589 -0.025661111364246966 0.048137533406185339 0.0050943621303517692 -0.042465055044623723 -0.047124961402868176 0.035050494873196503 -0.022409912723892454 0.062205548821072647 0.05058600498263055 -0.039728952211331631 0.049498620299194905 0.0091240599525874294 0.010560385429361451 0.09486540224022541 -0.012877051049477981 0.00011220517248079363 0.06449764203948409 0.039449380874545178 +leaf_weight=28427.577795863152 6315.6005340218544 11276.146309673786 10513.544109016657 9229.8253370821476 7868.3867662549019 15230.594301134348 9634.6984389424324 9999.1435137689114 9097.0833422243595 12858.07118037343 27751.980553627014 8465.197847276926 8149.1567295491695 11899.958988457918 11733.793074786663 5482.3883472979069 2119.2839374244213 1180.4207122027874 10010.441918730736 1787.0694587826729 1932.0519930422306 11578.707496196032 1612.5495103895664 846.25197443366051 8513.3019169569016 4154.3791317045689 10104.546778410673 588.03053718805313 299.15720784664154 1631.9624247848988 leaf_count=82447 15501 25236 28584 19859 18538 39303 27159 21015 24082 30999 79175 18545 22192 27424 29521 15234 5919 2857 26929 4033 4465 32223 3705 2047 21179 8918 26748 1558 695 3890 -internal_value=0 0.108163 -0.0682648 0.163296 0.0634257 -0.0263756 -0.0985215 0.189802 -0.0432736 0.0426205 -0.111466 0.134271 -0.0788477 0.0908425 -0.00111207 -0.0687961 -0.060182 0.0317132 -0.053257 0.0999487 0.0785018 -0.0863109 0.124219 0.0540064 0.0286574 0.17621 -0.0329197 -0.0403956 0.0731391 0.0560948 -internal_weight=0 49934.7 80210.9 22368.6 27566.1 33639 46571.9 11691.7 20156.8 15672.8 28089.8 10676.9 18482.1 11893.3 13482.2 7875.41 5134.22 8004.66 10262 6843.51 5049.8 10606.7 6444.35 7668.14 7414.45 6692.1 9894.83 4842.56 4083.77 7245.02 +internal_value=0 0.0540817 -0.0341324 0.081648 0.0317129 -0.0131878 -0.0492608 0.0949008 -0.0216368 0.0213102 -0.0557331 0.0671356 -0.0394238 0.0454213 -0.000556035 -0.034398 -0.030091 0.0158566 -0.0266285 0.0499743 0.0392509 -0.0431555 0.0621093 0.0270032 0.0143287 0.088105 -0.0164598 -0.0201978 0.0365695 0.0280474 +internal_weight=0 99869.5 160422 44737.2 55132.2 67278 93143.8 23383.3 40313.6 31345.6 56179.6 21353.9 36964.2 23786.6 26964.4 15750.8 10268.4 16009.3 20524 13687 10099.6 21213.4 12888.7 15336.3 14828.9 13384.2 19789.7 9685.11 8167.54 14490 internal_count=669980 228906 441074 97278 131628 176725 264349 49792 107901 76473 161622 47486 102727 55155 68824 43345 28111 39537 55513 31457 23698 59382 28941 36936 36680 28777 52388 25640 19233 34889 is_linear=0 shrinkage=0.1 @@ -127,16 +127,16 @@ Tree=6 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 10 9 6 8 12 8 6 8 12 8 0 8 8 6 -split_gain=77452.2 10063 8463.38 1429.27 1279.5 1162.82 986.405 236.996 174.599 170.847 165.54 163.874 134.213 118.872 76.7839 75.8203 75.1821 112.069 68.1155 63.976 68.0236 79.8411 61.5287 57.9345 54.773 53.0124 52.4057 50.1013 49.616 49.0006 +split_gain=38726.1 5031.51 4231.69 714.635 639.75 581.41 493.202 118.498 87.2994 85.4234 82.7699 81.9368 67.1066 59.4359 38.3919 37.9102 37.591 56.0347 34.0578 31.988 34.0118 39.9205 30.7643 28.9673 27.3865 26.5062 26.2028 25.0506 24.808 24.5003 threshold=0.29780391340468032 0.66863465235986319 0.080488095919491423 0.85473614589076297 0.49270976275378836 0.024479409437641361 0.18719111932428459 0.79005694946734772 0.36900415205542852 0.12271061120908651 0.93042944834295571 0.045688057837906117 0.0092555391706332351 0.57678202673178125 39.500000000000007 0.23661277697703847 1.0000000180025095e-35 1.0000000180025095e-35 0.47493734335839605 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.52190476190476198 39.500000000000007 1.0000000180025095e-35 16.500000000000004 0.0096366996053576116 39.500000000000007 40.500000000000007 0.054093567251461992 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 7 8 12 9 18 22 23 29 19 -1 24 -13 -8 -10 -18 -3 -7 21 -21 -2 -4 25 -6 28 -11 -16 -5 right_child=1 3 6 10 13 11 15 -9 16 27 -12 14 -14 -15 26 -17 17 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.11701846933471022 -0.01823548054791178 -0.10419343410508437 0.058145721377458916 -0.1533842757760332 -0.095213746994417897 0.092273285732652088 0.012115884870284872 -0.13610590015238408 -0.046786214185778101 0.038592663580906093 -0.18682282643562767 0.075431038781332255 0.10196588422155169 -0.085782074507894268 0.044212722622029688 -0.0035836642886949155 -0.0038300377772091014 -0.051681115591059236 -0.12668718843875307 0.054186588224627012 0.092190517220367418 0.096565993634939312 -0.051741737908952048 0.042147619415656423 -0.053232898141011314 -0.067417515241427486 0.070327433744907686 0.024563844447222039 0.087877815500926604 -0.17078487515742169 -leaf_weight=11130.577406600118 5867.9569137841463 6844.0242732465267 4617.9854358136654 4546.7612662315369 859.92220287024975 5911.1444762200117 6000.2438038140535 4964.1369562000036 7984.7962880283594 4984.2808365523815 3259.9400001764297 5806.1194447875023 12661.648265570402 6502.5900100171566 2371.0719943195581 6312.3718332946301 1104.5831016898155 878.88012744486332 1675.8919205665588 1740.5363864153624 1519.2453689426184 597.03270621597767 604.51815435290337 4439.929725497961 2079.4456389397383 3394.9331453442574 2032.1562997549772 5203.2109080404043 292.30860050022602 2512.7184640616179 +leaf_value=0.058509234667355109 -0.0091177402739558901 -0.052096717052542187 0.029072860688729458 -0.076692137888016598 -0.047606873497208949 0.046136642866326044 0.0060579424351424362 -0.06805295007619204 -0.02339310709288905 0.019296331790453047 -0.093411413217813835 0.037715519390666127 0.050982942110775843 -0.042891037253947134 0.022106361311014844 -0.0017918321443474577 -0.0019150188886045507 -0.025840557795529618 -0.063343594219376534 0.027093294112313506 0.046095258610183709 0.048282996817469656 -0.025870868954476024 0.021073809707828212 -0.026616449070505657 -0.033708757620713743 0.035163716872453843 0.012281922223611019 0.043938907750463302 -0.085392437578710845 +leaf_weight=22261.154813200235 11735.913827568293 13688.048546493053 9235.9708716273308 9093.5225324630737 1719.8444057404995 11822.288952440023 12000.487607628107 9928.2739124000072 15969.592576056719 9968.561673104763 6519.8800003528595 11612.238889575005 25323.296531140804 13005.180020034313 4742.1439886391163 12624.74366658926 2209.166203379631 1757.7602548897266 3351.7838411331177 3481.0727728307247 3038.4907378852367 1194.0654124319553 1209.0363087058067 8879.8594509959221 4158.8912778794765 6789.8662906885147 4064.3125995099545 10406.421816080809 584.61720100045204 5025.4369281232357 leaf_count=69171 28987 29607 25978 18699 3946 35275 31241 20817 37911 26998 13204 33772 76980 28923 13319 31967 5285 4202 7185 10028 8978 3551 2887 24461 9528 15540 11561 27965 1714 10300 -internal_value=0 -0.0918858 0.0657009 -0.140174 -0.0526262 0.0940134 0.0261706 -0.118738 -0.0341538 0.0403118 -0.168185 0.0764131 0.109008 -0.0762844 0.0677414 0.00406712 -0.0424578 -0.025033 -0.108618 0.0857362 0.0757171 0.0650106 -0.0213649 0.0503039 -0.0665345 -0.0730352 0.058233 0.0314275 0.049005 -0.159578 -internal_weight=0 53081.1 75619.9 23803.5 29277.6 44061.8 31558 13484.1 16440.7 19245.4 10319.4 20269.6 23792.2 12836.9 10501.7 12312.6 9968.26 1983.46 8519.92 9767.96 3856.81 2337.57 6472.48 9057.92 6334.3 4254.86 4695.54 10187.5 2663.38 7059.48 +internal_value=0 -0.0459429 0.0328505 -0.0700871 -0.0263131 0.0470067 0.0130853 -0.0593688 -0.0170769 0.0201559 -0.0840923 0.0382066 0.0545039 -0.0381422 0.0338707 0.00203356 -0.0212289 -0.0125165 -0.054309 0.0428681 0.0378585 0.0325053 -0.0106825 0.025152 -0.0332672 -0.0365176 0.0291165 0.0157138 0.0245025 -0.0797889 +internal_weight=0 106162 151240 47606.9 58555.3 88123.7 63116 26968.1 32881.5 38490.8 20638.8 40539.2 47584.5 25673.8 21003.3 24625.2 19936.5 3966.93 17039.8 19535.9 7713.63 4675.14 12945 18115.8 12668.6 8509.71 9391.07 20375 5326.76 14119 internal_count=669980 237021 432959 99812 137209 264349 168610 57609 79272 105402 42203 118198 146151 57937 60366 63208 47398 9487 36792 57832 22557 13579 31874 50439 29014 19486 26594 54963 15033 28999 is_linear=0 shrinkage=0.1 @@ -146,16 +146,16 @@ Tree=7 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 10 9 6 8 12 8 6 8 12 8 0 8 8 6 -split_gain=77452.2 10063 8463.38 1429.27 1279.5 1162.82 986.405 236.996 174.599 170.847 165.54 163.874 134.213 118.872 76.7839 75.8203 75.1821 112.069 68.1155 63.976 68.0236 79.8411 61.5287 57.9345 54.773 53.0124 52.4057 50.1013 49.616 49.0006 +split_gain=38726.1 5031.51 4231.69 714.635 639.75 581.41 493.202 118.498 87.2994 85.4234 82.7699 81.9368 67.1066 59.4359 38.3919 37.9102 37.591 56.0347 34.0578 31.988 34.0118 39.9205 30.7643 28.9673 27.3865 26.5062 26.2028 25.0506 24.808 24.5003 threshold=0.29780391340468032 0.66863465235986319 0.080488095919491423 0.85473614589076297 0.49270976275378836 0.024479409437641361 0.18719111932428459 0.79005694946734772 0.36900415205542852 0.12271061120908651 0.93042944834295571 0.045688057837906117 0.0092555391706332351 0.57678202673178125 39.500000000000007 0.23661277697703847 1.0000000180025095e-35 1.0000000180025095e-35 0.47493734335839605 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.52190476190476198 39.500000000000007 1.0000000180025095e-35 16.500000000000004 0.0096366996053576116 39.500000000000007 40.500000000000007 0.054093567251461992 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 7 8 12 9 18 22 23 29 19 -1 24 -13 -8 -10 -18 -3 -7 21 -21 -2 -4 25 -6 28 -11 -16 -5 right_child=1 3 6 10 13 11 15 -9 16 27 -12 14 -14 -15 26 -17 17 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.11701846933471022 0.01823548054791178 0.10419343410508437 -0.058145721377458916 0.1533842757760332 0.095213746994417897 -0.092273285732652088 -0.012115884870284872 0.13610590015238408 0.046786214185778101 -0.038592663580906093 0.18682282643562767 -0.075431038781332255 -0.10196588422155169 0.085782074507894268 -0.044212722622029688 0.0035836642886949155 0.0038300377772091014 0.051681115591059236 0.12668718843875307 -0.054186588224627012 -0.092190517220367418 -0.096565993634939312 0.051741737908952048 -0.042147619415656423 0.053232898141011314 0.067417515241427486 -0.070327433744907686 -0.024563844447222039 -0.087877815500926604 0.17078487515742169 -leaf_weight=11130.577406600118 5867.9569137841463 6844.0242732465267 4617.9854358136654 4546.7612662315369 859.92220287024975 5911.1444762200117 6000.2438038140535 4964.1369562000036 7984.7962880283594 4984.2808365523815 3259.9400001764297 5806.1194447875023 12661.648265570402 6502.5900100171566 2371.0719943195581 6312.3718332946301 1104.5831016898155 878.88012744486332 1675.8919205665588 1740.5363864153624 1519.2453689426184 597.03270621597767 604.51815435290337 4439.929725497961 2079.4456389397383 3394.9331453442574 2032.1562997549772 5203.2109080404043 292.30860050022602 2512.7184640616179 +leaf_value=-0.058509234667355109 0.0091177402739558901 0.052096717052542187 -0.029072860688729458 0.076692137888016598 0.047606873497208949 -0.046136642866326044 -0.0060579424351424362 0.06805295007619204 0.02339310709288905 -0.019296331790453047 0.093411413217813835 -0.037715519390666127 -0.050982942110775843 0.042891037253947134 -0.022106361311014844 0.0017918321443474577 0.0019150188886045507 0.025840557795529618 0.063343594219376534 -0.027093294112313506 -0.046095258610183709 -0.048282996817469656 0.025870868954476024 -0.021073809707828212 0.026616449070505657 0.033708757620713743 -0.035163716872453843 -0.012281922223611019 -0.043938907750463302 0.085392437578710845 +leaf_weight=22261.154813200235 11735.913827568293 13688.048546493053 9235.9708716273308 9093.5225324630737 1719.8444057404995 11822.288952440023 12000.487607628107 9928.2739124000072 15969.592576056719 9968.561673104763 6519.8800003528595 11612.238889575005 25323.296531140804 13005.180020034313 4742.1439886391163 12624.74366658926 2209.166203379631 1757.7602548897266 3351.7838411331177 3481.0727728307247 3038.4907378852367 1194.0654124319553 1209.0363087058067 8879.8594509959221 4158.8912778794765 6789.8662906885147 4064.3125995099545 10406.421816080809 584.61720100045204 5025.4369281232357 leaf_count=69171 28987 29607 25978 18699 3946 35275 31241 20817 37911 26998 13204 33772 76980 28923 13319 31967 5285 4202 7185 10028 8978 3551 2887 24461 9528 15540 11561 27965 1714 10300 -internal_value=0 0.0918858 -0.0657009 0.140174 0.0526262 -0.0940134 -0.0261706 0.118738 0.0341538 -0.0403118 0.168185 -0.0764131 -0.109008 0.0762844 -0.0677414 -0.00406712 0.0424578 0.025033 0.108618 -0.0857362 -0.0757171 -0.0650106 0.0213649 -0.0503039 0.0665345 0.0730352 -0.058233 -0.0314275 -0.049005 0.159578 -internal_weight=0 53081.1 75619.9 23803.5 29277.6 44061.8 31558 13484.1 16440.7 19245.4 10319.4 20269.6 23792.2 12836.9 10501.7 12312.6 9968.26 1983.46 8519.92 9767.96 3856.81 2337.57 6472.48 9057.92 6334.3 4254.86 4695.54 10187.5 2663.38 7059.48 +internal_value=0 0.0459429 -0.0328505 0.0700871 0.0263131 -0.0470067 -0.0130853 0.0593688 0.0170769 -0.0201559 0.0840923 -0.0382066 -0.0545039 0.0381422 -0.0338707 -0.00203356 0.0212289 0.0125165 0.054309 -0.0428681 -0.0378585 -0.0325053 0.0106825 -0.025152 0.0332672 0.0365176 -0.0291165 -0.0157138 -0.0245025 0.0797889 +internal_weight=0 106162 151240 47606.9 58555.3 88123.7 63116 26968.1 32881.5 38490.8 20638.8 40539.2 47584.5 25673.8 21003.3 24625.2 19936.5 3966.93 17039.8 19535.9 7713.63 4675.14 12945 18115.8 12668.6 8509.71 9391.07 20375 5326.76 14119 internal_count=669980 237021 432959 99812 137209 264349 168610 57609 79272 105402 42203 118198 146151 57937 60366 63208 47398 9487 36792 57832 22557 13579 31874 50439 29014 19486 26594 54963 15033 28999 is_linear=0 shrinkage=0.1 @@ -165,16 +165,16 @@ Tree=8 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 8 12 8 2 2 2 2 2 2 6 0 10 0 4 8 8 6 3 8 10 0 -split_gain=63144.3 8101.61 7545.81 1176.26 1062.55 958.162 954.811 184.649 165.874 151.162 128.852 174.136 126.026 124.726 110.824 106.186 105.365 76.0111 75.7488 66.1079 61.8389 57.5584 57.1562 56.3186 54.9608 54.9201 54.8424 82.3028 49.438 49.1814 +split_gain=31572.2 4050.81 3772.9 588.128 531.277 479.081 477.406 92.3247 82.9371 75.5809 64.4261 87.0682 63.0131 62.3629 55.4119 53.0932 52.6826 38.0056 37.8744 33.054 30.9194 28.7792 28.5781 28.1593 27.4804 27.46 27.4212 41.1514 24.719 24.5907 threshold=0.29246403914571834 0.68566772543908749 0.071628437933621544 0.50008978071452403 0.86323969273790258 0.16001644067301837 0.021658051321966919 0.79860730204461627 0.37508427056849925 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.21435458242874009 0.92490073479522228 0.61676732637305076 0.11769054939662692 0.0092555391706332351 0.046929061200795631 0.57518796992481214 0.044221323743365702 1.0000000180025095e-35 0.87672250303520649 0.55277777777777792 39.500000000000007 47.500000000000007 0.31698564593301443 0.28220206710723744 26.500000000000004 1.0000000180025095e-35 0.017989365708982907 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 7 15 16 20 25 17 11 21 -7 -6 18 23 -1 -8 24 -10 -3 -11 26 -4 28 29 27 -21 -5 -2 right_child=1 4 5 14 13 12 9 -9 19 10 -12 -13 -14 -15 -16 -17 -18 -19 -20 22 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.11361751983018607 -0.031156237900641617 -0.10068241487746279 0.056869496905737206 -0.061471765386257371 -0.14094910097162408 0.018399943297234208 0.089271872279754486 -0.12176116119053418 -0.049064762592357689 0.040361724045919221 0.08174414310201078 0.089809400051864857 0.00039307581831531015 -0.16393174641015362 -0.081346154779331284 0.033606868619474872 0.099308588984161061 0.072154583577526535 -0.086968959691507267 -0.071295496468607222 -0.073443595881521911 0.078018404338247749 -2.8369364553663345e-05 0.041951631237041959 -0.10302943306365407 -0.037425144632842168 -0.025213572647654992 -0.034359280472154176 -0.040902025973262091 -0.010265046115110366 -leaf_weight=10357.284896850586 1475.2727505117655 7263.4820661395788 5166.7976409941912 6028.5014839023352 5854.43861541152 7280.370518475771 6925.4494004249573 5117.7373901605606 3826.0493189394474 3383.1333483308554 2817.3310653567314 1112.1867047548294 8338.2060559689999 3957.5702165365219 4897.7070475369692 7091.6046765446663 10228.159003123641 4148.0542401075363 1115.5269169658422 834.67748944461346 941.49359138309956 461.24487267434597 501.62098336219788 4960.1637559682131 274.69431087374687 1352.3812884837389 2831.9401165097952 2175.9350658208132 1449.3396869748831 4771.6498531997204 +leaf_value=0.056808759915093036 -0.015578118950320808 -0.050341207438731397 0.028434748452868603 -0.030735882693128685 -0.07047455048581204 0.009199971648617104 0.044635936139877243 -0.060880580595267089 -0.024532381296178844 0.020180862022959611 0.04087207155100539 0.044904700025932429 0.00019653790915765508 -0.081965873205076811 -0.040673077389665642 0.016803434309737436 0.049654294492080531 0.036077291788763267 -0.043484479845753633 -0.035647748234303611 -0.036721797940760956 0.039009202169123874 -1.4184682276831672e-05 0.020975815618520979 -0.051514716531827036 -0.018712572316421084 -0.012606786323827496 -0.017179640236077088 -0.020451012986631045 -0.0051325230575551828 +leaf_weight=20714.569793701172 2950.545501023531 14526.964132279158 10333.595281988382 12057.00296780467 11708.87723082304 14560.741036951542 13850.898800849915 10235.474780321121 7652.0986378788948 6766.2666966617107 5634.6621307134628 2224.3734095096588 16676.412111938 7915.1404330730438 9795.4140950739384 14183.209353089333 20456.318006247282 8296.1084802150726 2231.0538339316845 1669.3549788892269 1882.9871827661991 922.48974534869194 1003.2419667243958 9920.3275119364262 549.38862174749374 2704.7625769674778 5663.8802330195904 4351.8701316416264 2898.6793739497662 9543.2997063994408 leaf_count=69171 7171 30349 30277 26771 23587 38934 43726 20891 17685 19784 17360 6960 42530 15840 21124 39305 66205 25255 4824 3910 4032 2736 2385 28125 1194 6423 13260 10199 6476 23491 -internal_value=0 -0.0803019 0.0621318 -0.0473299 -0.125246 0.0267223 0.0916186 -0.106855 -0.0303313 0.0753562 0.0646677 0.0549614 0.00878671 -0.150219 -0.0692726 0.0429912 0.106508 0.0828599 -0.0626046 -0.0386829 -0.0975569 0.0448797 -0.0324219 0.0495628 -0.0590988 -0.0191542 -0.035203 -0.0445997 -0.057485 -0.0151987 -internal_weight=0 54670 72270 31535.3 23134.7 32837.1 39432.8 13322.7 17769.5 18847.4 7773.9 4956.56 15618.6 9812.01 13765.8 17218.6 20585.4 11073.5 8868.06 10170.2 8204.98 3844.38 6344.17 10127 7752.54 7599.3 5842.55 3010.61 7477.84 6246.92 +internal_value=0 -0.0401509 0.0310659 -0.023665 -0.0626232 0.0133611 0.0458093 -0.0534273 -0.0151656 0.0376781 0.0323338 0.0274807 0.00439336 -0.0751095 -0.0346363 0.0214956 0.053254 0.0414299 -0.0313023 -0.0193415 -0.0487784 0.0224399 -0.0162109 0.0247814 -0.0295494 -0.00957708 -0.0176015 -0.0222998 -0.0287425 -0.00759935 +internal_weight=0 109340 144540 63070.6 46269.4 65674.3 78865.7 26645.4 35539.1 37694.8 15547.8 9913.13 31237.2 19624 27531.5 34437.1 41170.9 22147 17736.1 20340.4 16410 7688.76 12688.3 20253.9 15505.1 15198.6 11685.1 6021.23 14955.7 12493.8 internal_count=669980 239612 430368 144913 94699 179171 251197 55272 84524 115821 46840 29480 81464 39427 60389 97707 135376 68981 39265 47439 34381 22520 29754 58402 34441 37085 27369 14109 33247 30662 is_linear=0 shrinkage=0.1 @@ -184,16 +184,16 @@ Tree=9 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 8 12 8 2 2 2 2 2 2 6 0 10 0 4 8 8 6 3 8 10 0 -split_gain=63144.3 8101.61 7545.81 1176.26 1062.55 958.162 954.811 184.649 165.874 151.162 128.852 174.136 126.026 124.726 110.824 106.186 105.365 76.0111 75.7488 66.1079 61.8389 57.5584 57.1562 56.3186 54.9608 54.9201 54.8424 82.3028 49.438 49.1814 +split_gain=31572.2 4050.81 3772.9 588.128 531.277 479.081 477.406 92.3247 82.9371 75.5809 64.4261 87.0682 63.0131 62.3629 55.4119 53.0932 52.6826 38.0056 37.8744 33.054 30.9194 28.7792 28.5781 28.1593 27.4804 27.46 27.4212 41.1514 24.719 24.5907 threshold=0.29246403914571834 0.68566772543908749 0.071628437933621544 0.50008978071452403 0.86323969273790258 0.16001644067301837 0.021658051321966919 0.79860730204461627 0.37508427056849925 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.21435458242874009 0.92490073479522228 0.61676732637305076 0.11769054939662692 0.0092555391706332351 0.046929061200795631 0.57518796992481214 0.044221323743365702 1.0000000180025095e-35 0.87672250303520649 0.55277777777777792 39.500000000000007 47.500000000000007 0.31698564593301443 0.28220206710723744 26.500000000000004 1.0000000180025095e-35 0.017989365708982907 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 7 15 16 20 25 17 11 21 -7 -6 18 23 -1 -8 24 -10 -3 -11 26 -4 28 29 27 -21 -5 -2 right_child=1 4 5 14 13 12 9 -9 19 10 -12 -13 -14 -15 -16 -17 -18 -19 -20 22 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.11361751983018607 0.031156237900641617 0.10068241487746279 -0.056869496905737206 0.061471765386257371 0.14094910097162408 -0.018399943297234208 -0.089271872279754486 0.12176116119053418 0.049064762592357689 -0.040361724045919221 -0.08174414310201078 -0.089809400051864857 -0.00039307581831531015 0.16393174641015362 0.081346154779331284 -0.033606868619474872 -0.099308588984161061 -0.072154583577526535 0.086968959691507267 0.071295496468607222 0.073443595881521911 -0.078018404338247749 2.8369364553663345e-05 -0.041951631237041959 0.10302943306365407 0.037425144632842168 0.025213572647654992 0.034359280472154176 0.040902025973262091 0.010265046115110366 -leaf_weight=10357.284896850586 1475.2727505117655 7263.4820661395788 5166.7976409941912 6028.5014839023352 5854.43861541152 7280.370518475771 6925.4494004249573 5117.7373901605606 3826.0493189394474 3383.1333483308554 2817.3310653567314 1112.1867047548294 8338.2060559689999 3957.5702165365219 4897.7070475369692 7091.6046765446663 10228.159003123641 4148.0542401075363 1115.5269169658422 834.67748944461346 941.49359138309956 461.24487267434597 501.62098336219788 4960.1637559682131 274.69431087374687 1352.3812884837389 2831.9401165097952 2175.9350658208132 1449.3396869748831 4771.6498531997204 +leaf_value=-0.056808759915093036 0.015578118950320808 0.050341207438731397 -0.028434748452868603 0.030735882693128685 0.07047455048581204 -0.009199971648617104 -0.044635936139877243 0.060880580595267089 0.024532381296178844 -0.020180862022959611 -0.04087207155100539 -0.044904700025932429 -0.00019653790915765508 0.081965873205076811 0.040673077389665642 -0.016803434309737436 -0.049654294492080531 -0.036077291788763267 0.043484479845753633 0.035647748234303611 0.036721797940760956 -0.039009202169123874 1.4184682276831672e-05 -0.020975815618520979 0.051514716531827036 0.018712572316421084 0.012606786323827496 0.017179640236077088 0.020451012986631045 0.0051325230575551828 +leaf_weight=20714.569793701172 2950.545501023531 14526.964132279158 10333.595281988382 12057.00296780467 11708.87723082304 14560.741036951542 13850.898800849915 10235.474780321121 7652.0986378788948 6766.2666966617107 5634.6621307134628 2224.3734095096588 16676.412111938 7915.1404330730438 9795.4140950739384 14183.209353089333 20456.318006247282 8296.1084802150726 2231.0538339316845 1669.3549788892269 1882.9871827661991 922.48974534869194 1003.2419667243958 9920.3275119364262 549.38862174749374 2704.7625769674778 5663.8802330195904 4351.8701316416264 2898.6793739497662 9543.2997063994408 leaf_count=69171 7171 30349 30277 26771 23587 38934 43726 20891 17685 19784 17360 6960 42530 15840 21124 39305 66205 25255 4824 3910 4032 2736 2385 28125 1194 6423 13260 10199 6476 23491 -internal_value=0 0.0803019 -0.0621318 0.0473299 0.125246 -0.0267223 -0.0916186 0.106855 0.0303313 -0.0753562 -0.0646677 -0.0549614 -0.00878671 0.150219 0.0692726 -0.0429912 -0.106508 -0.0828599 0.0626046 0.0386829 0.0975569 -0.0448797 0.0324219 -0.0495628 0.0590988 0.0191542 0.035203 0.0445997 0.057485 0.0151987 -internal_weight=0 54670 72270 31535.3 23134.7 32837.1 39432.8 13322.7 17769.5 18847.4 7773.9 4956.56 15618.6 9812.01 13765.8 17218.6 20585.4 11073.5 8868.06 10170.2 8204.98 3844.38 6344.17 10127 7752.54 7599.3 5842.55 3010.61 7477.84 6246.92 +internal_value=0 0.0401509 -0.0310659 0.023665 0.0626232 -0.0133611 -0.0458093 0.0534273 0.0151656 -0.0376781 -0.0323338 -0.0274807 -0.00439336 0.0751095 0.0346363 -0.0214956 -0.053254 -0.0414299 0.0313023 0.0193415 0.0487784 -0.0224399 0.0162109 -0.0247814 0.0295494 0.00957708 0.0176015 0.0222998 0.0287425 0.00759935 +internal_weight=0 109340 144540 63070.6 46269.4 65674.3 78865.7 26645.4 35539.1 37694.8 15547.8 9913.13 31237.2 19624 27531.5 34437.1 41170.9 22147 17736.1 20340.4 16410 7688.76 12688.3 20253.9 15505.1 15198.6 11685.1 6021.23 14955.7 12493.8 internal_count=669980 239612 430368 144913 94699 179171 251197 55272 84524 115821 46840 29480 81464 39427 60389 97707 135376 68981 39265 47439 34381 22520 29754 58402 34441 37085 27369 14109 33247 30662 is_linear=0 shrinkage=0.1 @@ -203,16 +203,16 @@ Tree=10 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 8 2 8 2 12 8 2 2 2 12 8 6 6 6 3 1 2 4 4 10 8 -split_gain=51828 7014.02 6402.73 1152.65 953.678 856.848 632.908 233.607 134.137 113.159 111.73 106.105 101.183 100.662 140.86 95.3259 94.0748 67.0174 62.7041 95.4836 60.7179 53.4828 51.1603 50.1218 47.5525 46.9559 46.7002 46.5668 45.4389 43.1867 +split_gain=25914 3507.01 3201.37 576.326 476.839 428.424 316.454 116.803 67.0686 56.5797 55.8652 53.0527 50.5914 50.331 70.4301 47.663 47.0374 33.5087 31.352 47.7418 30.3589 26.7414 25.5802 25.0609 23.7763 23.4779 23.3501 23.2834 22.7195 21.5934 threshold=0.27592638977280265 0.65146318516201551 0.05639940601995113 0.82347594117497269 0.14170366767681578 0.45614472525325273 0.020388258122669676 0.89997631836292835 0.19076083981042186 39.500000000000007 0.53795445458126057 39.500000000000007 0.35610933075600715 1.0000000180025095e-35 40.500000000000007 0.0074800202466077537 0.75598426633497695 0.088105343035287553 1.0000000180025095e-35 40.500000000000007 0.31698564593301443 0.38278388278388281 0.70777988614800769 0.9606198277950595 0.014721853985668776 0.94127117011010453 0.41421568627450983 0.68301435406698574 1.0000000180025095e-35 47.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 16 9 12 15 -5 -6 17 -7 23 24 14 -13 -1 29 -4 19 27 -14 26 -10 -8 -2 -9 -12 -11 -18 -3 right_child=1 3 4 7 8 10 11 25 22 18 21 13 20 -15 -16 -17 28 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.11210457989716682 -0.019183867864754803 -0.078022593682578564 0.062656098594438284 -0.1153507584374059 0.023130690918741825 -0.044781395396840951 0.077895979568056606 -0.13650626751672168 0.0069020913789547365 0.024876149590764118 -0.060470970074203045 0.04399644381468483 -0.02488649072584664 0.082140735157276046 0.089741137526205328 0.097542608921474802 -0.099820285907374295 0.045647738045708874 0.050562350864090215 0.06135998209636441 -0.04622056523690752 -0.077941434774248364 -0.023470038720644251 0.094467873918571879 -0.0027960230083136062 -0.15484262602869667 -0.02782168023110819 0.072855862559952259 -0.066331512758114927 -0.11876580541843457 -leaf_weight=7762.1326911449432 4826.8098874092102 7292.978651881218 4314.267019495368 6480.2799771726131 7135.7568615227938 6465.8667259067297 6171.3240859359503 4597.3452120423317 9031.2833610773087 4978.9303752779961 6388.5506107509136 2752.7078438252211 6875.4026282429695 2234.5890380293131 891.03422267735004 10681.720747515559 4745.1295800805092 5003.3452472686768 2648.8641470521688 946.64855708181858 1655.1995634287596 1722.5562389791012 590.88978503644466 2591.4725707620382 2796.4820499569178 2005.9306588172913 470.35308060050011 210.8501893132925 442.98736676573753 269.78329536318779 +leaf_value=0.056052289948583411 -0.0095919339323774014 -0.039011296841289282 0.031328049297219142 -0.05767537921870295 0.011565345459370912 -0.022390697698420475 0.038947989784028303 -0.06825313375836084 0.0034510456894773682 0.012438074795382059 -0.030235485037101523 0.021998221907342415 -0.01244324536292332 0.041070367578638023 0.044870568763102664 0.048771304460737401 -0.049910142953687148 0.022823869022854437 0.025281175432045108 0.030679991048182205 -0.02311028261845376 -0.038970717387124182 -0.011735019360322126 0.04723393695928594 -0.0013980115041568031 -0.077421313014348334 -0.013910840115554095 0.036427931279976129 -0.033165756379057464 -0.059382902709217283 +leaf_weight=15524.265382289886 9653.6197748184204 14585.957303762436 8628.534038990736 12960.559954345226 14271.513723045588 12931.733451813459 12342.648171871901 9194.6904240846634 18062.566722154617 9957.8607505559921 12777.101221501827 5505.4156876504421 13750.805256485939 4469.1780760586262 1782.0684453547001 21363.441495031118 9490.2591601610184 10006.690494537354 5297.7282941043377 1893.2971141636372 3310.3991268575191 3445.1124779582024 1181.7795700728893 5182.9451415240765 5592.9640999138355 4011.8613176345825 940.70616120100021 421.70037862658501 885.97473353147507 539.56659072637558 leaf_count=55812 23502 30290 26913 26006 39377 28961 40613 18417 46893 28552 27550 16826 32205 14610 5925 74233 19278 29418 15624 5666 7574 7266 3021 17466 13725 8056 2035 1215 1829 1122 -internal_value=0 -0.0694481 0.0598376 -0.107987 0.0299323 -0.0375383 0.091348 -0.128839 0.0127415 0.0458459 -0.0547085 0.0758244 -0.0215443 0.0654306 0.0551828 0.103671 -0.0865903 0.053523 0.0377036 0.032153 -0.029026 -0.0621883 0.00503696 0.0827969 -0.0131723 -0.142076 -0.058232 0.0268255 -0.0969608 -0.079476 -internal_weight=0 57035.7 67945.8 25834.4 34860.8 31201.2 33085 13083.6 16757.9 18102.9 15047.3 14641.1 16153.9 5878.33 3643.74 18443.9 12750.9 9317.61 8785.29 6136.43 8530.6 8581.46 9622.17 8762.8 7623.29 6603.28 6858.9 5189.78 5188.12 7562.76 +internal_value=0 -0.0347241 0.0299188 -0.0539934 0.0149662 -0.0187692 0.045674 -0.0644196 0.00637076 0.0229229 -0.0273543 0.0379122 -0.0107722 0.0327153 0.0275914 0.0518355 -0.0432951 0.0267615 0.0188518 0.0160765 -0.014513 -0.0310941 0.00251848 0.0413984 -0.00658613 -0.0710382 -0.029116 0.0134127 -0.0484804 -0.039738 +internal_weight=0 114071 135892 51668.9 69721.7 62402.4 66170 26167.1 33515.9 36205.8 30094.7 29282.3 32307.8 11756.7 7287.48 36887.7 25501.8 18635.2 17570.6 12272.9 17061.2 17162.9 19244.3 17525.6 15246.6 13206.6 13717.8 10379.6 10376.2 15125.5 internal_count=669980 247816 422164 104998 196679 142818 225485 52479 89291 107388 65812 95440 77006 37361 22751 130045 52519 56331 51057 35433 39779 36851 49914 58079 37227 26473 29585 29767 21107 31412 is_linear=0 shrinkage=0.1 @@ -222,16 +222,16 @@ Tree=11 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 8 2 8 2 12 8 2 2 2 12 8 6 6 6 3 1 2 4 4 10 8 -split_gain=51828 7014.02 6402.73 1152.65 953.678 856.848 632.908 233.607 134.137 113.159 111.73 106.105 101.183 100.662 140.86 95.3259 94.0748 67.0174 62.7041 95.4836 60.7179 53.4828 51.1603 50.1218 47.5525 46.9559 46.7002 46.5668 45.4389 43.1867 +split_gain=25914 3507.01 3201.37 576.326 476.839 428.424 316.454 116.803 67.0686 56.5797 55.8652 53.0527 50.5914 50.331 70.4301 47.663 47.0374 33.5087 31.352 47.7418 30.3589 26.7414 25.5802 25.0609 23.7763 23.4779 23.3501 23.2834 22.7195 21.5934 threshold=0.27592638977280265 0.65146318516201551 0.05639940601995113 0.82347594117497269 0.14170366767681578 0.45614472525325273 0.020388258122669676 0.89997631836292835 0.19076083981042186 39.500000000000007 0.53795445458126057 39.500000000000007 0.35610933075600715 1.0000000180025095e-35 40.500000000000007 0.0074800202466077537 0.75598426633497695 0.088105343035287553 1.0000000180025095e-35 40.500000000000007 0.31698564593301443 0.38278388278388281 0.70777988614800769 0.9606198277950595 0.014721853985668776 0.94127117011010453 0.41421568627450983 0.68301435406698574 1.0000000180025095e-35 47.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 16 9 12 15 -5 -6 17 -7 23 24 14 -13 -1 29 -4 19 27 -14 26 -10 -8 -2 -9 -12 -11 -18 -3 right_child=1 3 4 7 8 10 11 25 22 18 21 13 20 -15 -16 -17 28 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.11210457989716682 0.019183867864754803 0.078022593682578564 -0.062656098594438284 0.1153507584374059 -0.023130690918741825 0.044781395396840951 -0.077895979568056606 0.13650626751672168 -0.0069020913789547365 -0.024876149590764118 0.060470970074203045 -0.04399644381468483 0.02488649072584664 -0.082140735157276046 -0.089741137526205328 -0.097542608921474802 0.099820285907374295 -0.045647738045708874 -0.050562350864090215 -0.06135998209636441 0.04622056523690752 0.077941434774248364 0.023470038720644251 -0.094467873918571879 0.0027960230083136062 0.15484262602869667 0.02782168023110819 -0.072855862559952259 0.066331512758114927 0.11876580541843457 -leaf_weight=7762.1326911449432 4826.8098874092102 7292.978651881218 4314.267019495368 6480.2799771726131 7135.7568615227938 6465.8667259067297 6171.3240859359503 4597.3452120423317 9031.2833610773087 4978.9303752779961 6388.5506107509136 2752.7078438252211 6875.4026282429695 2234.5890380293131 891.03422267735004 10681.720747515559 4745.1295800805092 5003.3452472686768 2648.8641470521688 946.64855708181858 1655.1995634287596 1722.5562389791012 590.88978503644466 2591.4725707620382 2796.4820499569178 2005.9306588172913 470.35308060050011 210.8501893132925 442.98736676573753 269.78329536318779 +leaf_value=-0.056052289948583411 0.0095919339323774014 0.039011296841289282 -0.031328049297219142 0.05767537921870295 -0.011565345459370912 0.022390697698420475 -0.038947989784028303 0.06825313375836084 -0.0034510456894773682 -0.012438074795382059 0.030235485037101523 -0.021998221907342415 0.01244324536292332 -0.041070367578638023 -0.044870568763102664 -0.048771304460737401 0.049910142953687148 -0.022823869022854437 -0.025281175432045108 -0.030679991048182205 0.02311028261845376 0.038970717387124182 0.011735019360322126 -0.04723393695928594 0.0013980115041568031 0.077421313014348334 0.013910840115554095 -0.036427931279976129 0.033165756379057464 0.059382902709217283 +leaf_weight=15524.265382289886 9653.6197748184204 14585.957303762436 8628.534038990736 12960.559954345226 14271.513723045588 12931.733451813459 12342.648171871901 9194.6904240846634 18062.566722154617 9957.8607505559921 12777.101221501827 5505.4156876504421 13750.805256485939 4469.1780760586262 1782.0684453547001 21363.441495031118 9490.2591601610184 10006.690494537354 5297.7282941043377 1893.2971141636372 3310.3991268575191 3445.1124779582024 1181.7795700728893 5182.9451415240765 5592.9640999138355 4011.8613176345825 940.70616120100021 421.70037862658501 885.97473353147507 539.56659072637558 leaf_count=55812 23502 30290 26913 26006 39377 28961 40613 18417 46893 28552 27550 16826 32205 14610 5925 74233 19278 29418 15624 5666 7574 7266 3021 17466 13725 8056 2035 1215 1829 1122 -internal_value=0 0.0694481 -0.0598376 0.107987 -0.0299323 0.0375383 -0.091348 0.128839 -0.0127415 -0.0458459 0.0547085 -0.0758244 0.0215443 -0.0654306 -0.0551828 -0.103671 0.0865903 -0.053523 -0.0377036 -0.032153 0.029026 0.0621883 -0.00503696 -0.0827969 0.0131723 0.142076 0.058232 -0.0268255 0.0969608 0.079476 -internal_weight=0 57035.7 67945.8 25834.4 34860.8 31201.2 33085 13083.6 16757.9 18102.9 15047.3 14641.1 16153.9 5878.33 3643.74 18443.9 12750.9 9317.61 8785.29 6136.43 8530.6 8581.46 9622.17 8762.8 7623.29 6603.28 6858.9 5189.78 5188.12 7562.76 +internal_value=0 0.0347241 -0.0299188 0.0539934 -0.0149662 0.0187692 -0.045674 0.0644196 -0.00637076 -0.0229229 0.0273543 -0.0379122 0.0107722 -0.0327153 -0.0275914 -0.0518355 0.0432951 -0.0267615 -0.0188518 -0.0160765 0.014513 0.0310941 -0.00251848 -0.0413984 0.00658613 0.0710382 0.029116 -0.0134127 0.0484804 0.039738 +internal_weight=0 114071 135892 51668.9 69721.7 62402.4 66170 26167.1 33515.9 36205.8 30094.7 29282.3 32307.8 11756.7 7287.48 36887.7 25501.8 18635.2 17570.6 12272.9 17061.2 17162.9 19244.3 17525.6 15246.6 13206.6 13717.8 10379.6 10376.2 15125.5 internal_count=669980 247816 422164 104998 196679 142818 225485 52479 89291 107388 65812 95440 77006 37361 22751 130045 52519 56331 51057 35433 39779 36851 49914 58079 37227 26473 29585 29767 21107 31412 is_linear=0 shrinkage=0.1 @@ -241,16 +241,16 @@ Tree=12 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 2 8 2 12 8 8 2 2 6 12 8 12 6 3 12 8 6 0 0 6 1 -split_gain=42762.9 6240.76 5357.4 1073.01 746.766 690.551 598.765 198.8 116.833 110.81 105.655 105.46 100.225 140.824 91.4618 88.1758 77.2665 61.6373 53.8034 74.644 53.4506 50.3439 49.9114 48.7767 56.2189 47.3213 47.2006 46.0397 42.569 40.6566 +split_gain=21381.4 3120.38 2678.7 536.503 373.383 345.275 299.383 99.3999 58.4166 55.4051 52.8273 52.7299 50.1125 70.4121 45.7309 44.0879 38.6333 30.8187 26.9017 37.322 26.7253 25.1719 24.9557 24.3883 28.1094 23.6607 23.6003 23.0199 21.2845 20.3283 threshold=0.25570774796237666 0.64227248352377009 0.054813919501655754 0.86323969273790258 0.45614472525325273 0.12772884431138451 0.019124757311331609 0.77315861353043414 0.33861573269655082 0.93042944834295571 39.500000000000007 0.19076083981042186 1.0000000180025095e-35 40.500000000000007 39.500000000000007 0.0074800202466077537 0.53795445458126057 0.59041394335511999 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.47493734335839605 0.56014347442591872 1.0000000180025095e-35 25.500000000000004 0.67204301075268824 0.87672250303520649 0.019935491711415992 0.78416149068322993 0.012092287057335043 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 7 8 14 15 21 22 -5 20 -7 13 26 23 -1 28 -10 19 -16 -8 -3 -2 -4 -25 -9 -12 -18 -6 -13 right_child=1 3 5 9 16 11 10 25 17 -11 12 29 -14 -15 18 -17 27 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=0.10934941351269103 -0.00058696487655338558 -0.067753907137092811 0.060171884491398792 -0.11485690757564325 -0.037258833307559254 0.022852775634192583 0.088205868890029626 -0.090072950640680827 -0.022024429922350285 -0.13747827241810104 0.035287309476144203 0.00055411454729006882 0.079401557793287295 0.086994131759285984 0.026407861561892072 0.094591070945538147 -0.067495743560756619 -0.047960537426773808 0.049751035313544106 0.059159366468155367 0.072392360604717987 -0.08616027506552873 -0.016230733407330132 0.036789617899225933 0.061587109256391263 -0.11395142355761556 0.073547082745615375 -0.049987612106222934 -0.066230517219283733 0.015429549745651919 -leaf_weight=7191.3519766330719 4001.2269519269466 7772.5252138376236 3963.0921537876129 6530.877403318882 6003.9212968796492 9310.3299204409122 4157.4038898646832 6249.7394309192896 9202.5605569928885 3239.5467311143875 2285.6486085355282 4292.2083167433739 2174.0727833658457 871.79001069068909 4505.9073130637407 9262.6512474119663 1996.3919889032841 1017.6161248981953 2305.388072296977 822.97391600906849 4399.2350010126829 1837.2149175107479 4159.7327941805124 2862.2471763491631 1343.3405810445547 957.02202227711678 375.41208815574646 6064.2429566532373 553.95406660437584 3212.5218897759914 +leaf_value=0.054674706756345517 -0.00029348243827669279 -0.033876953568546406 0.030085942245699396 -0.057428453787821625 -0.018629416653779627 0.011426387817096291 0.044102934445014813 -0.045036475320340413 -0.011012214961175142 -0.068739136209050519 0.017643654738072102 0.00027705727364503441 0.039700778896643647 0.043497065879642992 0.013203930780946036 0.047295535472769074 -0.033747871780378309 -0.023980268713386904 0.024875517656772053 0.029579683234077683 0.036196180302358993 -0.043080137532764365 -0.008115366703665066 0.018394808949612967 0.030793554628195632 -0.05697571177880778 0.036773541372807687 -0.024993806053111467 -0.033115258609641866 0.0077147748728259597 +leaf_weight=14382.703953266144 8002.4539038538933 15545.050427675247 7926.1843075752258 13061.754806637764 12007.842593759298 18620.659840881824 8314.8077797293663 12499.478861838579 18405.121113985777 6479.093462228775 4571.2972170710564 8584.4166334867477 4348.1455667316914 1743.5800213813782 9011.8146261274815 18525.302494823933 3992.7839778065681 2035.2322497963905 4610.7761445939541 1645.947832018137 8798.4700020253658 3674.4298350214958 8319.4655883610249 5724.4943526983261 2686.6811620891094 1914.0440445542336 750.82417631149292 12128.485913306475 1107.9081332087517 6425.0437795519829 leaf_count=55812 19799 31913 25017 26223 26578 52388 29176 25076 42868 13204 14368 22477 15036 6158 26371 68789 8426 4565 14146 5169 30840 7478 20385 18082 8460 3834 2438 25695 2383 16826 -internal_value=0 -0.0599465 0.0580721 -0.0960015 -0.030898 0.0298481 0.0880422 -0.0806886 -0.0174826 -0.122357 0.0730469 0.0157426 0.0625083 0.0521124 0.044857 0.101041 -0.0477663 -0.0246069 0.0369876 0.0314659 0.0800757 -0.0712729 -0.00856077 0.0522116 0.0447104 -0.0932439 0.0406848 -0.0543239 -0.0397061 0.00692179 -internal_weight=0 59586.6 63335.6 26586.9 32999.6 32618 30717.6 16816.5 18381.1 9770.42 14263.6 16815.1 5706.92 3532.85 15802.9 16454 14618.5 10220.2 7634.27 5328.88 8556.64 9609.74 8160.96 8168.68 4205.59 7206.76 2661.06 8060.63 6557.88 7504.73 +internal_value=0 -0.0299733 0.029036 -0.0480007 -0.015449 0.0149241 0.0440211 -0.0403443 -0.00874132 -0.0611787 0.0365234 0.00787131 0.0312542 0.0260562 0.0224285 0.0505207 -0.0238832 -0.0123034 0.0184938 0.0157329 0.0400378 -0.0356364 -0.00428038 0.0261058 0.0223552 -0.0466219 0.0203424 -0.0271619 -0.0198531 0.00346089 +internal_weight=0 119173 126671 53173.9 65999.3 65236 61435.1 33633 36762.3 19540.8 28527.1 33630.1 11413.8 7065.7 31605.9 32908 29237 20440.4 15268.5 10657.8 17113.3 19219.5 16321.9 16337.4 8411.18 14413.5 5322.12 16121.3 13115.8 15009.5 internal_count=669980 258427 411553 107728 150699 188936 222617 68301 87617 39427 98016 91691 38000 22964 97245 124601 63082 47433 45686 31540 60016 39391 40184 51559 26542 28910 16806 34121 28961 39303 is_linear=0 shrinkage=0.1 @@ -260,16 +260,16 @@ Tree=13 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 2 8 2 12 8 8 2 2 6 12 8 12 6 3 12 8 6 0 0 6 1 -split_gain=42762.9 6240.76 5357.4 1073.01 746.766 690.551 598.765 198.8 116.833 110.81 105.655 105.46 100.225 140.824 91.4618 88.1758 77.2665 61.6373 53.8034 74.644 53.4506 50.3439 49.9114 48.7767 56.2189 47.3213 47.2006 46.0397 42.569 40.6566 +split_gain=21381.4 3120.38 2678.7 536.503 373.383 345.275 299.383 99.3999 58.4166 55.4051 52.8273 52.7299 50.1125 70.4121 45.7309 44.0879 38.6333 30.8187 26.9017 37.322 26.7253 25.1719 24.9557 24.3883 28.1094 23.6607 23.6003 23.0199 21.2845 20.3283 threshold=0.25570774796237666 0.64227248352377009 0.054813919501655754 0.86323969273790258 0.45614472525325273 0.12772884431138451 0.019124757311331609 0.77315861353043414 0.33861573269655082 0.93042944834295571 39.500000000000007 0.19076083981042186 1.0000000180025095e-35 40.500000000000007 39.500000000000007 0.0074800202466077537 0.53795445458126057 0.59041394335511999 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.47493734335839605 0.56014347442591872 1.0000000180025095e-35 25.500000000000004 0.67204301075268824 0.87672250303520649 0.019935491711415992 0.78416149068322993 0.012092287057335043 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 7 8 14 15 21 22 -5 20 -7 13 26 23 -1 28 -10 19 -16 -8 -3 -2 -4 -25 -9 -12 -18 -6 -13 right_child=1 3 5 9 16 11 10 25 17 -11 12 29 -14 -15 18 -17 27 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.10934941351269103 0.00058696487655338558 0.067753907137092811 -0.060171884491398792 0.11485690757564325 0.037258833307559254 -0.022852775634192583 -0.088205868890029626 0.090072950640680827 0.022024429922350285 0.13747827241810104 -0.035287309476144203 -0.00055411454729006882 -0.079401557793287295 -0.086994131759285984 -0.026407861561892072 -0.094591070945538147 0.067495743560756619 0.047960537426773808 -0.049751035313544106 -0.059159366468155367 -0.072392360604717987 0.08616027506552873 0.016230733407330132 -0.036789617899225933 -0.061587109256391263 0.11395142355761556 -0.073547082745615375 0.049987612106222934 0.066230517219283733 -0.015429549745651919 -leaf_weight=7191.3519766330719 4001.2269519269466 7772.5252138376236 3963.0921537876129 6530.877403318882 6003.9212968796492 9310.3299204409122 4157.4038898646832 6249.7394309192896 9202.5605569928885 3239.5467311143875 2285.6486085355282 4292.2083167433739 2174.0727833658457 871.79001069068909 4505.9073130637407 9262.6512474119663 1996.3919889032841 1017.6161248981953 2305.388072296977 822.97391600906849 4399.2350010126829 1837.2149175107479 4159.7327941805124 2862.2471763491631 1343.3405810445547 957.02202227711678 375.41208815574646 6064.2429566532373 553.95406660437584 3212.5218897759914 +leaf_value=-0.054674706756345517 0.00029348243827669279 0.033876953568546406 -0.030085942245699396 0.057428453787821625 0.018629416653779627 -0.011426387817096291 -0.044102934445014813 0.045036475320340413 0.011012214961175142 0.068739136209050519 -0.017643654738072102 -0.00027705727364503441 -0.039700778896643647 -0.043497065879642992 -0.013203930780946036 -0.047295535472769074 0.033747871780378309 0.023980268713386904 -0.024875517656772053 -0.029579683234077683 -0.036196180302358993 0.043080137532764365 0.008115366703665066 -0.018394808949612967 -0.030793554628195632 0.05697571177880778 -0.036773541372807687 0.024993806053111467 0.033115258609641866 -0.0077147748728259597 +leaf_weight=14382.703953266144 8002.4539038538933 15545.050427675247 7926.1843075752258 13061.754806637764 12007.842593759298 18620.659840881824 8314.8077797293663 12499.478861838579 18405.121113985777 6479.093462228775 4571.2972170710564 8584.4166334867477 4348.1455667316914 1743.5800213813782 9011.8146261274815 18525.302494823933 3992.7839778065681 2035.2322497963905 4610.7761445939541 1645.947832018137 8798.4700020253658 3674.4298350214958 8319.4655883610249 5724.4943526983261 2686.6811620891094 1914.0440445542336 750.82417631149292 12128.485913306475 1107.9081332087517 6425.0437795519829 leaf_count=55812 19799 31913 25017 26223 26578 52388 29176 25076 42868 13204 14368 22477 15036 6158 26371 68789 8426 4565 14146 5169 30840 7478 20385 18082 8460 3834 2438 25695 2383 16826 -internal_value=0 0.0599465 -0.0580721 0.0960015 0.030898 -0.0298481 -0.0880422 0.0806886 0.0174826 0.122357 -0.0730469 -0.0157426 -0.0625083 -0.0521124 -0.044857 -0.101041 0.0477663 0.0246069 -0.0369876 -0.0314659 -0.0800757 0.0712729 0.00856077 -0.0522116 -0.0447104 0.0932439 -0.0406848 0.0543239 0.0397061 -0.00692179 -internal_weight=0 59586.6 63335.6 26586.9 32999.6 32618 30717.6 16816.5 18381.1 9770.42 14263.6 16815.1 5706.92 3532.85 15802.9 16454 14618.5 10220.2 7634.27 5328.88 8556.64 9609.74 8160.96 8168.68 4205.59 7206.76 2661.06 8060.63 6557.88 7504.73 +internal_value=0 0.0299733 -0.029036 0.0480007 0.015449 -0.0149241 -0.0440211 0.0403443 0.00874132 0.0611787 -0.0365234 -0.00787131 -0.0312542 -0.0260562 -0.0224285 -0.0505207 0.0238832 0.0123034 -0.0184938 -0.0157329 -0.0400378 0.0356364 0.00428038 -0.0261058 -0.0223552 0.0466219 -0.0203424 0.0271619 0.0198531 -0.00346089 +internal_weight=0 119173 126671 53173.9 65999.3 65236 61435.1 33633 36762.3 19540.8 28527.1 33630.1 11413.8 7065.7 31605.9 32908 29237 20440.4 15268.5 10657.8 17113.3 19219.5 16321.9 16337.4 8411.18 14413.5 5322.12 16121.3 13115.8 15009.5 internal_count=669980 258427 411553 107728 150699 188936 222617 68301 87617 39427 98016 91691 38000 22964 97245 124601 63082 47433 45686 31540 60016 39391 40184 51559 26542 28910 16806 34121 28961 39303 is_linear=0 shrinkage=0.1 @@ -279,16 +279,16 @@ Tree=14 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 2 8 12 8 2 2 2 12 10 2 0 0 9 6 8 0 1 6 7 8 6 -split_gain=35330.6 5201.96 4971.07 925.722 742.24 620.774 458.582 137.22 111.581 101.893 95.9255 105.386 164.832 93.9422 86.8141 76.6497 62.4914 57.4777 56.2264 56.0083 50.9015 48.7954 47.8301 46.9842 44.8494 41.1035 40.8448 40.5233 39.5751 39.6283 +split_gain=17665.3 2600.98 2485.53 462.861 371.12 310.387 229.291 68.61 55.7905 50.9464 47.9627 52.6931 82.4158 46.9711 43.4071 38.3248 31.2457 28.7388 28.1132 28.0042 25.4508 24.3977 23.9151 23.4921 22.4247 20.5518 20.4224 20.2617 19.7875 19.8142 threshold=0.25570774796237666 0.71312013141620467 0.046929061200795631 0.45614472525325273 0.11769054939662692 0.87874295660046342 0.015299555006901422 0.5534676638590762 0.17632637931153258 0.79860730204461627 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.3503248589470826 0.080488095919491423 0.93042944834295571 1.0000000180025095e-35 1.0000000180025095e-35 0.0074800202466077537 0.061437052533743111 0.92502263599968015 1.0000000180025095e-35 0.60555555555555574 39.500000000000007 0.0091601366119996429 0.00954949717793745 0.5590277777777779 0.73508771929824568 47.500000000000007 0.77460317460317474 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 13 14 9 18 28 -6 -3 16 12 20 25 23 -7 -8 26 -1 27 -12 -19 -10 -4 -25 -2 -9 -15 29 -5 right_child=1 5 4 7 8 15 10 17 22 -11 11 -13 -14 19 -16 -17 -18 21 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=0.10680229504827313 -0.014613497209545656 -0.070784966772434663 0.058592867309374214 -0.032814009966932477 0.02356552042375798 -0.10706252667670615 0.089681024006724425 -0.053863197892660614 0.009948535483875847 -0.08848078024500805 0.032806779943207194 0.080816895090026375 0.088857482389530576 -0.036160423202485449 0.037029203448814482 -0.12680620322008371 0.072416475789010587 -0.02255492474915868 0.093617333546922712 -0.015973713261155032 0.083765824671837186 -0.053621481955049871 -0.017990032904941913 0.034531860928752212 0.055847040343736276 -0.0012412857995355436 -0.072066208556848352 -0.0089376616061293181 -0.072814404972594005 -0.058404337176976344 -leaf_weight=6654.2482324540615 5035.3924990296364 6521.4214420616627 4705.7939651310444 6946.0934292525053 9021.1303166300058 5192.4961123168468 4050.2258963882923 8613.8627139627934 8704.2727381289005 6494.1757846921682 2049.6002860367298 2104.4106168597937 871.29323382675648 3333.4288851171732 7294.1063962429762 3164.7732465863228 4346.5162995755672 1017.4936228841543 6293.0915845632553 5249.4022525250912 216.742850497365 1004.9177387207747 659.16794748604298 2255.0918436646461 1755.6554543375969 4229.3310330510139 1438.5430155843496 654.11614534258842 287.89483757317066 662.88810478150845 +leaf_value=0.053401147524136564 -0.0073067486047728282 -0.035392483386217331 0.029296433654687107 -0.016407004983466238 0.01178276021187899 -0.053531263338353077 0.044840512003362212 -0.026931598946330307 0.0049742677419379235 -0.044240390122504025 0.016403389971603597 0.040408447545013187 0.044428741194765288 -0.018080211601242725 0.018514601724407241 -0.063403101610041854 0.036208237894505294 -0.01127746237457934 0.046808666773461356 -0.0079868566305775161 0.041882912335918593 -0.026810740977524936 -0.0089950164524709563 0.017265930464376106 0.027923520171868138 -0.00062064289976777182 -0.036033104278424176 -0.0044688308030646591 -0.036407202486297002 -0.029202168588488172 +leaf_weight=13308.496464908123 10070.784998059273 13042.842884123325 9411.5879302620888 13892.186858505011 18042.260633260012 10384.992224633694 8100.4517927765846 17227.725427925587 17408.545476257801 12988.351569384336 4099.2005720734596 4208.8212337195873 1742.586467653513 6666.8577702343464 14588.212792485952 6329.5464931726456 8693.0325991511345 2034.9872457683086 12586.183169126511 10498.804505050182 433.48570099473 2009.8354774415493 1318.335894972086 4510.1836873292923 3511.3109086751938 8458.6620661020279 2877.0860311686993 1308.2322906851768 575.78967514634132 1325.7762095630169 leaf_count=55812 24467 26280 32223 30274 52130 21077 30602 35622 46392 26037 13567 15616 6597 15052 45250 13204 32525 4252 50291 24308 1559 4196 3432 14148 11409 20820 5849 2970 1226 2793 -internal_value=0 -0.0537146 0.0544392 -0.0317403 0.0293374 -0.0932707 0.0869141 -0.0466702 0.0156285 -0.0796144 0.0741178 0.0635037 0.0518917 -0.0156241 0.0450789 -0.114539 0.0807441 -0.0533735 0.100394 -0.0227604 0.0376803 -0.0379916 0.00798171 0.0518149 0.0438623 -0.0085091 -0.0564681 -0.0316948 -0.0364204 -0.0350434 -internal_weight=0 59846.2 60981.3 38473.4 34395.2 21372.9 26586.1 19971.7 18384.6 13015.6 13638.8 5242.05 3137.64 18501.7 16010.6 8357.27 8396.74 12074.8 12947.3 9236.95 2266.34 2022.41 9363.44 8716.54 4010.75 9264.72 10052.4 3987.55 7896.88 7608.98 +internal_value=0 -0.0268573 0.0272196 -0.0158701 0.0146687 -0.0466354 0.043457 -0.0233351 0.00781427 -0.0398072 0.0370589 0.0317518 0.0259459 -0.00781204 0.0225394 -0.0572696 0.0403721 -0.0266867 0.0501969 -0.0113802 0.0188401 -0.0189958 0.00399086 0.0259074 0.0219312 -0.00425455 -0.0282341 -0.0158474 -0.0182102 -0.0175217 +internal_weight=0 119692 121963 76946.7 68790.4 42745.7 53172.3 39943.4 36769.1 26031.2 27277.6 10484.1 6275.27 37003.3 32021.3 16714.5 16793.5 24149.6 25894.7 18473.9 4532.69 4044.82 18726.9 17433.1 8021.49 18529.4 20104.8 7975.09 15793.8 15218 internal_count=669980 258427 411553 171829 204984 86598 206569 84212 101954 52317 100466 37339 21723 87617 103030 34281 63127 49919 106103 42330 15126 8448 49824 57780 25557 45287 41471 18022 34293 33067 is_linear=0 shrinkage=0.1 @@ -298,16 +298,16 @@ Tree=15 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 2 8 12 8 2 2 2 12 10 2 0 0 9 6 8 0 1 6 7 8 6 -split_gain=35330.6 5201.96 4971.07 925.722 742.24 620.774 458.582 137.22 111.581 101.893 95.9255 105.386 164.832 93.9422 86.8141 76.6497 62.4914 57.4777 56.2264 56.0083 50.9015 48.7954 47.8301 46.9842 44.8494 41.1035 40.8448 40.5233 39.5751 39.6283 +split_gain=17665.3 2600.98 2485.53 462.861 371.12 310.387 229.291 68.61 55.7905 50.9464 47.9627 52.6931 82.4158 46.9711 43.4071 38.3248 31.2457 28.7388 28.1132 28.0042 25.4508 24.3977 23.9151 23.4921 22.4247 20.5518 20.4224 20.2617 19.7875 19.8142 threshold=0.25570774796237666 0.71312013141620467 0.046929061200795631 0.45614472525325273 0.11769054939662692 0.87874295660046342 0.015299555006901422 0.5534676638590762 0.17632637931153258 0.79860730204461627 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.3503248589470826 0.080488095919491423 0.93042944834295571 1.0000000180025095e-35 1.0000000180025095e-35 0.0074800202466077537 0.061437052533743111 0.92502263599968015 1.0000000180025095e-35 0.60555555555555574 39.500000000000007 0.0091601366119996429 0.00954949717793745 0.5590277777777779 0.73508771929824568 47.500000000000007 0.77460317460317474 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 13 14 9 18 28 -6 -3 16 12 20 25 23 -7 -8 26 -1 27 -12 -19 -10 -4 -25 -2 -9 -15 29 -5 right_child=1 5 4 7 8 15 10 17 22 -11 11 -13 -14 19 -16 -17 -18 21 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.10680229504827313 0.014613497209545656 0.070784966772434663 -0.058592867309374214 0.032814009966932477 -0.02356552042375798 0.10706252667670615 -0.089681024006724425 0.053863197892660614 -0.009948535483875847 0.08848078024500805 -0.032806779943207194 -0.080816895090026375 -0.088857482389530576 0.036160423202485449 -0.037029203448814482 0.12680620322008371 -0.072416475789010587 0.02255492474915868 -0.093617333546922712 0.015973713261155032 -0.083765824671837186 0.053621481955049871 0.017990032904941913 -0.034531860928752212 -0.055847040343736276 0.0012412857995355436 0.072066208556848352 0.0089376616061293181 0.072814404972594005 0.058404337176976344 -leaf_weight=6654.2482324540615 5035.3924990296364 6521.4214420616627 4705.7939651310444 6946.0934292525053 9021.1303166300058 5192.4961123168468 4050.2258963882923 8613.8627139627934 8704.2727381289005 6494.1757846921682 2049.6002860367298 2104.4106168597937 871.29323382675648 3333.4288851171732 7294.1063962429762 3164.7732465863228 4346.5162995755672 1017.4936228841543 6293.0915845632553 5249.4022525250912 216.742850497365 1004.9177387207747 659.16794748604298 2255.0918436646461 1755.6554543375969 4229.3310330510139 1438.5430155843496 654.11614534258842 287.89483757317066 662.88810478150845 +leaf_value=-0.053401147524136564 0.0073067486047728282 0.035392483386217331 -0.029296433654687107 0.016407004983466238 -0.01178276021187899 0.053531263338353077 -0.044840512003362212 0.026931598946330307 -0.0049742677419379235 0.044240390122504025 -0.016403389971603597 -0.040408447545013187 -0.044428741194765288 0.018080211601242725 -0.018514601724407241 0.063403101610041854 -0.036208237894505294 0.01127746237457934 -0.046808666773461356 0.0079868566305775161 -0.041882912335918593 0.026810740977524936 0.0089950164524709563 -0.017265930464376106 -0.027923520171868138 0.00062064289976777182 0.036033104278424176 0.0044688308030646591 0.036407202486297002 0.029202168588488172 +leaf_weight=13308.496464908123 10070.784998059273 13042.842884123325 9411.5879302620888 13892.186858505011 18042.260633260012 10384.992224633694 8100.4517927765846 17227.725427925587 17408.545476257801 12988.351569384336 4099.2005720734596 4208.8212337195873 1742.586467653513 6666.8577702343464 14588.212792485952 6329.5464931726456 8693.0325991511345 2034.9872457683086 12586.183169126511 10498.804505050182 433.48570099473 2009.8354774415493 1318.335894972086 4510.1836873292923 3511.3109086751938 8458.6620661020279 2877.0860311686993 1308.2322906851768 575.78967514634132 1325.7762095630169 leaf_count=55812 24467 26280 32223 30274 52130 21077 30602 35622 46392 26037 13567 15616 6597 15052 45250 13204 32525 4252 50291 24308 1559 4196 3432 14148 11409 20820 5849 2970 1226 2793 -internal_value=0 0.0537146 -0.0544392 0.0317403 -0.0293374 0.0932707 -0.0869141 0.0466702 -0.0156285 0.0796144 -0.0741178 -0.0635037 -0.0518917 0.0156241 -0.0450789 0.114539 -0.0807441 0.0533735 -0.100394 0.0227604 -0.0376803 0.0379916 -0.00798171 -0.0518149 -0.0438623 0.0085091 0.0564681 0.0316948 0.0364204 0.0350434 -internal_weight=0 59846.2 60981.3 38473.4 34395.2 21372.9 26586.1 19971.7 18384.6 13015.6 13638.8 5242.05 3137.64 18501.7 16010.6 8357.27 8396.74 12074.8 12947.3 9236.95 2266.34 2022.41 9363.44 8716.54 4010.75 9264.72 10052.4 3987.55 7896.88 7608.98 +internal_value=0 0.0268573 -0.0272196 0.0158701 -0.0146687 0.0466354 -0.043457 0.0233351 -0.00781427 0.0398072 -0.0370589 -0.0317518 -0.0259459 0.00781204 -0.0225394 0.0572696 -0.0403721 0.0266867 -0.0501969 0.0113802 -0.0188401 0.0189958 -0.00399086 -0.0259074 -0.0219312 0.00425455 0.0282341 0.0158474 0.0182102 0.0175217 +internal_weight=0 119692 121963 76946.7 68790.4 42745.7 53172.3 39943.4 36769.1 26031.2 27277.6 10484.1 6275.27 37003.3 32021.3 16714.5 16793.5 24149.6 25894.7 18473.9 4532.69 4044.82 18726.9 17433.1 8021.49 18529.4 20104.8 7975.09 15793.8 15218 internal_count=669980 258427 411553 171829 204984 86598 206569 84212 101954 52317 100466 37339 21723 87617 103030 34281 63127 49919 106103 42330 15126 8448 49824 57780 25557 45287 41471 18022 34293 33067 is_linear=0 shrinkage=0.1 @@ -317,16 +317,16 @@ Tree=16 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 2 2 8 12 8 8 12 2 12 8 8 10 8 2 10 9 6 0 3 0 4 -split_gain=29289.2 4741.27 4127.62 938.684 534.857 534.025 440.741 129.748 118.225 104.119 86.5599 85.3362 97.641 151.68 70.5596 61.0488 58.7574 53.6605 68.7106 51.1895 51.1018 71.2546 50.409 49.1086 72.8569 48.9911 46.8474 45.8656 45.8348 44.641 +split_gain=14644.6 2370.63 2063.81 469.342 267.428 267.012 220.37 64.8738 59.1123 52.0593 43.2799 42.6681 48.8205 75.84 35.2798 30.5244 29.3787 26.8302 34.3553 25.5948 25.5509 35.6273 25.2045 24.5543 36.4285 24.4955 23.4237 22.9328 22.9174 22.3205 threshold=0.23190078063967928 0.72197306969910191 0.045688057837906117 0.45614472525325273 0.10557156246282116 0.89318112653567061 0.015299555006901422 0.60060999209537747 0.32701189696855848 0.80712088824194461 0.16001644067301837 39.500000000000007 1.0000000180025095e-35 40.500000000000007 39.500000000000007 1.0000000180025095e-35 0.0074800202466077537 1.0000000180025095e-35 40.500000000000007 47.500000000000007 1.0000000180025095e-35 33.500000000000007 0.94127117011010453 1.0000000180025095e-35 1.0000000180025095e-35 0.32916666666666672 0.037294284445576871 0.028290366334904966 0.065238424739026871 0.63450834879406315 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 14 9 16 19 28 -3 -6 15 13 27 -4 -8 -1 18 29 20 -5 -22 -7 25 -25 -10 -9 -13 -2 -16 right_child=1 5 4 7 10 22 11 26 23 -11 -12 12 -14 -15 17 -17 -18 -19 -20 -21 21 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=0.10441882874701491 -0.011570725959318502 -0.065060790117670769 0.050888953593361964 -0.037074495059739102 0.024930713185618864 -0.10306351093682023 0.086613028243738399 -0.060646338867592089 -0.01857289012549573 -0.082556305141573749 0.010993753565056004 0.088133284064553605 0.077857835807684725 0.086082127981653239 0.022815880006167105 0.068831222503007966 0.090441057014897547 0.050275090111006761 0.058745011257105684 -0.06961148191764191 -0.045021492446745255 -0.006560293557499812 -0.1222851010131356 0.0099714045423170937 -0.026398579544560475 -0.036733633504834974 -0.045670735497616556 0.030947837055915979 0.0022645559823784144 0.074501524450525505 -leaf_weight=6151.4327313601971 4374.0289173722267 6555.5504407733679 7249.6783956289291 9170.1495423913002 8788.1933839470148 5037.7701470255852 3709.893983438611 3249.2393150627613 7385.2823313176632 7070.0050356835127 9040.8323758691549 150.94995088875294 1940.7642667144537 799.39787159115076 3638.3930946439505 4026.0093349516392 5883.9926489517093 1983.5986705422401 726.49513003230095 414.59861141443253 736.72008812427521 1391.4845573157072 1871.1068770885468 1275.2820269465446 969.51893092691898 1859.4106959551573 5849.424742564559 1979.438593775034 5291.0869804471731 175.15136705338955 +leaf_value=0.052209414373507457 -0.0057853629796592509 -0.032530395058835385 0.025444476796680982 -0.018537247529869551 0.012465356592809432 -0.051531755468410115 0.0433065141218692 -0.030323169433796045 -0.009286445062747865 -0.041278152570786875 0.005496876782528002 0.044066642032276802 0.038928917903842362 0.04304106399082662 0.011407940003083553 0.034415611251503983 0.045220528507448773 0.02513754505550338 0.029372505628552842 -0.034805740958820955 -0.022510746223372628 -0.003280146778749906 -0.061142550506567798 0.0049857022711585468 -0.013199289772280237 -0.018366816752417487 -0.022835367748808278 0.01547391852795799 0.0011322779911892072 0.037250762225262753 +leaf_weight=12302.865462720394 8748.0578347444534 13111.100881546736 14499.356791257858 18340.2990847826 17576.38676789403 10075.54029405117 7419.7879668772221 6498.4786301255226 14770.564662635326 14140.010071367025 18081.66475173831 301.89990177750587 3881.5285334289074 1598.7957431823015 7276.7861892879009 8052.0186699032784 11767.985297903419 3967.1973410844803 1452.9902600646019 829.19722282886505 1473.4401762485504 2782.9691146314144 3742.2137541770935 2550.5640538930893 1939.037861853838 3718.8213919103146 11698.849485129118 3958.8771875500679 10582.173960894346 350.3027341067791 leaf_count=55812 21631 26297 50411 38949 52672 21009 29870 13205 34014 28570 49389 1150 15250 6446 22336 31708 50291 13322 5061 1723 3146 5999 8056 5964 4475 8261 23856 13456 26532 1119 -internal_value=0 -0.0462478 0.0532194 -0.0269815 0.0292979 -0.0856221 0.0838979 -0.0420601 -0.0121475 -0.0741388 0.0178635 0.0708305 0.0604615 0.0489377 0.0440993 0.0773588 0.0975852 0.0365541 0.0305592 -0.035101 -0.0338346 -0.0198744 -0.108269 -0.019004 -0.00573662 -0.0222256 -0.0510187 0.0349997 -0.00399672 0.0251897 -internal_weight=0 62500.7 56244.2 41966.2 31602.3 20534.4 24641.9 20811.6 21154.6 13625.6 17829 12606.5 4870.55 2929.79 13773.3 7735.9 12035.4 6523.64 4540.04 11713 11298.4 2128.2 6908.88 11489.5 2244.8 9244.69 9098.66 2130.39 9665.12 3813.54 +internal_value=0 -0.0231239 0.0266097 -0.0134908 0.014649 -0.0428111 0.0419489 -0.02103 -0.00607374 -0.0370694 0.00893174 0.0354152 0.0302307 0.0244688 0.0220497 0.0386794 0.0487926 0.0182771 0.0152796 -0.0175505 -0.0169173 -0.0099372 -0.0541346 -0.00950201 -0.00286831 -0.0111128 -0.0255093 0.0174999 -0.00199836 0.0125949 +internal_weight=0 125001 112488 83932.5 63204.7 41068.9 49283.8 41623.2 42309.2 27251.1 35658.1 25212.9 9741.1 5859.57 27546.6 15471.8 24070.9 13047.3 9080.08 23425.9 22596.7 4256.41 13817.8 22979 4489.6 18489.4 18197.3 4260.78 19330.2 7627.09 internal_count=669980 271687 398293 187755 194310 83932 203983 86878 100877 54867 102061 97880 36302 21052 92249 61578 106103 41838 28516 49817 48094 9145 29065 52714 10439 42275 37061 14606 48163 23455 is_linear=0 shrinkage=0.1 @@ -336,16 +336,16 @@ Tree=17 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 2 2 8 12 8 8 12 2 12 8 8 10 8 2 10 9 6 0 3 0 4 -split_gain=29289.2 4741.27 4127.62 938.684 534.857 534.025 440.741 129.748 118.225 104.119 86.5599 85.3362 97.641 151.68 70.5596 61.0488 58.7574 53.6605 68.7106 51.1895 51.1018 71.2546 50.409 49.1086 72.8569 48.9911 46.8474 45.8656 45.8348 44.641 +split_gain=14644.6 2370.63 2063.81 469.342 267.428 267.012 220.37 64.8738 59.1123 52.0593 43.2799 42.6681 48.8205 75.84 35.2798 30.5244 29.3787 26.8302 34.3553 25.5948 25.5509 35.6273 25.2045 24.5543 36.4285 24.4955 23.4237 22.9328 22.9174 22.3205 threshold=0.23190078063967928 0.72197306969910191 0.045688057837906117 0.45614472525325273 0.10557156246282116 0.89318112653567061 0.015299555006901422 0.60060999209537747 0.32701189696855848 0.80712088824194461 0.16001644067301837 39.500000000000007 1.0000000180025095e-35 40.500000000000007 39.500000000000007 1.0000000180025095e-35 0.0074800202466077537 1.0000000180025095e-35 40.500000000000007 47.500000000000007 1.0000000180025095e-35 33.500000000000007 0.94127117011010453 1.0000000180025095e-35 1.0000000180025095e-35 0.32916666666666672 0.037294284445576871 0.028290366334904966 0.065238424739026871 0.63450834879406315 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 14 9 16 19 28 -3 -6 15 13 27 -4 -8 -1 18 29 20 -5 -22 -7 25 -25 -10 -9 -13 -2 -16 right_child=1 5 4 7 10 22 11 26 23 -11 -12 12 -14 -15 17 -17 -18 -19 -20 -21 21 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.10441882874701491 0.011570725959318502 0.065060790117670769 -0.050888953593361964 0.037074495059739102 -0.024930713185618864 0.10306351093682023 -0.086613028243738399 0.060646338867592089 0.01857289012549573 0.082556305141573749 -0.010993753565056004 -0.088133284064553605 -0.077857835807684725 -0.086082127981653239 -0.022815880006167105 -0.068831222503007966 -0.090441057014897547 -0.050275090111006761 -0.058745011257105684 0.06961148191764191 0.045021492446745255 0.006560293557499812 0.1222851010131356 -0.0099714045423170937 0.026398579544560475 0.036733633504834974 0.045670735497616556 -0.030947837055915979 -0.0022645559823784144 -0.074501524450525505 -leaf_weight=6151.4327313601971 4374.0289173722267 6555.5504407733679 7249.6783956289291 9170.1495423913002 8788.1933839470148 5037.7701470255852 3709.893983438611 3249.2393150627613 7385.2823313176632 7070.0050356835127 9040.8323758691549 150.94995088875294 1940.7642667144537 799.39787159115076 3638.3930946439505 4026.0093349516392 5883.9926489517093 1983.5986705422401 726.49513003230095 414.59861141443253 736.72008812427521 1391.4845573157072 1871.1068770885468 1275.2820269465446 969.51893092691898 1859.4106959551573 5849.424742564559 1979.438593775034 5291.0869804471731 175.15136705338955 +leaf_value=-0.052209414373507457 0.0057853629796592509 0.032530395058835385 -0.025444476796680982 0.018537247529869551 -0.012465356592809432 0.051531755468410115 -0.0433065141218692 0.030323169433796045 0.009286445062747865 0.041278152570786875 -0.005496876782528002 -0.044066642032276802 -0.038928917903842362 -0.04304106399082662 -0.011407940003083553 -0.034415611251503983 -0.045220528507448773 -0.02513754505550338 -0.029372505628552842 0.034805740958820955 0.022510746223372628 0.003280146778749906 0.061142550506567798 -0.0049857022711585468 0.013199289772280237 0.018366816752417487 0.022835367748808278 -0.01547391852795799 -0.0011322779911892072 -0.037250762225262753 +leaf_weight=12302.865462720394 8748.0578347444534 13111.100881546736 14499.356791257858 18340.2990847826 17576.38676789403 10075.54029405117 7419.7879668772221 6498.4786301255226 14770.564662635326 14140.010071367025 18081.66475173831 301.89990177750587 3881.5285334289074 1598.7957431823015 7276.7861892879009 8052.0186699032784 11767.985297903419 3967.1973410844803 1452.9902600646019 829.19722282886505 1473.4401762485504 2782.9691146314144 3742.2137541770935 2550.5640538930893 1939.037861853838 3718.8213919103146 11698.849485129118 3958.8771875500679 10582.173960894346 350.3027341067791 leaf_count=55812 21631 26297 50411 38949 52672 21009 29870 13205 34014 28570 49389 1150 15250 6446 22336 31708 50291 13322 5061 1723 3146 5999 8056 5964 4475 8261 23856 13456 26532 1119 -internal_value=0 0.0462478 -0.0532194 0.0269815 -0.0292979 0.0856221 -0.0838979 0.0420601 0.0121475 0.0741388 -0.0178635 -0.0708305 -0.0604615 -0.0489377 -0.0440993 -0.0773588 -0.0975852 -0.0365541 -0.0305592 0.035101 0.0338346 0.0198744 0.108269 0.019004 0.00573662 0.0222256 0.0510187 -0.0349997 0.00399672 -0.0251897 -internal_weight=0 62500.7 56244.2 41966.2 31602.3 20534.4 24641.9 20811.6 21154.6 13625.6 17829 12606.5 4870.55 2929.79 13773.3 7735.9 12035.4 6523.64 4540.04 11713 11298.4 2128.2 6908.88 11489.5 2244.8 9244.69 9098.66 2130.39 9665.12 3813.54 +internal_value=0 0.0231239 -0.0266097 0.0134908 -0.014649 0.0428111 -0.0419489 0.02103 0.00607374 0.0370694 -0.00893174 -0.0354152 -0.0302307 -0.0244688 -0.0220497 -0.0386794 -0.0487926 -0.0182771 -0.0152796 0.0175505 0.0169173 0.0099372 0.0541346 0.00950201 0.00286831 0.0111128 0.0255093 -0.0174999 0.00199836 -0.0125949 +internal_weight=0 125001 112488 83932.5 63204.7 41068.9 49283.8 41623.2 42309.2 27251.1 35658.1 25212.9 9741.1 5859.57 27546.6 15471.8 24070.9 13047.3 9080.08 23425.9 22596.7 4256.41 13817.8 22979 4489.6 18489.4 18197.3 4260.78 19330.2 7627.09 internal_count=669980 271687 398293 187755 194310 83932 203983 86878 100877 54867 102061 97880 36302 21052 92249 61578 106103 41838 28516 49817 48094 9145 29065 52714 10439 42275 37061 14606 48163 23455 is_linear=0 shrinkage=0.1 @@ -355,16 +355,16 @@ Tree=18 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 2 2 2 8 3 8 12 8 12 8 10 6 0 8 8 10 8 2 8 0 8 -split_gain=24306.6 4248.96 3525.87 760.637 579.729 503.577 322.721 115.077 103.494 85.0667 83.8093 79.5512 69.6948 65.034 60.6306 102.307 158.53 66.6391 48.94 47.3592 45.885 44.8935 42.2605 58.1807 40.4275 43.3806 38.4982 38.2466 38.0961 51.1853 +split_gain=12153.3 2124.48 1762.94 380.318 289.864 251.789 161.36 57.5384 51.7468 42.5333 41.9047 39.7756 34.8474 32.517 30.3153 51.1535 79.2648 33.3195 24.47 23.6796 22.9425 22.4467 21.1302 29.0903 20.2137 21.6903 19.2491 19.1233 19.0481 25.5926 threshold=0.21435458242874009 0.65146318516201551 0.037748234010595648 0.86323969273790258 0.41400904635053487 0.10557156246282116 0.012927214920130917 0.78153987163609162 0.92490073479522228 0.53795445458126057 0.29780391340468032 0.071628437933621544 39.500000000000007 0.19161490244688659 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 0.67870967741935495 0.92502263599968015 47.500000000000007 45.500000000000007 1.0000000180025095e-35 30.500000000000004 0.0074800202466077537 25.500000000000004 0.045549642211175162 32.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 7 10 11 26 22 -5 28 -2 18 13 27 17 16 21 -8 -4 -9 -12 -16 23 24 -3 -26 -1 -7 -6 -30 right_child=1 3 5 8 9 12 14 19 -10 -11 20 -13 -14 -15 15 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 29 -31 -leaf_value=0.10216189344187968 -0.00015464284748827346 -0.053692869862578374 0.055882580707771946 -0.086424013342275924 -0.033209766052827432 -0.015329551915203602 0.087772731620117603 -0.071533596602752825 -0.10814517813217928 -0.038892404165537083 -0.011399349362827337 0.034865140650221046 0.011287320457669512 0.028439713589395274 0.02484791436726903 0.080667267640663412 0.087526454049538321 0.068236490536905559 0.0410833240564831 -0.037574939381306849 -0.035921308614339877 0.074912462705366209 -0.086186631398172883 0.12029972027538315 -0.057599845964741471 -0.018904148281072036 0.089368132834530559 0.02211547033688159 -0.034232488038988589 -0.014731303069529687 -leaf_weight=5682.7478730976582 8859.8174225986004 8197.4776660650969 4949.0374096557498 5649.9733911752701 3999.9831305444241 585.80607035756111 3325.5662040933967 6069.3760959655046 3585.6361569464207 8962.0570165961981 9992.0430985838175 6779.5074608623981 8080.2646254301071 6489.2096651345491 1414.8463635519147 1721.4424813613296 722.01955269277096 3676.0157231688499 4073.9245610684156 440.48490183055401 826.15445777773857 205.07217011600733 350.22433657944202 19.829569295048714 477.82402069866657 735.91508422791958 4012.9600229114294 510.47095529735088 1944.9176420271397 4370.2635445296764 +leaf_value=0.051080946720939838 -7.7321423744136731e-05 -0.026846434931289187 0.027941290353885973 -0.043212006671137962 -0.016604883026413716 -0.0076647759576018012 0.043886365810058801 -0.035766798301376412 -0.054072589066089638 -0.019446202082768541 -0.0056996746814136686 0.017432570325110523 0.0056436602288347558 0.014219856794697637 0.012423957183634515 0.040333633820331706 0.043763227024769161 0.034118245268452779 0.02054166202824155 -0.018787469690653424 -0.017960654307169938 0.037456231352683104 -0.043093315699086442 0.060149860137691573 -0.028799922982370735 -0.0094520741405360181 0.044684066417265279 0.011057735168440795 -0.017116244019494294 -0.0073656515347648435 +leaf_weight=11365.495746195316 17719.634845197201 16394.955332130194 9898.0748193114996 11299.94678235054 7999.9662610888481 1171.6121407151222 6651.1324081867933 12138.752191931009 7171.2723138928413 17924.114033192396 19984.086197167635 13559.014921724796 16160.529250860214 12978.419330269098 2829.6927271038294 3442.8849627226591 1444.0391053855419 7352.0314463376999 8147.8491221368313 880.96980366110802 1652.3089155554771 410.14434023201466 700.44867315888405 39.659138590097427 955.64804139733315 1471.8301684558392 8025.9200458228588 1020.9419105947018 3889.8352840542793 8740.5270890593529 leaf_count=55812 45121 32888 37827 23587 17240 3434 28804 24514 15840 36851 46701 45035 46752 38430 10194 14546 6257 30909 28088 1769 3651 1674 1405 80 1935 2980 37086 2990 8463 19117 -internal_value=0 -0.0402199 0.051559 -0.0719308 -0.0194403 0.0304551 0.0835475 -0.0589336 -0.094857 -0.0317657 -0.00736606 0.0430505 0.0177499 0.0246339 0.0718765 0.0621597 0.0485556 0.0775157 0.0492006 -0.0692358 -0.013272 0.0311858 -0.052077 -0.0508104 -0.0511709 -0.0341378 0.0968667 0.00210637 -0.0255738 -0.0207372 -internal_weight=0 64482 52228.9 25526.7 38955.2 31468.2 20760.7 16291.1 9235.61 19277.2 19678 15802.5 15665.8 7585.49 11065 4063.38 2341.94 7001.58 9022.96 6509.86 10818.2 1619.92 9781.27 9431.05 9411.22 1213.74 9695.71 1096.28 10315.2 6315.18 +internal_value=0 -0.02011 0.0257795 -0.0359654 -0.00972017 0.0152276 0.0417737 -0.0294668 -0.0474285 -0.0158828 -0.00368303 0.0215252 0.00887493 0.012317 0.0359382 0.0310798 0.0242778 0.0387578 0.0246003 -0.0346179 -0.00663601 0.0155929 -0.0260385 -0.0254052 -0.0255855 -0.0170689 0.0484333 0.00105318 -0.0127869 -0.0103686 +internal_weight=0 128964 104458 51053.5 77910.5 62936.4 41521.3 32582.3 18471.2 38554.4 39356 31604.9 31331.5 15171 22129.9 8126.76 4683.88 14003.2 18045.9 13019.7 21636.4 3239.84 19562.5 18862.1 18822.4 2427.48 19391.4 2192.55 20630.3 12630.4 internal_count=669980 282142 387838 104998 177144 202556 185282 65571 39427 81671 95473 110950 91606 44854 92384 32671 18125 59713 65915 26283 50352 11868 39288 37883 37803 4915 92898 6424 44820 27580 is_linear=0 shrinkage=0.1 @@ -374,16 +374,16 @@ Tree=19 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 2 2 2 8 3 8 12 8 12 8 10 6 0 8 8 10 8 2 8 0 8 -split_gain=24306.6 4248.96 3525.87 760.637 579.729 503.577 322.721 115.077 103.494 85.0667 83.8093 79.5512 69.6948 65.034 60.6306 102.307 158.53 66.6391 48.94 47.3592 45.885 44.8935 42.2605 58.1807 40.4275 43.3806 38.4982 38.2466 38.0961 51.1853 +split_gain=12153.3 2124.48 1762.94 380.318 289.864 251.789 161.36 57.5384 51.7468 42.5333 41.9047 39.7756 34.8474 32.517 30.3153 51.1535 79.2648 33.3195 24.47 23.6796 22.9425 22.4467 21.1302 29.0903 20.2137 21.6903 19.2491 19.1233 19.0481 25.5926 threshold=0.21435458242874009 0.65146318516201551 0.037748234010595648 0.86323969273790258 0.41400904635053487 0.10557156246282116 0.012927214920130917 0.78153987163609162 0.92490073479522228 0.53795445458126057 0.29780391340468032 0.071628437933621544 39.500000000000007 0.19161490244688659 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 0.67870967741935495 0.92502263599968015 47.500000000000007 45.500000000000007 1.0000000180025095e-35 30.500000000000004 0.0074800202466077537 25.500000000000004 0.045549642211175162 32.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 7 10 11 26 22 -5 28 -2 18 13 27 17 16 21 -8 -4 -9 -12 -16 23 24 -3 -26 -1 -7 -6 -30 right_child=1 3 5 8 9 12 14 19 -10 -11 20 -13 -14 -15 15 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 29 -31 -leaf_value=-0.10216189344187968 0.00015464284748827346 0.053692869862578374 -0.055882580707771946 0.086424013342275924 0.033209766052827432 0.015329551915203602 -0.087772731620117603 0.071533596602752825 0.10814517813217928 0.038892404165537083 0.011399349362827337 -0.034865140650221046 -0.011287320457669512 -0.028439713589395274 -0.02484791436726903 -0.080667267640663412 -0.087526454049538321 -0.068236490536905559 -0.0410833240564831 0.037574939381306849 0.035921308614339877 -0.074912462705366209 0.086186631398172883 -0.12029972027538315 0.057599845964741471 0.018904148281072036 -0.089368132834530559 -0.02211547033688159 0.034232488038988589 0.014731303069529687 -leaf_weight=5682.7478730976582 8859.8174225986004 8197.4776660650969 4949.0374096557498 5649.9733911752701 3999.9831305444241 585.80607035756111 3325.5662040933967 6069.3760959655046 3585.6361569464207 8962.0570165961981 9992.0430985838175 6779.5074608623981 8080.2646254301071 6489.2096651345491 1414.8463635519147 1721.4424813613296 722.01955269277096 3676.0157231688499 4073.9245610684156 440.48490183055401 826.15445777773857 205.07217011600733 350.22433657944202 19.829569295048714 477.82402069866657 735.91508422791958 4012.9600229114294 510.47095529735088 1944.9176420271397 4370.2635445296764 +leaf_value=-0.051080946720939838 7.7321423744136731e-05 0.026846434931289187 -0.027941290353885973 0.043212006671137962 0.016604883026413716 0.0076647759576018012 -0.043886365810058801 0.035766798301376412 0.054072589066089638 0.019446202082768541 0.0056996746814136686 -0.017432570325110523 -0.0056436602288347558 -0.014219856794697637 -0.012423957183634515 -0.040333633820331706 -0.043763227024769161 -0.034118245268452779 -0.02054166202824155 0.018787469690653424 0.017960654307169938 -0.037456231352683104 0.043093315699086442 -0.060149860137691573 0.028799922982370735 0.0094520741405360181 -0.044684066417265279 -0.011057735168440795 0.017116244019494294 0.0073656515347648435 +leaf_weight=11365.495746195316 17719.634845197201 16394.955332130194 9898.0748193114996 11299.94678235054 7999.9662610888481 1171.6121407151222 6651.1324081867933 12138.752191931009 7171.2723138928413 17924.114033192396 19984.086197167635 13559.014921724796 16160.529250860214 12978.419330269098 2829.6927271038294 3442.8849627226591 1444.0391053855419 7352.0314463376999 8147.8491221368313 880.96980366110802 1652.3089155554771 410.14434023201466 700.44867315888405 39.659138590097427 955.64804139733315 1471.8301684558392 8025.9200458228588 1020.9419105947018 3889.8352840542793 8740.5270890593529 leaf_count=55812 45121 32888 37827 23587 17240 3434 28804 24514 15840 36851 46701 45035 46752 38430 10194 14546 6257 30909 28088 1769 3651 1674 1405 80 1935 2980 37086 2990 8463 19117 -internal_value=0 0.0402199 -0.051559 0.0719308 0.0194403 -0.0304551 -0.0835475 0.0589336 0.094857 0.0317657 0.00736606 -0.0430505 -0.0177499 -0.0246339 -0.0718765 -0.0621597 -0.0485556 -0.0775157 -0.0492006 0.0692358 0.013272 -0.0311858 0.052077 0.0508104 0.0511709 0.0341378 -0.0968667 -0.00210637 0.0255738 0.0207372 -internal_weight=0 64482 52228.9 25526.7 38955.2 31468.2 20760.7 16291.1 9235.61 19277.2 19678 15802.5 15665.8 7585.49 11065 4063.38 2341.94 7001.58 9022.96 6509.86 10818.2 1619.92 9781.27 9431.05 9411.22 1213.74 9695.71 1096.28 10315.2 6315.18 +internal_value=0 0.02011 -0.0257795 0.0359654 0.00972017 -0.0152276 -0.0417737 0.0294668 0.0474285 0.0158828 0.00368303 -0.0215252 -0.00887493 -0.012317 -0.0359382 -0.0310798 -0.0242778 -0.0387578 -0.0246003 0.0346179 0.00663601 -0.0155929 0.0260385 0.0254052 0.0255855 0.0170689 -0.0484333 -0.00105318 0.0127869 0.0103686 +internal_weight=0 128964 104458 51053.5 77910.5 62936.4 41521.3 32582.3 18471.2 38554.4 39356 31604.9 31331.5 15171 22129.9 8126.76 4683.88 14003.2 18045.9 13019.7 21636.4 3239.84 19562.5 18862.1 18822.4 2427.48 19391.4 2192.55 20630.3 12630.4 internal_count=669980 282142 387838 104998 177144 202556 185282 65571 39427 81671 95473 110950 91606 44854 92384 32671 18125 59713 65915 26283 50352 11868 39288 37883 37803 4915 92898 6424 44820 27580 is_linear=0 shrinkage=0.1 @@ -393,16 +393,16 @@ Tree=20 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 8 2 0 8 4 3 8 8 12 8 12 12 8 8 7 6 10 8 1 3 6 -split_gain=20229.6 3785.42 3016.48 654.943 580.8 371.512 326.071 113.585 97.147 75.2443 74.4322 70.6083 81.7143 70.4457 65.3179 65.1577 58.1455 96.3029 146.886 65.1631 56.1383 52.6379 49.7768 48.911 45.1666 43.6789 75.5746 54.7295 55.1585 43.123 +split_gain=10114.8 1892.71 1508.24 327.471 290.4 185.756 163.036 56.7924 48.5735 37.6221 37.2161 35.3041 40.8572 35.2228 32.6589 32.5788 29.0728 48.1515 73.4431 32.5816 28.0691 26.319 24.8884 24.4555 22.5833 21.8395 37.7873 27.3647 27.5793 21.5615 threshold=0.19821811744301146 0.68566772543908749 0.037748234010595648 0.44139309176609126 0.87874295660046342 0.080488095919491423 0.012927214920130917 0.29246403914571834 0.79860730204461627 39.500000000000007 0.93042944834295571 0.045549642211175162 32.500000000000007 0.45993589743589752 0.29571104813622623 39.500000000000007 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 39.500000000000007 26.500000000000004 0.58114035087719318 0.35924528301886799 1.0000000180025095e-35 28.500000000000004 0.0075011363919761558 0.2161759166778425 0.47493734335839605 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 7 8 21 -1 24 29 14 -6 20 -13 15 -7 -14 19 18 -18 -8 23 -4 -22 -5 -2 27 -27 -9 -29 -3 right_child=1 4 5 11 10 9 16 25 -10 -11 -12 12 13 -15 -16 -17 17 -19 -20 -21 22 -23 -24 -25 -26 26 -28 28 -30 -31 -leaf_value=0.094341582460671078 0.0038213706055164318 -0.046169733605809143 0.050892023159473068 -0.048797257561940276 -0.082856479454203436 0.0097691970094079192 0.084619548939073905 -0.02247160076073124 -0.066002244199485388 0.014581224542454056 -0.10313903073323197 -0.039032484400757017 -0.0043223756761315386 0.0064484147877266794 0.031525955802911031 -0.028559584832464281 0.028712940119923449 0.077280604432637637 0.084366997399917709 0.06473240389718582 -0.0049783759368068276 0.036763336349374676 -0.036471679503605949 -0.024650532959341238 -0.015756008565721565 -0.029918033891423185 0.0087273743140510503 -0.025672985282134499 -0.0026510970664263313 -0.063996031082568947 -leaf_weight=8996.088023006916 8898.3716197162867 6886.8632508069277 5713.9318908005953 4454.1143882125616 4910.7742862552404 1702.9324672073126 3115.5032355338335 5537.500658467412 6346.3959948420525 9350.7153548598289 2864.8378076553345 3645.718553096056 1355.4382204860449 836.44123946130276 7274.0678212344646 6104.9480145275593 1585.9076328128576 1622.3918682560325 676.52762327343225 3496.9853678047657 776.73118691146374 4896.6571593135595 1418.2302523553371 1033.5056054741144 1358.3321509063244 680.11049152910709 1977.0639949142933 1388.4052496254444 4155.7736383825541 1690.0316472053528 +leaf_value=0.047170791230335539 0.0019106853027582159 -0.023084866802904572 0.025446011579736534 -0.024398628780970138 -0.041428239727101718 0.0048845985047039596 0.042309774469536952 -0.01123580038036562 -0.033001122099742694 0.007290612271227028 -0.051569515366615984 -0.019516242200378509 -0.0021611878380657693 0.0032242073938633397 0.015762977901455515 -0.01427979241623214 0.014356470059961724 0.038640302216318818 0.042183498699958855 0.03236620194859291 -0.0024891879684034138 0.018381668174687338 -0.018235839751802974 -0.012325266479670619 -0.0078780042828607826 -0.014959016945711593 0.0043636871570255252 -0.012836492641067249 -0.0013255485332131656 -0.031998015541284473 +leaf_weight=17992.176046013832 17796.743239432573 13773.726501613855 11427.863781601191 8908.2287764251232 9821.5485725104809 3405.8649344146252 6231.006471067667 11075.001316934824 12692.791989684105 18701.430709719658 5729.6756153106689 7291.437106192112 2710.8764409720898 1672.8824789226055 14548.135642468929 12209.896029055119 3171.8152656257153 3244.7837365120649 1353.0552465468645 6993.9707356095314 1553.4623738229275 9793.3143186271191 2836.4605047106743 2067.0112109482288 2716.6643018126488 1360.2209830582142 3954.1279898285866 2776.8104992508888 8311.5472767651081 3380.0632944107056 leaf_count=92898 46121 27601 44795 18400 21077 10569 28804 25139 26037 56357 13204 15160 5669 3543 46102 25431 11868 14546 6257 30909 3218 34272 5877 4298 6870 3172 9264 6461 19281 6780 -internal_value=0 -0.0350498 0.0499634 -0.0178156 -0.068169 0.0294804 0.0803707 -0.00673413 -0.0566227 0.0208593 -0.0903294 -0.0313648 -0.0265539 -0.0210707 0.0273987 -0.0241561 0.0683978 0.0586878 0.045355 0.0741023 -0.0388433 0.0443718 -0.0253271 -0.0442496 0.00122867 -0.0126787 -0.00116402 -0.0154398 -0.00841637 -0.0496823 -internal_weight=0 66319.6 48431.7 43620.7 22698.9 28938.3 19493.4 23995.6 14923.3 18327.7 7775.61 19625.1 11942.5 8296.83 8977 7460.39 10497.3 3884.83 2262.44 6612.49 7682.58 10610.6 2194.96 5487.62 10256.7 13738.9 2657.17 11081.7 5544.18 8576.89 +internal_value=0 -0.0175249 0.0249817 -0.00890779 -0.0340845 0.0147402 0.0401853 -0.00336707 -0.0283113 0.0104296 -0.0451647 -0.0156824 -0.013277 -0.0105353 0.0136994 -0.012078 0.0341989 0.0293439 0.0226775 0.0370512 -0.0194217 0.0221859 -0.0126636 -0.0221248 0.000614334 -0.00633937 -0.000582008 -0.00771988 -0.00420819 -0.0248412 +internal_weight=0 132639 96863.4 87241.4 45397.8 57876.6 38986.8 47991.1 29846.6 36655.4 15551.2 39250.3 23885.1 16593.7 17954 14920.8 20994.6 7769.65 4524.87 13225 15365.2 21221.2 4389.92 10975.2 20513.4 27477.7 5314.35 22163.4 11088.4 17153.8 internal_count=669980 292603 377377 197904 94699 192095 185282 116308 60418 113028 34281 81596 49803 34643 56671 31100 92384 32671 18125 59713 31793 79067 9095 22698 52991 63317 12436 50881 25742 34381 is_linear=0 shrinkage=0.1 @@ -412,16 +412,16 @@ Tree=21 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 8 2 0 8 4 3 8 8 12 8 12 12 8 8 7 6 10 8 1 3 6 -split_gain=20229.6 3785.42 3016.48 654.943 580.8 371.512 326.071 113.585 97.147 75.2443 74.4322 70.6083 81.7143 70.4457 65.3179 65.1577 58.1455 96.3029 146.886 65.1631 56.1383 52.6379 49.7768 48.911 45.1666 43.6789 75.5746 54.7295 55.1585 43.123 +split_gain=10114.8 1892.71 1508.24 327.471 290.4 185.756 163.036 56.7924 48.5735 37.6221 37.2161 35.3041 40.8572 35.2228 32.6589 32.5788 29.0728 48.1515 73.4431 32.5816 28.0691 26.319 24.8884 24.4555 22.5833 21.8395 37.7873 27.3647 27.5793 21.5615 threshold=0.19821811744301146 0.68566772543908749 0.037748234010595648 0.44139309176609126 0.87874295660046342 0.080488095919491423 0.012927214920130917 0.29246403914571834 0.79860730204461627 39.500000000000007 0.93042944834295571 0.045549642211175162 32.500000000000007 0.45993589743589752 0.29571104813622623 39.500000000000007 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 39.500000000000007 26.500000000000004 0.58114035087719318 0.35924528301886799 1.0000000180025095e-35 28.500000000000004 0.0075011363919761558 0.2161759166778425 0.47493734335839605 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 7 8 21 -1 24 29 14 -6 20 -13 15 -7 -14 19 18 -18 -8 23 -4 -22 -5 -2 27 -27 -9 -29 -3 right_child=1 4 5 11 10 9 16 25 -10 -11 -12 12 13 -15 -16 -17 17 -19 -20 -21 22 -23 -24 -25 -26 26 -28 28 -30 -31 -leaf_value=-0.094341582460671078 -0.0038213706055164318 0.046169733605809143 -0.050892023159473068 0.048797257561940276 0.082856479454203436 -0.0097691970094079192 -0.084619548939073905 0.02247160076073124 0.066002244199485388 -0.014581224542454056 0.10313903073323197 0.039032484400757017 0.0043223756761315386 -0.0064484147877266794 -0.031525955802911031 0.028559584832464281 -0.028712940119923449 -0.077280604432637637 -0.084366997399917709 -0.06473240389718582 0.0049783759368068276 -0.036763336349374676 0.036471679503605949 0.024650532959341238 0.015756008565721565 0.029918033891423185 -0.0087273743140510503 0.025672985282134499 0.0026510970664263313 0.063996031082568947 -leaf_weight=8996.088023006916 8898.3716197162867 6886.8632508069277 5713.9318908005953 4454.1143882125616 4910.7742862552404 1702.9324672073126 3115.5032355338335 5537.500658467412 6346.3959948420525 9350.7153548598289 2864.8378076553345 3645.718553096056 1355.4382204860449 836.44123946130276 7274.0678212344646 6104.9480145275593 1585.9076328128576 1622.3918682560325 676.52762327343225 3496.9853678047657 776.73118691146374 4896.6571593135595 1418.2302523553371 1033.5056054741144 1358.3321509063244 680.11049152910709 1977.0639949142933 1388.4052496254444 4155.7736383825541 1690.0316472053528 +leaf_value=-0.047170791230335539 -0.0019106853027582159 0.023084866802904572 -0.025446011579736534 0.024398628780970138 0.041428239727101718 -0.0048845985047039596 -0.042309774469536952 0.01123580038036562 0.033001122099742694 -0.007290612271227028 0.051569515366615984 0.019516242200378509 0.0021611878380657693 -0.0032242073938633397 -0.015762977901455515 0.01427979241623214 -0.014356470059961724 -0.038640302216318818 -0.042183498699958855 -0.03236620194859291 0.0024891879684034138 -0.018381668174687338 0.018235839751802974 0.012325266479670619 0.0078780042828607826 0.014959016945711593 -0.0043636871570255252 0.012836492641067249 0.0013255485332131656 0.031998015541284473 +leaf_weight=17992.176046013832 17796.743239432573 13773.726501613855 11427.863781601191 8908.2287764251232 9821.5485725104809 3405.8649344146252 6231.006471067667 11075.001316934824 12692.791989684105 18701.430709719658 5729.6756153106689 7291.437106192112 2710.8764409720898 1672.8824789226055 14548.135642468929 12209.896029055119 3171.8152656257153 3244.7837365120649 1353.0552465468645 6993.9707356095314 1553.4623738229275 9793.3143186271191 2836.4605047106743 2067.0112109482288 2716.6643018126488 1360.2209830582142 3954.1279898285866 2776.8104992508888 8311.5472767651081 3380.0632944107056 leaf_count=92898 46121 27601 44795 18400 21077 10569 28804 25139 26037 56357 13204 15160 5669 3543 46102 25431 11868 14546 6257 30909 3218 34272 5877 4298 6870 3172 9264 6461 19281 6780 -internal_value=0 0.0350498 -0.0499634 0.0178156 0.068169 -0.0294804 -0.0803707 0.00673413 0.0566227 -0.0208593 0.0903294 0.0313648 0.0265539 0.0210707 -0.0273987 0.0241561 -0.0683978 -0.0586878 -0.045355 -0.0741023 0.0388433 -0.0443718 0.0253271 0.0442496 -0.00122867 0.0126787 0.00116402 0.0154398 0.00841637 0.0496823 -internal_weight=0 66319.6 48431.7 43620.7 22698.9 28938.3 19493.4 23995.6 14923.3 18327.7 7775.61 19625.1 11942.5 8296.83 8977 7460.39 10497.3 3884.83 2262.44 6612.49 7682.58 10610.6 2194.96 5487.62 10256.7 13738.9 2657.17 11081.7 5544.18 8576.89 +internal_value=0 0.0175249 -0.0249817 0.00890779 0.0340845 -0.0147402 -0.0401853 0.00336707 0.0283113 -0.0104296 0.0451647 0.0156824 0.013277 0.0105353 -0.0136994 0.012078 -0.0341989 -0.0293439 -0.0226775 -0.0370512 0.0194217 -0.0221859 0.0126636 0.0221248 -0.000614334 0.00633937 0.000582008 0.00771988 0.00420819 0.0248412 +internal_weight=0 132639 96863.4 87241.4 45397.8 57876.6 38986.8 47991.1 29846.6 36655.4 15551.2 39250.3 23885.1 16593.7 17954 14920.8 20994.6 7769.65 4524.87 13225 15365.2 21221.2 4389.92 10975.2 20513.4 27477.7 5314.35 22163.4 11088.4 17153.8 internal_count=669980 292603 377377 197904 94699 192095 185282 116308 60418 113028 34281 81596 49803 34643 56671 31100 92384 32671 18125 59713 31793 79067 9095 22698 52991 63317 12436 50881 25742 34381 is_linear=0 shrinkage=0.1 @@ -431,16 +431,16 @@ Tree=22 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 6 8 1 2 10 9 8 12 8 12 1 3 8 10 2 12 8 8 12 8 6 -split_gain=16839.5 3280.73 2696.17 701.956 397.251 356.93 274.414 113.577 88.0778 78.9013 71.9944 63.333 61.4163 60.5581 94.474 57.9979 97.6386 147.466 57.2385 56.6688 52.377 52.2195 48.1933 47.8388 46.0699 75.4174 44.4962 44.2195 46.1566 41.4583 +split_gain=8419.75 1640.37 1348.08 350.978 198.625 178.465 137.207 56.7887 44.0389 39.4506 35.9972 31.6665 30.7082 30.279 47.237 28.999 48.8193 73.7331 28.6192 28.3344 26.1885 26.1098 24.0967 23.9194 23.0349 37.7087 22.2481 22.1098 23.0783 20.7292 threshold=0.19076083981042186 0.62570734528967364 0.03369196482344778 0.85473614589076297 0.35610933075600715 0.080488095919491423 0.011239401872280804 0.9132818566857771 0.76468729250686385 0.57518796992481214 47.500000000000007 0.0088597918812833628 0.13036083846117988 1.0000000180025095e-35 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.011462696706274976 0.15047119230227432 39.500000000000007 1.0000000180025095e-35 0.50760144110495231 1.0000000180025095e-35 40.500000000000007 28.500000000000004 1.0000000180025095e-35 23.500000000000004 0.67204301075268824 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 8 19 21 -1 -5 -3 10 13 -12 -7 23 -15 18 17 22 -8 -2 -21 27 -17 -6 25 -23 -16 -4 -29 -10 right_child=1 3 5 7 9 12 15 -9 29 -11 11 -13 -14 14 26 16 -18 -19 -20 20 -22 24 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=0.093571769661330198 -0.0064886284254788307 -0.040440864472802096 0.057447935377132844 -0.069620280862189521 -0.016453855446053968 0.02553412164182094 0.083945986613109952 -0.09159878985574274 -0.051929646038872346 -0.038056731924882098 -0.077548705894884495 -0.019423597168760111 0.013571512344154664 0.0074824815748013446 -0.045064656945086774 0.014300689356286504 0.076848063219938534 0.082621124742158714 0.064779299764536696 -0.013809326618729918 0.0088439073060570372 0.022269277759024105 0.059998381436169181 -0.027676051522866299 0.048885469529318548 0.060594132967449588 -0.012266485248112968 0.032964175387275946 0.059352590835761755 -0.07470478686597333 -leaf_weight=7350.4615557268262 9948.8759683221579 10474.867009609938 2981.3320435360074 4931.2628896534443 9080.8254551142454 8781.8599401861429 2928.7311025038362 4493.9618639945984 6127.1605326980352 2597.6308778226376 394.25943952798843 357.37947574257851 8393.810600951314 2058.6389175653458 638.7409730553627 1051.5187936797738 1508.9256351664662 640.25994362682104 3329.2887692153454 1223.9521682709455 6144.9503476172686 3005.5757728517056 295.67221426963806 6530.2992935329676 1671.2296556085348 619.25692485272884 1173.744030892849 2301.8807824030519 930.89173403382301 919.16406072676182 +leaf_value=0.046785884830665099 -0.0032443142127394154 -0.020220432236401048 0.028723967688566422 -0.03481014043109476 -0.008226927723026984 0.01276706082091047 0.041972993306554976 -0.04579939492787137 -0.025964823019436173 -0.019028365962441049 -0.038774352947442248 -0.0097117985843800554 0.006785756172077332 0.0037412407874006723 -0.022532328472543387 0.0071503446781432519 0.038424031609969267 0.041310562371079357 0.032389649882268348 -0.0069046633093649591 0.0044219536530285186 0.011134638879512052 0.02999919071808459 -0.013838025761433149 0.024442734764659274 0.030297066483724794 -0.0061332426240564841 0.016482087693637973 0.029676295417880878 -0.037352393432986665 +leaf_weight=14700.923111453652 19897.751936644316 20949.734019219875 5962.6640870720148 9862.5257793068886 18161.650910228491 17563.719880372286 5857.4622050076723 8987.9237279891968 12254.32106539607 5195.2617556452751 788.51887905597687 714.75895148515701 16787.621201902628 4117.2778351306915 1277.4819461107254 2103.0375873595476 3017.8512703329325 1280.5198872536421 6658.5775384306908 2447.9043365418911 12289.900695234537 6011.1515457034111 591.34442853927612 13060.598587065935 3342.4593112170696 1238.5138497054577 2347.4880617856979 4603.7615648061037 1861.783468067646 1838.3281214535236 leaf_count=82447 49679 42060 24867 21188 39889 58032 29197 21015 24978 10765 1661 1527 49869 9064 2718 8291 14594 6382 31486 6221 31241 20034 2380 26831 13180 5137 5110 18741 7613 3783 -internal_value=0 -0.0311023 0.0475569 -0.0580937 -0.0129868 0.0288194 0.0789807 -0.0800997 -0.046256 -0.0216499 -0.0195436 -0.0499121 0.019688 -0.0183719 -0.00717586 0.0679856 0.0576695 0.0431086 0.0737492 -0.00156551 0.00508127 0.0424456 0.0243301 -0.0211482 0.0351495 0.0288166 -0.0238249 0.0486638 0.0405628 -0.0549006 -internal_weight=0 67095.7 45790.7 26946.4 40149.3 28685.8 17104.9 9425.22 17521.2 22831.5 20233.9 751.639 17175.7 19482.2 3871.12 9754.4 3496.38 1987.45 6258.02 17317.8 7368.9 11510.2 1347.19 15611.1 5296.06 3624.83 1812.49 6214.1 3232.77 7046.32 +internal_value=0 -0.0155511 0.0237785 -0.0290469 -0.0064934 0.0144097 0.0394904 -0.0400498 -0.023128 -0.0108249 -0.00977178 -0.0249561 0.00984398 -0.00918595 -0.00358793 0.0339928 0.0288348 0.0215543 0.0368746 -0.000782755 0.00254064 0.0212228 0.0121651 -0.0105741 0.0175748 0.0144083 -0.0119125 0.0243319 0.0202814 -0.0274503 +internal_weight=0 134191 91581.4 53892.8 80298.6 57371.7 34209.7 18850.4 35042.4 45663 40467.8 1503.28 34351.3 38964.5 7742.25 19508.8 6992.75 3974.9 12516 34635.6 14737.8 23020.3 2694.38 31222.2 10592.1 7249.67 3624.97 12428.2 6465.55 14092.6 internal_count=669980 297730 372250 113024 184706 197473 174777 42203 70821 97565 86800 3188 107901 83612 16892 92330 31647 17053 60683 87141 37462 89572 10671 66720 38351 25171 7828 51221 26354 28761 is_linear=0 shrinkage=0.1 @@ -450,16 +450,16 @@ Tree=23 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 6 8 1 2 10 9 8 12 8 12 1 3 8 10 2 12 8 8 12 8 6 -split_gain=16839.5 3280.73 2696.17 701.956 397.251 356.93 274.414 113.577 88.0778 78.9013 71.9944 63.333 61.4163 60.5581 94.474 57.9979 97.6386 147.466 57.2385 56.6688 52.377 52.2195 48.1933 47.8388 46.0699 75.4174 44.4962 44.2195 46.1566 41.4583 +split_gain=8419.75 1640.37 1348.08 350.978 198.625 178.465 137.207 56.7887 44.0389 39.4506 35.9972 31.6665 30.7082 30.279 47.237 28.999 48.8193 73.7331 28.6192 28.3344 26.1885 26.1098 24.0967 23.9194 23.0349 37.7087 22.2481 22.1098 23.0783 20.7292 threshold=0.19076083981042186 0.62570734528967364 0.03369196482344778 0.85473614589076297 0.35610933075600715 0.080488095919491423 0.011239401872280804 0.9132818566857771 0.76468729250686385 0.57518796992481214 47.500000000000007 0.0088597918812833628 0.13036083846117988 1.0000000180025095e-35 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.011462696706274976 0.15047119230227432 39.500000000000007 1.0000000180025095e-35 0.50760144110495231 1.0000000180025095e-35 40.500000000000007 28.500000000000004 1.0000000180025095e-35 23.500000000000004 0.67204301075268824 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 8 19 21 -1 -5 -3 10 13 -12 -7 23 -15 18 17 22 -8 -2 -21 27 -17 -6 25 -23 -16 -4 -29 -10 right_child=1 3 5 7 9 12 15 -9 29 -11 11 -13 -14 14 26 16 -18 -19 -20 20 -22 24 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.093571769661330198 0.0064886284254788307 0.040440864472802096 -0.057447935377132844 0.069620280862189521 0.016453855446053968 -0.02553412164182094 -0.083945986613109952 0.09159878985574274 0.051929646038872346 0.038056731924882098 0.077548705894884495 0.019423597168760111 -0.013571512344154664 -0.0074824815748013446 0.045064656945086774 -0.014300689356286504 -0.076848063219938534 -0.082621124742158714 -0.064779299764536696 0.013809326618729918 -0.0088439073060570372 -0.022269277759024105 -0.059998381436169181 0.027676051522866299 -0.048885469529318548 -0.060594132967449588 0.012266485248112968 -0.032964175387275946 -0.059352590835761755 0.07470478686597333 -leaf_weight=7350.4615557268262 9948.8759683221579 10474.867009609938 2981.3320435360074 4931.2628896534443 9080.8254551142454 8781.8599401861429 2928.7311025038362 4493.9618639945984 6127.1605326980352 2597.6308778226376 394.25943952798843 357.37947574257851 8393.810600951314 2058.6389175653458 638.7409730553627 1051.5187936797738 1508.9256351664662 640.25994362682104 3329.2887692153454 1223.9521682709455 6144.9503476172686 3005.5757728517056 295.67221426963806 6530.2992935329676 1671.2296556085348 619.25692485272884 1173.744030892849 2301.8807824030519 930.89173403382301 919.16406072676182 +leaf_value=-0.046785884830665099 0.0032443142127394154 0.020220432236401048 -0.028723967688566422 0.03481014043109476 0.008226927723026984 -0.01276706082091047 -0.041972993306554976 0.04579939492787137 0.025964823019436173 0.019028365962441049 0.038774352947442248 0.0097117985843800554 -0.006785756172077332 -0.0037412407874006723 0.022532328472543387 -0.0071503446781432519 -0.038424031609969267 -0.041310562371079357 -0.032389649882268348 0.0069046633093649591 -0.0044219536530285186 -0.011134638879512052 -0.02999919071808459 0.013838025761433149 -0.024442734764659274 -0.030297066483724794 0.0061332426240564841 -0.016482087693637973 -0.029676295417880878 0.037352393432986665 +leaf_weight=14700.923111453652 19897.751936644316 20949.734019219875 5962.6640870720148 9862.5257793068886 18161.650910228491 17563.719880372286 5857.4622050076723 8987.9237279891968 12254.32106539607 5195.2617556452751 788.51887905597687 714.75895148515701 16787.621201902628 4117.2778351306915 1277.4819461107254 2103.0375873595476 3017.8512703329325 1280.5198872536421 6658.5775384306908 2447.9043365418911 12289.900695234537 6011.1515457034111 591.34442853927612 13060.598587065935 3342.4593112170696 1238.5138497054577 2347.4880617856979 4603.7615648061037 1861.783468067646 1838.3281214535236 leaf_count=82447 49679 42060 24867 21188 39889 58032 29197 21015 24978 10765 1661 1527 49869 9064 2718 8291 14594 6382 31486 6221 31241 20034 2380 26831 13180 5137 5110 18741 7613 3783 -internal_value=0 0.0311023 -0.0475569 0.0580937 0.0129868 -0.0288194 -0.0789807 0.0800997 0.046256 0.0216499 0.0195436 0.0499121 -0.019688 0.0183719 0.00717586 -0.0679856 -0.0576695 -0.0431086 -0.0737492 0.00156551 -0.00508127 -0.0424456 -0.0243301 0.0211482 -0.0351495 -0.0288166 0.0238249 -0.0486638 -0.0405628 0.0549006 -internal_weight=0 67095.7 45790.7 26946.4 40149.3 28685.8 17104.9 9425.22 17521.2 22831.5 20233.9 751.639 17175.7 19482.2 3871.12 9754.4 3496.38 1987.45 6258.02 17317.8 7368.9 11510.2 1347.19 15611.1 5296.06 3624.83 1812.49 6214.1 3232.77 7046.32 +internal_value=0 0.0155511 -0.0237785 0.0290469 0.0064934 -0.0144097 -0.0394904 0.0400498 0.023128 0.0108249 0.00977178 0.0249561 -0.00984398 0.00918595 0.00358793 -0.0339928 -0.0288348 -0.0215543 -0.0368746 0.000782755 -0.00254064 -0.0212228 -0.0121651 0.0105741 -0.0175748 -0.0144083 0.0119125 -0.0243319 -0.0202814 0.0274503 +internal_weight=0 134191 91581.4 53892.8 80298.6 57371.7 34209.7 18850.4 35042.4 45663 40467.8 1503.28 34351.3 38964.5 7742.25 19508.8 6992.75 3974.9 12516 34635.6 14737.8 23020.3 2694.38 31222.2 10592.1 7249.67 3624.97 12428.2 6465.55 14092.6 internal_count=669980 297730 372250 113024 184706 197473 174777 42203 70821 97565 86800 3188 107901 83612 16892 92330 31647 17053 60683 87141 37462 89572 10671 66720 38351 25171 7828 51221 26354 28761 is_linear=0 shrinkage=0.1 @@ -469,16 +469,16 @@ Tree=24 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 6 6 1 4 8 1 8 12 8 12 2 8 3 10 8 0 8 3 12 8 3 -split_gain=14039.9 3100.69 2100.14 659.028 418.054 243.64 242.184 109.475 84.7487 73.2299 65.5465 57.5746 57.4718 55.1195 62.9793 51.4895 103.925 159.395 62.5698 49.9562 48.5444 60.4588 46.2423 46.2741 45.4639 44.4447 44.416 42.2774 56.8087 46.6153 +split_gain=7019.97 1550.34 1050.07 329.514 209.027 121.82 121.092 54.7375 42.3744 36.6149 32.7733 28.7873 28.7359 27.5597 31.4896 25.7447 51.9626 79.6973 31.2849 24.9781 24.2722 30.2294 23.1212 23.1371 22.7319 22.2223 22.208 21.1387 28.4043 23.3076 threshold=0.16001644067301837 0.61676732637305076 0.030861927778056301 0.87110358185636094 0.33861573269655082 0.071628437933621544 0.0092555391706332351 0.79005694946734772 0.93042944834295571 0.59041394335511999 0.54195804195804198 0.013110484121924651 0.6043478260869567 47.500000000000007 0.005873767373250907 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.50008978071452403 39.500000000000007 0.29571104813622623 1.0000000180025095e-35 18.500000000000004 0.92502263599968015 39.500000000000007 0.10431725392723669 1.0000000180025095e-35 40.500000000000007 0.10941744816034667 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 7 10 25 -1 22 -5 12 11 -2 13 19 -15 18 17 24 -8 -6 21 -7 -3 -24 -17 -4 -13 28 -22 -29 right_child=1 3 5 8 9 20 15 -9 -10 -11 -12 26 -14 14 -16 16 -18 -19 -20 -21 27 -23 23 -25 -26 -27 -28 29 -30 -31 -leaf_value=0.093678817663468583 -0.0015835075487440607 -0.039670810144307012 0.047978610712428232 -0.06937707856465665 -0.012394734106417254 0.0082128133274357706 0.08368677485602509 -0.053345239775387056 -0.091305321522585817 -0.033957081958917779 -0.01807655826312644 -0.013839780005322225 0.0057435175789518934 -0.076982011181114987 -0.019468499415429129 0.011661168925056125 0.077233550378071739 0.081896535807390966 0.063642871942659204 -0.022778692569872944 0.0072255581766666717 0.032008818911458126 -0.047985692973931619 -0.012537584507158125 0.066347546566232304 0.034747774693048378 0.012459313245835288 -0.012471560540710289 0.036944541854812878 0.033180900808909654 -leaf_weight=5651.5680248960853 10749.372862517834 11318.616877198219 5609.7825766056776 5271.2705711573362 11626.448033079505 1300.7582093924284 2891.1565444916487 6275.9588717073202 2647.7926487326622 2661.5407675951719 1593.9274947941303 711.14848417043686 1114.526159837842 328.2231762111187 453.41169039905071 1010.0217980891466 1470.662176258862 636.57673468440771 3375.9383167624474 7702.2949557900429 4545.1218467056751 5959.2669399231672 512.31436577439308 1309.6512537449598 178.95829720795155 4637.9696110934019 6621.9019232392311 252.73088282346725 749.22783654928207 1944.8709601312876 +leaf_value=0.046839408831734292 -0.00079175377437203033 -0.019835405072153506 0.023989305356214116 -0.034688539282328325 -0.0061973670532086272 0.0041064066637178853 0.041843387428012545 -0.026672619887693528 -0.045652660761292908 -0.016978540979458889 -0.0090382791315632201 -0.0069198900026611124 0.0028717587894759467 -0.038491005590557494 -0.0097342497077145644 0.0058305844625280625 0.038616775189035869 0.040948267903695483 0.031821435971329602 -0.011389346284936472 0.0036127790883333359 0.016004409455729063 -0.02399284648696581 -0.0062687922535790627 0.033173773283116152 0.017373887346524189 0.0062296566229176438 -0.0062357802703551443 0.018472270927406439 0.016590450404454827 +leaf_weight=11303.136049792171 21498.745725035667 22637.233754396439 11219.565153211355 10542.541142314672 23252.89606615901 2601.5164187848568 5782.3130889832973 12551.91774341464 5295.5852974653244 5323.0815351903439 3187.8549895882607 1422.2969683408737 2229.052319675684 656.4463524222374 906.82338079810143 2020.0435961782932 2941.324352517724 1273.1534693688154 6751.8766335248947 15404.589911580086 9090.2436934113503 11918.533879846334 1024.6287315487862 2619.3025074899197 357.91659441590309 9275.9392221868038 13243.803846478462 505.46176564693451 1498.4556730985641 3889.7419202625751 leaf_count=69171 56019 45473 49190 23634 51479 8722 31154 26182 13204 11010 7979 3735 4923 1374 1946 8196 15371 6849 34382 31688 28483 41093 2057 5273 1691 35193 35100 1665 5016 12728 -internal_value=0 -0.025996 0.0479739 -0.0523961 -0.00943003 0.030146 0.077267 -0.04248 -0.0767089 -0.0183211 0.00136345 0.00307705 -0.0163604 -0.0175854 -0.0436195 0.0675681 0.0574505 0.0415133 0.0728896 -0.0165326 0.021918 0.0277454 -0.0372908 -0.0225052 0.0198922 0.0419905 0.00990887 0.016271 0.0114312 0.0279307 -internal_weight=0 70898.4 40214.6 27335.6 43562.8 24999.7 15214.9 19416.5 7919.06 23886.4 19676.4 18082.4 21224.9 20110.4 781.635 9563.31 3296.22 1825.56 6267.09 19328.7 14752 7260.03 13140.6 1821.97 1188.98 10247.8 7333.05 7491.95 5294.35 2197.6 +internal_value=0 -0.012998 0.0239869 -0.026198 -0.00471502 0.015073 0.0386335 -0.02124 -0.0383545 -0.00916056 0.000681726 0.00153852 -0.00818021 -0.00879271 -0.0218098 0.0337841 0.0287252 0.0207567 0.0364448 -0.00826631 0.010959 0.0138727 -0.0186454 -0.0112526 0.00994612 0.0209953 0.00495443 0.0081355 0.00571561 0.0139654 +internal_weight=0 141797 80429.2 54671.2 87125.6 49999.5 30429.8 38833.1 15838.1 47772.9 39352.7 36164.8 42449.8 40220.8 1563.27 19126.6 6592.44 3651.11 12534.2 38657.5 29504 14520.1 26281.2 3643.93 2377.96 20495.5 14666.1 14983.9 10588.7 4395.2 internal_count=669980 321076 348904 115823 205253 182090 166814 78985 36838 102420 102833 94854 91410 86487 3320 97643 32107 16736 65536 83167 97707 49815 52803 7330 9887 84383 38835 47892 33499 14393 is_linear=0 shrinkage=0.1 @@ -488,16 +488,16 @@ Tree=25 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 6 6 1 4 8 1 8 12 8 12 2 8 3 10 8 0 8 3 12 8 3 -split_gain=14039.9 3100.69 2100.14 659.028 418.054 243.64 242.184 109.475 84.7487 73.2299 65.5465 57.5746 57.4718 55.1195 62.9793 51.4895 103.925 159.395 62.5698 49.9562 48.5444 60.4588 46.2423 46.2741 45.4639 44.4447 44.416 42.2774 56.8087 46.6153 +split_gain=7019.97 1550.34 1050.07 329.514 209.027 121.82 121.092 54.7375 42.3744 36.6149 32.7733 28.7873 28.7359 27.5597 31.4896 25.7447 51.9626 79.6973 31.2849 24.9781 24.2722 30.2294 23.1212 23.1371 22.7319 22.2223 22.208 21.1387 28.4043 23.3076 threshold=0.16001644067301837 0.61676732637305076 0.030861927778056301 0.87110358185636094 0.33861573269655082 0.071628437933621544 0.0092555391706332351 0.79005694946734772 0.93042944834295571 0.59041394335511999 0.54195804195804198 0.013110484121924651 0.6043478260869567 47.500000000000007 0.005873767373250907 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.50008978071452403 39.500000000000007 0.29571104813622623 1.0000000180025095e-35 18.500000000000004 0.92502263599968015 39.500000000000007 0.10431725392723669 1.0000000180025095e-35 40.500000000000007 0.10941744816034667 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 7 10 25 -1 22 -5 12 11 -2 13 19 -15 18 17 24 -8 -6 21 -7 -3 -24 -17 -4 -13 28 -22 -29 right_child=1 3 5 8 9 20 15 -9 -10 -11 -12 26 -14 14 -16 16 -18 -19 -20 -21 27 -23 23 -25 -26 -27 -28 29 -30 -31 -leaf_value=-0.093678817663468583 0.0015835075487440607 0.039670810144307012 -0.047978610712428232 0.06937707856465665 0.012394734106417254 -0.0082128133274357706 -0.08368677485602509 0.053345239775387056 0.091305321522585817 0.033957081958917779 0.01807655826312644 0.013839780005322225 -0.0057435175789518934 0.076982011181114987 0.019468499415429129 -0.011661168925056125 -0.077233550378071739 -0.081896535807390966 -0.063642871942659204 0.022778692569872944 -0.0072255581766666717 -0.032008818911458126 0.047985692973931619 0.012537584507158125 -0.066347546566232304 -0.034747774693048378 -0.012459313245835288 0.012471560540710289 -0.036944541854812878 -0.033180900808909654 -leaf_weight=5651.5680248960853 10749.372862517834 11318.616877198219 5609.7825766056776 5271.2705711573362 11626.448033079505 1300.7582093924284 2891.1565444916487 6275.9588717073202 2647.7926487326622 2661.5407675951719 1593.9274947941303 711.14848417043686 1114.526159837842 328.2231762111187 453.41169039905071 1010.0217980891466 1470.662176258862 636.57673468440771 3375.9383167624474 7702.2949557900429 4545.1218467056751 5959.2669399231672 512.31436577439308 1309.6512537449598 178.95829720795155 4637.9696110934019 6621.9019232392311 252.73088282346725 749.22783654928207 1944.8709601312876 +leaf_value=-0.046839408831734292 0.00079175377437203033 0.019835405072153506 -0.023989305356214116 0.034688539282328325 0.0061973670532086272 -0.0041064066637178853 -0.041843387428012545 0.026672619887693528 0.045652660761292908 0.016978540979458889 0.0090382791315632201 0.0069198900026611124 -0.0028717587894759467 0.038491005590557494 0.0097342497077145644 -0.0058305844625280625 -0.038616775189035869 -0.040948267903695483 -0.031821435971329602 0.011389346284936472 -0.0036127790883333359 -0.016004409455729063 0.02399284648696581 0.0062687922535790627 -0.033173773283116152 -0.017373887346524189 -0.0062296566229176438 0.0062357802703551443 -0.018472270927406439 -0.016590450404454827 +leaf_weight=11303.136049792171 21498.745725035667 22637.233754396439 11219.565153211355 10542.541142314672 23252.89606615901 2601.5164187848568 5782.3130889832973 12551.91774341464 5295.5852974653244 5323.0815351903439 3187.8549895882607 1422.2969683408737 2229.052319675684 656.4463524222374 906.82338079810143 2020.0435961782932 2941.324352517724 1273.1534693688154 6751.8766335248947 15404.589911580086 9090.2436934113503 11918.533879846334 1024.6287315487862 2619.3025074899197 357.91659441590309 9275.9392221868038 13243.803846478462 505.46176564693451 1498.4556730985641 3889.7419202625751 leaf_count=69171 56019 45473 49190 23634 51479 8722 31154 26182 13204 11010 7979 3735 4923 1374 1946 8196 15371 6849 34382 31688 28483 41093 2057 5273 1691 35193 35100 1665 5016 12728 -internal_value=0 0.025996 -0.0479739 0.0523961 0.00943003 -0.030146 -0.077267 0.04248 0.0767089 0.0183211 -0.00136345 -0.00307705 0.0163604 0.0175854 0.0436195 -0.0675681 -0.0574505 -0.0415133 -0.0728896 0.0165326 -0.021918 -0.0277454 0.0372908 0.0225052 -0.0198922 -0.0419905 -0.00990887 -0.016271 -0.0114312 -0.0279307 -internal_weight=0 70898.4 40214.6 27335.6 43562.8 24999.7 15214.9 19416.5 7919.06 23886.4 19676.4 18082.4 21224.9 20110.4 781.635 9563.31 3296.22 1825.56 6267.09 19328.7 14752 7260.03 13140.6 1821.97 1188.98 10247.8 7333.05 7491.95 5294.35 2197.6 +internal_value=0 0.012998 -0.0239869 0.026198 0.00471502 -0.015073 -0.0386335 0.02124 0.0383545 0.00916056 -0.000681726 -0.00153852 0.00818021 0.00879271 0.0218098 -0.0337841 -0.0287252 -0.0207567 -0.0364448 0.00826631 -0.010959 -0.0138727 0.0186454 0.0112526 -0.00994612 -0.0209953 -0.00495443 -0.0081355 -0.00571561 -0.0139654 +internal_weight=0 141797 80429.2 54671.2 87125.6 49999.5 30429.8 38833.1 15838.1 47772.9 39352.7 36164.8 42449.8 40220.8 1563.27 19126.6 6592.44 3651.11 12534.2 38657.5 29504 14520.1 26281.2 3643.93 2377.96 20495.5 14666.1 14983.9 10588.7 4395.2 internal_count=669980 321076 348904 115823 205253 182090 166814 78985 36838 102420 102833 94854 91410 86487 3320 97643 32107 16736 65536 83167 97707 49815 52803 7330 9887 84383 38835 47892 33499 14393 is_linear=0 shrinkage=0.1 @@ -507,16 +507,16 @@ Tree=26 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 10 6 6 8 12 8 12 8 12 8 10 6 2 3 1 8 8 0 8 3 12 -split_gain=11728.1 2650.34 1879.12 599.784 371.709 224.111 211.899 109.902 87.0721 70.5013 54.5067 52.5088 44.978 94.4306 141.785 57.4165 43.2716 45.8668 58.0714 43.3686 41.8915 41.6244 40.6027 39.1811 37.6742 39.5914 37.4203 37.0458 44.541 38.0576 +split_gain=5864.06 1325.17 939.558 299.892 185.855 112.055 105.95 54.951 43.536 35.2506 27.2533 26.2544 22.489 47.2153 70.8926 28.7083 21.6358 22.9334 29.0357 21.6843 20.9457 20.8122 20.3013 19.5905 18.8371 19.7957 18.7102 18.5229 22.2705 19.0288 threshold=0.15369316296170601 0.72197306969910191 0.02915937028640983 0.40725176028344584 0.89997631836292835 0.0092555391706332351 0.071628437933621544 0.25570774796237666 0.5534676638590762 1.0000000180025095e-35 0.67204301075268824 0.46410256410256417 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.46410256410256417 0.94694542266375736 0.042998076775577404 0.012092287057335043 47.500000000000007 45.500000000000007 0.0030756432581758968 39.500000000000007 0.29571104813622623 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 9 -1 16 10 -5 11 23 -3 15 14 22 -7 26 18 19 -18 24 -6 -14 -2 25 -10 -4 28 -8 -30 right_child=1 4 6 8 21 12 27 -9 20 -11 -12 -13 13 -15 -16 -17 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 -leaf_value=0.091490876076708222 0.0026245889158870179 -0.044808135380889048 0.059232449309771 -0.016491944674027741 -0.073023565040419278 0.081483229979603805 0.0086310061458771455 -0.006908848207693042 -0.02462339678033286 -0.021301126305256449 -0.020528731114741631 -0.060102816177653465 0.059178219287159162 0.07515377114783893 0.079308671772102324 0.06116941528492801 0.012615964227011365 0.04687575665619767 0.055202433631415686 0.042588650412312579 -0.040068566656446744 -0.095393863695822576 0.0081118984230006928 0.014437292630979115 -0.055919077066750783 0.10134169262891313 0.040710734698385709 0.015588976436124113 0.038245708828647931 0.021618215591253889 -leaf_weight=5229.8537950739264 6665.3780163377523 9742.7825299650431 1466.8382008820772 12461.394223600626 4342.240977704525 2561.5202509611845 1210.5594505369663 14688.795934006572 10220.199260130525 1044.5054570734501 732.67025144398212 2916.6344734579325 189.9518771097064 1307.5270410850644 567.92218388617039 3045.9560721218586 2043.3094277381897 1519.6953648552299 556.47593659162521 632.08937501162291 2415.057219132781 1028.8526806235313 863.43979313224554 4851.721461519599 391.62705288827419 25.012815445661545 4254.9706215783954 6961.5509977936745 2715.2854976952076 2791.9310407489538 +leaf_value=0.045745438038354111 0.0013122944579435089 -0.022404067690444524 0.0296162246548855 -0.0082459723370138707 -0.036511782520209639 0.040741614989801903 0.0043155030729385728 -0.003454424103846521 -0.01231169839016643 -0.010650563152628224 -0.010264365557370815 -0.030051408088826732 0.029589109643579581 0.037576885573919465 0.039654335886051162 0.030584707642464005 0.0063079821135056825 0.023437878328098835 0.027601216815707843 0.021294325206156289 -0.020034283328223372 -0.047696931847911288 0.0040559492115003464 0.0072186463154895577 -0.027959538533375392 0.050670846314456564 0.020355367349192854 0.0077944882180620567 0.019122854414323966 0.010809107795626945 +leaf_weight=10459.707590147853 13330.756032675505 19485.565059930086 2933.6764017641544 24922.788447201252 8684.48195540905 5123.040501922369 2421.1189010739326 29377.591868013144 20440.398520261049 2089.0109141469002 1465.3405028879642 5833.2689469158649 379.9037542194128 2615.0540821701288 1135.8443677723408 6091.9121442437172 4086.6188554763794 3039.3907297104597 1112.9518731832504 1264.1787500232458 4830.1144382655621 2057.7053612470627 1726.8795862644911 9703.4429230391979 783.25410577654839 50.02563089132309 8509.9412431567907 13923.101995587349 5430.5709953904152 5583.8620814979076 leaf_count=69171 36888 40799 13871 52852 21083 29580 8219 69058 41223 4270 3888 12390 1852 14582 6536 32732 14198 13287 5171 4505 9690 5390 7169 27191 1570 102 38543 45155 19334 19681 -internal_value=0 -0.0230909 0.0457032 -0.0114826 -0.055011 0.0751898 0.0288969 -0.00107592 -0.0224707 -0.0462716 0.00591838 -0.0483319 0.0652028 0.055159 0.039034 0.0704489 0.0396015 0.0325479 0.0258107 0.0196973 -0.0281789 -0.0773087 0.0173204 0.00760084 -0.0254794 -0.0243159 0.0454589 0.020701 0.0259986 0.0298163 -internal_weight=0 71526.9 37918.9 52451.9 19075 13766.2 24152.7 26938.6 25513.3 13703.9 12249.8 12659.4 8536.32 2928.84 1621.31 5607.48 10473.4 4751.57 3231.87 2675.4 13051.9 5371.09 1053.39 11517.1 10636.8 10245.2 5721.81 13679.3 6717.78 5507.22 +internal_value=0 -0.0115455 0.0228516 -0.00574131 -0.0275055 0.0375949 0.0144484 -0.000537962 -0.0112353 -0.0231358 0.00295919 -0.024166 0.0326014 0.0275795 0.019517 0.0352244 0.0198007 0.016274 0.0129054 0.00984865 -0.0140895 -0.0386543 0.00866019 0.00380042 -0.0127397 -0.0121579 0.0227295 0.0103505 0.0129993 0.0149081 +internal_weight=0 143054 75837.8 104904 38150 27532.3 48305.4 53877.1 51026.6 27407.8 24499.5 25318.8 17072.6 5857.68 3242.63 11215 20946.8 9503.14 6463.75 5350.8 26103.8 10742.2 2106.78 23034.2 21273.7 20490.4 11443.6 27358.7 13435.6 11014.4 internal_count=669980 326394 343586 242462 83932 161622 181964 137025 105437 57459 67967 53189 92451 30139 15557 62312 89575 37161 23874 18703 52585 26473 9021 64079 42895 41325 52414 92389 47234 39015 is_linear=0 shrinkage=0.1 @@ -526,16 +526,16 @@ Tree=27 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 10 6 6 8 12 8 12 8 12 8 10 6 2 3 1 8 8 0 8 3 12 -split_gain=11728.1 2650.34 1879.12 599.784 371.709 224.111 211.899 109.902 87.0721 70.5013 54.5067 52.5088 44.978 94.4306 141.785 57.4165 43.2716 45.8668 58.0714 43.3686 41.8915 41.6244 40.6027 39.1811 37.6742 39.5914 37.4203 37.0458 44.541 38.0576 +split_gain=5864.06 1325.17 939.558 299.892 185.855 112.055 105.95 54.951 43.536 35.2506 27.2533 26.2544 22.489 47.2153 70.8926 28.7083 21.6358 22.9334 29.0357 21.6843 20.9457 20.8122 20.3013 19.5905 18.8371 19.7957 18.7102 18.5229 22.2705 19.0288 threshold=0.15369316296170601 0.72197306969910191 0.02915937028640983 0.40725176028344584 0.89997631836292835 0.0092555391706332351 0.071628437933621544 0.25570774796237666 0.5534676638590762 1.0000000180025095e-35 0.67204301075268824 0.46410256410256417 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.46410256410256417 0.94694542266375736 0.042998076775577404 0.012092287057335043 47.500000000000007 45.500000000000007 0.0030756432581758968 39.500000000000007 0.29571104813622623 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 9 -1 16 10 -5 11 23 -3 15 14 22 -7 26 18 19 -18 24 -6 -14 -2 25 -10 -4 28 -8 -30 right_child=1 4 6 8 21 12 27 -9 20 -11 -12 -13 13 -15 -16 -17 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 -leaf_value=-0.091490876076708222 -0.0026245889158870179 0.044808135380889048 -0.059232449309771 0.016491944674027741 0.073023565040419278 -0.081483229979603805 -0.0086310061458771455 0.006908848207693042 0.02462339678033286 0.021301126305256449 0.020528731114741631 0.060102816177653465 -0.059178219287159162 -0.07515377114783893 -0.079308671772102324 -0.06116941528492801 -0.012615964227011365 -0.04687575665619767 -0.055202433631415686 -0.042588650412312579 0.040068566656446744 0.095393863695822576 -0.0081118984230006928 -0.014437292630979115 0.055919077066750783 -0.10134169262891313 -0.040710734698385709 -0.015588976436124113 -0.038245708828647931 -0.021618215591253889 -leaf_weight=5229.8537950739264 6665.3780163377523 9742.7825299650431 1466.8382008820772 12461.394223600626 4342.240977704525 2561.5202509611845 1210.5594505369663 14688.795934006572 10220.199260130525 1044.5054570734501 732.67025144398212 2916.6344734579325 189.9518771097064 1307.5270410850644 567.92218388617039 3045.9560721218586 2043.3094277381897 1519.6953648552299 556.47593659162521 632.08937501162291 2415.057219132781 1028.8526806235313 863.43979313224554 4851.721461519599 391.62705288827419 25.012815445661545 4254.9706215783954 6961.5509977936745 2715.2854976952076 2791.9310407489538 +leaf_value=-0.045745438038354111 -0.0013122944579435089 0.022404067690444524 -0.0296162246548855 0.0082459723370138707 0.036511782520209639 -0.040741614989801903 -0.0043155030729385728 0.003454424103846521 0.01231169839016643 0.010650563152628224 0.010264365557370815 0.030051408088826732 -0.029589109643579581 -0.037576885573919465 -0.039654335886051162 -0.030584707642464005 -0.0063079821135056825 -0.023437878328098835 -0.027601216815707843 -0.021294325206156289 0.020034283328223372 0.047696931847911288 -0.0040559492115003464 -0.0072186463154895577 0.027959538533375392 -0.050670846314456564 -0.020355367349192854 -0.0077944882180620567 -0.019122854414323966 -0.010809107795626945 +leaf_weight=10459.707590147853 13330.756032675505 19485.565059930086 2933.6764017641544 24922.788447201252 8684.48195540905 5123.040501922369 2421.1189010739326 29377.591868013144 20440.398520261049 2089.0109141469002 1465.3405028879642 5833.2689469158649 379.9037542194128 2615.0540821701288 1135.8443677723408 6091.9121442437172 4086.6188554763794 3039.3907297104597 1112.9518731832504 1264.1787500232458 4830.1144382655621 2057.7053612470627 1726.8795862644911 9703.4429230391979 783.25410577654839 50.02563089132309 8509.9412431567907 13923.101995587349 5430.5709953904152 5583.8620814979076 leaf_count=69171 36888 40799 13871 52852 21083 29580 8219 69058 41223 4270 3888 12390 1852 14582 6536 32732 14198 13287 5171 4505 9690 5390 7169 27191 1570 102 38543 45155 19334 19681 -internal_value=0 0.0230909 -0.0457032 0.0114826 0.055011 -0.0751898 -0.0288969 0.00107592 0.0224707 0.0462716 -0.00591838 0.0483319 -0.0652028 -0.055159 -0.039034 -0.0704489 -0.0396015 -0.0325479 -0.0258107 -0.0196973 0.0281789 0.0773087 -0.0173204 -0.00760084 0.0254794 0.0243159 -0.0454589 -0.020701 -0.0259986 -0.0298163 -internal_weight=0 71526.9 37918.9 52451.9 19075 13766.2 24152.7 26938.6 25513.3 13703.9 12249.8 12659.4 8536.32 2928.84 1621.31 5607.48 10473.4 4751.57 3231.87 2675.4 13051.9 5371.09 1053.39 11517.1 10636.8 10245.2 5721.81 13679.3 6717.78 5507.22 +internal_value=0 0.0115455 -0.0228516 0.00574131 0.0275055 -0.0375949 -0.0144484 0.000537962 0.0112353 0.0231358 -0.00295919 0.024166 -0.0326014 -0.0275795 -0.019517 -0.0352244 -0.0198007 -0.016274 -0.0129054 -0.00984865 0.0140895 0.0386543 -0.00866019 -0.00380042 0.0127397 0.0121579 -0.0227295 -0.0103505 -0.0129993 -0.0149081 +internal_weight=0 143054 75837.8 104904 38150 27532.3 48305.4 53877.1 51026.6 27407.8 24499.5 25318.8 17072.6 5857.68 3242.63 11215 20946.8 9503.14 6463.75 5350.8 26103.8 10742.2 2106.78 23034.2 21273.7 20490.4 11443.6 27358.7 13435.6 11014.4 internal_count=669980 326394 343586 242462 83932 161622 181964 137025 105437 57459 67967 53189 92451 30139 15557 62312 89575 37161 23874 18703 52585 26473 9021 64079 42895 41325 52414 92389 47234 39015 is_linear=0 shrinkage=0.1 @@ -545,16 +545,16 @@ Tree=28 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 1 2 3 12 8 8 3 8 6 8 12 8 12 1 2 10 10 1 8 9 4 -split_gain=9779.51 2219.03 1744.4 484.653 340.013 225.415 189.549 94.0483 67.2309 63.6838 49.053 48.6069 45.3138 78.2168 64.4476 67.1216 53.7188 43.9846 42.8144 88.3313 129.271 56.2248 41.2355 41.1657 40.9539 36.7544 34.9103 33.9461 40.6197 33.69 +split_gain=4889.76 1109.51 872.198 242.327 170.006 112.707 94.7746 47.0242 33.6154 31.8419 24.5265 24.3034 22.6569 39.1084 32.2238 33.5608 26.8594 21.9923 21.4072 44.1657 64.6355 28.1124 20.6178 20.5829 20.4769 18.3772 17.4551 16.9731 20.3098 16.845 threshold=0.15369316296170601 0.72197306969910191 0.02915937028640983 0.41400904635053487 0.89997631836292835 0.0092555391706332351 0.05639940601995113 0.26086894598992905 0.53795445458126057 0.0034345730181209377 0.10557156246282116 0.13643962650062033 1.0000000180025095e-35 39.500000000000007 32.500000000000007 0.13643962650062033 47.500000000000007 0.54195804195804198 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.0042299014069884311 0.94127117011010453 1.0000000180025095e-35 1.0000000180025095e-35 0.012430363750097343 27.500000000000004 1.0000000180025095e-35 0.64142857142857157 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 9 -1 -4 17 -5 11 -8 -3 14 -14 -10 -16 22 26 21 20 25 -7 -17 -6 -11 -20 -2 28 -23 -9 right_child=1 4 6 8 23 18 10 29 12 24 -12 -13 13 -15 15 16 -18 -19 19 -21 -22 27 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.089304469700307476 0.0022011242800079448 -0.05504177109195757 0.040382980911986145 -0.014367260759740536 -0.066556068143868913 0.078653363334800816 0.025561802850305244 -0.0077183012931426936 -0.043292005599724764 -0.037225476792477889 0.014626543633177542 -0.039441627008849789 -0.0055547115836010715 -0.030017965905967576 0.001467919567179492 -0.031853611820580267 -0.064329957849058012 -0.01531959947741948 0.0064297157716317402 0.072103481110180515 0.076405964943053836 0.054456593337809528 -0.013691737089197612 -0.086318238267032527 -0.01211057600875716 0.05346920896449571 0.013241883521415948 0.078975578780568656 -0.03327134765272903 0.013791109233122448 -leaf_weight=4842.1663836613297 6871.9994761198759 4278.8223769068718 7002.1010447368026 10582.621334955096 3717.6872769445181 2396.9101864546537 9373.4860561490059 14031.056971102953 2374.5628229081631 4799.4157245159149 7294.3085778057575 3745.7412188947201 2688.2805840075016 2543.6706330925226 888.84418930113316 3573.456797927618 380.97620859742165 973.00627228617668 832.42183841764927 1230.5959424078465 532.40615194290876 2239.5518572181463 1922.7638376653194 1471.1809098124504 750.85845240950584 207.51372180879116 4910.1927506327629 607.44380778074265 54.052794769406319 768.04959344863892 +leaf_value=0.044652234850153738 0.0011005621400039724 -0.027520885545978785 0.020191490455993073 -0.0071836303798702679 -0.033278034071934456 0.039326681667400408 0.012780901425152622 -0.0038591506465713468 -0.021646002799862382 -0.018612738396238945 0.0073132718165887711 -0.019720813504424894 -0.0027773557918005357 -0.015008982952983788 0.000733959783589746 -0.015926805910290134 -0.032164978924529006 -0.0076597997387097402 0.0032148578858158701 0.036051740555090257 0.038202982471526918 0.027228296668904764 -0.0068458685445988059 -0.043159119133516263 -0.0060552880043785798 0.026734604482247855 0.006620941760707974 0.039487789390284328 -0.016635673826364515 0.0068955546165612239 +leaf_weight=9684.3327673226595 13743.998952239752 8557.6447538137436 14004.202089473605 21165.242669910192 7435.3745538890362 4793.8203729093075 18746.972112298012 28062.113942205906 4749.1256458163261 9598.8314490318298 14588.617155611515 7491.4824377894402 5376.5611680150032 5087.3412661850452 1777.6883786022663 7146.9135958552361 761.95241719484329 1946.0125445723534 1664.8436768352985 2461.1918848156929 1064.8123038858175 4479.1037144362926 3845.5276753306389 2942.3618196249008 1501.7169048190117 415.02744361758232 9820.3855012655258 1214.8876155614853 108.10558953881264 1536.0991868972778 leaf_count=69171 37960 18691 63863 44820 18417 29580 70747 65352 9553 20217 47354 15475 10843 10246 3593 14389 1529 5118 7103 14582 6536 25326 7764 8056 3076 1918 27638 6799 607 3657 -internal_value=0 -0.0208687 0.0427172 -0.010321 -0.0503861 0.072235 0.0265764 -0.00117816 -0.0204161 -0.0420636 0.0207762 -0.0477599 -0.02487 -0.0174483 -0.029118 -0.0241436 -0.028017 0.0051148 0.0620321 0.0520372 0.0363323 0.0673199 -0.0255 -0.0721592 -0.0338279 0.0158162 0.00680233 0.057956 0.0523891 -0.006602 -internal_weight=0 71273.2 36613 52509.5 18763.7 12943.1 23669.9 27554.3 24955.2 13574.8 16667.8 8024.56 14372.6 5231.95 9140.6 6766.04 5877.2 12755.2 8100.9 2802.94 1572.34 5297.96 5496.22 5188.87 5550.27 1039.94 11782.2 2901.05 2293.6 14799.1 +internal_value=0 -0.0104344 0.0213586 -0.00516051 -0.0251931 0.0361175 0.0132882 -0.000589081 -0.0102081 -0.0210318 0.0103881 -0.0238799 -0.012435 -0.00872413 -0.014559 -0.0120718 -0.0140085 0.0025574 0.031016 0.0260186 0.0181662 0.03366 -0.01275 -0.0360796 -0.0169139 0.0079081 0.00340116 0.028978 0.0261946 -0.003301 +internal_weight=0 142546 73225.9 105019 37527.4 25886.1 47339.8 55108.6 49910.4 27149.7 33335.6 16049.1 28745.1 10463.9 18281.2 13532.1 11754.4 25510.4 16201.8 5605.88 3144.68 10595.9 10992.4 10377.7 11100.5 2079.87 23564.4 5802.1 4587.21 29598.2 internal_count=669980 326394 343586 242462 83932 161622 181964 139725 102737 57459 118101 34166 57917 21089 36828 27275 23682 70716 92451 30139 15557 62312 22153 26473 23293 9021 65598 32732 25933 69009 is_linear=0 shrinkage=0.1 @@ -564,16 +564,16 @@ Tree=29 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 1 2 3 12 8 8 3 8 6 8 12 8 12 1 2 10 10 1 8 9 4 -split_gain=9779.51 2219.03 1744.4 484.653 340.013 225.415 189.549 94.0483 67.2309 63.6838 49.053 48.6069 45.3138 78.2168 64.4476 67.1216 53.7188 43.9846 42.8144 88.3313 129.271 56.2248 41.2355 41.1657 40.9539 36.7544 34.9103 33.9461 40.6197 33.69 +split_gain=4889.76 1109.51 872.198 242.327 170.006 112.707 94.7746 47.0242 33.6154 31.8419 24.5265 24.3034 22.6569 39.1084 32.2238 33.5608 26.8594 21.9923 21.4072 44.1657 64.6355 28.1124 20.6178 20.5829 20.4769 18.3772 17.4551 16.9731 20.3098 16.845 threshold=0.15369316296170601 0.72197306969910191 0.02915937028640983 0.41400904635053487 0.89997631836292835 0.0092555391706332351 0.05639940601995113 0.26086894598992905 0.53795445458126057 0.0034345730181209377 0.10557156246282116 0.13643962650062033 1.0000000180025095e-35 39.500000000000007 32.500000000000007 0.13643962650062033 47.500000000000007 0.54195804195804198 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.0042299014069884311 0.94127117011010453 1.0000000180025095e-35 1.0000000180025095e-35 0.012430363750097343 27.500000000000004 1.0000000180025095e-35 0.64142857142857157 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 9 -1 -4 17 -5 11 -8 -3 14 -14 -10 -16 22 26 21 20 25 -7 -17 -6 -11 -20 -2 28 -23 -9 right_child=1 4 6 8 23 18 10 29 12 24 -12 -13 13 -15 15 16 -18 -19 19 -21 -22 27 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.089304469700307476 -0.0022011242800079448 0.05504177109195757 -0.040382980911986145 0.014367260759740536 0.066556068143868913 -0.078653363334800816 -0.025561802850305244 0.0077183012931426936 0.043292005599724764 0.037225476792477889 -0.014626543633177542 0.039441627008849789 0.0055547115836010715 0.030017965905967576 -0.001467919567179492 0.031853611820580267 0.064329957849058012 0.01531959947741948 -0.0064297157716317402 -0.072103481110180515 -0.076405964943053836 -0.054456593337809528 0.013691737089197612 0.086318238267032527 0.01211057600875716 -0.05346920896449571 -0.013241883521415948 -0.078975578780568656 0.03327134765272903 -0.013791109233122448 -leaf_weight=4842.1663836613297 6871.9994761198759 4278.8223769068718 7002.1010447368026 10582.621334955096 3717.6872769445181 2396.9101864546537 9373.4860561490059 14031.056971102953 2374.5628229081631 4799.4157245159149 7294.3085778057575 3745.7412188947201 2688.2805840075016 2543.6706330925226 888.84418930113316 3573.456797927618 380.97620859742165 973.00627228617668 832.42183841764927 1230.5959424078465 532.40615194290876 2239.5518572181463 1922.7638376653194 1471.1809098124504 750.85845240950584 207.51372180879116 4910.1927506327629 607.44380778074265 54.052794769406319 768.04959344863892 +leaf_value=-0.044652234850153738 -0.0011005621400039724 0.027520885545978785 -0.020191490455993073 0.0071836303798702679 0.033278034071934456 -0.039326681667400408 -0.012780901425152622 0.0038591506465713468 0.021646002799862382 0.018612738396238945 -0.0073132718165887711 0.019720813504424894 0.0027773557918005357 0.015008982952983788 -0.000733959783589746 0.015926805910290134 0.032164978924529006 0.0076597997387097402 -0.0032148578858158701 -0.036051740555090257 -0.038202982471526918 -0.027228296668904764 0.0068458685445988059 0.043159119133516263 0.0060552880043785798 -0.026734604482247855 -0.006620941760707974 -0.039487789390284328 0.016635673826364515 -0.0068955546165612239 +leaf_weight=9684.3327673226595 13743.998952239752 8557.6447538137436 14004.202089473605 21165.242669910192 7435.3745538890362 4793.8203729093075 18746.972112298012 28062.113942205906 4749.1256458163261 9598.8314490318298 14588.617155611515 7491.4824377894402 5376.5611680150032 5087.3412661850452 1777.6883786022663 7146.9135958552361 761.95241719484329 1946.0125445723534 1664.8436768352985 2461.1918848156929 1064.8123038858175 4479.1037144362926 3845.5276753306389 2942.3618196249008 1501.7169048190117 415.02744361758232 9820.3855012655258 1214.8876155614853 108.10558953881264 1536.0991868972778 leaf_count=69171 37960 18691 63863 44820 18417 29580 70747 65352 9553 20217 47354 15475 10843 10246 3593 14389 1529 5118 7103 14582 6536 25326 7764 8056 3076 1918 27638 6799 607 3657 -internal_value=0 0.0208687 -0.0427172 0.010321 0.0503861 -0.072235 -0.0265764 0.00117816 0.0204161 0.0420636 -0.0207762 0.0477599 0.02487 0.0174483 0.029118 0.0241436 0.028017 -0.0051148 -0.0620321 -0.0520372 -0.0363323 -0.0673199 0.0255 0.0721592 0.0338279 -0.0158162 -0.00680233 -0.057956 -0.0523891 0.006602 -internal_weight=0 71273.2 36613 52509.5 18763.7 12943.1 23669.9 27554.3 24955.2 13574.8 16667.8 8024.56 14372.6 5231.95 9140.6 6766.04 5877.2 12755.2 8100.9 2802.94 1572.34 5297.96 5496.22 5188.87 5550.27 1039.94 11782.2 2901.05 2293.6 14799.1 +internal_value=0 0.0104344 -0.0213586 0.00516051 0.0251931 -0.0361175 -0.0132882 0.000589081 0.0102081 0.0210318 -0.0103881 0.0238799 0.012435 0.00872413 0.014559 0.0120718 0.0140085 -0.0025574 -0.031016 -0.0260186 -0.0181662 -0.03366 0.01275 0.0360796 0.0169139 -0.0079081 -0.00340116 -0.028978 -0.0261946 0.003301 +internal_weight=0 142546 73225.9 105019 37527.4 25886.1 47339.8 55108.6 49910.4 27149.7 33335.6 16049.1 28745.1 10463.9 18281.2 13532.1 11754.4 25510.4 16201.8 5605.88 3144.68 10595.9 10992.4 10377.7 11100.5 2079.87 23564.4 5802.1 4587.21 29598.2 internal_count=669980 326394 343586 242462 83932 161622 181964 139725 102737 57459 118101 34166 57917 21089 36828 27275 23682 70716 92451 30139 15557 62312 22153 26473 23293 9021 65598 32732 25933 69009 is_linear=0 shrinkage=0.1 @@ -583,16 +583,16 @@ Tree=30 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 6 0 8 3 10 8 6 1 8 9 8 12 8 0 8 6 0 12 8 4 1 -split_gain=8165.12 2098.46 1315.18 483.782 345.432 190.018 143.96 84.078 65.4787 62.249 51.2408 57.7411 94.2719 50.5146 48.0193 47.0841 46.3837 45.3967 45.1285 43.7782 44.569 57.5866 42.5721 70.8507 41.3373 40.6482 39.6181 58.5279 42.9046 38.3162 +split_gain=4082.56 1049.23 657.588 241.891 172.716 95.0089 71.9798 42.039 32.7394 31.1245 25.6204 28.8705 47.1359 25.2573 24.0096 23.5421 23.1918 22.6984 22.5642 21.8891 22.2845 28.7933 21.286 35.4254 20.6687 20.3241 19.809 29.264 21.4523 19.1581 threshold=0.12271061120908651 0.61676732637305076 0.021658051321966919 0.86323969273790258 0.29780391340468032 0.049430903611040765 0.0074800202466077537 0.93042944834295571 0.79860730204461627 0.67870967741935495 0.051212762608571764 32.500000000000007 0.23823176988931691 1.0000000180025095e-35 47.500000000000007 0.35924528301886799 0.0071597239060879675 39.500000000000007 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 25.500000000000004 0.041695003880845613 28.500000000000004 0.054093567251461992 0.00278377438937511 1.0000000180025095e-35 40.500000000000007 0.68301435406698574 0.0040755249409591271 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 8 15 17 -1 24 29 10 -6 12 -12 16 18 22 -13 -4 -15 20 -7 -22 23 -2 -5 -19 27 28 -21 -3 right_child=1 3 5 7 9 19 -8 -9 -10 -11 11 13 -14 14 -16 -17 -18 25 -20 26 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.090174915357661006 0.014023712455815039 -0.032465244665439319 0.04925310709023592 -0.047430943060337218 -0.016073131949610381 0.036858340558193488 0.065016556536746095 -0.076528994690029647 -0.0409929222210514 -0.027182758417272787 -0.029874553087311757 -0.019301742395861764 -0.0021451844642147145 0.021431909467380703 -0.045039172226923947 -0.0077117105521276388 -0.0019911012659992139 0.021174526857062725 -0.0035489899085523013 0.005351086203757128 0.012081219418733859 0.039603746104597159 0.010788769481085647 -0.0059157882165289275 -0.065569554920784132 0.043565499598653815 0.02891727682411574 0.038925311227709362 0.058538853862361045 -0.021882957149135358 -leaf_weight=3577.6342938244343 2741.4566281437874 7258.4126075357199 4323.8481188416481 3533.3606368601322 10287.532737880945 3255.4164721369743 6244.0281162634492 2338.101480692625 4850.3384894877672 2488.2029424458742 2431.5898355394602 2231.1892296224833 2472.891531214118 1701.7640889137983 162.36034788191319 2605.9263041168451 5054.3046542704105 1453.8682961687446 1257.5555576980114 3872.3967999890447 2441.0768223851919 1104.0749857127666 10575.477272555232 5091.9790329635143 1949.7111685723066 1832.9042687639594 1973.5722032636404 691.43642237782478 157.84514494985342 6472.7658712118864 +leaf_value=0.045087457678830503 0.0070118562279075196 -0.016232622332719659 0.02462655354511796 -0.023715471530168609 -0.0080365659748051904 0.018429170279096744 0.032508278268373048 -0.038264497345014824 -0.0204964611105257 -0.013591379208636394 -0.014937276543655878 -0.0096508711979308819 -0.0010725922321073572 0.010715954733690351 -0.022519586113461974 -0.0038558552760638194 -0.00099555063299960694 0.010587263428531363 -0.0017744949542761507 0.002675543101878564 0.0060406097093669295 0.01980187305229858 0.0053943847405428236 -0.0029578941082644638 -0.032784777460392066 0.021782749799326907 0.01445863841205787 0.019462655613854681 0.029269426931180523 -0.010941478574567679 +leaf_weight=7155.2685876488686 5482.9132562875748 14516.82521507144 8647.6962376832962 7066.7212737202644 20575.06547576189 6510.8329442739487 12488.056232526898 4676.2029613852501 9700.6769789755344 4976.4058848917484 4863.1796710789204 4462.3784592449665 4945.783062428236 3403.5281778275967 324.72069576382637 5211.8526082336903 10108.609308540821 2907.7365923374891 2515.1111153960228 7744.7935999780893 4882.1536447703838 2208.1499714255333 21150.954545110464 10183.958065927029 3899.4223371446133 3665.8085375279188 3947.1444065272808 1382.8728447556496 315.69028989970684 12945.531742423773 leaf_count=55812 15932 29386 46827 16774 43988 26732 79564 13204 20891 10293 10411 9510 10912 7667 705 14102 22187 12691 5525 26078 19457 8911 59515 28622 9449 17026 15001 5545 1144 26119 -internal_value=0 -0.0170523 0.0439513 -0.039787 -0.00482762 0.0298843 0.0741807 -0.0606514 -0.0310049 -0.0120826 -0.0106149 -0.00694768 -0.0158931 -0.00273206 0.00791126 0.00486906 -0.0072925 0.0425194 0.0108163 0.0227591 0.0284103 0.0206526 0.00664997 0.00106241 -0.0538808 0.0336611 0.017019 0.0120457 0.00743419 -0.0274768 -internal_weight=0 75504.9 30928.1 26402.7 49102.2 21106.4 9821.66 7821.17 18581.5 28087.4 25599.2 15311.7 4904.48 10407.2 3121.68 21014.8 7285.49 7610.62 2959.32 13495.8 6800.57 3545.15 18408.9 7833.44 5483.07 3286.77 6695.25 4721.68 4030.24 13731.2 +internal_value=0 -0.00852614 0.0219756 -0.0198935 -0.00241381 0.0149422 0.0370904 -0.0303257 -0.0155025 -0.00604132 -0.00530746 -0.00347384 -0.00794656 -0.00136603 0.00395563 0.00243453 -0.00364625 0.0212597 0.00540817 0.0113795 0.0142051 0.0103263 0.00332498 0.000531206 -0.0269404 0.0168305 0.00850949 0.00602286 0.0037171 -0.0137384 +internal_weight=0 151010 61856.2 52805.4 98204.5 42212.9 19643.3 15642.3 37163 56174.8 51198.4 30623.3 9808.96 20814.3 6243.36 42029.7 14571 15221.2 5918.64 26991.6 13601.1 7090.3 36817.8 15666.9 10966.1 6573.55 13390.5 9443.36 8060.48 27462.4 internal_count=669980 355192 314788 115823 239369 179412 135376 39427 76396 121198 110905 66917 21323 45594 13897 118171 31697 76544 13192 102868 55100 28368 104069 44554 26223 29717 47768 32767 27222 55505 is_linear=0 shrinkage=0.1 @@ -602,16 +602,16 @@ Tree=31 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 6 0 8 3 10 8 6 1 8 9 8 12 8 0 8 6 0 12 8 4 1 -split_gain=8165.12 2098.46 1315.18 483.782 345.432 190.018 143.96 84.078 65.4787 62.249 51.2408 57.7411 94.2719 50.5146 48.0193 47.0841 46.3837 45.3967 45.1285 43.7782 44.569 57.5866 42.5721 70.8507 41.3373 40.6482 39.6181 58.5279 42.9046 38.3162 +split_gain=4082.56 1049.23 657.588 241.891 172.716 95.0089 71.9798 42.039 32.7394 31.1245 25.6204 28.8705 47.1359 25.2573 24.0096 23.5421 23.1918 22.6984 22.5642 21.8891 22.2845 28.7933 21.286 35.4254 20.6687 20.3241 19.809 29.264 21.4523 19.1581 threshold=0.12271061120908651 0.61676732637305076 0.021658051321966919 0.86323969273790258 0.29780391340468032 0.049430903611040765 0.0074800202466077537 0.93042944834295571 0.79860730204461627 0.67870967741935495 0.051212762608571764 32.500000000000007 0.23823176988931691 1.0000000180025095e-35 47.500000000000007 0.35924528301886799 0.0071597239060879675 39.500000000000007 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 25.500000000000004 0.041695003880845613 28.500000000000004 0.054093567251461992 0.00278377438937511 1.0000000180025095e-35 40.500000000000007 0.68301435406698574 0.0040755249409591271 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 8 15 17 -1 24 29 10 -6 12 -12 16 18 22 -13 -4 -15 20 -7 -22 23 -2 -5 -19 27 28 -21 -3 right_child=1 3 5 7 9 19 -8 -9 -10 -11 11 13 -14 14 -16 -17 -18 25 -20 26 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.090174915357661006 -0.014023712455815039 0.032465244665439319 -0.04925310709023592 0.047430943060337218 0.016073131949610381 -0.036858340558193488 -0.065016556536746095 0.076528994690029647 0.0409929222210514 0.027182758417272787 0.029874553087311757 0.019301742395861764 0.0021451844642147145 -0.021431909467380703 0.045039172226923947 0.0077117105521276388 0.0019911012659992139 -0.021174526857062725 0.0035489899085523013 -0.005351086203757128 -0.012081219418733859 -0.039603746104597159 -0.010788769481085647 0.0059157882165289275 0.065569554920784132 -0.043565499598653815 -0.02891727682411574 -0.038925311227709362 -0.058538853862361045 0.021882957149135358 -leaf_weight=3577.6342938244343 2741.4566281437874 7258.4126075357199 4323.8481188416481 3533.3606368601322 10287.532737880945 3255.4164721369743 6244.0281162634492 2338.101480692625 4850.3384894877672 2488.2029424458742 2431.5898355394602 2231.1892296224833 2472.891531214118 1701.7640889137983 162.36034788191319 2605.9263041168451 5054.3046542704105 1453.8682961687446 1257.5555576980114 3872.3967999890447 2441.0768223851919 1104.0749857127666 10575.477272555232 5091.9790329635143 1949.7111685723066 1832.9042687639594 1973.5722032636404 691.43642237782478 157.84514494985342 6472.7658712118864 +leaf_value=-0.045087457678830503 -0.0070118562279075196 0.016232622332719659 -0.02462655354511796 0.023715471530168609 0.0080365659748051904 -0.018429170279096744 -0.032508278268373048 0.038264497345014824 0.0204964611105257 0.013591379208636394 0.014937276543655878 0.0096508711979308819 0.0010725922321073572 -0.010715954733690351 0.022519586113461974 0.0038558552760638194 0.00099555063299960694 -0.010587263428531363 0.0017744949542761507 -0.002675543101878564 -0.0060406097093669295 -0.01980187305229858 -0.0053943847405428236 0.0029578941082644638 0.032784777460392066 -0.021782749799326907 -0.01445863841205787 -0.019462655613854681 -0.029269426931180523 0.010941478574567679 +leaf_weight=7155.2685876488686 5482.9132562875748 14516.82521507144 8647.6962376832962 7066.7212737202644 20575.06547576189 6510.8329442739487 12488.056232526898 4676.2029613852501 9700.6769789755344 4976.4058848917484 4863.1796710789204 4462.3784592449665 4945.783062428236 3403.5281778275967 324.72069576382637 5211.8526082336903 10108.609308540821 2907.7365923374891 2515.1111153960228 7744.7935999780893 4882.1536447703838 2208.1499714255333 21150.954545110464 10183.958065927029 3899.4223371446133 3665.8085375279188 3947.1444065272808 1382.8728447556496 315.69028989970684 12945.531742423773 leaf_count=55812 15932 29386 46827 16774 43988 26732 79564 13204 20891 10293 10411 9510 10912 7667 705 14102 22187 12691 5525 26078 19457 8911 59515 28622 9449 17026 15001 5545 1144 26119 -internal_value=0 0.0170523 -0.0439513 0.039787 0.00482762 -0.0298843 -0.0741807 0.0606514 0.0310049 0.0120826 0.0106149 0.00694768 0.0158931 0.00273206 -0.00791126 -0.00486906 0.0072925 -0.0425194 -0.0108163 -0.0227591 -0.0284103 -0.0206526 -0.00664997 -0.00106241 0.0538808 -0.0336611 -0.017019 -0.0120457 -0.00743419 0.0274768 -internal_weight=0 75504.9 30928.1 26402.7 49102.2 21106.4 9821.66 7821.17 18581.5 28087.4 25599.2 15311.7 4904.48 10407.2 3121.68 21014.8 7285.49 7610.62 2959.32 13495.8 6800.57 3545.15 18408.9 7833.44 5483.07 3286.77 6695.25 4721.68 4030.24 13731.2 +internal_value=0 0.00852614 -0.0219756 0.0198935 0.00241381 -0.0149422 -0.0370904 0.0303257 0.0155025 0.00604132 0.00530746 0.00347384 0.00794656 0.00136603 -0.00395563 -0.00243453 0.00364625 -0.0212597 -0.00540817 -0.0113795 -0.0142051 -0.0103263 -0.00332498 -0.000531206 0.0269404 -0.0168305 -0.00850949 -0.00602286 -0.0037171 0.0137384 +internal_weight=0 151010 61856.2 52805.4 98204.5 42212.9 19643.3 15642.3 37163 56174.8 51198.4 30623.3 9808.96 20814.3 6243.36 42029.7 14571 15221.2 5918.64 26991.6 13601.1 7090.3 36817.8 15666.9 10966.1 6573.55 13390.5 9443.36 8060.48 27462.4 internal_count=669980 355192 314788 115823 239369 179412 135376 39427 76396 121198 110905 66917 21323 45594 13897 118171 31697 76544 13192 102868 55100 28368 104069 44554 26223 29717 47768 32767 27222 55505 is_linear=0 shrinkage=0.1 @@ -621,16 +621,16 @@ Tree=32 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 2 8 12 8 12 8 9 6 0 8 8 6 8 4 12 0 8 8 1 1 4 -split_gain=6823.57 1778.39 1178.54 395.113 333.865 173.62 131.186 84.9058 71.8991 45.3125 40.1208 40.8529 38.0953 39.8893 48.5131 37.7699 37.6778 37.4653 36.8126 36.5629 36.4011 36.8638 36.1838 42.1507 35.7684 35.5831 35.4601 42.1374 34.2119 32.9659 +split_gain=3411.78 889.197 589.269 197.556 166.933 86.81 65.593 42.4529 35.9496 22.6563 20.0604 20.4265 19.0477 19.9446 24.2565 18.8849 18.8389 18.7327 18.4063 18.2814 18.2005 18.4319 18.0919 21.0754 17.8842 17.7915 17.7301 21.0687 17.1059 16.4829 threshold=0.11769054939662692 0.64227248352377009 0.020388258122669676 0.89318112653567061 0.27592638977280265 0.045688057837906117 0.0074800202466077537 0.80712088824194461 0.45614472525325273 0.94127117011010453 39.500000000000007 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 25.500000000000004 1.0000000180025095e-35 0.35924528301886799 0.0054626150018744803 23.500000000000004 30.500000000000004 0.47493734335839605 47.500000000000007 0.41101055806938164 1.0000000180025095e-35 0.0091601366119996429 16.500000000000004 34.500000000000007 0.0049657325447400131 0.0033727556607198888 0.64142857142857157 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 7 16 10 -1 20 29 -5 11 19 13 25 -15 -13 -2 -12 -17 -4 21 -3 23 26 -14 -7 -10 -28 -9 -6 right_child=1 3 5 9 8 12 -8 28 22 -11 17 15 24 14 -16 18 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 -leaf_value=0.088135667170778129 0.007262669281799721 -0.02197179150431729 0.062610941133879577 -0.056147504431602491 -0.0074586965175352168 0.039741951999226116 0.062915279121185996 -0.045651021235272232 -0.031279849945315151 -0.077329075737039996 0.023785114482826129 0.041016257357385587 0.0093433143751720394 0.01220058501617299 0.03762781918353033 -0.093745842740193958 -0.0061713883610060999 0.046855918090141578 0.057749649307336975 0.0038497600418533201 -0.036949893637842603 -0.053650616591197159 0.0015937910428240093 -0.0095740481782570722 0.024038176201871288 0.010324323220735621 -0.023746188370818915 -0.0079325776679423487 -0.030460884271814627 0.012674596352757833 -leaf_weight=3308.2994104474783 17128.007995963097 9542.9161548316479 1714.7488082796335 4049.1163231134415 16106.902868658304 2720.9037388861179 5476.7699289321899 4036.5626994967461 2505.8707337230444 1345.5763679146767 1833.149805739522 2065.9561013951898 3382.9763717129827 2474.9484865143895 1076.8050168976188 41.343724861741066 2377.5060641467571 1142.63436858356 26.207025438547134 112.86059517413378 2384.9981814920902 382.04091615974903 1101.0122583508492 4797.4147449731827 3245.5253203734756 484.37407554686069 4214.1564123034477 2807.6558193415403 2343.5162034928799 856.51719476282597 +leaf_value=0.044067833585389064 0.0036313346408998605 -0.010985895752158645 0.031305470566939789 -0.028073752215801245 -0.0037293482587676084 0.019870975999613058 0.031457639560592998 -0.022825510617636116 -0.015639924972657576 -0.038664537868519998 0.011892557241413065 0.020508128678692793 0.0046716571875860197 0.006100292508086495 0.018813909591765165 -0.046872921370096979 -0.0030856941805030499 0.023427959045070789 0.028874824653668488 0.0019248800209266601 -0.018474946818921301 -0.026825308295598579 0.00079689552141200466 -0.0047870240891285361 0.012019088100935644 0.0051621616103678103 -0.011873094185409458 -0.0039662888339711743 -0.015230442135907313 0.0063372981763789166 +leaf_weight=6616.5988208949566 34256.015991926193 19085.832309663296 3429.497616559267 8098.2326462268829 32213.805737316608 5441.8074777722359 10953.53985786438 8073.1253989934921 5011.7414674460888 2691.1527358293533 3666.299611479044 4131.9122027903795 6765.9527434259653 4949.896973028779 2153.6100337952375 82.687449723482132 4755.0121282935143 2285.26873716712 52.414050877094269 225.72119034826756 4769.9963629841805 764.08183231949806 2202.0245167016983 9594.8294899463654 6491.0506407469511 968.74815109372139 8428.3128246068954 5615.3116386830807 4687.0324069857597 1713.0343895256519 leaf_count=55812 99411 38712 20906 21009 72979 23489 74233 18166 10194 8056 16884 22658 24400 20338 9119 437 13154 11403 291 1359 9822 1559 4579 19626 24135 4135 17169 11514 10404 4027 -internal_value=0 -0.0151332 0.0418084 -0.0375905 -0.00471065 0.0285786 0.0724128 -0.0307092 -0.0109351 -0.0614307 0.041418 0.0480097 0.0219247 0.0272085 0.0199095 0.0386103 0.00562521 0.0326438 -0.0349716 0.0589823 -0.0258569 -0.0231912 -0.0158758 -0.0172185 0.0165384 0.0352964 -0.0210676 -0.0174232 -0.0400714 -0.00644213 -internal_weight=0 75979.8 29107.5 24084.7 51895 20322.4 8785.07 18690 32389.5 5394.69 6936.9 3961.12 13385.5 6757.03 3551.75 2133.51 19505.5 2975.78 67.5508 1827.61 12310 9924.96 15426.1 14325.1 6628.5 3205.28 9527.68 7021.81 6380.08 16963.4 +internal_value=0 -0.00756659 0.0209042 -0.0187952 -0.00235532 0.0142893 0.0362064 -0.0153546 -0.00546753 -0.0307154 0.020709 0.0240048 0.0109623 0.0136042 0.00995475 0.0193052 0.0028126 0.0163219 -0.0174858 0.0294911 -0.0129284 -0.0115956 -0.00793788 -0.00860923 0.00826919 0.0176482 -0.0105338 -0.00871158 -0.0200357 -0.00322106 +internal_weight=0 151960 58215 48169.5 103790 40644.9 17570.1 37380.1 64779.1 10789.4 13873.8 7922.23 26771.1 13514.1 7103.51 4267.01 39011 5951.57 135.102 3655.22 24619.9 19849.9 30852.2 28650.2 13257 6410.56 19055.4 14043.6 12760.2 33926.8 internal_count=669980 360381 309599 107728 252653 179554 130045 78663 140088 29065 73938 45651 105616 57081 29457 23386 112565 28287 728 22265 50093 40271 63082 58503 48535 27624 38877 28683 28570 77006 is_linear=0 shrinkage=0.1 @@ -640,16 +640,16 @@ Tree=33 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 2 2 8 12 8 12 8 9 6 0 8 8 6 8 4 12 0 8 8 1 1 4 -split_gain=6823.57 1778.39 1178.54 395.113 333.865 173.62 131.186 84.9058 71.8991 45.3125 40.1208 40.8529 38.0953 39.8893 48.5131 37.7699 37.6778 37.4653 36.8126 36.5629 36.4011 36.8638 36.1838 42.1507 35.7684 35.5831 35.4601 42.1374 34.2119 32.9659 +split_gain=3411.78 889.197 589.269 197.556 166.933 86.81 65.593 42.4529 35.9496 22.6563 20.0604 20.4265 19.0477 19.9446 24.2565 18.8849 18.8389 18.7327 18.4063 18.2814 18.2005 18.4319 18.0919 21.0754 17.8842 17.7915 17.7301 21.0687 17.1059 16.4829 threshold=0.11769054939662692 0.64227248352377009 0.020388258122669676 0.89318112653567061 0.27592638977280265 0.045688057837906117 0.0074800202466077537 0.80712088824194461 0.45614472525325273 0.94127117011010453 39.500000000000007 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 25.500000000000004 1.0000000180025095e-35 0.35924528301886799 0.0054626150018744803 23.500000000000004 30.500000000000004 0.47493734335839605 47.500000000000007 0.41101055806938164 1.0000000180025095e-35 0.0091601366119996429 16.500000000000004 34.500000000000007 0.0049657325447400131 0.0033727556607198888 0.64142857142857157 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 7 16 10 -1 20 29 -5 11 19 13 25 -15 -13 -2 -12 -17 -4 21 -3 23 26 -14 -7 -10 -28 -9 -6 right_child=1 3 5 9 8 12 -8 28 22 -11 17 15 24 14 -16 18 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 -leaf_value=-0.088135667170778129 -0.007262669281799721 0.02197179150431729 -0.062610941133879577 0.056147504431602491 0.0074586965175352168 -0.039741951999226116 -0.062915279121185996 0.045651021235272232 0.031279849945315151 0.077329075737039996 -0.023785114482826129 -0.041016257357385587 -0.0093433143751720394 -0.01220058501617299 -0.03762781918353033 0.093745842740193958 0.0061713883610060999 -0.046855918090141578 -0.057749649307336975 -0.0038497600418533201 0.036949893637842603 0.053650616591197159 -0.0015937910428240093 0.0095740481782570722 -0.024038176201871288 -0.010324323220735621 0.023746188370818915 0.0079325776679423487 0.030460884271814627 -0.012674596352757833 -leaf_weight=3308.2994104474783 17128.007995963097 9542.9161548316479 1714.7488082796335 4049.1163231134415 16106.902868658304 2720.9037388861179 5476.7699289321899 4036.5626994967461 2505.8707337230444 1345.5763679146767 1833.149805739522 2065.9561013951898 3382.9763717129827 2474.9484865143895 1076.8050168976188 41.343724861741066 2377.5060641467571 1142.63436858356 26.207025438547134 112.86059517413378 2384.9981814920902 382.04091615974903 1101.0122583508492 4797.4147449731827 3245.5253203734756 484.37407554686069 4214.1564123034477 2807.6558193415403 2343.5162034928799 856.51719476282597 +leaf_value=-0.044067833585389064 -0.0036313346408998605 0.010985895752158645 -0.031305470566939789 0.028073752215801245 0.0037293482587676084 -0.019870975999613058 -0.031457639560592998 0.022825510617636116 0.015639924972657576 0.038664537868519998 -0.011892557241413065 -0.020508128678692793 -0.0046716571875860197 -0.006100292508086495 -0.018813909591765165 0.046872921370096979 0.0030856941805030499 -0.023427959045070789 -0.028874824653668488 -0.0019248800209266601 0.018474946818921301 0.026825308295598579 -0.00079689552141200466 0.0047870240891285361 -0.012019088100935644 -0.0051621616103678103 0.011873094185409458 0.0039662888339711743 0.015230442135907313 -0.0063372981763789166 +leaf_weight=6616.5988208949566 34256.015991926193 19085.832309663296 3429.497616559267 8098.2326462268829 32213.805737316608 5441.8074777722359 10953.53985786438 8073.1253989934921 5011.7414674460888 2691.1527358293533 3666.299611479044 4131.9122027903795 6765.9527434259653 4949.896973028779 2153.6100337952375 82.687449723482132 4755.0121282935143 2285.26873716712 52.414050877094269 225.72119034826756 4769.9963629841805 764.08183231949806 2202.0245167016983 9594.8294899463654 6491.0506407469511 968.74815109372139 8428.3128246068954 5615.3116386830807 4687.0324069857597 1713.0343895256519 leaf_count=55812 99411 38712 20906 21009 72979 23489 74233 18166 10194 8056 16884 22658 24400 20338 9119 437 13154 11403 291 1359 9822 1559 4579 19626 24135 4135 17169 11514 10404 4027 -internal_value=0 0.0151332 -0.0418084 0.0375905 0.00471065 -0.0285786 -0.0724128 0.0307092 0.0109351 0.0614307 -0.041418 -0.0480097 -0.0219247 -0.0272085 -0.0199095 -0.0386103 -0.00562521 -0.0326438 0.0349716 -0.0589823 0.0258569 0.0231912 0.0158758 0.0172185 -0.0165384 -0.0352964 0.0210676 0.0174232 0.0400714 0.00644213 -internal_weight=0 75979.8 29107.5 24084.7 51895 20322.4 8785.07 18690 32389.5 5394.69 6936.9 3961.12 13385.5 6757.03 3551.75 2133.51 19505.5 2975.78 67.5508 1827.61 12310 9924.96 15426.1 14325.1 6628.5 3205.28 9527.68 7021.81 6380.08 16963.4 +internal_value=0 0.00756659 -0.0209042 0.0187952 0.00235532 -0.0142893 -0.0362064 0.0153546 0.00546753 0.0307154 -0.020709 -0.0240048 -0.0109623 -0.0136042 -0.00995475 -0.0193052 -0.0028126 -0.0163219 0.0174858 -0.0294911 0.0129284 0.0115956 0.00793788 0.00860923 -0.00826919 -0.0176482 0.0105338 0.00871158 0.0200357 0.00322106 +internal_weight=0 151960 58215 48169.5 103790 40644.9 17570.1 37380.1 64779.1 10789.4 13873.8 7922.23 26771.1 13514.1 7103.51 4267.01 39011 5951.57 135.102 3655.22 24619.9 19849.9 30852.2 28650.2 13257 6410.56 19055.4 14043.6 12760.2 33926.8 internal_count=669980 360381 309599 107728 252653 179554 130045 78663 140088 29065 73938 45651 105616 57081 29457 23386 112565 28287 728 22265 50093 40271 63082 58503 48535 27624 38877 28683 28570 77006 is_linear=0 shrinkage=0.1 @@ -659,16 +659,16 @@ Tree=34 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 4 1 8 2 3 8 10 0 0 9 8 12 8 12 9 6 6 8 3 1 3 10 -split_gain=5710.98 1550.26 989.577 403.86 270.063 132.159 125.61 69.4769 59.6596 66.4773 92.6976 59.057 43.8549 52.5245 56.9147 43.9461 42.0359 36.8616 36.478 37.7417 54.0361 37.6836 35.837 34.3088 34.0126 33.8638 32.9644 31.8752 35.0588 37.9028 +split_gain=2855.49 775.132 494.788 201.93 135.032 66.0796 62.8048 34.7384 29.8298 33.2387 46.3488 29.5285 21.9275 26.2623 28.4573 21.9731 21.0179 18.4308 18.239 18.8708 27.018 18.8418 17.9185 17.1544 17.0063 16.9319 16.4822 15.9376 17.5294 18.9514 threshold=0.10557156246282116 0.60060999209537747 0.020388258122669676 0.87874295660046342 0.23661277697703847 0.0074800202466077537 0.045688057837906117 0.77315861353043414 0.6043478260869567 0.005740786649956176 47.500000000000007 0.93042944834295571 0.28881018432930922 32.500000000000007 1.0000000180025095e-35 0.065238424739026871 0.19310495345021272 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.46410256410256417 0.054093567251461992 36.500000000000007 0.10184970661066055 0.014721853985668776 0.10431725392723669 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 7 27 -1 18 -3 9 10 -6 24 13 26 -15 -14 -10 -16 21 20 -20 25 -17 -9 -5 -4 -11 -2 29 -29 right_child=1 3 6 11 8 -7 -8 23 16 12 -12 -13 15 14 17 22 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=0.086066730422351134 0.0041682422507517197 -0.021147474885268473 0.058614494465638017 -0.04068692424130968 -0.012247505467586569 0.059873897655332235 0.02132417263202252 -0.029515358543380651 -0.014146064098174158 -0.041137611324708528 -0.055606138083318039 -0.067927877155519886 -0.0075990517809494049 -0.010524889502845521 0.030751152637177811 0.0080916902582372115 0.021118230935373312 -0.0066613507328346262 0.013454676843742823 0.045892806045565289 0.055516217028899577 0.035911925986382501 -0.026556182972527521 -0.045442001750102115 -0.05948967582271434 -0.015160071092050212 -0.015115698091472493 -0.018609592960331042 0.015721750133364347 0.039036749469277598 -leaf_weight=3061.8038810044527 10804.525524914265 13038.872884139419 1676.5123394429684 2645.4582250863314 14530.59240975976 5194.4125393033028 11277.716053158045 6005.9600660353899 479.1374671459198 688.9409627020359 510.39997181296349 2153.5393119752407 4338.3610629886389 3566.2800094485283 648.84084644913673 4940.0999854505062 1147.7495569288731 443.27165256440639 1521.8515511527658 999.49834152311087 382.12221691757441 2068.7614172250032 317.7227091640234 1745.6981911361217 1511.8476759493351 64.616890981793404 1659.3402268439531 592.27175188064575 5683.4118637293577 141.2625135332346 +leaf_value=0.043033365211175567 0.0020841211253758598 -0.010573737442634236 0.029307247232819009 -0.02034346212065484 -0.0061237527337932845 0.029936948827666118 0.01066208631601126 -0.014757679271690326 -0.0070730320490870789 -0.020568805662354264 -0.02780306904165902 -0.033963938577759943 -0.0037995258904747024 -0.0052624447514227606 0.015375576318588905 0.0040458451291186057 0.010559115467686656 -0.0033306753664173131 0.0067273384218714113 0.022946403022782644 0.027758108514449788 0.01795596299319125 -0.013278091486263761 -0.022721000875051058 -0.02974483791135717 -0.0075800355460251059 -0.0075578490457362466 -0.0093047964801655208 0.0078608750666821735 0.019518374734638799 +leaf_weight=6123.6077620089054 21609.051049828529 26077.745768278837 3353.0246788859367 5290.9164501726627 29061.18481951952 10388.825078606606 22555.43210631609 12011.92013207078 958.2749342918396 1377.8819254040718 1020.799943625927 4307.0786239504814 8676.7221259772778 7132.5600188970566 1297.6816928982735 9880.1999709010124 2295.4991138577461 886.54330512881279 3043.7031023055315 1998.9966830462217 764.24443383514881 4137.5228344500065 635.4454183280468 3491.3963822722435 3023.6953518986702 129.23378196358681 3318.6804536879063 1184.5435037612915 11366.823727458715 282.52502706646919 leaf_count=55812 65374 52656 21488 13267 63536 74233 92249 26218 2169 3011 2222 13204 19430 15772 2969 22866 5353 1956 12121 11471 4695 23386 1451 7838 7810 777 7260 3568 34971 847 -internal_value=0 -0.013037 0.0409245 -0.0323303 -0.00268145 0.0695875 0.0277709 -0.0256047 -0.00794313 -0.00890329 -0.0137188 -0.0544872 -0.00454076 -0.0105554 -0.00440815 -0.00014914 0.0107325 0.015566 0.0386008 0.0301569 0.0218963 0.0450358 0.00599797 -0.0331021 -0.0475247 0.0558766 -0.02275 0.00748377 0.0130663 -0.00750818 -internal_weight=0 77593.6 26247.3 27101.4 50492.2 8256.22 17991.1 20790.5 33270.7 31643.8 15041 6310.85 16602.9 7006.67 4658.39 9596.18 1626.89 1092.11 6713.36 2903.47 1903.97 3809.89 5257.82 7751.66 4157.31 1741.13 2348.28 17221.5 6416.95 733.534 +internal_value=0 -0.0065185 0.0204623 -0.0161651 -0.00134072 0.0347937 0.0138855 -0.0128024 -0.00397157 -0.00445165 -0.00685942 -0.0272436 -0.00227038 -0.00527771 -0.00220407 -7.45699e-05 0.00536624 0.007783 0.0193004 0.0150785 0.0109482 0.0225179 0.00299898 -0.016551 -0.0237624 0.0279383 -0.011375 0.00374189 0.00653314 -0.00375409 +internal_weight=0 155187 52494.6 54202.8 100984 16512.4 35982.2 41581.1 66541.5 63287.7 30082 12621.7 33205.7 14013.3 9316.79 19192.4 3253.77 2184.22 13426.7 5806.94 3807.95 7619.78 10515.6 15503.3 8314.61 3482.26 4696.56 34442.9 12833.9 1467.07 internal_count=669980 373748 296232 120993 252755 130045 166187 86712 147995 140473 65758 34281 74715 30968 20697 43747 7522 4925 73938 28287 16816 45651 24317 34056 21077 22265 10271 104760 39386 4415 is_linear=0 shrinkage=0.1 @@ -678,16 +678,16 @@ Tree=35 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 4 1 8 2 3 8 10 0 0 9 8 12 8 12 9 6 6 8 3 1 3 10 -split_gain=5710.98 1550.26 989.577 403.86 270.063 132.159 125.61 69.4769 59.6596 66.4773 92.6976 59.057 43.8549 52.5245 56.9147 43.9461 42.0359 36.8616 36.478 37.7417 54.0361 37.6836 35.837 34.3088 34.0126 33.8638 32.9644 31.8752 35.0588 37.9028 +split_gain=2855.49 775.132 494.788 201.93 135.032 66.0796 62.8048 34.7384 29.8298 33.2387 46.3488 29.5285 21.9275 26.2623 28.4573 21.9731 21.0179 18.4308 18.239 18.8708 27.018 18.8418 17.9185 17.1544 17.0063 16.9319 16.4822 15.9376 17.5294 18.9514 threshold=0.10557156246282116 0.60060999209537747 0.020388258122669676 0.87874295660046342 0.23661277697703847 0.0074800202466077537 0.045688057837906117 0.77315861353043414 0.6043478260869567 0.005740786649956176 47.500000000000007 0.93042944834295571 0.28881018432930922 32.500000000000007 1.0000000180025095e-35 0.065238424739026871 0.19310495345021272 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.46410256410256417 0.054093567251461992 36.500000000000007 0.10184970661066055 0.014721853985668776 0.10431725392723669 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 7 27 -1 18 -3 9 10 -6 24 13 26 -15 -14 -10 -16 21 20 -20 25 -17 -9 -5 -4 -11 -2 29 -29 right_child=1 3 6 11 8 -7 -8 23 16 12 -12 -13 15 14 17 22 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.086066730422351134 -0.0041682422507517197 0.021147474885268473 -0.058614494465638017 0.04068692424130968 0.012247505467586569 -0.059873897655332235 -0.02132417263202252 0.029515358543380651 0.014146064098174158 0.041137611324708528 0.055606138083318039 0.067927877155519886 0.0075990517809494049 0.010524889502845521 -0.030751152637177811 -0.0080916902582372115 -0.021118230935373312 0.0066613507328346262 -0.013454676843742823 -0.045892806045565289 -0.055516217028899577 -0.035911925986382501 0.026556182972527521 0.045442001750102115 0.05948967582271434 0.015160071092050212 0.015115698091472493 0.018609592960331042 -0.015721750133364347 -0.039036749469277598 -leaf_weight=3061.8038810044527 10804.525524914265 13038.872884139419 1676.5123394429684 2645.4582250863314 14530.59240975976 5194.4125393033028 11277.716053158045 6005.9600660353899 479.1374671459198 688.9409627020359 510.39997181296349 2153.5393119752407 4338.3610629886389 3566.2800094485283 648.84084644913673 4940.0999854505062 1147.7495569288731 443.27165256440639 1521.8515511527658 999.49834152311087 382.12221691757441 2068.7614172250032 317.7227091640234 1745.6981911361217 1511.8476759493351 64.616890981793404 1659.3402268439531 592.27175188064575 5683.4118637293577 141.2625135332346 +leaf_value=-0.043033365211175567 -0.0020841211253758598 0.010573737442634236 -0.029307247232819009 0.02034346212065484 0.0061237527337932845 -0.029936948827666118 -0.01066208631601126 0.014757679271690326 0.0070730320490870789 0.020568805662354264 0.02780306904165902 0.033963938577759943 0.0037995258904747024 0.0052624447514227606 -0.015375576318588905 -0.0040458451291186057 -0.010559115467686656 0.0033306753664173131 -0.0067273384218714113 -0.022946403022782644 -0.027758108514449788 -0.01795596299319125 0.013278091486263761 0.022721000875051058 0.02974483791135717 0.0075800355460251059 0.0075578490457362466 0.0093047964801655208 -0.0078608750666821735 -0.019518374734638799 +leaf_weight=6123.6077620089054 21609.051049828529 26077.745768278837 3353.0246788859367 5290.9164501726627 29061.18481951952 10388.825078606606 22555.43210631609 12011.92013207078 958.2749342918396 1377.8819254040718 1020.799943625927 4307.0786239504814 8676.7221259772778 7132.5600188970566 1297.6816928982735 9880.1999709010124 2295.4991138577461 886.54330512881279 3043.7031023055315 1998.9966830462217 764.24443383514881 4137.5228344500065 635.4454183280468 3491.3963822722435 3023.6953518986702 129.23378196358681 3318.6804536879063 1184.5435037612915 11366.823727458715 282.52502706646919 leaf_count=55812 65374 52656 21488 13267 63536 74233 92249 26218 2169 3011 2222 13204 19430 15772 2969 22866 5353 1956 12121 11471 4695 23386 1451 7838 7810 777 7260 3568 34971 847 -internal_value=0 0.013037 -0.0409245 0.0323303 0.00268145 -0.0695875 -0.0277709 0.0256047 0.00794313 0.00890329 0.0137188 0.0544872 0.00454076 0.0105554 0.00440815 0.00014914 -0.0107325 -0.015566 -0.0386008 -0.0301569 -0.0218963 -0.0450358 -0.00599797 0.0331021 0.0475247 -0.0558766 0.02275 -0.00748377 -0.0130663 0.00750818 -internal_weight=0 77593.6 26247.3 27101.4 50492.2 8256.22 17991.1 20790.5 33270.7 31643.8 15041 6310.85 16602.9 7006.67 4658.39 9596.18 1626.89 1092.11 6713.36 2903.47 1903.97 3809.89 5257.82 7751.66 4157.31 1741.13 2348.28 17221.5 6416.95 733.534 +internal_value=0 0.0065185 -0.0204623 0.0161651 0.00134072 -0.0347937 -0.0138855 0.0128024 0.00397157 0.00445165 0.00685942 0.0272436 0.00227038 0.00527771 0.00220407 7.45699e-05 -0.00536624 -0.007783 -0.0193004 -0.0150785 -0.0109482 -0.0225179 -0.00299898 0.016551 0.0237624 -0.0279383 0.011375 -0.00374189 -0.00653314 0.00375409 +internal_weight=0 155187 52494.6 54202.8 100984 16512.4 35982.2 41581.1 66541.5 63287.7 30082 12621.7 33205.7 14013.3 9316.79 19192.4 3253.77 2184.22 13426.7 5806.94 3807.95 7619.78 10515.6 15503.3 8314.61 3482.26 4696.56 34442.9 12833.9 1467.07 internal_count=669980 373748 296232 120993 252755 130045 166187 86712 147995 140473 65758 34281 74715 30968 20697 43747 7522 4925 73938 28287 16816 45651 24317 34056 21077 22265 10271 104760 39386 4415 is_linear=0 shrinkage=0.1 @@ -697,16 +697,16 @@ Tree=36 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 10 6 4 3 9 12 8 6 1 9 10 1 8 6 1 7 8 8 12 8 0 6 -split_gain=4776.04 1435.7 729.294 382.061 278.084 102.129 95.6096 78.7286 58.0448 50.655 52.3198 49.9032 49.4777 48.9334 45.8915 42.9238 39.2485 36.8018 44.3751 43.0144 36.6787 35.7064 35.6947 35.0732 34.971 30.4658 42.5224 34.5439 30.3498 28.2397 +split_gain=2388.02 717.851 364.647 191.031 139.042 51.0647 47.8048 39.3643 29.0224 25.3275 26.1599 24.9516 24.7388 24.4667 22.9457 21.4619 19.6243 18.4009 22.1875 21.5072 18.3393 17.8532 17.8474 17.5366 17.4855 15.2329 21.2612 17.272 15.1749 14.1199 threshold=0.082205425798379861 0.57678202673178125 0.016892787787193182 0.85473614589076297 0.22721671676319649 0.036682363867772828 0.0074800202466077537 0.92490073479522228 1.0000000180025095e-35 0.31698564593301443 0.045548654244306423 0.085227728634247588 1.0000000180025095e-35 1.0000000180025095e-35 47.500000000000007 0.31698564593301443 0.0027613792403738935 1.0000000180025095e-35 1.0000000180025095e-35 0.014721853985668776 45.500000000000007 0.52190476190476198 0.0040755249409591271 0.44222222222222224 48.500000000000007 32.500000000000007 1.0000000180025095e-35 39.500000000000007 0.26315551235744356 0.63397129186602885 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 8 15 23 -1 21 11 10 13 -3 16 17 22 -2 -10 18 19 20 -6 -5 29 -4 -22 26 -24 -27 -12 -13 right_child=1 3 5 7 9 -7 -8 -9 12 -11 28 14 -14 -15 -16 -17 -18 -19 -20 -21 24 -23 25 -25 -26 27 -28 -29 -30 -31 -leaf_value=0.083958520654087196 0.010366842317711317 -0.036351895438457821 0.037113822620474204 -0.036377257847188448 -0.012403910943804775 0.023771791298779637 0.059668024158446797 -0.061828815948099018 -0.022028817113072686 -0.014555116296601235 -0.0025896844287698582 -0.021768135447746459 -0.021664142561334827 0.00034544211878195487 -0.0498280016397393 -0.003463971777504034 0.015592183274112492 -0.025423539710243154 0.0065199960892269194 -0.0013584122736409318 -0.047833652802781991 -0.057231612128409583 -0.036745892273199229 0.057571370633359202 0.059558147251821125 0.012983148373781074 -0.007733859775949186 -0.013025385209390533 0.018289491409271691 -0.036856810453535782 -leaf_weight=2836.4933186620474 17425.922775216401 2586.766180947423 4564.2358023896813 4258.3460262417793 7919.8111279159784 9311.9274416342378 3779.6524553559721 2539.2735735476017 381.62640678882599 6177.0629998594522 1317.2134691178799 7838.4195065051317 1326.0499159544706 7952.8499786257744 546.35851465165615 2575.5422750115395 1014.4746859520674 1297.6811452358961 1870.8712690025568 3920.5979536175728 454.73696379363537 1017.1224479824305 1144.6041308939457 1026.5296527072787 32.488990053534508 610.90073983371258 904.35764844715595 3112.4911542832851 1476.6503118276596 1473.5756836384535 +leaf_value=0.041979260327043598 0.0051834211588556584 -0.01817594771922891 0.018556911310237102 -0.018188628923594224 -0.0062019554719023873 0.011885895649389818 0.029834012079223399 -0.030914407974049509 -0.011014408556536343 -0.0072775581483006174 -0.0012948422143849291 -0.010884067723873229 -0.010832071280667413 0.00017272105939097744 -0.02491400081986965 -0.001731985888752017 0.0077960916370562461 -0.012711769855121577 0.0032599980446134597 -0.00067920613682046589 -0.023916826401390995 -0.028615806064204791 -0.018372946136599615 0.028785685316679601 0.029779073625910563 0.0064915741868905369 -0.003866929887974593 -0.0065126926046952666 0.0091447457046358455 -0.018428405226767891 +leaf_weight=5672.9866373240948 34851.845550432801 5173.532361894846 9128.4716047793627 8516.6920524835587 15839.622255831957 18623.854883268476 7559.3049107119441 5078.5471470952034 763.25281357765198 12354.125999718904 2634.4269382357597 15676.839013010263 2652.0998319089413 15905.699957251549 1092.7170293033123 5151.0845500230789 2028.9493719041348 2595.3622904717922 3741.7425380051136 7841.1959072351456 909.47392758727074 2034.2448959648609 2289.2082617878914 2053.0593054145575 64.977980107069016 1221.8014796674252 1808.7152968943119 6224.9823085665703 2953.3006236553192 2947.151367276907 leaf_count=55812 112650 10948 55466 21130 35046 84352 58290 15840 1547 26755 5978 32469 5353 36159 2275 16002 4113 5809 8659 18151 2004 5233 4682 13008 145 2491 3706 12715 6959 6233 -internal_value=0 -0.0105364 0.0424525 -0.0284929 -0.000686879 0.0301862 0.0700819 -0.0473616 -0.0214511 -0.0064077 -0.00448996 -0.0234863 -0.00783081 -0.00603119 -0.0213571 0.00858588 0.00530842 -0.00930376 -0.00783048 -0.0100083 -0.0140422 -0.040398 -0.0203259 0.0408701 -0.0406726 -0.0141474 -0.0239407 -0.00875814 0.00844566 -0.0241558 -internal_weight=0 81175.8 21518.8 28754.4 52421.4 14902.7 6616.15 7814.74 20939.6 32420 26242.9 18217.5 2722.15 23449 15630.7 20001.5 1396.1 15496.2 14198.5 12327.6 8407.04 5275.47 15084.3 5590.77 487.226 5772.35 2048.96 3723.39 2793.86 9312 +internal_value=0 -0.00526822 0.0212262 -0.0142465 -0.000343439 0.0150931 0.035041 -0.0236808 -0.0107255 -0.00320385 -0.00224498 -0.0117431 -0.0039154 -0.00301559 -0.0106786 0.00429294 0.00265421 -0.00465188 -0.00391524 -0.00500417 -0.0070211 -0.020199 -0.0101629 0.020435 -0.0203363 -0.00707369 -0.0119704 -0.00437907 0.00422283 -0.0120779 +internal_weight=0 162352 43037.7 57508.7 104843 29805.4 13232.3 15629.5 41879.2 64839.9 52485.8 36434.9 5444.3 46898.1 31261.4 40002.9 2792.2 30992.4 28397 24655.3 16814.1 10550.9 30168.7 11181.5 974.452 11544.7 4097.92 7446.78 5587.73 18624 internal_count=669980 403052 266928 128735 274317 152826 114102 42203 86532 145665 118910 75519 11013 105973 64571 128652 5660 69814 64005 55346 37195 26363 62296 68474 2149 23594 8388 15206 12937 38702 is_linear=0 shrinkage=0.1 @@ -716,16 +716,16 @@ Tree=37 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 10 6 4 3 9 12 8 6 1 9 10 1 8 6 1 7 8 8 12 8 0 6 -split_gain=4776.04 1435.7 729.294 382.061 278.084 102.129 95.6096 78.7286 58.0448 50.655 52.3198 49.9032 49.4777 48.9334 45.8915 42.9238 39.2485 36.8018 44.3751 43.0144 36.6787 35.7064 35.6947 35.0732 34.971 30.4658 42.5224 34.5439 30.3498 28.2397 +split_gain=2388.02 717.851 364.647 191.031 139.042 51.0647 47.8048 39.3643 29.0224 25.3275 26.1599 24.9516 24.7388 24.4667 22.9457 21.4619 19.6243 18.4009 22.1875 21.5072 18.3393 17.8532 17.8474 17.5366 17.4855 15.2329 21.2612 17.272 15.1749 14.1199 threshold=0.082205425798379861 0.57678202673178125 0.016892787787193182 0.85473614589076297 0.22721671676319649 0.036682363867772828 0.0074800202466077537 0.92490073479522228 1.0000000180025095e-35 0.31698564593301443 0.045548654244306423 0.085227728634247588 1.0000000180025095e-35 1.0000000180025095e-35 47.500000000000007 0.31698564593301443 0.0027613792403738935 1.0000000180025095e-35 1.0000000180025095e-35 0.014721853985668776 45.500000000000007 0.52190476190476198 0.0040755249409591271 0.44222222222222224 48.500000000000007 32.500000000000007 1.0000000180025095e-35 39.500000000000007 0.26315551235744356 0.63397129186602885 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 8 15 23 -1 21 11 10 13 -3 16 17 22 -2 -10 18 19 20 -6 -5 29 -4 -22 26 -24 -27 -12 -13 right_child=1 3 5 7 9 -7 -8 -9 12 -11 28 14 -14 -15 -16 -17 -18 -19 -20 -21 24 -23 25 -25 -26 27 -28 -29 -30 -31 -leaf_value=-0.083958520654087196 -0.010366842317711317 0.036351895438457821 -0.037113822620474204 0.036377257847188448 0.012403910943804775 -0.023771791298779637 -0.059668024158446797 0.061828815948099018 0.022028817113072686 0.014555116296601235 0.0025896844287698582 0.021768135447746459 0.021664142561334827 -0.00034544211878195487 0.0498280016397393 0.003463971777504034 -0.015592183274112492 0.025423539710243154 -0.0065199960892269194 0.0013584122736409318 0.047833652802781991 0.057231612128409583 0.036745892273199229 -0.057571370633359202 -0.059558147251821125 -0.012983148373781074 0.007733859775949186 0.013025385209390533 -0.018289491409271691 0.036856810453535782 -leaf_weight=2836.4933186620474 17425.922775216401 2586.766180947423 4564.2358023896813 4258.3460262417793 7919.8111279159784 9311.9274416342378 3779.6524553559721 2539.2735735476017 381.62640678882599 6177.0629998594522 1317.2134691178799 7838.4195065051317 1326.0499159544706 7952.8499786257744 546.35851465165615 2575.5422750115395 1014.4746859520674 1297.6811452358961 1870.8712690025568 3920.5979536175728 454.73696379363537 1017.1224479824305 1144.6041308939457 1026.5296527072787 32.488990053534508 610.90073983371258 904.35764844715595 3112.4911542832851 1476.6503118276596 1473.5756836384535 +leaf_value=-0.041979260327043598 -0.0051834211588556584 0.01817594771922891 -0.018556911310237102 0.018188628923594224 0.0062019554719023873 -0.011885895649389818 -0.029834012079223399 0.030914407974049509 0.011014408556536343 0.0072775581483006174 0.0012948422143849291 0.010884067723873229 0.010832071280667413 -0.00017272105939097744 0.02491400081986965 0.001731985888752017 -0.0077960916370562461 0.012711769855121577 -0.0032599980446134597 0.00067920613682046589 0.023916826401390995 0.028615806064204791 0.018372946136599615 -0.028785685316679601 -0.029779073625910563 -0.0064915741868905369 0.003866929887974593 0.0065126926046952666 -0.0091447457046358455 0.018428405226767891 +leaf_weight=5672.9866373240948 34851.845550432801 5173.532361894846 9128.4716047793627 8516.6920524835587 15839.622255831957 18623.854883268476 7559.3049107119441 5078.5471470952034 763.25281357765198 12354.125999718904 2634.4269382357597 15676.839013010263 2652.0998319089413 15905.699957251549 1092.7170293033123 5151.0845500230789 2028.9493719041348 2595.3622904717922 3741.7425380051136 7841.1959072351456 909.47392758727074 2034.2448959648609 2289.2082617878914 2053.0593054145575 64.977980107069016 1221.8014796674252 1808.7152968943119 6224.9823085665703 2953.3006236553192 2947.151367276907 leaf_count=55812 112650 10948 55466 21130 35046 84352 58290 15840 1547 26755 5978 32469 5353 36159 2275 16002 4113 5809 8659 18151 2004 5233 4682 13008 145 2491 3706 12715 6959 6233 -internal_value=0 0.0105364 -0.0424525 0.0284929 0.000686879 -0.0301862 -0.0700819 0.0473616 0.0214511 0.0064077 0.00448996 0.0234863 0.00783081 0.00603119 0.0213571 -0.00858588 -0.00530842 0.00930376 0.00783048 0.0100083 0.0140422 0.040398 0.0203259 -0.0408701 0.0406726 0.0141474 0.0239407 0.00875814 -0.00844566 0.0241558 -internal_weight=0 81175.8 21518.8 28754.4 52421.4 14902.7 6616.15 7814.74 20939.6 32420 26242.9 18217.5 2722.15 23449 15630.7 20001.5 1396.1 15496.2 14198.5 12327.6 8407.04 5275.47 15084.3 5590.77 487.226 5772.35 2048.96 3723.39 2793.86 9312 +internal_value=0 0.00526822 -0.0212262 0.0142465 0.000343439 -0.0150931 -0.035041 0.0236808 0.0107255 0.00320385 0.00224498 0.0117431 0.0039154 0.00301559 0.0106786 -0.00429294 -0.00265421 0.00465188 0.00391524 0.00500417 0.0070211 0.020199 0.0101629 -0.020435 0.0203363 0.00707369 0.0119704 0.00437907 -0.00422283 0.0120779 +internal_weight=0 162352 43037.7 57508.7 104843 29805.4 13232.3 15629.5 41879.2 64839.9 52485.8 36434.9 5444.3 46898.1 31261.4 40002.9 2792.2 30992.4 28397 24655.3 16814.1 10550.9 30168.7 11181.5 974.452 11544.7 4097.92 7446.78 5587.73 18624 internal_count=669980 403052 266928 128735 274317 152826 114102 42203 86532 145665 118910 75519 11013 105973 64571 128652 5660 69814 64005 55346 37195 26363 62296 68474 2149 23594 8388 15206 12937 38702 is_linear=0 shrinkage=0.1 @@ -735,16 +735,16 @@ Tree=38 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 6 0 8 3 10 9 9 8 3 8 12 8 8 12 8 10 9 8 0 7 1 3 -split_gain=4001.21 1201.59 664.933 390.216 188.4 102.905 91.7235 78.3284 56.3869 40.4111 45.9304 123.892 53.098 47.6227 46.0607 39.7501 45.2845 38.7473 45.5538 81.4981 38.3712 37.9156 42.0788 36.1342 39.804 37.4289 34.2737 33.6769 32.7502 41.0357 +split_gain=2000.6 600.794 332.467 195.108 94.2 51.4525 45.8617 39.1642 28.1935 20.2055 22.9652 61.9459 26.549 23.8113 23.0303 19.875 22.6422 19.3737 22.7769 40.7491 19.1856 18.9578 21.0394 18.0671 19.902 18.7145 17.1369 16.8384 16.3751 20.5179 threshold=0.080488095919491423 0.52268245052612017 0.015299555006901422 0.83180462505681707 0.19821811744301146 0.032771448754213887 0.91916719420673887 0.0074800202466077537 0.47493734335839605 0.051212762608571764 32.500000000000007 0.23823176988931691 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 39.500000000000007 0.19625228217899957 39.500000000000007 1.0000000180025095e-35 40.500000000000007 25.500000000000004 1.0000000180025095e-35 30.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 17.500000000000004 0.92502263599968015 0.49074074074074076 0.010044800393589876 0.2214418463079669 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 7 8 15 17 -5 -1 23 27 11 -11 28 -14 -13 16 20 21 19 26 -2 22 -4 -3 -25 -26 -19 -6 -12 -30 right_child=1 3 5 6 9 -7 -8 -9 -10 10 12 14 13 -15 -16 -17 -18 18 -20 -21 -22 -23 -24 24 25 -27 -28 -29 29 -31 -leaf_value=0.081803285731214814 -0.020251131122070623 -0.016833623652779829 0.064422028104138135 -0.034766286099278822 -0.01117501396094088 0.022893090507388764 -0.056166373820178118 0.058243427419411499 -0.027345617651158879 -0.02597870652435624 -0.010935127383025031 0.0070636499630758569 0.021374781122192918 -0.0012698264456910402 -0.032920027488068881 0.0044752248035467967 0.017278217885537253 -0.0032730298900745872 0.049309192988603506 0.063000188030430462 0.015678233749834989 0.037584984419796796 -0.011359794573823127 0.0061948555137266064 -0.040075134799562033 -0.0060056293052625203 0.056071955408715846 0.00055602752025775209 -0.0090044779280513531 0.0086111465459146313 -leaf_weight=2630.7759192734957 648.39042923599482 16105.919413790107 1276.8680791519582 6390.5132575333118 9712.3960684984922 9739.0062709674239 2917.1068754643202 3043.911244250834 4528.7012985944748 2353.8176740258932 2713.3708025366068 3272.7519388645887 2309.5910320878029 1553.3357594907284 315.9265720397234 8758.2047345340252 6944.1245119199157 839.03552594035864 743.28520578145981 305.40875522792339 548.84510217607021 1678.9768427833915 77.731773052364588 1561.5472446382046 467.85000047087669 1037.6406445503235 110.08679027855396 3271.4024668484926 2046.0852661877871 3738.9159351736307 +leaf_value=0.040901642865607407 -0.010125565561035312 -0.0084168118263899146 0.032211014052069067 -0.017383143049639411 -0.00558750698047044 0.011446545253694382 -0.028083186910089059 0.029121713709705749 -0.01367280882557944 -0.01298935326217812 -0.0054675636915125156 0.0035318249815379284 0.010687390561096459 -0.00063491322284552011 -0.016460013744034441 0.0022376124017733983 0.0086391089427686266 -0.0016365149450372936 0.024654596494301753 0.031500094015215231 0.0078391168749174945 0.018792492209898398 -0.0056798972869115637 0.0030974277568633032 -0.020037567399781017 -0.0030028146526312601 0.028035977704357923 0.00027801376012887604 -0.0045022389640256765 0.0043055732729573156 +leaf_weight=5261.5518385469913 1296.7808584719896 32211.838827580214 2553.7361583039165 12781.026515066624 19424.792136996984 19478.012541934848 5834.2137509286404 6087.822488501668 9057.4025971889496 4707.6353480517864 5426.7416050732136 6545.5038777291775 4619.1820641756058 3106.6715189814568 631.85314407944679 17516.40946906805 13888.249023839831 1678.0710518807173 1486.5704115629196 610.81751045584679 1097.6902043521404 3357.953685566783 155.46354610472918 3123.0944892764091 935.70000094175339 2075.281289100647 220.17358055710793 6542.8049336969852 4092.1705323755741 7477.8318703472614 leaf_count=55812 4252 65993 19560 31325 44479 92141 18467 50291 18812 10733 12279 15662 11181 7264 1482 56357 48743 7347 10353 4540 3676 21903 1110 6357 1885 4207 1292 14978 9573 17926 -internal_value=0 -0.00942514 0.0400706 -0.0241231 0.000643287 0.0288925 -0.0414733 0.0691657 -0.0173097 -0.00395215 -0.000925271 -0.00815009 0.00254794 0.0122691 0.00354372 0.0091512 0.0141815 0.0405053 0.0296915 0.0180684 -0.00378014 0.0476269 0.0600734 -0.0149392 -0.0049909 -0.0165932 0.00361028 -0.00821926 -0.00187079 0.00238071 -internal_weight=0 81196.4 20445.1 33009.3 48187.2 14770.4 9307.62 5674.69 23701.7 31287.6 18303.8 5942.5 12361.3 3862.93 3588.68 16899.6 8141.36 5031.39 1997.82 1254.53 1197.24 3033.58 1354.6 19173 3067.04 1505.49 949.122 12983.8 8498.37 5785 +internal_value=0 -0.00471257 0.0200353 -0.0120615 0.000321643 0.0144463 -0.0207367 0.0345829 -0.00865485 -0.00197607 -0.000462636 -0.00407504 0.00127397 0.00613454 0.00177186 0.0045756 0.00709073 0.0202526 0.0148458 0.00903421 -0.00189007 0.0238134 0.0300367 -0.00746959 -0.00249545 -0.00829658 0.00180514 -0.00410963 -0.000935393 0.00119036 +internal_weight=0 162393 40890.2 66018.6 96374.3 29540.8 18615.2 11349.4 47403.3 62575.2 36607.6 11885 24722.6 7725.85 7177.36 33799.1 16282.7 10062.8 3995.63 2509.06 2394.47 6067.15 2709.2 38345.9 6134.08 3010.98 1898.24 25967.6 16996.7 11570 internal_count=669980 405631 264349 147046 258585 158246 49792 106103 97254 145557 86100 27877 58223 18445 17144 113028 56671 66105 23532 13179 7928 42573 20670 78442 12449 6092 8639 59457 39778 27499 is_linear=0 shrinkage=0.1 @@ -754,16 +754,16 @@ Tree=39 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 2 6 0 8 3 10 9 9 8 3 8 12 8 8 12 8 10 9 8 0 7 1 3 -split_gain=4001.21 1201.59 664.933 390.216 188.4 102.905 91.7235 78.3284 56.3869 40.4111 45.9304 123.892 53.098 47.6227 46.0607 39.7501 45.2845 38.7473 45.5538 81.4981 38.3712 37.9156 42.0788 36.1342 39.804 37.4289 34.2737 33.6769 32.7502 41.0357 +split_gain=2000.6 600.794 332.467 195.108 94.2 51.4525 45.8617 39.1642 28.1935 20.2055 22.9652 61.9459 26.549 23.8113 23.0303 19.875 22.6422 19.3737 22.7769 40.7491 19.1856 18.9578 21.0394 18.0671 19.902 18.7145 17.1369 16.8384 16.3751 20.5179 threshold=0.080488095919491423 0.52268245052612017 0.015299555006901422 0.83180462505681707 0.19821811744301146 0.032771448754213887 0.91916719420673887 0.0074800202466077537 0.47493734335839605 0.051212762608571764 32.500000000000007 0.23823176988931691 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 39.500000000000007 0.19625228217899957 39.500000000000007 1.0000000180025095e-35 40.500000000000007 25.500000000000004 1.0000000180025095e-35 30.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 17.500000000000004 0.92502263599968015 0.49074074074074076 0.010044800393589876 0.2214418463079669 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 7 8 15 17 -5 -1 23 27 11 -11 28 -14 -13 16 20 21 19 26 -2 22 -4 -3 -25 -26 -19 -6 -12 -30 right_child=1 3 5 6 9 -7 -8 -9 -10 10 12 14 13 -15 -16 -17 -18 18 -20 -21 -22 -23 -24 24 25 -27 -28 -29 29 -31 -leaf_value=-0.081803285731214814 0.020251131122070623 0.016833623652779829 -0.064422028104138135 0.034766286099278822 0.01117501396094088 -0.022893090507388764 0.056166373820178118 -0.058243427419411499 0.027345617651158879 0.02597870652435624 0.010935127383025031 -0.0070636499630758569 -0.021374781122192918 0.0012698264456910402 0.032920027488068881 -0.0044752248035467967 -0.017278217885537253 0.0032730298900745872 -0.049309192988603506 -0.063000188030430462 -0.015678233749834989 -0.037584984419796796 0.011359794573823127 -0.0061948555137266064 0.040075134799562033 0.0060056293052625203 -0.056071955408715846 -0.00055602752025775209 0.0090044779280513531 -0.0086111465459146313 -leaf_weight=2630.7759192734957 648.39042923599482 16105.919413790107 1276.8680791519582 6390.5132575333118 9712.3960684984922 9739.0062709674239 2917.1068754643202 3043.911244250834 4528.7012985944748 2353.8176740258932 2713.3708025366068 3272.7519388645887 2309.5910320878029 1553.3357594907284 315.9265720397234 8758.2047345340252 6944.1245119199157 839.03552594035864 743.28520578145981 305.40875522792339 548.84510217607021 1678.9768427833915 77.731773052364588 1561.5472446382046 467.85000047087669 1037.6406445503235 110.08679027855396 3271.4024668484926 2046.0852661877871 3738.9159351736307 +leaf_value=-0.040901642865607407 0.010125565561035312 0.0084168118263899146 -0.032211014052069067 0.017383143049639411 0.00558750698047044 -0.011446545253694382 0.028083186910089059 -0.029121713709705749 0.01367280882557944 0.01298935326217812 0.0054675636915125156 -0.0035318249815379284 -0.010687390561096459 0.00063491322284552011 0.016460013744034441 -0.0022376124017733983 -0.0086391089427686266 0.0016365149450372936 -0.024654596494301753 -0.031500094015215231 -0.0078391168749174945 -0.018792492209898398 0.0056798972869115637 -0.0030974277568633032 0.020037567399781017 0.0030028146526312601 -0.028035977704357923 -0.00027801376012887604 0.0045022389640256765 -0.0043055732729573156 +leaf_weight=5261.5518385469913 1296.7808584719896 32211.838827580214 2553.7361583039165 12781.026515066624 19424.792136996984 19478.012541934848 5834.2137509286404 6087.822488501668 9057.4025971889496 4707.6353480517864 5426.7416050732136 6545.5038777291775 4619.1820641756058 3106.6715189814568 631.85314407944679 17516.40946906805 13888.249023839831 1678.0710518807173 1486.5704115629196 610.81751045584679 1097.6902043521404 3357.953685566783 155.46354610472918 3123.0944892764091 935.70000094175339 2075.281289100647 220.17358055710793 6542.8049336969852 4092.1705323755741 7477.8318703472614 leaf_count=55812 4252 65993 19560 31325 44479 92141 18467 50291 18812 10733 12279 15662 11181 7264 1482 56357 48743 7347 10353 4540 3676 21903 1110 6357 1885 4207 1292 14978 9573 17926 -internal_value=0 0.00942514 -0.0400706 0.0241231 -0.000643287 -0.0288925 0.0414733 -0.0691657 0.0173097 0.00395215 0.000925271 0.00815009 -0.00254794 -0.0122691 -0.00354372 -0.0091512 -0.0141815 -0.0405053 -0.0296915 -0.0180684 0.00378014 -0.0476269 -0.0600734 0.0149392 0.0049909 0.0165932 -0.00361028 0.00821926 0.00187079 -0.00238071 -internal_weight=0 81196.4 20445.1 33009.3 48187.2 14770.4 9307.62 5674.69 23701.7 31287.6 18303.8 5942.5 12361.3 3862.93 3588.68 16899.6 8141.36 5031.39 1997.82 1254.53 1197.24 3033.58 1354.6 19173 3067.04 1505.49 949.122 12983.8 8498.37 5785 +internal_value=0 0.00471257 -0.0200353 0.0120615 -0.000321643 -0.0144463 0.0207367 -0.0345829 0.00865485 0.00197607 0.000462636 0.00407504 -0.00127397 -0.00613454 -0.00177186 -0.0045756 -0.00709073 -0.0202526 -0.0148458 -0.00903421 0.00189007 -0.0238134 -0.0300367 0.00746959 0.00249545 0.00829658 -0.00180514 0.00410963 0.000935393 -0.00119036 +internal_weight=0 162393 40890.2 66018.6 96374.3 29540.8 18615.2 11349.4 47403.3 62575.2 36607.6 11885 24722.6 7725.85 7177.36 33799.1 16282.7 10062.8 3995.63 2509.06 2394.47 6067.15 2709.2 38345.9 6134.08 3010.98 1898.24 25967.6 16996.7 11570 internal_count=669980 405631 264349 147046 258585 158246 49792 106103 97254 145557 86100 27877 58223 18445 17144 113028 56671 66105 23532 13179 7928 42573 20670 78442 12449 6092 8639 59457 39778 27499 is_linear=0 shrinkage=0.1 @@ -773,16 +773,16 @@ Tree=40 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 3 2 6 4 1 8 8 1 2 4 4 3 8 1 10 7 6 3 8 0 8 12 8 0 -split_gain=3348.17 1008.42 617.417 302.159 187.552 107.626 62.3331 59.749 46.1874 42.0388 40.852 43.1177 39.348 39.3731 36.4371 36.1245 42.7619 36.2487 65.2471 48.4214 39.2877 35.3152 35.3109 31.6306 29.3762 40.5621 34.2736 32.395 41.3437 36.6188 +split_gain=1674.08 504.212 308.709 151.079 93.7758 53.8129 31.1665 29.8745 23.0937 21.0194 20.426 21.5589 19.674 19.6866 18.2186 18.0623 21.381 18.1244 32.6235 24.2107 19.6439 17.6576 17.6554 15.8153 14.6881 20.2811 17.1368 16.1975 20.6718 18.3094 threshold=0.080488095919491423 0.71312013141620467 0.013827555255859133 0.32701189696855848 0.89997631836292835 0.034668358117321808 0.99080754815078553 0.15369316296170601 0.38278388278388281 0.40967365967365971 0.0033727556607198888 32.500000000000007 47.500000000000007 0.005873767373250907 0.94694542266375736 0.64142857142857157 0.62678571428571439 0.11219453572171147 25.500000000000004 0.011462696706274976 1.0000000180025095e-35 0.29289215686274517 0.69615384615384623 0.2161759166778425 39.500000000000007 0.0057466159744883156 40.500000000000007 1.0000000180025095e-35 23.500000000000004 0.063376047944367228 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 7 10 21 -1 -2 9 12 -3 -12 -5 -14 -6 16 17 18 -9 -19 -20 -4 -13 -11 27 26 -26 29 -29 -7 right_child=1 4 5 8 14 24 -8 15 -10 23 11 22 13 -15 -16 -17 -18 19 20 -21 -22 -23 -24 -25 25 -27 -28 28 -30 -31 -leaf_value=0.058946989713843247 0.010401925406977158 -0.028480809788595352 0.034049466260068287 -0.0078198329310398152 -0.043470794815382227 0.041058057480608923 0.082016216883129045 -0.04910937711378853 -0.017266690672267618 0.017042141347383074 -0.028698244925576346 -0.0071462111626016712 -0.051094803703169947 -0.010777780069641784 -0.067590508991660775 0.020486089759667349 -0.20276163260760641 -0.0028003706328383607 -0.019422000756752943 0.00813425275602867 0.015810824769005402 0.053457796091781175 -0.037884058018808286 -0.0082712091428640278 0.0011627690609218864 0.024458233570039744 0.043697862803736928 0.010286193876529272 0.038745198595270869 0.0087725540685811634 -leaf_weight=2845.261377684772 11167.415368616581 7767.2963983416557 4626.6495638974011 23746.80763591826 3530.1625410169363 1800.5112461820245 1990.7580398768187 396.76967057585716 5910.7682556658983 1169.5376831442118 2116.2667363882065 3201.5572634041309 426.47136764228344 560.68548472225666 761.4166896045208 925.35701784491539 10.371267572045324 9717.5434566140175 664.76606941223145 6943.4137633144855 604.09963244199753 1175.7872383259237 423.12653432786465 854.15889006853104 2012.0583923086524 2140.2785046547651 209.12645899504423 1825.10542114079 708.6825096309185 436.47158757597208 +leaf_value=0.029473494856921623 0.005200962703488579 -0.014240404894297676 0.017024733130034143 -0.0039099164655199076 -0.021735397407691114 0.020529028740304461 0.041008108441564523 -0.024554688556894265 -0.0086333453361338089 0.008521070673691537 -0.014349122462788173 -0.0035731055813008356 -0.025547401851584974 -0.0053888900348208922 -0.033795254495830387 0.010243044879833674 -0.1013808163038032 -0.0014001853164191803 -0.0097110003783764717 0.004067126378014335 0.0079054123845027011 0.026728898045890587 -0.018942029009404143 -0.0041356045714320139 0.00058138453046094319 0.012229116785019872 0.021848931401868464 0.0051430969382646359 0.019372599297635434 0.0043862770342905817 +leaf_weight=5690.522755369544 22334.830737233162 15534.592796683311 9253.2991277948022 47493.615271836519 7060.3250820338726 3601.022492364049 3981.5160797536373 793.53934115171432 11821.536511331797 2339.0753662884235 4232.533472776413 6403.1145268082619 852.94273528456688 1121.3709694445133 1522.8333792090416 1850.7140356898308 20.742535144090652 19435.086913228035 1329.5321388244629 13886.827526628971 1208.1992648839951 2351.5744766518474 846.25306865572929 1708.3177801370621 4024.1167846173048 4280.5570093095303 418.25291799008846 3650.21084228158 1417.365019261837 872.94317515194416 leaf_count=53112 79237 35066 62402 99717 21083 19566 45030 2039 24293 5108 9266 13874 1754 2367 5390 5004 55 51085 3491 37969 3227 16792 1919 3687 16149 19023 2203 18140 7408 4524 -internal_value=0 -0.00851774 0.0373884 -0.00258777 -0.0295387 0.0273325 0.0684435 0.00458231 -0.00926651 -0.00749927 -0.023753 -0.0173563 -0.00863305 -0.0281955 -0.0477501 0.00120837 0.000235534 0.000350413 -0.0137154 0.00175661 -0.00264786 0.0379823 -0.0107344 0.00635792 0.0205658 0.0146339 0.00516748 0.0259887 0.018246 0.0347586 -internal_weight=0 80898 19770.7 63098.2 17799.8 14934.7 4836.02 30429.7 32668.4 26757.7 13508.2 5740.95 24734 987.157 4291.58 19262.3 18337 18326.6 1665.64 16661 1268.87 5802.44 3624.68 2023.7 9132.23 4361.46 2221.18 4770.77 2533.79 2236.98 +internal_value=0 -0.00425887 0.0186942 -0.00129389 -0.0147694 0.0136662 0.0342217 0.00229116 -0.00463326 -0.00374964 -0.0118765 -0.00867817 -0.00431652 -0.0140978 -0.0238751 0.000604183 0.000117767 0.000175206 -0.00685771 0.000878304 -0.00132393 0.0189912 -0.00536719 0.00317896 0.0102829 0.00731697 0.00258374 0.0129943 0.00912299 0.0173793 +internal_weight=0 161796 39541.4 126196 35599.7 29869.3 9672.04 60859.5 65336.9 53515.3 27016.5 11481.9 49467.9 1974.31 8583.16 38524.6 36673.9 36653.2 3331.27 33321.9 2537.73 11604.9 7249.37 4047.39 18264.5 8722.93 4442.37 9541.54 5067.58 4473.97 internal_count=669980 405631 264349 319033 86598 166207 98142 182107 136926 112633 60125 25059 103838 4121 26473 102870 97866 97811 8757 89054 6718 79194 15793 8795 87013 37375 18352 49638 25548 24090 is_linear=0 shrinkage=0.1 @@ -792,16 +792,16 @@ Tree=41 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 3 2 6 4 1 8 8 1 2 4 4 3 8 1 10 7 6 3 8 0 8 12 8 0 -split_gain=3348.17 1008.42 617.417 302.159 187.552 107.626 62.3331 59.749 46.1874 42.0388 40.852 43.1177 39.348 39.3731 36.4371 36.1245 42.7619 36.2487 65.2471 48.4214 39.2877 35.3152 35.3109 31.6306 29.3762 40.5621 34.2736 32.395 41.3437 36.6188 +split_gain=1674.08 504.212 308.709 151.079 93.7758 53.8129 31.1665 29.8745 23.0937 21.0194 20.426 21.5589 19.674 19.6866 18.2186 18.0623 21.381 18.1244 32.6235 24.2107 19.6439 17.6576 17.6554 15.8153 14.6881 20.2811 17.1368 16.1975 20.6718 18.3094 threshold=0.080488095919491423 0.71312013141620467 0.013827555255859133 0.32701189696855848 0.89997631836292835 0.034668358117321808 0.99080754815078553 0.15369316296170601 0.38278388278388281 0.40967365967365971 0.0033727556607198888 32.500000000000007 47.500000000000007 0.005873767373250907 0.94694542266375736 0.64142857142857157 0.62678571428571439 0.11219453572171147 25.500000000000004 0.011462696706274976 1.0000000180025095e-35 0.29289215686274517 0.69615384615384623 0.2161759166778425 39.500000000000007 0.0057466159744883156 40.500000000000007 1.0000000180025095e-35 23.500000000000004 0.063376047944367228 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 7 10 21 -1 -2 9 12 -3 -12 -5 -14 -6 16 17 18 -9 -19 -20 -4 -13 -11 27 26 -26 29 -29 -7 right_child=1 4 5 8 14 24 -8 15 -10 23 11 22 13 -15 -16 -17 -18 19 20 -21 -22 -23 -24 -25 25 -27 -28 28 -30 -31 -leaf_value=-0.058946989713843247 -0.010401925406977158 0.028480809788595352 -0.034049466260068287 0.0078198329310398152 0.043470794815382227 -0.041058057480608923 -0.082016216883129045 0.04910937711378853 0.017266690672267618 -0.017042141347383074 0.028698244925576346 0.0071462111626016712 0.051094803703169947 0.010777780069641784 0.067590508991660775 -0.020486089759667349 0.20276163260760641 0.0028003706328383607 0.019422000756752943 -0.00813425275602867 -0.015810824769005402 -0.053457796091781175 0.037884058018808286 0.0082712091428640278 -0.0011627690609218864 -0.024458233570039744 -0.043697862803736928 -0.010286193876529272 -0.038745198595270869 -0.0087725540685811634 -leaf_weight=2845.261377684772 11167.415368616581 7767.2963983416557 4626.6495638974011 23746.80763591826 3530.1625410169363 1800.5112461820245 1990.7580398768187 396.76967057585716 5910.7682556658983 1169.5376831442118 2116.2667363882065 3201.5572634041309 426.47136764228344 560.68548472225666 761.4166896045208 925.35701784491539 10.371267572045324 9717.5434566140175 664.76606941223145 6943.4137633144855 604.09963244199753 1175.7872383259237 423.12653432786465 854.15889006853104 2012.0583923086524 2140.2785046547651 209.12645899504423 1825.10542114079 708.6825096309185 436.47158757597208 +leaf_value=-0.029473494856921623 -0.005200962703488579 0.014240404894297676 -0.017024733130034143 0.0039099164655199076 0.021735397407691114 -0.020529028740304461 -0.041008108441564523 0.024554688556894265 0.0086333453361338089 -0.008521070673691537 0.014349122462788173 0.0035731055813008356 0.025547401851584974 0.0053888900348208922 0.033795254495830387 -0.010243044879833674 0.1013808163038032 0.0014001853164191803 0.0097110003783764717 -0.004067126378014335 -0.0079054123845027011 -0.026728898045890587 0.018942029009404143 0.0041356045714320139 -0.00058138453046094319 -0.012229116785019872 -0.021848931401868464 -0.0051430969382646359 -0.019372599297635434 -0.0043862770342905817 +leaf_weight=5690.522755369544 22334.830737233162 15534.592796683311 9253.2991277948022 47493.615271836519 7060.3250820338726 3601.022492364049 3981.5160797536373 793.53934115171432 11821.536511331797 2339.0753662884235 4232.533472776413 6403.1145268082619 852.94273528456688 1121.3709694445133 1522.8333792090416 1850.7140356898308 20.742535144090652 19435.086913228035 1329.5321388244629 13886.827526628971 1208.1992648839951 2351.5744766518474 846.25306865572929 1708.3177801370621 4024.1167846173048 4280.5570093095303 418.25291799008846 3650.21084228158 1417.365019261837 872.94317515194416 leaf_count=53112 79237 35066 62402 99717 21083 19566 45030 2039 24293 5108 9266 13874 1754 2367 5390 5004 55 51085 3491 37969 3227 16792 1919 3687 16149 19023 2203 18140 7408 4524 -internal_value=0 0.00851774 -0.0373884 0.00258777 0.0295387 -0.0273325 -0.0684435 -0.00458231 0.00926651 0.00749927 0.023753 0.0173563 0.00863305 0.0281955 0.0477501 -0.00120837 -0.000235534 -0.000350413 0.0137154 -0.00175661 0.00264786 -0.0379823 0.0107344 -0.00635792 -0.0205658 -0.0146339 -0.00516748 -0.0259887 -0.018246 -0.0347586 -internal_weight=0 80898 19770.7 63098.2 17799.8 14934.7 4836.02 30429.7 32668.4 26757.7 13508.2 5740.95 24734 987.157 4291.58 19262.3 18337 18326.6 1665.64 16661 1268.87 5802.44 3624.68 2023.7 9132.23 4361.46 2221.18 4770.77 2533.79 2236.98 +internal_value=0 0.00425887 -0.0186942 0.00129389 0.0147694 -0.0136662 -0.0342217 -0.00229116 0.00463326 0.00374964 0.0118765 0.00867817 0.00431652 0.0140978 0.0238751 -0.000604183 -0.000117767 -0.000175206 0.00685771 -0.000878304 0.00132393 -0.0189912 0.00536719 -0.00317896 -0.0102829 -0.00731697 -0.00258374 -0.0129943 -0.00912299 -0.0173793 +internal_weight=0 161796 39541.4 126196 35599.7 29869.3 9672.04 60859.5 65336.9 53515.3 27016.5 11481.9 49467.9 1974.31 8583.16 38524.6 36673.9 36653.2 3331.27 33321.9 2537.73 11604.9 7249.37 4047.39 18264.5 8722.93 4442.37 9541.54 5067.58 4473.97 internal_count=669980 405631 264349 319033 86598 166207 98142 182107 136926 112633 60125 25059 103838 4121 26473 102870 97866 97811 8757 89054 6718 79194 15793 8795 87013 37375 18352 49638 25548 24090 is_linear=0 shrinkage=0.1 @@ -811,16 +811,16 @@ Tree=42 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 7 2 2 6 8 3 8 1 12 8 8 12 3 4 1 6 0 3 8 10 4 9 1 3 -split_gain=2807.69 956.258 416.911 294.765 185.428 74.272 55.8956 54.4589 43.2726 40.2138 37.5359 48.226 39.2165 43.2381 39.0353 77.6589 38.1777 51.2769 55.3887 51.7225 38.4561 35.5651 34.6473 37.5922 98.4709 57.9117 38.9648 36.3182 39.8912 33.8782 +split_gain=1403.84 478.129 208.455 147.383 92.7139 37.136 27.9478 27.2295 21.6363 20.1069 18.7679 24.113 19.6082 21.6191 19.5177 38.8295 19.0888 25.6384 27.6943 25.8612 19.2281 17.7826 17.3237 18.7961 49.2355 28.9559 19.4824 18.1591 19.9456 16.9391 threshold=0.05639940601995113 0.51509141059769914 0.012927214920130917 0.83180462505681707 0.17632637931153258 0.92490073479522228 0.47114317425083246 0.0056255489474314824 0.024479409437641361 0.47493734335839605 39.500000000000007 0.29571104813622623 25.500000000000004 0.0065417708063083583 1.0000000180025095e-35 28.500000000000004 40.500000000000007 1.0000000180025095e-35 0.10431725392723669 0.67738095238095253 0.018343695040845404 0.52190476190476198 0.046930827407859387 0.2214418463079669 25.500000000000004 1.0000000180025095e-35 0.74709302325581406 1.0000000180025095e-35 0.0031332637025098774 0.10184970661066055 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 7 9 10 21 8 -1 -4 -3 11 12 13 -2 15 -13 17 19 -19 -12 -20 -5 -6 24 -24 26 -26 -25 -29 -8 right_child=1 3 6 5 22 -7 29 -9 -10 -11 16 14 -14 -15 -16 -17 -18 18 20 -21 -22 -23 23 27 25 -27 -28 28 -30 -31 -leaf_value=0.081531376332736452 -0.076126399261531572 -0.012087178206404465 0.036732729315646834 -0.026477135642442889 -0.0063817118997642397 -0.050851532260519007 0.0039012693090235079 0.058219585861047855 0.021710715953607199 -0.022466704635500597 -0.0036697038812287248 0.029960803279834698 0.017588402928002834 -0.0066021584318993014 0.010956552847717458 -0.023587981840837723 0.024881643909333288 -0.024691505696392224 0.010143044741343143 0.045250015576641427 0.036203275677392149 -0.045303454546185257 -0.024623454938716788 0.0054189705109581035 -0.010509802031743743 0.012383729135491439 0.032139767944512336 0.016252356758961511 -0.026910781912754724 0.050016940122209155 -leaf_weight=1627.6605975665152 99.783407859504223 19660.767531886697 2859.223595622927 5428.5071182847023 13549.814229160547 2284.9558374583721 175.7766045331955 2607.4901506118476 5822.7062170468271 4607.4110782295465 5587.4788089767098 3298.0676529109478 678.08368238806725 864.03574703633785 3727.4083871170878 295.05619394034147 928.1932835355401 313.35185459256172 1496.4599530249834 224.82466318458319 910.94782610237598 1230.9906344264746 1957.5080785304308 10895.663794770837 3076.3930096328259 2610.7525654137135 230.24400870501995 303.33965262770653 727.95640943944454 1699.7522434070706 +leaf_value=0.040765688166368226 -0.038063199630765786 -0.0060435891032022326 0.018366364657823417 -0.013238567821221445 -0.0031908559498821198 -0.025425766130259504 0.001950634654511754 0.029109792930523928 0.010855357976803599 -0.011233352317750299 -0.0018348519406143624 0.014980401639917349 0.0087942014640014169 -0.0033010792159496507 0.0054782764238587292 -0.011793990920418862 0.012440821954666644 -0.012345752848196112 0.0050715223706715717 0.022625007788320713 0.018101637838696075 -0.022651727273092628 -0.012311727469358394 0.0027094852554790517 -0.0052549010158718717 0.0061918645677457194 0.016069883972256168 0.0081261783794807554 -0.013455390956377362 0.025008470061104578 +leaf_weight=3255.3211951330304 199.56681571900845 39321.535063773394 5718.4471912458539 10857.014236569405 27099.628458321095 4569.9116749167442 351.55320906639099 5214.9803012236953 11645.412434093654 9214.8221564590931 11174.95761795342 6596.1353058218956 1356.1673647761345 1728.0714940726757 7454.8167742341757 590.11238788068295 1856.3865670710802 626.70370918512344 2992.9199060499668 449.64932636916637 1821.895652204752 2461.9812688529491 3915.0161570608616 21791.327589541674 6152.7860192656517 5221.5051308274269 460.4880174100399 606.67930525541306 1455.9128188788891 3399.5044868141413 leaf_count=39926 676 80664 42945 27391 63462 15840 2219 52972 65022 19271 37230 26873 5110 6364 29083 2306 7124 2288 10910 1614 6666 6561 8988 52935 14392 12639 1146 1506 3456 22401 -internal_value=0 -0.00653311 0.0406728 -0.0197771 0.00196258 -0.0352948 0.0300398 0.0671788 0.0266579 -0.0140578 0.0100144 0.0146521 -0.000836982 -0.0137999 0.0181261 0.0255635 0.00562132 0.00352625 0.0148564 -0.00177745 0.0200041 -0.0299571 -0.00248532 0.000180859 -0.00518128 0.00125031 -0.00754008 0.00372127 -0.014215 0.0456949 -internal_weight=0 84988 14792.6 33212.6 51775.4 8944.45 10557.5 4235.15 8681.93 24268.2 18423.7 8962.44 1641.9 963.819 7320.53 3593.12 9461.26 8533.06 2720.76 5812.3 2407.41 6659.5 33351.7 19801.9 7874.9 5917.39 3306.64 11927 1031.3 1875.53 +internal_value=0 -0.00326656 0.0203364 -0.00988855 0.00098129 -0.0176474 0.0150199 0.0335894 0.013329 -0.00702889 0.00500722 0.00732604 -0.000418491 -0.00689997 0.00906304 0.0127818 0.00281066 0.00176313 0.00742822 -0.000888725 0.010002 -0.0149786 -0.00124266 9.04293e-05 -0.00259064 0.000625154 -0.00377004 0.00186063 -0.00710751 0.0228475 +internal_weight=0 169976 29585.2 66425.3 103551 17888.9 21114.9 8470.3 17363.9 48536.4 36847.4 17924.9 3283.81 1927.64 14641.1 7186.25 18922.5 17066.1 5441.52 11624.6 4814.82 13319 66703.3 39603.7 15749.8 11834.8 6613.27 23853.9 2062.59 3751.06 internal_count=669980 444495 225485 149727 294768 49792 132587 92898 107967 99935 136244 70412 12150 7040 58262 29179 65832 58708 19864 38844 17576 33952 158524 95062 37165 28177 15538 57897 4962 24620 is_linear=0 shrinkage=0.1 @@ -830,16 +830,16 @@ Tree=43 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 7 2 2 6 8 3 8 1 12 8 8 12 3 4 1 6 0 3 8 10 4 9 1 3 -split_gain=2807.69 956.258 416.911 294.765 185.428 74.272 55.8956 54.4589 43.2726 40.2138 37.5359 48.226 39.2165 43.2381 39.0353 77.6589 38.1777 51.2769 55.3887 51.7225 38.4561 35.5651 34.6473 37.5922 98.4709 57.9117 38.9648 36.3182 39.8912 33.8782 +split_gain=1403.84 478.129 208.455 147.383 92.7139 37.136 27.9478 27.2295 21.6363 20.1069 18.7679 24.113 19.6082 21.6191 19.5177 38.8295 19.0888 25.6384 27.6943 25.8612 19.2281 17.7826 17.3237 18.7961 49.2355 28.9559 19.4824 18.1591 19.9456 16.9391 threshold=0.05639940601995113 0.51509141059769914 0.012927214920130917 0.83180462505681707 0.17632637931153258 0.92490073479522228 0.47114317425083246 0.0056255489474314824 0.024479409437641361 0.47493734335839605 39.500000000000007 0.29571104813622623 25.500000000000004 0.0065417708063083583 1.0000000180025095e-35 28.500000000000004 40.500000000000007 1.0000000180025095e-35 0.10431725392723669 0.67738095238095253 0.018343695040845404 0.52190476190476198 0.046930827407859387 0.2214418463079669 25.500000000000004 1.0000000180025095e-35 0.74709302325581406 1.0000000180025095e-35 0.0031332637025098774 0.10184970661066055 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 7 9 10 21 8 -1 -4 -3 11 12 13 -2 15 -13 17 19 -19 -12 -20 -5 -6 24 -24 26 -26 -25 -29 -8 right_child=1 3 6 5 22 -7 29 -9 -10 -11 16 14 -14 -15 -16 -17 -18 18 20 -21 -22 -23 23 27 25 -27 -28 28 -30 -31 -leaf_value=-0.081531376332736452 0.076126399261531572 0.012087178206404465 -0.036732729315646834 0.026477135642442889 0.0063817118997642397 0.050851532260519007 -0.0039012693090235079 -0.058219585861047855 -0.021710715953607199 0.022466704635500597 0.0036697038812287248 -0.029960803279834698 -0.017588402928002834 0.0066021584318993014 -0.010956552847717458 0.023587981840837723 -0.024881643909333288 0.024691505696392224 -0.010143044741343143 -0.045250015576641427 -0.036203275677392149 0.045303454546185257 0.024623454938716788 -0.0054189705109581035 0.010509802031743743 -0.012383729135491439 -0.032139767944512336 -0.016252356758961511 0.026910781912754724 -0.050016940122209155 -leaf_weight=1627.6605975665152 99.783407859504223 19660.767531886697 2859.223595622927 5428.5071182847023 13549.814229160547 2284.9558374583721 175.7766045331955 2607.4901506118476 5822.7062170468271 4607.4110782295465 5587.4788089767098 3298.0676529109478 678.08368238806725 864.03574703633785 3727.4083871170878 295.05619394034147 928.1932835355401 313.35185459256172 1496.4599530249834 224.82466318458319 910.94782610237598 1230.9906344264746 1957.5080785304308 10895.663794770837 3076.3930096328259 2610.7525654137135 230.24400870501995 303.33965262770653 727.95640943944454 1699.7522434070706 +leaf_value=-0.040765688166368226 0.038063199630765786 0.0060435891032022326 -0.018366364657823417 0.013238567821221445 0.0031908559498821198 0.025425766130259504 -0.001950634654511754 -0.029109792930523928 -0.010855357976803599 0.011233352317750299 0.0018348519406143624 -0.014980401639917349 -0.0087942014640014169 0.0033010792159496507 -0.0054782764238587292 0.011793990920418862 -0.012440821954666644 0.012345752848196112 -0.0050715223706715717 -0.022625007788320713 -0.018101637838696075 0.022651727273092628 0.012311727469358394 -0.0027094852554790517 0.0052549010158718717 -0.0061918645677457194 -0.016069883972256168 -0.0081261783794807554 0.013455390956377362 -0.025008470061104578 +leaf_weight=3255.3211951330304 199.56681571900845 39321.535063773394 5718.4471912458539 10857.014236569405 27099.628458321095 4569.9116749167442 351.55320906639099 5214.9803012236953 11645.412434093654 9214.8221564590931 11174.95761795342 6596.1353058218956 1356.1673647761345 1728.0714940726757 7454.8167742341757 590.11238788068295 1856.3865670710802 626.70370918512344 2992.9199060499668 449.64932636916637 1821.895652204752 2461.9812688529491 3915.0161570608616 21791.327589541674 6152.7860192656517 5221.5051308274269 460.4880174100399 606.67930525541306 1455.9128188788891 3399.5044868141413 leaf_count=39926 676 80664 42945 27391 63462 15840 2219 52972 65022 19271 37230 26873 5110 6364 29083 2306 7124 2288 10910 1614 6666 6561 8988 52935 14392 12639 1146 1506 3456 22401 -internal_value=0 0.00653311 -0.0406728 0.0197771 -0.00196258 0.0352948 -0.0300398 -0.0671788 -0.0266579 0.0140578 -0.0100144 -0.0146521 0.000836982 0.0137999 -0.0181261 -0.0255635 -0.00562132 -0.00352625 -0.0148564 0.00177745 -0.0200041 0.0299571 0.00248532 -0.000180859 0.00518128 -0.00125031 0.00754008 -0.00372127 0.014215 -0.0456949 -internal_weight=0 84988 14792.6 33212.6 51775.4 8944.45 10557.5 4235.15 8681.93 24268.2 18423.7 8962.44 1641.9 963.819 7320.53 3593.12 9461.26 8533.06 2720.76 5812.3 2407.41 6659.5 33351.7 19801.9 7874.9 5917.39 3306.64 11927 1031.3 1875.53 +internal_value=0 0.00326656 -0.0203364 0.00988855 -0.00098129 0.0176474 -0.0150199 -0.0335894 -0.013329 0.00702889 -0.00500722 -0.00732604 0.000418491 0.00689997 -0.00906304 -0.0127818 -0.00281066 -0.00176313 -0.00742822 0.000888725 -0.010002 0.0149786 0.00124266 -9.04293e-05 0.00259064 -0.000625154 0.00377004 -0.00186063 0.00710751 -0.0228475 +internal_weight=0 169976 29585.2 66425.3 103551 17888.9 21114.9 8470.3 17363.9 48536.4 36847.4 17924.9 3283.81 1927.64 14641.1 7186.25 18922.5 17066.1 5441.52 11624.6 4814.82 13319 66703.3 39603.7 15749.8 11834.8 6613.27 23853.9 2062.59 3751.06 internal_count=669980 444495 225485 149727 294768 49792 132587 92898 107967 99935 136244 70412 12150 7040 58262 29179 65832 58708 19864 38844 17576 33952 158524 95062 37165 28177 15538 57897 4962 24620 is_linear=0 shrinkage=0.1 @@ -849,16 +849,16 @@ Tree=44 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 9 8 3 2 7 8 12 8 12 8 2 1 8 8 10 10 10 8 12 4 3 12 6 -split_gain=2357.97 790.202 377.631 241.358 170.106 61.8931 58.6322 43.5168 37.4748 45.9521 36.9765 36.3264 35.0228 70.6514 105.768 57.81 36.035 34.2386 33.6424 51.6587 34.9445 32.9821 32.5983 31.7596 30.8358 35.5984 50.7173 46.373 30.2875 29.6206 +split_gain=1178.99 395.101 188.816 120.679 85.0529 30.9465 29.3161 21.7584 18.7374 22.976 18.4882 18.1632 17.5114 35.3257 52.8841 28.905 18.0175 17.1193 16.8212 25.8293 17.4723 16.4911 16.2992 15.8798 15.4179 17.7992 25.3587 23.1865 15.1438 14.8103 threshold=0.054813919501655754 0.53795445458126057 0.011239401872280804 0.89318112653567061 0.19076083981042186 0.02676832611572939 0.76468729250686385 1.0000000180025095e-35 39.500000000000007 0.11794531087437234 0.94694542266375736 0.13188405797101452 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 25.500000000000004 0.0042030859327411374 0.010044800393589876 44.500000000000007 48.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.64495798319327746 0.055339185379978027 1.0000000180025095e-35 0.16333333333333336 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 7 6 8 12 -3 17 9 -2 -5 -11 15 14 21 -4 -17 -1 19 22 -21 -14 -6 -8 25 26 -10 -27 -13 -29 right_child=1 3 5 10 18 -7 23 -9 24 11 -12 28 13 -15 -16 16 -18 -19 -20 20 -22 -23 -24 -25 -26 27 -28 29 -30 -31 -leaf_value=0.084289942404163029 -0.0077834851229457713 -0.011492007145486462 0.060569833608150936 -0.035945772302753608 -0.0067229243207084111 0.022478944275927899 -0.02301261517777059 -0.01921134666622086 -0.0032672744949084746 0.01187963448938365 -0.060888040144179978 0.039998431971261038 -0.022964790361487773 0.051117284096729568 0.059903574650738284 0.024191825969625005 0.06062521931622198 0.062228529612952867 0.00089703120883176672 -0.039680712868929074 0.023617149154151154 0.03301966308348276 0.003276411414203405 0.00045822124697661188 0.021164902140777896 -0.036624624829263035 0.04037385457758369 0.019686244855322582 0.015588239457699363 -0.0074549237153797802 -leaf_weight=999.73994730040431 949.72354950755835 17475.743088081479 1268.7092814184725 3850.9147475063801 14765.982680827379 6031.8946969285607 8432.7234049141407 57.175756696611643 6202.1809872314334 6881.3124506995082 702.84581050276756 959.93421661108732 554.41643684357405 677.76886653900146 287.93818615376949 1263.1224773451686 345.78954822570086 2373.878466822207 13839.852859094739 652.49485518038273 100.67369312047958 129.88366516306996 4184.0948572307825 618.83183324337006 1008.671759031713 185.58108781278133 278.24234373122454 2322.9501970931888 1080.3821937069297 486.27700690925121 +leaf_value=0.042144971202081515 -0.0038917425614728857 -0.0057460035727432308 0.030284916804075468 -0.017972886151376804 -0.0033614621603542056 0.01123947213796395 -0.011506307588885295 -0.0096056733331104302 -0.0016336372474542373 0.005939817244691825 -0.030444020072089989 0.019999215985630519 -0.011482395180743886 0.025558642048364784 0.029951787325369142 0.012095912984812503 0.03031260965811099 0.031114264806476433 0.00044851560441588336 -0.019840356434464537 0.011808574577075577 0.01650983154174138 0.0016382057071017025 0.00022911062348830594 0.010582451070388948 -0.018312312414631517 0.020186927288791845 0.0098431224276612911 0.0077941197288496815 -0.0037274618576898901 +leaf_weight=1999.4798946008086 1899.4470990151167 34951.486176162958 2537.4185628369451 7701.8294950127602 29531.965361654758 12063.789393857121 16865.446809828281 114.35151339322329 12404.361974462867 13762.624901399016 1405.6916210055351 1919.8684332221746 1108.8328736871481 1355.5377330780029 575.87637230753899 2526.2449546903372 691.57909645140171 4747.7569336444139 27679.705718189478 1304.9897103607655 201.34738624095917 259.76733032613993 8368.189714461565 1237.6636664867401 2017.343518063426 371.16217562556267 556.48468746244907 4645.9003941863775 2160.7643874138594 972.55401381850243 leaf_count=26455 7007 70885 22883 23675 66770 68536 39230 1293 40876 54225 5390 7670 5813 11336 5087 19549 5397 54699 65923 2937 463 1569 19788 2669 7760 1320 2005 17053 8297 3420 -internal_value=0 -0.0058281 0.0384766 -0.0185266 0.00149462 0.0291119 -0.0148755 0.0673 0.00870628 0.0131281 -0.0397955 0.0153542 0.0379486 0.0263338 0.00905661 0.0446085 0.0320221 0.0687662 -0.00288169 -0.00553592 -0.0312199 -0.0123387 -0.00451511 -0.021408 0.00454278 0.0027733 -0.00139351 0.0117898 0.0270728 0.0149881 -internal_weight=0 84979.4 13990.3 31081.1 53898.4 10559.5 26527.3 3430.79 20355.3 9871.35 4553.76 8921.63 4527.63 1650.01 972.238 2877.62 1608.91 3373.62 33543.1 19703.2 753.169 684.3 18950.1 9051.56 10483.9 9475.23 6480.42 2994.81 2040.32 2809.23 +internal_value=0 -0.00291405 0.0192383 -0.00926329 0.000747311 0.014556 -0.00743775 0.03365 0.00435314 0.00656407 -0.0198977 0.00767711 0.0189743 0.0131669 0.00452831 0.0223042 0.0160111 0.0343831 -0.00144085 -0.00276796 -0.0156099 -0.00616933 -0.00225756 -0.010704 0.00227139 0.00138665 -0.000696753 0.0058949 0.0135364 0.00749406 +internal_weight=0 169959 27980.6 62162.1 107797 21119 53054.6 6861.59 40710.5 19742.7 9107.52 17843.3 9055.26 3300.01 1944.48 5755.24 3217.82 6747.24 67086.2 39406.5 1506.34 1368.6 37900.2 18103.1 20967.8 18950.5 12960.8 5989.62 4080.63 5618.45 internal_count=669980 447363 222617 141849 305514 140170 112784 82447 149633 77199 29065 70192 71634 23805 12469 47829 24946 81154 155881 89958 3400 7382 86558 41899 72434 64674 42881 21793 15967 20473 is_linear=0 shrinkage=0.1 @@ -868,16 +868,16 @@ Tree=45 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 2 9 8 3 2 7 8 12 8 12 8 2 1 8 8 10 10 10 8 12 4 3 12 6 -split_gain=2357.97 790.202 377.631 241.358 170.106 61.8931 58.6322 43.5168 37.4748 45.9521 36.9765 36.3264 35.0228 70.6514 105.768 57.81 36.035 34.2386 33.6424 51.6587 34.9445 32.9821 32.5983 31.7596 30.8358 35.5984 50.7173 46.373 30.2875 29.6206 +split_gain=1178.99 395.101 188.816 120.679 85.0529 30.9465 29.3161 21.7584 18.7374 22.976 18.4882 18.1632 17.5114 35.3257 52.8841 28.905 18.0175 17.1193 16.8212 25.8293 17.4723 16.4911 16.2992 15.8798 15.4179 17.7992 25.3587 23.1865 15.1438 14.8103 threshold=0.054813919501655754 0.53795445458126057 0.011239401872280804 0.89318112653567061 0.19076083981042186 0.02676832611572939 0.76468729250686385 1.0000000180025095e-35 39.500000000000007 0.11794531087437234 0.94694542266375736 0.13188405797101452 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 25.500000000000004 0.0042030859327411374 0.010044800393589876 44.500000000000007 48.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.64495798319327746 0.055339185379978027 1.0000000180025095e-35 0.16333333333333336 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 7 6 8 12 -3 17 9 -2 -5 -11 15 14 21 -4 -17 -1 19 22 -21 -14 -6 -8 25 26 -10 -27 -13 -29 right_child=1 3 5 10 18 -7 23 -9 24 11 -12 28 13 -15 -16 16 -18 -19 -20 20 -22 -23 -24 -25 -26 27 -28 29 -30 -31 -leaf_value=-0.084289942404163029 0.0077834851229457713 0.011492007145486462 -0.060569833608150936 0.035945772302753608 0.0067229243207084111 -0.022478944275927899 0.02301261517777059 0.01921134666622086 0.0032672744949084746 -0.01187963448938365 0.060888040144179978 -0.039998431971261038 0.022964790361487773 -0.051117284096729568 -0.059903574650738284 -0.024191825969625005 -0.06062521931622198 -0.062228529612952867 -0.00089703120883176672 0.039680712868929074 -0.023617149154151154 -0.03301966308348276 -0.003276411414203405 -0.00045822124697661188 -0.021164902140777896 0.036624624829263035 -0.04037385457758369 -0.019686244855322582 -0.015588239457699363 0.0074549237153797802 -leaf_weight=999.73994730040431 949.72354950755835 17475.743088081479 1268.7092814184725 3850.9147475063801 14765.982680827379 6031.8946969285607 8432.7234049141407 57.175756696611643 6202.1809872314334 6881.3124506995082 702.84581050276756 959.93421661108732 554.41643684357405 677.76886653900146 287.93818615376949 1263.1224773451686 345.78954822570086 2373.878466822207 13839.852859094739 652.49485518038273 100.67369312047958 129.88366516306996 4184.0948572307825 618.83183324337006 1008.671759031713 185.58108781278133 278.24234373122454 2322.9501970931888 1080.3821937069297 486.27700690925121 +leaf_value=-0.042144971202081515 0.0038917425614728857 0.0057460035727432308 -0.030284916804075468 0.017972886151376804 0.0033614621603542056 -0.01123947213796395 0.011506307588885295 0.0096056733331104302 0.0016336372474542373 -0.005939817244691825 0.030444020072089989 -0.019999215985630519 0.011482395180743886 -0.025558642048364784 -0.029951787325369142 -0.012095912984812503 -0.03031260965811099 -0.031114264806476433 -0.00044851560441588336 0.019840356434464537 -0.011808574577075577 -0.01650983154174138 -0.0016382057071017025 -0.00022911062348830594 -0.010582451070388948 0.018312312414631517 -0.020186927288791845 -0.0098431224276612911 -0.0077941197288496815 0.0037274618576898901 +leaf_weight=1999.4798946008086 1899.4470990151167 34951.486176162958 2537.4185628369451 7701.8294950127602 29531.965361654758 12063.789393857121 16865.446809828281 114.35151339322329 12404.361974462867 13762.624901399016 1405.6916210055351 1919.8684332221746 1108.8328736871481 1355.5377330780029 575.87637230753899 2526.2449546903372 691.57909645140171 4747.7569336444139 27679.705718189478 1304.9897103607655 201.34738624095917 259.76733032613993 8368.189714461565 1237.6636664867401 2017.343518063426 371.16217562556267 556.48468746244907 4645.9003941863775 2160.7643874138594 972.55401381850243 leaf_count=26455 7007 70885 22883 23675 66770 68536 39230 1293 40876 54225 5390 7670 5813 11336 5087 19549 5397 54699 65923 2937 463 1569 19788 2669 7760 1320 2005 17053 8297 3420 -internal_value=0 0.0058281 -0.0384766 0.0185266 -0.00149462 -0.0291119 0.0148755 -0.0673 -0.00870628 -0.0131281 0.0397955 -0.0153542 -0.0379486 -0.0263338 -0.00905661 -0.0446085 -0.0320221 -0.0687662 0.00288169 0.00553592 0.0312199 0.0123387 0.00451511 0.021408 -0.00454278 -0.0027733 0.00139351 -0.0117898 -0.0270728 -0.0149881 -internal_weight=0 84979.4 13990.3 31081.1 53898.4 10559.5 26527.3 3430.79 20355.3 9871.35 4553.76 8921.63 4527.63 1650.01 972.238 2877.62 1608.91 3373.62 33543.1 19703.2 753.169 684.3 18950.1 9051.56 10483.9 9475.23 6480.42 2994.81 2040.32 2809.23 +internal_value=0 0.00291405 -0.0192383 0.00926329 -0.000747311 -0.014556 0.00743775 -0.03365 -0.00435314 -0.00656407 0.0198977 -0.00767711 -0.0189743 -0.0131669 -0.00452831 -0.0223042 -0.0160111 -0.0343831 0.00144085 0.00276796 0.0156099 0.00616933 0.00225756 0.010704 -0.00227139 -0.00138665 0.000696753 -0.0058949 -0.0135364 -0.00749406 +internal_weight=0 169959 27980.6 62162.1 107797 21119 53054.6 6861.59 40710.5 19742.7 9107.52 17843.3 9055.26 3300.01 1944.48 5755.24 3217.82 6747.24 67086.2 39406.5 1506.34 1368.6 37900.2 18103.1 20967.8 18950.5 12960.8 5989.62 4080.63 5618.45 internal_count=669980 447363 222617 141849 305514 140170 112784 82447 149633 77199 29065 70192 71634 23805 12469 47829 24946 81154 155881 89958 3400 7382 86558 41899 72434 64674 42881 21793 15967 20473 is_linear=0 shrinkage=0.1 @@ -887,16 +887,16 @@ Tree=46 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 10 8 3 2 0 6 8 0 12 8 3 8 4 9 8 6 4 2 8 7 8 1 8 8 -split_gain=1976.9 653.05 349.893 192.476 161.352 55.2969 42.659 41.7263 62.3468 40.0663 34.7843 34.7209 33.5073 33.3749 31.769 39.962 48.3323 39.0249 34.0603 31.4476 30.361 30.115 29.9467 28.6785 32.1924 28.4948 27.0049 28.0963 35.3369 33.4245 +split_gain=988.448 326.525 174.946 96.238 80.6761 27.6485 21.3295 20.8632 31.1734 20.0331 17.3922 17.3604 16.7536 16.6875 15.8845 19.981 24.1661 19.5125 17.0301 15.7238 15.1805 15.0575 14.9734 14.3393 16.0962 14.2474 13.5025 14.0482 17.6685 16.7122 threshold=0.054813919501655754 0.64227248352377009 0.011239401872280804 0.25570774796237666 0.89997631836292835 0.024479409437641361 1.0000000180025095e-35 39.500000000000007 0.11794531087437234 0.0056255489474314824 0.013276378757063018 0.67870967741935495 25.500000000000004 0.038297200739733729 1.0000000180025095e-35 38.500000000000007 0.099236128261346188 39.500000000000007 0.55277777777777792 1.0000000180025095e-35 30.500000000000004 0.47493734335839605 0.64142857142857157 0.13882231188213986 40.500000000000007 0.44222222222222224 39.500000000000007 0.012430363750097343 47.500000000000007 48.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 9 7 6 -4 21 8 12 -1 -6 14 -2 23 15 -5 -17 -16 26 -11 -8 -3 -15 24 -9 -10 -18 28 -28 -30 right_child=1 4 5 11 10 -7 20 13 25 19 -12 -13 -14 22 17 16 18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31 -leaf_value=0.077304229124614182 -0.025777613919642586 -0.015374819172875845 0.036453333322902716 -0.012685720579357419 -0.04662818675473928 0.02128354961918668 -0.017695083613088702 0.00085414825785830534 0.010205271579474446 0.056931555275822089 -0.027787003382982102 -0.015188976808820637 0.0062241392679956041 0.0059736938702365057 0.0058268187914764071 0.021875176045405797 0.02337953528840582 -0.0063369617345130011 0.016403656711070927 -0.027583600043496043 0.0081976995561303233 -0.025773648349615947 0.03137903071453315 -0.0085218054677043287 0.030018689212755169 0.022587736775357775 -0.0076342353058909025 0.001428107302872109 -0.038602091360528203 0.045957492924210565 -leaf_weight=1407.7668958753347 679.13662272691727 12992.958024635911 3816.2136118300259 6581.0516976565123 2192.3473851308227 6488.5490707606077 738.48316921293736 4224.729537203908 9486.5954059511423 1773.2343652322888 1771.7466115280986 3020.9267403632402 631.34020158648491 5774.8902584463358 5985.0713180154562 725.19651411473751 309.7158203125 4715.7880601882935 730.02295888960361 45.147911064326763 1170.8431088775396 3544.7047100663185 504.51520492136478 3500.4513894468546 415.72411023080349 2311.2307863980532 8741.7789121717215 3300.9190589040518 592.10832065343857 50.752162382006645 +leaf_value=0.038652114562307091 -0.012888806959821293 -0.0076874095864379226 0.018226666661451358 -0.0063428602896787095 -0.02331409337736964 0.01064177480959334 -0.0088475418065443508 0.00042707412892915267 0.005102635789737223 0.028465777637911045 -0.013893501691491051 -0.0075944884044103185 0.003112069633997802 0.0029868469351182528 0.0029134093957382035 0.010937588022702898 0.01168976764420291 -0.0031684808672565005 0.0082018283555354635 -0.013791800021748022 0.0040988497780651617 -0.012886824174807974 0.015689515357266575 -0.0042609027338521644 0.015009344606377584 0.011293868387678888 -0.0038171176529454513 0.00071405365143605449 -0.019301045680264101 0.022978746462105282 +leaf_weight=2815.5337917506695 1358.2732454538345 25985.916049271822 7632.4272236600518 13162.103395313025 4384.6947702616453 12977.098141521215 1476.9663384258747 8449.4590744078159 18973.190811902285 3546.4687304645777 3543.4932230561972 6041.8534807264805 1262.6804031729698 11549.780516892672 11970.142636030912 1450.393028229475 619.431640625 9431.5761203765869 1460.0459177792072 90.295822128653526 2341.6862177550793 7089.409420132637 1009.0304098427296 7000.9027788937092 831.44822046160698 4622.4615727961063 17483.557824343443 6601.8381178081036 1184.2166413068771 101.50432476401329 leaf_count=39926 4480 57037 63704 28616 14987 76466 3065 30378 69384 41565 11486 12542 4390 36615 26202 3244 1368 20519 3370 956 4807 16346 3375 19740 3598 16976 37317 14802 2499 220 -internal_value=0 -0.00526453 0.0358991 2.90967e-06 -0.0199031 0.0269015 -0.0159697 0.00624907 0.0103325 0.0646387 -0.0382071 -0.00494477 -0.0103603 0.00253715 -0.00396952 -0.00622648 -0.0032848 0.000466332 -0.00461417 0.0548332 -0.00181703 -0.0176037 0.00801487 -0.00168803 0.00346691 0.012631 -0.00579487 -0.00650716 -0.00929828 -0.0319263 -internal_weight=0 84693 13530.9 62281.9 22411.1 10304.8 18447 27528.6 13108.3 3226.15 3964.09 34753.3 1310.48 14420.3 31732.4 21031.5 14450.5 10700.9 13725.3 1818.38 1909.33 16537.7 6279.41 8140.91 4640.45 11797.8 12995.3 12685.6 9384.64 642.86 +internal_value=0 -0.00263227 0.0179495 1.45483e-06 -0.00995156 0.0134507 -0.00798487 0.00312454 0.00516626 0.0323193 -0.0191036 -0.00247238 -0.00518016 0.00126858 -0.00198476 -0.00311324 -0.0016424 0.000233166 -0.00230708 0.0274166 -0.000908515 -0.00880186 0.00400744 -0.000844017 0.00173346 0.00631552 -0.00289743 -0.00325358 -0.00464914 -0.0159632 +internal_weight=0 169386 27061.8 124564 44822.2 20609.5 36894 55057.2 26216.6 6452.3 7928.19 69506.7 2620.95 28840.6 63464.8 42063.1 28901 21401.7 27450.6 3636.76 3818.65 33075.3 12558.8 16281.8 9280.91 23595.7 25990.5 25371.1 18769.3 1285.72 internal_count=669980 447363 222617 339635 107728 140170 81255 188936 95230 82447 26473 150699 8870 93706 138157 91436 62820 46721 59576 42521 7872 73383 39990 53716 33976 86360 56206 54838 40036 2719 is_linear=0 shrinkage=0.1 @@ -906,16 +906,16 @@ Tree=47 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 10 8 3 2 0 6 8 0 12 8 3 8 4 9 8 6 4 2 8 7 8 1 8 8 -split_gain=1976.9 653.05 349.893 192.476 161.352 55.2969 42.659 41.7263 62.3468 40.0663 34.7843 34.7209 33.5073 33.3749 31.769 39.962 48.3323 39.0249 34.0603 31.4476 30.361 30.115 29.9467 28.6785 32.1924 28.4948 27.0049 28.0963 35.3369 33.4245 +split_gain=988.448 326.525 174.946 96.238 80.6761 27.6485 21.3295 20.8632 31.1734 20.0331 17.3922 17.3604 16.7536 16.6875 15.8845 19.981 24.1661 19.5125 17.0301 15.7238 15.1805 15.0575 14.9734 14.3393 16.0962 14.2474 13.5025 14.0482 17.6685 16.7122 threshold=0.054813919501655754 0.64227248352377009 0.011239401872280804 0.25570774796237666 0.89997631836292835 0.024479409437641361 1.0000000180025095e-35 39.500000000000007 0.11794531087437234 0.0056255489474314824 0.013276378757063018 0.67870967741935495 25.500000000000004 0.038297200739733729 1.0000000180025095e-35 38.500000000000007 0.099236128261346188 39.500000000000007 0.55277777777777792 1.0000000180025095e-35 30.500000000000004 0.47493734335839605 0.64142857142857157 0.13882231188213986 40.500000000000007 0.44222222222222224 39.500000000000007 0.012430363750097343 47.500000000000007 48.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 9 7 6 -4 21 8 12 -1 -6 14 -2 23 15 -5 -17 -16 26 -11 -8 -3 -15 24 -9 -10 -18 28 -28 -30 right_child=1 4 5 11 10 -7 20 13 25 19 -12 -13 -14 22 17 16 18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31 -leaf_value=-0.077304229124614182 0.025777613919642586 0.015374819172875845 -0.036453333322902716 0.012685720579357419 0.04662818675473928 -0.02128354961918668 0.017695083613088702 -0.00085414825785830534 -0.010205271579474446 -0.056931555275822089 0.027787003382982102 0.015188976808820637 -0.0062241392679956041 -0.0059736938702365057 -0.0058268187914764071 -0.021875176045405797 -0.02337953528840582 0.0063369617345130011 -0.016403656711070927 0.027583600043496043 -0.0081976995561303233 0.025773648349615947 -0.03137903071453315 0.0085218054677043287 -0.030018689212755169 -0.022587736775357775 0.0076342353058909025 -0.001428107302872109 0.038602091360528203 -0.045957492924210565 -leaf_weight=1407.7668958753347 679.13662272691727 12992.958024635911 3816.2136118300259 6581.0516976565123 2192.3473851308227 6488.5490707606077 738.48316921293736 4224.729537203908 9486.5954059511423 1773.2343652322888 1771.7466115280986 3020.9267403632402 631.34020158648491 5774.8902584463358 5985.0713180154562 725.19651411473751 309.7158203125 4715.7880601882935 730.02295888960361 45.147911064326763 1170.8431088775396 3544.7047100663185 504.51520492136478 3500.4513894468546 415.72411023080349 2311.2307863980532 8741.7789121717215 3300.9190589040518 592.10832065343857 50.752162382006645 +leaf_value=-0.038652114562307091 0.012888806959821293 0.0076874095864379226 -0.018226666661451358 0.0063428602896787095 0.02331409337736964 -0.01064177480959334 0.0088475418065443508 -0.00042707412892915267 -0.005102635789737223 -0.028465777637911045 0.013893501691491051 0.0075944884044103185 -0.003112069633997802 -0.0029868469351182528 -0.0029134093957382035 -0.010937588022702898 -0.01168976764420291 0.0031684808672565005 -0.0082018283555354635 0.013791800021748022 -0.0040988497780651617 0.012886824174807974 -0.015689515357266575 0.0042609027338521644 -0.015009344606377584 -0.011293868387678888 0.0038171176529454513 -0.00071405365143605449 0.019301045680264101 -0.022978746462105282 +leaf_weight=2815.5337917506695 1358.2732454538345 25985.916049271822 7632.4272236600518 13162.103395313025 4384.6947702616453 12977.098141521215 1476.9663384258747 8449.4590744078159 18973.190811902285 3546.4687304645777 3543.4932230561972 6041.8534807264805 1262.6804031729698 11549.780516892672 11970.142636030912 1450.393028229475 619.431640625 9431.5761203765869 1460.0459177792072 90.295822128653526 2341.6862177550793 7089.409420132637 1009.0304098427296 7000.9027788937092 831.44822046160698 4622.4615727961063 17483.557824343443 6601.8381178081036 1184.2166413068771 101.50432476401329 leaf_count=39926 4480 57037 63704 28616 14987 76466 3065 30378 69384 41565 11486 12542 4390 36615 26202 3244 1368 20519 3370 956 4807 16346 3375 19740 3598 16976 37317 14802 2499 220 -internal_value=0 0.00526453 -0.0358991 -2.90967e-06 0.0199031 -0.0269015 0.0159697 -0.00624907 -0.0103325 -0.0646387 0.0382071 0.00494477 0.0103603 -0.00253715 0.00396952 0.00622648 0.0032848 -0.000466332 0.00461417 -0.0548332 0.00181703 0.0176037 -0.00801487 0.00168803 -0.00346691 -0.012631 0.00579487 0.00650716 0.00929828 0.0319263 -internal_weight=0 84693 13530.9 62281.9 22411.1 10304.8 18447 27528.6 13108.3 3226.15 3964.09 34753.3 1310.48 14420.3 31732.4 21031.5 14450.5 10700.9 13725.3 1818.38 1909.33 16537.7 6279.41 8140.91 4640.45 11797.8 12995.3 12685.6 9384.64 642.86 +internal_value=0 0.00263227 -0.0179495 -1.45483e-06 0.00995156 -0.0134507 0.00798487 -0.00312454 -0.00516626 -0.0323193 0.0191036 0.00247238 0.00518016 -0.00126858 0.00198476 0.00311324 0.0016424 -0.000233166 0.00230708 -0.0274166 0.000908515 0.00880186 -0.00400744 0.000844017 -0.00173346 -0.00631552 0.00289743 0.00325358 0.00464914 0.0159632 +internal_weight=0 169386 27061.8 124564 44822.2 20609.5 36894 55057.2 26216.6 6452.3 7928.19 69506.7 2620.95 28840.6 63464.8 42063.1 28901 21401.7 27450.6 3636.76 3818.65 33075.3 12558.8 16281.8 9280.91 23595.7 25990.5 25371.1 18769.3 1285.72 internal_count=669980 447363 222617 339635 107728 140170 81255 188936 95230 82447 26473 150699 8870 93706 138157 91436 62820 46721 59576 42521 7872 73383 39990 53716 33976 86360 56206 54838 40036 2719 is_linear=0 shrinkage=0.1 @@ -925,16 +925,16 @@ Tree=48 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 8 12 8 0 8 8 12 10 2 6 9 1 8 10 9 3 1 1 8 12 0 2 4 12 -split_gain=1659.23 576.417 279.832 220.801 104.345 59.2652 56.6752 97.2104 110.909 91.6203 47.9238 74.2315 47.0773 42.2725 36.5236 36.1657 35.3666 33.8504 33.7125 32.5172 62.2121 58.2689 46.0983 28.4261 31.2647 32.4777 29.0775 27.492 27.3039 30.8412 +split_gain=829.613 288.209 139.916 110.401 52.1726 29.6326 28.3376 48.6052 55.4546 45.8102 23.9619 37.1158 23.5386 21.1362 18.2618 18.0828 17.6833 16.9252 16.8563 16.2586 31.106 29.1345 23.0491 14.213 15.6324 16.2389 14.5387 13.746 13.6519 15.4206 threshold=0.046929061200795631 0.44139309176609126 0.0092555391706332351 0.82347594117497269 0.14170366767681578 0.93042944834295571 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.0019025324150395821 47.500000000000007 45.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.012484564718213834 0.31698564593301443 1.0000000180025095e-35 0.0044910339673530442 34.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.085227728634247588 0.0039974623828863574 0.0039974623828863574 32.500000000000007 1.0000000180025095e-35 0.037294284445576871 0.0036400641134801352 0.048809523809523817 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 27 10 -2 17 9 8 13 12 11 19 18 14 -8 28 -11 -5 -4 21 22 -3 -21 -23 25 26 -25 -1 29 -6 right_child=1 3 6 5 15 -7 7 -9 -10 16 -12 -13 -14 -15 -16 -17 -18 -19 -20 20 -22 23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=0.082922622214537112 0.0098078166779727843 -0.025219606414513325 0.067982658574326824 -0.026978125114720086 -0.0025222515655992312 -0.043944309336931171 -0.10208659372319512 0.039585673204789479 0.045817955071768578 0.027225889596597649 -0.030253235116013039 0.1065637093955677 0.034223280453131243 0.022508094091442221 -0.011441694300883397 -0.0078005753951198367 -0.016574835466925727 -0.01111357934444742 -0.069673067750696011 -0.006813752863658539 -0.012803102083555895 -0.011898394521465662 0.022098742575913842 -0.042911275386365508 -0.00069707632463407822 -0.0010226655924585578 -0.014139970036734615 0.059384247961343284 0.010717086759400526 0.0050260967495205549 -leaf_weight=695.47331216558814 15398.921778485179 2322.9022572189569 1066.5428165718913 5622.8512613028288 15116.547716841102 1689.3052672818303 45.986013732850552 1353.383470736444 533.57806638628244 3340.9886697120965 1047.7859116196632 55.975956976413727 846.88022676110268 398.65638232603669 1332.1618377268314 5262.5901629328728 195.11005092039704 1767.8084101378918 18.092905391007662 915.4138840585947 2240.4931038469076 11823.99150429666 1387.022466763854 454.08343736827374 6696.0727021992207 1453.3844254016876 1551.3520246893167 1731.7134552337229 2746.2471470236778 8432.2434336692095 +leaf_value=0.041461311107268556 0.0049039083389863921 -0.012609803207256663 0.033991329287163412 -0.013489062557360043 -0.0012611257827996156 -0.021972154668465586 -0.051043296861597559 0.019792836602394739 0.022908977535884289 0.013612944798298825 -0.01512661755800652 0.053281854697783848 0.017111640226565621 0.011254047045721111 -0.0057208471504416984 -0.0039002876975599184 -0.0082874177334628634 -0.0055567896722237102 -0.034836533875348005 -0.0034068764318292695 -0.0064015510417779475 -0.005949197260732831 0.011049371287956921 -0.021455637693182754 -0.00034853816231703911 -0.00051133279622927888 -0.0070699850183673077 0.029692123980671642 0.0053585433797002629 0.0025130483747602774 +leaf_weight=1390.9466243311763 30797.843556970358 4645.8045144379139 2133.0856331437826 11245.702522605658 30233.095433682203 3378.6105345636606 91.972027465701103 2706.766941472888 1067.1561327725649 6681.9773394241929 2095.5718232393265 111.95191395282745 1693.7604535222054 797.31276465207338 2664.3236754536629 10525.180325865746 390.22010184079409 3535.6168202757835 36.185810782015324 1830.8277681171894 4480.9862076938152 23647.983008593321 2774.0449335277081 908.16687473654747 13392.145404398441 2906.7688508033752 3102.7040493786335 3463.4269104674459 5492.4942940473557 16864.486867338419 leaf_count=21378 126304 9795 20081 30294 77143 13204 792 21483 9204 51735 4354 230 14365 4131 12317 25192 2989 8981 301 3784 9149 49035 5739 1877 27519 5976 6358 47793 14356 44121 -internal_value=0 -0.00440498 0.0359492 -0.0133858 0.00305951 -0.0270459 0.0279273 0.0183031 0.00583614 0.0343763 -0.0092442 -0.00848252 0.0518913 -0.00617049 -0.0144663 -0.000233412 0.0248091 -0.0231834 0.0656864 -0.00870578 -0.000940189 -0.0101575 0.0106036 -0.00856558 -0.00468497 -0.0124053 -0.0206546 0.0661288 0.00128105 0.000180626 -internal_weight=0 85985 11558.6 39028.4 46956.6 9079.96 9131.38 3663.77 2310.38 5467.61 29948.5 28900.7 1931.52 1776.8 1378.15 31557.6 3536.1 7390.66 1084.64 28844.7 4542.93 24301.8 2302.44 21978.9 10154.9 3458.82 2005.44 2427.19 26295 23548.8 +internal_value=0 -0.00220249 0.0179746 -0.00669288 0.00152975 -0.013523 0.0139636 0.00915155 0.00291807 0.0171881 -0.0046221 -0.00424126 0.0259456 -0.00308524 -0.00723317 -0.000116706 0.0124046 -0.0115917 0.0328432 -0.00435289 -0.000470095 -0.00507873 0.00530179 -0.00428279 -0.00234249 -0.00620265 -0.0103273 0.0330644 0.000640526 9.03132e-05 +internal_weight=0 171970 23117.1 78056.9 93913.1 18159.9 18262.8 7327.53 4620.76 10935.2 59897 57801.4 3863.03 3553.61 2756.3 63115.3 7072.2 14781.3 2169.27 57689.4 9085.86 48603.6 4604.87 43957.8 20309.8 6917.64 4010.87 4854.37 52590.1 47097.6 internal_count=669980 463411 206569 176295 287116 52479 137398 47927 26444 89471 123816 119462 34747 17240 13109 160812 54724 39275 20382 119232 18672 100560 9523 90765 41730 14211 8235 69171 135620 121264 is_linear=0 shrinkage=0.1 @@ -944,16 +944,16 @@ Tree=49 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 8 12 8 0 8 8 12 10 2 6 9 1 8 10 9 3 1 1 8 12 0 2 4 12 -split_gain=1659.23 576.417 279.832 220.801 104.345 59.2652 56.6752 97.2104 110.909 91.6203 47.9238 74.2315 47.0773 42.2725 36.5236 36.1657 35.3666 33.8504 33.7125 32.5172 62.2121 58.2689 46.0983 28.4261 31.2647 32.4777 29.0775 27.492 27.3039 30.8412 +split_gain=829.613 288.209 139.916 110.401 52.1726 29.6326 28.3376 48.6052 55.4546 45.8102 23.9619 37.1158 23.5386 21.1362 18.2618 18.0828 17.6833 16.9252 16.8563 16.2586 31.106 29.1345 23.0491 14.213 15.6324 16.2389 14.5387 13.746 13.6519 15.4206 threshold=0.046929061200795631 0.44139309176609126 0.0092555391706332351 0.82347594117497269 0.14170366767681578 0.93042944834295571 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.0019025324150395821 47.500000000000007 45.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.012484564718213834 0.31698564593301443 1.0000000180025095e-35 0.0044910339673530442 34.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.085227728634247588 0.0039974623828863574 0.0039974623828863574 32.500000000000007 1.0000000180025095e-35 0.037294284445576871 0.0036400641134801352 0.048809523809523817 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 27 10 -2 17 9 8 13 12 11 19 18 14 -8 28 -11 -5 -4 21 22 -3 -21 -23 25 26 -25 -1 29 -6 right_child=1 3 6 5 15 -7 7 -9 -10 16 -12 -13 -14 -15 -16 -17 -18 -19 -20 20 -22 23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.082922622214537112 -0.0098078166779727843 0.025219606414513325 -0.067982658574326824 0.026978125114720086 0.0025222515655992312 0.043944309336931171 0.10208659372319512 -0.039585673204789479 -0.045817955071768578 -0.027225889596597649 0.030253235116013039 -0.1065637093955677 -0.034223280453131243 -0.022508094091442221 0.011441694300883397 0.0078005753951198367 0.016574835466925727 0.01111357934444742 0.069673067750696011 0.006813752863658539 0.012803102083555895 0.011898394521465662 -0.022098742575913842 0.042911275386365508 0.00069707632463407822 0.0010226655924585578 0.014139970036734615 -0.059384247961343284 -0.010717086759400526 -0.0050260967495205549 -leaf_weight=695.47331216558814 15398.921778485179 2322.9022572189569 1066.5428165718913 5622.8512613028288 15116.547716841102 1689.3052672818303 45.986013732850552 1353.383470736444 533.57806638628244 3340.9886697120965 1047.7859116196632 55.975956976413727 846.88022676110268 398.65638232603669 1332.1618377268314 5262.5901629328728 195.11005092039704 1767.8084101378918 18.092905391007662 915.4138840585947 2240.4931038469076 11823.99150429666 1387.022466763854 454.08343736827374 6696.0727021992207 1453.3844254016876 1551.3520246893167 1731.7134552337229 2746.2471470236778 8432.2434336692095 +leaf_value=-0.041461311107268556 -0.0049039083389863921 0.012609803207256663 -0.033991329287163412 0.013489062557360043 0.0012611257827996156 0.021972154668465586 0.051043296861597559 -0.019792836602394739 -0.022908977535884289 -0.013612944798298825 0.01512661755800652 -0.053281854697783848 -0.017111640226565621 -0.011254047045721111 0.0057208471504416984 0.0039002876975599184 0.0082874177334628634 0.0055567896722237102 0.034836533875348005 0.0034068764318292695 0.0064015510417779475 0.005949197260732831 -0.011049371287956921 0.021455637693182754 0.00034853816231703911 0.00051133279622927888 0.0070699850183673077 -0.029692123980671642 -0.0053585433797002629 -0.0025130483747602774 +leaf_weight=1390.9466243311763 30797.843556970358 4645.8045144379139 2133.0856331437826 11245.702522605658 30233.095433682203 3378.6105345636606 91.972027465701103 2706.766941472888 1067.1561327725649 6681.9773394241929 2095.5718232393265 111.95191395282745 1693.7604535222054 797.31276465207338 2664.3236754536629 10525.180325865746 390.22010184079409 3535.6168202757835 36.185810782015324 1830.8277681171894 4480.9862076938152 23647.983008593321 2774.0449335277081 908.16687473654747 13392.145404398441 2906.7688508033752 3102.7040493786335 3463.4269104674459 5492.4942940473557 16864.486867338419 leaf_count=21378 126304 9795 20081 30294 77143 13204 792 21483 9204 51735 4354 230 14365 4131 12317 25192 2989 8981 301 3784 9149 49035 5739 1877 27519 5976 6358 47793 14356 44121 -internal_value=0 0.00440498 -0.0359492 0.0133858 -0.00305951 0.0270459 -0.0279273 -0.0183031 -0.00583614 -0.0343763 0.0092442 0.00848252 -0.0518913 0.00617049 0.0144663 0.000233412 -0.0248091 0.0231834 -0.0656864 0.00870578 0.000940189 0.0101575 -0.0106036 0.00856558 0.00468497 0.0124053 0.0206546 -0.0661288 -0.00128105 -0.000180626 -internal_weight=0 85985 11558.6 39028.4 46956.6 9079.96 9131.38 3663.77 2310.38 5467.61 29948.5 28900.7 1931.52 1776.8 1378.15 31557.6 3536.1 7390.66 1084.64 28844.7 4542.93 24301.8 2302.44 21978.9 10154.9 3458.82 2005.44 2427.19 26295 23548.8 +internal_value=0 0.00220249 -0.0179746 0.00669288 -0.00152975 0.013523 -0.0139636 -0.00915155 -0.00291807 -0.0171881 0.0046221 0.00424126 -0.0259456 0.00308524 0.00723317 0.000116706 -0.0124046 0.0115917 -0.0328432 0.00435289 0.000470095 0.00507873 -0.00530179 0.00428279 0.00234249 0.00620265 0.0103273 -0.0330644 -0.000640526 -9.03132e-05 +internal_weight=0 171970 23117.1 78056.9 93913.1 18159.9 18262.8 7327.53 4620.76 10935.2 59897 57801.4 3863.03 3553.61 2756.3 63115.3 7072.2 14781.3 2169.27 57689.4 9085.86 48603.6 4604.87 43957.8 20309.8 6917.64 4010.87 4854.37 52590.1 47097.6 internal_count=669980 463411 206569 176295 287116 52479 137398 47927 26444 89471 123816 119462 34747 17240 13109 160812 54724 39275 20382 119232 18672 100560 9523 90765 41730 14211 8235 69171 135620 121264 is_linear=0 shrinkage=0.1 @@ -963,16 +963,16 @@ Tree=50 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 8 10 9 3 7 6 8 3 6 0 8 0 1 1 3 2 7 8 8 1 1 9 10 3 -split_gain=1394.11 509.929 211.426 210.518 86.5219 53.261 45.2529 44.096 71.193 53.1855 43.2839 35.8378 34.913 34.6391 34.4522 32.9749 29.9303 29.8505 29.7446 28.9239 28.9061 27.4029 27.0076 26.6954 30.1738 26.4506 25.6674 27.873 36.474 42.9665 +split_gain=697.055 254.964 105.713 105.259 43.2609 26.6305 22.6264 22.048 35.5965 26.5927 21.6419 17.9189 17.4565 17.3196 17.2261 16.4874 14.9651 14.9252 14.8723 14.462 14.453 13.7014 13.5038 13.3477 15.0869 13.2253 12.8337 13.9365 18.237 21.4833 threshold=0.037748234010595648 0.37508427056849925 0.0092555391706332351 0.82347594117497269 0.10557156246282116 0.94127117011010453 47.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.080939212771562727 0.29289215686274517 0.49358974358974367 33.500000000000007 0.97115217405561249 0.67204301075268824 0.012344017352726095 45.500000000000007 0.017989365708982907 0.008634793951291948 0.0039974623828863574 0.19625228217899957 0.0036400641134801352 0.70294117647058829 32.500000000000007 39.500000000000007 0.0013060153356357759 0.005740786649956176 1.0000000180025095e-35 1.0000000180025095e-35 0.15782823163369611 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 21 6 22 11 7 9 16 -3 -4 25 17 -12 26 -8 19 -10 -11 -9 -16 -1 -2 -20 -25 -5 -6 28 29 -28 right_child=1 3 10 5 14 -7 15 8 12 18 13 -13 -14 -15 20 -17 -18 -19 23 -21 -22 -23 -24 24 -26 -27 27 -29 -30 -31 -leaf_value=0.080987206809558343 0.0096585462297826604 -0.023246401508701761 0.02458778213829119 -0.027098673960815407 -0.00099432061008769492 -0.046940155381047372 -0.062292421157409211 -0.00095420525949736561 0.083062817868793437 -0.0094813640605695537 0.028387812603271945 -0.033506023400110413 -0.00086493820180778304 0.059671903374122232 -0.037027620550631656 -0.018948979302267015 0.14379157727309408 -0.026042961777698544 -0.0097803648312285441 0.019360645331421362 -0.005628467954550442 0.056636053206774485 0.023852229765579807 0.017913084654529513 -0.0015802993246410103 -0.013170881666975588 -0.0085501586123680803 -0.010950518236729202 0.020221045175733893 0.0068900953219261478 -leaf_weight=643.57316491007805 10397.282250918448 2253.4002750962973 5658.6580037139356 2117.9263580292463 12818.50234452635 963.67319656163454 210.14848363399506 1170.7298303097486 25.644139289855957 18473.123630777001 703.00211971253157 2035.1136153191328 1613.9284774512053 712.79388655349612 357.84549185633659 1065.3174792975187 17.126510262489319 1131.554888010025 3009.683162972331 1746.2563627660275 1622.7918644845486 1639.0664805807173 1539.0283480137587 974.29773707687855 4292.4748286902905 3828.208727568388 2152.2935474663973 1022.4390484839678 1632.6237720921636 11082.367015063763 +leaf_value=0.040493603404779172 0.0048292731148913302 -0.011623200754350881 0.012293891069145595 -0.013549336980407703 -0.00049716030504384746 -0.023470077690523686 -0.031146210578704606 -0.00047710262974868281 0.041531408934396719 -0.0047406820302847768 0.014193906301635972 -0.016753011700055206 -0.00043246910090389152 0.029835951687061116 -0.018513810275315828 -0.0094744896511335074 0.071895788636547039 -0.013021480888849272 -0.004890182415614272 0.0096803226657106809 -0.002814233977275221 0.028318026603387243 0.011926114882789903 0.0089565423272647566 -0.00079014966232050516 -0.0065854408334877941 -0.0042750793061840401 -0.0054752591183646008 0.010110522587866946 0.0034450476609630739 +leaf_weight=1287.1463298201561 20794.564501836896 4506.8005501925945 11317.316007427871 4235.8527160584927 25637.004689052701 1927.3463931232691 420.29696726799011 2341.4596606194973 51.288278579711914 36946.247261554003 1406.0042394250631 4070.2272306382656 3227.8569549024105 1425.5877731069922 715.69098371267319 2130.6349585950375 34.253020524978638 2263.10977602005 6019.3663259446621 3492.5127255320549 3245.5837289690971 3278.1329611614347 3078.0566960275173 1948.5954741537571 8584.9496573805809 7656.417455136776 4304.5870949327946 2044.8780969679356 3265.2475441843271 22164.734030127525 leaf_count=21378 96556 9546 91314 12021 70976 8056 881 4961 105 76753 10952 12035 6725 13845 1775 4456 72 4618 12518 7414 8281 47793 14394 4077 17922 20367 11841 5641 9422 63285 -internal_value=0 -0.00357061 0.0370388 -0.011004 0.00426451 -0.0247333 -0.00759117 -0.00691136 0.00112515 -0.00849224 0.0285003 -0.022052 -0.0103694 0.044138 0.00145471 -0.0260903 0.0119812 -0.0236251 -0.00724934 0.0112073 -0.0113014 0.0635017 0.0114886 -0.00226746 0.00202577 -0.0181318 0.00233478 0.00502043 0.00611877 0.00437912 -internal_weight=0 87553.8 9357.09 44928.6 42625.2 8944.92 35983.7 34708.2 5705.24 29003 7074.45 7981.25 2771.13 1415.8 30688.9 1275.47 2934.11 1157.2 26749.6 2916.99 1980.64 2282.64 11936.3 8276.46 5266.77 5946.14 28708.2 15889.7 14867.3 13234.7 +internal_value=0 -0.00178531 0.0185194 -0.00550202 0.00213225 -0.0123666 -0.00379559 -0.00345568 0.000562576 -0.00424612 0.0142502 -0.011026 -0.0051847 0.022069 0.000727357 -0.0130452 0.0059906 -0.0118126 -0.00362467 0.00560365 -0.00565071 0.0317508 0.00574432 -0.00113373 0.00101289 -0.00906588 0.00116739 0.00251021 0.00305938 0.00218956 +internal_weight=0 175108 18714.2 89857.2 85250.3 17889.8 71967.4 69416.4 11410.5 58006 14148.9 15962.5 5542.26 2831.59 61377.7 2550.93 5868.23 2314.4 53499.2 5833.97 3961.27 4565.28 23872.6 16552.9 10533.5 11892.3 57416.5 31779.4 29734.6 26469.3 internal_count=669980 484698 185282 202527 282171 52479 150048 144711 23895 120816 116111 44423 11448 24797 171221 5337 12447 4723 111270 12375 10056 69171 110950 34517 21999 32388 161165 90189 84548 75126 is_linear=0 shrinkage=0.1 @@ -982,16 +982,16 @@ Tree=51 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 2 8 10 9 3 7 6 8 3 6 0 8 0 1 1 3 2 7 8 8 1 1 9 10 3 -split_gain=1394.11 509.929 211.426 210.518 86.5219 53.261 45.2529 44.096 71.193 53.1855 43.2839 35.8378 34.913 34.6391 34.4522 32.9749 29.9303 29.8505 29.7446 28.9239 28.9061 27.4029 27.0076 26.6954 30.1738 26.4506 25.6674 27.873 36.474 42.9665 +split_gain=697.055 254.964 105.713 105.259 43.2609 26.6305 22.6264 22.048 35.5965 26.5927 21.6419 17.9189 17.4565 17.3196 17.2261 16.4874 14.9651 14.9252 14.8723 14.462 14.453 13.7014 13.5038 13.3477 15.0869 13.2253 12.8337 13.9365 18.237 21.4833 threshold=0.037748234010595648 0.37508427056849925 0.0092555391706332351 0.82347594117497269 0.10557156246282116 0.94127117011010453 47.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.080939212771562727 0.29289215686274517 0.49358974358974367 33.500000000000007 0.97115217405561249 0.67204301075268824 0.012344017352726095 45.500000000000007 0.017989365708982907 0.008634793951291948 0.0039974623828863574 0.19625228217899957 0.0036400641134801352 0.70294117647058829 32.500000000000007 39.500000000000007 0.0013060153356357759 0.005740786649956176 1.0000000180025095e-35 1.0000000180025095e-35 0.15782823163369611 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 21 6 22 11 7 9 16 -3 -4 25 17 -12 26 -8 19 -10 -11 -9 -16 -1 -2 -20 -25 -5 -6 28 29 -28 right_child=1 3 10 5 14 -7 15 8 12 18 13 -13 -14 -15 20 -17 -18 -19 23 -21 -22 -23 -24 24 -26 -27 27 -29 -30 -31 -leaf_value=-0.080987206809558343 -0.0096585462297826604 0.023246401508701761 -0.02458778213829119 0.027098673960815407 0.00099432061008769492 0.046940155381047372 0.062292421157409211 0.00095420525949736561 -0.083062817868793437 0.0094813640605695537 -0.028387812603271945 0.033506023400110413 0.00086493820180778304 -0.059671903374122232 0.037027620550631656 0.018948979302267015 -0.14379157727309408 0.026042961777698544 0.0097803648312285441 -0.019360645331421362 0.005628467954550442 -0.056636053206774485 -0.023852229765579807 -0.017913084654529513 0.0015802993246410103 0.013170881666975588 0.0085501586123680803 0.010950518236729202 -0.020221045175733893 -0.0068900953219261478 -leaf_weight=643.57316491007805 10397.282250918448 2253.4002750962973 5658.6580037139356 2117.9263580292463 12818.50234452635 963.67319656163454 210.14848363399506 1170.7298303097486 25.644139289855957 18473.123630777001 703.00211971253157 2035.1136153191328 1613.9284774512053 712.79388655349612 357.84549185633659 1065.3174792975187 17.126510262489319 1131.554888010025 3009.683162972331 1746.2563627660275 1622.7918644845486 1639.0664805807173 1539.0283480137587 974.29773707687855 4292.4748286902905 3828.208727568388 2152.2935474663973 1022.4390484839678 1632.6237720921636 11082.367015063763 +leaf_value=-0.040493603404779172 -0.0048292731148913302 0.011623200754350881 -0.012293891069145595 0.013549336980407703 0.00049716030504384746 0.023470077690523686 0.031146210578704606 0.00047710262974868281 -0.041531408934396719 0.0047406820302847768 -0.014193906301635972 0.016753011700055206 0.00043246910090389152 -0.029835951687061116 0.018513810275315828 0.0094744896511335074 -0.071895788636547039 0.013021480888849272 0.004890182415614272 -0.0096803226657106809 0.002814233977275221 -0.028318026603387243 -0.011926114882789903 -0.0089565423272647566 0.00079014966232050516 0.0065854408334877941 0.0042750793061840401 0.0054752591183646008 -0.010110522587866946 -0.0034450476609630739 +leaf_weight=1287.1463298201561 20794.564501836896 4506.8005501925945 11317.316007427871 4235.8527160584927 25637.004689052701 1927.3463931232691 420.29696726799011 2341.4596606194973 51.288278579711914 36946.247261554003 1406.0042394250631 4070.2272306382656 3227.8569549024105 1425.5877731069922 715.69098371267319 2130.6349585950375 34.253020524978638 2263.10977602005 6019.3663259446621 3492.5127255320549 3245.5837289690971 3278.1329611614347 3078.0566960275173 1948.5954741537571 8584.9496573805809 7656.417455136776 4304.5870949327946 2044.8780969679356 3265.2475441843271 22164.734030127525 leaf_count=21378 96556 9546 91314 12021 70976 8056 881 4961 105 76753 10952 12035 6725 13845 1775 4456 72 4618 12518 7414 8281 47793 14394 4077 17922 20367 11841 5641 9422 63285 -internal_value=0 0.00357061 -0.0370388 0.011004 -0.00426451 0.0247333 0.00759117 0.00691136 -0.00112515 0.00849224 -0.0285003 0.022052 0.0103694 -0.044138 -0.00145471 0.0260903 -0.0119812 0.0236251 0.00724934 -0.0112073 0.0113014 -0.0635017 -0.0114886 0.00226746 -0.00202577 0.0181318 -0.00233478 -0.00502043 -0.00611877 -0.00437912 -internal_weight=0 87553.8 9357.09 44928.6 42625.2 8944.92 35983.7 34708.2 5705.24 29003 7074.45 7981.25 2771.13 1415.8 30688.9 1275.47 2934.11 1157.2 26749.6 2916.99 1980.64 2282.64 11936.3 8276.46 5266.77 5946.14 28708.2 15889.7 14867.3 13234.7 +internal_value=0 0.00178531 -0.0185194 0.00550202 -0.00213225 0.0123666 0.00379559 0.00345568 -0.000562576 0.00424612 -0.0142502 0.011026 0.0051847 -0.022069 -0.000727357 0.0130452 -0.0059906 0.0118126 0.00362467 -0.00560365 0.00565071 -0.0317508 -0.00574432 0.00113373 -0.00101289 0.00906588 -0.00116739 -0.00251021 -0.00305938 -0.00218956 +internal_weight=0 175108 18714.2 89857.2 85250.3 17889.8 71967.4 69416.4 11410.5 58006 14148.9 15962.5 5542.26 2831.59 61377.7 2550.93 5868.23 2314.4 53499.2 5833.97 3961.27 4565.28 23872.6 16552.9 10533.5 11892.3 57416.5 31779.4 29734.6 26469.3 internal_count=669980 484698 185282 202527 282171 52479 150048 144711 23895 120816 116111 44423 11448 24797 171221 5337 12447 4723 111270 12375 10056 69171 110950 34517 21999 32388 161165 90189 84548 75126 is_linear=0 shrinkage=0.1 @@ -1001,16 +1001,16 @@ Tree=52 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 3 6 6 6 8 8 8 12 3 1 8 8 0 8 12 8 9 8 11 7 12 8 0 3 1 -split_gain=1169.18 418.175 196.376 152.956 94.3062 40.7543 39.4818 35.8461 33.4735 31.9344 55.4499 30.3834 108.22 72.9797 56.5585 44.9038 38.1916 28.9348 27.5675 38.3457 69.7733 40.1702 38.389 37.2905 41.9817 35.7656 49.0232 37.8167 36.3472 36.3074 +split_gain=584.592 209.087 98.188 76.4779 47.1531 20.3772 19.7409 17.9231 16.7368 15.9672 27.725 15.1917 54.1102 36.4898 28.2793 22.4519 19.0958 14.4674 13.7838 19.1728 34.8867 20.0851 19.1945 18.6453 20.9908 17.8828 24.5116 18.9083 18.1736 18.1537 threshold=0.037748234010595648 0.45614472525325273 0.0085461920867191069 0.87874295660046342 0.14170366767681578 0.980815296117445 0.67204301075268824 0.23431372549019611 0.87867647058823539 47.500000000000007 45.500000000000007 32.500000000000007 1.0000000180025095e-35 0.13020404387756693 0.0049657325447400131 39.500000000000007 24.500000000000004 0.012030936237344756 39.500000000000007 1.0000000180025095e-35 23.500000000000004 1.0000000180025095e-35 16.500000000000004 1.0000000180025095e-35 0.10668563300142249 1.0000000180025095e-35 40.500000000000007 0.79218779667370998 0.055339185379978027 0.0041501371751771548 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 -1 6 18 -4 9 -5 -8 10 11 12 -3 -14 -13 -16 -15 -11 19 22 21 -21 23 24 -2 26 27 -20 -27 -30 right_child=1 3 5 7 -6 -7 8 -9 -10 17 -12 14 13 16 15 -17 -18 -19 25 20 -22 -23 -24 -25 -26 28 -28 -29 29 -31 -leaf_value=0.062572848324374722 0.004421794174043414 -0.021784309997859477 0.022851906105746198 -0.020611156013308225 -0.00035977286760513748 0.041359197735410844 -0.040238586253478481 -0.037764607427656027 -0.014253598892098049 -0.061053482475342515 0.094685694813322563 -0.0091808663691168805 -0.018105970286107428 0.016096333138289759 0.016928838648577145 -0.002034263828742187 -0.02682476979527558 -0.017020840716878729 -0.0057034824807211584 0.00043587712134309517 0.025204742525752895 -0.059399259748469296 -0.0025376137571875047 0.034396650230087762 0.043713391924882931 -0.028674678882529409 0.023091789001573049 0.02247017007639035 0.0028384964695970798 0.028450529883418941 -leaf_weight=1957.0784215517342 1221.2283156737685 4829.6130824536085 5585.5318029001355 3152.2398599311709 32837.246657133102 1511.9071980305016 600.49895770847797 1985.6662908568978 2841.7742150127888 180.1222530901432 53.724829331040382 11729.235059052706 1265.064088627696 2069.6283639222383 1574.4331823736429 6036.0279804766178 230.39067427814007 870.2769031226635 4738.290518976748 2972.3565815910697 1382.7276415377855 116.60115701705217 631.90219722688198 1749.3017896041274 349.82849834114313 177.50868452340364 843.78731765598059 529.68700017035007 917.97449075430632 1393.9750183150172 +leaf_value=0.031286424162187361 0.002210897087021707 -0.010892154998929739 0.011425953052873099 -0.010305578006654112 -0.00017988643380256874 0.020679598867705422 -0.020119293126739241 -0.018882303713828014 -0.0071267994460490246 -0.030526741237671257 0.047342847406661281 -0.0045904331845584402 -0.0090529851430537142 0.0080481665691448795 0.0084644193242885725 -0.0010171319143710935 -0.01341238489763779 -0.0085104203584393644 -0.0028517412403605792 0.00021793856067154759 0.012602371262876447 -0.029699629874234648 -0.0012688068785937524 0.017198325115043881 0.021856695962441466 -0.014337339441264705 0.011545894500786524 0.011235085038195175 0.0014192482347985399 0.01422526494170947 +leaf_weight=3914.1568431034684 2442.456631347537 9659.226164907217 11171.063605800271 6304.4797198623419 65674.493314266205 3023.8143960610032 1200.9979154169559 3971.3325817137957 5683.5484300255775 360.24450618028641 107.44965866208076 23458.470118105412 2530.1281772553921 4139.2567278444767 3148.8663647472858 12072.055960953236 460.78134855628014 1740.553806245327 9476.581037953496 5944.7131631821394 2765.4552830755711 233.20231403410435 1263.804394453764 3498.6035792082548 699.65699668228626 355.01736904680729 1687.5746353119612 1059.3740003407001 1835.9489815086126 2787.9500366300344 leaf_count=64061 12055 20208 88835 20234 166297 32386 2657 14047 12335 790 228 49890 5542 8598 6558 25070 960 3693 33988 27093 12979 1002 5839 17261 3553 1523 8019 4213 8045 12021 -internal_value=0 -0.00322452 0.0345277 -0.0112148 0.00277168 0.0267944 -0.00866409 -0.0272405 -0.0187866 -0.00745582 -0.00680884 -0.00700545 -0.0120292 0.00118596 -0.0048248 0.00188878 0.011797 -0.0245715 0.00881146 0.0128775 0.00653464 -0.00182276 0.020054 0.0243535 0.0131709 0.00482919 0.000713699 -0.00287067 0.014933 0.0182811 -internal_weight=0 87281.1 9054.52 37418.7 49862.4 7097.44 32280.8 5137.91 3442.27 28838.5 27788.1 27734.4 8394.7 3565.08 19339.7 7610.46 2300.02 1050.4 17025.2 8423.95 4471.69 3088.96 3952.26 3320.36 1571.06 8601.22 6111.76 5267.98 2489.46 2311.95 +internal_value=0 -0.00161226 0.0172638 -0.00560739 0.00138584 0.0133972 -0.00433204 -0.0136203 -0.00939332 -0.00372791 -0.00340442 -0.00350272 -0.00601462 0.000592979 -0.0024124 0.000944388 0.00589848 -0.0122858 0.00440573 0.00643877 0.00326732 -0.000911382 0.010027 0.0121767 0.00658544 0.0024146 0.000356849 -0.00143533 0.00746648 0.00914055 +internal_weight=0 174562 18109 74837.4 99724.8 14194.9 64561.6 10275.8 6884.55 57677 55576.2 55468.8 16789.4 7130.17 38679.4 15220.9 4600.04 2100.8 34050.3 16847.9 8943.37 6177.92 7904.52 6640.72 3142.11 17202.4 12223.5 10536 4978.92 4623.9 internal_count=669980 484698 185282 170810 313888 121221 136529 34281 14992 121537 117054 116826 35308 15100 81518 31628 9558 4483 147591 79782 41074 28095 38708 32869 15608 67809 46220 38201 21589 20066 is_linear=0 shrinkage=0.1 @@ -1020,16 +1020,16 @@ Tree=53 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 3 6 6 6 8 8 8 12 3 1 8 8 0 8 12 8 9 8 11 7 12 8 0 3 1 -split_gain=1169.18 418.175 196.376 152.956 94.3062 40.7543 39.4818 35.8461 33.4735 31.9344 55.4499 30.3834 108.22 72.9797 56.5585 44.9038 38.1916 28.9348 27.5675 38.3457 69.7733 40.1702 38.389 37.2905 41.9817 35.7656 49.0232 37.8167 36.3472 36.3074 +split_gain=584.592 209.087 98.188 76.4779 47.1531 20.3772 19.7409 17.9231 16.7368 15.9672 27.725 15.1917 54.1102 36.4898 28.2793 22.4519 19.0958 14.4674 13.7838 19.1728 34.8867 20.0851 19.1945 18.6453 20.9908 17.8828 24.5116 18.9083 18.1736 18.1537 threshold=0.037748234010595648 0.45614472525325273 0.0085461920867191069 0.87874295660046342 0.14170366767681578 0.980815296117445 0.67204301075268824 0.23431372549019611 0.87867647058823539 47.500000000000007 45.500000000000007 32.500000000000007 1.0000000180025095e-35 0.13020404387756693 0.0049657325447400131 39.500000000000007 24.500000000000004 0.012030936237344756 39.500000000000007 1.0000000180025095e-35 23.500000000000004 1.0000000180025095e-35 16.500000000000004 1.0000000180025095e-35 0.10668563300142249 1.0000000180025095e-35 40.500000000000007 0.79218779667370998 0.055339185379978027 0.0041501371751771548 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 -1 6 18 -4 9 -5 -8 10 11 12 -3 -14 -13 -16 -15 -11 19 22 21 -21 23 24 -2 26 27 -20 -27 -30 right_child=1 3 5 7 -6 -7 8 -9 -10 17 -12 14 13 16 15 -17 -18 -19 25 20 -22 -23 -24 -25 -26 28 -28 -29 29 -31 -leaf_value=-0.062572848324374722 -0.004421794174043414 0.021784309997859477 -0.022851906105746198 0.020611156013308225 0.00035977286760513748 -0.041359197735410844 0.040238586253478481 0.037764607427656027 0.014253598892098049 0.061053482475342515 -0.094685694813322563 0.0091808663691168805 0.018105970286107428 -0.016096333138289759 -0.016928838648577145 0.002034263828742187 0.02682476979527558 0.017020840716878729 0.0057034824807211584 -0.00043587712134309517 -0.025204742525752895 0.059399259748469296 0.0025376137571875047 -0.034396650230087762 -0.043713391924882931 0.028674678882529409 -0.023091789001573049 -0.02247017007639035 -0.0028384964695970798 -0.028450529883418941 -leaf_weight=1957.0784215517342 1221.2283156737685 4829.6130824536085 5585.5318029001355 3152.2398599311709 32837.246657133102 1511.9071980305016 600.49895770847797 1985.6662908568978 2841.7742150127888 180.1222530901432 53.724829331040382 11729.235059052706 1265.064088627696 2069.6283639222383 1574.4331823736429 6036.0279804766178 230.39067427814007 870.2769031226635 4738.290518976748 2972.3565815910697 1382.7276415377855 116.60115701705217 631.90219722688198 1749.3017896041274 349.82849834114313 177.50868452340364 843.78731765598059 529.68700017035007 917.97449075430632 1393.9750183150172 +leaf_value=-0.031286424162187361 -0.002210897087021707 0.010892154998929739 -0.011425953052873099 0.010305578006654112 0.00017988643380256874 -0.020679598867705422 0.020119293126739241 0.018882303713828014 0.0071267994460490246 0.030526741237671257 -0.047342847406661281 0.0045904331845584402 0.0090529851430537142 -0.0080481665691448795 -0.0084644193242885725 0.0010171319143710935 0.01341238489763779 0.0085104203584393644 0.0028517412403605792 -0.00021793856067154759 -0.012602371262876447 0.029699629874234648 0.0012688068785937524 -0.017198325115043881 -0.021856695962441466 0.014337339441264705 -0.011545894500786524 -0.011235085038195175 -0.0014192482347985399 -0.01422526494170947 +leaf_weight=3914.1568431034684 2442.456631347537 9659.226164907217 11171.063605800271 6304.4797198623419 65674.493314266205 3023.8143960610032 1200.9979154169559 3971.3325817137957 5683.5484300255775 360.24450618028641 107.44965866208076 23458.470118105412 2530.1281772553921 4139.2567278444767 3148.8663647472858 12072.055960953236 460.78134855628014 1740.553806245327 9476.581037953496 5944.7131631821394 2765.4552830755711 233.20231403410435 1263.804394453764 3498.6035792082548 699.65699668228626 355.01736904680729 1687.5746353119612 1059.3740003407001 1835.9489815086126 2787.9500366300344 leaf_count=64061 12055 20208 88835 20234 166297 32386 2657 14047 12335 790 228 49890 5542 8598 6558 25070 960 3693 33988 27093 12979 1002 5839 17261 3553 1523 8019 4213 8045 12021 -internal_value=0 0.00322452 -0.0345277 0.0112148 -0.00277168 -0.0267944 0.00866409 0.0272405 0.0187866 0.00745582 0.00680884 0.00700545 0.0120292 -0.00118596 0.0048248 -0.00188878 -0.011797 0.0245715 -0.00881146 -0.0128775 -0.00653464 0.00182276 -0.020054 -0.0243535 -0.0131709 -0.00482919 -0.000713699 0.00287067 -0.014933 -0.0182811 -internal_weight=0 87281.1 9054.52 37418.7 49862.4 7097.44 32280.8 5137.91 3442.27 28838.5 27788.1 27734.4 8394.7 3565.08 19339.7 7610.46 2300.02 1050.4 17025.2 8423.95 4471.69 3088.96 3952.26 3320.36 1571.06 8601.22 6111.76 5267.98 2489.46 2311.95 +internal_value=0 0.00161226 -0.0172638 0.00560739 -0.00138584 -0.0133972 0.00433204 0.0136203 0.00939332 0.00372791 0.00340442 0.00350272 0.00601462 -0.000592979 0.0024124 -0.000944388 -0.00589848 0.0122858 -0.00440573 -0.00643877 -0.00326732 0.000911382 -0.010027 -0.0121767 -0.00658544 -0.0024146 -0.000356849 0.00143533 -0.00746648 -0.00914055 +internal_weight=0 174562 18109 74837.4 99724.8 14194.9 64561.6 10275.8 6884.55 57677 55576.2 55468.8 16789.4 7130.17 38679.4 15220.9 4600.04 2100.8 34050.3 16847.9 8943.37 6177.92 7904.52 6640.72 3142.11 17202.4 12223.5 10536 4978.92 4623.9 internal_count=669980 484698 185282 170810 313888 121221 136529 34281 14992 121537 117054 116826 35308 15100 81518 31628 9558 4483 147591 79782 41074 28095 38708 32869 15608 67809 46220 38201 21589 20066 is_linear=0 shrinkage=0.1 @@ -1039,16 +1039,16 @@ Tree=54 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 1 8 12 8 2 12 1 8 3 9 2 2 3 8 8 3 8 6 0 11 1 7 10 9 3 -split_gain=979.481 362.128 162.212 151.516 70.7183 50.3875 42.8126 106.031 124.862 137.128 79.4636 67.5714 51.3646 47.7539 45.0657 37.4405 33.2689 32.1238 30.2195 32.2183 36.9748 29.8449 28.9398 27.495 32.1708 31.8852 28.7787 27.3661 55.6292 39.4333 +split_gain=489.74 181.064 81.1059 75.7578 35.3592 25.1938 21.4063 53.0154 62.431 68.5641 39.7318 33.7857 25.6823 23.877 22.5328 18.7202 16.6345 16.0619 15.1098 16.1092 18.4874 14.9224 14.4699 13.7475 16.0854 15.9426 14.3893 13.6831 27.8146 19.7167 threshold=0.032771448754213887 0.37508427056849925 0.0074800202466077537 0.80712088824194461 0.10557156246282116 0.0033727556607198888 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.0088980015597548198 1.0000000180025095e-35 0.011462696706274976 27.500000000000004 0.97224602103302826 1.0000000180025095e-35 0.94694542266375736 0.012484564718213834 0.028290366334904966 47.500000000000007 45.500000000000007 0.25674287245421473 26.500000000000004 0.31698564593301443 0.66181430293257903 1.0000000180025095e-35 0.08667992138836153 0.44722222222222224 1.0000000180025095e-35 1.0000000180025095e-35 0.085227728634247588 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 -1 18 -2 15 10 8 9 11 13 -8 14 -4 23 -5 -11 -18 19 27 -21 -7 -6 26 -25 -26 -12 29 -29 -3 right_child=1 3 6 5 22 21 7 -9 -10 16 12 -13 -14 -15 -16 -17 17 -19 -20 20 -22 -23 -24 24 25 -27 -28 28 -30 -31 -leaf_value=0.063245931765168753 0.010057267376182252 -0.019380268508474116 0.031394923444981758 -0.022380147494894902 0.0025097749105905129 -0.022415578299879217 -0.28353830745274017 0.042699670327239682 0.047430781970632108 -0.090443178096619142 0.011696395053892828 -1.0016715996665437 0.050861455345860174 0.065061980992973917 -0.08025100808145548 -0.04904483876601886 0.048026406217090964 -0.017725191410123162 -0.021345910977838025 0.12092072887290806 -0.045659161637919471 -0.0011096081898907739 -0.0059922114526509062 0.024907739722731265 -0.049790140143020578 -0.25056607218666127 0.043276711502641632 0.01057966493452202 -0.0093632994748729086 -0.0056613105099612027 -leaf_weight=1551.3106776066124 12754.239896439016 2281.4790479689837 773.44897239655256 6400.0301749035716 25898.658049881458 1028.4157160595059 6.7112135924398881 909.69661800190806 380.28057973459363 57.347804021090269 1285.7742652744055 1.6281059570610521 459.98195140063763 925.3638011738658 49.961369831115007 573.79598971456289 81.443125180900097 847.71394607424736 1227.3839934021235 41.344966888427734 19.661348029971123 1822.6742028966546 4735.728819206357 36.685693398118019 28.758638519793749 10.910680107772349 372.06118729710579 2875.2598063647747 2723.6325178593397 25658.014095172286 +leaf_value=0.031622965882584377 0.005028633688091126 -0.009690134254237058 0.015697461722490879 -0.011190073747447451 0.0012548874552952565 -0.011207789149939609 -0.14176915372637006 0.021349835163619841 0.023715390985316054 -0.045221589048309571 0.0058481975269464139 -0.50083579983327209 0.025430727672930087 0.032530990496486958 -0.04012550404072774 -0.02452241938300943 0.024013203108545482 -0.0088625957050615812 -0.010672955488919013 0.060460364436454028 -0.022829580818959735 -0.00055480409494538694 -0.0029961057263254531 0.012453869861365633 -0.024895070071510289 -0.12528303609333064 0.021638355751320816 0.0052898324672610098 -0.0046816497374364543 -0.0028306552549806014 +leaf_weight=3102.6213552132249 25508.479792878032 4562.9580959379673 1546.8979447931051 12800.060349807143 51797.316099762917 2056.8314321190119 13.422427184879782 1819.3932360038161 760.56115946918726 114.69560804218054 2571.548530548811 3.2562119141221038 919.96390280127525 1850.7276023477316 99.922739662230015 1147.5919794291258 162.88625036180019 1695.4278921484947 2454.7679868042469 82.689933776855469 39.322696059942245 3645.3484057933092 9471.457638412714 73.371386796236038 57.517277039587498 21.821360215544701 744.12237459421158 5750.5196127295494 5447.2650357186794 51316.028190344572 leaf_count=55812 124024 9601 15318 37466 146556 5521 187 18141 8156 1013 23961 45 8571 21737 773 5169 1198 8615 5148 176 83 9479 24665 646 506 186 7343 12219 11244 106421 -internal_value=0 -0.00270569 0.0343129 -0.00902776 0.00380042 -0.0199951 0.0271058 0.0162139 -0.00130744 -0.0199377 0.0334173 -0.423741 0.0210658 0.0497338 0.013384 -0.0245741 -0.0165242 -0.0119619 -0.00593378 -0.00537078 0.0672347 -0.00879488 0.00119546 0.0160816 -0.0425903 -0.105012 0.0187838 -0.00550285 0.000878227 -0.00678157 -internal_weight=0 88040.3 7779.08 44651.7 43388.6 9824.92 6227.77 2284.82 1375.12 994.844 3942.95 8.33932 2244.13 1698.81 1784.15 6973.83 986.505 929.157 34826.8 33599.4 61.0063 2851.09 30634.4 1734.19 76.355 39.6693 1657.84 33538.4 5598.89 27939.5 +internal_value=0 -0.00135284 0.0171564 -0.00451388 0.00190021 -0.00999756 0.0135529 0.00810695 -0.000653722 -0.00996885 0.0167087 -0.211871 0.0105329 0.0248669 0.006692 -0.012287 -0.00826209 -0.00598094 -0.00296689 -0.00268539 0.0336174 -0.00439744 0.000597732 0.00804079 -0.0212952 -0.0525059 0.00939192 -0.00275142 0.000439114 -0.00339079 +internal_weight=0 176081 15558.2 89303.4 86777.3 19649.8 12455.5 4569.64 2750.25 1989.69 7885.89 16.6786 4488.27 3397.63 3568.3 13947.7 1973.01 1858.31 69653.6 67198.8 122.013 5702.18 61268.8 3468.38 152.71 79.3386 3315.67 67076.8 11197.8 55879 internal_count=669980 497772 172208 202527 295245 57635 116396 37355 19214 11058 79041 232 41986 37055 33415 42635 10826 9813 144892 139744 259 15000 171221 32642 1338 692 31304 139485 23463 116022 is_linear=0 shrinkage=0.1 @@ -1058,16 +1058,16 @@ Tree=55 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 1 8 12 8 2 12 1 8 3 9 2 2 3 8 8 3 8 6 0 11 1 7 10 9 3 -split_gain=979.481 362.128 162.212 151.516 70.7183 50.3875 42.8126 106.031 124.862 137.128 79.4636 67.5714 51.3646 47.7539 45.0657 37.4405 33.2689 32.1238 30.2195 32.2183 36.9748 29.8449 28.9398 27.495 32.1708 31.8852 28.7787 27.3661 55.6292 39.4333 +split_gain=489.74 181.064 81.1059 75.7578 35.3592 25.1938 21.4063 53.0154 62.431 68.5641 39.7318 33.7857 25.6823 23.877 22.5328 18.7202 16.6345 16.0619 15.1098 16.1092 18.4874 14.9224 14.4699 13.7475 16.0854 15.9426 14.3893 13.6831 27.8146 19.7167 threshold=0.032771448754213887 0.37508427056849925 0.0074800202466077537 0.80712088824194461 0.10557156246282116 0.0033727556607198888 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.0088980015597548198 1.0000000180025095e-35 0.011462696706274976 27.500000000000004 0.97224602103302826 1.0000000180025095e-35 0.94694542266375736 0.012484564718213834 0.028290366334904966 47.500000000000007 45.500000000000007 0.25674287245421473 26.500000000000004 0.31698564593301443 0.66181430293257903 1.0000000180025095e-35 0.08667992138836153 0.44722222222222224 1.0000000180025095e-35 1.0000000180025095e-35 0.085227728634247588 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 -1 18 -2 15 10 8 9 11 13 -8 14 -4 23 -5 -11 -18 19 27 -21 -7 -6 26 -25 -26 -12 29 -29 -3 right_child=1 3 6 5 22 21 7 -9 -10 16 12 -13 -14 -15 -16 -17 17 -19 -20 20 -22 -23 -24 24 25 -27 -28 28 -30 -31 -leaf_value=-0.063245931765168753 -0.010057267376182252 0.019380268508474116 -0.031394923444981758 0.022380147494894902 -0.0025097749105905129 0.022415578299879217 0.28353830745274017 -0.042699670327239682 -0.047430781970632108 0.090443178096619142 -0.011696395053892828 1.0016715996665437 -0.050861455345860174 -0.065061980992973917 0.08025100808145548 0.04904483876601886 -0.048026406217090964 0.017725191410123162 0.021345910977838025 -0.12092072887290806 0.045659161637919471 0.0011096081898907739 0.0059922114526509062 -0.024907739722731265 0.049790140143020578 0.25056607218666127 -0.043276711502641632 -0.01057966493452202 0.0093632994748729086 0.0056613105099612027 -leaf_weight=1551.3106776066124 12754.239896439016 2281.4790479689837 773.44897239655256 6400.0301749035716 25898.658049881458 1028.4157160595059 6.7112135924398881 909.69661800190806 380.28057973459363 57.347804021090269 1285.7742652744055 1.6281059570610521 459.98195140063763 925.3638011738658 49.961369831115007 573.79598971456289 81.443125180900097 847.71394607424736 1227.3839934021235 41.344966888427734 19.661348029971123 1822.6742028966546 4735.728819206357 36.685693398118019 28.758638519793749 10.910680107772349 372.06118729710579 2875.2598063647747 2723.6325178593397 25658.014095172286 +leaf_value=-0.031622965882584377 -0.005028633688091126 0.009690134254237058 -0.015697461722490879 0.011190073747447451 -0.0012548874552952565 0.011207789149939609 0.14176915372637006 -0.021349835163619841 -0.023715390985316054 0.045221589048309571 -0.0058481975269464139 0.50083579983327209 -0.025430727672930087 -0.032530990496486958 0.04012550404072774 0.02452241938300943 -0.024013203108545482 0.0088625957050615812 0.010672955488919013 -0.060460364436454028 0.022829580818959735 0.00055480409494538694 0.0029961057263254531 -0.012453869861365633 0.024895070071510289 0.12528303609333064 -0.021638355751320816 -0.0052898324672610098 0.0046816497374364543 0.0028306552549806014 +leaf_weight=3102.6213552132249 25508.479792878032 4562.9580959379673 1546.8979447931051 12800.060349807143 51797.316099762917 2056.8314321190119 13.422427184879782 1819.3932360038161 760.56115946918726 114.69560804218054 2571.548530548811 3.2562119141221038 919.96390280127525 1850.7276023477316 99.922739662230015 1147.5919794291258 162.88625036180019 1695.4278921484947 2454.7679868042469 82.689933776855469 39.322696059942245 3645.3484057933092 9471.457638412714 73.371386796236038 57.517277039587498 21.821360215544701 744.12237459421158 5750.5196127295494 5447.2650357186794 51316.028190344572 leaf_count=55812 124024 9601 15318 37466 146556 5521 187 18141 8156 1013 23961 45 8571 21737 773 5169 1198 8615 5148 176 83 9479 24665 646 506 186 7343 12219 11244 106421 -internal_value=0 0.00270569 -0.0343129 0.00902776 -0.00380042 0.0199951 -0.0271058 -0.0162139 0.00130744 0.0199377 -0.0334173 0.423741 -0.0210658 -0.0497338 -0.013384 0.0245741 0.0165242 0.0119619 0.00593378 0.00537078 -0.0672347 0.00879488 -0.00119546 -0.0160816 0.0425903 0.105012 -0.0187838 0.00550285 -0.000878227 0.00678157 -internal_weight=0 88040.3 7779.08 44651.7 43388.6 9824.92 6227.77 2284.82 1375.12 994.844 3942.95 8.33932 2244.13 1698.81 1784.15 6973.83 986.505 929.157 34826.8 33599.4 61.0063 2851.09 30634.4 1734.19 76.355 39.6693 1657.84 33538.4 5598.89 27939.5 +internal_value=0 0.00135284 -0.0171564 0.00451388 -0.00190021 0.00999756 -0.0135529 -0.00810695 0.000653722 0.00996885 -0.0167087 0.211871 -0.0105329 -0.0248669 -0.006692 0.012287 0.00826209 0.00598094 0.00296689 0.00268539 -0.0336174 0.00439744 -0.000597732 -0.00804079 0.0212952 0.0525059 -0.00939192 0.00275142 -0.000439114 0.00339079 +internal_weight=0 176081 15558.2 89303.4 86777.3 19649.8 12455.5 4569.64 2750.25 1989.69 7885.89 16.6786 4488.27 3397.63 3568.3 13947.7 1973.01 1858.31 69653.6 67198.8 122.013 5702.18 61268.8 3468.38 152.71 79.3386 3315.67 67076.8 11197.8 55879 internal_count=669980 497772 172208 202527 295245 57635 116396 37355 19214 11058 79041 232 41986 37055 33415 42635 10826 9813 144892 139744 259 15000 171221 32642 1338 692 31304 139485 23463 116022 is_linear=0 shrinkage=0.1 @@ -1077,16 +1077,16 @@ Tree=56 num_leaves=31 num_cat=0 split_feature=2 2 3 2 2 6 1 8 12 8 12 2 8 10 8 8 3 3 0 7 12 8 8 8 12 3 4 3 6 3 -split_gain=823.163 302.091 142.746 129.997 59.4152 43.6625 31.9671 30.8917 90.2365 101.37 64.8689 64.7993 54.1419 48.3225 44.0364 28.7847 28.682 28.1132 26.1063 33.2573 34.315 58.6972 31.7152 38.2379 40.1687 34.01 30.6993 26.0864 25.6632 27.7716 +split_gain=411.582 151.045 71.373 64.9983 29.7076 21.8312 15.9836 15.4458 45.1183 50.6848 32.4345 32.3996 27.071 24.1612 22.0182 14.3924 14.341 14.0566 13.0531 16.6287 17.1575 29.3486 15.8576 19.119 20.0844 17.005 15.3496 13.0432 12.8316 13.8858 threshold=0.030861927778056301 0.35610933075600715 0.98977190391780401 0.80712088824194461 0.088105343035287553 0.49358974358974367 0.0033727556607198888 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.010397419492791446 27.500000000000004 1.0000000180025095e-35 34.500000000000007 58.500000000000007 0.97224602103302826 0.028290366334904966 0.044221323743365702 0.57518796992481214 1.0000000180025095e-35 26.500000000000004 32.500000000000007 39.500000000000007 1.0000000180025095e-35 0.18692438053396662 0.41101055806938164 0.099236128261346188 0.67204301075268824 0.19625228217899957 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 7 18 -2 6 -5 10 9 11 14 -9 13 -12 16 28 -1 -13 19 20 -3 -22 25 -24 26 -20 27 -25 -6 -30 right_child=1 3 -4 5 15 -7 -8 8 -10 -11 12 17 -14 -15 -16 -17 -18 -19 22 -21 21 -23 23 24 -26 -27 -28 -29 29 -31 -leaf_value=0.034599274778785535 0.010346587794726079 -0.01437293749082182 0.062011015061679643 -0.01874528412999139 0.002223689207873599 -0.029359399891556993 -0.0043654829487998542 -0.16894297277986617 0.041714439949390475 0.044994082249220593 0.017231615111467032 0.04223094319493112 0.051555896289936815 -0.043673096413146907 -0.049796338890033834 0.067436703434998982 0.062328898833117687 -0.019027738327735511 -0.015551326724128053 0.0017845321227669749 0.014986017977713548 -0.011644542160679441 0.0099533012393246481 0.016828009242375173 -0.010801634557500363 -0.0012690918197040353 0.018739036284383614 -0.002921001016333863 -0.034937364983796605 -0.0040005442956902856 -leaf_weight=671.3136772736907 10394.015512462705 8157.1759378612041 1362.3179216310382 4870.5867174938321 29418.446781523526 2580.6500432938337 2264.833445943892 27.590859338641167 845.68510709516704 354.00434573367238 1548.6457298994064 82.599076673388481 438.0735203102231 142.23571202345192 45.542792534455657 66.319819338619709 839.4412546325475 805.41594920307398 3526.3691085577011 2580.5026180297136 1239.6332491785288 2490.5248645544052 2828.3617270290852 742.40250605344772 4270.5076029747725 3162.6127694994211 884.08396023511887 6750.2178698182106 354.36671251058578 1601.6953256726265 +leaf_value=0.017299637389392768 0.0051732938973630396 -0.0071864687454109098 0.031005507530839822 -0.0093726420649956951 0.0011118446039367995 -0.014679699945778496 -0.0021827414743999271 -0.084471486389933084 0.020857219974695237 0.022497041124610297 0.0086158075557335161 0.02111547159746556 0.025777948144968407 -0.021836548206573454 -0.024898169445016917 0.033718351717499491 0.031164449416558843 -0.0095138691638677556 -0.0077756633620640267 0.00089226606138348744 0.007493008988856774 -0.0058222710803397205 0.0049766506196623241 0.0084140046211875867 -0.0054008172787501814 -0.00063454590985201765 0.0093695181421918072 -0.0014605005081669315 -0.017468682491898303 -0.0020002721478451428 +leaf_weight=1342.6273545473814 20788.031024925411 16314.351875722408 2724.6358432620764 9741.1734349876642 58836.893563047051 5161.3000865876675 4529.666891887784 55.181718677282333 1691.3702141903341 708.00869146734476 3097.2914597988129 165.19815334677696 876.14704062044621 284.47142404690385 91.085585068911314 132.63963867723942 1678.882509265095 1610.831898406148 7052.7382171154022 5161.0052360594273 2479.2664983570576 4981.0497291088104 5656.7234540581703 1484.8050121068954 8541.0152059495449 6325.2255389988422 1768.1679204702377 13500.435739636421 708.73342502117157 3203.390651345253 leaf_count=14745 108063 33791 50520 29066 173774 16828 11741 523 18416 8242 30770 1292 9203 2638 882 393 21244 8339 14602 10694 5142 10348 11962 3134 17951 13218 3859 28253 1807 8540 -internal_value=0 -0.00236846 0.0328815 -0.00792913 0.00379215 -0.0182125 -0.014181 0.0260401 0.0164077 -0.000449105 0.031569 -0.018019 0.0202254 0.0121084 0.0470865 0.00162533 0.0500071 -0.0133297 -0.00520166 -0.00850586 -0.0107397 -0.00279448 -0.00304485 -0.00055793 -0.00290861 -0.00879855 0.00111531 -0.00096418 0.00148621 -0.00960516 -internal_weight=0 88183.3 7162.87 46348.5 41834.8 9716.07 7135.42 5800.55 2115.3 1269.61 3685.25 915.606 2128.95 1690.88 1556.3 31440.8 1510.75 888.015 36632.4 14467.8 11887.3 3730.16 22164.6 15475.6 12647.2 6688.98 8376.7 7492.62 31374.5 1956.06 +internal_value=0 -0.00118423 0.0164407 -0.00396457 0.00189608 -0.00910625 -0.00709052 0.01302 0.00820384 -0.000224552 0.0157845 -0.00900949 0.0101127 0.00605418 0.0235432 0.000812663 0.0250035 -0.00666487 -0.00260083 -0.00425293 -0.00536985 -0.00139724 -0.00152242 -0.000278965 -0.00145431 -0.00439928 0.000557656 -0.00048209 0.000743106 -0.00480258 +internal_weight=0 176367 14325.7 92696.9 83669.7 19432.1 14270.8 11601.1 4230.59 2539.22 7370.51 1831.21 4257.91 3381.76 3112.6 62881.7 3021.51 1776.03 73264.8 28935.7 23774.7 7460.32 44329.1 30951.1 25294.4 13378 16753.4 14985.2 62749 3912.12 internal_count=669980 503166 166814 210589 292577 57635 40807 116294 36812 18396 79482 10154 42611 33408 36871 184514 35989 9631 152954 59975 49281 15490 92979 65159 53197 27820 35246 31387 184121 10347 is_linear=0 shrinkage=0.1 @@ -1096,16 +1096,16 @@ Tree=57 num_leaves=31 num_cat=0 split_feature=2 2 3 2 2 6 1 8 12 8 12 2 8 10 8 8 3 3 0 7 12 8 8 8 12 3 4 3 6 3 -split_gain=823.163 302.091 142.746 129.997 59.4152 43.6625 31.9671 30.8917 90.2365 101.37 64.8689 64.7993 54.1419 48.3225 44.0364 28.7847 28.682 28.1132 26.1063 33.2573 34.315 58.6972 31.7152 38.2379 40.1687 34.01 30.6993 26.0864 25.6632 27.7716 +split_gain=411.582 151.045 71.373 64.9983 29.7076 21.8312 15.9836 15.4458 45.1183 50.6848 32.4345 32.3996 27.071 24.1612 22.0182 14.3924 14.341 14.0566 13.0531 16.6287 17.1575 29.3486 15.8576 19.119 20.0844 17.005 15.3496 13.0432 12.8316 13.8858 threshold=0.030861927778056301 0.35610933075600715 0.98977190391780401 0.80712088824194461 0.088105343035287553 0.49358974358974367 0.0033727556607198888 39.500000000000007 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.010397419492791446 27.500000000000004 1.0000000180025095e-35 34.500000000000007 58.500000000000007 0.97224602103302826 0.028290366334904966 0.044221323743365702 0.57518796992481214 1.0000000180025095e-35 26.500000000000004 32.500000000000007 39.500000000000007 1.0000000180025095e-35 0.18692438053396662 0.41101055806938164 0.099236128261346188 0.67204301075268824 0.19625228217899957 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 7 18 -2 6 -5 10 9 11 14 -9 13 -12 16 28 -1 -13 19 20 -3 -22 25 -24 26 -20 27 -25 -6 -30 right_child=1 3 -4 5 15 -7 -8 8 -10 -11 12 17 -14 -15 -16 -17 -18 -19 22 -21 21 -23 23 24 -26 -27 -28 -29 29 -31 -leaf_value=-0.034599274778785535 -0.010346587794726079 0.01437293749082182 -0.062011015061679643 0.01874528412999139 -0.002223689207873599 0.029359399891556993 0.0043654829487998542 0.16894297277986617 -0.041714439949390475 -0.044994082249220593 -0.017231615111467032 -0.04223094319493112 -0.051555896289936815 0.043673096413146907 0.049796338890033834 -0.067436703434998982 -0.062328898833117687 0.019027738327735511 0.015551326724128053 -0.0017845321227669749 -0.014986017977713548 0.011644542160679441 -0.0099533012393246481 -0.016828009242375173 0.010801634557500363 0.0012690918197040353 -0.018739036284383614 0.002921001016333863 0.034937364983796605 0.0040005442956902856 -leaf_weight=671.3136772736907 10394.015512462705 8157.1759378612041 1362.3179216310382 4870.5867174938321 29418.446781523526 2580.6500432938337 2264.833445943892 27.590859338641167 845.68510709516704 354.00434573367238 1548.6457298994064 82.599076673388481 438.0735203102231 142.23571202345192 45.542792534455657 66.319819338619709 839.4412546325475 805.41594920307398 3526.3691085577011 2580.5026180297136 1239.6332491785288 2490.5248645544052 2828.3617270290852 742.40250605344772 4270.5076029747725 3162.6127694994211 884.08396023511887 6750.2178698182106 354.36671251058578 1601.6953256726265 +leaf_value=-0.017299637389392768 -0.0051732938973630396 0.0071864687454109098 -0.031005507530839822 0.0093726420649956951 -0.0011118446039367995 0.014679699945778496 0.0021827414743999271 0.084471486389933084 -0.020857219974695237 -0.022497041124610297 -0.0086158075557335161 -0.02111547159746556 -0.025777948144968407 0.021836548206573454 0.024898169445016917 -0.033718351717499491 -0.031164449416558843 0.0095138691638677556 0.0077756633620640267 -0.00089226606138348744 -0.007493008988856774 0.0058222710803397205 -0.0049766506196623241 -0.0084140046211875867 0.0054008172787501814 0.00063454590985201765 -0.0093695181421918072 0.0014605005081669315 0.017468682491898303 0.0020002721478451428 +leaf_weight=1342.6273545473814 20788.031024925411 16314.351875722408 2724.6358432620764 9741.1734349876642 58836.893563047051 5161.3000865876675 4529.666891887784 55.181718677282333 1691.3702141903341 708.00869146734476 3097.2914597988129 165.19815334677696 876.14704062044621 284.47142404690385 91.085585068911314 132.63963867723942 1678.882509265095 1610.831898406148 7052.7382171154022 5161.0052360594273 2479.2664983570576 4981.0497291088104 5656.7234540581703 1484.8050121068954 8541.0152059495449 6325.2255389988422 1768.1679204702377 13500.435739636421 708.73342502117157 3203.390651345253 leaf_count=14745 108063 33791 50520 29066 173774 16828 11741 523 18416 8242 30770 1292 9203 2638 882 393 21244 8339 14602 10694 5142 10348 11962 3134 17951 13218 3859 28253 1807 8540 -internal_value=0 0.00236846 -0.0328815 0.00792913 -0.00379215 0.0182125 0.014181 -0.0260401 -0.0164077 0.000449105 -0.031569 0.018019 -0.0202254 -0.0121084 -0.0470865 -0.00162533 -0.0500071 0.0133297 0.00520166 0.00850586 0.0107397 0.00279448 0.00304485 0.00055793 0.00290861 0.00879855 -0.00111531 0.00096418 -0.00148621 0.00960516 -internal_weight=0 88183.3 7162.87 46348.5 41834.8 9716.07 7135.42 5800.55 2115.3 1269.61 3685.25 915.606 2128.95 1690.88 1556.3 31440.8 1510.75 888.015 36632.4 14467.8 11887.3 3730.16 22164.6 15475.6 12647.2 6688.98 8376.7 7492.62 31374.5 1956.06 +internal_value=0 0.00118423 -0.0164407 0.00396457 -0.00189608 0.00910625 0.00709052 -0.01302 -0.00820384 0.000224552 -0.0157845 0.00900949 -0.0101127 -0.00605418 -0.0235432 -0.000812663 -0.0250035 0.00666487 0.00260083 0.00425293 0.00536985 0.00139724 0.00152242 0.000278965 0.00145431 0.00439928 -0.000557656 0.00048209 -0.000743106 0.00480258 +internal_weight=0 176367 14325.7 92696.9 83669.7 19432.1 14270.8 11601.1 4230.59 2539.22 7370.51 1831.21 4257.91 3381.76 3112.6 62881.7 3021.51 1776.03 73264.8 28935.7 23774.7 7460.32 44329.1 30951.1 25294.4 13378 16753.4 14985.2 62749 3912.12 internal_count=669980 503166 166814 210589 292577 57635 40807 116294 36812 18396 79482 10154 42611 33408 36871 184514 35989 9631 152954 59975 49281 15490 92979 65159 53197 27820 35246 31387 184121 10347 is_linear=0 shrinkage=0.1 @@ -1115,16 +1115,16 @@ Tree=58 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 0 7 8 0 8 1 6 6 8 7 3 8 1 9 3 4 1 8 10 0 8 9 8 1 7 -split_gain=690.61 252.949 125.126 89.6471 86.8862 36.5846 34.6277 29.7627 40.3087 36.1649 28.8453 27.475 35.743 26.4269 26.3779 54.3234 45.0411 32.3275 40.9237 40.9408 28.163 26.3142 39.0969 26.1046 44.3372 54.8135 39.9415 36.0071 31.5928 30.4075 +split_gain=345.305 126.474 62.5631 44.8236 43.4431 18.2923 17.3138 14.8813 20.1543 18.0824 14.4227 13.7375 17.8715 13.2134 13.189 27.1617 22.5205 16.1637 20.4619 20.4704 14.0815 13.1571 19.5484 13.0523 22.1686 27.4067 19.9708 18.0035 15.7964 15.2038 threshold=0.02915937028640983 0.5534676638590762 0.0074800202466077537 0.9132818566857771 0.15369316296170601 0.013276378757063018 0.04083333333333334 47.500000000000007 0.0085060268799667677 45.500000000000007 0.0039974623828863574 0.67204301075268824 0.87867647058823539 58.500000000000007 0.47559523809523813 0.26306225436712788 37.500000000000007 0.01610090025168438 1.0000000180025095e-35 0.15782823163369611 0.63450834879406315 0.027442770971085804 48.500000000000007 1.0000000180025095e-35 0.37535227617836248 32.500000000000007 1.0000000180025095e-35 27.500000000000004 0.005740786649956176 0.37321428571428578 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 -1 7 14 -5 -4 9 -9 11 -8 -3 -13 21 17 -16 -17 20 19 -19 -2 23 -23 24 27 28 -25 -6 -26 -29 right_child=1 3 6 5 13 -7 10 8 -10 -11 -12 12 -14 -15 15 16 -18 18 -20 -21 -22 22 -24 26 25 -27 -28 29 -30 -31 -leaf_value=0.058176011439318033 0.0010935148991661539 -0.0063307523624240303 0.020134506196015749 -0.037161023428699202 0.0037943052221838603 -0.013343099971306595 0.050176184038031736 -0.079130371707755318 -0.017474176419706274 0.080378133001478821 0.014289840239676646 -0.039597541591292029 -0.011272855826133684 0.060929871214307041 -0.016247876101763346 0.032515913890321706 0.0087292271139650587 -0.00060248608900127874 -0.026677533064835092 0.019209849659597489 0.026472027480170912 0.0038417421422606186 -0.12073898686646119 0.010052135760277392 -0.063274125489822738 -0.0063711729696916816 -0.005805535953860008 -0.0079512578823954568 -0.023218217528923477 0.0023422606738885284 -leaf_weight=1385.8721099793911 10501.313383858651 22196.972379565239 4104.1142865382135 1555.4314518123865 6254.9966688007116 1101.6523746326566 794.97046439349651 122.22632117569447 800.38806295394897 46.897951126098633 311.84728280827403 552.3450128287077 2303.4071957170963 68.609164699912071 494.75567770749331 1437.293686684221 1784.2827149145305 1456.3573658056557 265.49040142446756 3674.7588785886765 456.26469248533249 9168.0292791724205 25.260112598538399 3592.7996828258038 294.45202204585075 1887.9626648724079 2846.9698604941368 10944.507971346378 594.36303846538067 3889.7692286223173 +leaf_value=0.029088005719659017 0.00054675744958307697 -0.0031653761812120151 0.010067253098007874 -0.018580511714349601 0.0018971526110919301 -0.0066715499856532974 0.025088092019015868 -0.039565185853877659 -0.0087370882098531371 0.040189066500739411 0.0071449201198383232 -0.019798770795646015 -0.005636427913066842 0.03046493560715352 -0.0081239380508816728 0.016257956945160853 0.0043646135569825294 -0.00030124304450063937 -0.013338766532417546 0.0096049248297987444 0.013236013740085456 0.0019208710711303093 -0.060369493433230594 0.0050260678801386958 -0.031637062744911369 -0.0031855864848458408 -0.002902767976930004 -0.0039756289411977284 -0.011609108764461739 0.0011711303369442642 +leaf_weight=2771.7442199587822 21002.626767717302 44393.944759130478 8208.228573076427 3110.862903624773 12509.993337601423 2203.3047492653131 1589.940928786993 244.45264235138893 1600.7761259078979 93.795902252197266 623.69456561654806 1104.6900256574154 4606.8143914341927 137.21832939982414 989.51135541498661 2874.5873733684421 3568.565429829061 2912.7147316113114 530.98080284893513 7349.5177571773529 912.52938497066498 18336.058558344841 50.520225197076797 7185.5993656516075 588.90404409170151 3775.9253297448158 5693.9397209882736 21889.015942692757 1188.7260769307613 7779.5384572446346 leaf_count=55812 94545 97642 81534 12640 30347 8375 18028 598 3628 206 6248 2679 10749 348 4334 15203 14471 13263 2426 33650 4072 46033 122 17914 1399 9068 13509 50366 2869 17902 -internal_value=0 -0.0020719 0.0314703 -0.00978929 0.00163931 -0.0272859 0.0243678 -0.00800275 -0.0256423 -0.00735435 0.0400652 -0.00751858 -0.0167513 -0.00107915 0.00699856 0.0146035 0.0193416 0.0052704 0.0116057 0.0135865 0.00215026 -0.00118686 0.00349944 -0.00260844 -0.00413299 -0.0160113 0.00304159 -0.002569 -0.0364882 -0.00525214 -internal_weight=0 88317.6 6596.8 28679.3 59638.2 2657.08 5210.93 26022.2 922.614 25099.6 1106.82 25052.7 2855.75 39567.7 20070.5 3716.33 3221.58 16354.2 5396.61 5131.12 10957.6 39499.1 9193.29 30305.8 23866.1 2776.78 6439.77 21089.3 888.815 14834.3 +internal_value=0 -0.00103595 0.0157352 -0.00489465 0.000819653 -0.0136429 0.0121839 -0.00400137 -0.0128211 -0.00367718 0.0200326 -0.00375929 -0.00837564 -0.000539573 0.00349928 0.00730177 0.00967078 0.0026352 0.00580286 0.00679327 0.00107513 -0.000593428 0.00174972 -0.00130422 -0.0020665 -0.00800564 0.00152079 -0.0012845 -0.0182441 -0.00262607 +internal_weight=0 176635 13193.6 57358.6 119276 5314.17 10421.9 52044.5 1845.23 50199.2 2213.64 50105.4 5711.5 79135.4 40141 7432.66 6443.15 32708.4 10793.2 10262.2 21915.2 78998.2 18386.6 60611.6 47732.1 5553.56 12879.5 42178.5 1777.63 29668.6 internal_count=669980 508358 161622 136517 371841 21015 105810 115502 4226 111276 24276 111070 13428 189877 181964 34008 29674 147956 49339 46913 98617 189529 46155 143374 111951 13336 31423 98615 4268 68268 is_linear=0 shrinkage=0.1 @@ -1134,16 +1134,16 @@ Tree=59 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 0 7 8 0 8 1 6 6 8 7 3 8 1 9 3 4 1 8 10 0 8 9 8 1 7 -split_gain=690.61 252.949 125.126 89.6471 86.8862 36.5846 34.6277 29.7627 40.3087 36.1649 28.8453 27.475 35.743 26.4269 26.3779 54.3234 45.0411 32.3275 40.9237 40.9408 28.163 26.3142 39.0969 26.1046 44.3372 54.8135 39.9415 36.0071 31.5928 30.4075 +split_gain=345.305 126.474 62.5631 44.8236 43.4431 18.2923 17.3138 14.8813 20.1543 18.0824 14.4227 13.7375 17.8715 13.2134 13.189 27.1617 22.5205 16.1637 20.4619 20.4704 14.0815 13.1571 19.5484 13.0523 22.1686 27.4067 19.9708 18.0035 15.7964 15.2038 threshold=0.02915937028640983 0.5534676638590762 0.0074800202466077537 0.9132818566857771 0.15369316296170601 0.013276378757063018 0.04083333333333334 47.500000000000007 0.0085060268799667677 45.500000000000007 0.0039974623828863574 0.67204301075268824 0.87867647058823539 58.500000000000007 0.47559523809523813 0.26306225436712788 37.500000000000007 0.01610090025168438 1.0000000180025095e-35 0.15782823163369611 0.63450834879406315 0.027442770971085804 48.500000000000007 1.0000000180025095e-35 0.37535227617836248 32.500000000000007 1.0000000180025095e-35 27.500000000000004 0.005740786649956176 0.37321428571428578 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 -1 7 14 -5 -4 9 -9 11 -8 -3 -13 21 17 -16 -17 20 19 -19 -2 23 -23 24 27 28 -25 -6 -26 -29 right_child=1 3 6 5 13 -7 10 8 -10 -11 -12 12 -14 -15 15 16 -18 18 -20 -21 -22 22 -24 26 25 -27 -28 29 -30 -31 -leaf_value=-0.058176011439318033 -0.0010935148991661539 0.0063307523624240303 -0.020134506196015749 0.037161023428699202 -0.0037943052221838603 0.013343099971306595 -0.050176184038031736 0.079130371707755318 0.017474176419706274 -0.080378133001478821 -0.014289840239676646 0.039597541591292029 0.011272855826133684 -0.060929871214307041 0.016247876101763346 -0.032515913890321706 -0.0087292271139650587 0.00060248608900127874 0.026677533064835092 -0.019209849659597489 -0.026472027480170912 -0.0038417421422606186 0.12073898686646119 -0.010052135760277392 0.063274125489822738 0.0063711729696916816 0.005805535953860008 0.0079512578823954568 0.023218217528923477 -0.0023422606738885284 -leaf_weight=1385.8721099793911 10501.313383858651 22196.972379565239 4104.1142865382135 1555.4314518123865 6254.9966688007116 1101.6523746326566 794.97046439349651 122.22632117569447 800.38806295394897 46.897951126098633 311.84728280827403 552.3450128287077 2303.4071957170963 68.609164699912071 494.75567770749331 1437.293686684221 1784.2827149145305 1456.3573658056557 265.49040142446756 3674.7588785886765 456.26469248533249 9168.0292791724205 25.260112598538399 3592.7996828258038 294.45202204585075 1887.9626648724079 2846.9698604941368 10944.507971346378 594.36303846538067 3889.7692286223173 +leaf_value=-0.029088005719659017 -0.00054675744958307697 0.0031653761812120151 -0.010067253098007874 0.018580511714349601 -0.0018971526110919301 0.0066715499856532974 -0.025088092019015868 0.039565185853877659 0.0087370882098531371 -0.040189066500739411 -0.0071449201198383232 0.019798770795646015 0.005636427913066842 -0.03046493560715352 0.0081239380508816728 -0.016257956945160853 -0.0043646135569825294 0.00030124304450063937 0.013338766532417546 -0.0096049248297987444 -0.013236013740085456 -0.0019208710711303093 0.060369493433230594 -0.0050260678801386958 0.031637062744911369 0.0031855864848458408 0.002902767976930004 0.0039756289411977284 0.011609108764461739 -0.0011711303369442642 +leaf_weight=2771.7442199587822 21002.626767717302 44393.944759130478 8208.228573076427 3110.862903624773 12509.993337601423 2203.3047492653131 1589.940928786993 244.45264235138893 1600.7761259078979 93.795902252197266 623.69456561654806 1104.6900256574154 4606.8143914341927 137.21832939982414 989.51135541498661 2874.5873733684421 3568.565429829061 2912.7147316113114 530.98080284893513 7349.5177571773529 912.52938497066498 18336.058558344841 50.520225197076797 7185.5993656516075 588.90404409170151 3775.9253297448158 5693.9397209882736 21889.015942692757 1188.7260769307613 7779.5384572446346 leaf_count=55812 94545 97642 81534 12640 30347 8375 18028 598 3628 206 6248 2679 10749 348 4334 15203 14471 13263 2426 33650 4072 46033 122 17914 1399 9068 13509 50366 2869 17902 -internal_value=0 0.0020719 -0.0314703 0.00978929 -0.00163931 0.0272859 -0.0243678 0.00800275 0.0256423 0.00735435 -0.0400652 0.00751858 0.0167513 0.00107915 -0.00699856 -0.0146035 -0.0193416 -0.0052704 -0.0116057 -0.0135865 -0.00215026 0.00118686 -0.00349944 0.00260844 0.00413299 0.0160113 -0.00304159 0.002569 0.0364882 0.00525214 -internal_weight=0 88317.6 6596.8 28679.3 59638.2 2657.08 5210.93 26022.2 922.614 25099.6 1106.82 25052.7 2855.75 39567.7 20070.5 3716.33 3221.58 16354.2 5396.61 5131.12 10957.6 39499.1 9193.29 30305.8 23866.1 2776.78 6439.77 21089.3 888.815 14834.3 +internal_value=0 0.00103595 -0.0157352 0.00489465 -0.000819653 0.0136429 -0.0121839 0.00400137 0.0128211 0.00367718 -0.0200326 0.00375929 0.00837564 0.000539573 -0.00349928 -0.00730177 -0.00967078 -0.0026352 -0.00580286 -0.00679327 -0.00107513 0.000593428 -0.00174972 0.00130422 0.0020665 0.00800564 -0.00152079 0.0012845 0.0182441 0.00262607 +internal_weight=0 176635 13193.6 57358.6 119276 5314.17 10421.9 52044.5 1845.23 50199.2 2213.64 50105.4 5711.5 79135.4 40141 7432.66 6443.15 32708.4 10793.2 10262.2 21915.2 78998.2 18386.6 60611.6 47732.1 5553.56 12879.5 42178.5 1777.63 29668.6 internal_count=669980 508358 161622 136517 371841 21015 105810 115502 4226 111276 24276 111070 13428 189877 181964 34008 29674 147956 49339 46913 98617 189529 46155 143374 111951 13336 31423 98615 4268 68268 is_linear=0 shrinkage=0.1 @@ -1153,16 +1153,16 @@ Tree=60 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 9 2 8 12 8 10 12 8 8 0 10 0 11 8 1 0 4 4 8 3 7 0 8 12 8 -split_gain=582.143 194.763 159.429 73.0256 46.4994 41.4239 34.4598 31.6531 61.8289 47.7001 48.633 47.503 61.697 46.514 38.2643 31.3031 26.2232 31.0539 42.5003 30.7658 26.1684 25.9444 35.2696 25.7065 34.3585 28.2715 25.4521 25.1018 24.9456 41.6721 +split_gain=291.071 97.3814 79.7144 36.5128 23.2497 20.7119 17.2299 15.8265 30.9144 23.85 24.3165 23.7515 30.8485 23.257 19.1322 15.6516 13.1116 15.527 21.2502 15.3829 13.0842 12.9722 17.6348 12.8533 17.1793 14.1357 12.726 12.5509 12.4728 20.8361 threshold=0.045688057837906117 0.73959387805775545 0.011239401872280804 0.22721671676319649 0.91916719420673887 1.0000000180025095e-35 0.0036400641134801352 39.500000000000007 1.0000000180025095e-35 25.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 40.500000000000007 30.500000000000004 0.0019025324150395821 1.0000000180025095e-35 0.73698572325193479 1.0000000180025095e-35 19.500000000000004 0.10837757891215431 0.01360413038306863 0.6043478260869567 0.98148148148148151 39.500000000000007 0.11794531087437234 0.44222222222222224 0.049775222559007327 26.500000000000004 1.0000000180025095e-35 39.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 23 -3 6 -1 8 13 10 16 12 15 14 -4 -9 -10 -18 19 -19 -6 28 -23 24 27 -26 -25 -2 -5 -30 right_child=1 4 7 21 20 -7 -8 11 9 -11 -12 -13 -14 -15 -16 -17 17 18 -20 -21 -22 22 -24 26 25 -27 -28 -29 29 -31 -leaf_value=0.072642330461095347 -0.021632332921010532 -0.010588152878404563 0.057361943451911361 -0.0049674512112711372 -0.035016531915493296 -0.04597586654120487 0.042190634267686655 -0.016201871698916685 0.011571485599744609 0.037557339300908536 -0.04866270850311355 0.025848316142760189 0.034587859704851363 -0.023823242748894035 0.027173869943363224 0.017286512263132516 0.022225783885919392 -0.048297817680410249 -0.62842950808895992 -0.28302402962817974 -0.012739613551082468 0.026805558296697587 -0.0011176344686302448 -0.0023910500002512062 0.00663523178071299 0.019527976691632285 0.006653441049323295 0.0069314043994519355 0.0049284204802926626 -0.0056427432437416852 -leaf_weight=471.75949191488326 668.16114068776369 12155.655159577727 732.21406151354313 27858.273481860757 1353.1610642597079 47.241058303043246 1750.5316004604101 1278.9295789822936 1657.0648101270199 546.6076275408268 160.35832825675607 1062.4748865962029 407.65384517610073 122.11779369786382 984.32585268840194 357.0515500344336 35.180727239698172 35.205652516335249 1.4934154450893391 6.6366335637867442 864.00385969877243 687.23507162928581 1323.4646435827017 8364.8021171465516 8949.4338189661503 2099.8999116718769 4954.1590905115008 570.23245530575514 8144.3481275886297 6878.5607663542032 +leaf_value=0.036321165230547674 -0.010816166460505266 -0.0052940764392022813 0.028680971725955681 -0.0024837256056355686 -0.017508265957746648 -0.022987933270602435 0.021095317133843328 -0.0081009358494583423 0.0057857427998723046 0.018778669650454268 -0.024331354251556775 0.012924158071380094 0.017293929852425682 -0.011911621374447018 0.013586934971681612 0.0086432561315662581 0.011112891942959696 -0.024148908840205124 -0.31421475404447996 -0.14151201481408987 -0.0063698067755412341 0.013402779148348793 -0.0005588172343151224 -0.0011955250001256031 0.003317615890356495 0.0097639883458161426 0.0033267205246616475 0.0034657021997259677 0.0024642102401463313 -0.0028213716218708426 +leaf_weight=943.51898382976651 1336.3222813755274 24311.310319155455 1464.4281230270863 55716.546963721514 2706.3221285194159 94.482116606086493 3501.0632009208202 2557.8591579645872 3314.1296202540398 1093.2152550816536 320.71665651351213 2124.9497731924057 815.30769035220146 244.23558739572763 1968.6517053768039 714.10310006886721 70.361454479396343 70.411305032670498 2.9868308901786795 13.273267127573488 1728.0077193975449 1374.4701432585716 2646.9292871654034 16729.604234293103 17898.867637932301 4199.7998233437538 9908.3181810230017 1140.4649106115103 16288.696255177259 13757.121532708406 leaf_count=21308 4773 60181 16827 120894 11607 1293 59846 12301 27547 9452 2320 19075 8117 2064 18719 3911 560 530 22 91 6860 3217 6054 58991 72231 17483 33747 4372 35773 29814 -internal_value=0 -0.00240793 0.0235038 -0.000244951 -0.0130173 0.0466853 0.0486551 0.016382 0.0219576 0.011531 0.00402753 0.00869711 -0.000219708 0.0358087 0.040051 -0.00889306 0.00889583 -0.0475731 -0.104237 -0.0855279 -0.0263355 -0.0026757 0.00842621 0.00401647 0.00731518 0.00908547 0.000973165 -0.00847983 -0.00319627 8.81866e-05 -internal_weight=0 84871.4 9656.85 70498.6 14372.8 2269.53 2222.29 7387.31 4281.2 2442.55 1895.94 3106.11 2043.63 1838.66 1716.54 1635.98 1735.58 78.5164 43.3357 41.8423 2217.16 44891.9 2010.7 25606.7 12287.7 11049.3 13319 1238.39 42881.2 15022.9 +internal_value=0 -0.00120397 0.0117519 -0.000122475 -0.00650867 0.0233427 0.0243275 0.00819101 0.0109788 0.00576552 0.00201377 0.00434856 -0.000109854 0.0179043 0.0200255 -0.00444653 0.00444791 -0.0237866 -0.0521186 -0.042764 -0.0131677 -0.00133785 0.0042131 0.00200824 0.00365759 0.00454273 0.000486582 -0.00423992 -0.00159813 4.40933e-05 +internal_weight=0 169743 19313.7 140997 28745.6 4539.06 4444.58 14774.6 8562.41 4885.09 3791.88 6212.22 4087.27 3677.32 3433.08 3271.96 3471.16 157.033 86.6714 83.6846 4434.33 89783.8 4021.4 51213.4 24575.5 22098.7 26637.9 2476.79 85762.4 30045.8 internal_count=669980 465997 203983 387349 78648 82447 81154 121536 78132 40522 31070 43404 24329 37610 35546 16212 28750 1203 643 621 18467 195752 9271 191597 98859 89714 92738 9145 186481 65587 is_linear=0 shrinkage=0.1 @@ -1172,16 +1172,16 @@ Tree=61 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 9 2 8 12 8 10 12 8 8 0 10 0 11 8 1 0 4 4 8 3 7 0 8 12 8 -split_gain=582.143 194.763 159.429 73.0256 46.4994 41.4239 34.4598 31.6531 61.8289 47.7001 48.633 47.503 61.697 46.514 38.2643 31.3031 26.2232 31.0539 42.5003 30.7658 26.1684 25.9444 35.2696 25.7065 34.3585 28.2715 25.4521 25.1018 24.9456 41.6721 +split_gain=291.071 97.3814 79.7144 36.5128 23.2497 20.7119 17.2299 15.8265 30.9144 23.85 24.3165 23.7515 30.8485 23.257 19.1322 15.6516 13.1116 15.527 21.2502 15.3829 13.0842 12.9722 17.6348 12.8533 17.1793 14.1357 12.726 12.5509 12.4728 20.8361 threshold=0.045688057837906117 0.73959387805775545 0.011239401872280804 0.22721671676319649 0.91916719420673887 1.0000000180025095e-35 0.0036400641134801352 39.500000000000007 1.0000000180025095e-35 25.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 40.500000000000007 30.500000000000004 0.0019025324150395821 1.0000000180025095e-35 0.73698572325193479 1.0000000180025095e-35 19.500000000000004 0.10837757891215431 0.01360413038306863 0.6043478260869567 0.98148148148148151 39.500000000000007 0.11794531087437234 0.44222222222222224 0.049775222559007327 26.500000000000004 1.0000000180025095e-35 39.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 23 -3 6 -1 8 13 10 16 12 15 14 -4 -9 -10 -18 19 -19 -6 28 -23 24 27 -26 -25 -2 -5 -30 right_child=1 4 7 21 20 -7 -8 11 9 -11 -12 -13 -14 -15 -16 -17 17 18 -20 -21 -22 22 -24 26 25 -27 -28 -29 29 -31 -leaf_value=-0.072642330461095347 0.021632332921010532 0.010588152878404563 -0.057361943451911361 0.0049674512112711372 0.035016531915493296 0.04597586654120487 -0.042190634267686655 0.016201871698916685 -0.011571485599744609 -0.037557339300908536 0.04866270850311355 -0.025848316142760189 -0.034587859704851363 0.023823242748894035 -0.027173869943363224 -0.017286512263132516 -0.022225783885919392 0.048297817680410249 0.62842950808895992 0.28302402962817974 0.012739613551082468 -0.026805558296697587 0.0011176344686302448 0.0023910500002512062 -0.00663523178071299 -0.019527976691632285 -0.006653441049323295 -0.0069314043994519355 -0.0049284204802926626 0.0056427432437416852 -leaf_weight=471.75949191488326 668.16114068776369 12155.655159577727 732.21406151354313 27858.273481860757 1353.1610642597079 47.241058303043246 1750.5316004604101 1278.9295789822936 1657.0648101270199 546.6076275408268 160.35832825675607 1062.4748865962029 407.65384517610073 122.11779369786382 984.32585268840194 357.0515500344336 35.180727239698172 35.205652516335249 1.4934154450893391 6.6366335637867442 864.00385969877243 687.23507162928581 1323.4646435827017 8364.8021171465516 8949.4338189661503 2099.8999116718769 4954.1590905115008 570.23245530575514 8144.3481275886297 6878.5607663542032 +leaf_value=-0.036321165230547674 0.010816166460505266 0.0052940764392022813 -0.028680971725955681 0.0024837256056355686 0.017508265957746648 0.022987933270602435 -0.021095317133843328 0.0081009358494583423 -0.0057857427998723046 -0.018778669650454268 0.024331354251556775 -0.012924158071380094 -0.017293929852425682 0.011911621374447018 -0.013586934971681612 -0.0086432561315662581 -0.011112891942959696 0.024148908840205124 0.31421475404447996 0.14151201481408987 0.0063698067755412341 -0.013402779148348793 0.0005588172343151224 0.0011955250001256031 -0.003317615890356495 -0.0097639883458161426 -0.0033267205246616475 -0.0034657021997259677 -0.0024642102401463313 0.0028213716218708426 +leaf_weight=943.51898382976651 1336.3222813755274 24311.310319155455 1464.4281230270863 55716.546963721514 2706.3221285194159 94.482116606086493 3501.0632009208202 2557.8591579645872 3314.1296202540398 1093.2152550816536 320.71665651351213 2124.9497731924057 815.30769035220146 244.23558739572763 1968.6517053768039 714.10310006886721 70.361454479396343 70.411305032670498 2.9868308901786795 13.273267127573488 1728.0077193975449 1374.4701432585716 2646.9292871654034 16729.604234293103 17898.867637932301 4199.7998233437538 9908.3181810230017 1140.4649106115103 16288.696255177259 13757.121532708406 leaf_count=21308 4773 60181 16827 120894 11607 1293 59846 12301 27547 9452 2320 19075 8117 2064 18719 3911 560 530 22 91 6860 3217 6054 58991 72231 17483 33747 4372 35773 29814 -internal_value=0 0.00240793 -0.0235038 0.000244951 0.0130173 -0.0466853 -0.0486551 -0.016382 -0.0219576 -0.011531 -0.00402753 -0.00869711 0.000219708 -0.0358087 -0.040051 0.00889306 -0.00889583 0.0475731 0.104237 0.0855279 0.0263355 0.0026757 -0.00842621 -0.00401647 -0.00731518 -0.00908547 -0.000973165 0.00847983 0.00319627 -8.81866e-05 -internal_weight=0 84871.4 9656.85 70498.6 14372.8 2269.53 2222.29 7387.31 4281.2 2442.55 1895.94 3106.11 2043.63 1838.66 1716.54 1635.98 1735.58 78.5164 43.3357 41.8423 2217.16 44891.9 2010.7 25606.7 12287.7 11049.3 13319 1238.39 42881.2 15022.9 +internal_value=0 0.00120397 -0.0117519 0.000122475 0.00650867 -0.0233427 -0.0243275 -0.00819101 -0.0109788 -0.00576552 -0.00201377 -0.00434856 0.000109854 -0.0179043 -0.0200255 0.00444653 -0.00444791 0.0237866 0.0521186 0.042764 0.0131677 0.00133785 -0.0042131 -0.00200824 -0.00365759 -0.00454273 -0.000486582 0.00423992 0.00159813 -4.40933e-05 +internal_weight=0 169743 19313.7 140997 28745.6 4539.06 4444.58 14774.6 8562.41 4885.09 3791.88 6212.22 4087.27 3677.32 3433.08 3271.96 3471.16 157.033 86.6714 83.6846 4434.33 89783.8 4021.4 51213.4 24575.5 22098.7 26637.9 2476.79 85762.4 30045.8 internal_count=669980 465997 203983 387349 78648 82447 81154 121536 78132 40522 31070 43404 24329 37610 35546 16212 28750 1203 643 621 18467 195752 9271 191597 98859 89714 92738 9145 186481 65587 is_linear=0 shrinkage=0.1 @@ -1191,16 +1191,16 @@ Tree=62 num_leaves=31 num_cat=0 split_feature=2 2 2 3 2 6 6 7 3 2 4 4 4 3 0 8 12 8 8 2 12 8 8 3 8 10 8 8 3 3 -split_gain=489.973 195.856 85.3077 76.3187 51.081 30.3283 27.775 27.7647 33.4402 25.2435 24.0921 44.0117 33.1221 25.883 37.2573 32.4664 30.7691 29.3195 28.6921 25.9098 24.5371 67.8323 25.1461 29.0748 24.7053 23.7498 39.6226 37.1626 30.2908 28.909 +split_gain=244.987 97.9281 42.6538 38.1594 25.5405 15.1641 13.8875 13.8823 16.7201 12.6218 12.046 22.0058 16.561 12.9415 18.6286 16.2332 15.3846 14.6598 14.346 12.9549 12.2686 33.9162 12.573 14.5374 12.3526 11.8749 19.8113 18.5813 15.1454 14.4545 threshold=0.020388258122669676 0.31515784113483891 0.89997631836292835 0.99080754815078553 0.080488095919491423 0.67204301075268824 0.70777988614800769 0.49074074074074076 0.11794531087437234 0.95347132347897057 0.64142857142857157 0.62678571428571439 0.93541666666666679 0.15782823163369611 0.041695003880845613 27.500000000000004 1.0000000180025095e-35 25.500000000000004 32.500000000000007 0.28682774700754626 1.0000000180025095e-35 25.500000000000004 22.500000000000004 0.6104183559200943 40.500000000000007 1.0000000180025095e-35 28.500000000000004 47.500000000000007 0.13020404387756693 0.16167077779508179 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 5 -1 7 25 -7 -2 -9 -4 11 13 -12 17 15 16 19 -6 -17 -15 22 -22 23 -16 -24 29 -27 28 -28 -3 right_child=1 2 9 -5 10 6 -8 8 -10 -11 12 -13 -14 14 20 18 -18 -19 -20 -21 21 -23 24 -25 -26 26 27 -29 -30 -31 -leaf_value=0.02566704029813411 0.0073322826704720154 -0.0088205943651240067 -0.018240324936983264 0.057059381244605037 -0.022048952197956259 -0.093396726359178769 -0.011345647618204963 -0.018148722009547955 0.025029742820666091 -0.050036172093967969 0.038860686527139296 -0.18774515348064541 0.003766463925174528 0.015448194459948363 0.0019073915134687925 -0.055441237103155142 -0.004380652650714272 -0.0015307413686173723 -0.0040390339866663329 -0.021541226989449418 -0.0022750689433949961 0.023022352577820246 -0.0053338674302297242 0.025783954417264738 0.017876698088089334 -0.0094857990627743357 0.019744414839144093 -0.027994949989868418 0.0026739812873033488 -0.002658687545459542 -leaf_weight=3382.6404325887561 9213.1579335667193 11143.768543675542 3159.5868585184216 1004.3787528723478 927.73970264941454 41.62885619699955 4603.8791057467461 200.18630437925458 1724.357221826911 271.12058263272047 402.77525252103806 12.345904797315596 809.32026729732752 2458.7993785962462 1283.8143051043153 109.9576585367322 1780.4075435847044 2793.2574183493853 8744.6322438567877 205.17059415578842 1811.8606146946549 2554.119772426784 3332.6886464953423 846.13448622077703 531.75285601615906 2120.50255446136 1694.6072516441345 284.95973363518715 2688.8971931487322 24036.327604606748 +leaf_value=0.012833520149067055 0.0036661413352360077 -0.0044102971825620034 -0.009120162468491632 0.028529690622302518 -0.01102447609897813 -0.046698363179589385 -0.0056728238091024816 -0.0090743610047739776 0.012514871410333046 -0.025018086046983985 0.019430343263569648 -0.093872576740322705 0.001883231962587264 0.0077240972299741813 0.00095369575673439624 -0.027720618551577571 -0.002190326325357136 -0.00076537068430868613 -0.0020195169933331664 -0.010770613494724709 -0.0011375344716974981 0.011511176288910123 -0.0026669337151148621 0.012891977208632369 0.0089383490440446672 -0.0047428995313871678 0.0098722074195720464 -0.013997474994934209 0.0013369906436516744 -0.001329343772729771 +leaf_weight=6765.2808651775122 18426.315867133439 22287.537087351084 6319.1737170368433 2008.7575057446957 1855.4794052988291 83.2577123939991 9207.7582114934921 400.37260875850916 3448.7144436538219 542.24116526544094 805.55050504207611 24.691809594631195 1618.640534594655 4917.5987571924925 2567.6286102086306 219.91531707346439 3560.8150871694088 5586.5148366987705 17489.264487713575 410.34118831157684 3623.7212293893099 5108.2395448535681 6665.3772929906845 1692.2689724415541 1063.5057120323181 4241.00510892272 3389.214503288269 569.9194672703743 5377.7943862974644 48072.655209213495 leaf_count=85015 109682 51372 23766 45030 5264 197 20352 2334 22288 2707 2488 66 5111 17417 7686 745 11929 16643 52635 942 11765 16084 18920 5783 3247 8907 7423 1214 11666 101302 -internal_value=0 -0.0013722 -0.00553424 0.0328541 0.0038688 -0.00441417 -0.0120809 0.00961424 0.0205384 -0.0207531 0.00163172 0.00102125 0.0154282 0.00110636 0.00232568 -0.00117686 0.00579722 -0.00664646 -0.00467735 0.0125994 0.00682167 0.012524 0.00266838 0.0113925 -0.00214006 -0.00356555 0.00184962 0.00699837 0.00927319 -0.00461055 -internal_weight=0 89787.8 50045.3 4387.02 39742.5 46614.6 4645.51 11137.7 1924.54 3430.71 28604.8 27392.7 1212.1 27380.3 23659.3 13299 4444.38 3721 8854.59 2663.97 10360.4 4365.98 5994.39 2129.95 3864.44 41969.1 6788.97 4668.46 4383.5 35180.1 +internal_value=0 -0.0006861 -0.00276712 0.0164271 0.0019344 -0.00220709 -0.00604046 0.00480712 0.0102692 -0.0103765 0.000815862 0.000510623 0.00771408 0.000553181 0.00116284 -0.00058843 0.00289861 -0.00332323 -0.00233868 0.00629969 0.00341084 0.00626202 0.00133419 0.00569625 -0.00107003 -0.00178277 0.000924809 0.00349919 0.0046366 -0.00230528 +internal_weight=0 179576 100091 8774.04 79485 93229.1 9291.02 22275.4 3849.09 6861.41 57209.6 54785.4 2424.19 54760.7 47318.7 26597.9 8888.76 7441.99 17709.2 5327.94 20720.7 8731.96 11988.8 4259.9 7728.88 83938.1 13577.9 9336.93 8767.01 70360.2 internal_count=669980 539935 228906 130045 311029 202433 20549 134304 24622 26473 176725 169126 7599 169060 147153 83668 30288 21907 53380 18359 63485 27849 35636 13469 22167 181884 29210 20303 19089 152674 is_linear=0 shrinkage=0.1 @@ -1210,16 +1210,16 @@ Tree=63 num_leaves=31 num_cat=0 split_feature=2 2 2 3 2 6 6 7 3 2 4 4 4 3 0 8 12 8 8 2 12 8 8 3 8 10 8 8 3 3 -split_gain=489.973 195.856 85.3077 76.3187 51.081 30.3283 27.775 27.7647 33.4402 25.2435 24.0921 44.0117 33.1221 25.883 37.2573 32.4664 30.7691 29.3195 28.6921 25.9098 24.5371 67.8323 25.1461 29.0748 24.7053 23.7498 39.6226 37.1626 30.2908 28.909 +split_gain=244.987 97.9281 42.6538 38.1594 25.5405 15.1641 13.8875 13.8823 16.7201 12.6218 12.046 22.0058 16.561 12.9415 18.6286 16.2332 15.3846 14.6598 14.346 12.9549 12.2686 33.9162 12.573 14.5374 12.3526 11.8749 19.8113 18.5813 15.1454 14.4545 threshold=0.020388258122669676 0.31515784113483891 0.89997631836292835 0.99080754815078553 0.080488095919491423 0.67204301075268824 0.70777988614800769 0.49074074074074076 0.11794531087437234 0.95347132347897057 0.64142857142857157 0.62678571428571439 0.93541666666666679 0.15782823163369611 0.041695003880845613 27.500000000000004 1.0000000180025095e-35 25.500000000000004 32.500000000000007 0.28682774700754626 1.0000000180025095e-35 25.500000000000004 22.500000000000004 0.6104183559200943 40.500000000000007 1.0000000180025095e-35 28.500000000000004 47.500000000000007 0.13020404387756693 0.16167077779508179 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 5 -1 7 25 -7 -2 -9 -4 11 13 -12 17 15 16 19 -6 -17 -15 22 -22 23 -16 -24 29 -27 28 -28 -3 right_child=1 2 9 -5 10 6 -8 8 -10 -11 12 -13 -14 14 20 18 -18 -19 -20 -21 21 -23 24 -25 -26 26 27 -29 -30 -31 -leaf_value=-0.02566704029813411 -0.0073322826704720154 0.0088205943651240067 0.018240324936983264 -0.057059381244605037 0.022048952197956259 0.093396726359178769 0.011345647618204963 0.018148722009547955 -0.025029742820666091 0.050036172093967969 -0.038860686527139296 0.18774515348064541 -0.003766463925174528 -0.015448194459948363 -0.0019073915134687925 0.055441237103155142 0.004380652650714272 0.0015307413686173723 0.0040390339866663329 0.021541226989449418 0.0022750689433949961 -0.023022352577820246 0.0053338674302297242 -0.025783954417264738 -0.017876698088089334 0.0094857990627743357 -0.019744414839144093 0.027994949989868418 -0.0026739812873033488 0.002658687545459542 -leaf_weight=3382.6404325887561 9213.1579335667193 11143.768543675542 3159.5868585184216 1004.3787528723478 927.73970264941454 41.62885619699955 4603.8791057467461 200.18630437925458 1724.357221826911 271.12058263272047 402.77525252103806 12.345904797315596 809.32026729732752 2458.7993785962462 1283.8143051043153 109.9576585367322 1780.4075435847044 2793.2574183493853 8744.6322438567877 205.17059415578842 1811.8606146946549 2554.119772426784 3332.6886464953423 846.13448622077703 531.75285601615906 2120.50255446136 1694.6072516441345 284.95973363518715 2688.8971931487322 24036.327604606748 +leaf_value=-0.012833520149067055 -0.0036661413352360077 0.0044102971825620034 0.009120162468491632 -0.028529690622302518 0.01102447609897813 0.046698363179589385 0.0056728238091024816 0.0090743610047739776 -0.012514871410333046 0.025018086046983985 -0.019430343263569648 0.093872576740322705 -0.001883231962587264 -0.0077240972299741813 -0.00095369575673439624 0.027720618551577571 0.002190326325357136 0.00076537068430868613 0.0020195169933331664 0.010770613494724709 0.0011375344716974981 -0.011511176288910123 0.0026669337151148621 -0.012891977208632369 -0.0089383490440446672 0.0047428995313871678 -0.0098722074195720464 0.013997474994934209 -0.0013369906436516744 0.001329343772729771 +leaf_weight=6765.2808651775122 18426.315867133439 22287.537087351084 6319.1737170368433 2008.7575057446957 1855.4794052988291 83.2577123939991 9207.7582114934921 400.37260875850916 3448.7144436538219 542.24116526544094 805.55050504207611 24.691809594631195 1618.640534594655 4917.5987571924925 2567.6286102086306 219.91531707346439 3560.8150871694088 5586.5148366987705 17489.264487713575 410.34118831157684 3623.7212293893099 5108.2395448535681 6665.3772929906845 1692.2689724415541 1063.5057120323181 4241.00510892272 3389.214503288269 569.9194672703743 5377.7943862974644 48072.655209213495 leaf_count=85015 109682 51372 23766 45030 5264 197 20352 2334 22288 2707 2488 66 5111 17417 7686 745 11929 16643 52635 942 11765 16084 18920 5783 3247 8907 7423 1214 11666 101302 -internal_value=0 0.0013722 0.00553424 -0.0328541 -0.0038688 0.00441417 0.0120809 -0.00961424 -0.0205384 0.0207531 -0.00163172 -0.00102125 -0.0154282 -0.00110636 -0.00232568 0.00117686 -0.00579722 0.00664646 0.00467735 -0.0125994 -0.00682167 -0.012524 -0.00266838 -0.0113925 0.00214006 0.00356555 -0.00184962 -0.00699837 -0.00927319 0.00461055 -internal_weight=0 89787.8 50045.3 4387.02 39742.5 46614.6 4645.51 11137.7 1924.54 3430.71 28604.8 27392.7 1212.1 27380.3 23659.3 13299 4444.38 3721 8854.59 2663.97 10360.4 4365.98 5994.39 2129.95 3864.44 41969.1 6788.97 4668.46 4383.5 35180.1 +internal_value=0 0.0006861 0.00276712 -0.0164271 -0.0019344 0.00220709 0.00604046 -0.00480712 -0.0102692 0.0103765 -0.000815862 -0.000510623 -0.00771408 -0.000553181 -0.00116284 0.00058843 -0.00289861 0.00332323 0.00233868 -0.00629969 -0.00341084 -0.00626202 -0.00133419 -0.00569625 0.00107003 0.00178277 -0.000924809 -0.00349919 -0.0046366 0.00230528 +internal_weight=0 179576 100091 8774.04 79485 93229.1 9291.02 22275.4 3849.09 6861.41 57209.6 54785.4 2424.19 54760.7 47318.7 26597.9 8888.76 7441.99 17709.2 5327.94 20720.7 8731.96 11988.8 4259.9 7728.88 83938.1 13577.9 9336.93 8767.01 70360.2 internal_count=669980 539935 228906 130045 311029 202433 20549 134304 24622 26473 176725 169126 7599 169060 147153 83668 30288 21907 53380 18359 63485 27849 35636 13469 22167 181884 29210 20303 19089 152674 is_linear=0 shrinkage=0.1 @@ -1229,16 +1229,16 @@ Tree=64 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 1 8 8 8 12 3 0 7 6 5 8 1 1 8 12 4 10 0 1 7 6 3 5 8 1 -split_gain=410.235 160.474 70.6981 67.583 47.2041 26.8887 53.4372 56.3677 39.4552 26.3518 35.6464 26.0881 28.9926 25.9841 24.5498 24.3243 42.4528 39.6101 29.3306 38.2774 30.2299 25.3398 25.2224 33.2296 24.6869 23.9077 26.5658 24.029 22.8701 22.7631 +split_gain=205.118 80.237 35.3491 33.7915 23.602 13.4443 26.7186 28.1839 19.7276 13.1759 17.8232 13.044 14.4963 12.9921 12.2749 12.1622 21.2264 19.8051 14.6653 19.1387 15.115 12.6699 12.6112 16.6148 12.3435 11.9538 13.2829 12.0145 11.435 11.3816 threshold=0.020388258122669676 0.35610933075600715 0.0056255489474314824 0.89997631836292835 0.071628437933621544 0.0050703539589219198 32.500000000000007 39.500000000000007 47.500000000000007 1.0000000180025095e-35 0.099236128261346188 0.0012547275174670451 0.20185185185185187 0.35924528301886799 1.0000000180025095e-35 39.500000000000007 0.00063179110424634608 0.00063179110424634608 40.500000000000007 1.0000000180025095e-35 0.63450834879406315 1.0000000180025095e-35 0.87672250303520649 0.005873767373250907 0.46862745098039221 0.31698564593301443 0.058940503103090736 0.033908045977011504 40.500000000000007 0.27403495618299978 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 -1 5 15 8 13 -8 -3 10 -9 12 -4 14 -7 17 -17 -2 19 20 21 -18 23 -21 -19 27 -27 -6 -5 -13 right_child=1 3 11 28 25 6 7 9 -10 -11 -12 29 -14 -15 -16 16 18 24 -20 22 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 -leaf_value=0.056856893019583403 0.03806038164035979 -0.0058276557302923866 0.025614770658890507 -0.017191656525583562 0.0019871566265370556 -0.0074529558270885424 0.016259427800772375 0.023805073239477115 -0.029756317972069457 -0.0077068363368321888 0.00029976604833797569 0.011580207293796552 0.056963649376201714 -0.024723151156968104 0.029640752788908667 -0.02017842761271656 -0.011327076039717117 0.0073964686771367657 0.033092127553140234 0.0039551057158945342 0.046279715897516588 0.014135382369274663 -0.049479902217531707 0.038195807590695414 0.026986543266795872 -0.039303795149137385 -0.0034867079337667795 0.020089967445390627 -0.057077219708979922 0.03962536466077074 -leaf_weight=823.3193174675107 604.8209753446281 22684.636658161879 1070.3762864843011 3231.321873806417 28276.137322962284 5651.427933499217 2366.8104714155197 726.74155326187611 710.66419863700867 3629.1471136212349 5749.1389267146587 1601.5845640674233 407.26325313933194 879.16528427600861 184.23820430040359 627.49318709224463 1668.1752104461193 3705.0550415962934 411.62422202154994 523.91928850114346 119.57832544669509 510.43407480791211 50.882206581532955 617.44870827719569 778.42141538858414 216.49925911426544 4760.9226891696453 752.75723319500685 150.45275691151619 353.2442138325423 +leaf_value=0.028428446509791701 0.019030190820179895 -0.0029138278651461933 0.012807385329445253 -0.0085958282627917812 0.00099357831326852782 -0.0037264779135442712 0.0081297139003861877 0.011902536619738557 -0.014878158986034729 -0.0038534181684160944 0.00014988302416898784 0.0057901036468982758 0.028481824688100857 -0.012361575578484052 0.014820376394454333 -0.01008921380635828 -0.0056635380198585585 0.0036982343385683829 0.016546063776570117 0.0019775528579472671 0.023139857948758294 0.0070676911846373315 -0.024739951108765854 0.019097903795347707 0.013493271633397936 -0.019651897574568693 -0.0017433539668833898 0.010044983722695314 -0.028538609854489961 0.01981268233038537 +leaf_weight=1646.6386349350214 1209.6419506892562 45369.273316323757 2140.7525729686022 6462.643747612834 56552.274645924568 11302.855866998434 4733.6209428310394 1453.4831065237522 1421.3283972740173 7258.2942272424698 11498.277853429317 3203.1691281348467 814.52650627866387 1758.3305685520172 368.47640860080719 1254.9863741844893 3336.3504208922386 7410.1100831925869 823.24844404309988 1047.8385770022869 239.15665089339018 1020.8681496158242 101.76441316306591 1234.8974165543914 1556.8428307771683 432.99851822853088 9521.8453783392906 1505.5144663900137 300.90551382303238 706.4884276650846 leaf_count=39926 9778 99348 30079 25327 175420 23964 10114 3220 3212 15545 24140 38725 12308 3788 785 6771 13917 50987 6184 6944 1253 4698 690 8240 11690 1256 26752 4766 1146 9007 -internal_value=0 -0.00123628 0.0305401 -0.00535948 0.00310804 -0.00427886 -0.00150403 0.00236832 -0.00655452 -0.000885273 0.0029376 0.0242277 0.0342551 -0.00869636 -0.00628187 0.00929342 0.00396327 0.0140383 0.00784551 0.0048682 -0.00267442 -0.00536139 0.0194074 0.0224784 0.0107977 0.00135865 -0.00504462 0.00245659 -0.0189661 0.0166481 -internal_weight=0 89587.9 4255.79 45963.7 43624.2 42582 19186.7 12471.8 23395.3 10105 6475.88 3432.47 1477.64 6714.83 5835.67 9617.85 4529.56 5088.3 3902.06 3490.44 2298.19 2178.61 1192.25 1141.37 4483.48 34006.3 4977.42 29028.9 3381.77 1954.83 +internal_value=0 -0.000618141 0.01527 -0.00267974 0.00155402 -0.00213943 -0.000752016 0.00118416 -0.00327726 -0.000442637 0.0014688 0.0121138 0.0171275 -0.00434818 -0.00314093 0.00464671 0.00198163 0.00701914 0.00392276 0.0024341 -0.00133721 -0.00268069 0.00970369 0.0112392 0.00539885 0.000679327 -0.00252231 0.00122829 -0.00948307 0.00832403 +internal_weight=0 179176 8511.58 91927.5 87248.3 85163.9 38373.3 24943.7 46790.6 20210.1 12951.8 6864.94 2955.28 13429.7 11671.3 19235.7 9059.11 10176.6 7804.12 6980.88 4596.38 4357.22 2384.5 2282.74 8966.95 68012.6 9954.84 58057.8 6763.55 3909.66 internal_count=669980 539935 130045 210589 329346 184116 81556 53019 102560 42905 27360 90119 42387 28537 24749 121152 48697 72455 41926 35742 19868 18615 15874 15184 62677 208194 28008 180186 26473 47732 is_linear=0 shrinkage=0.1 @@ -1248,16 +1248,16 @@ Tree=65 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 1 8 8 8 12 3 0 7 6 5 8 1 1 8 12 4 10 0 1 7 6 3 5 8 1 -split_gain=410.235 160.474 70.6981 67.583 47.2041 26.8887 53.4372 56.3677 39.4552 26.3518 35.6464 26.0881 28.9926 25.9841 24.5498 24.3243 42.4528 39.6101 29.3306 38.2774 30.2299 25.3398 25.2224 33.2296 24.6869 23.9077 26.5658 24.029 22.8701 22.7631 +split_gain=205.118 80.237 35.3491 33.7915 23.602 13.4443 26.7186 28.1839 19.7276 13.1759 17.8232 13.044 14.4963 12.9921 12.2749 12.1622 21.2264 19.8051 14.6653 19.1387 15.115 12.6699 12.6112 16.6148 12.3435 11.9538 13.2829 12.0145 11.435 11.3816 threshold=0.020388258122669676 0.35610933075600715 0.0056255489474314824 0.89997631836292835 0.071628437933621544 0.0050703539589219198 32.500000000000007 39.500000000000007 47.500000000000007 1.0000000180025095e-35 0.099236128261346188 0.0012547275174670451 0.20185185185185187 0.35924528301886799 1.0000000180025095e-35 39.500000000000007 0.00063179110424634608 0.00063179110424634608 40.500000000000007 1.0000000180025095e-35 0.63450834879406315 1.0000000180025095e-35 0.87672250303520649 0.005873767373250907 0.46862745098039221 0.31698564593301443 0.058940503103090736 0.033908045977011504 40.500000000000007 0.27403495618299978 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 -1 5 15 8 13 -8 -3 10 -9 12 -4 14 -7 17 -17 -2 19 20 21 -18 23 -21 -19 27 -27 -6 -5 -13 right_child=1 3 11 28 25 6 7 9 -10 -11 -12 29 -14 -15 -16 16 18 24 -20 22 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 -leaf_value=-0.056856893019583403 -0.03806038164035979 0.0058276557302923866 -0.025614770658890507 0.017191656525583562 -0.0019871566265370556 0.0074529558270885424 -0.016259427800772375 -0.023805073239477115 0.029756317972069457 0.0077068363368321888 -0.00029976604833797569 -0.011580207293796552 -0.056963649376201714 0.024723151156968104 -0.029640752788908667 0.02017842761271656 0.011327076039717117 -0.0073964686771367657 -0.033092127553140234 -0.0039551057158945342 -0.046279715897516588 -0.014135382369274663 0.049479902217531707 -0.038195807590695414 -0.026986543266795872 0.039303795149137385 0.0034867079337667795 -0.020089967445390627 0.057077219708979922 -0.03962536466077074 -leaf_weight=823.3193174675107 604.8209753446281 22684.636658161879 1070.3762864843011 3231.321873806417 28276.137322962284 5651.427933499217 2366.8104714155197 726.74155326187611 710.66419863700867 3629.1471136212349 5749.1389267146587 1601.5845640674233 407.26325313933194 879.16528427600861 184.23820430040359 627.49318709224463 1668.1752104461193 3705.0550415962934 411.62422202154994 523.91928850114346 119.57832544669509 510.43407480791211 50.882206581532955 617.44870827719569 778.42141538858414 216.49925911426544 4760.9226891696453 752.75723319500685 150.45275691151619 353.2442138325423 +leaf_value=-0.028428446509791701 -0.019030190820179895 0.0029138278651461933 -0.012807385329445253 0.0085958282627917812 -0.00099357831326852782 0.0037264779135442712 -0.0081297139003861877 -0.011902536619738557 0.014878158986034729 0.0038534181684160944 -0.00014988302416898784 -0.0057901036468982758 -0.028481824688100857 0.012361575578484052 -0.014820376394454333 0.01008921380635828 0.0056635380198585585 -0.0036982343385683829 -0.016546063776570117 -0.0019775528579472671 -0.023139857948758294 -0.0070676911846373315 0.024739951108765854 -0.019097903795347707 -0.013493271633397936 0.019651897574568693 0.0017433539668833898 -0.010044983722695314 0.028538609854489961 -0.01981268233038537 +leaf_weight=1646.6386349350214 1209.6419506892562 45369.273316323757 2140.7525729686022 6462.643747612834 56552.274645924568 11302.855866998434 4733.6209428310394 1453.4831065237522 1421.3283972740173 7258.2942272424698 11498.277853429317 3203.1691281348467 814.52650627866387 1758.3305685520172 368.47640860080719 1254.9863741844893 3336.3504208922386 7410.1100831925869 823.24844404309988 1047.8385770022869 239.15665089339018 1020.8681496158242 101.76441316306591 1234.8974165543914 1556.8428307771683 432.99851822853088 9521.8453783392906 1505.5144663900137 300.90551382303238 706.4884276650846 leaf_count=39926 9778 99348 30079 25327 175420 23964 10114 3220 3212 15545 24140 38725 12308 3788 785 6771 13917 50987 6184 6944 1253 4698 690 8240 11690 1256 26752 4766 1146 9007 -internal_value=0 0.00123628 -0.0305401 0.00535948 -0.00310804 0.00427886 0.00150403 -0.00236832 0.00655452 0.000885273 -0.0029376 -0.0242277 -0.0342551 0.00869636 0.00628187 -0.00929342 -0.00396327 -0.0140383 -0.00784551 -0.0048682 0.00267442 0.00536139 -0.0194074 -0.0224784 -0.0107977 -0.00135865 0.00504462 -0.00245659 0.0189661 -0.0166481 -internal_weight=0 89587.9 4255.79 45963.7 43624.2 42582 19186.7 12471.8 23395.3 10105 6475.88 3432.47 1477.64 6714.83 5835.67 9617.85 4529.56 5088.3 3902.06 3490.44 2298.19 2178.61 1192.25 1141.37 4483.48 34006.3 4977.42 29028.9 3381.77 1954.83 +internal_value=0 0.000618141 -0.01527 0.00267974 -0.00155402 0.00213943 0.000752016 -0.00118416 0.00327726 0.000442637 -0.0014688 -0.0121138 -0.0171275 0.00434818 0.00314093 -0.00464671 -0.00198163 -0.00701914 -0.00392276 -0.0024341 0.00133721 0.00268069 -0.00970369 -0.0112392 -0.00539885 -0.000679327 0.00252231 -0.00122829 0.00948307 -0.00832403 +internal_weight=0 179176 8511.58 91927.5 87248.3 85163.9 38373.3 24943.7 46790.6 20210.1 12951.8 6864.94 2955.28 13429.7 11671.3 19235.7 9059.11 10176.6 7804.12 6980.88 4596.38 4357.22 2384.5 2282.74 8966.95 68012.6 9954.84 58057.8 6763.55 3909.66 internal_count=669980 539935 130045 210589 329346 184116 81556 53019 102560 42905 27360 90119 42387 28537 24749 121152 48697 72455 41926 35742 19868 18615 15874 15184 62677 208194 28008 180186 26473 47732 is_linear=0 shrinkage=0.1 @@ -1267,16 +1267,16 @@ Tree=66 num_leaves=31 num_cat=0 split_feature=2 2 2 2 8 1 9 1 6 0 1 8 12 4 3 1 3 1 10 3 1 0 12 8 10 2 8 12 12 0 -split_gain=344.475 140.449 74.7392 53.9328 32.4741 55.1742 36.0171 37.5488 31.0455 30.0492 31.0375 28.9737 43.614 50.0767 34.1617 44.8297 32.1681 28.2721 28.0605 38.8278 39.7827 71.0524 31.2529 42.2947 27.9247 26.4184 24.7554 34.7185 25.6394 21.7116 +split_gain=172.237 70.2247 37.3696 26.9664 16.237 27.5871 18.0085 18.7744 15.5228 15.0246 15.5187 14.4869 21.807 25.0384 17.0809 22.4149 16.084 14.136 14.0303 19.4139 19.8913 35.5262 15.6265 21.1473 13.9623 13.2092 12.3777 17.3593 12.8197 10.8558 threshold=0.016892787787193182 0.20610180324842417 0.79860730204461627 0.0042030859327411374 39.500000000000007 0.00089856539760092325 1.0000000180025095e-35 0.0016249595646828376 0.49358974358974367 0.00098947302277857118 0.063047552936575268 40.500000000000007 1.0000000180025095e-35 0.67738095238095253 0.10941744816034667 0.017166625059337769 0.096816236983889581 0.029901359029765952 1.0000000180025095e-35 0.099236128261346188 0.0068441378727288294 0.1042172164340857 1.0000000180025095e-35 29.500000000000004 1.0000000180025095e-35 0.10321975062322143 28.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.044221323743365702 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 29 -1 5 -2 18 -8 -4 -5 -11 12 13 24 -14 -16 -15 -13 19 -7 21 22 23 -21 -6 -17 28 -28 -20 -3 right_child=1 2 8 9 11 6 7 -9 -10 10 -12 17 14 16 15 25 -18 -19 26 20 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 -leaf_value=0.061798190362340036 0.025321332278638198 -0.0046902808773327514 -0.008327767197310796 0.038743667986198452 -0.0085178088756558603 -0.014536368194365988 0.057720351280079366 -0.020065723018337644 -0.021100855993878835 0.01067788881128226 0.043132219170941455 0.0067189139722772691 -0.014681374802909286 0.058860076905754989 0.0039454573022457903 0.04427548144227364 -0.0036942618178628646 0.03891638154262235 0.022262919225532245 0.017549838160815082 0.013192530226951936 -0.044002524351040712 -0.0049058816824248397 -0.0372208493768462 0.0051420765249819526 0.014764248068847786 0.0040572149936010391 0.0565558383212603 -0.015824920610732388 -0.00049231746713727042 -leaf_weight=502.83070465177298 1658.1645369380713 20409.97035959363 7331.2746464908123 1155.7228458020836 6667.8887805342674 876.97265746071935 67.378358084708452 785.78712178394198 2569.8870215043426 1330.3248766623437 378.51701237633824 1063.8562777601182 556.03701680898666 203.55474305525422 2395.7553519383073 529.55910550057888 137.89889298379421 366.72846373170614 539.12787922471762 1746.2351405061781 5318.3927070982754 335.1742864176631 1944.9660094752908 153.37370593845844 1929.6554096415639 710.10228827595711 198.2477581910789 345.5139781050384 262.9379841350019 31082.660144850612 +leaf_value=0.030899095181170018 0.012660666139319099 -0.0023451404386663757 -0.004163883598655398 0.019371833993099226 -0.0042589044378279301 -0.0072681840971829939 0.028860175640039683 -0.010032861509168822 -0.010550427996939418 0.00533894440564113 0.021566109585470727 0.0033594569861386345 -0.0073406874014546432 0.029430038452877495 0.0019727286511228952 0.02213774072113682 -0.0018471309089314323 0.019458190771311175 0.011131459612766122 0.0087749190804075408 0.0065962651134759678 -0.022001262175520356 -0.0024529408412124198 -0.0186104246884231 0.0025710382624909763 0.0073821240344238929 0.0020286074968005195 0.02827791916063015 -0.0079124603053661938 -0.00024615873356863521 +leaf_weight=1005.661409303546 3316.3290738761425 40819.94071918726 14662.549292981625 2311.4456916041672 13335.777561068535 1753.9453149214387 134.7567161694169 1571.574243567884 5139.7740430086851 2660.6497533246875 757.03402475267649 2127.7125555202365 1112.0740336179733 407.10948611050844 4791.5107038766146 1059.1182110011578 275.79778596758842 733.45692746341228 1078.2557584494352 3492.4702810123563 10636.785414196551 670.34857283532619 3889.9320189505816 306.74741187691689 3859.3108192831278 1420.2045765519142 396.4955163821578 691.02795621007681 525.8759682700038 62165.320289701223 leaf_count=26590 22674 88735 42837 39623 47105 9146 644 7101 17481 36964 10925 11522 5452 1928 23294 6304 1025 3825 5693 20643 50866 2514 20558 1449 14119 4869 1766 3419 2597 138312 -internal_value=0 -0.000983684 -0.00368622 0.0315919 0.00477873 0.00817562 0.00591459 -0.0139226 -0.0116431 0.0262896 0.0178667 0.00145853 -1.38594e-05 -0.00396035 0.00840271 0.0119334 0.033597 0.0149727 0.00735854 0.0055963 0.00745516 0.000154831 0.00400452 0.0131277 -0.00545195 0.0273709 0.0209438 0.0374156 0.00977674 -0.00215625 -internal_weight=0 90187.1 61393.8 3367.4 28793.3 14232.3 12574.1 853.165 9901.16 2864.56 1708.84 14561 13130.5 8939 4191.45 3635.42 341.454 1430.58 11720.9 10375.1 9498.14 4179.75 3844.57 1899.61 8597.54 1239.66 1345.83 543.762 802.066 51492.6 +internal_value=0 -0.000491842 -0.00184311 0.0157959 0.00238936 0.00408781 0.00295729 -0.0069613 -0.00582154 0.0131448 0.00893334 0.000729266 -6.92969e-06 -0.00198017 0.00420136 0.00596671 0.0167985 0.00748635 0.00367927 0.00279815 0.00372758 7.74157e-05 0.00200226 0.00656384 -0.00272597 0.0136854 0.0104719 0.0187078 0.00488837 -0.00107813 +internal_weight=0 180374 122788 6734.79 57586.6 28464.5 25148.2 1706.33 19802.3 5729.13 3417.68 29122.1 26260.9 17878 8382.91 7270.83 682.907 2861.17 23441.9 20750.2 18996.3 8359.5 7689.15 3799.22 17195.1 2479.32 2691.66 1087.52 1604.13 102985 internal_count=669980 555878 287365 114102 268513 149070 126396 7745 60318 87512 47889 119443 104096 64177 39919 34467 2953 15347 118651 105176 96030 45164 42650 22092 61224 11173 13475 5185 8290 227047 is_linear=0 shrinkage=0.1 @@ -1286,16 +1286,16 @@ Tree=67 num_leaves=31 num_cat=0 split_feature=2 2 2 2 8 1 9 1 6 0 1 8 12 4 3 1 3 1 10 3 1 0 12 8 10 2 8 12 12 0 -split_gain=344.475 140.449 74.7392 53.9328 32.4741 55.1742 36.0171 37.5488 31.0455 30.0492 31.0375 28.9737 43.614 50.0767 34.1617 44.8297 32.1681 28.2721 28.0605 38.8278 39.7827 71.0524 31.2529 42.2947 27.9247 26.4184 24.7554 34.7185 25.6394 21.7116 +split_gain=172.237 70.2247 37.3696 26.9664 16.237 27.5871 18.0085 18.7744 15.5228 15.0246 15.5187 14.4869 21.807 25.0384 17.0809 22.4149 16.084 14.136 14.0303 19.4139 19.8913 35.5262 15.6265 21.1473 13.9623 13.2092 12.3777 17.3593 12.8197 10.8558 threshold=0.016892787787193182 0.20610180324842417 0.79860730204461627 0.0042030859327411374 39.500000000000007 0.00089856539760092325 1.0000000180025095e-35 0.0016249595646828376 0.49358974358974367 0.00098947302277857118 0.063047552936575268 40.500000000000007 1.0000000180025095e-35 0.67738095238095253 0.10941744816034667 0.017166625059337769 0.096816236983889581 0.029901359029765952 1.0000000180025095e-35 0.099236128261346188 0.0068441378727288294 0.1042172164340857 1.0000000180025095e-35 29.500000000000004 1.0000000180025095e-35 0.10321975062322143 28.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.044221323743365702 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 29 -1 5 -2 18 -8 -4 -5 -11 12 13 24 -14 -16 -15 -13 19 -7 21 22 23 -21 -6 -17 28 -28 -20 -3 right_child=1 2 8 9 11 6 7 -9 -10 10 -12 17 14 16 15 25 -18 -19 26 20 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 -leaf_value=-0.061798190362340036 -0.025321332278638198 0.0046902808773327514 0.008327767197310796 -0.038743667986198452 0.0085178088756558603 0.014536368194365988 -0.057720351280079366 0.020065723018337644 0.021100855993878835 -0.01067788881128226 -0.043132219170941455 -0.0067189139722772691 0.014681374802909286 -0.058860076905754989 -0.0039454573022457903 -0.04427548144227364 0.0036942618178628646 -0.03891638154262235 -0.022262919225532245 -0.017549838160815082 -0.013192530226951936 0.044002524351040712 0.0049058816824248397 0.0372208493768462 -0.0051420765249819526 -0.014764248068847786 -0.0040572149936010391 -0.0565558383212603 0.015824920610732388 0.00049231746713727042 -leaf_weight=502.83070465177298 1658.1645369380713 20409.97035959363 7331.2746464908123 1155.7228458020836 6667.8887805342674 876.97265746071935 67.378358084708452 785.78712178394198 2569.8870215043426 1330.3248766623437 378.51701237633824 1063.8562777601182 556.03701680898666 203.55474305525422 2395.7553519383073 529.55910550057888 137.89889298379421 366.72846373170614 539.12787922471762 1746.2351405061781 5318.3927070982754 335.1742864176631 1944.9660094752908 153.37370593845844 1929.6554096415639 710.10228827595711 198.2477581910789 345.5139781050384 262.9379841350019 31082.660144850612 +leaf_value=-0.030899095181170018 -0.012660666139319099 0.0023451404386663757 0.004163883598655398 -0.019371833993099226 0.0042589044378279301 0.0072681840971829939 -0.028860175640039683 0.010032861509168822 0.010550427996939418 -0.00533894440564113 -0.021566109585470727 -0.0033594569861386345 0.0073406874014546432 -0.029430038452877495 -0.0019727286511228952 -0.02213774072113682 0.0018471309089314323 -0.019458190771311175 -0.011131459612766122 -0.0087749190804075408 -0.0065962651134759678 0.022001262175520356 0.0024529408412124198 0.0186104246884231 -0.0025710382624909763 -0.0073821240344238929 -0.0020286074968005195 -0.02827791916063015 0.0079124603053661938 0.00024615873356863521 +leaf_weight=1005.661409303546 3316.3290738761425 40819.94071918726 14662.549292981625 2311.4456916041672 13335.777561068535 1753.9453149214387 134.7567161694169 1571.574243567884 5139.7740430086851 2660.6497533246875 757.03402475267649 2127.7125555202365 1112.0740336179733 407.10948611050844 4791.5107038766146 1059.1182110011578 275.79778596758842 733.45692746341228 1078.2557584494352 3492.4702810123563 10636.785414196551 670.34857283532619 3889.9320189505816 306.74741187691689 3859.3108192831278 1420.2045765519142 396.4955163821578 691.02795621007681 525.8759682700038 62165.320289701223 leaf_count=26590 22674 88735 42837 39623 47105 9146 644 7101 17481 36964 10925 11522 5452 1928 23294 6304 1025 3825 5693 20643 50866 2514 20558 1449 14119 4869 1766 3419 2597 138312 -internal_value=0 0.000983684 0.00368622 -0.0315919 -0.00477873 -0.00817562 -0.00591459 0.0139226 0.0116431 -0.0262896 -0.0178667 -0.00145853 1.38594e-05 0.00396035 -0.00840271 -0.0119334 -0.033597 -0.0149727 -0.00735854 -0.0055963 -0.00745516 -0.000154831 -0.00400452 -0.0131277 0.00545195 -0.0273709 -0.0209438 -0.0374156 -0.00977674 0.00215625 -internal_weight=0 90187.1 61393.8 3367.4 28793.3 14232.3 12574.1 853.165 9901.16 2864.56 1708.84 14561 13130.5 8939 4191.45 3635.42 341.454 1430.58 11720.9 10375.1 9498.14 4179.75 3844.57 1899.61 8597.54 1239.66 1345.83 543.762 802.066 51492.6 +internal_value=0 0.000491842 0.00184311 -0.0157959 -0.00238936 -0.00408781 -0.00295729 0.0069613 0.00582154 -0.0131448 -0.00893334 -0.000729266 6.92969e-06 0.00198017 -0.00420136 -0.00596671 -0.0167985 -0.00748635 -0.00367927 -0.00279815 -0.00372758 -7.74157e-05 -0.00200226 -0.00656384 0.00272597 -0.0136854 -0.0104719 -0.0187078 -0.00488837 0.00107813 +internal_weight=0 180374 122788 6734.79 57586.6 28464.5 25148.2 1706.33 19802.3 5729.13 3417.68 29122.1 26260.9 17878 8382.91 7270.83 682.907 2861.17 23441.9 20750.2 18996.3 8359.5 7689.15 3799.22 17195.1 2479.32 2691.66 1087.52 1604.13 102985 internal_count=669980 555878 287365 114102 268513 149070 126396 7745 60318 87512 47889 119443 104096 64177 39919 34467 2953 15347 118651 105176 96030 45164 42650 22092 61224 11173 13475 5185 8290 227047 is_linear=0 shrinkage=0.1 @@ -1305,16 +1305,16 @@ Tree=68 num_leaves=31 num_cat=0 split_feature=2 2 3 2 8 0 2 6 4 4 4 6 7 1 3 9 9 8 12 8 2 12 8 8 3 11 3 2 12 8 -split_gain=291.291 104.362 84.2113 38.8207 36.4908 43.0163 32.5145 23.2993 22.9681 39.8486 25.5064 29.2302 39.6006 22.9562 29.5851 33.097 21.3365 24.5374 64.0274 65.8657 56.8529 47.7127 39.6077 37.3432 29.2064 27.4378 29.0668 24.1108 21.2233 25.2088 +split_gain=145.645 52.1811 42.1056 19.4103 18.2454 21.5082 16.2573 11.6496 11.4841 19.9243 12.7532 14.6151 19.8003 11.4781 14.7926 16.5485 10.6682 12.2687 32.0137 32.9328 28.4264 23.8564 19.8038 18.6716 14.6032 13.7189 14.5334 12.0554 10.6117 12.6044 threshold=0.032771448754213887 0.68566772543908749 0.98977190391780401 0.12271061120908651 47.500000000000007 0.0085060268799667677 0.94127117011010453 0.49358974358974367 0.64495798319327746 0.93541666666666679 0.62678571428571439 0.27888888888888896 0.077422577422577438 0.014721853985668776 0.080939212771562727 1.0000000180025095e-35 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.010397419492791446 1.0000000180025095e-35 16.500000000000004 25.500000000000004 0.97541346881851088 1.0000000180025095e-35 0.97224602103302826 0.015299555006901422 1.0000000180025095e-35 37.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 16 -2 6 -6 7 -3 10 -10 13 -12 -13 -5 -15 -16 17 21 19 20 -19 22 25 -23 -22 26 -1 -20 29 -4 right_child=1 4 28 8 5 -7 -8 -9 9 -11 11 12 -14 14 15 -17 -18 18 27 -21 24 23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.0051555085326092645 0.0049578147432423475 -0.0043404948550107387 0.074494655357274273 -0.0026446443245216034 -0.087541646681588287 -0.019680846226985484 -0.027384503168738125 -0.01342555883646649 0.027749270327910126 -0.00011651763987897577 -0.00029105274584266907 0.021608666537505587 -0.31691269487360185 -0.012529814608423487 0.0042948458883083985 -0.016154767712099709 -0.016371198698444275 -0.15766290864661126 0.054528923515358346 0.034938945750960688 -0.0031019174074835808 0.0052961230442600121 -0.0094019738059619596 0.039888734654054209 -0.042399184942651824 0.058272203563480396 0.049708188017930748 0.017712415296784547 0.033380304041752649 0.018588410993685089 -leaf_weight=288.57010966353118 14745.128187131137 12863.156528919935 373.08794119954109 35408.03178332001 112.33094906061888 554.57548569887877 767.96772610396147 3616.4810953214765 755.81241476535797 1598.5843716040254 16.708024710416797 5.4516380578279486 9.4383743256330472 1308.3312766849995 14144.25809982419 838.35082096606493 200.38907754048705 28.364596059545875 279.2972904201597 307.30493233725429 683.34252807497978 1558.8480668421835 163.52500320412219 390.17306796088815 261.50209754705429 593.34114853478968 297.30686942860484 489.87029730528593 534.90273517742753 102.90009748376906 +leaf_value=0.0025777542663046322 0.0024789073716211737 -0.0021702474275053694 0.037247327678637136 -0.0013223221622608017 -0.043770823340794143 -0.0098404231134927422 -0.013692251584369063 -0.0067127794182332452 0.013874635163955063 -5.8258819939487885e-05 -0.00014552637292133456 0.01080433326875279 -0.15845634743680093 -0.0062649073042117436 0.0021474229441541992 -0.0080773838560498547 -0.0081855993492221373 -0.078831454323305628 0.027264461757679173 0.017469472875480344 -0.0015509587037417904 0.0026480615221300061 -0.0047009869029809798 0.019944367327027104 -0.021199592471325912 0.029136101781740198 0.024854094008965374 0.0088562076483922735 0.016690152020876325 0.0092942054968425444 +leaf_weight=577.14021932706237 29490.256374262273 25726.31305783987 746.17588239908218 70816.063566640019 224.66189812123775 1109.1509713977575 1535.9354522079229 7232.9621906429529 1511.6248295307159 3197.1687432080507 33.416049420833588 10.903276115655901 18.876748651266098 2616.6625533699989 28288.51619964838 1676.7016419321299 400.7781550809741 56.729192119091749 558.5945808403194 614.60986467450857 1366.6850561499596 3117.6961336843669 327.05000640824437 780.34613592177629 523.00419509410858 1186.6822970695794 594.61373885720968 979.74059461057186 1069.8054703548551 205.80019496753812 leaf_count=7222 142580 63138 18967 166288 745 2920 7785 20111 3909 8037 79 25 44 6141 71984 3986 3837 521 8753 8244 7066 33708 4031 9384 3189 16341 9274 10118 26389 5164 -internal_value=0 -0.00136012 0.0205057 0.000409438 -0.00815899 -0.031111 -0.00727151 -0.00633423 -0.000830582 0.008829 -0.00127022 -0.091088 -0.192971 -0.00121532 0.00189129 0.00315059 0.015664 0.0168658 0.00827655 -0.00542148 -0.0181659 0.0222141 0.036719 0.0122212 -0.0139781 0.0431147 0.027764 0.0310811 0.0470486 0.0624087 -internal_weight=0 86744.6 6552.73 68830.1 17914.5 666.906 17247.6 16479.6 54085 2354.4 51730.6 31.598 14.89 51699 16290.9 14982.6 5541.84 5341.45 2049.68 1280.51 973.209 3291.76 1342.74 1949.02 944.845 1179.22 585.877 769.168 1010.89 475.988 +internal_value=0 -0.000680058 0.0102528 0.000204719 -0.00407949 -0.0155555 -0.00363576 -0.00316711 -0.000415291 0.0044145 -0.000635108 -0.045544 -0.0964854 -0.00060766 0.000945645 0.00157529 0.00783199 0.0084329 0.00413827 -0.00271074 -0.00908294 0.011107 0.0183595 0.0061106 -0.00698906 0.0215573 0.013882 0.0155405 0.0235243 0.0312044 +internal_weight=0 173489 13105.5 137660 35829 1333.81 34495.2 32959.3 108170 4708.79 103461 63.1961 29.78 103398 32581.9 29965.2 11083.7 10682.9 4099.36 2561.03 1946.42 6583.53 2685.49 3898.04 1889.69 2358.44 1171.75 1538.34 2021.78 951.976 internal_count=669980 497772 172208 403073 94699 3665 91034 83249 260493 11946 248547 148 69 248399 82111 75970 121688 117851 37891 19020 10776 79960 36868 43092 10255 32837 16496 18871 50520 24131 is_linear=0 shrinkage=0.1 @@ -1324,16 +1324,16 @@ Tree=69 num_leaves=31 num_cat=0 split_feature=2 2 3 2 8 0 2 6 4 4 4 6 7 1 3 9 9 8 12 8 2 12 8 8 3 11 3 2 12 8 -split_gain=291.291 104.362 84.2113 38.8207 36.4908 43.0163 32.5145 23.2993 22.9681 39.8486 25.5064 29.2302 39.6006 22.9562 29.5851 33.097 21.3365 24.5374 64.0274 65.8657 56.8529 47.7127 39.6077 37.3432 29.2064 27.4378 29.0668 24.1108 21.2233 25.2088 +split_gain=145.645 52.1811 42.1056 19.4103 18.2454 21.5082 16.2573 11.6496 11.4841 19.9243 12.7532 14.6151 19.8003 11.4781 14.7926 16.5485 10.6682 12.2687 32.0137 32.9328 28.4264 23.8564 19.8038 18.6716 14.6032 13.7189 14.5334 12.0554 10.6117 12.6044 threshold=0.032771448754213887 0.68566772543908749 0.98977190391780401 0.12271061120908651 47.500000000000007 0.0085060268799667677 0.94127117011010453 0.49358974358974367 0.64495798319327746 0.93541666666666679 0.62678571428571439 0.27888888888888896 0.077422577422577438 0.014721853985668776 0.080939212771562727 1.0000000180025095e-35 1.0000000180025095e-35 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.010397419492791446 1.0000000180025095e-35 16.500000000000004 25.500000000000004 0.97541346881851088 1.0000000180025095e-35 0.97224602103302826 0.015299555006901422 1.0000000180025095e-35 37.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 16 -2 6 -6 7 -3 10 -10 13 -12 -13 -5 -15 -16 17 21 19 20 -19 22 25 -23 -22 26 -1 -20 29 -4 right_child=1 4 28 8 5 -7 -8 -9 9 -11 11 12 -14 14 15 -17 -18 18 27 -21 24 23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.0051555085326092645 -0.0049578147432423475 0.0043404948550107387 -0.074494655357274273 0.0026446443245216034 0.087541646681588287 0.019680846226985484 0.027384503168738125 0.01342555883646649 -0.027749270327910126 0.00011651763987897577 0.00029105274584266907 -0.021608666537505587 0.31691269487360185 0.012529814608423487 -0.0042948458883083985 0.016154767712099709 0.016371198698444275 0.15766290864661126 -0.054528923515358346 -0.034938945750960688 0.0031019174074835808 -0.0052961230442600121 0.0094019738059619596 -0.039888734654054209 0.042399184942651824 -0.058272203563480396 -0.049708188017930748 -0.017712415296784547 -0.033380304041752649 -0.018588410993685089 -leaf_weight=288.57010966353118 14745.128187131137 12863.156528919935 373.08794119954109 35408.03178332001 112.33094906061888 554.57548569887877 767.96772610396147 3616.4810953214765 755.81241476535797 1598.5843716040254 16.708024710416797 5.4516380578279486 9.4383743256330472 1308.3312766849995 14144.25809982419 838.35082096606493 200.38907754048705 28.364596059545875 279.2972904201597 307.30493233725429 683.34252807497978 1558.8480668421835 163.52500320412219 390.17306796088815 261.50209754705429 593.34114853478968 297.30686942860484 489.87029730528593 534.90273517742753 102.90009748376906 +leaf_value=-0.0025777542663046322 -0.0024789073716211737 0.0021702474275053694 -0.037247327678637136 0.0013223221622608017 0.043770823340794143 0.0098404231134927422 0.013692251584369063 0.0067127794182332452 -0.013874635163955063 5.8258819939487885e-05 0.00014552637292133456 -0.01080433326875279 0.15845634743680093 0.0062649073042117436 -0.0021474229441541992 0.0080773838560498547 0.0081855993492221373 0.078831454323305628 -0.027264461757679173 -0.017469472875480344 0.0015509587037417904 -0.0026480615221300061 0.0047009869029809798 -0.019944367327027104 0.021199592471325912 -0.029136101781740198 -0.024854094008965374 -0.0088562076483922735 -0.016690152020876325 -0.0092942054968425444 +leaf_weight=577.14021932706237 29490.256374262273 25726.31305783987 746.17588239908218 70816.063566640019 224.66189812123775 1109.1509713977575 1535.9354522079229 7232.9621906429529 1511.6248295307159 3197.1687432080507 33.416049420833588 10.903276115655901 18.876748651266098 2616.6625533699989 28288.51619964838 1676.7016419321299 400.7781550809741 56.729192119091749 558.5945808403194 614.60986467450857 1366.6850561499596 3117.6961336843669 327.05000640824437 780.34613592177629 523.00419509410858 1186.6822970695794 594.61373885720968 979.74059461057186 1069.8054703548551 205.80019496753812 leaf_count=7222 142580 63138 18967 166288 745 2920 7785 20111 3909 8037 79 25 44 6141 71984 3986 3837 521 8753 8244 7066 33708 4031 9384 3189 16341 9274 10118 26389 5164 -internal_value=0 0.00136012 -0.0205057 -0.000409438 0.00815899 0.031111 0.00727151 0.00633423 0.000830582 -0.008829 0.00127022 0.091088 0.192971 0.00121532 -0.00189129 -0.00315059 -0.015664 -0.0168658 -0.00827655 0.00542148 0.0181659 -0.0222141 -0.036719 -0.0122212 0.0139781 -0.0431147 -0.027764 -0.0310811 -0.0470486 -0.0624087 -internal_weight=0 86744.6 6552.73 68830.1 17914.5 666.906 17247.6 16479.6 54085 2354.4 51730.6 31.598 14.89 51699 16290.9 14982.6 5541.84 5341.45 2049.68 1280.51 973.209 3291.76 1342.74 1949.02 944.845 1179.22 585.877 769.168 1010.89 475.988 +internal_value=0 0.000680058 -0.0102528 -0.000204719 0.00407949 0.0155555 0.00363576 0.00316711 0.000415291 -0.0044145 0.000635108 0.045544 0.0964854 0.00060766 -0.000945645 -0.00157529 -0.00783199 -0.0084329 -0.00413827 0.00271074 0.00908294 -0.011107 -0.0183595 -0.0061106 0.00698906 -0.0215573 -0.013882 -0.0155405 -0.0235243 -0.0312044 +internal_weight=0 173489 13105.5 137660 35829 1333.81 34495.2 32959.3 108170 4708.79 103461 63.1961 29.78 103398 32581.9 29965.2 11083.7 10682.9 4099.36 2561.03 1946.42 6583.53 2685.49 3898.04 1889.69 2358.44 1171.75 1538.34 2021.78 951.976 internal_count=669980 497772 172208 403073 94699 3665 91034 83249 260493 11946 248547 148 69 248399 82111 75970 121688 117851 37891 19020 10776 79960 36868 43092 10255 32837 16496 18871 50520 24131 is_linear=0 shrinkage=0.1 @@ -1343,16 +1343,16 @@ Tree=70 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 0 7 3 10 3 6 6 8 0 1 6 3 6 8 12 3 10 2 1 8 8 8 11 1 8 -split_gain=243.696 105.46 46.6496 39.3043 38.6964 27.5823 24.4406 25.6447 22.5329 27.7014 21.6306 26.0349 20.595 20.0172 27.1496 19.428 21.2848 20.9875 19.1009 68.3824 44.4374 34.4576 29.4748 29.2061 28.3352 26.5571 25.514 25.2466 26.5864 25.0652 +split_gain=121.848 52.7299 23.3248 19.6522 19.3482 13.7912 12.2203 12.8223 11.2665 13.8507 10.8153 13.0175 10.2975 10.0086 13.5748 9.714 10.6424 10.4937 9.55043 34.1912 22.2187 17.2288 14.7374 14.603 14.1676 13.2786 12.757 12.6233 13.2932 12.5326 threshold=0.0133617253234276 0.31515784113483891 0.9132818566857771 0.06217815685888365 0.0033675896810706572 0.013276378757063018 0.47434210526315795 0.10431725392723669 1.0000000180025095e-35 0.034090029045624547 0.67204301075268824 0.70777988614800769 11.500000000000002 0.00098947302277857118 0.063047552936575268 0.31698564593301443 0.055339185379978027 0.082903780068728533 32.500000000000007 1.0000000180025095e-35 0.099236128261346188 1.0000000180025095e-35 0.52268245052612017 0.010569933375607606 47.500000000000007 38.500000000000007 24.500000000000004 1.0000000180025095e-35 0.0046789067858949828 45.500000000000007 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=4 3 10 6 -1 -4 -2 -8 12 -10 18 -12 -7 -6 -15 17 -17 -5 19 22 -21 23 -3 -20 29 -25 -22 28 -26 -23 right_child=1 2 5 15 13 8 7 -9 9 -11 11 -13 -14 14 -16 16 -18 -19 21 20 26 24 -24 25 27 -27 -28 -29 -30 -31 -leaf_value=0.064453666656052469 0.0064746687602492779 -0.0047549647533486157 -0.026372101485194234 0.0017720649725130305 0.037514342973569023 0.14556217759879694 -0.016561456112712758 0.024553308095287371 0.26652105887407751 0.032067306067609984 -0.087201702164289713 -0.008771195879692965 -0.0088512622307954057 0.0093014194538270003 0.046278051790366537 -0.037137439323127991 -0.0032684062394395018 0.014775619384261963 -0.0044030018314212757 -0.012259233762381702 0.011320824961055307 0.0085749974714688232 -0.01737733410177458 0.024859817922329382 -0.058578997210666006 0.0014607861475239648 -0.016036380006862729 -0.044076504838682987 0.055583209818400481 0.10343312892984811 -leaf_weight=313.83840110339224 7875.3157948814332 3346.7889175862074 1404.5559520721436 25740.868651643395 943.21984186209738 8.7133582308888418 170.05469119921327 1405.9670943859965 6.2407621815800658 26.181096509099007 42.709567382931709 4687.637859210372 993.02205326408148 867.73439204692841 257.49088381975889 194.09370536357164 4215.7406776249409 1304.0649369582534 18796.860921889544 1378.6097179055214 3491.4589868783951 4154.8527761101723 4136.5209624320269 527.17414239048958 29.949409052729607 6070.0056597292423 377.79345117509365 192.2375456392765 63.972501873970032 28.044190034270287 +leaf_value=0.032226833328026235 0.0032373343801246389 -0.0023774823766743078 -0.013186050742597117 0.00088603248625651523 0.018757171486784512 0.072781088799398472 -0.008280728056356379 0.012276654047643686 0.13326052943703875 0.016033653033804992 -0.043600851082144856 -0.0043855979398464825 -0.0044256311153977029 0.0046507097269135001 0.023139025895183268 -0.018568719661563995 -0.0016342031197197509 0.0073878096921309814 -0.0022015009157106379 -0.0061296168811908512 0.0056604124805276533 0.0042874987357344116 -0.0086886670508872898 0.012429908961164691 -0.029289498605333003 0.00073039307376198239 -0.0080181900034313643 -0.022038252419341493 0.02779160490920024 0.051716564464924057 +leaf_weight=627.67680220678449 15750.631589762866 6693.5778351724148 2809.1119041442871 51481.737303286791 1886.4396837241948 17.426716461777687 340.10938239842653 2811.9341887719929 12.481524363160132 52.362193018198013 85.419134765863419 9375.2757184207439 1986.044106528163 1735.4687840938568 514.98176763951778 388.18741072714329 8431.4813552498817 2608.1298739165068 37593.721843779087 2757.2194358110428 6982.9179737567902 8309.7055522203445 8273.0419248640537 1054.3482847809792 59.898818105459213 12140.011319458485 755.5869023501873 384.47509127855301 127.94500374794006 56.088380068540573 leaf_count=18766 114359 14310 12640 170376 39228 68 2367 23704 50 187 216 21180 8070 28383 9069 1168 25217 8437 82803 6533 15045 18159 18198 2278 132 26178 1634 821 275 129 -internal_value=0 -0.00066694 -0.00375903 0.00309467 0.0317341 -0.0172466 0.00874954 0.020117 -0.00485256 0.0771964 -0.003064 -0.00947933 -0.00750813 0.0267697 0.017763 0.00139553 -0.00475911 0.00239908 -0.00235153 -0.00559481 0.00315692 -0.000968868 -0.0117322 -0.00239388 0.0071283 0.00333058 0.00864967 -0.0233149 0.0191797 0.00921097 -internal_weight=0 90669.4 49763.3 40906.1 2382.28 2438.71 9451.34 1576.02 1034.16 32.4219 47324.6 4730.35 1001.74 2068.45 1125.23 31454.8 4409.83 27044.9 42594.3 12731.2 5247.86 29863.1 7483.31 25394 4469.06 6597.18 3869.25 286.159 93.9219 4182.9 +internal_value=0 -0.00033347 -0.00187952 0.00154733 0.0158671 -0.00862328 0.00437477 0.0100585 -0.00242628 0.0385982 -0.001532 -0.00473967 -0.00375407 0.0133848 0.00888148 0.000697763 -0.00237956 0.00119954 -0.00117577 -0.00279741 0.00157846 -0.000484434 -0.00586609 -0.00119694 0.00356415 0.00166529 0.00432483 -0.0116574 0.00958983 0.00460549 +internal_weight=0 181339 99526.7 81812.2 4764.57 4877.43 18902.7 3152.04 2068.31 64.8437 94649.2 9460.69 2003.47 4136.89 2250.45 62909.5 8819.67 54089.9 85188.5 25462.3 10495.7 59726.2 14966.6 50788.1 8938.11 13194.4 7738.5 572.319 187.844 8365.79 internal_count=669980 574534 228906 345628 95446 21015 140430 26071 8375 237 207891 21396 8138 76680 37452 205198 26385 178813 186495 55720 23212 130775 32508 111259 19516 28456 16679 1228 407 18288 is_linear=0 shrinkage=0.1 @@ -1362,16 +1362,16 @@ Tree=71 num_leaves=31 num_cat=0 split_feature=2 2 2 2 2 0 7 3 10 3 6 6 8 0 1 6 3 6 8 12 3 10 2 1 8 8 8 11 1 8 -split_gain=243.696 105.46 46.6496 39.3043 38.6964 27.5823 24.4406 25.6447 22.5329 27.7014 21.6306 26.0349 20.595 20.0172 27.1496 19.428 21.2848 20.9875 19.1009 68.3824 44.4374 34.4576 29.4748 29.2061 28.3352 26.5571 25.514 25.2466 26.5864 25.0652 +split_gain=121.848 52.7299 23.3248 19.6522 19.3482 13.7912 12.2203 12.8223 11.2665 13.8507 10.8153 13.0175 10.2975 10.0086 13.5748 9.714 10.6424 10.4937 9.55043 34.1912 22.2187 17.2288 14.7374 14.603 14.1676 13.2786 12.757 12.6233 13.2932 12.5326 threshold=0.0133617253234276 0.31515784113483891 0.9132818566857771 0.06217815685888365 0.0033675896810706572 0.013276378757063018 0.47434210526315795 0.10431725392723669 1.0000000180025095e-35 0.034090029045624547 0.67204301075268824 0.70777988614800769 11.500000000000002 0.00098947302277857118 0.063047552936575268 0.31698564593301443 0.055339185379978027 0.082903780068728533 32.500000000000007 1.0000000180025095e-35 0.099236128261346188 1.0000000180025095e-35 0.52268245052612017 0.010569933375607606 47.500000000000007 38.500000000000007 24.500000000000004 1.0000000180025095e-35 0.0046789067858949828 45.500000000000007 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=4 3 10 6 -1 -4 -2 -8 12 -10 18 -12 -7 -6 -15 17 -17 -5 19 22 -21 23 -3 -20 29 -25 -22 28 -26 -23 right_child=1 2 5 15 13 8 7 -9 9 -11 11 -13 -14 14 -16 16 -18 -19 21 20 26 24 -24 25 27 -27 -28 -29 -30 -31 -leaf_value=-0.064453666656052469 -0.0064746687602492779 0.0047549647533486157 0.026372101485194234 -0.0017720649725130305 -0.037514342973569023 -0.14556217759879694 0.016561456112712758 -0.024553308095287371 -0.26652105887407751 -0.032067306067609984 0.087201702164289713 0.008771195879692965 0.0088512622307954057 -0.0093014194538270003 -0.046278051790366537 0.037137439323127991 0.0032684062394395018 -0.014775619384261963 0.0044030018314212757 0.012259233762381702 -0.011320824961055307 -0.0085749974714688232 0.01737733410177458 -0.024859817922329382 0.058578997210666006 -0.0014607861475239648 0.016036380006862729 0.044076504838682987 -0.055583209818400481 -0.10343312892984811 -leaf_weight=313.83840110339224 7875.3157948814332 3346.7889175862074 1404.5559520721436 25740.868651643395 943.21984186209738 8.7133582308888418 170.05469119921327 1405.9670943859965 6.2407621815800658 26.181096509099007 42.709567382931709 4687.637859210372 993.02205326408148 867.73439204692841 257.49088381975889 194.09370536357164 4215.7406776249409 1304.0649369582534 18796.860921889544 1378.6097179055214 3491.4589868783951 4154.8527761101723 4136.5209624320269 527.17414239048958 29.949409052729607 6070.0056597292423 377.79345117509365 192.2375456392765 63.972501873970032 28.044190034270287 +leaf_value=-0.032226833328026235 -0.0032373343801246389 0.0023774823766743078 0.013186050742597117 -0.00088603248625651523 -0.018757171486784512 -0.072781088799398472 0.008280728056356379 -0.012276654047643686 -0.13326052943703875 -0.016033653033804992 0.043600851082144856 0.0043855979398464825 0.0044256311153977029 -0.0046507097269135001 -0.023139025895183268 0.018568719661563995 0.0016342031197197509 -0.0073878096921309814 0.0022015009157106379 0.0061296168811908512 -0.0056604124805276533 -0.0042874987357344116 0.0086886670508872898 -0.012429908961164691 0.029289498605333003 -0.00073039307376198239 0.0080181900034313643 0.022038252419341493 -0.02779160490920024 -0.051716564464924057 +leaf_weight=627.67680220678449 15750.631589762866 6693.5778351724148 2809.1119041442871 51481.737303286791 1886.4396837241948 17.426716461777687 340.10938239842653 2811.9341887719929 12.481524363160132 52.362193018198013 85.419134765863419 9375.2757184207439 1986.044106528163 1735.4687840938568 514.98176763951778 388.18741072714329 8431.4813552498817 2608.1298739165068 37593.721843779087 2757.2194358110428 6982.9179737567902 8309.7055522203445 8273.0419248640537 1054.3482847809792 59.898818105459213 12140.011319458485 755.5869023501873 384.47509127855301 127.94500374794006 56.088380068540573 leaf_count=18766 114359 14310 12640 170376 39228 68 2367 23704 50 187 216 21180 8070 28383 9069 1168 25217 8437 82803 6533 15045 18159 18198 2278 132 26178 1634 821 275 129 -internal_value=0 0.00066694 0.00375903 -0.00309467 -0.0317341 0.0172466 -0.00874954 -0.020117 0.00485256 -0.0771964 0.003064 0.00947933 0.00750813 -0.0267697 -0.017763 -0.00139553 0.00475911 -0.00239908 0.00235153 0.00559481 -0.00315692 0.000968868 0.0117322 0.00239388 -0.0071283 -0.00333058 -0.00864967 0.0233149 -0.0191797 -0.00921097 -internal_weight=0 90669.4 49763.3 40906.1 2382.28 2438.71 9451.34 1576.02 1034.16 32.4219 47324.6 4730.35 1001.74 2068.45 1125.23 31454.8 4409.83 27044.9 42594.3 12731.2 5247.86 29863.1 7483.31 25394 4469.06 6597.18 3869.25 286.159 93.9219 4182.9 +internal_value=0 0.00033347 0.00187952 -0.00154733 -0.0158671 0.00862328 -0.00437477 -0.0100585 0.00242628 -0.0385982 0.001532 0.00473967 0.00375407 -0.0133848 -0.00888148 -0.000697763 0.00237956 -0.00119954 0.00117577 0.00279741 -0.00157846 0.000484434 0.00586609 0.00119694 -0.00356415 -0.00166529 -0.00432483 0.0116574 -0.00958983 -0.00460549 +internal_weight=0 181339 99526.7 81812.2 4764.57 4877.43 18902.7 3152.04 2068.31 64.8437 94649.2 9460.69 2003.47 4136.89 2250.45 62909.5 8819.67 54089.9 85188.5 25462.3 10495.7 59726.2 14966.6 50788.1 8938.11 13194.4 7738.5 572.319 187.844 8365.79 internal_count=669980 574534 228906 345628 95446 21015 140430 26071 8375 237 207891 21396 8138 76680 37452 205198 26385 178813 186495 55720 23212 130775 32508 111259 19516 28456 16679 1228 407 18288 is_linear=0 shrinkage=0.1 @@ -1381,16 +1381,16 @@ Tree=72 num_leaves=31 num_cat=0 split_feature=2 2 2 2 7 2 5 0 8 0 1 8 8 12 6 3 3 4 0 4 4 3 12 8 8 3 0 6 7 5 -split_gain=205.246 73.9977 59.3734 33.1441 31.5142 28.8616 25.3233 25.3037 23.6971 38.3548 20.6335 26.9837 24.4567 34.0251 19.6405 19.4468 19.2119 19.03 29.2333 22.2292 21.4712 18.7671 26.6958 77.6024 54.0122 26.5324 18.5484 17.6169 22.3681 19.9226 +split_gain=102.623 36.9988 29.6867 16.572 15.7571 14.4308 12.6617 12.6519 11.8485 19.1774 10.3167 13.4918 12.2284 17.0126 9.82024 9.72342 9.60593 9.51498 14.6167 11.1146 10.7356 9.38353 13.3479 38.8012 27.0061 13.2662 9.27422 8.80844 11.1841 9.96132 threshold=0.02676832611572939 0.72197306969910191 0.0056255489474314824 0.12772884431138451 0.28801843317972359 0.95347132347897057 0.025320512820512824 0.0014115612974878306 47.500000000000007 0.0089366154569586742 0.0046789067858949828 32.500000000000007 39.500000000000007 1.0000000180025095e-35 0.59041394335511999 0.25674287245421473 0.044815477220475991 0.64495798319327746 0.15314720515933775 0.62678571428571439 0.98148148148148151 0.099236128261346188 1.0000000180025095e-35 18.500000000000004 19.500000000000004 0.042998076775577404 0.0073499059222818146 0.64087301587301593 0.12250000000000001 0.19523809523809527 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 -1 -2 -4 8 17 -6 10 -10 21 -12 16 26 15 -8 -13 19 -19 -5 -20 22 23 -3 -24 -25 -14 29 -29 -16 right_child=1 5 4 6 7 -7 14 -9 9 -11 11 12 13 -15 27 -17 -18 18 20 -21 -22 -23 24 25 -26 -27 -28 28 -30 -31 -leaf_value=0.046992419430095446 0.0042745629681620063 -0.035487247260536446 0.011284109491565657 -0.0015241338261047725 0.048650149027535283 -0.041461300798663309 0.029699079240701622 0.01405169787507652 -0.084842050743741543 -0.015101367047708918 -0.0096553461936584439 0.066714444356468713 0.18967698006595268 -0.010255423668007175 -0.20362072107077764 0.0054539998354856609 0.01691165084281572 -0.0090794021231454837 0.029998292286245509 -0.086482334278611808 0.0062364039639028271 -0.0044293576372446781 0.0084377558100996123 0.13665407041491812 -0.025197495847572263 0.0091227786380889322 0.015224735162734114 -0.047060014361774406 0.1022591901681142 -0.0087164807567418085 -leaf_weight=680.75435753911734 16488.109328959137 515.86231874674559 3662.5596260111779 52077.778289467096 457.18874431587756 243.94443774968386 536.07713820040226 393.16581966914237 95.179373756051064 459.87626212835312 1708.2216060310602 96.305084340274334 6.1384931355714789 1066.6589591950178 11.591486036777496 864.06629350781441 395.77617427706718 725.76310268044472 604.42478062212467 30.8155297935009 1025.3945223540068 5506.0256470888853 593.1478343307972 16.540835730731487 2447.0028559118509 1186.0095198601484 854.86474779993296 37.334625124931335 13.718597546219824 9.5780309438705444 +leaf_value=0.023496209715047723 0.0021372814840810031 -0.017743623630268223 0.0056420547457828284 -0.00076206691305238624 0.024325074513767642 -0.020730650399331654 0.014849539620350811 0.00702584893753826 -0.042421025371870771 -0.0075506835238544588 -0.0048276730968292219 0.033357222178234357 0.094838490032976341 -0.0051277118340035876 -0.10181036053538883 0.0027269999177428304 0.0084558254214078601 -0.0045397010615727418 0.014999146143122755 -0.043241167139305904 0.0031182019819514135 -0.0022146788186223391 0.0042188779050498061 0.068327035207459058 -0.012598747923786131 0.0045613893190444661 0.007612367581367057 -0.023530007180887203 0.051129595084057101 -0.0043582403783709051 +leaf_weight=1361.5087150782347 32976.218657918274 1031.7246374934912 7325.1192520223558 104155.55657893419 914.37748863175511 487.88887549936771 1072.1542764008045 786.33163933828473 190.35874751210213 919.75252425670624 3416.4432120621204 192.61016868054867 12.276986271142958 2133.3179183900356 23.182972073554993 1728.1325870156288 791.55234855413437 1451.5262053608894 1208.8495612442493 61.631059587001801 2050.7890447080135 11012.051294177771 1186.2956686615944 33.081671461462975 4894.0057118237019 2372.0190397202969 1709.7294955998659 74.669250249862671 27.437195092439651 19.156061887741089 leaf_count=39926 165781 3521 90024 246996 14664 2707 2527 9467 664 2493 8386 496 28 5209 49 4338 1778 3518 3170 139 5180 26094 4483 143 16688 7408 3834 166 61 42 -internal_value=0 -0.00099666 0.0194633 0.000334329 0.0153107 -0.00734206 -0.000827112 0.0326534 -0.00678523 -0.0270603 -0.00600332 -3.26848e-05 0.00676045 0.00168099 0.0121137 0.0147368 0.0266585 -0.00117695 0.00761467 -0.00157438 0.0150486 -0.00840444 -0.0130039 -0.00304145 -0.0186351 0.0108769 0.0164685 -0.0387394 -0.0069362 -0.115437 -internal_weight=0 87616.2 5193.67 72424.7 4512.91 15191.6 55936.5 850.355 14947.6 555.056 14392.6 4127.97 2419.74 1927.66 1472.37 1400.14 492.081 54464.2 2355.58 52108.6 1629.82 10264.6 4758.56 1718.41 3040.15 1202.55 861.003 72.2227 51.0532 21.1695 +internal_value=0 -0.00049833 0.00973165 0.000167165 0.00765533 -0.00367103 -0.000413556 0.0163267 -0.00339262 -0.0135302 -0.00300166 -1.63424e-05 0.00338022 0.000840495 0.00605683 0.00736839 0.0133293 -0.000588474 0.00380734 -0.000787188 0.0075243 -0.00420222 -0.00650196 -0.00152072 -0.00931755 0.00543847 0.00823424 -0.0193697 -0.0034681 -0.0577187 +internal_weight=0 175232 10387.3 144849 9025.83 30383.1 111873 1700.71 29895.2 1110.11 28785.1 8255.93 4839.49 3855.32 2944.73 2800.29 984.163 108928 4711.16 104217 3259.64 20529.2 9517.13 3436.83 6080.3 2405.1 1722.01 144.445 102.106 42.339 internal_count=669980 515899 154081 431967 114155 83932 266186 24131 81225 3157 78068 19731 11345 9071 7183 6865 2274 259003 11868 247135 8350 58337 32243 11072 21171 7551 3862 318 227 91 is_linear=0 shrinkage=0.1 @@ -1400,16 +1400,16 @@ Tree=73 num_leaves=31 num_cat=0 split_feature=2 2 2 2 7 2 5 0 8 0 1 8 8 12 6 3 3 4 0 4 4 3 12 8 8 3 0 6 7 5 -split_gain=205.246 73.9977 59.3734 33.1441 31.5142 28.8616 25.3233 25.3037 23.6971 38.3548 20.6335 26.9837 24.4567 34.0251 19.6405 19.4468 19.2119 19.03 29.2333 22.2292 21.4712 18.7671 26.6958 77.6024 54.0122 26.5324 18.5484 17.6169 22.3681 19.9226 +split_gain=102.623 36.9988 29.6867 16.572 15.7571 14.4308 12.6617 12.6519 11.8485 19.1774 10.3167 13.4918 12.2284 17.0126 9.82024 9.72342 9.60593 9.51498 14.6167 11.1146 10.7356 9.38353 13.3479 38.8012 27.0061 13.2662 9.27422 8.80844 11.1841 9.96132 threshold=0.02676832611572939 0.72197306969910191 0.0056255489474314824 0.12772884431138451 0.28801843317972359 0.95347132347897057 0.025320512820512824 0.0014115612974878306 47.500000000000007 0.0089366154569586742 0.0046789067858949828 32.500000000000007 39.500000000000007 1.0000000180025095e-35 0.59041394335511999 0.25674287245421473 0.044815477220475991 0.64495798319327746 0.15314720515933775 0.62678571428571439 0.98148148148148151 0.099236128261346188 1.0000000180025095e-35 18.500000000000004 19.500000000000004 0.042998076775577404 0.0073499059222818146 0.64087301587301593 0.12250000000000001 0.19523809523809527 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 -1 -2 -4 8 17 -6 10 -10 21 -12 16 26 15 -8 -13 19 -19 -5 -20 22 23 -3 -24 -25 -14 29 -29 -16 right_child=1 5 4 6 7 -7 14 -9 9 -11 11 12 13 -15 27 -17 -18 18 20 -21 -22 -23 24 25 -26 -27 -28 28 -30 -31 -leaf_value=-0.046992419430095446 -0.0042745629681620063 0.035487247260536446 -0.011284109491565657 0.0015241338261047725 -0.048650149027535283 0.041461300798663309 -0.029699079240701622 -0.01405169787507652 0.084842050743741543 0.015101367047708918 0.0096553461936584439 -0.066714444356468713 -0.18967698006595268 0.010255423668007175 0.20362072107077764 -0.0054539998354856609 -0.01691165084281572 0.0090794021231454837 -0.029998292286245509 0.086482334278611808 -0.0062364039639028271 0.0044293576372446781 -0.0084377558100996123 -0.13665407041491812 0.025197495847572263 -0.0091227786380889322 -0.015224735162734114 0.047060014361774406 -0.1022591901681142 0.0087164807567418085 -leaf_weight=680.75435753911734 16488.109328959137 515.86231874674559 3662.5596260111779 52077.778289467096 457.18874431587756 243.94443774968386 536.07713820040226 393.16581966914237 95.179373756051064 459.87626212835312 1708.2216060310602 96.305084340274334 6.1384931355714789 1066.6589591950178 11.591486036777496 864.06629350781441 395.77617427706718 725.76310268044472 604.42478062212467 30.8155297935009 1025.3945223540068 5506.0256470888853 593.1478343307972 16.540835730731487 2447.0028559118509 1186.0095198601484 854.86474779993296 37.334625124931335 13.718597546219824 9.5780309438705444 +leaf_value=-0.023496209715047723 -0.0021372814840810031 0.017743623630268223 -0.0056420547457828284 0.00076206691305238624 -0.024325074513767642 0.020730650399331654 -0.014849539620350811 -0.00702584893753826 0.042421025371870771 0.0075506835238544588 0.0048276730968292219 -0.033357222178234357 -0.094838490032976341 0.0051277118340035876 0.10181036053538883 -0.0027269999177428304 -0.0084558254214078601 0.0045397010615727418 -0.014999146143122755 0.043241167139305904 -0.0031182019819514135 0.0022146788186223391 -0.0042188779050498061 -0.068327035207459058 0.012598747923786131 -0.0045613893190444661 -0.007612367581367057 0.023530007180887203 -0.051129595084057101 0.0043582403783709051 +leaf_weight=1361.5087150782347 32976.218657918274 1031.7246374934912 7325.1192520223558 104155.55657893419 914.37748863175511 487.88887549936771 1072.1542764008045 786.33163933828473 190.35874751210213 919.75252425670624 3416.4432120621204 192.61016868054867 12.276986271142958 2133.3179183900356 23.182972073554993 1728.1325870156288 791.55234855413437 1451.5262053608894 1208.8495612442493 61.631059587001801 2050.7890447080135 11012.051294177771 1186.2956686615944 33.081671461462975 4894.0057118237019 2372.0190397202969 1709.7294955998659 74.669250249862671 27.437195092439651 19.156061887741089 leaf_count=39926 165781 3521 90024 246996 14664 2707 2527 9467 664 2493 8386 496 28 5209 49 4338 1778 3518 3170 139 5180 26094 4483 143 16688 7408 3834 166 61 42 -internal_value=0 0.00099666 -0.0194633 -0.000334329 -0.0153107 0.00734206 0.000827112 -0.0326534 0.00678523 0.0270603 0.00600332 3.26848e-05 -0.00676045 -0.00168099 -0.0121137 -0.0147368 -0.0266585 0.00117695 -0.00761467 0.00157438 -0.0150486 0.00840444 0.0130039 0.00304145 0.0186351 -0.0108769 -0.0164685 0.0387394 0.0069362 0.115437 -internal_weight=0 87616.2 5193.67 72424.7 4512.91 15191.6 55936.5 850.355 14947.6 555.056 14392.6 4127.97 2419.74 1927.66 1472.37 1400.14 492.081 54464.2 2355.58 52108.6 1629.82 10264.6 4758.56 1718.41 3040.15 1202.55 861.003 72.2227 51.0532 21.1695 +internal_value=0 0.00049833 -0.00973165 -0.000167165 -0.00765533 0.00367103 0.000413556 -0.0163267 0.00339262 0.0135302 0.00300166 1.63424e-05 -0.00338022 -0.000840495 -0.00605683 -0.00736839 -0.0133293 0.000588474 -0.00380734 0.000787188 -0.0075243 0.00420222 0.00650196 0.00152072 0.00931755 -0.00543847 -0.00823424 0.0193697 0.0034681 0.0577187 +internal_weight=0 175232 10387.3 144849 9025.83 30383.1 111873 1700.71 29895.2 1110.11 28785.1 8255.93 4839.49 3855.32 2944.73 2800.29 984.163 108928 4711.16 104217 3259.64 20529.2 9517.13 3436.83 6080.3 2405.1 1722.01 144.445 102.106 42.339 internal_count=669980 515899 154081 431967 114155 83932 266186 24131 81225 3157 78068 19731 11345 9071 7183 6865 2274 259003 11868 247135 8350 58337 32243 11072 21171 7551 3862 318 227 91 is_linear=0 shrinkage=0.1 @@ -1419,16 +1419,16 @@ Tree=74 num_leaves=31 num_cat=0 split_feature=2 2 2 2 8 0 12 3 8 12 4 6 3 8 4 10 2 1 3 1 6 8 7 3 2 12 8 8 9 3 -split_gain=175.264 72.2789 34.6033 33.7276 28.0754 45.8842 40.4912 29.03 28.4537 42.1526 38.3295 29.5342 28.8435 28.3721 28.2089 28.6199 30.0457 24.4526 23.5653 22.9808 22.8049 25.6948 28.623 22.6893 33.4519 22.6205 74.6066 57.0257 45.7465 32.329 +split_gain=87.6321 36.1394 17.3016 16.8638 14.0377 22.9421 20.2456 14.515 14.2268 21.0763 19.1647 14.7671 14.4218 14.186 14.1045 14.31 15.0228 12.2263 11.7827 11.4904 11.4025 12.8474 14.3115 11.3447 16.7259 11.3102 37.3033 28.5129 22.8733 16.1645 threshold=0.0133617253234276 0.21859407860619254 0.85473614589076297 0.0033675896810706572 39.500000000000007 0.0019025324150395821 1.0000000180025095e-35 0.11794531087437234 40.500000000000007 1.0000000180025095e-35 0.7327380952380953 0.32916666666666672 0.085227728634247588 28.500000000000004 0.71714285714285719 1.0000000180025095e-35 0.02307305866846086 0.031235849012741079 0.85057674545767747 0.0013060153356357759 0.87367021276595758 26.500000000000004 0.92820512820512835 0.020857971789958987 0.049430903611040765 1.0000000180025095e-35 29.500000000000004 29.500000000000004 1.0000000180025095e-35 0.78484206800563883 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 -3 -1 5 6 13 20 9 10 14 -11 -12 -2 15 16 -6 18 -10 -4 21 -7 -23 24 -22 27 28 -9 -27 -28 right_child=1 2 19 -5 8 7 -8 25 17 11 12 -13 -14 -15 -16 -17 -18 -19 -20 -21 23 22 -24 -25 -26 26 29 -29 -30 -31 -leaf_value=0.060025389693966452 0.041294937233770937 -0.0017761881064250321 -0.016966291583207352 0.02304153342816255 -0.039265964811138671 -0.01686921490290038 0.0030751524175509195 0.014397411064046191 -0.010287578239560046 0.010485292102351494 0.056582830085400784 -0.012016567084236129 -0.0020015787062065671 -0.041164865298854214 -0.31108429577532981 0.0044634246667181162 -0.0075161825022268536 0.035483045057943523 0.018679295515601029 -0.0044401042038250483 -0.58057729286403392 0.014674123473076547 -0.069844610275062072 -0.050009594373424962 -0.013287563370419659 -0.0022118032691844551 0.03195007685216527 -0.019249421844846921 -0.050756501762602685 0.0052657572193793127 -leaf_weight=281.75285432580858 821.41916145943105 53721.200252741575 2557.2884415015578 1975.3671127380803 311.75151525437832 864.57101029157639 586.6502596475184 5012.6823303177953 496.11753127723932 3770.5410979297012 174.4602246619761 690.04265838302672 162.14871202036738 43.958959894254804 3.0296579934656611 2065.7483863644302 6785.6421407312155 376.83472648635507 647.2466948684305 3427.8484729379416 2.037039339542388 624.46775770559907 42.816429771482944 63.421860732138157 2.1225842833518982 4510.6882718019187 974.27207998931408 559.98350257053971 202.85189059004188 850.25955836474895 +leaf_value=0.030012694846983226 0.020647468616885468 -0.00088809405321251607 -0.0084831457916036759 0.011520766714081275 -0.019632982405569335 -0.0084346074514501899 0.0015375762087754597 0.0071987055320230954 -0.0051437891197800229 0.0052426460511757469 0.028291415042700392 -0.0060082835421180645 -0.0010007893531032836 -0.020582432649427107 -0.15554214788766491 0.0022317123333590581 -0.0037580912511134268 0.017741522528971761 0.0093396477578005146 -0.0022200521019125241 -0.29028864643201702 0.0073370617365382737 -0.034922305137531036 -0.025004797186712481 -0.0066437816852098312 -0.0011059016345922276 0.015975038426082635 -0.0096247109224234604 -0.025378250881301342 0.0026328786096896564 +leaf_weight=563.50570865161717 1642.8383229188621 107442.40050548315 5114.5768830031157 3950.7342254761606 623.50303050875664 1729.1420205831528 1173.3005192950368 10025.364660635591 992.23506255447865 7541.0821958594024 348.9204493239522 1380.0853167660534 324.29742404073477 87.917919788509607 6.0593159869313231 4131.4967727288604 13571.284281462431 753.66945297271013 1294.493389736861 6855.6969458758831 4.0740786790847761 1248.9355154111981 85.632859542965889 126.84372146427631 4.2451685667037964 9021.3765436038375 1948.5441599786282 1119.9670051410794 405.70378118008375 1700.5191167294979 leaf_count=18766 17382 237324 19491 76680 3512 8396 10066 52003 3555 37840 1812 6260 1199 706 26 15181 46612 4134 9435 22712 37 6376 444 543 14 45240 8166 4702 1758 9608 -internal_value=0 -0.000553401 -0.00257974 0.0276582 0.00339446 0.00645312 0.0233569 0.00466286 0.000399273 -0.00101518 -0.00477951 0.0070043 0.028362 0.0371062 -0.00599656 -0.00589569 -0.00891078 0.0133913 0.00611027 -0.00979221 -0.00799918 -0.00549113 0.00925096 -0.0648486 -0.291099 0.00633511 0.00234511 0.0110163 -0.00430097 0.0195148 -internal_weight=0 90352.1 59706.3 2257.12 30645.8 15162.2 1452.03 13710.2 15483.6 13963.4 9502.78 4460.58 336.609 865.378 9166.17 9163.14 7097.39 1520.2 1143.36 5985.14 1599.44 1531.86 667.284 67.5815 4.15962 12110.7 6538.07 5572.67 4713.54 1824.53 +internal_value=0 -0.0002767 -0.00128987 0.0138291 0.00169723 0.00322656 0.0116785 0.00233143 0.000199637 -0.00050759 -0.00238975 0.00350215 0.014181 0.0185531 -0.00299828 -0.00294784 -0.00445539 0.00669567 0.00305514 -0.0048961 -0.00399959 -0.00274556 0.00462548 -0.0324243 -0.14555 0.00316755 0.00117256 0.00550816 -0.00215049 0.00975739 +internal_weight=0 180704 119413 4514.24 61291.5 30324.4 2904.06 27420.3 30967.1 27926.7 19005.6 8921.17 673.218 1730.76 18332.3 18326.3 14194.8 3040.4 2286.73 11970.3 3198.87 3063.71 1334.57 135.163 8.31925 24221.5 13076.1 11145.3 9427.08 3649.06 internal_count=669980 574534 279527 95446 295007 165441 28154 137287 129566 112442 68342 44100 3011 18088 65331 65305 50124 17124 12990 42203 15810 15216 6820 594 51 121477 64772 56705 46998 17774 is_linear=0 shrinkage=0.1 @@ -1438,16 +1438,16 @@ Tree=75 num_leaves=31 num_cat=0 split_feature=2 2 2 2 8 0 12 3 8 12 4 6 3 8 4 10 2 1 3 1 6 8 7 3 2 12 8 8 9 3 -split_gain=175.264 72.2789 34.6033 33.7276 28.0754 45.8842 40.4912 29.03 28.4537 42.1526 38.3295 29.5342 28.8435 28.3721 28.2089 28.6199 30.0457 24.4526 23.5653 22.9808 22.8049 25.6948 28.623 22.6893 33.4519 22.6205 74.6066 57.0257 45.7465 32.329 +split_gain=87.6321 36.1394 17.3016 16.8638 14.0377 22.9421 20.2456 14.515 14.2268 21.0763 19.1647 14.7671 14.4218 14.186 14.1045 14.31 15.0228 12.2263 11.7827 11.4904 11.4025 12.8474 14.3115 11.3447 16.7259 11.3102 37.3033 28.5129 22.8733 16.1645 threshold=0.0133617253234276 0.21859407860619254 0.85473614589076297 0.0033675896810706572 39.500000000000007 0.0019025324150395821 1.0000000180025095e-35 0.11794531087437234 40.500000000000007 1.0000000180025095e-35 0.7327380952380953 0.32916666666666672 0.085227728634247588 28.500000000000004 0.71714285714285719 1.0000000180025095e-35 0.02307305866846086 0.031235849012741079 0.85057674545767747 0.0013060153356357759 0.87367021276595758 26.500000000000004 0.92820512820512835 0.020857971789958987 0.049430903611040765 1.0000000180025095e-35 29.500000000000004 29.500000000000004 1.0000000180025095e-35 0.78484206800563883 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 -3 -1 5 6 13 20 9 10 14 -11 -12 -2 15 16 -6 18 -10 -4 21 -7 -23 24 -22 27 28 -9 -27 -28 right_child=1 2 19 -5 8 7 -8 25 17 11 12 -13 -14 -15 -16 -17 -18 -19 -20 -21 23 22 -24 -25 -26 26 29 -29 -30 -31 -leaf_value=-0.060025389693966452 -0.041294937233770937 0.0017761881064250321 0.016966291583207352 -0.02304153342816255 0.039265964811138671 0.01686921490290038 -0.0030751524175509195 -0.014397411064046191 0.010287578239560046 -0.010485292102351494 -0.056582830085400784 0.012016567084236129 0.0020015787062065671 0.041164865298854214 0.31108429577532981 -0.0044634246667181162 0.0075161825022268536 -0.035483045057943523 -0.018679295515601029 0.0044401042038250483 0.58057729286403392 -0.014674123473076547 0.069844610275062072 0.050009594373424962 0.013287563370419659 0.0022118032691844551 -0.03195007685216527 0.019249421844846921 0.050756501762602685 -0.0052657572193793127 -leaf_weight=281.75285432580858 821.41916145943105 53721.200252741575 2557.2884415015578 1975.3671127380803 311.75151525437832 864.57101029157639 586.6502596475184 5012.6823303177953 496.11753127723932 3770.5410979297012 174.4602246619761 690.04265838302672 162.14871202036738 43.958959894254804 3.0296579934656611 2065.7483863644302 6785.6421407312155 376.83472648635507 647.2466948684305 3427.8484729379416 2.037039339542388 624.46775770559907 42.816429771482944 63.421860732138157 2.1225842833518982 4510.6882718019187 974.27207998931408 559.98350257053971 202.85189059004188 850.25955836474895 +leaf_value=-0.030012694846983226 -0.020647468616885468 0.00088809405321251607 0.0084831457916036759 -0.011520766714081275 0.019632982405569335 0.0084346074514501899 -0.0015375762087754597 -0.0071987055320230954 0.0051437891197800229 -0.0052426460511757469 -0.028291415042700392 0.0060082835421180645 0.0010007893531032836 0.020582432649427107 0.15554214788766491 -0.0022317123333590581 0.0037580912511134268 -0.017741522528971761 -0.0093396477578005146 0.0022200521019125241 0.29028864643201702 -0.0073370617365382737 0.034922305137531036 0.025004797186712481 0.0066437816852098312 0.0011059016345922276 -0.015975038426082635 0.0096247109224234604 0.025378250881301342 -0.0026328786096896564 +leaf_weight=563.50570865161717 1642.8383229188621 107442.40050548315 5114.5768830031157 3950.7342254761606 623.50303050875664 1729.1420205831528 1173.3005192950368 10025.364660635591 992.23506255447865 7541.0821958594024 348.9204493239522 1380.0853167660534 324.29742404073477 87.917919788509607 6.0593159869313231 4131.4967727288604 13571.284281462431 753.66945297271013 1294.493389736861 6855.6969458758831 4.0740786790847761 1248.9355154111981 85.632859542965889 126.84372146427631 4.2451685667037964 9021.3765436038375 1948.5441599786282 1119.9670051410794 405.70378118008375 1700.5191167294979 leaf_count=18766 17382 237324 19491 76680 3512 8396 10066 52003 3555 37840 1812 6260 1199 706 26 15181 46612 4134 9435 22712 37 6376 444 543 14 45240 8166 4702 1758 9608 -internal_value=0 0.000553401 0.00257974 -0.0276582 -0.00339446 -0.00645312 -0.0233569 -0.00466286 -0.000399273 0.00101518 0.00477951 -0.0070043 -0.028362 -0.0371062 0.00599656 0.00589569 0.00891078 -0.0133913 -0.00611027 0.00979221 0.00799918 0.00549113 -0.00925096 0.0648486 0.291099 -0.00633511 -0.00234511 -0.0110163 0.00430097 -0.0195148 -internal_weight=0 90352.1 59706.3 2257.12 30645.8 15162.2 1452.03 13710.2 15483.6 13963.4 9502.78 4460.58 336.609 865.378 9166.17 9163.14 7097.39 1520.2 1143.36 5985.14 1599.44 1531.86 667.284 67.5815 4.15962 12110.7 6538.07 5572.67 4713.54 1824.53 +internal_value=0 0.0002767 0.00128987 -0.0138291 -0.00169723 -0.00322656 -0.0116785 -0.00233143 -0.000199637 0.00050759 0.00238975 -0.00350215 -0.014181 -0.0185531 0.00299828 0.00294784 0.00445539 -0.00669567 -0.00305514 0.0048961 0.00399959 0.00274556 -0.00462548 0.0324243 0.14555 -0.00316755 -0.00117256 -0.00550816 0.00215049 -0.00975739 +internal_weight=0 180704 119413 4514.24 61291.5 30324.4 2904.06 27420.3 30967.1 27926.7 19005.6 8921.17 673.218 1730.76 18332.3 18326.3 14194.8 3040.4 2286.73 11970.3 3198.87 3063.71 1334.57 135.163 8.31925 24221.5 13076.1 11145.3 9427.08 3649.06 internal_count=669980 574534 279527 95446 295007 165441 28154 137287 129566 112442 68342 44100 3011 18088 65331 65305 50124 17124 12990 42203 15810 15216 6820 594 51 121477 64772 56705 46998 17774 is_linear=0 shrinkage=0.1 @@ -1457,16 +1457,16 @@ Tree=76 num_leaves=31 num_cat=0 split_feature=2 6 3 2 2 1 8 8 5 7 1 9 0 9 10 11 12 3 0 4 8 2 11 12 8 0 8 12 8 2 -split_gain=147.444 57.2542 48.4673 42.3868 40.2718 24.6145 42.1519 29.5404 27.835 24.309 24.434 29.9051 23.8345 23.5838 65.4413 27.9911 34.8908 22.6828 30.1567 25.7621 24.9932 22.6799 22.5398 23.0515 21.7994 21.4455 21.3246 39.2893 40.0754 45.4514 +split_gain=73.7222 28.6271 24.2336 21.1934 20.1359 12.3072 21.0759 14.7702 13.9175 12.1545 12.217 14.9526 11.9173 11.7919 32.7206 13.9956 17.4454 11.3414 15.0784 12.8811 12.4966 11.34 11.2699 11.5257 10.8997 10.7228 10.6623 19.6446 20.0377 22.7257 threshold=0.021658051321966919 0.36602870813397131 0.058940503103090736 0.0036400641134801352 0.12271061120908651 0.0053890018577956505 47.500000000000007 48.500000000000007 0.019850628930817613 0.064382426084553759 0.0041501371751771548 1.0000000180025095e-35 0.00074303643721072051 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.25674287245421473 0.065238424739026871 0.41801075268817212 40.500000000000007 0.17280938527570208 1.0000000180025095e-35 1.0000000180025095e-35 23.500000000000004 0.041695003880845613 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.0088980015597548198 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 -3 -1 9 6 -6 21 13 10 -2 22 26 14 17 -15 -17 19 -19 -7 -20 -8 23 -12 -13 -9 -5 28 29 -28 right_child=1 2 -4 12 5 8 7 25 -10 -11 11 24 -14 15 -16 16 -18 18 20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 -leaf_value=0.054706143900299015 -0.0018440329519069532 -0.022684698043566209 -0.004408972133882718 0.039744786172169005 -0.0020473695949908546 -0.0052481784676197355 0.013478528640456997 0.06008309721923405 0.017858726435776972 0.013172026925989126 -0.0057149102531404115 -0.04298068281903597 0.011189330045309885 0.0016518825092605158 0.016005525744241994 -0.034938707476967645 0.00024157205047311894 -0.0023578377461685855 0.0059176527721050932 0.014196420630492576 0.033795805941546034 -0.033627292633115001 0.014902794571354969 0.011608737206612409 0.00048120556288476913 -0.015491088025950034 -0.41167048961250691 0.054492424860153536 0.036394675233145067 -0.045665553045023968 -leaf_weight=305.74825824983418 5594.8378917910159 1636.0184413827956 12838.767177630216 652.21890260651708 28859.180185586214 9081.0643065497279 115.90748400986195 69.829255148768425 981.12915675342083 2929.1548900082707 1550.4827119298279 192.51430125534534 2726.1767258793116 1242.2661101594567 2810.3638281077147 663.05885078012943 490.42382350564003 6243.8047975674272 6163.508881919086 736.6423527225852 339.28541026264429 864.87710212916136 3152.3748389407992 1522.1906014792621 288.13008022680879 81.223153039813042 3.4980805814266196 113.39741661958396 76.822053981944919 112.85836930014193 +leaf_value=0.027353071950149507 -0.00092201647595347661 -0.011342349021783105 -0.002204486066941359 0.019872393086084503 -0.0010236847974954273 -0.0026240892338098678 0.0067392643202284983 0.030041548609617025 0.008929363217888486 0.0065860134629945628 -0.0028574551265702058 -0.021490341409517985 0.0055946650226549426 0.00082594125463025792 0.008002762872120997 -0.017469353738483823 0.00012078602523655947 -0.0011789188730842927 0.0029588263860525466 0.007098210315246288 0.016897902970773017 -0.0168136463165575 0.0074513972856774845 0.0058043686033062043 0.00024060278144238457 -0.0077455440129750169 -0.20583524480625345 0.027246212430076768 0.018197337616572534 -0.022832776522511984 +leaf_weight=611.49651649966836 11189.675783582032 3272.0368827655911 25677.534355260432 1304.4378052130342 57718.360371172428 18162.128613099456 231.81496801972389 139.65851029753685 1962.2583135068417 5858.3097800165415 3100.9654238596559 385.02860251069069 5452.3534517586231 2484.5322203189135 5620.7276562154293 1326.1177015602589 980.84764701128006 12487.609595134854 12327.017763838172 1473.2847054451704 678.57082052528858 1729.7542042583227 6304.7496778815985 3044.3812029585242 576.26016045361757 162.44630607962608 6.9961611628532401 226.79483323916793 153.64410796388984 225.71673860028386 leaf_count=21378 59550 12319 68423 27865 142621 42096 769 368 4992 32798 15752 2042 77014 5713 14234 3080 2295 31720 31979 3602 1755 4406 33857 17118 2714 401 146 4396 3167 1410 -internal_value=0 -0.000722971 -0.00647459 0.0189274 0.000402499 -0.000785553 -0.00278981 -0.0217203 0.00130511 0.00498494 0.00303533 0.00710639 0.0159588 0.000720269 0.00161571 -0.0087638 -0.0199812 -0.000176532 0.00260603 -0.00378921 0.0073722 -0.0280604 0.00896202 0.00286716 -0.0169267 0.0194457 0.0295201 0.00776779 -0.01966 -0.0566689 -internal_weight=0 88447 14474.8 3990.72 73972.3 58742.6 29991 1131.84 28751.5 15229.7 12300.5 6705.69 3684.97 27770.4 25374.7 2395.75 1153.48 22564.3 12746.6 9817.71 6502.79 980.785 6225.05 3072.67 480.644 151.052 958.795 306.576 193.179 116.356 +internal_value=0 -0.000361485 -0.0032373 0.00946372 0.000201249 -0.000392777 -0.00139491 -0.0108602 0.000652554 0.00249247 0.00151767 0.0035532 0.00797941 0.000360134 0.000807854 -0.0043819 -0.00999059 -8.82658e-05 0.00130302 -0.00189461 0.0036861 -0.0140302 0.00448101 0.00143358 -0.00846337 0.00972286 0.01476 0.0038839 -0.00982998 -0.0283345 +internal_weight=0 176894 28949.6 7981.44 147945 117485 59982 2263.67 57503.1 30459.4 24601.1 13411.4 7369.94 55540.8 50749.3 4791.5 2306.97 45128.6 25493.2 19635.4 13005.6 1961.57 12450.1 6145.35 961.289 302.105 1917.59 613.152 386.357 232.713 internal_count=669980 534604 80742 135376 453862 290031 148565 5944 141466 163831 131033 71483 113998 136474 125386 11088 5375 111152 65454 45698 33734 5175 66727 32870 4756 769 36984 9119 4723 1556 is_linear=0 shrinkage=0.1 @@ -1476,16 +1476,16 @@ Tree=77 num_leaves=31 num_cat=0 split_feature=2 6 3 2 2 1 8 8 5 7 1 9 0 9 10 11 12 3 0 4 8 2 11 12 8 0 8 12 8 2 -split_gain=147.444 57.2542 48.4673 42.3868 40.2718 24.6145 42.1519 29.5404 27.835 24.309 24.434 29.9051 23.8345 23.5838 65.4413 27.9911 34.8908 22.6828 30.1567 25.7621 24.9932 22.6799 22.5398 23.0515 21.7994 21.4455 21.3246 39.2893 40.0754 45.4514 +split_gain=73.7222 28.6271 24.2336 21.1934 20.1359 12.3072 21.0759 14.7702 13.9175 12.1545 12.217 14.9526 11.9173 11.7919 32.7206 13.9956 17.4454 11.3414 15.0784 12.8811 12.4966 11.34 11.2699 11.5257 10.8997 10.7228 10.6623 19.6446 20.0377 22.7257 threshold=0.021658051321966919 0.36602870813397131 0.058940503103090736 0.0036400641134801352 0.12271061120908651 0.0053890018577956505 47.500000000000007 48.500000000000007 0.019850628930817613 0.064382426084553759 0.0041501371751771548 1.0000000180025095e-35 0.00074303643721072051 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.25674287245421473 0.065238424739026871 0.41801075268817212 40.500000000000007 0.17280938527570208 1.0000000180025095e-35 1.0000000180025095e-35 23.500000000000004 0.041695003880845613 39.500000000000007 1.0000000180025095e-35 40.500000000000007 0.0088980015597548198 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 -3 -1 9 6 -6 21 13 10 -2 22 26 14 17 -15 -17 19 -19 -7 -20 -8 23 -12 -13 -9 -5 28 29 -28 right_child=1 2 -4 12 5 8 7 25 -10 -11 11 24 -14 15 -16 16 -18 18 20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 -leaf_value=-0.054706143900299015 0.0018440329519069532 0.022684698043566209 0.004408972133882718 -0.039744786172169005 0.0020473695949908546 0.0052481784676197355 -0.013478528640456997 -0.06008309721923405 -0.017858726435776972 -0.013172026925989126 0.0057149102531404115 0.04298068281903597 -0.011189330045309885 -0.0016518825092605158 -0.016005525744241994 0.034938707476967645 -0.00024157205047311894 0.0023578377461685855 -0.0059176527721050932 -0.014196420630492576 -0.033795805941546034 0.033627292633115001 -0.014902794571354969 -0.011608737206612409 -0.00048120556288476913 0.015491088025950034 0.41167048961250691 -0.054492424860153536 -0.036394675233145067 0.045665553045023968 -leaf_weight=305.74825824983418 5594.8378917910159 1636.0184413827956 12838.767177630216 652.21890260651708 28859.180185586214 9081.0643065497279 115.90748400986195 69.829255148768425 981.12915675342083 2929.1548900082707 1550.4827119298279 192.51430125534534 2726.1767258793116 1242.2661101594567 2810.3638281077147 663.05885078012943 490.42382350564003 6243.8047975674272 6163.508881919086 736.6423527225852 339.28541026264429 864.87710212916136 3152.3748389407992 1522.1906014792621 288.13008022680879 81.223153039813042 3.4980805814266196 113.39741661958396 76.822053981944919 112.85836930014193 +leaf_value=-0.027353071950149507 0.00092201647595347661 0.011342349021783105 0.002204486066941359 -0.019872393086084503 0.0010236847974954273 0.0026240892338098678 -0.0067392643202284983 -0.030041548609617025 -0.008929363217888486 -0.0065860134629945628 0.0028574551265702058 0.021490341409517985 -0.0055946650226549426 -0.00082594125463025792 -0.008002762872120997 0.017469353738483823 -0.00012078602523655947 0.0011789188730842927 -0.0029588263860525466 -0.007098210315246288 -0.016897902970773017 0.0168136463165575 -0.0074513972856774845 -0.0058043686033062043 -0.00024060278144238457 0.0077455440129750169 0.20583524480625345 -0.027246212430076768 -0.018197337616572534 0.022832776522511984 +leaf_weight=611.49651649966836 11189.675783582032 3272.0368827655911 25677.534355260432 1304.4378052130342 57718.360371172428 18162.128613099456 231.81496801972389 139.65851029753685 1962.2583135068417 5858.3097800165415 3100.9654238596559 385.02860251069069 5452.3534517586231 2484.5322203189135 5620.7276562154293 1326.1177015602589 980.84764701128006 12487.609595134854 12327.017763838172 1473.2847054451704 678.57082052528858 1729.7542042583227 6304.7496778815985 3044.3812029585242 576.26016045361757 162.44630607962608 6.9961611628532401 226.79483323916793 153.64410796388984 225.71673860028386 leaf_count=21378 59550 12319 68423 27865 142621 42096 769 368 4992 32798 15752 2042 77014 5713 14234 3080 2295 31720 31979 3602 1755 4406 33857 17118 2714 401 146 4396 3167 1410 -internal_value=0 0.000722971 0.00647459 -0.0189274 -0.000402499 0.000785553 0.00278981 0.0217203 -0.00130511 -0.00498494 -0.00303533 -0.00710639 -0.0159588 -0.000720269 -0.00161571 0.0087638 0.0199812 0.000176532 -0.00260603 0.00378921 -0.0073722 0.0280604 -0.00896202 -0.00286716 0.0169267 -0.0194457 -0.0295201 -0.00776779 0.01966 0.0566689 -internal_weight=0 88447 14474.8 3990.72 73972.3 58742.6 29991 1131.84 28751.5 15229.7 12300.5 6705.69 3684.97 27770.4 25374.7 2395.75 1153.48 22564.3 12746.6 9817.71 6502.79 980.785 6225.05 3072.67 480.644 151.052 958.795 306.576 193.179 116.356 +internal_value=0 0.000361485 0.0032373 -0.00946372 -0.000201249 0.000392777 0.00139491 0.0108602 -0.000652554 -0.00249247 -0.00151767 -0.0035532 -0.00797941 -0.000360134 -0.000807854 0.0043819 0.00999059 8.82658e-05 -0.00130302 0.00189461 -0.0036861 0.0140302 -0.00448101 -0.00143358 0.00846337 -0.00972286 -0.01476 -0.0038839 0.00982998 0.0283345 +internal_weight=0 176894 28949.6 7981.44 147945 117485 59982 2263.67 57503.1 30459.4 24601.1 13411.4 7369.94 55540.8 50749.3 4791.5 2306.97 45128.6 25493.2 19635.4 13005.6 1961.57 12450.1 6145.35 961.289 302.105 1917.59 613.152 386.357 232.713 internal_count=669980 534604 80742 135376 453862 290031 148565 5944 141466 163831 131033 71483 113998 136474 125386 11088 5375 111152 65454 45698 33734 5175 66727 32870 4756 769 36984 9119 4723 1556 is_linear=0 shrinkage=0.1 @@ -1495,16 +1495,16 @@ Tree=78 num_leaves=31 num_cat=0 split_feature=2 3 2 8 2 4 4 3 8 7 0 3 8 10 12 8 8 2 8 8 1 1 1 0 2 1 1 11 10 4 -split_gain=124.055 48.8493 42.0732 24.5564 22.619 21.634 32.4051 24.3572 61.3733 49.2439 51.7059 46.0556 34.7471 34.2662 37.0334 39.8839 35.6076 29.2328 25.984 23.7506 33.3613 24.0559 22.56 53.0332 21.9032 22.5813 37.7454 29.263 21.6565 20.9444 +split_gain=62.0274 24.4247 21.0366 12.2782 11.3095 10.817 16.2025 12.1786 30.6867 24.6219 25.853 23.0278 17.3735 17.1331 18.5167 19.9419 17.8038 14.6164 12.992 11.8753 16.6807 12.028 11.28 26.5166 10.9516 11.2907 18.8727 14.6315 10.8282 10.4722 threshold=0.037748234010595648 0.99172460485529679 0.72197306969910191 58.500000000000007 0.95347132347897057 0.64495798319327746 0.93541666666666679 0.31027120404833869 25.500000000000004 0.57518796992481214 0.12172984417856836 0.066731988112521651 50.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 39.500000000000007 37.500000000000007 0.61676732637305076 47.500000000000007 27.500000000000004 0.0040755249409591271 0.0014848034642950018 0.71441489371405154 0.15314720515933775 0.18719111932428459 0.17985689349526468 0.012092287057335043 1.0000000180025095e-35 1.0000000180025095e-35 0.62678571428571439 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 5 -4 7 -7 8 11 10 19 22 13 -10 16 -16 -15 -14 29 21 -21 28 -2 -24 25 26 -20 -28 -9 -18 right_child=2 -3 4 -5 -6 6 -8 9 12 -11 -12 -13 17 14 15 -17 18 -19 24 20 -22 -23 23 -25 -26 -27 27 -29 -30 -31 -leaf_value=0.010340908294615297 -0.030789895429417392 0.040077050737344994 -0.0052496142409029466 0.043711692216275327 -0.036791936073387939 0.02473817911758568 0.0014585730356490483 0.0086107829060390068 -0.0024267905052304337 0.0083487649359338268 0.008562353079610778 -0.0080975403802158591 -0.10096813023852479 -0.023974975502227412 0.037404467682446978 0.001893217826471616 0.0092405862889132946 0.060115090112217856 0.037502174582230909 -0.007280363622545024 0.00068860575341255544 -0.00072464034547031905 -0.08048003604947393 -0.5901568169003778 -0.015397013650365089 0.022830327990847374 -0.14938786822521219 -0.45190753858580229 0.052277142984543445 -0.099009128731422619 -leaf_weight=6401.8659020168707 797.80223055183887 604.62052478734404 14817.603519894183 128.83237352222204 230.88737390190363 863.11212868988514 1946.304740563035 2227.7612088918686 11577.487951792777 7590.7182549238205 5386.0463661663234 5475.3409233801067 57.440417543053627 449.79595869034529 734.6702780649066 555.3565502166748 2823.5112880244851 14.014766022562979 6.0798138976097169 12429.966732580215 9098.9466170445085 7711.4669160358608 19.282524503767494 2.2832851037383071 158.61712835729122 8.7883121483027917 8.5948477908968908 5.0917804092168799 119.67960138618946 17.987585559487343 +leaf_value=0.0051704541473076484 -0.015394947714708696 0.020038525368672497 -0.0026248071204514733 0.021855846108137664 -0.018395968036693969 0.01236908955879284 0.00072928651782452414 0.0043053914530195034 -0.0012133952526152169 0.0041743824679669134 0.004281176539805389 -0.0040487701901079295 -0.050484065119262393 -0.011987487751113706 0.018702233841223489 0.00094660891323580798 0.0046202931444566473 0.030057545056108928 0.018751087291115479 -0.003640181811272512 0.00034430287670627772 -0.00036232017273515952 -0.040240018024736972 -0.2950784084501889 -0.0076985068251825446 0.011415163995423687 -0.074693934112606095 -0.22595376929290106 0.026138571492271723 -0.049504564365711309 +leaf_weight=12803.731804033741 1595.6044611036777 1209.2410495746881 29635.207039788365 257.66474704444408 461.77474780380726 1726.2242573797703 3892.60948112607 4455.5224177837372 23154.975903585553 15181.436509847641 10772.092732332647 10950.681846760213 114.88083508610725 899.59191738069057 1469.3405561298132 1110.7131004333496 5647.0225760489702 28.029532045125961 12.15962779521942 24859.933465160429 18197.893234089017 15422.933832071722 38.565049007534981 4.566570207476615 317.23425671458244 17.576624296605587 17.189695581793785 10.183560818433763 239.35920277237892 35.975171118974686 leaf_count=145630 4311 39652 81225 812 2707 5087 11255 16595 56928 46217 31595 26717 306 2126 3968 2883 14084 60 47 68500 53769 53288 176 28 695 91 70 42 1032 84 -internal_value=0 0.012907 -0.000935238 9.31405e-05 -0.00573356 1.29609e-05 0.00861056 -0.000346067 -0.00301137 0.00101229 -0.000493879 -0.0114065 0.000207439 0.000511611 0.00764579 0.0221169 0.00227904 -0.0693743 0.00617809 -0.00203806 -0.00391237 0.0019735 -0.033518 -0.134442 -0.0299114 -0.110536 -0.169832 -0.261933 0.010837 0.00855533 -internal_weight=0 7006.49 85263.5 70215 15048.5 70086.1 2809.42 67276.7 22712.1 44564.6 36973.9 6294.71 16417.4 16346 4768.49 1290.03 3478.47 71.4552 3028.67 31587.8 21528.9 10058.9 819.368 21.5658 187.172 28.5548 19.7664 13.6866 2347.44 2841.5 +internal_value=0 0.00645349 -0.000467619 4.65702e-05 -0.00286678 6.48043e-06 0.00430528 -0.000173034 -0.00150569 0.000506147 -0.00024694 -0.00570323 0.00010372 0.000255805 0.0038229 0.0110584 0.00113952 -0.0346871 0.00308905 -0.00101903 -0.00195619 0.000986749 -0.016759 -0.0672211 -0.0149557 -0.0552681 -0.084916 -0.130967 0.00541851 0.00427767 +internal_weight=0 14013 170527 140430 30097 140172 5618.83 134553 45424.3 89129.2 73947.7 12589.4 32834.9 32692 9536.99 2580.05 6956.93 142.91 6057.34 63175.6 43057.8 20117.8 1638.74 43.1316 374.344 57.1095 39.5329 27.3733 4694.88 5683 internal_count=669980 185282 484698 400766 83932 399954 16342 383612 112616 270996 224779 31232 81384 81018 24090 6851 17239 366 15113 193184 122269 70915 4515 204 945 250 159 112 17627 14168 is_linear=0 shrinkage=0.1 @@ -1514,16 +1514,16 @@ Tree=79 num_leaves=31 num_cat=0 split_feature=2 3 2 8 2 4 4 3 8 7 0 3 8 10 12 8 8 2 8 8 1 1 1 0 2 1 1 11 10 4 -split_gain=124.055 48.8493 42.0732 24.5564 22.619 21.634 32.4051 24.3572 61.3733 49.2439 51.7059 46.0556 34.7471 34.2662 37.0334 39.8839 35.6076 29.2328 25.984 23.7506 33.3613 24.0559 22.56 53.0332 21.9032 22.5813 37.7454 29.263 21.6565 20.9444 +split_gain=62.0274 24.4247 21.0366 12.2782 11.3095 10.817 16.2025 12.1786 30.6867 24.6219 25.853 23.0278 17.3735 17.1331 18.5167 19.9419 17.8038 14.6164 12.992 11.8753 16.6807 12.028 11.28 26.5166 10.9516 11.2907 18.8727 14.6315 10.8282 10.4722 threshold=0.037748234010595648 0.99172460485529679 0.72197306969910191 58.500000000000007 0.95347132347897057 0.64495798319327746 0.93541666666666679 0.31027120404833869 25.500000000000004 0.57518796992481214 0.12172984417856836 0.066731988112521651 50.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 39.500000000000007 37.500000000000007 0.61676732637305076 47.500000000000007 27.500000000000004 0.0040755249409591271 0.0014848034642950018 0.71441489371405154 0.15314720515933775 0.18719111932428459 0.17985689349526468 0.012092287057335043 1.0000000180025095e-35 1.0000000180025095e-35 0.62678571428571439 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 5 -4 7 -7 8 11 10 19 22 13 -10 16 -16 -15 -14 29 21 -21 28 -2 -24 25 26 -20 -28 -9 -18 right_child=2 -3 4 -5 -6 6 -8 9 12 -11 -12 -13 17 14 15 -17 18 -19 24 20 -22 -23 23 -25 -26 -27 27 -29 -30 -31 -leaf_value=-0.010340908294615297 0.030789895429417392 -0.040077050737344994 0.0052496142409029466 -0.043711692216275327 0.036791936073387939 -0.02473817911758568 -0.0014585730356490483 -0.0086107829060390068 0.0024267905052304337 -0.0083487649359338268 -0.008562353079610778 0.0080975403802158591 0.10096813023852479 0.023974975502227412 -0.037404467682446978 -0.001893217826471616 -0.0092405862889132946 -0.060115090112217856 -0.037502174582230909 0.007280363622545024 -0.00068860575341255544 0.00072464034547031905 0.08048003604947393 0.5901568169003778 0.015397013650365089 -0.022830327990847374 0.14938786822521219 0.45190753858580229 -0.052277142984543445 0.099009128731422619 -leaf_weight=6401.8659020168707 797.80223055183887 604.62052478734404 14817.603519894183 128.83237352222204 230.88737390190363 863.11212868988514 1946.304740563035 2227.7612088918686 11577.487951792777 7590.7182549238205 5386.0463661663234 5475.3409233801067 57.440417543053627 449.79595869034529 734.6702780649066 555.3565502166748 2823.5112880244851 14.014766022562979 6.0798138976097169 12429.966732580215 9098.9466170445085 7711.4669160358608 19.282524503767494 2.2832851037383071 158.61712835729122 8.7883121483027917 8.5948477908968908 5.0917804092168799 119.67960138618946 17.987585559487343 +leaf_value=-0.0051704541473076484 0.015394947714708696 -0.020038525368672497 0.0026248071204514733 -0.021855846108137664 0.018395968036693969 -0.01236908955879284 -0.00072928651782452414 -0.0043053914530195034 0.0012133952526152169 -0.0041743824679669134 -0.004281176539805389 0.0040487701901079295 0.050484065119262393 0.011987487751113706 -0.018702233841223489 -0.00094660891323580798 -0.0046202931444566473 -0.030057545056108928 -0.018751087291115479 0.003640181811272512 -0.00034430287670627772 0.00036232017273515952 0.040240018024736972 0.2950784084501889 0.0076985068251825446 -0.011415163995423687 0.074693934112606095 0.22595376929290106 -0.026138571492271723 0.049504564365711309 +leaf_weight=12803.731804033741 1595.6044611036777 1209.2410495746881 29635.207039788365 257.66474704444408 461.77474780380726 1726.2242573797703 3892.60948112607 4455.5224177837372 23154.975903585553 15181.436509847641 10772.092732332647 10950.681846760213 114.88083508610725 899.59191738069057 1469.3405561298132 1110.7131004333496 5647.0225760489702 28.029532045125961 12.15962779521942 24859.933465160429 18197.893234089017 15422.933832071722 38.565049007534981 4.566570207476615 317.23425671458244 17.576624296605587 17.189695581793785 10.183560818433763 239.35920277237892 35.975171118974686 leaf_count=145630 4311 39652 81225 812 2707 5087 11255 16595 56928 46217 31595 26717 306 2126 3968 2883 14084 60 47 68500 53769 53288 176 28 695 91 70 42 1032 84 -internal_value=0 -0.012907 0.000935238 -9.31405e-05 0.00573356 -1.29609e-05 -0.00861056 0.000346067 0.00301137 -0.00101229 0.000493879 0.0114065 -0.000207439 -0.000511611 -0.00764579 -0.0221169 -0.00227904 0.0693743 -0.00617809 0.00203806 0.00391237 -0.0019735 0.033518 0.134442 0.0299114 0.110536 0.169832 0.261933 -0.010837 -0.00855533 -internal_weight=0 7006.49 85263.5 70215 15048.5 70086.1 2809.42 67276.7 22712.1 44564.6 36973.9 6294.71 16417.4 16346 4768.49 1290.03 3478.47 71.4552 3028.67 31587.8 21528.9 10058.9 819.368 21.5658 187.172 28.5548 19.7664 13.6866 2347.44 2841.5 +internal_value=0 -0.00645349 0.000467619 -4.65702e-05 0.00286678 -6.48043e-06 -0.00430528 0.000173034 0.00150569 -0.000506147 0.00024694 0.00570323 -0.00010372 -0.000255805 -0.0038229 -0.0110584 -0.00113952 0.0346871 -0.00308905 0.00101903 0.00195619 -0.000986749 0.016759 0.0672211 0.0149557 0.0552681 0.084916 0.130967 -0.00541851 -0.00427767 +internal_weight=0 14013 170527 140430 30097 140172 5618.83 134553 45424.3 89129.2 73947.7 12589.4 32834.9 32692 9536.99 2580.05 6956.93 142.91 6057.34 63175.6 43057.8 20117.8 1638.74 43.1316 374.344 57.1095 39.5329 27.3733 4694.88 5683 internal_count=669980 185282 484698 400766 83932 399954 16342 383612 112616 270996 224779 31232 81384 81018 24090 6851 17239 366 15113 193184 122269 70915 4515 204 945 250 159 112 17627 14168 is_linear=0 shrinkage=0.1 @@ -1533,16 +1533,16 @@ Tree=80 num_leaves=31 num_cat=0 split_feature=2 2 6 6 9 6 1 8 9 10 8 2 12 3 8 8 12 12 8 8 11 0 10 10 1 0 10 3 1 0 -split_gain=106.362 44.6155 31.7485 35.6094 26.6522 25.5253 25.2317 33.5739 30.021 56.002 23.8562 23.4873 22.9801 21.7272 20.1206 29.7016 53.9762 48.851 53.3396 52.7579 47.4485 51.3341 42.0672 30.7011 24.8308 36.4747 24.7512 80.5245 58.1442 24.5837 +split_gain=53.1812 22.3078 15.8743 17.8047 13.3261 12.7626 12.6159 16.787 15.0105 28.001 11.9281 11.7436 11.4901 10.8636 10.0603 14.8508 26.9881 24.4255 26.6698 26.3789 23.7243 25.6671 21.0336 15.3505 12.4154 18.2373 12.3756 40.2622 29.0721 12.2918 threshold=0.012927214920130917 0.088105343035287553 0.67204301075268824 0.87867647058823539 1.0000000180025095e-35 0.82480818414322254 0.0052792653716536983 47.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 48.500000000000007 0.0033675896810706572 1.0000000180025095e-35 0.81805419183388917 40.500000000000007 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 30.500000000000004 25.500000000000004 1.0000000180025095e-35 0.0038274259268836854 1.0000000180025095e-35 1.0000000180025095e-35 0.0041501371751771548 0.73698572325193479 1.0000000180025095e-35 0.017517961766468391 0.028659027995005072 0.71168591046091711 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=4 14 6 5 11 -4 7 -3 9 -8 13 -1 -12 -9 15 17 23 18 20 22 21 -2 29 -17 -18 -26 27 28 -21 -19 right_child=1 2 3 -5 -6 -7 8 10 -10 -11 12 -13 -14 -15 -16 16 24 19 -20 26 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 -leaf_value=0.053896675477815618 0.031540271144537869 -0.0019470140711059507 -0.016454473146672935 -0.0046116485818351437 -0.046090871512292214 -0.053777292813042693 0.00068072482190867053 -0.029736401163779427 -0.0087511110286627447 0.014413460625658563 0.050495480500299117 0.020644814290418118 -0.019413065358913673 0.0088244253116831813 0.021628966546921796 -0.012794909179771122 0.00021542365358287655 0.00043546821575920461 -0.025340947605185467 -0.11784022139852823 0.034509218066212967 -0.0071610463270103302 -0.042663863820830594 0.0093048335156760646 0.031359071510776097 -0.021757560789112094 0.053043189051221518 0.015478212162339626 -0.91272231702516293 -0.042205840367190404 -leaf_weight=242.42943440377712 580.94188659638166 34622.767186202109 908.86015019565821 5715.9522075504065 54.572018692269921 229.51395406574011 27760.673172608018 948.10751347988844 2749.9214533567429 3325.2434308752418 91.788888163864613 1716.1907305112109 96.408375300467014 172.7433385103941 682.95094414800406 3022.1292435638607 875.74491058476269 2590.0402558036149 263.45034586638212 2.2273170799016948 1434.365357125178 835.84945128858089 277.36120986938477 793.69626912102103 848.88494344241917 152.50522637367249 195.22034515440464 777.37094627507031 1.5681274086236952 142.64919572323561 +leaf_value=0.026948337738907809 0.015770135572268935 -0.00097350703555297536 -0.0082272365733364675 -0.0023058242909175719 -0.023045435756146107 -0.026888646406521347 0.00034036241095433526 -0.014868200581889713 -0.0043755555143313724 0.0072067303128292813 0.025247740250149558 0.010322407145209059 -0.0097065326794568366 0.0044122126558415907 0.010814483273460898 -0.0063974545898855609 0.00010771182679143828 0.0002177341078796023 -0.012670473802592733 -0.05892011069926413 0.017254609033106483 -0.0035805231635051651 -0.021331931910415297 0.0046524167578380323 0.015679535755388049 -0.010878780394556047 0.026521594525610759 0.007739106081169813 -0.45636115851258152 -0.021102920183595202 +leaf_weight=484.85886880755424 1161.8837731927633 69245.534372404218 1817.7203003913164 11431.904415100813 109.14403738453984 459.02790813148022 55521.346345216036 1896.2150269597769 5499.8429067134857 6650.4868617504835 183.57777632772923 3432.3814610224217 192.81675060093403 345.48667702078819 1365.9018882960081 6044.2584871277213 1751.4898211695254 5180.0805116072297 526.90069173276424 4.4546341598033896 2868.730714250356 1671.6989025771618 554.72241973876953 1587.3925382420421 1697.7698868848383 305.01045274734497 390.44069030880928 1554.7418925501406 3.1362548172473907 285.29839144647121 leaf_count=18716 12055 178361 5087 28606 1584 1397 143376 4953 13223 17807 500 72598 483 1310 11553 25357 13080 37011 3457 41 25492 12300 3298 7678 12160 2074 3028 11633 28 1734 -internal_value=0 -0.000400734 -0.00133399 -0.00782826 0.02284 -0.0239793 -0.000695965 -0.00254139 0.00126377 0.00214971 -0.0182618 0.0247606 0.0146832 -0.0237935 0.00490523 0.0040125 -0.00136869 0.00832665 0.0177102 0.000995285 0.0216882 0.00870806 -0.00555673 -0.00819814 0.0125142 0.0232698 0.0211942 0.0132348 -0.446254 -0.00179045 -internal_weight=0 90098.9 76622 6854.33 2013.19 1138.37 69767.7 35931.8 33835.8 31085.9 1309.05 1958.62 188.197 1120.85 13477 12794 5692.96 7101.04 3114.61 3986.44 2851.16 1416.79 3010.05 3815.83 1877.14 1001.39 976.387 781.166 3.79544 2732.69 +internal_value=0 -0.000200367 -0.000666997 -0.00391413 0.01142 -0.0119897 -0.000347982 -0.00127069 0.000631886 0.00107485 -0.00913091 0.0123803 0.00734161 -0.0118967 0.00245261 0.00200625 -0.000684345 0.00416332 0.00885509 0.000497642 0.0108441 0.00435403 -0.00277837 -0.00409907 0.00625708 0.0116349 0.0105971 0.0066174 -0.223127 -0.000895226 +internal_weight=0 180198 153244 13708.7 4026.38 2276.75 139535 71863.6 67671.7 62171.8 2618.1 3917.24 376.395 2241.7 26953.9 25588 11385.9 14202.1 6229.21 7972.87 5702.31 2833.58 6020.1 7631.65 3754.27 2002.78 1952.77 1562.33 7.59089 5465.38 internal_count=669980 577082 395103 35090 92898 6484 360013 185607 174406 161183 7246 91314 983 6263 181979 170426 60349 110077 53304 56773 49847 24355 42043 33035 27314 14234 14730 11702 69 38745 is_linear=0 shrinkage=0.1 @@ -1552,16 +1552,16 @@ Tree=81 num_leaves=31 num_cat=0 split_feature=2 2 6 6 9 6 1 8 9 10 8 2 12 3 8 8 12 12 8 8 11 0 10 10 1 0 10 3 1 0 -split_gain=106.362 44.6155 31.7485 35.6094 26.6522 25.5253 25.2317 33.5739 30.021 56.002 23.8562 23.4873 22.9801 21.7272 20.1206 29.7016 53.9762 48.851 53.3396 52.7579 47.4485 51.3341 42.0672 30.7011 24.8308 36.4747 24.7512 80.5245 58.1442 24.5837 +split_gain=53.1812 22.3078 15.8743 17.8047 13.3261 12.7626 12.6159 16.787 15.0105 28.001 11.9281 11.7436 11.4901 10.8636 10.0603 14.8508 26.9881 24.4255 26.6698 26.3789 23.7243 25.6671 21.0336 15.3505 12.4154 18.2373 12.3756 40.2622 29.0721 12.2918 threshold=0.012927214920130917 0.088105343035287553 0.67204301075268824 0.87867647058823539 1.0000000180025095e-35 0.82480818414322254 0.0052792653716536983 47.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 48.500000000000007 0.0033675896810706572 1.0000000180025095e-35 0.81805419183388917 40.500000000000007 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 30.500000000000004 25.500000000000004 1.0000000180025095e-35 0.0038274259268836854 1.0000000180025095e-35 1.0000000180025095e-35 0.0041501371751771548 0.73698572325193479 1.0000000180025095e-35 0.017517961766468391 0.028659027995005072 0.71168591046091711 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=4 14 6 5 11 -4 7 -3 9 -8 13 -1 -12 -9 15 17 23 18 20 22 21 -2 29 -17 -18 -26 27 28 -21 -19 right_child=1 2 3 -5 -6 -7 8 10 -10 -11 12 -13 -14 -15 -16 16 24 19 -20 26 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 -leaf_value=-0.053896675477815618 -0.031540271144537869 0.0019470140711059507 0.016454473146672935 0.0046116485818351437 0.046090871512292214 0.053777292813042693 -0.00068072482190867053 0.029736401163779427 0.0087511110286627447 -0.014413460625658563 -0.050495480500299117 -0.020644814290418118 0.019413065358913673 -0.0088244253116831813 -0.021628966546921796 0.012794909179771122 -0.00021542365358287655 -0.00043546821575920461 0.025340947605185467 0.11784022139852823 -0.034509218066212967 0.0071610463270103302 0.042663863820830594 -0.0093048335156760646 -0.031359071510776097 0.021757560789112094 -0.053043189051221518 -0.015478212162339626 0.91272231702516293 0.042205840367190404 -leaf_weight=242.42943440377712 580.94188659638166 34622.767186202109 908.86015019565821 5715.9522075504065 54.572018692269921 229.51395406574011 27760.673172608018 948.10751347988844 2749.9214533567429 3325.2434308752418 91.788888163864613 1716.1907305112109 96.408375300467014 172.7433385103941 682.95094414800406 3022.1292435638607 875.74491058476269 2590.0402558036149 263.45034586638212 2.2273170799016948 1434.365357125178 835.84945128858089 277.36120986938477 793.69626912102103 848.88494344241917 152.50522637367249 195.22034515440464 777.37094627507031 1.5681274086236952 142.64919572323561 +leaf_value=-0.026948337738907809 -0.015770135572268935 0.00097350703555297536 0.0082272365733364675 0.0023058242909175719 0.023045435756146107 0.026888646406521347 -0.00034036241095433526 0.014868200581889713 0.0043755555143313724 -0.0072067303128292813 -0.025247740250149558 -0.010322407145209059 0.0097065326794568366 -0.0044122126558415907 -0.010814483273460898 0.0063974545898855609 -0.00010771182679143828 -0.0002177341078796023 0.012670473802592733 0.05892011069926413 -0.017254609033106483 0.0035805231635051651 0.021331931910415297 -0.0046524167578380323 -0.015679535755388049 0.010878780394556047 -0.026521594525610759 -0.007739106081169813 0.45636115851258152 0.021102920183595202 +leaf_weight=484.85886880755424 1161.8837731927633 69245.534372404218 1817.7203003913164 11431.904415100813 109.14403738453984 459.02790813148022 55521.346345216036 1896.2150269597769 5499.8429067134857 6650.4868617504835 183.57777632772923 3432.3814610224217 192.81675060093403 345.48667702078819 1365.9018882960081 6044.2584871277213 1751.4898211695254 5180.0805116072297 526.90069173276424 4.4546341598033896 2868.730714250356 1671.6989025771618 554.72241973876953 1587.3925382420421 1697.7698868848383 305.01045274734497 390.44069030880928 1554.7418925501406 3.1362548172473907 285.29839144647121 leaf_count=18716 12055 178361 5087 28606 1584 1397 143376 4953 13223 17807 500 72598 483 1310 11553 25357 13080 37011 3457 41 25492 12300 3298 7678 12160 2074 3028 11633 28 1734 -internal_value=0 0.000400734 0.00133399 0.00782826 -0.02284 0.0239793 0.000695965 0.00254139 -0.00126377 -0.00214971 0.0182618 -0.0247606 -0.0146832 0.0237935 -0.00490523 -0.0040125 0.00136869 -0.00832665 -0.0177102 -0.000995285 -0.0216882 -0.00870806 0.00555673 0.00819814 -0.0125142 -0.0232698 -0.0211942 -0.0132348 0.446254 0.00179045 -internal_weight=0 90098.9 76622 6854.33 2013.19 1138.37 69767.7 35931.8 33835.8 31085.9 1309.05 1958.62 188.197 1120.85 13477 12794 5692.96 7101.04 3114.61 3986.44 2851.16 1416.79 3010.05 3815.83 1877.14 1001.39 976.387 781.166 3.79544 2732.69 +internal_value=0 0.000200367 0.000666997 0.00391413 -0.01142 0.0119897 0.000347982 0.00127069 -0.000631886 -0.00107485 0.00913091 -0.0123803 -0.00734161 0.0118967 -0.00245261 -0.00200625 0.000684345 -0.00416332 -0.00885509 -0.000497642 -0.0108441 -0.00435403 0.00277837 0.00409907 -0.00625708 -0.0116349 -0.0105971 -0.0066174 0.223127 0.000895226 +internal_weight=0 180198 153244 13708.7 4026.38 2276.75 139535 71863.6 67671.7 62171.8 2618.1 3917.24 376.395 2241.7 26953.9 25588 11385.9 14202.1 6229.21 7972.87 5702.31 2833.58 6020.1 7631.65 3754.27 2002.78 1952.77 1562.33 7.59089 5465.38 internal_count=669980 577082 395103 35090 92898 6484 360013 185607 174406 161183 7246 91314 983 6263 181979 170426 60349 110077 53304 56773 49847 24355 42043 33035 27314 14234 14730 11702 69 38745 is_linear=0 shrinkage=0.1 @@ -1570,17 +1570,17 @@ shrinkage=0.1 Tree=82 num_leaves=31 num_cat=0 -split_feature=2 6 3 6 6 2 7 4 2 6 10 0 1 4 6 6 4 6 4 6 6 6 9 7 7 4 4 4 6 7 -split_gain=88.3851 38.2498 45.8617 43.8211 44.0267 30.8579 28.7734 24.8787 23.4636 20.1182 25.2527 19.9428 19.0603 18.8684 33.9388 27.022 22.8655 46.5939 22.8612 22.4279 19.0754 34.7469 32.5034 32.0397 40.2749 35.84 26.1591 20.7829 18.5941 18.0265 -threshold=0.0133617253234276 0.31698564593301443 0.087612160102604378 0.082903780068728533 0.10620300751879701 0.11014111308360493 0.43167701863354041 0.10912698412698414 0.0033675896810706572 0.28801843317972359 1.0000000180025095e-35 0.0012043197910266811 0.0052792653716536983 0.64142857142857157 0.21702898550724639 0.16333333333333336 0.6300751879699249 0.27888888888888896 0.78619047619047622 0.14476190476190479 0.17976190476190479 0.16904761904761909 1.0000000180025095e-35 0.087500000000000008 0.11503436426116841 0.72970779220779225 0.66091954022988519 0.72970779220779225 0.22653958944281527 0.82843137254901966 +split_feature=2 6 3 6 6 2 7 4 2 6 10 0 1 4 6 6 4 6 4 6 6 6 9 7 7 4 4 7 6 7 +split_gain=44.1926 19.1249 22.9309 21.9105 22.0133 15.429 14.3867 12.4393 11.7318 10.0591 12.6264 9.97142 9.53014 9.43419 16.9694 13.511 11.4327 23.297 11.4306 11.2139 9.5377 17.3735 16.2517 16.0199 20.1375 17.92 13.0796 10.3915 9.29707 9.01324 +threshold=0.0133617253234276 0.31698564593301443 0.087612160102604378 0.082903780068728533 0.10620300751879701 0.11014111308360493 0.43167701863354041 0.10912698412698414 0.0033675896810706572 0.28801843317972359 1.0000000180025095e-35 0.0012043197910266811 0.0052792653716536983 0.64142857142857157 0.21702898550724639 0.16333333333333336 0.6300751879699249 0.27888888888888896 0.78619047619047622 0.14476190476190479 0.17976190476190479 0.16904761904761909 1.0000000180025095e-35 0.087500000000000008 0.11503436426116841 0.72970779220779225 0.66091954022988519 0.15119047619047624 0.22653958944281527 0.82843137254901966 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=8 3 -3 5 6 7 -5 -2 -1 13 -11 12 -4 16 15 18 29 -18 -15 -20 21 -17 -22 25 -25 -24 -26 -23 -16 -6 right_child=1 2 11 4 9 -7 -8 -9 -10 10 -12 -13 -14 14 28 20 17 -19 19 -21 22 27 23 24 26 -27 -28 -29 -30 -31 -leaf_value=0.050591834567138241 0.0032867837802013269 -0.015340350739067924 0.028405330507138973 0.097359189284701664 0.0027896818827650455 -0.00099583820664667934 0.011666421696290884 0.02309945324370714 0.016768325509942748 0.013874865120772441 0.096254595495461018 -0.0026363401522284417 -0.30999808409498364 0.068856072446279712 0.13020701349945152 -0.033590373440070445 0.026369683113956811 -0.2467635117232202 0.0057165615510068879 -0.2213162612354177 0.056555864087760359 -0.40281108235552487 -0.37010871456656685 0.13444157633066811 0.064044566121129839 -0.059687068859901216 -0.2191288553894257 -0.10262217041575819 0.04615138718606443 0.034143372830335104 -leaf_weight=230.89046523533762 13705.374117836356 3258.6671205274761 244.36419840529561 96.339194370433688 2436.0535225328058 55561.874571271241 66.045953657478094 664.51351274177432 1835.8383757919073 103.2729065194726 58.170287124812603 13079.17230020836 1.6758220903575409 86.613397689536214 34.393214449286461 42.64721355214715 14.669980905950069 10.876172386109829 33.724457044154406 4.9957837723195544 52.319442551583052 4.4583731442689878 5.8422941416502026 12.765551947057249 5.2548026740550986 10.235392384231089 8.6033121496438962 4.7779204174876213 112.08006739243865 198.29903007298708 -leaf_count=18766 170194 22706 4496 632 15367 278316 488 8500 76680 641 311 68870 33 543 193 258 71 46 231 28 303 24 30 76 29 55 45 31 678 1339 -internal_value=0 -0.000369166 -0.00470629 0.000611635 0.0116939 7.24401e-05 0.0625059 0.00420299 0.020547 0.00914735 0.0435575 -0.00210574 0.0261004 0.00734288 0.0270746 0.00619148 0.00423678 -0.0899157 0.0403004 -0.0235758 -0.0229091 -0.0716748 0.00371808 -0.0610209 0.00629247 -0.172488 -0.111753 -0.247524 0.0658884 0.00514981 -internal_weight=0 89918.1 16583.9 73334.2 3402.44 69931.8 162.385 14369.9 2066.73 3240.05 161.443 13325.2 246.04 3078.61 418.711 272.238 2659.9 25.5462 125.334 38.7202 146.904 51.8835 95.0208 42.7014 26.6237 16.0777 13.8581 9.23629 146.473 2634.35 +leaf_value=0.025295917283569121 0.0016433918901006634 -0.007670175369533962 0.014202665253569486 0.048679594642350832 0.0013948409413825228 -0.00049791910332333967 0.005833210848145442 0.01154972662185357 0.0083841627549713742 0.0069374325603862204 0.048127297747730509 -0.0013181700761142208 -0.15499904204749182 0.034428036223139856 0.065103506749725759 -0.016795186720035223 0.013184841556978409 -0.12338175586161011 0.0028582807755034439 -0.11065813061770885 0.028277932043880179 -0.051311085207879081 -0.18505435728328354 0.067220788165334083 0.032022283060564913 -0.029843534429950608 -0.10956442769471285 -0.20140554117776241 0.023075693593032215 0.017071686415167552 +leaf_weight=461.78093047067523 27410.748235672712 6517.3342410549521 488.72839681059122 192.67838874086738 4872.1070450656116 111123.74914254248 132.09190731495619 1329.0270254835486 3671.6767515838146 206.5458130389452 116.34057424962521 26158.34460041672 3.3516441807150832 173.22679537907243 68.786428898572922 85.2944271042943 29.339961811900139 21.752344772219658 67.448914088308811 9.9915675446391088 104.6388851031661 9.5558408349752444 11.684588283300398 25.531103894114494 10.509605348110201 20.470784768462181 17.206624299287796 8.9167462885379773 224.1601347848773 396.59806014597416 +leaf_count=18766 170194 22706 4496 632 15367 278316 488 8500 76680 641 311 68870 33 543 193 258 71 46 231 28 303 31 30 76 29 55 45 24 678 1339 +internal_value=0 -0.000184583 -0.00235314 0.000305818 0.00584697 3.622e-05 0.0312529 0.0021015 0.0102735 0.00457368 0.0217787 -0.00105287 0.0130502 0.00367144 0.0135373 0.00309574 0.00211839 -0.0449578 0.0201502 -0.0117879 -0.0114545 -0.0358374 0.00185904 -0.0305105 0.00314623 -0.0862439 -0.0558767 -0.123762 0.0329442 0.0025749 +internal_weight=0 179836 33167.8 146668 6804.88 139864 324.77 28739.8 4133.46 6480.11 322.886 26650.4 492.08 6157.22 837.422 544.476 5319.8 51.0923 250.667 77.4405 293.809 103.767 190.042 85.4027 53.2473 32.1554 27.7162 18.4726 292.947 5268.71 internal_count=669980 574534 96105 478429 21419 457010 1120 178694 95446 20299 952 73399 4529 19347 2524 1653 16823 117 802 259 851 313 538 235 150 85 74 55 871 16706 is_linear=0 shrinkage=0.1 @@ -1589,17 +1589,17 @@ shrinkage=0.1 Tree=83 num_leaves=31 num_cat=0 -split_feature=2 6 3 6 6 2 7 4 2 6 10 0 1 4 6 6 4 6 4 6 6 6 9 7 7 4 4 4 6 7 -split_gain=88.3851 38.2498 45.8617 43.8211 44.0267 30.8579 28.7734 24.8787 23.4636 20.1182 25.2527 19.9428 19.0603 18.8684 33.9388 27.022 22.8655 46.5939 22.8612 22.4279 19.0754 34.7469 32.5034 32.0397 40.2749 35.84 26.1591 20.7829 18.5941 18.0265 -threshold=0.0133617253234276 0.31698564593301443 0.087612160102604378 0.082903780068728533 0.10620300751879701 0.11014111308360493 0.43167701863354041 0.10912698412698414 0.0033675896810706572 0.28801843317972359 1.0000000180025095e-35 0.0012043197910266811 0.0052792653716536983 0.64142857142857157 0.21702898550724639 0.16333333333333336 0.6300751879699249 0.27888888888888896 0.78619047619047622 0.14476190476190479 0.17976190476190479 0.16904761904761909 1.0000000180025095e-35 0.087500000000000008 0.11503436426116841 0.72970779220779225 0.66091954022988519 0.72970779220779225 0.22653958944281527 0.82843137254901966 +split_feature=2 6 3 6 6 2 7 4 2 6 10 0 1 4 6 6 4 6 4 6 6 6 9 7 7 4 4 7 6 7 +split_gain=44.1926 19.1249 22.9309 21.9105 22.0133 15.429 14.3867 12.4393 11.7318 10.0591 12.6264 9.97142 9.53014 9.43419 16.9694 13.511 11.4327 23.297 11.4306 11.2139 9.5377 17.3735 16.2517 16.0199 20.1375 17.92 13.0796 10.3915 9.29707 9.01324 +threshold=0.0133617253234276 0.31698564593301443 0.087612160102604378 0.082903780068728533 0.10620300751879701 0.11014111308360493 0.43167701863354041 0.10912698412698414 0.0033675896810706572 0.28801843317972359 1.0000000180025095e-35 0.0012043197910266811 0.0052792653716536983 0.64142857142857157 0.21702898550724639 0.16333333333333336 0.6300751879699249 0.27888888888888896 0.78619047619047622 0.14476190476190479 0.17976190476190479 0.16904761904761909 1.0000000180025095e-35 0.087500000000000008 0.11503436426116841 0.72970779220779225 0.66091954022988519 0.15119047619047624 0.22653958944281527 0.82843137254901966 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=8 3 -3 5 6 7 -5 -2 -1 13 -11 12 -4 16 15 18 29 -18 -15 -20 21 -17 -22 25 -25 -24 -26 -23 -16 -6 right_child=1 2 11 4 9 -7 -8 -9 -10 10 -12 -13 -14 14 28 20 17 -19 19 -21 22 27 23 24 26 -27 -28 -29 -30 -31 -leaf_value=-0.050591834567138241 -0.0032867837802013269 0.015340350739067924 -0.028405330507138973 -0.097359189284701664 -0.0027896818827650455 0.00099583820664667934 -0.011666421696290884 -0.02309945324370714 -0.016768325509942748 -0.013874865120772441 -0.096254595495461018 0.0026363401522284417 0.30999808409498364 -0.068856072446279712 -0.13020701349945152 0.033590373440070445 -0.026369683113956811 0.2467635117232202 -0.0057165615510068879 0.2213162612354177 -0.056555864087760359 0.40281108235552487 0.37010871456656685 -0.13444157633066811 -0.064044566121129839 0.059687068859901216 0.2191288553894257 0.10262217041575819 -0.04615138718606443 -0.034143372830335104 -leaf_weight=230.89046523533762 13705.374117836356 3258.6671205274761 244.36419840529561 96.339194370433688 2436.0535225328058 55561.874571271241 66.045953657478094 664.51351274177432 1835.8383757919073 103.2729065194726 58.170287124812603 13079.17230020836 1.6758220903575409 86.613397689536214 34.393214449286461 42.64721355214715 14.669980905950069 10.876172386109829 33.724457044154406 4.9957837723195544 52.319442551583052 4.4583731442689878 5.8422941416502026 12.765551947057249 5.2548026740550986 10.235392384231089 8.6033121496438962 4.7779204174876213 112.08006739243865 198.29903007298708 -leaf_count=18766 170194 22706 4496 632 15367 278316 488 8500 76680 641 311 68870 33 543 193 258 71 46 231 28 303 24 30 76 29 55 45 31 678 1339 -internal_value=0 0.000369166 0.00470629 -0.000611635 -0.0116939 -7.24401e-05 -0.0625059 -0.00420299 -0.020547 -0.00914735 -0.0435575 0.00210574 -0.0261004 -0.00734288 -0.0270746 -0.00619148 -0.00423678 0.0899157 -0.0403004 0.0235758 0.0229091 0.0716748 -0.00371808 0.0610209 -0.00629247 0.172488 0.111753 0.247524 -0.0658884 -0.00514981 -internal_weight=0 89918.1 16583.9 73334.2 3402.44 69931.8 162.385 14369.9 2066.73 3240.05 161.443 13325.2 246.04 3078.61 418.711 272.238 2659.9 25.5462 125.334 38.7202 146.904 51.8835 95.0208 42.7014 26.6237 16.0777 13.8581 9.23629 146.473 2634.35 +leaf_value=-0.025295917283569121 -0.0016433918901006634 0.007670175369533962 -0.014202665253569486 -0.048679594642350832 -0.0013948409413825228 0.00049791910332333967 -0.005833210848145442 -0.01154972662185357 -0.0083841627549713742 -0.0069374325603862204 -0.048127297747730509 0.0013181700761142208 0.15499904204749182 -0.034428036223139856 -0.065103506749725759 0.016795186720035223 -0.013184841556978409 0.12338175586161011 -0.0028582807755034439 0.11065813061770885 -0.028277932043880179 0.051311085207879081 0.18505435728328354 -0.067220788165334083 -0.032022283060564913 0.029843534429950608 0.10956442769471285 0.20140554117776241 -0.023075693593032215 -0.017071686415167552 +leaf_weight=461.78093047067523 27410.748235672712 6517.3342410549521 488.72839681059122 192.67838874086738 4872.1070450656116 111123.74914254248 132.09190731495619 1329.0270254835486 3671.6767515838146 206.5458130389452 116.34057424962521 26158.34460041672 3.3516441807150832 173.22679537907243 68.786428898572922 85.2944271042943 29.339961811900139 21.752344772219658 67.448914088308811 9.9915675446391088 104.6388851031661 9.5558408349752444 11.684588283300398 25.531103894114494 10.509605348110201 20.470784768462181 17.206624299287796 8.9167462885379773 224.1601347848773 396.59806014597416 +leaf_count=18766 170194 22706 4496 632 15367 278316 488 8500 76680 641 311 68870 33 543 193 258 71 46 231 28 303 31 30 76 29 55 45 24 678 1339 +internal_value=0 0.000184583 0.00235314 -0.000305818 -0.00584697 -3.622e-05 -0.0312529 -0.0021015 -0.0102735 -0.00457368 -0.0217787 0.00105287 -0.0130502 -0.00367144 -0.0135373 -0.00309574 -0.00211839 0.0449578 -0.0201502 0.0117879 0.0114545 0.0358374 -0.00185904 0.0305105 -0.00314623 0.0862439 0.0558767 0.123762 -0.0329442 -0.0025749 +internal_weight=0 179836 33167.8 146668 6804.88 139864 324.77 28739.8 4133.46 6480.11 322.886 26650.4 492.08 6157.22 837.422 544.476 5319.8 51.0923 250.667 77.4405 293.809 103.767 190.042 85.4027 53.2473 32.1554 27.7162 18.4726 292.947 5268.71 internal_count=669980 574534 96105 478429 21419 457010 1120 178694 95446 20299 952 73399 4529 19347 2524 1653 16823 117 802 259 851 313 538 235 150 85 74 55 871 16706 is_linear=0 shrinkage=0.1 @@ -1609,16 +1609,16 @@ Tree=84 num_leaves=31 num_cat=0 split_feature=2 1 2 10 9 3 8 12 8 1 7 8 8 8 1 0 1 1 6 3 0 2 3 7 3 5 9 3 2 0 -split_gain=73.7619 32.4314 29.5052 23.9547 47.7379 46.361 36.8708 57.9033 55.5758 33.9754 33.133 31.6226 31.6098 30.8358 27.5534 27.1021 58.8562 26.2971 24.6516 29.8276 24.156 23.6762 23.4315 23.4028 22.7876 40.9074 30.0741 22.7741 22.0195 24.1388 +split_gain=36.8809 16.2157 14.7526 11.9773 23.869 23.1805 18.4354 28.9517 27.7879 16.9877 16.5665 15.8113 15.8049 15.4179 13.7767 13.5511 29.4281 13.1485 12.3258 14.9138 12.078 11.8381 11.7157 11.7014 11.3938 20.4537 15.037 11.3871 11.0097 12.0694 threshold=0.02676832611572939 0.027442770971085804 0.0033675896810706572 1.0000000180025095e-35 1.0000000180025095e-35 0.11219453572171147 34.500000000000007 1.0000000180025095e-35 39.500000000000007 0.003074389427157642 0.36754385964912284 25.500000000000004 55.500000000000007 20.500000000000004 0.00086433534776166542 0.32541934737966138 0.0053890018577956505 0.001008387740506585 0.53708791208791218 0.10184970661066055 0.66181430293257903 0.44139309176609126 0.37165386310456511 0.28801843317972359 0.28881018432930922 1.0000000180025095e-35 1.0000000180025095e-35 0.030372011075534371 0.11769054939662692 0.069465387068642623 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 -1 5 17 6 21 18 -9 -6 11 15 14 27 -13 -7 20 -5 19 -8 -17 -2 -12 -4 25 -3 28 -11 -26 -30 right_child=1 24 23 4 9 10 7 8 -10 13 22 12 -14 -15 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 26 -27 -28 -29 29 -31 -leaf_value=0.047965490776438711 -0.04035495302122763 -0.0021622394981119417 0.0070805577827256945 -0.022633634395711213 0.0074261077713804295 0.0032842429187949725 0.014842705379469204 0.0093744293947722497 -0.017883797580399909 -0.079973001683076445 -0.0030880689807005306 -0.012234408148263876 0.061080394365598367 -0.0036679358294881234 -0.0031888626028771412 -0.047110523623283454 0.0044655990913197484 0.0094464542086498769 -0.015993016973596525 -0.014195402064077108 -0.18430664124498991 -0.014089093247472192 0.006640919203047423 0.025635219262526262 0.018027066175272121 0.026680909423252332 -0.01972539785106403 -0.020017959675159222 -0.0026884108754593791 0.01064393342898399 -leaf_weight=219.77069217618555 391.08254531025887 7524.7685490436852 3738.8950939755887 266.0738802626729 1625.3766753040254 10428.009630594403 2128.9617798104882 962.17493883147836 3359.9803177751601 67.312663860619068 3576.9984888508916 3985.5041195787489 73.502641670405865 2452.6501465141773 21716.437916688621 253.68386984616518 481.83609304577112 6446.3146495223045 425.01804453134537 424.22471099346876 13.51718934625387 2802.1410928368568 8039.028221456334 830.82109113782644 1882.373944170773 526.09654105082154 393.07447733357549 1077.9474029541016 2192.636841095984 3567.6170841157436 +leaf_value=0.023982745388219356 -0.020177476510613815 -0.0010811197490559709 0.0035402788913628472 -0.011316817197855607 0.0037130538856902148 0.0016421214593974863 0.0074213526897346019 0.0046872146973861249 -0.0089418987901999543 -0.039986500841538222 -0.0015440344903502653 -0.0061172040741319378 0.030540197182799184 -0.0018339679147440617 -0.0015944313014385706 -0.023555261811641727 0.0022327995456598742 0.0047232271043249384 -0.0079965084867982626 -0.0070977010320385538 -0.092153320622494955 -0.0070445466237360962 0.0033204596015237115 0.012817609631263131 0.0090135330876360605 0.013340454711626166 -0.0098626989255320152 -0.010008979837579611 -0.0013442054377296895 0.0053219667144919951 +leaf_weight=439.5413843523711 782.16509062051773 15049.53709808737 7477.7901879511774 532.1477605253458 3250.7533506080508 20856.019261188805 4257.9235596209764 1924.3498776629567 6719.9606355503201 134.62532772123814 7153.9969777017832 7971.0082391574979 147.00528334081173 4905.3002930283546 43432.875833377242 507.36773969233036 963.67218609154224 12892.629299044609 850.03608906269073 848.44942198693752 27.034378692507744 5604.2821856737137 16078.056442912668 1661.6421822756529 3764.7478883415461 1052.1930821016431 786.14895466715097 2155.8948059082031 4385.273682191968 7135.2341682314873 leaf_count=18766 2396 44109 107767 1794 9168 71550 13034 5598 21211 313 15851 22793 447 12576 114153 1250 2825 37932 2652 2109 87 17961 51581 27548 21084 3375 2661 5678 11875 19836 -internal_value=0 -0.000571447 0.0121752 -0.00149004 0.00259601 -0.00231577 -0.00834328 -0.00442296 -0.0118157 -0.00457326 -0.00101349 -0.00247789 -0.00440425 -0.00999404 -0.00459152 0.0019645 -0.0164088 0.00817482 0.00630588 0.0100179 -0.054051 -0.0173059 0.00364501 0.010454 0.00348274 -0.000277438 0.00725001 -0.0235418 0.0086374 0.00556899 -internal_weight=0 87084.3 4789.49 70997.8 11935.7 59062.1 10493.6 7300.36 4322.16 5223.29 48568.5 36952.5 25775.4 3597.91 25701.9 11177 749.037 6712.39 2978.2 2553.19 267.201 3193.22 11616 4569.72 16086.6 8050.87 8035.7 1145.26 7642.63 5760.25 +internal_value=0 -0.000285724 0.00608762 -0.000745019 0.00129801 -0.00115789 -0.00417164 -0.00221148 -0.00590786 -0.00228663 -0.000506744 -0.00123894 -0.00220212 -0.00499702 -0.00229576 0.00098225 -0.0082044 0.00408741 0.00315294 0.00500894 -0.0270255 -0.00865297 0.0018225 0.00522699 0.00174137 -0.000138719 0.003625 -0.0117709 0.0043187 0.00278449 +internal_weight=0 174169 9578.97 141996 23871.4 118124 20987.2 14600.7 8644.31 10446.6 97137 73905 51550.9 7195.82 51403.9 22354.1 1498.07 13424.8 5956.41 5106.37 534.402 6386.45 23232.1 9139.43 32173.1 16101.7 16071.4 2290.52 15285.3 11520.5 internal_count=669980 515899 154081 412959 67461 345498 64961 44604 26809 27735 280537 213105 137393 18567 136946 75712 4162 39726 17795 15143 1337 20357 67432 135315 102940 47484 55456 5991 52795 31711 is_linear=0 shrinkage=0.1 @@ -1628,16 +1628,16 @@ Tree=85 num_leaves=31 num_cat=0 split_feature=2 1 2 10 9 3 8 12 8 1 7 8 8 8 1 0 1 1 6 3 0 2 3 7 3 5 9 3 2 0 -split_gain=73.7619 32.4314 29.5052 23.9547 47.7379 46.361 36.8708 57.9033 55.5758 33.9754 33.133 31.6226 31.6098 30.8358 27.5534 27.1021 58.8562 26.2971 24.6516 29.8276 24.156 23.6762 23.4315 23.4028 22.7876 40.9074 30.0741 22.7741 22.0195 24.1388 +split_gain=36.8809 16.2157 14.7526 11.9773 23.869 23.1805 18.4354 28.9517 27.7879 16.9877 16.5665 15.8113 15.8049 15.4179 13.7767 13.5511 29.4281 13.1485 12.3258 14.9138 12.078 11.8381 11.7157 11.7014 11.3938 20.4537 15.037 11.3871 11.0097 12.0694 threshold=0.02676832611572939 0.027442770971085804 0.0033675896810706572 1.0000000180025095e-35 1.0000000180025095e-35 0.11219453572171147 34.500000000000007 1.0000000180025095e-35 39.500000000000007 0.003074389427157642 0.36754385964912284 25.500000000000004 55.500000000000007 20.500000000000004 0.00086433534776166542 0.32541934737966138 0.0053890018577956505 0.001008387740506585 0.53708791208791218 0.10184970661066055 0.66181430293257903 0.44139309176609126 0.37165386310456511 0.28801843317972359 0.28881018432930922 1.0000000180025095e-35 1.0000000180025095e-35 0.030372011075534371 0.11769054939662692 0.069465387068642623 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 -1 5 17 6 21 18 -9 -6 11 15 14 27 -13 -7 20 -5 19 -8 -17 -2 -12 -4 25 -3 28 -11 -26 -30 right_child=1 24 23 4 9 10 7 8 -10 13 22 12 -14 -15 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 26 -27 -28 -29 29 -31 -leaf_value=-0.047965490776438711 0.04035495302122763 0.0021622394981119417 -0.0070805577827256945 0.022633634395711213 -0.0074261077713804295 -0.0032842429187949725 -0.014842705379469204 -0.0093744293947722497 0.017883797580399909 0.079973001683076445 0.0030880689807005306 0.012234408148263876 -0.061080394365598367 0.0036679358294881234 0.0031888626028771412 0.047110523623283454 -0.0044655990913197484 -0.0094464542086498769 0.015993016973596525 0.014195402064077108 0.18430664124498991 0.014089093247472192 -0.006640919203047423 -0.025635219262526262 -0.018027066175272121 -0.026680909423252332 0.01972539785106403 0.020017959675159222 0.0026884108754593791 -0.01064393342898399 -leaf_weight=219.77069217618555 391.08254531025887 7524.7685490436852 3738.8950939755887 266.0738802626729 1625.3766753040254 10428.009630594403 2128.9617798104882 962.17493883147836 3359.9803177751601 67.312663860619068 3576.9984888508916 3985.5041195787489 73.502641670405865 2452.6501465141773 21716.437916688621 253.68386984616518 481.83609304577112 6446.3146495223045 425.01804453134537 424.22471099346876 13.51718934625387 2802.1410928368568 8039.028221456334 830.82109113782644 1882.373944170773 526.09654105082154 393.07447733357549 1077.9474029541016 2192.636841095984 3567.6170841157436 +leaf_value=-0.023982745388219356 0.020177476510613815 0.0010811197490559709 -0.0035402788913628472 0.011316817197855607 -0.0037130538856902148 -0.0016421214593974863 -0.0074213526897346019 -0.0046872146973861249 0.0089418987901999543 0.039986500841538222 0.0015440344903502653 0.0061172040741319378 -0.030540197182799184 0.0018339679147440617 0.0015944313014385706 0.023555261811641727 -0.0022327995456598742 -0.0047232271043249384 0.0079965084867982626 0.0070977010320385538 0.092153320622494955 0.0070445466237360962 -0.0033204596015237115 -0.012817609631263131 -0.0090135330876360605 -0.013340454711626166 0.0098626989255320152 0.010008979837579611 0.0013442054377296895 -0.0053219667144919951 +leaf_weight=439.5413843523711 782.16509062051773 15049.53709808737 7477.7901879511774 532.1477605253458 3250.7533506080508 20856.019261188805 4257.9235596209764 1924.3498776629567 6719.9606355503201 134.62532772123814 7153.9969777017832 7971.0082391574979 147.00528334081173 4905.3002930283546 43432.875833377242 507.36773969233036 963.67218609154224 12892.629299044609 850.03608906269073 848.44942198693752 27.034378692507744 5604.2821856737137 16078.056442912668 1661.6421822756529 3764.7478883415461 1052.1930821016431 786.14895466715097 2155.8948059082031 4385.273682191968 7135.2341682314873 leaf_count=18766 2396 44109 107767 1794 9168 71550 13034 5598 21211 313 15851 22793 447 12576 114153 1250 2825 37932 2652 2109 87 17961 51581 27548 21084 3375 2661 5678 11875 19836 -internal_value=0 0.000571447 -0.0121752 0.00149004 -0.00259601 0.00231577 0.00834328 0.00442296 0.0118157 0.00457326 0.00101349 0.00247789 0.00440425 0.00999404 0.00459152 -0.0019645 0.0164088 -0.00817482 -0.00630588 -0.0100179 0.054051 0.0173059 -0.00364501 -0.010454 -0.00348274 0.000277438 -0.00725001 0.0235418 -0.0086374 -0.00556899 -internal_weight=0 87084.3 4789.49 70997.8 11935.7 59062.1 10493.6 7300.36 4322.16 5223.29 48568.5 36952.5 25775.4 3597.91 25701.9 11177 749.037 6712.39 2978.2 2553.19 267.201 3193.22 11616 4569.72 16086.6 8050.87 8035.7 1145.26 7642.63 5760.25 +internal_value=0 0.000285724 -0.00608762 0.000745019 -0.00129801 0.00115789 0.00417164 0.00221148 0.00590786 0.00228663 0.000506744 0.00123894 0.00220212 0.00499702 0.00229576 -0.00098225 0.0082044 -0.00408741 -0.00315294 -0.00500894 0.0270255 0.00865297 -0.0018225 -0.00522699 -0.00174137 0.000138719 -0.003625 0.0117709 -0.0043187 -0.00278449 +internal_weight=0 174169 9578.97 141996 23871.4 118124 20987.2 14600.7 8644.31 10446.6 97137 73905 51550.9 7195.82 51403.9 22354.1 1498.07 13424.8 5956.41 5106.37 534.402 6386.45 23232.1 9139.43 32173.1 16101.7 16071.4 2290.52 15285.3 11520.5 internal_count=669980 515899 154081 412959 67461 345498 64961 44604 26809 27735 280537 213105 137393 18567 136946 75712 4162 39726 17795 15143 1337 20357 67432 135315 102940 47484 55456 5991 52795 31711 is_linear=0 shrinkage=0.1 @@ -1647,16 +1647,16 @@ Tree=86 num_leaves=31 num_cat=0 split_feature=2 6 6 6 6 3 9 7 1 6 5 3 10 8 9 2 0 2 8 12 1 8 9 8 8 12 8 8 11 4 -split_gain=63.824 28.3195 35.2974 37.4578 34.8016 31.8606 27.9266 25.3801 25.1247 20.5147 19.0999 21.9045 33.2418 43.882 28.7296 22.9592 18.9051 18.648 18.7402 29.2348 26.7274 20.0488 20.4215 18.6435 17.952 20.2215 22.4713 17.1906 17.6339 17.0284 +split_gain=31.912 14.1597 17.6487 18.7289 17.4008 15.9303 13.9633 12.6901 12.5624 10.2573 9.54993 10.9522 16.6209 21.941 14.3648 11.4796 9.45256 9.32399 9.37012 14.6174 13.3637 10.0244 10.2107 9.32173 8.97602 10.1107 11.2357 8.59531 8.81695 8.51422 threshold=0.011239401872280804 0.31698564593301443 0.082903780068728533 0.10620300751879701 0.31909090909090915 0.080939212771562727 1.0000000180025095e-35 0.43167701863354041 0.027442770971085804 0.078461538461538485 0.051956815114709856 0.16584454692134407 1.0000000180025095e-35 49.500000000000007 1.0000000180025095e-35 0.11255934054276982 0.069465387068642623 0.044487150863108789 39.500000000000007 1.0000000180025095e-35 0.00050647368819772289 23.500000000000004 1.0000000180025095e-35 41.500000000000007 16.500000000000004 1.0000000180025095e-35 41.500000000000007 35.500000000000007 1.0000000180025095e-35 0.12701612903225809 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=6 2 8 7 -3 29 -1 -4 9 17 11 12 23 -14 15 24 -17 18 19 27 -20 22 -21 -10 -13 26 -26 28 -2 -6 right_child=1 4 3 -5 5 -7 -8 -9 10 -11 -12 14 13 -15 -16 16 -18 -19 20 21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 -leaf_value=0.022418373482626652 0.013311318210924364 -0.3270735783903484 0.091888344647131068 0.0082210318721556049 -0.018059340194910064 -0.0019010607429523563 -0.058764316776562991 0.010630265235199903 -0.0081687360717204519 -0.21586919767316237 0.022452446532311654 0.0069855597556920754 0.021280444847924941 -0.25665710530685759 -0.01665160804736647 -0.0034588170597832785 0.0079034396769452498 -0.0013687591825069553 -0.027654550277961838 -0.00098919449752152191 0.0033678972489028453 0.0285621976197751 -0.067991868322105506 0.027681452906212264 -0.0048290719616870034 0.037118154788527792 0.048325204426688327 -0.030709256711496546 0.039856475026559854 -0.00089660327480116603 -leaf_weight=1515.1251729140058 492.6873150318861 3.3334764540195456 92.330751759931445 3231.0172749403864 2130.8793837781996 13648.468776762486 43.592344074510038 65.853141620755196 3385.1422769743949 4.4368828535079947 532.27089669555426 1019.3826012741774 603.22620078362525 5.7345791719853869 537.28044636547565 2124.6947203204036 4711.813387170434 51631.397872559726 332.26395816914737 1090.545001078397 1691.7127465344965 230.41909701190889 47.468673463910818 151.5529771130532 312.63829345628619 620.81782107613981 106.67030785232782 54.834699351340532 508.57272095605731 793.323361473158 +leaf_value=0.011209186741313326 0.0066556591054621819 -0.1635367891951742 0.045944172323565534 0.0041105159360778024 -0.0090296700974550319 -0.00095053037147617815 -0.029382158388281496 0.0053151326175999514 -0.0040843680358602259 -0.10793459883658119 0.011226223266155827 0.0034927798778460377 0.010640222423962471 -0.1283285526534288 -0.0083258040236832351 -0.0017294085298916392 0.0039517198384726249 -0.00068437959125347764 -0.013827275138980919 -0.00049459724876076095 0.0016839486244514226 0.01428109880988755 -0.033995934161052753 0.013840726453106132 -0.0024145359808435017 0.018559077394263896 0.024162602213344164 -0.015354628355748273 0.019928237513279927 -0.00044830163740058301 +leaf_weight=3030.2503458280116 985.3746300637722 6.6669529080390921 184.66150351986289 6462.0345498807728 4261.7587675563991 27296.937553524971 87.184688149020076 131.70628324151039 6770.2845539487898 8.8737657070159894 1064.5417933911085 2038.7652025483549 1206.4524015672505 11.469158343970774 1074.5608927309513 4249.3894406408072 9423.626774340868 103262.79574511945 664.52791633829474 2181.0900021567941 3383.4254930689931 460.83819402381778 94.937346927821636 303.10595422610641 625.27658691257238 1241.6356421522796 213.34061570465565 109.66939870268106 1017.1454419121146 1586.646722946316 leaf_count=81154 12343 16 646 20665 15965 76244 1293 499 24124 37 4241 13741 3918 31 3744 11438 25657 286123 4932 20139 24158 4724 556 1322 2824 8321 1656 849 13431 5189 -internal_value=0 -0.000261444 0.000579718 0.0105472 -0.00399556 -0.00393058 0.020148 0.05806 9.84672e-05 -0.000850514 0.00387014 0.00314175 -0.00291679 0.0186631 0.0058043 0.00716054 0.0043722 -0.000833502 0.00537894 0.0113091 -0.00172487 0.00166251 -0.003784 -0.0066325 0.0164164 0.0256591 0.00869315 0.0238088 0.0267945 -0.0134032 -internal_weight=0 90160.8 73584.8 3389.2 16576 16572.7 1558.72 158.184 70195.6 56084.3 14111.2 13579 4145.66 608.961 9433.3 8896.02 6836.51 56079.9 4448.5 2424.53 2023.98 1368.43 1138.01 3536.7 2059.51 1040.13 419.309 1056.09 1001.26 2924.2 +internal_value=0 -0.000130722 0.000289859 0.00527358 -0.00199778 -0.00196529 0.010074 0.02903 4.92336e-05 -0.000425257 0.00193507 0.00157087 -0.0014584 0.00933155 0.00290215 0.00358027 0.0021861 -0.000416751 0.00268947 0.00565457 -0.000862435 0.000831254 -0.001892 -0.00331625 0.00820819 0.0128296 0.00434657 0.0119044 0.0133972 -0.00670158 +internal_weight=0 180322 147170 6778.4 33152 33145.3 3117.44 316.368 140391 112169 28222.4 27157.9 8291.31 1217.92 18866.6 17792 13673 112160 8897.01 4849.06 4047.95 2736.87 2276.03 7073.39 4119.02 2080.25 838.617 2112.19 2002.52 5848.41 internal_count=669980 587533 490119 21810 97414 97398 82447 1145 468309 367292 101017 96776 29395 3949 67381 63637 37095 367255 81132 52042 29090 25419 20695 25446 26542 12801 4480 26623 25774 21154 is_linear=0 shrinkage=0.1 @@ -1666,16 +1666,16 @@ Tree=87 num_leaves=31 num_cat=0 split_feature=2 6 6 6 6 3 9 7 1 6 5 3 10 8 9 2 0 2 8 12 1 8 9 8 8 12 8 8 11 4 -split_gain=63.824 28.3195 35.2974 37.4578 34.8016 31.8606 27.9266 25.3801 25.1247 20.5147 19.0999 21.9045 33.2418 43.882 28.7296 22.9592 18.9051 18.648 18.7402 29.2348 26.7274 20.0488 20.4215 18.6435 17.952 20.2215 22.4713 17.1906 17.6339 17.0284 +split_gain=31.912 14.1597 17.6487 18.7289 17.4008 15.9303 13.9633 12.6901 12.5624 10.2573 9.54993 10.9522 16.6209 21.941 14.3648 11.4796 9.45256 9.32399 9.37012 14.6174 13.3637 10.0244 10.2107 9.32173 8.97602 10.1107 11.2357 8.59531 8.81695 8.51422 threshold=0.011239401872280804 0.31698564593301443 0.082903780068728533 0.10620300751879701 0.31909090909090915 0.080939212771562727 1.0000000180025095e-35 0.43167701863354041 0.027442770971085804 0.078461538461538485 0.051956815114709856 0.16584454692134407 1.0000000180025095e-35 49.500000000000007 1.0000000180025095e-35 0.11255934054276982 0.069465387068642623 0.044487150863108789 39.500000000000007 1.0000000180025095e-35 0.00050647368819772289 23.500000000000004 1.0000000180025095e-35 41.500000000000007 16.500000000000004 1.0000000180025095e-35 41.500000000000007 35.500000000000007 1.0000000180025095e-35 0.12701612903225809 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=6 2 8 7 -3 29 -1 -4 9 17 11 12 23 -14 15 24 -17 18 19 27 -20 22 -21 -10 -13 26 -26 28 -2 -6 right_child=1 4 3 -5 5 -7 -8 -9 10 -11 -12 14 13 -15 -16 16 -18 -19 20 21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 -leaf_value=-0.022418373482626652 -0.013311318210924364 0.3270735783903484 -0.091888344647131068 -0.0082210318721556049 0.018059340194910064 0.0019010607429523563 0.058764316776562991 -0.010630265235199903 0.0081687360717204519 0.21586919767316237 -0.022452446532311654 -0.0069855597556920754 -0.021280444847924941 0.25665710530685759 0.01665160804736647 0.0034588170597832785 -0.0079034396769452498 0.0013687591825069553 0.027654550277961838 0.00098919449752152191 -0.0033678972489028453 -0.0285621976197751 0.067991868322105506 -0.027681452906212264 0.0048290719616870034 -0.037118154788527792 -0.048325204426688327 0.030709256711496546 -0.039856475026559854 0.00089660327480116603 -leaf_weight=1515.1251729140058 492.6873150318861 3.3334764540195456 92.330751759931445 3231.0172749403864 2130.8793837781996 13648.468776762486 43.592344074510038 65.853141620755196 3385.1422769743949 4.4368828535079947 532.27089669555426 1019.3826012741774 603.22620078362525 5.7345791719853869 537.28044636547565 2124.6947203204036 4711.813387170434 51631.397872559726 332.26395816914737 1090.545001078397 1691.7127465344965 230.41909701190889 47.468673463910818 151.5529771130532 312.63829345628619 620.81782107613981 106.67030785232782 54.834699351340532 508.57272095605731 793.323361473158 +leaf_value=-0.011209186741313326 -0.0066556591054621819 0.1635367891951742 -0.045944172323565534 -0.0041105159360778024 0.0090296700974550319 0.00095053037147617815 0.029382158388281496 -0.0053151326175999514 0.0040843680358602259 0.10793459883658119 -0.011226223266155827 -0.0034927798778460377 -0.010640222423962471 0.1283285526534288 0.0083258040236832351 0.0017294085298916392 -0.0039517198384726249 0.00068437959125347764 0.013827275138980919 0.00049459724876076095 -0.0016839486244514226 -0.01428109880988755 0.033995934161052753 -0.013840726453106132 0.0024145359808435017 -0.018559077394263896 -0.024162602213344164 0.015354628355748273 -0.019928237513279927 0.00044830163740058301 +leaf_weight=3030.2503458280116 985.3746300637722 6.6669529080390921 184.66150351986289 6462.0345498807728 4261.7587675563991 27296.937553524971 87.184688149020076 131.70628324151039 6770.2845539487898 8.8737657070159894 1064.5417933911085 2038.7652025483549 1206.4524015672505 11.469158343970774 1074.5608927309513 4249.3894406408072 9423.626774340868 103262.79574511945 664.52791633829474 2181.0900021567941 3383.4254930689931 460.83819402381778 94.937346927821636 303.10595422610641 625.27658691257238 1241.6356421522796 213.34061570465565 109.66939870268106 1017.1454419121146 1586.646722946316 leaf_count=81154 12343 16 646 20665 15965 76244 1293 499 24124 37 4241 13741 3918 31 3744 11438 25657 286123 4932 20139 24158 4724 556 1322 2824 8321 1656 849 13431 5189 -internal_value=0 0.000261444 -0.000579718 -0.0105472 0.00399556 0.00393058 -0.020148 -0.05806 -9.84672e-05 0.000850514 -0.00387014 -0.00314175 0.00291679 -0.0186631 -0.0058043 -0.00716054 -0.0043722 0.000833502 -0.00537894 -0.0113091 0.00172487 -0.00166251 0.003784 0.0066325 -0.0164164 -0.0256591 -0.00869315 -0.0238088 -0.0267945 0.0134032 -internal_weight=0 90160.8 73584.8 3389.2 16576 16572.7 1558.72 158.184 70195.6 56084.3 14111.2 13579 4145.66 608.961 9433.3 8896.02 6836.51 56079.9 4448.5 2424.53 2023.98 1368.43 1138.01 3536.7 2059.51 1040.13 419.309 1056.09 1001.26 2924.2 +internal_value=0 0.000130722 -0.000289859 -0.00527358 0.00199778 0.00196529 -0.010074 -0.02903 -4.92336e-05 0.000425257 -0.00193507 -0.00157087 0.0014584 -0.00933155 -0.00290215 -0.00358027 -0.0021861 0.000416751 -0.00268947 -0.00565457 0.000862435 -0.000831254 0.001892 0.00331625 -0.00820819 -0.0128296 -0.00434657 -0.0119044 -0.0133972 0.00670158 +internal_weight=0 180322 147170 6778.4 33152 33145.3 3117.44 316.368 140391 112169 28222.4 27157.9 8291.31 1217.92 18866.6 17792 13673 112160 8897.01 4849.06 4047.95 2736.87 2276.03 7073.39 4119.02 2080.25 838.617 2112.19 2002.52 5848.41 internal_count=669980 587533 490119 21810 97414 97398 82447 1145 468309 367292 101017 96776 29395 3949 67381 63637 37095 367255 81132 52042 29090 25419 20695 25446 26542 12801 4480 26623 25774 21154 is_linear=0 shrinkage=0.1 @@ -1685,16 +1685,16 @@ Tree=88 num_leaves=31 num_cat=0 split_feature=0 8 12 12 6 3 5 3 2 8 9 8 3 3 8 11 10 1 1 10 9 3 1 8 1 6 6 6 8 2 -split_gain=57.5739 28.524 46.5122 37.0738 25.0235 26.3632 24.8029 21.7723 19.9945 15.3571 14.8645 14.0442 33.1827 21.6005 32.186 62.5592 53.2123 34.0824 30.0617 13.6687 40.7474 33.6937 32.3187 26.5121 25.5263 24.4938 66.2646 36.4708 22.94 36.6501 +split_gain=28.787 14.262 23.2561 18.5369 12.5117 13.1816 12.4014 10.8862 9.99725 7.67855 7.43225 7.02208 16.5914 10.8002 16.093 31.2796 26.6062 17.0412 15.0309 6.83436 20.3737 16.8468 16.1593 13.2561 12.7631 12.2469 33.1323 18.2354 11.47 18.325 threshold=0.00074303643721072051 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.36602870813397131 0.058940503103090736 0.025320512820512824 0.88532371616891192 0.045688057837906117 63.500000000000007 1.0000000180025095e-35 40.500000000000007 0.98639789308921333 0.99743289378208211 48.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.00014882966514734566 0.00023281843386249365 1.0000000180025095e-35 1.0000000180025095e-35 0.16167077779508179 0.001008387740506585 58.500000000000007 0.027442770971085804 0.20942982456140355 0.20740867190167295 0.23431372549019611 47.500000000000007 0.83927177908205797 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 11 6 -6 8 -4 10 -5 -2 12 -3 -13 15 -15 17 -17 -19 21 22 -10 -21 24 -23 26 -22 -27 -24 -30 right_child=4 3 7 9 5 -7 -8 -9 19 -11 -12 13 -14 14 -16 16 -18 18 -20 20 25 23 28 -25 -26 27 -28 -29 29 -31 -leaf_value=0.05624322265125066 0.006760388226109252 -0.017511832498339607 -0.63011648201158899 0.050322545671595303 -0.016056764564319113 -0.0025126339303853857 0.011809462235879921 0.0088832520141657583 -0.0052009632262172527 -0.51252084027760469 -0.016093453318473425 0.024546646121884882 -0.15152015816094905 0.1011357187419426 0.10113571874194259 -0.51997806015632841 0.10113571874194234 -2.4720499366937507 -1.0246330055111728 -0.030514022742967023 -0.0053776886928905828 -0.00080467546398636151 0.01053932425677497 0.066963731536794288 0.0054965061103584272 0.084187558500167625 -0.319558187396487 0.0053825979613009479 -0.024446235924815048 0.13594522661702876 -leaf_weight=409.75500258430839 5898.4369534486905 216.91623157635331 0.53394628316163917 124.70839202217758 1617.4992736326531 12887.725987362675 1894.2022161250934 389.86917107086629 13886.582935668528 0.48665983788669009 299.02606559917331 99.713807492516935 20.198291623964906 1.0881453417241564 1.8875990621745584 0.32200219295918941 0.3553127646446228 0.31089866906404495 0.2664845734834671 211.69379922747612 4765.0386286526918 34022.685099799186 6183.9660049527884 59.897140495479107 7926.8728190325201 72.957388564944267 6.7225699648261061 301.08918622136116 304.49724173545837 14.945920415222643 +leaf_value=0.02812161132562533 0.003380194113054626 -0.0087559162491698036 -0.31505824100579449 0.025161272835797652 -0.0080283822821595567 -0.0012563169651926929 0.0059047311179399606 0.0044416260070828792 -0.0026004816131086263 -0.25626042013880235 -0.0080467266592367127 0.012273323060942441 -0.075760079080474524 0.050567859370971337 0.050567859370971302 -0.25998903007816448 0.05056785937097126 -1.2360249683468778 -0.51231650275558738 -0.015257011371483511 -0.0026888443464452914 -0.00040233773199318076 0.0052696621283874851 0.033481865768397144 0.0027482530551792136 0.042093779250083813 -0.1597790936982435 0.002691298980650474 -0.012223117962407524 0.067972613308514382 +leaf_weight=819.51000516861677 11796.873906897381 433.83246315270662 1.0678925663232792 249.41678404435515 3234.9985472653061 25775.451974725351 3788.4044322501868 779.73834214173257 27773.165871337056 0.97331967577338119 598.05213119834661 199.42761498503387 40.396583247929811 2.1762906834483129 3.7751981243491173 0.64400438591837916 0.71062552928924549 0.62179733812808968 0.5329691469669342 423.38759845495224 9530.0772573053837 68045.370199598372 12367.932009905577 119.79428099095821 15853.74563806504 145.91477712988853 13.445139929652212 602.17837244272232 608.99448347091675 29.89184083044529 leaf_count=22046 129431 2121 4 5234 13228 71587 14643 20086 76916 23 5161 4818 452 98 170 29 32 28 24 1271 24963 188294 35815 386 49315 401 32 1516 1767 89 -internal_value=0 0.0212533 0.0327095 0.00159282 -0.000217457 -0.00402296 0.000510305 0.00800931 0.000220898 0.0481347 0.0056577 -0.0154916 -0.0289272 0.0151571 -0.206161 -0.453746 -0.93497 -1.3443 -1.80401 -0.000276385 0.00280694 -0.000930652 0.00793781 0.000480935 0.000386008 -0.00388868 -0.00582031 0.0207534 0.00918946 -0.0169419 -internal_weight=0 1266.41 800.158 466.254 90353.8 14505.2 75848.6 390.403 73954.4 125.195 6197.46 341.059 237.115 103.944 4.23044 2.34284 1.2547 0.899385 0.577383 67756.9 11860.9 55896 6715.1 42009.5 41949.6 5145.81 4771.76 374.047 6503.41 319.443 +internal_value=0 0.0106267 0.0163548 0.000796411 -0.000108728 -0.00201148 0.000255152 0.00400465 0.000110449 0.0240673 0.00282885 -0.00774582 -0.0144636 0.00757853 -0.10308 -0.226873 -0.467485 -0.672148 -0.902006 -0.000138192 0.00140347 -0.000465326 0.0039689 0.000240468 0.000193004 -0.00194434 -0.00291016 0.0103767 0.00459473 -0.00847097 +internal_weight=0 2532.82 1600.32 932.508 180708 29010.5 151697 780.806 147909 250.39 12394.9 682.118 474.229 207.889 8.46089 4.68569 2.5094 1.79877 1.15477 135514 23721.8 111792 13430.2 84018.9 83899.1 10291.6 9543.52 748.093 13006.8 638.886 internal_count=669980 55165 42136 13029 614815 84815 530000 20090 515357 5257 134592 7772 2573 5199 381 211 113 81 52 380765 65854 314911 38942 237995 237609 26912 24995 1917 37671 1856 is_linear=0 shrinkage=0.1 @@ -1704,16 +1704,16 @@ Tree=89 num_leaves=31 num_cat=0 split_feature=0 8 12 12 6 3 5 3 2 8 9 8 3 3 8 11 10 1 1 10 9 3 1 8 1 6 6 6 8 2 -split_gain=57.5739 28.524 46.5122 37.0738 25.0235 26.3632 24.8029 21.7723 19.9945 15.3571 14.8645 14.0442 33.1827 21.6005 32.186 62.5592 53.2123 34.0824 30.0617 13.6687 40.7474 33.6937 32.3187 26.5121 25.5263 24.4938 66.2646 36.4708 22.94 36.6501 +split_gain=28.787 14.262 23.2561 18.5369 12.5117 13.1816 12.4014 10.8862 9.99725 7.67855 7.43225 7.02208 16.5914 10.8002 16.093 31.2796 26.6062 17.0412 15.0309 6.83436 20.3737 16.8468 16.1593 13.2561 12.7631 12.2469 33.1323 18.2354 11.47 18.325 threshold=0.00074303643721072051 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.36602870813397131 0.058940503103090736 0.025320512820512824 0.88532371616891192 0.045688057837906117 63.500000000000007 1.0000000180025095e-35 40.500000000000007 0.98639789308921333 0.99743289378208211 48.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.00014882966514734566 0.00023281843386249365 1.0000000180025095e-35 1.0000000180025095e-35 0.16167077779508179 0.001008387740506585 58.500000000000007 0.027442770971085804 0.20942982456140355 0.20740867190167295 0.23431372549019611 47.500000000000007 0.83927177908205797 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 11 6 -6 8 -4 10 -5 -2 12 -3 -13 15 -15 17 -17 -19 21 22 -10 -21 24 -23 26 -22 -27 -24 -30 right_child=4 3 7 9 5 -7 -8 -9 19 -11 -12 13 -14 14 -16 16 -18 18 -20 20 25 23 28 -25 -26 27 -28 -29 29 -31 -leaf_value=-0.05624322265125066 -0.006760388226109252 0.017511832498339607 0.63011648201158899 -0.050322545671595303 0.016056764564319113 0.0025126339303853857 -0.011809462235879921 -0.0088832520141657583 0.0052009632262172527 0.51252084027760469 0.016093453318473425 -0.024546646121884882 0.15152015816094905 -0.1011357187419426 -0.10113571874194259 0.51997806015632841 -0.10113571874194234 2.4720499366937507 1.0246330055111728 0.030514022742967023 0.0053776886928905828 0.00080467546398636151 -0.01053932425677497 -0.066963731536794288 -0.0054965061103584272 -0.084187558500167625 0.319558187396487 -0.0053825979613009479 0.024446235924815048 -0.13594522661702876 -leaf_weight=409.75500258430839 5898.4369534486905 216.91623157635331 0.53394628316163917 124.70839202217758 1617.4992736326531 12887.725987362675 1894.2022161250934 389.86917107086629 13886.582935668528 0.48665983788669009 299.02606559917331 99.713807492516935 20.198291623964906 1.0881453417241564 1.8875990621745584 0.32200219295918941 0.3553127646446228 0.31089866906404495 0.2664845734834671 211.69379922747612 4765.0386286526918 34022.685099799186 6183.9660049527884 59.897140495479107 7926.8728190325201 72.957388564944267 6.7225699648261061 301.08918622136116 304.49724173545837 14.945920415222643 +leaf_value=-0.02812161132562533 -0.003380194113054626 0.0087559162491698036 0.31505824100579449 -0.025161272835797652 0.0080283822821595567 0.0012563169651926929 -0.0059047311179399606 -0.0044416260070828792 0.0026004816131086263 0.25626042013880235 0.0080467266592367127 -0.012273323060942441 0.075760079080474524 -0.050567859370971337 -0.050567859370971302 0.25998903007816448 -0.05056785937097126 1.2360249683468778 0.51231650275558738 0.015257011371483511 0.0026888443464452914 0.00040233773199318076 -0.0052696621283874851 -0.033481865768397144 -0.0027482530551792136 -0.042093779250083813 0.1597790936982435 -0.002691298980650474 0.012223117962407524 -0.067972613308514382 +leaf_weight=819.51000516861677 11796.873906897381 433.83246315270662 1.0678925663232792 249.41678404435515 3234.9985472653061 25775.451974725351 3788.4044322501868 779.73834214173257 27773.165871337056 0.97331967577338119 598.05213119834661 199.42761498503387 40.396583247929811 2.1762906834483129 3.7751981243491173 0.64400438591837916 0.71062552928924549 0.62179733812808968 0.5329691469669342 423.38759845495224 9530.0772573053837 68045.370199598372 12367.932009905577 119.79428099095821 15853.74563806504 145.91477712988853 13.445139929652212 602.17837244272232 608.99448347091675 29.89184083044529 leaf_count=22046 129431 2121 4 5234 13228 71587 14643 20086 76916 23 5161 4818 452 98 170 29 32 28 24 1271 24963 188294 35815 386 49315 401 32 1516 1767 89 -internal_value=0 -0.0212533 -0.0327095 -0.00159282 0.000217457 0.00402296 -0.000510305 -0.00800931 -0.000220898 -0.0481347 -0.0056577 0.0154916 0.0289272 -0.0151571 0.206161 0.453746 0.93497 1.3443 1.80401 0.000276385 -0.00280694 0.000930652 -0.00793781 -0.000480935 -0.000386008 0.00388868 0.00582031 -0.0207534 -0.00918946 0.0169419 -internal_weight=0 1266.41 800.158 466.254 90353.8 14505.2 75848.6 390.403 73954.4 125.195 6197.46 341.059 237.115 103.944 4.23044 2.34284 1.2547 0.899385 0.577383 67756.9 11860.9 55896 6715.1 42009.5 41949.6 5145.81 4771.76 374.047 6503.41 319.443 +internal_value=0 -0.0106267 -0.0163548 -0.000796411 0.000108728 0.00201148 -0.000255152 -0.00400465 -0.000110449 -0.0240673 -0.00282885 0.00774582 0.0144636 -0.00757853 0.10308 0.226873 0.467485 0.672148 0.902006 0.000138192 -0.00140347 0.000465326 -0.0039689 -0.000240468 -0.000193004 0.00194434 0.00291016 -0.0103767 -0.00459473 0.00847097 +internal_weight=0 2532.82 1600.32 932.508 180708 29010.5 151697 780.806 147909 250.39 12394.9 682.118 474.229 207.889 8.46089 4.68569 2.5094 1.79877 1.15477 135514 23721.8 111792 13430.2 84018.9 83899.1 10291.6 9543.52 748.093 13006.8 638.886 internal_count=669980 55165 42136 13029 614815 84815 530000 20090 515357 5257 134592 7772 2573 5199 381 211 113 81 52 380765 65854 314911 38942 237995 237609 26912 24995 1917 37671 1856 is_linear=0 shrinkage=0.1 @@ -1723,16 +1723,16 @@ Tree=90 num_leaves=31 num_cat=0 split_feature=0 8 12 12 6 6 6 7 2 0 5 2 3 4 10 1 8 9 10 8 11 2 8 0 8 8 8 12 0 6 -split_gain=48.9465 23.4994 41.5381 30.3362 20.6663 27.6027 21.15 20.0119 19.802 17.7324 17.0654 16.9538 16.3404 14.5907 13.3012 12.966 24.6451 18.7425 32.6046 17.7048 16.6338 16.2854 21.5385 19.0358 18.0215 16.1546 25.8299 26.5665 16.0914 21.0414 +split_gain=24.4732 11.7497 20.769 15.1681 10.3331 13.8013 10.575 10.006 9.90102 8.86619 8.53268 8.47689 8.1702 7.29537 6.65061 6.48302 12.3225 9.37125 16.3023 8.85239 8.31692 8.14269 10.7692 9.51789 9.01077 8.0773 12.915 13.2833 8.0457 10.5207 threshold=0.00074303643721072051 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.67204301075268824 0.87867647058823539 0.82480818414322254 0.052982456140350888 0.059180245429979302 0.73698572325193479 0.69047619047619058 0.95347132347897057 0.9636149690700776 0.26491228070175443 1.0000000180025095e-35 0.0053890018577956505 47.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 23.500000000000004 1.0000000180025095e-35 0.17632637931153258 48.500000000000007 0.042943554871220965 52.500000000000007 25.500000000000004 38.500000000000007 1.0000000180025095e-35 0.018943607912878153 0.39642857142857152 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 -3 8 6 -6 9 10 -7 13 15 -4 -2 -11 16 -10 18 -17 -19 -21 -18 -23 -24 -25 28 27 -27 29 -20 right_child=4 3 12 -5 5 7 -8 -9 11 14 -12 -13 -14 -15 -16 17 21 19 25 20 -22 22 23 24 -26 26 -28 -29 -30 -31 -leaf_value=0.053569289306063132 0.0032621916928771838 -0.012888238279014329 -0.11904734588696229 0.04547956352013343 -0.012715194564215077 -0.0022281895632750327 -0.046566905063114096 0.081243554845168722 -0.00098893405646448252 -0.067310199275196353 0.045621441124680057 -0.033269571811484093 0.010626698405841026 0.021087681108627701 -0.00032528014538773771 0.00075100122831571838 0.0044954845491334845 -0.016752304376842615 -0.029011470066681477 0.0090909569542354293 -0.010231850391407685 -0.026681897165250351 0.046489365557862532 0.12160689726873751 -0.03444892998728781 0.0041739660674298892 0.0096087206489350475 0.04889080008411284 0.0041625677464309204 -0.25019984063971551 -leaf_weight=388.32201976794749 8282.1106900079176 347.50001923926175 9.9743733182549459 119.72520929668099 941.60897304490209 6041.280797874555 229.56079419795424 28.330784317106009 36904.178722441196 74.080889953300357 100.8536670235917 155.44603999704123 377.40002261195332 486.14599883649498 49.419763416051865 29204.571598134935 344.34871120750904 1073.0999330207705 86.241943083703518 898.11847258359194 884.01172137260437 901.32102773338556 82.736725009977818 8.1462176293134672 80.783543094992638 202.38111805915833 1930.7542295232415 386.76048054546118 887.84086178988218 4.5265469029545775 +leaf_value=0.026784644653031566 0.0016310958464385919 -0.0064441191395071644 -0.059523672943481147 0.022739781760066715 -0.0063575972821075383 -0.0011140947816375164 -0.023283452531557048 0.040621777422584361 -0.00049446702823224126 -0.033655099637598176 0.022810720562340028 -0.016634785905742046 0.0053133492029205131 0.010543840554313851 -0.00016264007269386886 0.00037550061415785919 0.0022477422745667422 -0.0083761521884213076 -0.014505735033340739 0.0045454784771177146 -0.0051159251957038424 -0.013340948582625176 0.023244682778931266 0.060803448634368755 -0.017224464993643905 0.0020869830337149446 0.0048043603244675237 0.02444540004205642 0.0020812838732154602 -0.12509992031985775 +leaf_weight=776.64403953589499 16564.221380015835 695.00003847852349 19.948746636509895 239.45041859336197 1883.2179460898042 12082.56159574911 459.12158839590847 56.661568634212017 73808.357444882393 148.16177990660071 201.70733404718339 310.89207999408245 754.80004522390664 972.29199767298996 98.839526832103729 58409.14319626987 688.69742241501808 2146.1998660415411 172.48388616740704 1796.2369451671839 1768.0234427452087 1802.6420554667711 165.47345001995564 16.292435258626938 161.56708618998528 404.76223611831665 3861.508459046483 773.52096109092236 1775.6817235797644 9.053093805909155 leaf_count=22046 158678 7772 126 5257 5739 34287 1506 189 198092 684 2290 1915 19964 8617 395 159743 2931 5284 613 4455 4457 4584 422 38 390 1138 10997 2417 4923 31 -internal_value=0 0.0197853 0.0304568 0.00206835 -0.000195259 -0.00527201 -0.0193505 -0.00260966 0.000255702 -0.00299501 0.00472095 -0.000279216 0.00728776 0.00425051 -0.0405057 -0.000209803 -0.00148592 0.00116548 0.00184385 -0.00660445 -0.00049397 -0.0144262 -0.0204987 0.0119657 -0.0201538 0.0109667 0.0152014 0.0335297 6.24875e-05 -0.0400419 -internal_weight=0 1242.92 775.696 467.225 90268.7 7364.28 1171.17 6193.11 82904.4 6164.78 8869.11 74035.3 387.374 8768.26 123.501 73879.8 38321.5 35558.3 32703.1 2855.23 1782.13 1417.34 1072.99 171.666 88.9298 3498.51 2519.9 589.142 978.609 90.7685 +internal_value=0 0.00989267 0.0152284 0.00103418 -9.76295e-05 -0.00263601 -0.00967523 -0.00130483 0.000127851 -0.00149751 0.00236047 -0.000139608 0.00364388 0.00212525 -0.0202528 -0.000104901 -0.000742959 0.000582739 0.000921926 -0.00330222 -0.000246985 -0.00721312 -0.0102493 0.00598284 -0.0100769 0.00548334 0.00760068 0.0167649 3.12438e-05 -0.020021 +internal_weight=0 2485.84 1551.39 934.45 180537 14728.6 2342.34 12386.2 165809 12329.6 17738.2 148071 774.749 17536.5 247.001 147760 76643 71116.6 65406.2 5710.46 3564.26 2834.67 2145.98 343.333 177.86 6997.01 5039.79 1178.28 1957.22 181.537 internal_count=669980 55165 42136 13029 614815 42800 7245 35555 572015 35366 169585 402430 20090 167295 1079 400515 206457 194058 179862 14196 8912 8365 5434 850 428 20119 14552 3555 5567 644 is_linear=0 shrinkage=0.1 @@ -1742,16 +1742,16 @@ Tree=91 num_leaves=31 num_cat=0 split_feature=0 8 12 12 6 6 6 7 2 0 5 2 3 4 10 1 8 9 10 8 11 2 8 0 8 8 8 12 0 6 -split_gain=48.9465 23.4994 41.5381 30.3362 20.6663 27.6027 21.15 20.0119 19.802 17.7324 17.0654 16.9538 16.3404 14.5907 13.3012 12.966 24.6451 18.7425 32.6046 17.7048 16.6338 16.2854 21.5385 19.0358 18.0215 16.1546 25.8299 26.5665 16.0914 21.0414 +split_gain=24.4732 11.7497 20.769 15.1681 10.3331 13.8013 10.575 10.006 9.90102 8.86619 8.53268 8.47689 8.1702 7.29537 6.65061 6.48302 12.3225 9.37125 16.3023 8.85239 8.31692 8.14269 10.7692 9.51789 9.01077 8.0773 12.915 13.2833 8.0457 10.5207 threshold=0.00074303643721072051 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.67204301075268824 0.87867647058823539 0.82480818414322254 0.052982456140350888 0.059180245429979302 0.73698572325193479 0.69047619047619058 0.95347132347897057 0.9636149690700776 0.26491228070175443 1.0000000180025095e-35 0.0053890018577956505 47.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 23.500000000000004 1.0000000180025095e-35 0.17632637931153258 48.500000000000007 0.042943554871220965 52.500000000000007 25.500000000000004 38.500000000000007 1.0000000180025095e-35 0.018943607912878153 0.39642857142857152 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 -3 8 6 -6 9 10 -7 13 15 -4 -2 -11 16 -10 18 -17 -19 -21 -18 -23 -24 -25 28 27 -27 29 -20 right_child=4 3 12 -5 5 7 -8 -9 11 14 -12 -13 -14 -15 -16 17 21 19 25 20 -22 22 23 24 -26 26 -28 -29 -30 -31 -leaf_value=-0.053569289306063132 -0.0032621916928771838 0.012888238279014329 0.11904734588696229 -0.04547956352013343 0.012715194564215077 0.0022281895632750327 0.046566905063114096 -0.081243554845168722 0.00098893405646448252 0.067310199275196353 -0.045621441124680057 0.033269571811484093 -0.010626698405841026 -0.021087681108627701 0.00032528014538773771 -0.00075100122831571838 -0.0044954845491334845 0.016752304376842615 0.029011470066681477 -0.0090909569542354293 0.010231850391407685 0.026681897165250351 -0.046489365557862532 -0.12160689726873751 0.03444892998728781 -0.0041739660674298892 -0.0096087206489350475 -0.04889080008411284 -0.0041625677464309204 0.25019984063971551 -leaf_weight=388.32201976794749 8282.1106900079176 347.50001923926175 9.9743733182549459 119.72520929668099 941.60897304490209 6041.280797874555 229.56079419795424 28.330784317106009 36904.178722441196 74.080889953300357 100.8536670235917 155.44603999704123 377.40002261195332 486.14599883649498 49.419763416051865 29204.571598134935 344.34871120750904 1073.0999330207705 86.241943083703518 898.11847258359194 884.01172137260437 901.32102773338556 82.736725009977818 8.1462176293134672 80.783543094992638 202.38111805915833 1930.7542295232415 386.76048054546118 887.84086178988218 4.5265469029545775 +leaf_value=-0.026784644653031566 -0.0016310958464385919 0.0064441191395071644 0.059523672943481147 -0.022739781760066715 0.0063575972821075383 0.0011140947816375164 0.023283452531557048 -0.040621777422584361 0.00049446702823224126 0.033655099637598176 -0.022810720562340028 0.016634785905742046 -0.0053133492029205131 -0.010543840554313851 0.00016264007269386886 -0.00037550061415785919 -0.0022477422745667422 0.0083761521884213076 0.014505735033340739 -0.0045454784771177146 0.0051159251957038424 0.013340948582625176 -0.023244682778931266 -0.060803448634368755 0.017224464993643905 -0.0020869830337149446 -0.0048043603244675237 -0.02444540004205642 -0.0020812838732154602 0.12509992031985775 +leaf_weight=776.64403953589499 16564.221380015835 695.00003847852349 19.948746636509895 239.45041859336197 1883.2179460898042 12082.56159574911 459.12158839590847 56.661568634212017 73808.357444882393 148.16177990660071 201.70733404718339 310.89207999408245 754.80004522390664 972.29199767298996 98.839526832103729 58409.14319626987 688.69742241501808 2146.1998660415411 172.48388616740704 1796.2369451671839 1768.0234427452087 1802.6420554667711 165.47345001995564 16.292435258626938 161.56708618998528 404.76223611831665 3861.508459046483 773.52096109092236 1775.6817235797644 9.053093805909155 leaf_count=22046 158678 7772 126 5257 5739 34287 1506 189 198092 684 2290 1915 19964 8617 395 159743 2931 5284 613 4455 4457 4584 422 38 390 1138 10997 2417 4923 31 -internal_value=0 -0.0197853 -0.0304568 -0.00206835 0.000195259 0.00527201 0.0193505 0.00260966 -0.000255702 0.00299501 -0.00472095 0.000279216 -0.00728776 -0.00425051 0.0405057 0.000209803 0.00148592 -0.00116548 -0.00184385 0.00660445 0.00049397 0.0144262 0.0204987 -0.0119657 0.0201538 -0.0109667 -0.0152014 -0.0335297 -6.24875e-05 0.0400419 -internal_weight=0 1242.92 775.696 467.225 90268.7 7364.28 1171.17 6193.11 82904.4 6164.78 8869.11 74035.3 387.374 8768.26 123.501 73879.8 38321.5 35558.3 32703.1 2855.23 1782.13 1417.34 1072.99 171.666 88.9298 3498.51 2519.9 589.142 978.609 90.7685 +internal_value=0 -0.00989267 -0.0152284 -0.00103418 9.76295e-05 0.00263601 0.00967523 0.00130483 -0.000127851 0.00149751 -0.00236047 0.000139608 -0.00364388 -0.00212525 0.0202528 0.000104901 0.000742959 -0.000582739 -0.000921926 0.00330222 0.000246985 0.00721312 0.0102493 -0.00598284 0.0100769 -0.00548334 -0.00760068 -0.0167649 -3.12438e-05 0.020021 +internal_weight=0 2485.84 1551.39 934.45 180537 14728.6 2342.34 12386.2 165809 12329.6 17738.2 148071 774.749 17536.5 247.001 147760 76643 71116.6 65406.2 5710.46 3564.26 2834.67 2145.98 343.333 177.86 6997.01 5039.79 1178.28 1957.22 181.537 internal_count=669980 55165 42136 13029 614815 42800 7245 35555 572015 35366 169585 402430 20090 167295 1079 400515 206457 194058 179862 14196 8912 8365 5434 850 428 20119 14552 3555 5567 644 is_linear=0 shrinkage=0.1 @@ -1761,16 +1761,16 @@ Tree=92 num_leaves=31 num_cat=0 split_feature=2 2 7 8 8 0 1 4 12 8 1 2 6 0 3 8 3 2 12 6 6 2 0 1 9 10 8 3 4 3 -split_gain=41.7654 20.0961 20.7598 27.9957 24.6682 19.8812 18.2654 18.1139 18.647 26.4946 18.2934 22.0109 16.6693 18.072 18.6597 23.7495 23.4215 16.633 16.3932 16.3584 16.2673 16.9651 34.9051 14.0491 29.9255 45.5543 27.6035 25.645 27.4745 22.0496 +split_gain=20.8827 10.048 10.3799 13.9978 12.3341 9.9406 9.1327 9.05694 9.32351 13.2473 9.1467 11.0055 8.33466 9.03598 9.32987 11.8747 11.7107 8.31652 8.19659 8.17919 8.13366 8.48254 17.4525 7.02456 14.9627 22.7772 13.8018 12.8225 13.7373 11.0248 threshold=0.0071525628923311269 0.071628437933621544 0.04083333333333334 16.500000000000004 47.500000000000007 0.010122942931138619 0.071491470314231143 0.73875968992248076 1.0000000180025095e-35 21.500000000000004 0.005873767373250907 0.022349649477017303 0.16333333333333336 0.035198718909107175 0.58511820958073057 20.500000000000004 0.29571104813622623 0.95347132347897057 1.0000000180025095e-35 0.13961038961038963 0.44222222222222224 0.035651653294904558 0.0012547275174670451 0.0039230821236290138 1.0000000180025095e-35 1.0000000180025095e-35 47.500000000000007 0.31737872782588666 0.096006144393241177 0.14670478216989782 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 6 5 7 18 -2 8 10 20 -5 -12 -8 14 15 16 -14 23 -4 -13 -10 22 -22 26 25 27 -3 28 -25 -28 right_child=1 17 3 4 -6 -7 12 -9 9 -11 11 19 13 -15 -16 -17 -18 -19 -20 -21 21 -23 -24 24 -26 -27 29 -29 -30 -31 -leaf_value=0.023783397334970369 -0.00026888494564381152 -0.0015734677522135415 0.047888092115894204 -0.0070266127821494552 0.047959889367281433 0.0033915586387655971 0.014267280390872364 0.078448700065090013 -0.052856262584488105 0.012903147898451289 -0.15850898467247188 -0.0070558654223183779 -0.23736751798610847 -0.0077010007396839664 -0.027067931069115609 -0.090702495593238786 -0.79054796658341953 -0.028741307616114334 0.018802039418515243 -0.083222039421622179 -0.08310657058703369 -0.011064087744326996 -0.75306566184418222 -0.0040646924115959075 -0.0080870294955628589 0.011085300389013224 -0.041712973058165986 0.0028883793239181019 0.0073404205581603169 -0.0095926259801569699 -leaf_weight=736.73687149398029 7881.8062178092077 34142.764230176806 364.31674758717418 420.37053308822215 105.23382089100778 338.65530014783144 1403.5500386431813 26.843330268748105 11.910185809247197 507.92704963870347 16.18599995970726 78.46117551997304 2.0399276446551116 55.893635023385286 8.8279331158846599 4.5039198938757181 1.2250141873955724 210.89717085659504 413.93983220681548 44.016929674893618 1.5998429125174873 1.6364506185054777 1.5132229551672933 15288.209485426545 3645.6234169080853 4311.4030048474669 276.87381613999605 17736.017525933683 2450.7735505700111 936.93050345033407 +leaf_value=0.011891698667485184 -0.00013444247282190576 -0.00078673387610677075 0.023944046057947102 -0.0035133063910747276 0.023979944683640717 0.0016957793193827985 0.0071336401954361821 0.039224350032545006 -0.026428131292244063 0.0064515739492256446 -0.079254492336235938 -0.0035279327111591889 -0.11868375899305449 -0.0038505003698419832 -0.013533965534557805 -0.0453512477966194 -0.39527398329170987 -0.014370653808057167 0.0094010197092576214 -0.04161101971081109 -0.041553285293516866 -0.0055320438721635007 -0.37653283092209122 -0.0020323462057979537 -0.0040435147477814294 0.0055426501945066119 -0.020856486529082993 0.001444189661959051 0.0036702102790801584 -0.004796312990078485 +leaf_weight=1473.4737429879606 15763.612435618415 68285.528460353613 728.63349517434835 840.74106617644429 210.46764178201556 677.31060029566288 2807.1000772863626 53.686660537496209 23.820371618494391 1015.8540992774069 32.37199991941452 156.92235103994608 4.079855289310216 111.78727004677057 17.655866231769323 9.0078397877514345 2.4500283747911453 421.79434171319008 827.87966441363096 88.033859349787235 3.1996858250349742 3.2729012370109558 3.0264459103345871 30576.41897085309 7291.2468338161707 8622.8060096949339 553.7476322799921 35472.035051867366 4901.5471011400223 1873.8610069006681 leaf_count=53140 128680 180955 10104 4865 2449 5296 24012 411 251 9917 313 786 48 778 134 80 21 2707 9387 430 45 19 31 73944 17721 23816 1859 100312 12304 5165 -internal_value=0 -0.000122731 0.00374692 0.0121873 0.00168655 0.0236168 0.00164301 -0.00269857 -0.00470874 0.00883307 -0.0174161 -0.0489126 0.0118522 -0.0349088 -0.126537 -0.239567 -0.444922 -0.000695368 0.0324178 -0.0344289 -0.115257 -0.271737 -0.408765 -0.000620296 0.000584525 0.0013791 -0.0021003 0.00019947 -0.00248899 -0.0169194 -internal_weight=0 90689.9 11690.5 2332.61 1215.7 1116.91 9357.85 1110.46 1083.62 524.587 559.035 138.664 1476.04 72.4904 16.5968 7.76886 3.26494 78999.5 778.257 122.478 16.6597 4.74952 3.11307 78788.6 43432 39786.4 35356.6 35475 17739 1213.8 +internal_value=0 -6.13656e-05 0.00187346 0.00609366 0.000843276 0.0118084 0.000821503 -0.00134928 -0.00235437 0.00441653 -0.00870804 -0.0244563 0.00592609 -0.0174544 -0.0632687 -0.119783 -0.222461 -0.000347684 0.0162089 -0.0172145 -0.0576285 -0.135869 -0.204383 -0.000310148 0.000292263 0.000689549 -0.00105015 9.97348e-05 -0.0012445 -0.00845971 +internal_weight=0 181380 23380.9 4665.22 2431.4 2233.82 18715.7 2220.93 2167.24 1049.17 1118.07 277.328 2952.08 144.981 33.1936 15.5377 6.52988 157999 1556.51 244.956 33.3194 9.49903 6.22613 157577 86864.1 79572.8 70713.1 70950 35478 2427.61 internal_count=669980 616840 198057 44304 19517 24787 153753 17068 16657 10263 6394 1529 25073 1061 283 149 69 418783 19491 1216 346 95 76 416076 228097 210376 187979 186560 86248 7024 is_linear=0 shrinkage=0.1 @@ -1780,16 +1780,16 @@ Tree=93 num_leaves=31 num_cat=0 split_feature=2 2 7 8 8 0 1 4 12 8 1 2 6 0 3 8 3 2 12 6 6 2 0 1 9 10 8 3 4 3 -split_gain=41.7654 20.0961 20.7598 27.9957 24.6682 19.8812 18.2654 18.1139 18.647 26.4946 18.2934 22.0109 16.6693 18.072 18.6597 23.7495 23.4215 16.633 16.3932 16.3584 16.2673 16.9651 34.9051 14.0491 29.9255 45.5543 27.6035 25.645 27.4745 22.0496 +split_gain=20.8827 10.048 10.3799 13.9978 12.3341 9.9406 9.1327 9.05694 9.32351 13.2473 9.1467 11.0055 8.33466 9.03598 9.32987 11.8747 11.7107 8.31652 8.19659 8.17919 8.13366 8.48254 17.4525 7.02456 14.9627 22.7772 13.8018 12.8225 13.7373 11.0248 threshold=0.0071525628923311269 0.071628437933621544 0.04083333333333334 16.500000000000004 47.500000000000007 0.010122942931138619 0.071491470314231143 0.73875968992248076 1.0000000180025095e-35 21.500000000000004 0.005873767373250907 0.022349649477017303 0.16333333333333336 0.035198718909107175 0.58511820958073057 20.500000000000004 0.29571104813622623 0.95347132347897057 1.0000000180025095e-35 0.13961038961038963 0.44222222222222224 0.035651653294904558 0.0012547275174670451 0.0039230821236290138 1.0000000180025095e-35 1.0000000180025095e-35 47.500000000000007 0.31737872782588666 0.096006144393241177 0.14670478216989782 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 6 5 7 18 -2 8 10 20 -5 -12 -8 14 15 16 -14 23 -4 -13 -10 22 -22 26 25 27 -3 28 -25 -28 right_child=1 17 3 4 -6 -7 12 -9 9 -11 11 19 13 -15 -16 -17 -18 -19 -20 -21 21 -23 -24 24 -26 -27 29 -29 -30 -31 -leaf_value=-0.023783397334970369 0.00026888494564381152 0.0015734677522135415 -0.047888092115894204 0.0070266127821494552 -0.047959889367281433 -0.0033915586387655971 -0.014267280390872364 -0.078448700065090013 0.052856262584488105 -0.012903147898451289 0.15850898467247188 0.0070558654223183779 0.23736751798610847 0.0077010007396839664 0.027067931069115609 0.090702495593238786 0.79054796658341953 0.028741307616114334 -0.018802039418515243 0.083222039421622179 0.08310657058703369 0.011064087744326996 0.75306566184418222 0.0040646924115959075 0.0080870294955628589 -0.011085300389013224 0.041712973058165986 -0.0028883793239181019 -0.0073404205581603169 0.0095926259801569699 -leaf_weight=736.73687149398029 7881.8062178092077 34142.764230176806 364.31674758717418 420.37053308822215 105.23382089100778 338.65530014783144 1403.5500386431813 26.843330268748105 11.910185809247197 507.92704963870347 16.18599995970726 78.46117551997304 2.0399276446551116 55.893635023385286 8.8279331158846599 4.5039198938757181 1.2250141873955724 210.89717085659504 413.93983220681548 44.016929674893618 1.5998429125174873 1.6364506185054777 1.5132229551672933 15288.209485426545 3645.6234169080853 4311.4030048474669 276.87381613999605 17736.017525933683 2450.7735505700111 936.93050345033407 +leaf_value=-0.011891698667485184 0.00013444247282190576 0.00078673387610677075 -0.023944046057947102 0.0035133063910747276 -0.023979944683640717 -0.0016957793193827985 -0.0071336401954361821 -0.039224350032545006 0.026428131292244063 -0.0064515739492256446 0.079254492336235938 0.0035279327111591889 0.11868375899305449 0.0038505003698419832 0.013533965534557805 0.0453512477966194 0.39527398329170987 0.014370653808057167 -0.0094010197092576214 0.04161101971081109 0.041553285293516866 0.0055320438721635007 0.37653283092209122 0.0020323462057979537 0.0040435147477814294 -0.0055426501945066119 0.020856486529082993 -0.001444189661959051 -0.0036702102790801584 0.004796312990078485 +leaf_weight=1473.4737429879606 15763.612435618415 68285.528460353613 728.63349517434835 840.74106617644429 210.46764178201556 677.31060029566288 2807.1000772863626 53.686660537496209 23.820371618494391 1015.8540992774069 32.37199991941452 156.92235103994608 4.079855289310216 111.78727004677057 17.655866231769323 9.0078397877514345 2.4500283747911453 421.79434171319008 827.87966441363096 88.033859349787235 3.1996858250349742 3.2729012370109558 3.0264459103345871 30576.41897085309 7291.2468338161707 8622.8060096949339 553.7476322799921 35472.035051867366 4901.5471011400223 1873.8610069006681 leaf_count=53140 128680 180955 10104 4865 2449 5296 24012 411 251 9917 313 786 48 778 134 80 21 2707 9387 430 45 19 31 73944 17721 23816 1859 100312 12304 5165 -internal_value=0 0.000122731 -0.00374692 -0.0121873 -0.00168655 -0.0236168 -0.00164301 0.00269857 0.00470874 -0.00883307 0.0174161 0.0489126 -0.0118522 0.0349088 0.126537 0.239567 0.444922 0.000695368 -0.0324178 0.0344289 0.115257 0.271737 0.408765 0.000620296 -0.000584525 -0.0013791 0.0021003 -0.00019947 0.00248899 0.0169194 -internal_weight=0 90689.9 11690.5 2332.61 1215.7 1116.91 9357.85 1110.46 1083.62 524.587 559.035 138.664 1476.04 72.4904 16.5968 7.76886 3.26494 78999.5 778.257 122.478 16.6597 4.74952 3.11307 78788.6 43432 39786.4 35356.6 35475 17739 1213.8 +internal_value=0 6.13656e-05 -0.00187346 -0.00609366 -0.000843276 -0.0118084 -0.000821503 0.00134928 0.00235437 -0.00441653 0.00870804 0.0244563 -0.00592609 0.0174544 0.0632687 0.119783 0.222461 0.000347684 -0.0162089 0.0172145 0.0576285 0.135869 0.204383 0.000310148 -0.000292263 -0.000689549 0.00105015 -9.97348e-05 0.0012445 0.00845971 +internal_weight=0 181380 23380.9 4665.22 2431.4 2233.82 18715.7 2220.93 2167.24 1049.17 1118.07 277.328 2952.08 144.981 33.1936 15.5377 6.52988 157999 1556.51 244.956 33.3194 9.49903 6.22613 157577 86864.1 79572.8 70713.1 70950 35478 2427.61 internal_count=669980 616840 198057 44304 19517 24787 153753 17068 16657 10263 6394 1529 25073 1061 283 149 69 418783 19491 1216 346 95 76 416076 228097 210376 187979 186560 86248 7024 is_linear=0 shrinkage=0.1 @@ -1799,16 +1799,16 @@ Tree=94 num_leaves=31 num_cat=0 split_feature=0 8 12 12 5 4 4 3 8 10 7 12 0 8 0 2 3 1 8 0 1 9 1 12 8 2 2 8 11 3 -split_gain=36.0871 19.0608 37.0596 25.2365 18.184 17.5336 27.234 26.4689 48.3754 45.412 31.8454 31.1094 57.0373 26.0355 25.7833 25.5465 24.6772 21.3289 29.5767 24.7428 21.1266 20.3439 20.251 19.1148 45.9201 32.38 28.654 41.9949 27.9761 24.5578 +split_gain=18.0435 9.5304 18.5298 12.6182 9.09201 8.76678 13.617 13.2344 24.1877 22.706 15.9227 15.5547 28.5186 13.0178 12.8916 12.7733 12.3386 10.6645 14.7884 12.3714 10.5633 10.172 10.1255 9.55741 22.9601 16.19 14.327 20.9974 13.9881 12.2789 threshold=0.00074303643721072051 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.53968253968253987 0.61167800453514753 0.93541666666666679 0.2161759166778425 26.500000000000004 1.0000000180025095e-35 0.57518796992481214 1.0000000180025095e-35 0.069465387068642623 49.500000000000007 0.12987652736348673 0.95347132347897057 0.07676376522845417 0.0051761265975346872 22.500000000000004 0.0077273309528843549 0.028659027995005072 1.0000000180025095e-35 0.0015672008846382205 1.0000000180025095e-35 39.500000000000007 0.015299555006901422 0.017448377000245003 42.500000000000007 1.0000000180025095e-35 0.080939212771562727 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 -3 5 7 -7 8 11 23 14 17 15 16 -9 -13 21 18 -2 -20 -15 -11 -16 26 -25 -26 27 28 -10 -27 right_child=4 3 -4 -5 -6 6 -8 10 9 13 -12 12 -14 20 22 -17 -18 -19 19 -21 -22 -23 -24 24 25 29 -28 -29 -30 -31 -leaf_value=0.050028023414020531 -0.026440010048058918 -0.011973448499494242 0.0053336797916666671 0.04226444350885316 0.016958114695314826 0.020226701285762566 0.00077535092056756679 -0.0013866863477827939 -0.18882708910562898 0.029196188799403569 0.0061009556548348581 0.014416406554986723 -0.013133982011318067 -0.035760340394083441 0.038620899725013355 -0.049993441446318954 0.0041069662380228836 -0.0093097008080497978 0.26255293956793802 0.018515338163912456 -0.21922014931316824 0.0048593831806097764 0.0040974053699063982 0.0045488973982852838 0.063123287841843748 -0.018707367834526086 0.0010632991674654486 0.069817609497297733 -0.013365769976162524 -0.0057415887986854075 -leaf_weight=362.95523610338569 1748.8942708540708 349.63166944216937 379.50169803574681 113.68064483162016 615.98770445026457 1042.4540584459901 2325.5858405660838 39303.071130800061 25.333254741504788 900.78758304566145 9182.112265130505 1501.2101440094411 2227.4189320802689 49.261954519897699 173.6919025182724 64.212153062224388 3067.7212730916217 2575.7671251557767 4.338466338813304 98.05937160924077 7.1935169063508502 555.18671157583594 7802.1940754856914 2741.352073719725 58.189707404002547 2758.8000560104847 8165.4959355723113 15.176949189044533 14.169850340113042 3104.8320575766265 +leaf_value=0.025014011707010265 -0.013220005024029459 -0.0059867242497471211 0.0026668398958333336 0.02113222175442658 0.0084790573476574132 0.010113350642881283 0.0003876754602837834 -0.00069334317389139696 -0.094413544552814491 0.014598094399701785 0.0030504778274174291 0.0072082032774933615 -0.0065669910056590335 -0.017880170197041721 0.019310449862506678 -0.024996720723159477 0.0020534831190114418 -0.0046548504040248989 0.13127646978396901 0.0092576690819562279 -0.10961007465658412 0.0024296915903048882 0.0020487026849531991 0.0022744486991426419 0.031561643920921874 -0.0093536839172630431 0.0005316495837327243 0.034908804748648867 -0.0066828849880812618 -0.0028707943993427037 +leaf_weight=725.91047220677137 3497.7885417081416 699.26333888433874 759.00339607149363 227.36128966324031 1231.9754089005291 2084.9081168919802 4651.1716811321676 78606.142261600122 50.666509483009577 1801.5751660913229 18364.22453026101 3002.4202880188823 4454.8378641605377 98.523909039795399 347.3838050365448 128.42430612444878 6135.4425461832434 5151.5342503115535 8.676932677626608 196.11874321848154 14.3870338127017 1110.3734231516719 15604.388150971383 5482.70414743945 116.37941480800509 5517.6001120209694 16330.991871144623 30.35389837808907 28.339700680226088 6209.6641151532531 leaf_count=22046 9495 7772 20090 5257 5480 6661 14993 300425 478 7108 65953 11477 13210 291 878 837 14792 15268 27 472 45 2954 43880 17299 2581 19602 43784 644 274 15907 -internal_value=0 0.0172508 0.0271828 0.00133463 -0.000164489 -0.000282319 0.00679581 -0.000559057 -0.00297659 -0.000478321 0.000711916 -0.00949996 -0.00285354 0.00835297 -0.000334697 0.0117744 0.00919524 -0.0151942 -0.0233816 0.0288549 -0.0591367 0.0199162 0.00484923 -0.00287409 -0.00615171 -0.0111053 0.000580156 -0.0715686 -0.125889 -0.0118419 -internal_weight=0 1205.77 742.457 463.312 90128.5 89512.5 3368.04 86144.5 29683.4 21463.5 56461.1 8219.9 3792.84 4580.15 47279 1565.42 4523.7 4427.06 1851.29 102.398 56.4555 1455.97 7975.89 16883.3 8663.17 5921.82 8220.18 54.6801 39.5031 5863.63 +internal_value=0 0.00862538 0.0135914 0.000667317 -8.22444e-05 -0.00014116 0.0033979 -0.000279528 -0.00148829 -0.000239161 0.000355958 -0.00474998 -0.00142677 0.00417649 -0.000167349 0.00588719 0.00459762 -0.00759711 -0.0116908 0.0144275 -0.0295683 0.00995808 0.00242461 -0.00143705 -0.00307585 -0.00555264 0.000290078 -0.0357843 -0.0629444 -0.00592095 +internal_weight=0 2411.54 1484.91 926.625 180257 179025 6736.08 172289 59366.8 42927 112922 16439.8 7585.68 9160.3 94557.9 3130.84 9047.39 8854.12 3702.58 204.796 112.911 2911.95 15951.8 33766.7 17326.3 11843.6 16440.4 109.36 79.0062 11727.3 internal_count=669980 55165 42136 13029 614815 609335 21654 587681 176545 125759 411136 50786 25524 25190 345183 12314 24854 25262 9994 499 336 10062 44758 100569 55389 38090 45180 1396 752 35509 is_linear=0 shrinkage=0.1 @@ -1818,16 +1818,16 @@ Tree=95 num_leaves=31 num_cat=0 split_feature=0 8 12 12 5 4 4 3 8 10 7 12 0 8 0 2 3 1 8 0 1 9 1 12 8 2 2 8 11 3 -split_gain=36.0871 19.0608 37.0596 25.2365 18.184 17.5336 27.234 26.4689 48.3754 45.412 31.8454 31.1094 57.0373 26.0355 25.7833 25.5465 24.6772 21.3289 29.5767 24.7428 21.1266 20.3439 20.251 19.1148 45.9201 32.38 28.654 41.9949 27.9761 24.5578 +split_gain=18.0435 9.5304 18.5298 12.6182 9.09201 8.76678 13.617 13.2344 24.1877 22.706 15.9227 15.5547 28.5186 13.0178 12.8916 12.7733 12.3386 10.6645 14.7884 12.3714 10.5633 10.172 10.1255 9.55741 22.9601 16.19 14.327 20.9974 13.9881 12.2789 threshold=0.00074303643721072051 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.53968253968253987 0.61167800453514753 0.93541666666666679 0.2161759166778425 26.500000000000004 1.0000000180025095e-35 0.57518796992481214 1.0000000180025095e-35 0.069465387068642623 49.500000000000007 0.12987652736348673 0.95347132347897057 0.07676376522845417 0.0051761265975346872 22.500000000000004 0.0077273309528843549 0.028659027995005072 1.0000000180025095e-35 0.0015672008846382205 1.0000000180025095e-35 39.500000000000007 0.015299555006901422 0.017448377000245003 42.500000000000007 1.0000000180025095e-35 0.080939212771562727 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 -3 5 7 -7 8 11 23 14 17 15 16 -9 -13 21 18 -2 -20 -15 -11 -16 26 -25 -26 27 28 -10 -27 right_child=4 3 -4 -5 -6 6 -8 10 9 13 -12 12 -14 20 22 -17 -18 -19 19 -21 -22 -23 -24 24 25 29 -28 -29 -30 -31 -leaf_value=-0.050028023414020531 0.026440010048058918 0.011973448499494242 -0.0053336797916666671 -0.04226444350885316 -0.016958114695314826 -0.020226701285762566 -0.00077535092056756679 0.0013866863477827939 0.18882708910562898 -0.029196188799403569 -0.0061009556548348581 -0.014416406554986723 0.013133982011318067 0.035760340394083441 -0.038620899725013355 0.049993441446318954 -0.0041069662380228836 0.0093097008080497978 -0.26255293956793802 -0.018515338163912456 0.21922014931316824 -0.0048593831806097764 -0.0040974053699063982 -0.0045488973982852838 -0.063123287841843748 0.018707367834526086 -0.0010632991674654486 -0.069817609497297733 0.013365769976162524 0.0057415887986854075 -leaf_weight=362.95523610338569 1748.8942708540708 349.63166944216937 379.50169803574681 113.68064483162016 615.98770445026457 1042.4540584459901 2325.5858405660838 39303.071130800061 25.333254741504788 900.78758304566145 9182.112265130505 1501.2101440094411 2227.4189320802689 49.261954519897699 173.6919025182724 64.212153062224388 3067.7212730916217 2575.7671251557767 4.338466338813304 98.05937160924077 7.1935169063508502 555.18671157583594 7802.1940754856914 2741.352073719725 58.189707404002547 2758.8000560104847 8165.4959355723113 15.176949189044533 14.169850340113042 3104.8320575766265 +leaf_value=-0.025014011707010265 0.013220005024029459 0.0059867242497471211 -0.0026668398958333336 -0.02113222175442658 -0.0084790573476574132 -0.010113350642881283 -0.0003876754602837834 0.00069334317389139696 0.094413544552814491 -0.014598094399701785 -0.0030504778274174291 -0.0072082032774933615 0.0065669910056590335 0.017880170197041721 -0.019310449862506678 0.024996720723159477 -0.0020534831190114418 0.0046548504040248989 -0.13127646978396901 -0.0092576690819562279 0.10961007465658412 -0.0024296915903048882 -0.0020487026849531991 -0.0022744486991426419 -0.031561643920921874 0.0093536839172630431 -0.0005316495837327243 -0.034908804748648867 0.0066828849880812618 0.0028707943993427037 +leaf_weight=725.91047220677137 3497.7885417081416 699.26333888433874 759.00339607149363 227.36128966324031 1231.9754089005291 2084.9081168919802 4651.1716811321676 78606.142261600122 50.666509483009577 1801.5751660913229 18364.22453026101 3002.4202880188823 4454.8378641605377 98.523909039795399 347.3838050365448 128.42430612444878 6135.4425461832434 5151.5342503115535 8.676932677626608 196.11874321848154 14.3870338127017 1110.3734231516719 15604.388150971383 5482.70414743945 116.37941480800509 5517.6001120209694 16330.991871144623 30.35389837808907 28.339700680226088 6209.6641151532531 leaf_count=22046 9495 7772 20090 5257 5480 6661 14993 300425 478 7108 65953 11477 13210 291 878 837 14792 15268 27 472 45 2954 43880 17299 2581 19602 43784 644 274 15907 -internal_value=0 -0.0172508 -0.0271828 -0.00133463 0.000164489 0.000282319 -0.00679581 0.000559057 0.00297659 0.000478321 -0.000711916 0.00949996 0.00285354 -0.00835297 0.000334697 -0.0117744 -0.00919524 0.0151942 0.0233816 -0.0288549 0.0591367 -0.0199162 -0.00484923 0.00287409 0.00615171 0.0111053 -0.000580156 0.0715686 0.125889 0.0118419 -internal_weight=0 1205.77 742.457 463.312 90128.5 89512.5 3368.04 86144.5 29683.4 21463.5 56461.1 8219.9 3792.84 4580.15 47279 1565.42 4523.7 4427.06 1851.29 102.398 56.4555 1455.97 7975.89 16883.3 8663.17 5921.82 8220.18 54.6801 39.5031 5863.63 +internal_value=0 -0.00862538 -0.0135914 -0.000667317 8.22444e-05 0.00014116 -0.0033979 0.000279528 0.00148829 0.000239161 -0.000355958 0.00474998 0.00142677 -0.00417649 0.000167349 -0.00588719 -0.00459762 0.00759711 0.0116908 -0.0144275 0.0295683 -0.00995808 -0.00242461 0.00143705 0.00307585 0.00555264 -0.000290078 0.0357843 0.0629444 0.00592095 +internal_weight=0 2411.54 1484.91 926.625 180257 179025 6736.08 172289 59366.8 42927 112922 16439.8 7585.68 9160.3 94557.9 3130.84 9047.39 8854.12 3702.58 204.796 112.911 2911.95 15951.8 33766.7 17326.3 11843.6 16440.4 109.36 79.0062 11727.3 internal_count=669980 55165 42136 13029 614815 609335 21654 587681 176545 125759 411136 50786 25524 25190 345183 12314 24854 25262 9994 499 336 10062 44758 100569 55389 38090 45180 1396 752 35509 is_linear=0 shrinkage=0.1 @@ -1837,16 +1837,16 @@ Tree=96 num_leaves=31 num_cat=0 split_feature=2 2 7 8 3 1 8 1 0 12 8 2 11 1 1 4 8 12 0 11 3 0 1 2 8 12 3 8 12 8 -split_gain=31.9368 18.874 17.0347 23.5601 23.4127 36.4968 21.0828 17.2016 16.1991 15.3799 22.7049 23.6917 18.5045 25.829 42.0737 18.4046 14.0399 28.039 19.0658 14.4505 15.9355 13.8772 21.0761 22.945 12.7409 12.2213 11.9574 26.1647 29.4962 56.9233 +split_gain=15.9684 9.43698 8.51737 11.7801 11.7063 18.2484 10.5414 8.6008 8.09953 7.68993 11.3525 11.8459 9.25226 12.9145 21.0369 9.2023 7.01994 14.0195 9.5329 7.22524 7.96777 6.93859 10.538 11.4725 6.37043 6.11065 5.9787 13.0824 14.7481 28.4616 threshold=0.0042030859327411374 0.066825316751958783 0.04083333333333334 17.500000000000004 0.99508249953489536 0.00023281843386249365 47.500000000000007 0.071491470314231143 0.0051892025431287681 1.0000000180025095e-35 19.500000000000004 0.036682363867772828 1.0000000180025095e-35 0.00083047647103313158 0.00047833413060035997 0.68090909090909102 26.500000000000004 1.0000000180025095e-35 0.61669938701511817 1.0000000180025095e-35 0.026108816249928734 0.1042172164340857 0.150473615325075 0.02598846631690515 62.000000000000007 1.0000000180025095e-35 0.057177059790092168 25.500000000000004 1.0000000180025095e-35 39.500000000000007 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 7 4 8 -6 9 24 25 15 11 12 -11 14 -14 21 18 19 -9 20 -18 -5 -23 -24 -2 -4 27 -3 -29 -30 right_child=1 26 3 6 5 -7 -8 16 -10 10 -12 -13 13 -15 -16 -17 17 -19 -20 -21 -22 22 23 -25 -26 -27 -28 28 29 -31 -leaf_value=0.032891117415419578 -0.00019658391790604139 -0.016295447053560962 0.047235516674726592 -0.010919447742743836 -0.032524694571414325 -1.2457573955111485 0.045288449293545946 0.0065001408253899957 0.0074423677854055306 -0.0639937315317156 0.012726190529777784 0.11028600661436233 -0.2626540405982824 -0.048653128871787431 -1.1533583844401825 0.07053806309878384 -0.31043367807187394 0.036173291034420928 -0.053592411047208056 0.019397504576090682 -0.020886314003533288 -0.032332986839314119 -0.47008276884150013 -0.11236032012824336 0.083275432851235634 0.019942902801840409 -0.00026541327268368107 0.017276402668591258 0.013124117579770739 -0.015673555007937316 -leaf_weight=295.33593063428998 7675.2510758619756 1513.6016996726394 301.57368014380336 408.38692888058722 0.74693960789590963 0.37116013560444117 99.962862324900925 576.2505850661546 429.31398249510676 2.9355816422030312 486.26784937828779 2.5555015057325363 1.3587848516181118 1.2944278344511984 0.86980991158634413 24.139652103185654 1.9251630883663882 474.74596239440143 58.122936135157943 147.37400265410542 149.95950751751661 77.320197036489844 2.0665816217660895 13.547636821866034 18.329596765339375 359.83523734752089 74438.46201370284 732.91548704355955 1082.6970405131578 1875.2437564432621 +leaf_value=0.016445558707709789 -9.8291958953020694e-05 -0.0081477235267804812 0.023617758337363296 -0.0054597238713719179 -0.016262347285707156 -0.62287869775557514 0.022644224646772973 0.0032500704126949978 0.0037211838927027653 -0.031996865765857772 0.0063630952648888921 0.055143003307181186 -0.13132702029914131 -0.024326564435893722 -0.57667919222009156 0.03526903154939192 -0.15521683903593697 0.018086645517210464 -0.026796205523604028 0.0096987522880453408 -0.010443157001766644 -0.01616649341965706 -0.23504138442074987 -0.05618016006412168 0.041637716425617817 0.0099714514009202043 -0.00013270663634184054 0.0086382013342956292 0.0065620587898853697 -0.0078367775039686581 +leaf_weight=590.67186126857996 15350.502151723951 3027.2033993452787 603.14736028760672 816.77385776117444 1.4938792157918208 0.74232027120888222 199.92572464980185 1152.5011701323092 858.62796499021351 5.8711632844060677 972.53569875657558 5.1110030114650717 2.7175697032362223 2.5888556689023972 1.7396198231726883 48.279304206371307 3.8503261767327777 949.49192478880286 116.24587227031589 294.74800530821085 299.91901503503323 154.64039407297969 4.1331632435321835 27.095273643732071 36.659193530678749 719.67047469504178 148876.92402740568 1465.8309740871191 2165.3940810263157 3750.4875128865242 leaf_count=26590 142392 10197 9937 4984 57 28 2662 11330 7348 71 10491 31 38 34 14 387 58 10199 811 2155 2024 867 27 115 484 10532 391356 5193 6505 13063 -internal_value=0 -4.64589e-05 0.00377534 0.0116453 0.0220999 -0.435265 0.00145992 0.00186228 0.0225688 -0.00283228 0.00981107 -0.147446 -0.249424 -0.403935 -0.610292 -0.0147495 0.0120229 0.021062 0.000994306 -0.00291069 -0.0245564 -0.0188562 -0.0537333 -0.159706 2.28427e-06 0.0323871 -0.000589405 -0.0052234 -0.000682809 -0.00513272 -internal_weight=0 90957.4 11314.5 2212.55 1091.84 1.1181 1120.71 9101.96 1090.72 1020.74 495.282 9.01411 6.4586 3.52302 2.22859 525.461 1408.38 774.005 634.374 299.259 151.885 501.321 92.9344 15.6142 7693.58 661.409 79642.9 5204.46 3690.86 2957.94 +internal_value=0 -2.32295e-05 0.00188767 0.00582264 0.01105 -0.217632 0.000729958 0.000931141 0.0112844 -0.00141614 0.00490553 -0.073723 -0.124712 -0.201967 -0.305146 -0.00737473 0.00601147 0.010531 0.000497153 -0.00145534 -0.0122782 -0.00942812 -0.0268667 -0.0798529 1.14213e-06 0.0161936 -0.000294702 -0.0026117 -0.000341404 -0.00256636 +internal_weight=0 181915 22629 4425.09 2183.68 2.2362 2241.41 18203.9 2181.45 2041.49 990.564 18.0282 12.9172 7.04605 4.45719 1050.92 2816.76 1548.01 1268.75 598.517 303.769 1002.64 185.869 31.2284 15387.2 1322.82 159286 10408.9 7381.71 5915.88 internal_count=669980 643390 217076 47623 27902 85 19721 169453 27817 17059 10679 188 157 86 52 6380 26577 14436 12141 4237 2082 5993 1009 142 142876 20469 426314 34958 24761 19568 is_linear=0 shrinkage=0.1 @@ -1856,16 +1856,16 @@ Tree=97 num_leaves=31 num_cat=0 split_feature=2 2 7 8 3 1 8 1 0 12 8 2 11 1 1 4 8 12 0 11 3 0 1 2 8 12 3 8 12 8 -split_gain=31.9368 18.874 17.0347 23.5601 23.4127 36.4968 21.0828 17.2016 16.1991 15.3799 22.7049 23.6917 18.5045 25.829 42.0737 18.4046 14.0399 28.039 19.0658 14.4505 15.9355 13.8772 21.0761 22.945 12.7409 12.2213 11.9574 26.1647 29.4962 56.9233 +split_gain=15.9684 9.43698 8.51737 11.7801 11.7063 18.2484 10.5414 8.6008 8.09953 7.68993 11.3525 11.8459 9.25226 12.9145 21.0369 9.2023 7.01994 14.0195 9.5329 7.22524 7.96777 6.93859 10.538 11.4725 6.37043 6.11065 5.9787 13.0824 14.7481 28.4616 threshold=0.0042030859327411374 0.066825316751958783 0.04083333333333334 17.500000000000004 0.99508249953489536 0.00023281843386249365 47.500000000000007 0.071491470314231143 0.0051892025431287681 1.0000000180025095e-35 19.500000000000004 0.036682363867772828 1.0000000180025095e-35 0.00083047647103313158 0.00047833413060035997 0.68090909090909102 26.500000000000004 1.0000000180025095e-35 0.61669938701511817 1.0000000180025095e-35 0.026108816249928734 0.1042172164340857 0.150473615325075 0.02598846631690515 62.000000000000007 1.0000000180025095e-35 0.057177059790092168 25.500000000000004 1.0000000180025095e-35 39.500000000000007 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 7 4 8 -6 9 24 25 15 11 12 -11 14 -14 21 18 19 -9 20 -18 -5 -23 -24 -2 -4 27 -3 -29 -30 right_child=1 26 3 6 5 -7 -8 16 -10 10 -12 -13 13 -15 -16 -17 17 -19 -20 -21 -22 22 23 -25 -26 -27 -28 28 29 -31 -leaf_value=-0.032891117415419578 0.00019658391790604139 0.016295447053560962 -0.047235516674726592 0.010919447742743836 0.032524694571414325 1.2457573955111485 -0.045288449293545946 -0.0065001408253899957 -0.0074423677854055306 0.0639937315317156 -0.012726190529777784 -0.11028600661436233 0.2626540405982824 0.048653128871787431 1.1533583844401825 -0.07053806309878384 0.31043367807187394 -0.036173291034420928 0.053592411047208056 -0.019397504576090682 0.020886314003533288 0.032332986839314119 0.47008276884150013 0.11236032012824336 -0.083275432851235634 -0.019942902801840409 0.00026541327268368107 -0.017276402668591258 -0.013124117579770739 0.015673555007937316 -leaf_weight=295.33593063428998 7675.2510758619756 1513.6016996726394 301.57368014380336 408.38692888058722 0.74693960789590963 0.37116013560444117 99.962862324900925 576.2505850661546 429.31398249510676 2.9355816422030312 486.26784937828779 2.5555015057325363 1.3587848516181118 1.2944278344511984 0.86980991158634413 24.139652103185654 1.9251630883663882 474.74596239440143 58.122936135157943 147.37400265410542 149.95950751751661 77.320197036489844 2.0665816217660895 13.547636821866034 18.329596765339375 359.83523734752089 74438.46201370284 732.91548704355955 1082.6970405131578 1875.2437564432621 +leaf_value=-0.016445558707709789 9.8291958953020694e-05 0.0081477235267804812 -0.023617758337363296 0.0054597238713719179 0.016262347285707156 0.62287869775557514 -0.022644224646772973 -0.0032500704126949978 -0.0037211838927027653 0.031996865765857772 -0.0063630952648888921 -0.055143003307181186 0.13132702029914131 0.024326564435893722 0.57667919222009156 -0.03526903154939192 0.15521683903593697 -0.018086645517210464 0.026796205523604028 -0.0096987522880453408 0.010443157001766644 0.01616649341965706 0.23504138442074987 0.05618016006412168 -0.041637716425617817 -0.0099714514009202043 0.00013270663634184054 -0.0086382013342956292 -0.0065620587898853697 0.0078367775039686581 +leaf_weight=590.67186126857996 15350.502151723951 3027.2033993452787 603.14736028760672 816.77385776117444 1.4938792157918208 0.74232027120888222 199.92572464980185 1152.5011701323092 858.62796499021351 5.8711632844060677 972.53569875657558 5.1110030114650717 2.7175697032362223 2.5888556689023972 1.7396198231726883 48.279304206371307 3.8503261767327777 949.49192478880286 116.24587227031589 294.74800530821085 299.91901503503323 154.64039407297969 4.1331632435321835 27.095273643732071 36.659193530678749 719.67047469504178 148876.92402740568 1465.8309740871191 2165.3940810263157 3750.4875128865242 leaf_count=26590 142392 10197 9937 4984 57 28 2662 11330 7348 71 10491 31 38 34 14 387 58 10199 811 2155 2024 867 27 115 484 10532 391356 5193 6505 13063 -internal_value=0 4.64589e-05 -0.00377534 -0.0116453 -0.0220999 0.435265 -0.00145992 -0.00186228 -0.0225688 0.00283228 -0.00981107 0.147446 0.249424 0.403935 0.610292 0.0147495 -0.0120229 -0.021062 -0.000994306 0.00291069 0.0245564 0.0188562 0.0537333 0.159706 -2.28427e-06 -0.0323871 0.000589405 0.0052234 0.000682809 0.00513272 -internal_weight=0 90957.4 11314.5 2212.55 1091.84 1.1181 1120.71 9101.96 1090.72 1020.74 495.282 9.01411 6.4586 3.52302 2.22859 525.461 1408.38 774.005 634.374 299.259 151.885 501.321 92.9344 15.6142 7693.58 661.409 79642.9 5204.46 3690.86 2957.94 +internal_value=0 2.32295e-05 -0.00188767 -0.00582264 -0.01105 0.217632 -0.000729958 -0.000931141 -0.0112844 0.00141614 -0.00490553 0.073723 0.124712 0.201967 0.305146 0.00737473 -0.00601147 -0.010531 -0.000497153 0.00145534 0.0122782 0.00942812 0.0268667 0.0798529 -1.14213e-06 -0.0161936 0.000294702 0.0026117 0.000341404 0.00256636 +internal_weight=0 181915 22629 4425.09 2183.68 2.2362 2241.41 18203.9 2181.45 2041.49 990.564 18.0282 12.9172 7.04605 4.45719 1050.92 2816.76 1548.01 1268.75 598.517 303.769 1002.64 185.869 31.2284 15387.2 1322.82 159286 10408.9 7381.71 5915.88 internal_count=669980 643390 217076 47623 27902 85 19721 169453 27817 17059 10679 188 157 86 52 6380 26577 14436 12141 4237 2082 5993 1009 142 142876 20469 426314 34958 24761 19568 is_linear=0 shrinkage=0.1 @@ -1875,16 +1875,16 @@ Tree=98 num_leaves=31 num_cat=0 split_feature=0 2 8 1 8 8 12 10 3 1 7 0 2 6 1 8 0 1 8 9 2 8 8 10 8 0 2 8 3 3 -split_gain=28.8246 19.2952 16.8666 14.4043 21.079 30.7103 30.9165 22.5134 34.1608 21.4115 23.6268 20.3529 17.0401 16.675 19.2732 18.3215 17.2311 27.5189 14.8758 14.2029 13.7266 13.1757 27.7332 23.7167 23.4896 17.5401 25.7185 17.4394 12.8271 12.5485 +split_gain=14.4123 9.64758 8.43328 7.20213 10.5395 15.3551 15.4582 11.2567 17.0804 10.7057 11.8134 10.1765 8.52006 8.33749 9.63661 9.16075 8.61556 13.7595 7.43792 7.10146 6.86329 6.58785 13.8666 11.8584 11.7448 8.77003 12.8593 8.71969 6.41356 6.27426 threshold=0.00046287964804784528 0.0025292082774970985 78.000000000000014 0.027442770971085804 26.500000000000004 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.017517961766468391 0.150473615325075 0.24568965517241384 0.15314720515933775 0.0092555391706332351 0.39642857142857152 0.045242535598563609 16.500000000000004 0.028980474443983325 0.12690390494205708 32.500000000000007 1.0000000180025095e-35 0.019124757311331609 40.500000000000007 44.500000000000007 1.0000000180025095e-35 45.500000000000007 0.15314720515933775 0.23190078063967928 49.500000000000007 0.096816236983889581 0.072725456305637412 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 -3 13 6 9 8 12 19 -11 -12 -8 -5 -15 28 17 -17 -13 -6 -10 29 -23 25 -25 26 -24 -26 -16 -7 right_child=1 2 -4 4 5 21 7 -9 20 10 11 18 -14 14 15 16 -18 -19 -20 -21 -22 22 23 24 27 -27 -28 -29 -30 -31 -leaf_value=0.026546759395459352 0.059175534289997195 -0.00071671269864601245 0.097980263007575466 -0.00038532854817804077 0.0088963405930469544 -0.011541133356660419 0.10203874134154584 0.041002381172651627 0.067108235603700356 -0.028335412729538212 -0.028041930840781427 -0.42505337421488554 -0.36249545225831675 0.010599984101414073 -0.064395013377231886 -0.0371080577708904 -0.077996580942512217 -0.58021994045850711 -0.16345751156532917 -0.067047068502230175 0.013901137494553826 0.12209419126778934 0.030852426734788649 -0.27264311557680976 -0.0082317227134649316 0.037895771180841628 -0.020973270594803271 -0.13225454081830007 -0.016123034362454613 0.0021600865844646549 -leaf_weight=408.93334370851517 54.95220579020679 73971.627645753324 17.530493839643896 5783.6868138946593 306.10860048700124 750.41711734421551 1.0164702627807845 394.14937178883702 49.84014258813113 89.754468969069421 7.0508144497871426 3.267309118062256 3.5388274677097797 165.40726740472019 66.51429588906467 1.8505270034074812 21.324159774929285 1.8814834654331205 6.4951261095702648 26.780689589679241 1785.610412068665 23.064555648714304 192.10283392760903 3.7436761111021033 131.57529281917959 281.59550941735506 190.91580045223236 12.406869799830018 319.31311090663075 6120.3424008553848 +leaf_value=0.013273379697729676 0.029587767144998597 -0.00035835634932300623 0.048990131503787733 -0.00019266427408902038 0.0044481702965234772 -0.0057705666783302093 0.051019370670772939 0.020501190586325813 0.033554117801850178 -0.014167706364769106 -0.014020965420390722 -0.2125266871074426 -0.1812477261291584 0.0052999920507070366 -0.032197506688615943 -0.018554028885445242 -0.038998290471256108 -0.29010997022925367 -0.0817287557826646 -0.033523534251115088 0.0069505687472769129 0.061047095633894669 0.015426213367394324 -0.13632155778840488 -0.0041158613567324658 0.018947885590420814 -0.010486635297401636 -0.066127270409150035 -0.0080615171812273064 0.0010800432922323275 +leaf_weight=817.86668741703033 109.90441158041358 147943.25529150665 35.060987679287791 11567.373627789319 612.21720097400248 1500.834234688431 2.0329405255615693 788.29874357767403 99.680285176262259 179.50893793813884 14.101628899574278 6.5346182361245182 7.0776549354195595 330.81453480944037 133.02859177812934 3.7010540068149558 42.64831954985857 3.7629669308662415 12.990252219140528 53.561379179358482 3571.2208241373301 46.129111297428608 384.20566785521805 7.4873522222042075 263.15058563835919 563.19101883471012 381.83160090446472 24.813739599660039 638.62622181326151 12240.68480171077 leaf_count=26432 5512 511780 346 48350 1766 7970 55 3348 1834 864 77 26 39 993 544 23 121 25 43 150 12684 167 2634 45 1311 2042 879 107 2031 37782 -internal_value=0 -6.24245e-05 -9.83034e-05 -0.000117258 0.00253169 0.00530938 0.014544 0.0193132 0.0146671 -0.00970226 -0.0487146 -0.157505 -0.258839 -0.00200163 -0.018223 -0.0298261 -0.112689 -0.310917 -0.251009 0.00278675 0.0153459 0.00210548 0.0139638 0.0108936 -0.0253486 0.0189493 0.00501989 -0.0189187 -0.0244448 0.000663654 -internal_weight=0 90783.9 90728.9 90711.4 16739.8 10379.8 2673.61 2234.16 1840.01 439.457 106.568 16.8132 4.5553 6359.98 576.291 410.884 25.0562 3.73201 9.76244 332.889 1835.45 7706.16 835.405 812.34 147.726 664.614 383.019 143.982 385.827 6870.76 +internal_value=0 -3.12122e-05 -4.91517e-05 -5.86288e-05 0.00126584 0.00265469 0.00727199 0.0096566 0.00733357 -0.00485113 -0.0243573 -0.0787527 -0.12942 -0.00100082 -0.00911148 -0.014913 -0.0563445 -0.155458 -0.125504 0.00139338 0.00767297 0.00105274 0.00698188 0.00544682 -0.0126743 0.00947466 0.00250994 -0.00945935 -0.0122224 0.000331827 +internal_weight=0 181568 181458 181423 33479.5 20759.6 5347.22 4468.31 3680.01 878.914 213.135 33.6265 9.1106 12720 1152.58 821.767 50.1123 7.46402 19.5249 665.779 3670.9 15412.3 1670.81 1624.68 295.452 1329.23 766.037 287.964 771.655 13741.5 internal_count=669980 643548 638036 637690 125910 73823 20886 17960 14612 2926 1010 146 94 52087 3737 2744 169 48 69 1916 14518 52937 7185 7018 1463 5555 3513 1418 2575 45752 is_linear=0 shrinkage=0.1 @@ -1894,16 +1894,16 @@ Tree=99 num_leaves=31 num_cat=0 split_feature=0 2 8 1 8 8 12 10 3 1 7 0 2 6 1 8 0 1 8 9 2 8 8 10 8 0 2 8 3 3 -split_gain=28.8246 19.2952 16.8666 14.4043 21.079 30.7103 30.9165 22.5134 34.1608 21.4115 23.6268 20.3529 17.0401 16.675 19.2732 18.3215 17.2311 27.5189 14.8758 14.2029 13.7266 13.1757 27.7332 23.7167 23.4896 17.5401 25.7185 17.4394 12.8271 12.5485 +split_gain=14.4123 9.64758 8.43328 7.20213 10.5395 15.3551 15.4582 11.2567 17.0804 10.7057 11.8134 10.1765 8.52006 8.33749 9.63661 9.16075 8.61556 13.7595 7.43792 7.10146 6.86329 6.58785 13.8666 11.8584 11.7448 8.77003 12.8593 8.71969 6.41356 6.27426 threshold=0.00046287964804784528 0.0025292082774970985 78.000000000000014 0.027442770971085804 26.500000000000004 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.017517961766468391 0.150473615325075 0.24568965517241384 0.15314720515933775 0.0092555391706332351 0.39642857142857152 0.045242535598563609 16.500000000000004 0.028980474443983325 0.12690390494205708 32.500000000000007 1.0000000180025095e-35 0.019124757311331609 40.500000000000007 44.500000000000007 1.0000000180025095e-35 45.500000000000007 0.15314720515933775 0.23190078063967928 49.500000000000007 0.096816236983889581 0.072725456305637412 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 -3 13 6 9 8 12 19 -11 -12 -8 -5 -15 28 17 -17 -13 -6 -10 29 -23 25 -25 26 -24 -26 -16 -7 right_child=1 2 -4 4 5 21 7 -9 20 10 11 18 -14 14 15 16 -18 -19 -20 -21 -22 22 23 24 27 -27 -28 -29 -30 -31 -leaf_value=-0.026546759395459352 -0.059175534289997195 0.00071671269864601245 -0.097980263007575466 0.00038532854817804077 -0.0088963405930469544 0.011541133356660419 -0.10203874134154584 -0.041002381172651627 -0.067108235603700356 0.028335412729538212 0.028041930840781427 0.42505337421488554 0.36249545225831675 -0.010599984101414073 0.064395013377231886 0.0371080577708904 0.077996580942512217 0.58021994045850711 0.16345751156532917 0.067047068502230175 -0.013901137494553826 -0.12209419126778934 -0.030852426734788649 0.27264311557680976 0.0082317227134649316 -0.037895771180841628 0.020973270594803271 0.13225454081830007 0.016123034362454613 -0.0021600865844646549 -leaf_weight=408.93334370851517 54.95220579020679 73971.627645753324 17.530493839643896 5783.6868138946593 306.10860048700124 750.41711734421551 1.0164702627807845 394.14937178883702 49.84014258813113 89.754468969069421 7.0508144497871426 3.267309118062256 3.5388274677097797 165.40726740472019 66.51429588906467 1.8505270034074812 21.324159774929285 1.8814834654331205 6.4951261095702648 26.780689589679241 1785.610412068665 23.064555648714304 192.10283392760903 3.7436761111021033 131.57529281917959 281.59550941735506 190.91580045223236 12.406869799830018 319.31311090663075 6120.3424008553848 +leaf_value=-0.013273379697729676 -0.029587767144998597 0.00035835634932300623 -0.048990131503787733 0.00019266427408902038 -0.0044481702965234772 0.0057705666783302093 -0.051019370670772939 -0.020501190586325813 -0.033554117801850178 0.014167706364769106 0.014020965420390722 0.2125266871074426 0.1812477261291584 -0.0052999920507070366 0.032197506688615943 0.018554028885445242 0.038998290471256108 0.29010997022925367 0.0817287557826646 0.033523534251115088 -0.0069505687472769129 -0.061047095633894669 -0.015426213367394324 0.13632155778840488 0.0041158613567324658 -0.018947885590420814 0.010486635297401636 0.066127270409150035 0.0080615171812273064 -0.0010800432922323275 +leaf_weight=817.86668741703033 109.90441158041358 147943.25529150665 35.060987679287791 11567.373627789319 612.21720097400248 1500.834234688431 2.0329405255615693 788.29874357767403 99.680285176262259 179.50893793813884 14.101628899574278 6.5346182361245182 7.0776549354195595 330.81453480944037 133.02859177812934 3.7010540068149558 42.64831954985857 3.7629669308662415 12.990252219140528 53.561379179358482 3571.2208241373301 46.129111297428608 384.20566785521805 7.4873522222042075 263.15058563835919 563.19101883471012 381.83160090446472 24.813739599660039 638.62622181326151 12240.68480171077 leaf_count=26432 5512 511780 346 48350 1766 7970 55 3348 1834 864 77 26 39 993 544 23 121 25 43 150 12684 167 2634 45 1311 2042 879 107 2031 37782 -internal_value=0 6.24245e-05 9.83034e-05 0.000117258 -0.00253169 -0.00530938 -0.014544 -0.0193132 -0.0146671 0.00970226 0.0487146 0.157505 0.258839 0.00200163 0.018223 0.0298261 0.112689 0.310917 0.251009 -0.00278675 -0.0153459 -0.00210548 -0.0139638 -0.0108936 0.0253486 -0.0189493 -0.00501989 0.0189187 0.0244448 -0.000663654 -internal_weight=0 90783.9 90728.9 90711.4 16739.8 10379.8 2673.61 2234.16 1840.01 439.457 106.568 16.8132 4.5553 6359.98 576.291 410.884 25.0562 3.73201 9.76244 332.889 1835.45 7706.16 835.405 812.34 147.726 664.614 383.019 143.982 385.827 6870.76 +internal_value=0 3.12122e-05 4.91517e-05 5.86288e-05 -0.00126584 -0.00265469 -0.00727199 -0.0096566 -0.00733357 0.00485113 0.0243573 0.0787527 0.12942 0.00100082 0.00911148 0.014913 0.0563445 0.155458 0.125504 -0.00139338 -0.00767297 -0.00105274 -0.00698188 -0.00544682 0.0126743 -0.00947466 -0.00250994 0.00945935 0.0122224 -0.000331827 +internal_weight=0 181568 181458 181423 33479.5 20759.6 5347.22 4468.31 3680.01 878.914 213.135 33.6265 9.1106 12720 1152.58 821.767 50.1123 7.46402 19.5249 665.779 3670.9 15412.3 1670.81 1624.68 295.452 1329.23 766.037 287.964 771.655 13741.5 internal_count=669980 643548 638036 637690 125910 73823 20886 17960 14612 2926 1010 146 94 52087 3737 2744 169 48 69 1916 14518 52937 7185 7018 1463 5555 3513 1418 2575 45752 is_linear=0 shrinkage=0.1 @@ -1920,15 +1920,15 @@ Column_12=228 Column_1=208 Column_0=194 Column_10=140 -Column_4=114 +Column_4=112 Column_9=94 -Column_7=78 +Column_7=80 Column_11=30 Column_5=20 parameters: [boosting: gbdt] -[objective: multiclassova] +[objective: multiclass] [metric: multi_logloss] [tree_learner: serial] [device_type: cpu] diff --git a/models/lgb-us-task-2.txt b/models/lgb-us-task-2.txt index e94d38f7a3b0cd2608ed2846cf826c071fff2b9f..68ef260accfa4fde681a6219c702c3ee181801d8 100644 --- a/models/lgb-us-task-2.txt +++ b/models/lgb-us-task-2.txt @@ -6,26 +6,24 @@ label_index=0 max_feature_idx=11 objective=multiclass num_class:4 feature_names=pred_0 pred_1 pred_2 pred_3 label_0 label_1 label_2 label_3 query_count is_isbn has_isbn fold -feature_infos=[2.126577567696837e-05:0.99506685641233794] [6.621342761929135e-06:0.94619546958462397] [0.00029480154650789083:0.98248958831614863] [0.0031973135040965976:0.99949982890689348] [0:1] [0:1] [0:1] [0:1] [24:594] [0:1] [0:1] -1:3:1:5:4:0:2 -tree_sizes=3467 3423 3460 3496 3520 3505 3523 3486 3504 3495 3553 3491 3534 3530 3558 3507 3531 3528 3566 3526 3526 3534 3557 3521 3536 3541 3545 3533 3545 3548 3542 3525 3560 3543 3571 3569 3526 3570 3558 3571 3545 3554 3519 3551 3576 3556 3567 3573 3553 3557 3564 3568 3593 3573 3563 3524 3572 3557 3587 3584 3560 3538 3585 3547 3574 3550 3591 3556 3547 3557 3588 3559 3567 3573 3600 3582 3567 3547 3606 3580 3584 3532 3598 3560 3570 3563 3608 3572 3576 3573 3580 3600 3581 3577 3578 3598 3585 3574 3591 3613 3614 3594 3602 3606 3568 3573 3594 3611 3620 3571 3585 3600 3571 3578 3587 3577 3569 3543 3574 3594 3566 3598 3599 3585 3590 3575 3575 3602 3602 3560 3575 3616 3572 3546 3537 3590 3561 3561 3554 3602 3603 3544 3553 3570 3586 3549 3576 3545 3592 3569 3568 3543 3575 3514 3600 3588 3588 3547 3614 3573 3580 3506 3568 3550 3567 3598 3582 3587 3604 3569 3552 3524 3559 3581 3497 3525 3563 3518 3608 3571 3596 3536 3564 3515 3587 3557 3581 3444 3590 3508 3532 3560 3577 3567 3461 3540 3611 3490 3617 3426 +feature_infos=[4.49e-05:0.99507979999999996] [8.3000000000000002e-06:0.94108329999999996] [0.00026380000000000002:0.98524049999999996] [0.0033057:0.99934639999999997] [0:1] [0:1] [0:1] [0:1] [16:396] [0:1] [0:1] -1:2:3:0:1 +tree_sizes=3464 3422 3427 3503 3541 3482 3521 3491 3529 3500 3535 3494 3537 3521 3545 3536 3529 3499 3565 3502 3544 3531 3553 3548 3556 3534 3540 3548 3574 3551 3563 3589 3578 3550 3553 3590 3563 3537 3565 3562 3547 3495 3567 3564 3559 3532 3553 3587 3566 3565 3577 3554 3558 3545 3570 3599 3591 3555 3576 3581 3541 3565 3569 3564 3552 3540 3569 3584 3572 3571 3593 3607 3543 3571 3617 3605 3562 3510 3586 3618 3590 3573 3591 3612 3582 3562 3613 3608 3571 3582 3598 3607 3604 3586 3579 3601 3579 3548 3563 3586 3578 3577 3597 3617 3591 3567 3593 3603 3593 3543 3592 3600 3569 3557 3555 3574 3597 3566 3587 3583 3580 3600 3544 3616 3588 3549 3555 3567 3567 3542 3584 3577 3611 3517 3500 3564 3566 3574 3569 3571 3595 3585 3590 3567 3568 3542 3551 3552 3558 3546 3526 3525 3552 3518 3585 3560 3600 3544 3491 3559 3591 3533 3608 3551 3563 3494 3557 3522 3588 3481 3621 3552 3592 3517 3527 3515 3629 3561 3484 3563 3559 3520 3573 3530 3568 3521 3567 3546 3589 3574 3572 3545 3585 3526 3486 3555 3491 3545 3573 3581 Tree=0 num_leaves=31 -num_cat=2 -split_feature=0 0 0 0 0 0 0 8 8 2 0 10 11 0 0 0 0 8 0 0 10 10 1 0 8 10 3 11 1 10 -split_gain=729204 98398.2 86932 14016.7 12749.1 10158.1 9621.05 2452.31 2292.62 2206.41 1526.58 1452.7 1428.69 1237.17 1218.61 1114.77 1074.48 924.365 905.279 868.508 719.928 646.185 637.375 583.469 550.925 509.935 488.776 476.541 475.977 460.143 -threshold=0.22549401363632046 0.6706440626980037 0.037814444418972644 0.87453036761691083 0.41544750432265959 0.1041489267472484 0.0087159764097386964 88.500000000000014 94.500000000000014 0.0088180304355853466 0.3179151799363904 1.0000000180025095e-35 0 0.01905627148136619 0.80717297168996105 0.51626450568370374 0.0030222126812408869 49.500000000000007 0.54675547793039481 0.062710232501275318 1.0000000180025095e-35 1.0000000180025095e-35 0.00539447746930971 0.16087931935757374 49.500000000000007 1.0000000180025095e-35 0.098818615517316188 1 0.19986569843036534 1.0000000180025095e-35 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 -left_child=2 4 6 7 10 12 16 14 15 -5 21 17 20 -8 26 -6 -1 23 -10 -14 -4 -2 -19 -7 -12 28 -3 -15 -17 -21 -right_child=1 3 5 9 8 11 13 -9 18 -11 24 -13 19 27 -16 25 -18 22 -20 29 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-2.4242120889812546 -2.1841507245905891 -1.91428885834073 -2.3028233039093551 -1.649038874038343 -2.094794553009478 -2.2859935769850215 -2.3921904133571088 -1.8187532949612752 -2.0167880159352363 -1.7614857026327755 -2.1399434608091843 -2.191298072874118 -2.3496329328160863 -2.3498807389195941 -1.8667140659620522 -2.0584891701165473 -2.4098209496642644 -2.258664419312411 -1.9290964253353549 -2.3227497267624813 -2.2296349039382792 -2.1212862312765721 -2.2064898121282073 -2.247832364574327 -2.0901618056731301 -1.9843136498025478 -1.9742789702593488 -2.3750683744926739 -1.9582549357523191 -2.2678088018469857 -leaf_weight=198673.52877225727 11004.623081788421 2344.3838047236204 10894.740923173726 2944.7494158297777 5501.964909479022 9603.4233577921987 47286.995484769344 3152.4971773326397 2806.443481169641 4282.9777660667896 6300.141514852643 4036.9850050881505 16591.859319403768 10705.59571428597 2654.156746096909 5025.2311697900295 70217.125774696469 4382.2298946157098 2027.9093226566911 13406.201070018113 1533.1507493779063 1920.4535839483142 5027.6575896963477 6874.7408574298024 3435.2328683212399 1559.2636493220925 3228.5250010639429 25290.921314969659 523.06680551916361 1719.9850821644068 -leaf_count=1719465 95242 20290 94291 25486 47618 83115 409256 27284 24289 37068 54526 34939 143598 92654 22971 43492 607710 37927 17551 116027 13269 16621 43513 59499 29731 13495 27942 218886 4527 14886 -internal_value=-2.34503 -2.01463 -2.39054 -1.82458 -2.10282 -2.29207 -2.41126 -1.89375 -2.03855 -1.71567 -2.15228 -2.24709 -2.32256 -2.38156 -1.92248 -2.061 -2.42045 -2.25579 -1.98 -2.33384 -2.29384 -2.17481 -2.23079 -2.27007 -2.12238 -2.03484 -1.94904 -2.36759 -2.04904 -2.3165 -internal_weight=0 58711.6 426245 18607.3 40104.3 74071 352174 11379.6 17443.9 7227.73 22660.5 29925 44145.9 83283.5 8227.07 12609.5 268891 25888.1 4834.35 31718 12427.9 12925.1 9409.89 16478.2 9735.37 7107.56 5572.91 35996.5 5548.3 15126.2 -internal_count=4197168 508133 3689035 161041 347092 641064 3047971 98487 150972 62554 196120 258993 382071 720796 71203 109132 2327175 224054 41840 274511 107560 111863 81440 142614 84257 61514 48232 311540 48019 130913 -cat_boundaries=0 1 2 -cat_threshold=3 3 +num_cat=0 +split_feature=0 0 0 2 0 0 0 0 0 8 0 10 10 8 2 0 0 0 4 0 8 10 2 8 3 10 3 1 8 8 +split_gain=499307 66643.8 59168.3 9216.15 8910.02 6540.49 6249.84 1770.29 1379.52 1159.85 1037.32 1035.93 978.881 868.468 857.911 788.493 743.205 679.366 564.391 545.808 464.533 412.46 392.503 392.136 391.512 343.459 340.611 325.46 391.334 321.205 +threshold=0.20963800000000002 0.67191475000000012 0.030902650000000004 0.017922850000000004 0.40692765000000003 0.091994450000000019 0.0075038500000000011 0.80545445000000016 0.54339635000000019 63.000000000000007 0.28980735000000007 1.0000000180025095e-35 1.0000000180025095e-35 63.000000000000007 0.0056048500000000006 0.0026105000000000004 0.017267150000000005 0.058306650000000008 0.10960960960960962 0.12808515000000001 57.000000000000007 1.0000000180025095e-35 0.80731020000000009 59.000000000000007 0.076138600000000015 1.0000000180025095e-35 0.10922170000000002 0.0038245000000000002 33.000000000000007 73.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 4 6 14 10 11 15 9 20 -5 21 17 19 25 -3 -1 -8 -4 23 -7 -6 -2 -13 -9 -16 -10 -12 -21 -29 -28 +right_child=1 3 5 7 8 12 16 18 13 -11 26 22 -14 -15 24 -17 -18 -19 -20 27 -22 -23 -24 -25 -26 -27 29 28 -30 -31 +leaf_value=-2.4243514880855987 -2.1872558860337605 -1.6325997824301821 -2.3399524988104217 -1.9499848954101096 -2.0834839372185923 -2.2760884375389479 -2.3902538136357276 -1.8764540497319309 -2.0372954822145863 -1.8384346295714113 -2.0852416017203592 -2.2823184469455522 -2.1876838206931626 -1.9295776772594901 -1.7139640716514046 -2.4093331942937439 -2.3652729623203528 -2.3066331224851382 -1.7704666753661498 -2.2646087032878879 -2.0254613063322102 -2.1206230815957454 -2.1867776455121888 -1.7887965590877859 -1.8240864596999586 -1.9633374367579561 -2.152093192739605 -2.2434106217394048 -2.1916214315770115 -2.1020259965661747 +leaf_weight=137650.22356640548 6413.0278123989701 1388.2588178291917 15866.937486439943 3520.5041964575648 4453.9825975596905 6705.2380954027176 32238.916944809258 2016.9326611757278 2931.2307906374335 1267.7466291487217 1665.6794937849045 2792.0005055367947 2565.5346476137638 1420.7266270518303 2222.4850903823972 46859.714493647218 18886.443744145334 9961.1469782665372 1143.9992139264941 3335.865195967257 1999.1389151960611 1086.3428552001715 508.27719847112894 683.210519336164 377.71269875019789 799.10095581412315 4087.4776479005814 4409.6137764155865 2180.5426891446114 1866.4946269840002 +leaf_count=1191325 55503 12015 137324 30469 38548 58032 279019 17456 25369 10972 14416 24164 22204 12296 19235 405558 163457 86211 9901 28871 17302 9402 4399 5913 3269 6916 35376 38164 18872 16154 +internal_value=-2.34503 -2.01117 -2.39129 -1.82179 -2.10061 -2.2905 -2.41196 -1.87987 -2.0347 -1.92045 -2.1512 -2.32036 -2.24518 -1.99611 -1.69607 -2.42054 -2.38103 -2.3271 -1.82933 -2.25405 -2.06551 -2.1776 -2.2676 -1.85427 -1.72996 -2.02145 -2.12521 -2.23916 -2.22627 -2.1364 +internal_weight=0 39344.1 283960 12620.8 26723.2 48325.2 235635 8632.39 11604.2 4788.25 15119 29128.4 19196.8 5151.06 3988.46 184510 51125.4 25828.1 3844.14 16631.3 6453.12 7499.37 3300.28 2700.14 2600.2 3730.33 7619.65 9926.02 6590.16 5953.97 +internal_count=2798112 340512 2457600 109230 231282 418241 2039359 74711 100431 41441 130851 252098 166143 44581 34519 1596883 442476 223535 33270 143939 55850 64905 28563 23369 22504 32285 65946 85907 57036 51530 is_linear=0 shrinkage=1 @@ -33,123 +31,121 @@ shrinkage=1 Tree=1 num_leaves=31 num_cat=0 -split_feature=1 1 1 1 1 1 1 1 1 1 1 8 1 8 8 1 2 8 0 0 0 0 3 0 1 3 0 0 3 3 -split_gain=586977 72309.8 60839.4 10064.2 9610.95 9277.71 5056.49 1923.71 1655.64 1493.57 1272.15 1203.43 1079.27 827.841 801.613 754.72 719.852 601.18 596.829 533.162 474.209 442.704 442.59 435.227 411.365 376.962 352.579 342.353 340.276 339.845 -threshold=0.32481992054068576 0.053025848411425859 0.63414676870345377 0.14692370883149389 0.8086606972296565 0.011370457420560686 0.45786295823014506 0.72339695550557503 0.23363929123040048 0.0031956362415680294 0.026934322483942435 58.500000000000007 0.10002272257413615 76.500000000000014 82.500000000000014 0.54080750248608755 0.0072455450537276004 52.500000000000007 0.10904609234046993 0.024261486362520103 0.039390829476267986 0.039390829476267986 0.53920477185453242 0.052501000655660164 0.38933094521104167 0.73385777050397072 0.024261486362520103 0.062710232501275318 0.72523786779265298 0.25872573248468683 +split_feature=1 1 1 1 1 1 1 0 1 1 0 1 1 8 1 8 2 3 2 0 3 1 1 0 0 8 8 3 8 8 +split_gain=405139 51348.5 41768.9 6849.8 6581.48 5890.26 3715.43 1501.02 1009.73 948.945 930.108 916.082 663.33 645.772 644.957 608.965 570.227 553.417 494.801 429.256 426.882 384.221 322.279 319.103 303.822 301.593 259.565 255.258 252.275 237.988 +threshold=0.32698405000000003 0.052604400000000009 0.65175950000000016 0.0093938500000000022 0.13992520000000006 0.81796065000000018 0.46963330000000009 0.038399950000000009 0.024768400000000006 0.22640575000000004 0.025153700000000005 0.0023519500000000007 0.082403350000000014 63.000000000000007 0.55594615000000014 51.000000000000007 0.010177500000000001 0.69317635000000011 0.068923000000000012 0.030902650000000004 0.55271680000000012 0.73778450000000018 0.73778450000000018 0.043801900000000012 0.043801900000000012 33.000000000000007 45.000000000000007 0.70241250000000011 61.000000000000007 35.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 5 6 12 7 9 17 14 19 -1 -7 15 25 26 20 29 -6 24 -13 -5 -4 -17 -10 -19 -2 -3 -9 -12 -14 -8 -right_child=2 3 4 8 16 10 11 13 22 -11 27 18 28 -15 -16 21 -18 23 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-3.7918223620238951 -3.1033720423342364 -3.5910239508855293 -2.268962020387054 -3.2382424880866849 -1.4610692846076985 -3.7200012304971497 -2.9392196925248326 -2.0060372365091728 -3.232943422197621 -3.7624928942370053 -3.6217996925629681 -2.3792175472575368 -3.492507176985304 -1.8644170102516493 -2.1333844574256675 -2.4948065089296616 -1.7290386931074129 -2.6799841246377474 -2.6480330253719666 -3.3850684058892293 -2.5050455679716044 -2.7219120926439118 -3.08366762157846 -2.9410494500806403 -2.952805798849846 -3.5075208535956559 -2.219537770027916 -3.6774559998503511 -3.3715835038938713 -2.748744685681741 -leaf_weight=85940.324526399374 379.95813089609146 2427.9752473384142 146.33862759172916 306.74162124097347 131.61351950466633 8847.2413839250803 185.98314936459064 125.60391342639923 736.88468247652054 21758.612599879503 1842.2431700974703 165.02818785607815 1232.7558436989784 168.04872284829617 155.62047991156578 131.4247360676527 420.64096157252789 90.081163361668587 165.34282691776752 1276.6165288984776 203.25683385133743 247.43215811252594 271.91107711195946 219.36635380983353 347.33006019890308 695.47818195819855 201.33753557503223 2762.5309616327286 286.85643254220486 188.72050920128822 -leaf_count=2731394 12076 77167 4651 9749 4183 281187 5911 3992 23420 691542 58551 5245 39180 5341 4946 4177 13369 2863 5255 40574 6460 7864 8642 6972 11039 22104 6399 87800 9117 5998 -internal_value=-3.72212 -3.75778 -2.47569 -3.45068 -2.00002 -3.77612 -2.8239 -2.18491 -3.29283 -3.7859 -3.69782 -2.67289 -3.5388 -2.0448 -2.32218 -2.74266 -1.66518 -2.98179 -2.51375 -3.35662 -2.40622 -2.64313 -3.19271 -2.86505 -3.03147 -3.57243 -2.13752 -3.65519 -3.46968 -2.84329 -internal_weight=0 128386 3673.13 7235.22 1552.46 121151 2120.67 1000.21 2592.15 107699 13452 1083.93 4643.07 494.99 505.216 753.561 552.254 1036.74 330.371 1583.36 349.595 378.857 1008.8 309.448 727.288 3123.45 326.941 4604.77 1519.61 374.704 -internal_count=4197168 4080427 116741 229953 49341 3850474 67400 31789 82385 3422936 427538 34450 147568 15732 16057 23950 17552 32950 10500 50323 11111 12041 32062 9835 23115 99271 10391 146351 48297 11909 +left_child=1 3 6 11 12 7 18 15 23 17 25 -1 27 21 -12 22 -7 -6 -2 -11 -14 -9 -4 -5 -10 -8 -20 -3 -16 -21 +right_child=2 4 5 8 9 16 10 13 24 19 14 -13 20 -15 28 -17 -18 -19 26 29 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-3.7927460488802596 -2.8765292457142788 -3.5983160773967584 -2.204260321939802 -3.6915713822481164 -3.3718470746205433 -1.4963870768007763 -2.5428571187579401 -2.4931544509380301 -3.6057759410647137 -3.0520625841788185 -2.8277565881815381 -3.7655316593441195 -3.5149892875025275 -2.078711368021422 -2.6650394994952546 -1.7891613721348485 -1.7513462347665396 -3.1859559249032694 -3.0984407790326833 -3.2764778992340196 -3.396169075288868 -2.230728549671098 -1.9673342354164789 -3.7375055636321539 -3.6717379495196312 -2.2812203167892351 -2.909899931093531 -3.4990536808405528 -2.4437913007818901 -3.1313070636966689 +leaf_weight=56012.643576160073 321.97015182673931 1018.6439622193575 107.2919200360775 2571.6079789996147 822.9384658485651 169.2443512827158 146.24423587322235 129.19079872965813 1079.7154040932655 181.01185218989849 252.46638309955597 15874.610435038805 876.80467320978642 103.7050347328186 179.81622375547886 107.32338394224644 182.11308890581131 198.85188698768616 265.08340947329998 358.2794995456934 461.51257568597794 98.198851153254509 123.49583171308041 3671.7434581965208 1976.6255133450031 63.053667962551117 100.7788914591074 347.4244519174099 72.24112856388092 164.9023322314024 +leaf_count=1780219 10233 32375 3410 81732 26155 5379 4648 4106 34316 5753 8024 504534 27867 3296 5715 3411 5788 6320 8425 11387 14668 3121 3925 116697 62822 2004 3203 11042 2296 5241 +internal_value=-3.72212 -3.7582 -2.44674 -3.77629 -3.42668 -1.96009 -2.80108 -2.13417 -3.69553 -3.27411 -2.64126 -3.78674 -3.52405 -2.28551 -2.71478 -1.98596 -1.62854 -3.33567 -2.96694 -3.1848 -3.47401 -2.37983 -2.07748 -3.71859 -3.64844 -2.46404 -3.04651 -3.57307 -2.60163 -3.23072 +internal_weight=0 85617.3 2422.22 81186.9 4430.37 1020.56 1401.65 669.206 9299.69 1725.98 713.822 71887.3 2704.39 331.095 504.524 338.111 351.357 1021.79 687.832 704.194 1338.32 227.39 230.788 6243.35 3056.34 209.298 365.862 1366.07 252.057 523.182 +internal_count=2798112 2721128 76984 2580320 140808 32436 44548 21269 295567 54856 22687 2284753 85952 10523 16035 10746 11167 32475 21861 22381 42535 7227 7335 198429 97138 6652 11628 43417 8011 16628 is_linear=0 shrinkage=1 Tree=2 num_leaves=31 -num_cat=3 -split_feature=2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 8 10 8 8 10 8 10 11 2 11 11 10 2 6 -split_gain=673565 81897.8 80542.9 11710.6 9963.28 9153 8894.66 1447.69 1353.51 1231.44 1212.13 1159.42 1088.86 961.276 847.625 779.661 599.29 539.303 422.99 414.777 370.036 354.159 333.043 300.786 291.927 236.12 231.498 228.811 214.023 198.89 -threshold=0.30363256357774809 0.064018043864392846 0.70078020149616149 0.50637633447529284 0.86743602596990799 0.017407380957827151 0.15097391776113331 0.78463709009343097 0.22098590997500725 0.4000045589291687 0.60709846192531691 0.034721250163656021 100.50000000000001 0.91854959728960894 0.0074783270561342837 0.10045841689787054 94.500000000000014 1.0000000180025095e-35 76.500000000000014 91.500000000000014 1.0000000180025095e-35 61.500000000000007 1.0000000180025095e-35 0 0.8231928146988815 1 2 1.0000000180025095e-35 0.1032352625748353 0.39791666666666675 -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 1 2 1 1 2 2 2 -left_child=1 5 3 9 7 14 12 27 16 21 -5 -7 15 20 -1 25 -8 -15 23 -10 29 -2 24 -13 -9 -3 -17 -4 -14 -6 -right_child=2 6 4 10 13 11 8 22 19 -11 -12 18 28 17 -16 26 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-1.6222607660280366 -1.4721836842441436 -1.5468482869442635 -1.3675664968285424 -1.4232853261204159 -1.3064000554927877 -1.5972565775628886 -1.518265159817568 -1.3480745345772907 -1.496010951262563 -1.4537177046120726 -1.3966829816991946 -1.5663311837146119 -1.5790607209719836 -1.270908460725386 -1.6109037597185507 -1.52794545160527 -1.5425287612024179 -1.3444581250868812 -1.5933578603272138 -1.5176550198853296 -1.3541730845075686 -1.4921896972048507 -1.3750805923855105 -1.5813305683067689 -1.3284666919464789 -1.5617178188611403 -1.543409753057515 -1.3987546749099837 -1.5611420331818784 -1.2834018531071385 -leaf_weight=200094.90785461664 32032.633410900831 15882.473731070757 26905.035646438599 36183.911622166634 19282.198227971792 82468.05458688736 43455.933615803719 13491.823608100414 36898.644400119781 41407.289000362158 32523.503931283951 20607.300148159266 14641.630763530731 17745.658292561769 97855.139891266823 13798.589446425438 13293.48752117157 1056.2864948511124 18883.492996275425 11649.195520311594 1436.242415368557 12225.906260550022 2486.8815273344517 39469.784880101681 17366.831848621368 33078.302825927734 32413.944703310728 2577.6914441287518 12236.523340374231 4671.2892273366451 -leaf_count=885786 141803 70309 119104 160180 85359 365072 192372 59726 163344 183303 143976 91225 64816 78557 433188 61084 58848 4676 83594 51569 6358 54122 11009 174726 76880 146432 143491 11411 54169 20679 -internal_value=-1.53185 -1.58385 -1.39523 -1.44145 -1.32856 -1.60814 -1.53476 -1.35415 -1.51346 -1.46611 -1.41069 -1.58896 -1.55313 -1.29218 -1.61853 -1.54811 -1.52395 -1.27504 -1.5803 -1.5012 -1.30487 -1.47771 -1.33988 -1.5762 -1.33704 -1.5569 -1.53879 -1.37029 -1.5709 -1.30192 -internal_weight=0 686727 261393 154373 107020 459379 227349 62828.3 105297 85665.8 68707.4 161429 122051 44191.7 297950 95173.3 56749.4 18801.9 78960.6 48547.8 25389.7 44258.5 33345.5 60077.1 30858.7 48960.8 46212.5 29482.7 26878.2 23953.5 -internal_count=4197168 3040025 1157143 683384 473759 2033591 1006434 278130 466133 379228 304156 714617 540301 195629 1318974 421316 251220 83233 349545 214913 112396 195925 147615 265951 136606 216741 204575 130515 118985 106038 -cat_boundaries=0 1 2 3 -cat_threshold=3 3 3 +num_cat=4 +split_feature=2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 10 8 8 1 8 10 11 8 1 11 6 11 11 8 +split_gain=461337 55806 53911 6857.71 6811.4 6239.91 6236.56 939.351 922.642 866.498 836.954 747.684 705.384 649.346 644.043 634.924 591.824 367.415 317.039 307.016 296.436 230.313 222.24 217.72 204.517 190.596 182.906 165.135 163.169 156.853 +threshold=0.30852235000000006 0.059201500000000011 0.70297835000000009 0.52021335000000013 0.8604925000000001 0.15448890000000001 0.016223500000000005 0.9093842000000002 65.000000000000014 0.40088590000000007 0.78741325000000006 0.21968705000000002 0.03337455000000001 0.0064026500000000002 0.10211365000000001 0.61691350000000011 1.0000000180025095e-35 55.000000000000007 57.000000000000007 0.0030035500000000002 61.000000000000007 1.0000000180025095e-35 0 33.000000000000007 0.0024072000000000004 1 0.34428879310344834 2 3 53.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 1 1 2 +left_child=1 6 3 9 10 8 13 21 14 23 24 17 29 -1 22 -5 26 27 28 -12 -13 -6 -3 -2 -4 -16 -9 -7 -14 -8 +right_child=2 5 4 15 7 11 12 16 -10 -11 19 20 18 -15 25 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-1.6226463534927216 -1.4713192444938132 -1.5478451604611048 -1.3612522992482781 -1.4224082675866483 -1.3099632036688624 -1.5068742635343071 -1.5931923723661512 -1.2814215556764892 -1.5717160372267078 -1.4522713594550662 -1.3330667061696291 -1.4950723786925917 -1.5685932161794309 -1.6107899895818045 -1.5271069828418153 -1.3978468221413605 -1.3525123921868869 -1.5404212084722366 -1.5944910409725197 -1.3589120198600286 -1.517167874475231 -1.3589003322281203 -1.5633153899059213 -1.4911468996785513 -1.3816359421812843 -1.5433208557536471 -1.2569677451439123 -1.523324606357275 -1.5822253782858038 -1.6059719592859536 +leaf_weight=137182.1589320302 18985.823574155569 19149.82357314229 9710.3360281586647 22228.776722162962 16428.914499044418 11204.633539587259 42143.255937963724 12418.820859909058 18966.39657703042 29539.426814734936 12611.961354583502 24631.399296849966 19484.600430577993 69643.299845188856 13945.195506125689 19989.250565201044 1059.2231339514256 8069.6583523452282 10704.049520641565 7231.5867321789265 8058.3635865747929 1021.4986162781715 18184.346995085478 7818.6886569261551 9982.5398832261562 15083.70789578557 4058.2093413174152 13467.426914036274 16638.093561112881 12438.925542980433 +leaf_count=607282 84047 84773 42986 98403 72728 49601 186561 54976 83961 130766 55831 109039 86255 308299 61733 88489 4689 35723 47385 32013 35673 4522 80499 34612 44191 66773 17965 59618 73654 55065 +internal_value=-1.53185 -1.58431 -1.39272 -1.44125 -1.32854 -1.53445 -1.60869 -1.2964 -1.55227 -1.46408 -1.35698 -1.51122 -1.58838 -1.61865 -1.54671 -1.41078 -1.28006 -1.5219 -1.57938 -1.34249 -1.50052 -1.31283 -1.55539 -1.4771 -1.37158 -1.53553 -1.2754 -1.51584 -1.5749 -1.5961 +internal_weight=0 458995 173085 98562 74523.1 150761 308234 34986.7 85329.5 56343.9 39536.4 65431.5 101409 206825 66363.1 42218 17536.3 32741.7 46826.7 19843.5 32689.8 17450.4 37334.2 26804.5 19692.9 29028.9 16477 24672.1 36122.7 54582.2 +internal_count=2798112 2031894 766218 436317 329901 667393 1364501 154880 377739 249425 175021 289654 448920 915581 293778 186892 77630 144942 207294 87844 144712 77250 165272 118659 87177 128506 72941 109219 159909 241626 +cat_boundaries=0 1 2 3 4 +cat_threshold=3 3 3 3 is_linear=0 shrinkage=1 Tree=3 num_leaves=31 -num_cat=5 -split_feature=3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 0 0 0 11 11 11 3 11 0 0 11 0 8 0 8 -split_gain=1.03096e+06 91151.7 89516 11278.7 11056.3 10359.7 8428.22 1787.46 1604.32 1379.85 1301.27 1274.45 1262.74 1045.91 968.857 607.678 533.696 504.224 423.806 400.107 386.335 375.972 347.901 288.782 276.388 260.351 238.995 226.586 222.854 222.452 -threshold=0.63560950776179859 0.23105957912703226 0.92760023388755874 0.10844812046708716 0.40721824912032167 0.81679101471297744 0.97791585845919249 0.06584418049825895 0.52878478634384141 0.15880257157815278 0.88052459584666576 0.73385777050397072 0.31565933714301425 0.99058217955182437 0.95812366525343096 0.052501000655660164 0.039390829476267986 0.029159141387301406 0 1 2 0.040999996234582288 3 0.078237077907738276 0.062710232501275318 4 0.032582147861227539 94.500000000000014 0.037814444418972644 94.500000000000014 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 2 1 2 2 1 2 2 2 2 -left_child=1 3 5 7 12 11 14 21 23 15 20 22 26 -8 25 -5 -9 -11 -12 -13 -7 -1 -2 -6 -10 -4 -3 -17 -23 -18 -right_child=2 4 6 9 8 10 13 16 24 17 18 19 -14 -15 -16 27 29 -19 -20 -21 -22 28 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.60463390535182904 -0.43260497509912771 -0.50144664205661349 -0.35031629801064423 -0.54033280485566293 -0.45980093855377602 -0.3903407820814549 -0.31376906552437062 -0.56118277480329104 -0.43590962321678517 -0.51894119541366668 -0.37008885744205744 -0.41168960915934327 -0.48779819629896265 -0.30219737178880918 -0.32620725695235236 -0.55445996303358946 -0.57362572219578489 -0.53776365410688887 -0.35349627552218466 -0.39376015040912643 -0.37344544565508975 -0.57953880877415609 -0.41515171740308665 -0.47418836484925997 -0.451029915499156 -0.3375649741419488 -0.51515927344098567 -0.57062786967812862 -0.59441439180715638 -0.58835088203712604 -leaf_weight=24082.261042356491 16144.401224374771 20339.761574983597 25256.961940526962 25603.302326917648 35936.088064193726 19837.210962772369 113894.21459054947 27901.229134559631 33689.636245250702 21670.375155687332 23272.050671100616 17790.113146305084 48431.120870113373 248600.98703956604 83989.328959465027 23936.76237487793 29316.345008850098 41463.84725522995 47091.283447504044 41448.375004291534 43209.831264972687 15705.822418928146 39052.853998422623 22803.71753692627 18855.318114757538 48190.705893993378 33883.336925268173 13589.099473237991 28070.53126502037 15782.291043758392 -leaf_count=80937 54259 68359 84885 86049 120776 66670 382782 93772 113226 72831 78214 59790 162770 835512 282276 80448 98528 139354 158267 139302 145222 52785 131251 76640 63370 161962 113877 45671 94341 53042 -internal_value=-0.409719 -0.524504 -0.337799 -0.56346 -0.475864 -0.387254 -0.314224 -0.582914 -0.45403 -0.541756 -0.368319 -0.409329 -0.499534 -0.305833 -0.333543 -0.552211 -0.572053 -0.531303 -0.358971 -0.399142 -0.378753 -0.594598 -0.420262 -0.465386 -0.441335 -0.341932 -0.510015 -0.560315 -0.589077 -0.578779 -internal_weight=0 481061 767778 267122 213939 247846 519932 140858 111285 126263 133410 114436 102654 362495 157437 63129.2 72999.9 63134.2 70363.3 59238.5 63047 67858.6 55197.3 58739.8 52545 73447.7 54223.1 37525.9 43776.4 45098.6 -internal_count=4197168 1616776 2580392 897758 719018 832975 1747417 473405 374012 424353 448373 384602 345006 1218294 529123 212168 245342 212185 236481 199092 211892 228063 185510 197416 176596 246847 182236 126119 147126 151570 -cat_boundaries=0 1 2 3 4 5 -cat_threshold=3 3 3 3 3 +num_cat=4 +split_feature=3 3 3 3 3 3 3 3 3 0 3 3 3 3 3 3 0 3 11 0 11 0 11 0 0 11 0 8 0 8 +split_gain=700035 62776.5 59391.3 7220.12 7131.28 6870.23 5921.94 1077.27 989.386 954.141 936.58 821.581 731.527 705.331 606.173 548.996 419.936 362.108 341.797 336.874 320.253 263.516 256.325 241.706 225.485 224.772 202.181 185.328 181.304 167.579 +threshold=0.63543185000000013 0.9338860000000001 0.23083375000000003 0.81845195000000015 0.10623690000000001 0.40463745000000007 0.98271750000000002 0.065702100000000013 0.52008850000000006 0.050429200000000007 0.88918865000000014 0.74608520000000011 0.96586810000000012 0.32691125000000004 0.99248650000000016 0.15383465000000002 0.027256650000000004 0.16733075000000003 0 0.082685850000000019 1 0.027256650000000004 2 0.010599350000000002 0.074450300000000011 3 0.012107100000000001 45.000000000000007 0.022430050000000003 77.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 1 2 2 1 2 2 2 2 +left_child=2 3 4 11 7 13 12 19 24 17 18 20 29 23 -8 -11 -9 27 -5 -1 26 -10 -13 -4 -7 -12 -2 -6 -15 -3 +right_child=1 6 5 10 9 8 14 16 21 15 25 22 -14 28 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.58568749940939013 -0.40215671841565243 -0.34365052458526335 -0.49505153324055851 -0.37141447685834272 -0.53404927082524023 -0.46112958701452045 -0.31258978534818871 -0.56163972880227242 -0.4353186392082089 -0.56352713028003387 -0.35237140089993446 -0.39213580931034703 -0.32477497593689952 -0.47695974287027998 -0.30162263786339183 -0.54267903215864377 -0.58078476940801682 -0.52023846013229103 -0.38872906453117451 -0.6033838774659297 -0.43143589778063446 -0.45245722699463986 -0.40968613503578866 -0.51318954008064965 -0.47759459445754021 -0.36656903998247342 -0.42183782960179317 -0.55393638863116779 -0.49405857812235693 -0.32967881535148663 +leaf_weight=19952.360214948654 9100.9565279483795 44910.291151762009 9757.3370196819305 22933.743953466415 15272.004306077957 22149.717391490936 72211.970562458038 18412.573703289032 18209.054094791412 24849.327636957169 21661.448857069016 17421.754556655884 55907.193506240845 9977.2215089797974 166830.14083003998 25688.399707078934 30328.587272167206 15596.921575784683 22885.244397640228 23341.675800323486 18452.44450378418 17683.890192747116 15934.038120269775 29741.23682308197 13318.930168390274 24033.16639995575 12239.145578861237 6760.1834869384766 16385.113743782043 10613.369057178497 +leaf_count=67057 30587 150937 32793 77077 51327 74442 242694 61882 61198 83515 72801 58552 187896 33532 560692 86335 101930 52419 76914 78448 62016 59433 53552 99956 44763 80772 41134 22720 55068 35670 +internal_value=-0.409719 -0.337739 -0.526532 -0.388668 -0.564278 -0.476963 -0.313811 -0.583749 -0.455467 -0.543953 -0.369947 -0.41209 -0.33285 -0.500254 -0.304936 -0.55293 -0.573552 -0.531898 -0.38005 -0.595228 -0.421793 -0.443763 -0.400514 -0.508709 -0.467312 -0.359817 -0.413443 -0.540151 -0.487587 -0.34098 +internal_weight=0 515135 317425 164662 180202 137223 350473 92035.2 71361.6 88166.8 91513.6 73148.3 111431 65860.9 239042 50537.7 48741.2 37629.1 45819 43294 39792.5 35892.9 33355.8 39498.6 35468.6 45694.6 21340.1 22032.2 26362.3 55523.7 +internal_count=2798112 1731294 1066818 553405 605633 461185 1177889 309317 239836 296316 307564 245841 374503 221349 803386 169850 163812 126466 153991 145505 133737 120631 112104 132749 119205 153573 71721 74047 88600 186607 +cat_boundaries=0 1 2 3 4 +cat_threshold=12 12 12 12 is_linear=0 shrinkage=1 Tree=4 num_leaves=31 -num_cat=3 -split_feature=0 0 0 0 0 0 0 2 10 10 4 10 11 0 0 11 0 8 0 0 8 8 1 8 2 10 3 0 11 10 -split_gain=447913 45509.4 40959.8 6486.29 5699.92 4807.57 4342.99 1327.65 960.674 871.432 857.063 813.699 674.594 615.957 598.875 590.35 576.671 576.494 570.463 522.153 357.647 322.473 423.694 319.919 315.242 313.904 308.574 283.722 283.147 283.081 -threshold=0.13153682083793664 0.48824191039376336 0.023446933044462426 0.77245734214085149 0.27394974133035993 0.0058233944893070566 0.059913150215792556 0.023969369160783374 1.0000000180025095e-35 1.0000000180025095e-35 0.10960960960960962 1.0000000180025095e-35 0 0.21490439486673943 0.60604804656769551 1 0.012151601271849591 49.500000000000007 0.37298946324653626 0.0019039742849653897 76.500000000000014 85.500000000000014 0.0064615333810629236 85.500000000000014 0.87525673251543112 1.0000000180025095e-35 0.12230334144234294 0.036504918016380609 2 1.0000000180025095e-35 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 -left_child=2 4 5 10 9 19 11 -5 12 13 14 15 -8 21 -3 -4 -7 -14 -6 -1 -9 28 -23 25 -13 -20 -10 -17 -2 -18 -right_child=1 3 6 7 18 16 8 20 26 -11 -12 24 17 -15 -16 27 29 -19 23 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.078936590715889127 0.086246444966168845 0.19193324494839176 -0.026361941202631325 0.31982815303789874 0.14402986400231585 -0.054824185185279241 0.057423467738265822 0.2582289833090215 0.13755327750284504 0.13523370381280378 0.25763370932477075 0.024850286393243187 0.012799061353209771 0.10940846440282029 0.2270775583782316 -0.012918230002696599 -0.040562332019388476 0.048156492005527782 0.15234324851255865 -0.068464160249635406 0.29874843451204186 0.071065396426568714 0.12225920735242597 0.19698484148155829 0.1211505082124377 0.19858092548066639 0.070434659927959525 0.0085936112051496951 0.054387946901791995 -0.0088176434375405611 -leaf_weight=151021.75374620408 4985.3102312833071 8678.3484897166491 16848.798470452428 11229.282419264317 13951.4131706357 44735.365768931806 8295.5956301912665 7327.5378502309322 855.96339005231857 4671.9254813939333 5082.9145478159189 4145.9450891762972 14788.845621004701 9347.6632032245398 10987.639062359929 12136.77101316303 33625.876804091036 6700.8415724486113 6643.9773752987385 69530.347496919334 3099.8961310982704 3349.9252568185329 3124.5421042442322 3950.2760901004076 370.29059441387653 1884.7925710678101 3428.9357419461012 12390.251109674573 6794.8236819952726 3065.1707057580352 -leaf_count=1451643 39044 54973 147090 55303 98173 408231 67153 39948 6364 33937 30676 35770 122322 68762 65091 105800 300559 54443 45281 647566 16225 25781 23389 25469 2958 12764 27040 104511 53293 27609 -internal_value=0 0.181994 -0.0511171 0.256002 0.123491 -0.0679685 0.0125223 0.295969 0.0395702 0.0952932 0.22103 -0.00755796 0.0332012 0.0885329 0.211569 -0.0119572 -0.0472028 0.023813 0.157924 -0.0756351 0.270275 0.0778432 0.0957712 0.173458 0.032746 0.162561 0.0838425 -0.00205031 0.0679897 -0.0379104 -internal_weight=0 105110 381941 46405.6 58704.6 301979 79962.2 21656.7 34070.2 32274.2 24748.9 45892.1 29785.3 27602.3 19666 41375.8 81426.4 21489.7 26430.5 220552 10427.4 18254.6 6474.47 12479 4516.24 8528.77 4284.9 24527 11780.1 36691 -internal_count=4197168 688109 3509059 262216 425893 2835608 673451 111476 277322 244206 150740 396129 243918 210269 120064 357401 736399 176765 181687 2099209 56173 141507 49170 83514 38728 58045 33404 210311 92337 328168 -cat_boundaries=0 1 2 3 -cat_threshold=3 48 7 +num_cat=1 +split_feature=0 0 0 0 0 0 0 0 10 10 0 10 0 8 2 0 11 8 0 2 4 1 10 2 0 8 1 3 10 1 +split_gain=305792 31471.3 27222.9 3983.46 3868.04 3043.44 2926.05 785.078 653.346 635.165 503.453 500.29 439.419 431.649 383.971 371.084 341.635 296.418 269.395 256.399 226.383 211.888 209.406 229.778 208.117 204.24 207.627 192.149 191.475 184.284 +threshold=0.11459555000000002 0.48365800000000009 0.018583000000000006 0.83898855000000017 0.24572955000000002 0.0043229500000000008 0.04590505000000001 0.63874180000000014 1.0000000180025095e-35 1.0000000180025095e-35 0.34450655000000002 1.0000000180025095e-35 0.0099322000000000004 63.000000000000007 0.010912100000000003 0.17800870000000002 0 71.000000000000014 0.0014622500000000002 0.9093842000000002 0.30094339622641514 0.19233625000000001 1.0000000180025095e-35 0.95492530000000009 0.030902650000000004 49.000000000000007 0.0028593500000000005 0.12274470000000001 1.0000000180025095e-35 0.0024072000000000004 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 4 5 7 9 18 11 17 16 15 -6 24 -7 -9 -5 29 27 21 -1 -13 -12 28 -14 -24 -4 -18 -27 -8 -3 -2 +right_child=1 3 6 14 10 12 8 13 -10 -11 20 19 22 -15 -16 -17 25 -19 -20 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31 +leaf_value=-0.07923814579164587 0.04795697055412039 0.1817359331693402 -0.021859397297493893 0.32765377534006074 0.13923685030407612 -0.056135480441718802 0.075123513815163093 0.23655983238093287 0.081395347960931633 0.13651103183223823 0.16613953934857761 0.022489610055051429 -0.041002423985489908 0.27957411478817357 0.28992458000280547 0.10265240917370388 0.010742356734534608 0.23818755099839015 -0.069980310489192232 0.14921769877008315 0.21351702230614952 0.25466820890907188 -0.011401871546983026 0.22879017898580309 -0.0033470199463391916 0.010303488317814495 0.060710549342360282 0.038752878090899751 0.22449661410288757 0.080594565159455581 +leaf_weight=99901.338809452951 2234.3422299399972 4406.8535969108343 14637.629326447845 4744.5207766294479 9375.1000286489725 33694.448354080319 1766.2261717915535 8178.7172682285309 3021.5237029120326 2899.2607585862279 8619.0622414499521 2680.8089569807053 20524.296895176172 3263.9892693608999 6251.5731471180916 7558.6821137666702 7797.8347283378243 2530.9220151156187 45861.096953481436 169.76051390171051 1142.2088229656219 592.91650854051113 1851.3350029289722 40.703961573541164 10378.39386087656 1379.5439352691174 2004.4435428902507 8179.3655131086707 1373.5861305892467 7664.6157686635852 +leaf_count=961452 17553 28481 127953 22592 66224 307696 14183 47660 23746 21102 57847 22830 183694 17713 32520 56471 64187 15257 427825 1333 7610 3775 16746 343 88376 11335 16433 67585 8530 59060 +internal_value=0 0.182889 -0.0520857 0.257709 0.123509 -0.0687073 0.0124229 0.231502 0.037901 0.0931663 0.155788 -0.00965618 -0.0489174 0.248829 0.306204 0.0859678 0.0316807 0.209234 -0.0763254 0.0300367 0.171683 0.197737 -0.0380679 -0.00623455 -0.0141792 0.0196279 0.0401612 0.0451665 0.191897 0.0732278 +internal_weight=0 70836.4 253889 31343.1 39493.3 201873 52015.5 20347 24148.9 20356.9 19136.4 27866.6 56110.8 11442.7 10996.1 17457.6 21127.4 8904.28 145762 2850.57 9761.27 6373.36 22416.3 1892.04 25016 11181.8 3383.99 9945.59 5780.44 9898.96 +internal_count=2798112 462395 2335717 176528 285867 1897756 437961 121416 197469 154186 131681 240492 508479 65373 55112 133084 173723 56043 1389277 24163 65457 40786 200783 17089 216329 91955 27768 81768 37011 76613 +cat_boundaries=0 1 +cat_threshold=3 is_linear=0 shrinkage=0.1 Tree=5 num_leaves=31 -num_cat=1 -split_feature=1 1 1 1 1 11 1 3 1 1 0 3 5 5 5 3 8 1 3 0 1 8 1 3 1 8 0 1 1 7 -split_gain=165969 9378.3 7782.72 1370.79 1264.43 1052.5 539.411 389.816 384.952 520.09 353.616 316.462 308.888 278.681 257.965 240.704 239.573 206.177 188.353 185.163 152.532 151.804 145.701 143.062 141.868 127.687 165.65 119.45 119.036 125.748 -threshold=0.058268038246294049 0.010118751614546534 0.17083202594883626 0.026934322483942435 0.002272279542627331 0 0.088930298978742925 0.79153353705335838 0.8086606972296565 0.27317485067352615 0.01782922684142749 0.68207596575076135 0.44949494949494956 0.44949494949494956 0.30217391304347835 0.81107178753290743 76.500000000000014 0.27317485067352615 0.32463780157820338 0.094441262256253003 0.00086931002266495995 58.500000000000007 0.0045713250446715644 0.60736002541471723 0.041098522490902706 70.500000000000014 0.20464055779332538 0.016339155956306178 0.8086606972296565 0.060915275200989494 -decision_type=2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 6 7 20 8 19 27 9 16 -5 14 18 17 25 -6 23 -7 -11 21 -1 -2 -17 -4 -12 -8 -27 -3 29 -19 -right_child=2 3 5 10 15 13 11 -9 -10 12 24 -13 -14 -15 -16 22 -18 28 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 -leaf_value=-0.073072238534281672 0.12308720251313113 -0.024450741795799077 0.21363201166204795 0.11054932023509348 -0.050859782217832022 0.21507114321089393 0.13866590832502293 0.031760131011845834 0.26179069542643857 0.31952071779420432 0.031731669761399149 0.22989218536143963 0.43271768961051216 0.32600470658462311 0.34916208066055693 -0.041822044364788563 0.33931916144567231 0.27839263926672936 0.36571651466538896 0.088358420872874655 -0.062837310958517051 0.21163413992754126 -0.014371804168301541 0.30739984960092182 0.067514820613092372 0.25052918285207121 0.15006868750631241 0.00011164711514032141 0.23990319762345755 0.24461965137628888 -leaf_weight=51730.416387567297 831.69243849813938 4343.0848892815411 644.81750705465674 1067.6376582495868 18756.248201956972 1162.8710481673479 1842.3533999472857 2534.8401493337005 1185.2552880048752 3302.1494223251939 2663.6757187098265 788.95376830548048 325.65068627148867 577.03883655741811 68.442294418811798 4506.7439461089671 313.92669250071049 3703.6702227853239 1204.5680112279952 1366.8237803205848 20265.250699276105 252.36324010416865 3386.672817658633 217.62591710686684 1897.0639639236033 268.30034771561623 422.76282293349504 3638.6885247882456 2042.1551313698292 1569.7059398926795 -leaf_count=1808531 22289 135149 13486 30802 605460 23818 45001 82790 6005 34965 77985 18395 3288 4934 1669 155741 6470 40447 16234 36915 689341 6740 115020 4309 54363 6584 10272 112091 10398 17676 -internal_value=0 -0.0517397 0.247573 0.018913 -0.0633032 0.283161 0.148579 -0.00240368 0.313439 0.324149 0.0587433 0.174414 0.338664 0.258475 0.157591 -0.0446945 0.26452 0.254184 0.331868 0.112837 -0.0701913 0.143701 -0.0300445 0.237293 0.0466159 0.152416 0.189072 -0.0132534 0.260401 0.26834 -internal_weight=0 114790 22091.1 16145 98645.3 16249.4 5841.69 10516.6 7193.99 6008.74 5628.38 3390.81 4832.37 9055.44 2601.86 26649.7 1176.37 8478.4 4506.72 2450.88 71995.7 1084.06 7893.42 862.443 4560.74 2533.42 691.063 7981.77 7315.53 5273.38 -internal_count=4197168 3867273 329895 493180 3374093 182030 147865 330030 84757 78752 163150 81921 54487 97273 63526 876221 24265 92339 51199 65944 2497872 29029 270761 17795 132348 61857 16856 247240 68521 58123 -cat_boundaries=0 1 -cat_threshold=49 +num_cat=0 +split_feature=1 1 1 1 1 0 1 5 1 3 3 8 3 5 1 3 7 1 3 2 8 10 1 1 4 1 1 1 0 1 +split_gain=113399 6834.21 4067.73 1143.35 711.323 467.405 366.181 447.556 367.006 345.135 316.409 250.148 215.269 208.768 186.743 181.901 219.436 169.87 152.419 142.58 120.123 101.394 96.2078 95.7595 95.0242 85.1656 78.7229 74.0735 71.6559 68.4941 +threshold=0.057934650000000011 0.0079750500000000026 0.16303675000000004 0.020131650000000004 0.0019528500000000001 0.035162500000000006 0.81796065000000018 0.44949494949494956 0.27292540000000004 0.73795090000000008 0.79912485000000011 45.000000000000007 0.88521380000000016 0.25543478260869573 0.09277015000000001 0.3177185500000001 0.32916666666666672 0.030923250000000003 0.62541555000000015 0.093705850000000021 35.000000000000007 1.0000000180025095e-35 0.09277015000000001 0.00061265000000000007 0.45368782161234994 0.043297350000000005 0.65175950000000016 0.0030804500000000006 0.067230950000000012 0.09277015000000001 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 4 5 10 23 11 7 8 18 17 28 19 -6 14 -7 21 -17 -5 20 22 -4 24 -2 -1 -10 -11 -9 -14 -3 -13 +right_child=2 3 6 9 12 13 -8 26 15 25 -12 29 27 -15 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.07367737604811124 0.17707364372702494 -0.0035095559221413764 0.20377182102080493 0.016855548869163857 -0.052472749380683387 0.10168179257884467 0.24676048759758876 0.42324482896410354 0.29335385100814121 0.087817330776974178 0.031873001034026162 0.24825336039519807 -0.041542446070957868 0.31226461784036591 0.15726942850148612 0.34611691921247328 0.26522881392197512 0.060480842566727755 0.29733768152962514 0.14258282754550891 0.27159249637347915 0.21953075637996125 0.27322122854380027 -0.06427266866338216 0.22909923651129269 0.15084115652964977 0.3430609061968678 -0.012098863088570767 -0.028377335400592271 0.35809312561213091 +leaf_weight=32522.608479363844 193.36726311594248 1779.1569867823273 812.24566958099604 1637.9033935386688 13152.110145786777 1149.5472927875817 2248.7048256993294 255.36204126849771 4498.6263700574636 951.44943382032216 1550.9224747121334 103.81132891774178 1481.9608296602964 65.179431814700365 1274.2731641232967 1269.0658879801631 455.85003883764148 1961.4455119818449 393.20688932389021 353.62060016021132 384.9167296551168 212.94829226285219 225.3657099455595 16229.178372895345 242.56784651428461 276.79126694053411 235.22800509631634 2017.8547375537455 3322.7133351992816 125.29025744274259 +leaf_count=1142013 4905 55031 17003 49017 425359 30463 11167 3607 44844 28477 49908 2665 51339 1620 30404 16719 6064 56334 7396 8802 7699 2145 4977 552401 2641 7762 1648 68983 103887 2832 +internal_value=0 -0.0519605 0.252933 0.0192016 -0.0644517 0.158867 0.282757 0.291998 0.286492 0.0562481 -0.00768117 0.216557 -0.0466075 0.135655 0.130906 0.296772 0.32474 0.0406289 0.24332 0.189337 0.225578 0.287035 0.228821 -0.0705466 0.290066 0.10202 0.384798 -0.0245664 -0.0197053 0.308322 +internal_weight=0 76884.1 14499.2 11480.4 65403.7 3490.46 11008.7 8760.02 8269.43 4827.59 6652.79 1001.46 16651.9 2489 2423.82 6679.06 1724.92 3599.35 1590.37 772.354 1197.16 4954.14 418.733 48751.8 4741.19 1228.24 490.59 3499.82 5101.87 229.102 +internal_count=2798112 2590511 207601 350416 2240095 86668 120933 109766 104511 141590 208826 24181 545681 62487 60867 72413 22783 105351 32098 18684 24702 49630 9882 1694414 47485 36239 5255 120322 158918 5497 is_linear=0 shrinkage=0.1 Tree=6 num_leaves=31 -num_cat=4 -split_feature=2 2 2 2 2 2 2 2 8 2 2 8 2 2 2 2 2 8 10 1 10 8 11 8 1 2 11 11 6 11 -split_gain=478989 56793.3 54407.5 7502.46 7013.35 5992.82 5422.74 1033.01 927.687 926.814 897.76 882.715 813.15 627.057 626.58 584.403 548.515 378.956 361.345 299.942 266.569 258.155 227.629 219.137 213.839 206.484 196.059 189.941 184.137 182.113 -threshold=0.24387126850470461 0.64786427543554548 0.04807149736837172 0.44686186268685185 0.84150779656813202 0.11704096148882211 0.015323723475828306 0.33367274430425603 79.500000000000014 0.74326077887099717 0.53704555397172205 109.50000000000001 0.90499276603118495 0.18058308055242361 0.0063611636604093561 0.073350654541185153 0.027105100372202845 49.500000000000007 1.0000000180025095e-35 0.0028901651951811582 1.0000000180025095e-35 76.500000000000014 0 85.500000000000014 0.0024386303819312204 0.17619522235393983 1 2 0.34549071618037142 3 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 1 2 1 -left_child=2 3 6 7 9 8 14 17 15 24 -5 13 20 27 -1 29 -8 -2 28 -11 -6 26 -17 -9 -3 -13 -18 -7 -14 -4 -right_child=1 4 5 10 12 11 16 23 -10 19 -12 25 18 -15 -16 22 21 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.087206339071556171 0.036913359764053702 0.12041731091613889 -0.023649439735727223 0.071126304455718325 0.15911561453169096 0.01040771179507414 -0.06515546284989103 0.055722922275083353 -0.044892631566322845 0.14082418727198201 0.092379101501699673 -0.02218108114510222 0.17702199797912829 0.018176528158713633 -0.07693227623512193 -0.006921335120113151 -0.04022954295329341 0.017436928020301987 0.13398104359420535 0.12391619998321912 0.12279614084033147 -0.063402554188622867 -0.021479217837770875 0.040924611143280498 0.10524331414992578 -0.0035730348024031809 -0.053309878687029771 -0.0031593064533421821 0.19518466827720171 -0.037728181831441499 -leaf_weight=164394.76885658503 36677.829220563173 16792.682633459568 14095.340329930186 36518.202299937606 33111.4392606318 14581.462903186679 62852.632349610329 37531.418899163604 28331.543810799718 24380.579987555742 43613.962449491024 12985.699168950319 22417.814050346613 35705.998744383454 92906.577281489968 15795.975885972381 18067.374065920711 13729.73472687602 1687.5676421225071 18417.70109295845 2152.1853260695934 15659.256771653891 33767.442262932658 13644.676078006625 20779.405344963074 11027.1717248559 33451.072813034058 35236.365595266223 7432.5407182574272 27265.478214859962 -leaf_count=804533 155924 65515 64152 149048 122787 63993 298579 156391 130351 93012 173706 58227 81363 154879 448299 70555 83949 58980 6284 70133 8147 73470 152892 57133 80788 48522 156717 156103 26874 125862 -internal_value=0 0.0972132 -0.0522463 0.0598159 0.143388 -0.0135815 -0.0750852 0.0417692 -0.0290923 0.123486 0.0826937 0.00330559 0.167333 0.00806232 -0.0834966 -0.024169 -0.0584408 0.0316085 0.178999 0.133548 0.156899 -0.0521585 -0.0168453 0.0517774 0.112025 -0.0136359 -0.0487408 0.000813156 0.181544 -0.0329451 -internal_weight=0 328888 616124 181716 147172 228792 387332 101584 119256 80370.4 80132.2 109537 66801.5 85523.8 257301 90924.2 130030 50407.6 31537.9 42798.3 35263.6 67177.7 49563.4 51176.1 37572.1 24012.9 51518.4 49817.8 29850.4 41360.8 -internal_count=4197168 1306085 2891083 751182 554903 1025536 1865547 428428 543812 309448 322754 481724 245455 374975 1252832 413461 612715 214904 114521 163145 130934 314136 223447 213524 146303 106749 240666 220096 108237 190014 -cat_boundaries=0 1 2 3 4 -cat_threshold=3 3 3 3 +num_cat=3 +split_feature=2 2 2 2 2 2 2 8 2 8 2 2 2 2 2 2 2 10 1 8 10 11 8 2 11 11 1 1 8 8 +split_gain=327446 38481.5 36870 4940.43 4590.71 4238.06 3551.51 723.654 704.946 671.425 621.207 611.734 490.98 486.605 418.589 410.516 376.635 335.274 267.091 266.688 172.035 170.328 167.885 165.546 165.354 159.354 158.137 155.047 144.956 142.449 +threshold=0.24394055000000003 0.6501435000000001 0.042905050000000007 0.84357925000000011 0.44782845000000004 0.11109435000000002 0.012435350000000001 53.000000000000007 0.34011750000000007 65.000000000000014 0.74631990000000015 0.90278685000000014 0.55206410000000006 0.17177030000000001 0.072932700000000017 0.028366750000000007 0.0054186500000000014 1.0000000180025095e-35 0.0021955500000000005 33.000000000000007 1.0000000180025095e-35 0 33.000000000000007 0.16728140000000002 1 2 0.0034220500000000007 0.0022990000000000003 67.000000000000014 53.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 1 2 2 2 2 +left_child=2 4 6 10 8 7 16 14 19 13 26 20 -6 21 24 29 -1 27 -12 -2 -5 -7 -10 -11 -4 -16 -3 -13 -17 -8 +right_child=1 3 5 11 12 9 15 -9 22 23 18 17 -14 -15 25 28 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.087658004020972277 0.037222811955570763 0.11804567727837885 -0.02544444247436059 0.15752513898961285 0.072215049067496304 0.008040888155171233 -0.061868659011936881 -0.04691547552751154 0.057383023844934593 -0.024132043918197441 0.14236112314810104 0.18462017525338592 0.091687994407034568 0.018886144104636262 -0.00806628462950746 -0.046774660849120089 -0.077691570046463168 0.13042876223983227 0.12296924926946301 0.017411161795014778 0.12192119180075496 -0.0068628480017967342 0.041321771023613119 -0.0042073534565980168 -0.039690719067038464 -0.023185167805226434 0.10204928754653238 0.16322327976052567 -0.063786931718630036 -0.073718231409049026 +leaf_weight=112686.26303203404 24363.097603946924 14700.524404525757 17632.596203789115 22306.118321835995 26831.771918639541 14625.169082537293 44567.397662982345 18886.358636632562 21738.816817522049 8295.1996822208166 14481.268760085106 18904.741573393345 25023.036795094609 25665.613598376513 14217.761288896203 24447.049744173884 57146.967750772834 1402.5934016406536 13939.581179499626 9422.3348872810602 1445.0495234429836 16098.506887435913 9289.0213886350393 8385.2543207556009 15482.611722618341 13740.23888194561 10662.402302533388 4125.6622107923031 6299.0431147664785 13134.993604928255 +leaf_count=551925 103511 57300 80353 82976 109491 64169 211388 86891 90462 37447 55024 68622 99739 111225 63636 113658 275994 5261 53290 40445 5477 71666 38835 36862 71330 62388 41554 14987 29667 62539 +internal_value=0 0.0986562 -0.0527962 0.143532 0.059435 -0.0138997 -0.075842 -0.0298082 0.041692 0.0035089 0.122697 0.166787 0.0816119 0.00872247 -0.0245179 -0.059593 -0.0843044 0.177896 0.13285 0.0316976 0.155359 0.000232053 0.0525747 -0.0141159 -0.0321248 -0.0155078 0.111321 0.180787 -0.05026 -0.064566 +internal_weight=0 218636 411311 101968 116668 153029 258282 79959.6 64813.3 73069.7 53783.8 48184.2 51854.8 56389.3 61073.2 88448.5 169833 24433 28420.8 33785.4 23751.2 30723.7 31027.8 16680.5 33115.2 27958 25362.9 23030.4 30746.1 57702.4 +internal_count=2798112 866974 1931138 384491 482483 685967 1245171 364598 273253 321369 207168 177323 209230 247060 277707 417252 827919 88870 108314 143956 88453 135835 129297 74309 151683 126024 98854 83609 143325 273927 +cat_boundaries=0 1 2 3 +cat_threshold=3 3 3 is_linear=0 shrinkage=0.1 @@ -157,125 +153,123 @@ shrinkage=0.1 Tree=7 num_leaves=31 num_cat=6 -split_feature=3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 0 0 11 11 11 0 0 11 8 11 0 11 0 8 0 -split_gain=748551 66072.7 65888.1 8289.66 7811.02 7449.88 6191.26 1277 1242.15 1062.63 960.905 933.92 826.265 684.384 626.129 594.246 561.143 371.295 351.808 345.76 295.804 288.746 237.514 227.003 221.798 208.74 188.84 188.147 183.405 167.497 -threshold=0.6731274550493821 0.25163748829196936 0.93724911927414156 0.11527534952400129 0.45682518142205192 0.85421980438419909 0.98237130801581796 0.06584418049825895 0.77807447221747073 0.33393724955131404 0.17843162673628021 0.5691215622663689 0.9625874942094006 0.90624730114059637 0.99321822029638607 0.12548830460420399 0.082075828296617581 0 1 2 0.039390829476267986 0.13153682083793664 3 73.500000000000014 4 0.050362718542042349 5 0.065489826898487494 118.50000000000001 0.020390306672283368 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 2 2 1 2 1 2 1 2 2 2 -left_child=1 3 5 7 9 8 12 21 17 -3 15 27 26 18 -8 23 28 -2 -7 -10 -12 -1 -15 -5 -13 -11 -4 -6 -9 -19 -right_child=2 4 6 10 11 13 14 16 19 25 20 24 -14 22 -16 -17 -18 29 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.13792163474440874 -0.012424242139158808 -0.076734943202590611 0.057517462186622181 -0.095701221276815324 -0.033383588445217764 0.025895554905068216 0.092294325230252716 -0.11470781998549565 0.00782785421652471 -0.051814696005132402 -0.083661507929154444 -0.029704779897966507 0.07969675696010349 0.042870452685721476 0.10150609646112459 -0.11815313089953915 -0.13424829229813792 0.010324158379432033 0.042067432415616876 0.023866298533953525 -0.09788208823451669 -0.15045013125606121 0.05710053158358866 -0.11188707169049038 -0.0155447937275982 -0.063144886152992477 0.069036144463050564 -0.045256236646535719 -0.13032015550175674 -0.0018143647829567699 -leaf_weight=34458.520810604095 19258.860057115555 52570.824367254972 22749.835409551859 28054.269734710455 33330.148587167263 20056.325223922729 120835.94481396675 31931.083264052868 19468.949748814106 31739.882826983929 23810.979568809271 15629.806815207005 93614.897093117237 18168.862080276012 189504.60581615567 37562.763024061918 47853.677233755589 22308.314633250237 41769.309420406818 43648.964868575335 37926.012045323849 39463.436268627644 35288.748385071754 12537.02476683259 38235.638877868652 33340.969032734632 42890.711915194988 22263.131074160337 9844.2464392185211 23179.313885957003 -leaf_count=106414 64289 167540 79714 88023 109225 68702 433913 99346 65876 102573 75410 51614 333063 62934 684072 117620 148704 75109 144440 148868 119636 121649 123299 39245 126610 107322 151215 72377 30593 77773 -internal_value=0 -0.0890639 0.0678159 -0.119594 -0.0482728 0.0255623 0.089694 -0.13488 0.00894161 -0.0661608 -0.101722 -0.0290459 0.0736652 0.0439968 0.0979193 -0.109089 -0.126855 -0.000789883 0.0368322 0.0189242 -0.0923974 -0.14461 0.0522828 -0.1007 -0.0196619 -0.0576192 0.0650633 -0.0381382 -0.118387 0.00413777 -internal_weight=0 530552 712744 303442 227110 243148 469596 163551 127864 117652 139891 109459 159255 115283 310341 78154.1 89629 64746.5 61825.6 63117.9 61737 73922 53457.6 40591.3 53865.4 65080.9 65640.5 55593.3 41775.3 45487.6 -internal_count=4197168 1683901 2513267 946640 737261 831290 1681977 506706 431915 377435 439934 359826 563992 399375 1117985 244888 278643 217171 213142 214744 195046 228063 186233 127268 178224 209895 230929 181602 129939 152882 +split_feature=3 3 3 3 3 3 3 3 0 3 3 3 3 3 0 3 3 11 3 11 11 11 11 0 0 8 11 8 0 8 +split_gain=507746 47811.9 41402.8 6332.69 5006.47 4706.22 3834.47 800.586 792.364 765.179 658.71 609.276 530.002 462.248 443.64 378.801 350.193 276.592 256.243 242.828 240.297 222.842 215.207 194.214 174.824 169.405 172.907 151.383 148.175 147.624 +threshold=0.70241250000000011 0.24499635000000003 0.9476034000000001 0.45594085000000006 0.11247565000000002 0.85759630000000009 0.98580685000000012 0.5744653500000001 0.070825950000000013 0.060108850000000005 0.33578885000000008 0.90802980000000011 0.79199550000000007 0.96979445000000009 0.082685850000000019 0.9943008000000001 0.16733075000000003 0 0.17732055000000002 1 2 3 4 0.012953250000000001 0.12121965000000003 77.000000000000014 5 45.000000000000007 0.027256650000000004 49.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 1 1 1 2 2 2 1 2 2 2 +left_child=1 4 5 10 9 12 13 22 18 24 -3 19 21 -4 29 -8 -10 28 27 -7 -14 -2 -5 -12 -1 26 -13 -6 -9 -11 +right_child=2 3 6 7 8 11 15 17 16 14 23 25 20 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.13967238058872639 0.0081907227186563316 -0.076909788421310549 0.067166594320938175 -0.031288643544993437 -0.095403291789534134 0.042691430087049564 0.093019507197522999 -0.0036302299919618829 -0.12030765215715225 -0.11659647168091787 -0.047976218073352603 0.055726409086764621 0.025956761317900024 0.080755392635858431 -0.13706111749890867 0.10188150725857698 -0.10358441505489907 -0.026927040838817102 -0.085110917010399842 0.02674712290040613 0.009516700792575699 -0.0073644705971648312 -0.046676421983663438 -0.063092848034433185 -0.1529506516489417 0.063585984608407739 0.042036407577249718 -0.11196838458613399 -0.019704808287293728 -0.1312606413137157 +leaf_weight=19270.893619060516 19441.940392225981 38061.7040117383 43538.465876728296 20345.544369697571 17698.151655882597 18710.250369489193 76252.109082818031 12834.130261331797 26755.754612535238 23790.055347174406 12071.929065257311 17830.669910430908 18202.942527890205 58896.110719710588 33906.146517932415 131265.68096938729 23537.424577623606 19741.535436242819 18403.700191825628 19887.328381329775 17451.205356389284 17481.244590252638 16818.669209390879 28716.402758896351 20424.947393864393 9224.4892782568932 20203.338875442743 8015.3198072314262 10366.354697823524 9649.5295538306236 +leaf_count=59555 65488 121188 153378 66448 55560 64668 273927 42763 83620 73963 39116 62259 62212 209733 105194 474023 74089 65261 58172 68146 59124 58457 54923 92409 62839 32293 70099 25044 34198 29963 +internal_value=0 -0.0883331 0.0695543 -0.0473299 -0.120687 0.0279693 0.0908107 -0.0275273 -0.103901 -0.135492 -0.0674481 0.0438156 0.00922373 0.0749797 -0.129001 0.0986252 -0.112481 -0.0182271 -0.0941194 0.0344941 0.01792 0.000826356 -0.0382734 -0.0586189 -0.146505 0.0514287 0.0484801 -0.100567 -0.010808 -0.120828 +internal_weight=0 360408 468386 158956 201452 158433 309952 80106.2 94410.4 107042 78850 85856.1 72577.3 102435 67345.7 207518 50293.2 42942 44117.2 38597.6 35654.1 36923.2 37164.2 40788.3 39695.8 47258.5 38034 25713.5 23200.5 33439.6 +internal_count=2798112 1144305 1653807 516306 627999 542746 1111061 263593 296485 331514 252713 297465 245281 363111 209120 747950 157709 142222 138776 132814 121336 123945 121371 131525 122394 164651 132358 80604 76961 103926 cat_boundaries=0 1 2 3 4 5 6 -cat_threshold=3 3 3 3 3 3 +cat_threshold=12 12 12 12 12 12 is_linear=0 shrinkage=0.1 Tree=8 num_leaves=31 -num_cat=4 -split_feature=0 0 0 0 0 0 0 2 11 0 10 10 11 11 11 0 4 3 8 8 8 10 10 10 1 0 8 8 8 0 -split_gain=320530 31570.9 24622.9 4894.44 3771.76 2746.93 2637.06 906.608 703.129 634.013 606.528 571.952 567.884 452.367 442.225 402.612 398.317 336.958 336.929 332.845 325.556 324.625 319.66 305.836 293.626 287.987 273.007 263.562 241.609 238.216 -threshold=0.08993417544003264 0.39378468375816994 0.016115602431087724 0.73747358317378942 0.19472169661559699 0.0037955813799122632 0.042698226826090029 0.017407380957827151 0 0.57550024685531997 1.0000000180025095e-35 1.0000000180025095e-35 1 2 3 0.0082119284793118353 0.10960960960960962 0.093023926079970884 106.50000000000001 94.500000000000014 88.500000000000014 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.002755814676574203 0.25991955252943733 100.50000000000001 91.500000000000014 49.500000000000007 0.02605857769057477 -decision_type=2 2 2 2 2 2 2 2 1 2 2 2 1 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 5 9 11 -1 10 -5 22 18 14 13 23 27 -4 -7 28 -14 -3 21 -11 -10 -8 -6 -15 -19 -26 -2 -9 -16 -right_child=1 3 6 7 12 15 8 16 19 20 -12 -13 17 24 29 -17 -18 25 -20 -21 -22 -23 -24 -25 26 -27 -28 -29 -30 -31 -leaf_value=-0.075837867432555883 0.025957020446265744 0.13050389461861342 -0.03688921903970007 0.22473861494996095 0.11051175787714961 -0.060149358057740222 0.030042588695400038 0.17189437955249881 -0.006356150628797074 0.15563453564934771 0.013096131894958139 0.087163465258142198 0.11946764084521695 0.03988453931797048 -0.025778450478182575 -0.046168037162373103 0.21300108292673647 0.069332160601072265 0.15803877761468921 0.025285660824691303 0.18641386099629137 0.03470754245816695 0.08251667955772711 0.14926371088555393 0.059072387329226109 0.095739870922355141 0.090190730030055274 0.058424404188573878 0.200709058099239 -0.0070287045803524061 -leaf_weight=175044.67330735177 8438.0438704043627 15316.558178529143 18007.220181941986 12011.235860392451 13188.401806876063 44981.095388568938 8771.8553842455149 9551.1597198396921 15812.216556757689 12149.931789815426 4676.1998384520411 5036.8594486564398 3396.0267875641584 4977.6158638894558 13930.260034888983 37992.936408028007 5274.9953390061855 6967.9657686948776 6260.38621327281 6340.6389019414783 4791.6976025849581 2192.0388486757874 1337.9864669516683 2408.5105232149363 9514.4348185136914 10138.066974490881 4006.4892706274986 3553.0902962610126 4185.0028485059738 13194.162712499499 -leaf_count=1851818 64670 85380 164027 46023 83905 442103 69293 42044 132735 60801 40798 34142 20609 36908 126245 359525 22470 46897 32637 51892 22078 17348 9744 14669 70921 62434 28177 25371 17466 114038 -internal_value=0 0.125675 -0.0534065 0.17367 0.0790776 -0.068734 -0.00647264 0.203231 0.0147973 0.149861 -0.0211862 0.0559459 0.101843 0.0507887 -0.0247383 -0.0537475 0.189643 0.0906509 0.138493 0.0055801 0.16434 -0.0013566 0.0369507 0.116421 0.0606163 0.084983 0.0682933 0.0355478 0.180673 -0.0166519 -internal_weight=0 141166 342281 69541 71625.5 258019 84262.6 31022.4 34454.7 38518.6 49807.8 35526.5 36099 30489.7 45131.6 82974 19011.2 20502.1 21576.9 24344.9 16941.6 18004.3 10109.8 15596.9 18498.5 17106 13520.9 11991.1 13736.2 27124.4 -internal_count=4197168 817602 3379566 328899 488703 2653446 726120 128003 281012 200896 445108 260189 228514 226047 404310 801628 81980 129940 118017 201975 82879 150083 79037 98574 136006 109331 99098 90041 59510 240283 -cat_boundaries=0 1 2 3 4 -cat_threshold=3 7 48 48 +num_cat=1 +split_feature=0 0 0 0 0 0 0 10 10 2 0 1 8 0 10 10 1 8 2 10 4 4 11 2 2 9 4 8 4 0 +split_gain=219193 21747.1 15966.2 3181.34 2642.67 1964.66 1566.14 583.608 555.401 545.724 415.004 363.982 419.031 348.149 296.357 247.166 244.269 486.784 235.702 207.465 194.006 181.405 178.92 173.461 166.805 165.74 164.17 163.147 162.24 160.773 +threshold=0.074450300000000011 0.38373260000000003 0.011698150000000003 0.73915565000000016 0.19864990000000002 0.026171450000000002 0.0034357500000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.024116850000000006 0.57441360000000008 0.0028593500000000005 57.000000000000007 0.04590505000000001 1.0000000180025095e-35 1.0000000180025095e-35 0.0044033500000000012 57.000000000000007 0.93645295000000017 1.0000000180025095e-35 0.11583184257602865 0.22401433691756276 0 0.85209115000000013 0.95492530000000009 1.0000000180025095e-35 0.14119601328903655 63.000000000000007 0.10960960960960962 0.0014214000000000002 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 +left_child=2 4 6 10 8 15 29 13 11 -5 21 -2 22 -7 16 -4 -6 -18 -17 -8 -14 -3 -13 -9 -21 -10 -12 -11 -19 -1 +right_child=1 3 5 9 14 7 19 23 25 27 26 12 20 -15 -16 18 17 28 -20 24 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.078116659403017041 0.032579040789188544 0.13513077825881234 -0.031688418181619653 0.21966385154882406 0.08352368247236569 -0.0066553173305398672 -0.056214990974217741 0.038266381214464795 0.11064861250557115 0.17974424841937153 0.15929928209808214 0.063604321239480663 0.076707985021510938 0.016228208553903348 0.13341692601656754 -0.0052383683185794564 0.094919159247539575 0.12905979577361268 0.14230391715697432 -0.03354649056275609 0.13383630155429133 0.1668290383616208 0.038704083177471621 0.1045353001655573 0.12263829281249446 0.068294528760529882 0.18909060566730765 0.20719819301125067 0.18489662800596962 -0.070070056051143095 +leaf_weight=88431.750596597791 6406.4641419500113 12230.895406037569 24241.694333091378 10487.455534979701 5615.3989675045013 14942.450306363404 43609.001948274672 3075.7004306465387 2327.913020029664 7632.5993557870388 9096.0733383744955 5469.1125856935978 4501.5870055630803 11977.798810608685 3294.2333308756351 2349.2448584586382 8144.1551062613726 3246.2753110677004 113.50691960006952 3241.5817313790321 684.88602113723755 2118.0786062330008 6460.6467428728938 453.18530485033989 69.853747338056564 1531.9385820031166 2321.932236790657 3021.4187681525946 619.71589307487011 34524.828387737274 +leaf_count=950366 48187 67109 220563 40643 35262 128301 420199 24430 15823 33943 44271 40037 32219 96476 19880 21126 51458 20087 826 31926 4853 11340 47886 3038 579 10300 11175 12571 3786 349452 +internal_value=0 0.126223 -0.0545439 0.17472 0.0791253 -0.00882418 -0.0699259 0.00853887 0.0586807 0.20347 0.151131 0.0529116 0.0605218 0.0035264 0.105886 -0.028622 0.10074 0.10879 0.00156178 -0.0543826 0.0842519 0.13981 0.0502052 0.0467767 -0.0302518 0.0938387 0.165358 0.18753 0.13801 -0.0758573 +internal_weight=0 95210.8 227031 46908.5 48302.3 57153.6 169877 30449.1 27382.5 21141.5 25767 23522.7 17116.2 26920.2 20919.8 26704.4 17625.5 12010.1 2462.75 46920.4 5186.47 14349 11929.8 3528.89 3311.44 3859.85 11418 10654 3865.99 122957 +internal_count=2798112 550830 2247282 221052 329778 494760 1752522 252245 199305 87157 133895 173182 124995 224777 130473 242515 110593 75331 21952 452704 37072 78449 87923 27468 32505 26123 55446 46514 23873 1299818 +cat_boundaries=0 1 +cat_threshold=3 is_linear=0 shrinkage=0.1 Tree=9 num_leaves=31 -num_cat=2 -split_feature=1 1 1 1 1 1 11 0 3 0 1 3 5 8 3 7 0 3 7 1 11 5 0 0 5 8 5 1 8 1 -split_gain=113285 6155.63 5599.95 811.361 782.446 452.928 457.635 390.653 348.996 302.389 239.435 196.143 183.683 143.958 140.398 156.557 139.997 138.349 134.856 120.98 113.654 107.015 100.7 94.2125 93.2794 86.747 86.271 80.793 77.8902 77.5588 -threshold=0.041098522490902706 0.0073369277500766675 0.12813527001423566 0.0015046515990509665 0.01716091012828792 0.19986569843036534 0 0.099166848876623456 0.73385777050397072 0.042698226826090029 0.079565020566175246 0.87233117386479397 0.44949494949494956 61.500000000000007 0.17843162673628021 0.084119496855345921 0.15297846515904764 0.60736002541471723 0.45080645161290328 0.003900811069118645 1 0.25543478260869573 0.013748717534325111 0.10904609234046993 0.23303167420814483 67.500000000000014 0.095564253098499682 0.72339695550557503 70.500000000000014 0.030681017085899012 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 -left_child=1 3 8 -1 9 17 -7 18 10 -3 13 -5 14 24 -8 16 -16 21 22 -13 -10 25 28 -15 -2 -4 -12 -14 -6 -9 -right_child=2 4 5 11 7 6 12 29 20 -11 26 19 27 23 15 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.070917106524584966 0.047632575605919339 0.0018449359564344317 0.12050154856895133 -0.055439843615896038 0.070893600727183495 0.17434007459196341 0.19339038661909591 -0.0084577506254809691 0.17218958782586485 -0.032130475384677282 0.099881962792907716 -0.045179912730351102 0.27833718354434817 0.14596218507664097 0.2328062606697453 0.18891178703258107 0.18487715040526373 0.18848790498803059 0.017909788005617201 -0.018258621489372597 0.10974307417565932 0.26169103127447768 0.044285493555780077 0.076401627634692479 0.17312893878912891 0.16710477546375235 0.18690291647326862 0.21833699701148693 0.1447671935687069 0.022301997791274425 -leaf_weight=57521.355577183887 2479.1067205928266 4489.9199537448585 1361.4335747882724 21423.382584383711 757.85041847266257 7543.9874545410275 5652.9358541853726 2660.6825913712382 538.96420473605394 6288.7282687388361 2241.5607175640762 5491.1667707562447 500.68288273364305 271.65010186284781 3733.9541560560465 1647.3959175087512 728.28999249637127 767.63196756690741 1196.723147219047 2398.2998899202794 1204.0656603127718 68.140160217881203 1787.3220581747591 687.42519721016288 60.677144311368465 565.24248322471976 120.02461356669664 406.737538382411 175.84313523583114 1184.7141523398459 -leaf_count=2203598 62772 149423 25770 724904 22428 58867 40592 78579 12324 200021 49360 209141 4278 6613 33489 16480 9420 13433 35435 86276 28191 1124 52908 17483 1533 10181 2444 1793 5210 33098 -internal_value=0 -0.0528482 0.165775 -0.0640167 -0.000544152 0.190392 0.195582 0.0236614 0.0913856 -0.0179778 0.0797016 -0.0504758 0.207928 0.0630955 0.204748 0.215257 0.224984 0.152412 0.0458858 -0.0369962 0.13067 0.13853 0.0581899 0.0961041 0.0506308 0.134174 0.104305 0.251443 0.0848063 0.00101891 -internal_weight=0 105376 30579.9 86834.2 18541.8 22976.4 20214 7763.14 7603.47 10778.6 5860.44 29312.8 12670 3498.86 11762.6 6109.64 4462.24 2762.45 3917.74 7889.47 1743.03 1994.82 2721.02 959.075 2539.78 1926.68 2361.59 907.42 933.694 3845.4 -internal_count=4197168 3801021 396147 3223919 577102 215427 164919 227658 180720 349444 140205 1020321 106052 88401 99981 59389 42909 50508 115981 295417 40515 37075 80546 24096 64305 35951 51804 6071 27638 111677 -cat_boundaries=0 1 2 -cat_threshold=10 3 +num_cat=0 +split_feature=1 1 1 1 1 3 0 3 1 3 5 1 3 6 1 1 0 8 0 7 10 8 3 3 1 1 5 7 0 1 +split_gain=77417.8 4395.7 3103.56 606.363 582.025 337.964 305.364 244.411 221.576 220.105 180.069 176.713 128.345 147.058 115.137 87.6544 85.5658 84.1733 91.0416 73.4831 73.2682 68.9469 66.9605 65.8787 62.8771 62.2522 55.5202 52.054 51.9891 51.0596 +threshold=0.039515050000000003 0.006878050000000001 0.13992520000000006 0.015981700000000005 0.0018204500000000001 0.58463345000000011 0.050429200000000007 0.69317635000000011 0.072968400000000017 0.88521380000000016 0.29705882352941182 0.19233625000000001 0.28322475000000008 0.10172413793103451 0.09277015000000001 0.00057335000000000014 0.036797400000000008 61.000000000000007 0.16908735000000003 0.45080645161290328 1.0000000180025095e-35 27.000000000000004 0.89715745000000002 0.83030515000000016 0.0030804500000000006 0.028629600000000002 0.15192307692307697 0.40967365967365971 0.033671750000000007 0.39475545000000006 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 4 5 7 15 8 19 28 -2 -6 11 16 21 20 22 -1 -4 26 -19 23 27 -13 -7 -5 -11 -8 -10 -14 -3 -23 +right_child=2 3 10 6 9 14 25 -9 17 24 -12 12 13 -15 -16 -17 -18 18 -20 -21 -22 29 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.073316379724561717 0.057340816332909141 -0.0087650660656570147 0.19241990542128579 0.053196240007441845 -0.053711587248540464 0.10750836790895724 -0.00083614113836029944 0.012614183078777878 0.090698180967929601 -0.038848367324674005 0.22837736818816948 0.12394239535635201 0.22621463936535946 0.15082076733971325 0.17550917167730384 -0.063887053082251774 0.13587784492731372 0.21146843310673186 0.1152701799576096 0.031115697129938891 0.15676320682550951 0.16952726598019052 0.16154725978426721 0.096996892765426057 -0.011320265890864996 0.030158407767261017 0.19532349865947918 0.19347284348456223 -0.034681297523885227 0.19067482750220863 +leaf_weight=28414.884753676131 1653.215974856168 987.47076161019504 386.38412970677018 753.56827411614358 12305.612637776881 956.99742433801293 1926.8359654806554 2030.907296879217 1166.8249139375985 1614.6701300572604 1267.6008842103183 174.75681522861123 2385.7642309293151 392.88837955892086 544.12968367338181 15096.135498637334 870.91827498376369 143.73029489070177 311.79644247889519 594.25938782654703 198.14643320813775 1352.2162499539554 301.55513067170978 630.8564400728792 1706.8328183349222 976.37990526854992 53.024670112878084 609.64584775269032 3581.4117755740881 7334.0784306079149 +leaf_count=1110010 41991 30543 6004 21268 413096 22871 58061 66601 25375 60527 8681 1405 24781 4430 10187 551508 15413 2986 6758 17006 2211 18442 7190 18329 60940 26747 1042 6721 113236 43752 +internal_value=0 -0.0531065 0.169316 0.00351506 -0.0640995 0.1022 0.0302349 -0.0162498 0.0833139 -0.0475458 0.192318 0.188983 0.192592 0.208553 0.137074 -0.0700449 0.153254 0.108943 0.145623 0.0605296 0.215655 0.186132 0.120456 0.0731554 -0.0247024 0.00958763 0.0952461 0.219551 -0.02908 0.187383 +internal_weight=0 70619.8 20103.7 11481.7 59138.1 5131.27 4881.9 6599.79 3328.59 15627.1 14972.4 13704.8 12447.5 3586.44 1802.68 43511 1257.3 1675.38 455.527 1978.68 3193.56 8861.05 1258.55 1384.42 3321.5 2903.22 1219.85 2995.41 4568.88 8686.29 +internal_count=2798112 2547872 250240 351791 2196081 118400 141411 210380 78152 534563 131840 123159 101742 38143 40248 1661518 21417 36161 9744 56603 33713 63599 30061 39597 121467 84808 26417 31502 143779 62194 is_linear=0 shrinkage=0.1 Tree=10 num_leaves=31 -num_cat=2 -split_feature=2 2 2 2 2 2 2 2 2 8 8 2 2 2 2 2 2 8 8 10 0 1 8 10 1 11 8 2 8 11 -split_gain=355662 43758.9 39286.5 6092.01 5075.72 4184.86 3997.12 826.488 824.854 812.802 707.652 700.301 577.86 515.407 484.869 419.128 320.718 290.261 268.903 266.403 236.058 215.824 212.455 204.644 198.065 192.56 163.535 154.873 151.47 150.268 -threshold=0.20493886638619396 0.59721300151274892 0.041620857974084477 0.8231928146988815 0.37423984353401152 0.012611930216109374 0.092814094751728513 0.72238147749379367 0.49645363071510301 97.500000000000014 79.500000000000014 0.89778762485407748 0.2832099044142562 0.024750853783203897 0.13646634295908436 0.0046648998113185741 0.064018043864392846 91.500000000000014 49.500000000000007 1.0000000180025095e-35 0.046229244359122762 0.0028901651951811582 76.500000000000014 1.0000000180025095e-35 0.0019796965329767664 0 46.500000000000007 0.13646634295908436 79.500000000000014 1 -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 1 2 2 2 1 -left_child=2 4 5 7 12 15 10 23 20 14 16 24 17 28 -8 -1 25 -2 -14 26 -6 -9 -15 -3 -5 -4 -13 -11 -7 -16 -right_child=1 3 6 11 8 13 9 21 -10 27 -12 19 18 22 29 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.085049202288741535 0.022415215878167492 0.086129595333027137 -0.024564841211743883 0.12653234178474157 0.056653403909089309 -0.061349901908540977 -0.0085325490705581361 0.10862172564597293 0.068119838758637571 -0.029496980514053091 -0.047723430600851574 0.11388539150200389 0.03813401206853051 -0.04765755224265681 0.015069961749526163 -0.07612885677015914 -0.021267787349198399 0.0047078656535029647 0.021334729259515434 0.1043784672764063 0.043487333429532732 0.094901858059852004 -0.0622052899737493 0.064238719525473262 0.11295374537129595 -0.039307213772902187 0.14246031594734929 -0.013806126512019937 -0.072535286044289576 0.0025957580038082047 -leaf_weight=119804.70450884104 39404.439989924431 48406.234537035227 13736.49922350049 24563.384833782911 25382.551446050406 52485.399445146322 42577.989485487342 25582.498249769211 42796.223073512316 11754.941152334213 23599.325053423643 2121.9826920926571 34692.433189988136 43467.380591243505 13565.558321401477 93999.417756319046 37261.368063852191 12099.843623101711 13136.099046289921 2114.196142166853 29380.397494584322 20778.172053456306 13053.296203315258 4683.6251256763935 19091.730769127607 25784.487271621823 35662.0949472785 13531.816451385617 15736.587500944734 33504.525838345289 -leaf_count=652304 165644 175442 64870 82945 100945 270221 192342 89422 161283 54738 114075 6941 140777 215870 58544 499748 173198 52085 54311 7169 114431 72885 65356 16965 64637 125276 116690 60654 80534 146866 -internal_value=0 0.0742374 -0.0513952 0.109441 0.0415172 -0.0726349 -0.0179994 0.0927173 0.0577184 -0.00526627 -0.0325786 0.129346 0.0256052 -0.0580793 -0.000800018 -0.0811274 -0.0279238 0.0182552 0.0335201 0.138923 0.0495898 0.102473 -0.0510173 0.0841984 0.120594 -0.0341993 0.140856 -0.0211003 -0.06393 0.00619457 -internal_weight=0 379896 553863 183004 196892 338547 215317 99450.5 97559.2 114935 100382 83553.4 99332.8 124743 89648.1 213804 76782.4 51504.3 47828.5 39898.3 54762.9 46360.7 56520.7 53089.9 43655.1 39521 37784.1 25286.8 68222 47070.1 -internal_count=4197168 1422572 2774596 633096 789476 1784033 990563 354714 376659 513144 477419 278382 412817 631981 397752 1152052 363344 217729 195088 130800 215376 162307 281226 192407 147582 190146 123631 115392 350755 205410 -cat_boundaries=0 1 2 -cat_threshold=3 3 +num_cat=3 +split_feature=2 2 2 2 2 2 2 2 8 2 8 8 2 2 2 2 2 2 10 1 0 1 2 0 8 1 11 8 11 11 +split_gain=243273 29408 26580.2 3792.65 3634.02 3183.45 2311.94 759.11 671.868 584.197 522.105 354.633 339.681 327.293 270.683 258.788 242.382 239.085 229.701 220.065 158.624 143.197 142.898 141.784 137.962 131.054 128.117 126.709 125.397 125.316 +threshold=0.20251990000000003 0.62826230000000016 0.03337455000000001 0.36546190000000006 0.81670920000000014 0.083913700000000022 0.010517450000000003 0.49968200000000002 51.000000000000007 0.90278685000000014 53.000000000000007 33.000000000000007 0.13122400000000004 0.73516160000000008 0.0038998500000000003 0.05439225000000001 0.019138850000000002 0.28585720000000009 1.0000000180025095e-35 0.0030035500000000002 0.04590505000000001 0.0017795500000000002 0.14645260000000002 0.020817000000000002 51.000000000000007 0.0024072000000000004 0 33.000000000000007 1 2 +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 1 2 1 1 +left_child=2 3 6 11 13 10 14 20 12 19 15 17 28 25 -1 26 -8 -2 29 -6 -5 -15 -10 -9 -18 -3 -4 -22 -7 -11 +right_child=1 4 5 7 9 8 16 23 22 18 -12 -13 -14 21 -16 -17 24 -19 -20 -21 27 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.085573142450887207 0.023228220388630375 0.093045039310215419 -0.030778389430795729 0.055494056698798568 0.12480408802454597 -0.0018240625604215542 -0.065732853972121918 0.077782396050972313 -0.029218217154813458 0.15070436350827998 -0.050494306784809012 0.01259817237132238 0.0067390599429557763 0.1104018884362738 -0.076795130150148591 -0.023339452815371139 -0.051084330643376655 0.038060803924567149 0.10170655739886447 0.10759039503898847 0.048763975772700661 0.095027334275816125 -0.01146915945997855 0.064522621435526575 -0.06556939494913594 0.079892686045970204 -0.044538906109405446 0.032075707147826517 -0.014824773847852652 0.1344467398692451 +leaf_weight=81135.557205915451 25151.720273777843 14211.597579538822 15194.361519321799 19067.031317457557 25226.226517707109 14904.899266317487 38296.41640534997 12657.599472254515 11570.247509777546 10856.388433009386 16661.782722607255 16867.948000565171 30362.825192838907 10463.55869320035 61953.057963892817 27143.925555586815 28706.920109674335 19134.712562039495 1541.2420512735844 10525.652143597603 12504.733527123928 14388.212727338076 7461.0558579564095 22220.856091111898 8528.8843846321106 16226.00116276741 12660.171377018094 7151.8799438625574 14784.669323727489 14725.065059423447 +leaf_count=442537 105493 51209 72642 75812 85323 66478 197456 48097 53849 35506 81090 71268 132482 36452 330225 126782 143697 77809 5261 35939 48561 50530 33269 83046 43292 58570 61463 28004 67867 48103 +internal_value=0 0.0752725 -0.0520256 0.0433418 0.111687 -0.0197201 -0.0743011 0.0586339 -0.00588681 0.128132 -0.0349864 0.0249372 -0.000697998 0.0929858 -0.0817725 -0.0302882 -0.0601471 0.0296369 0.139199 0.119736 0.0489956 0.101501 -0.0222599 0.0693347 -0.0544021 0.0860336 -0.0370597 0.0426921 -0.0083037 0.141458 +internal_weight=0 252920 369365 134756 118164 150744 218621 73602.1 79083.7 62874.6 71660.2 61154.4 60052.4 55289.4 143089 54998.5 75532.2 44286.4 27122.7 35751.9 38723.6 24851.8 19031.3 34878.5 37235.8 30437.6 27854.5 19656.6 29689.6 25581.5 +internal_count=2798112 944983 1853129 538090 406893 695922 1157207 283520 353945 210132 341977 254570 266827 196761 772762 260887 384445 183302 88870 121262 152377 86982 87118 131143 186989 109779 134105 76565 134345 83609 +cat_boundaries=0 1 2 3 +cat_threshold=3 3 12 is_linear=0 shrinkage=0.1 Tree=11 num_leaves=31 -num_cat=7 -split_feature=3 3 3 3 3 3 3 3 3 3 3 3 3 3 0 3 0 0 11 11 11 11 0 11 11 8 11 8 0 8 -split_gain=564771 53046.4 51499 7075.35 5907.76 5609.62 4964.19 1180.14 745.157 735.199 721.886 686.263 675.92 648.252 514.782 492.098 478.876 345.449 290.768 279.188 266.111 252.642 198.503 197.222 192.417 176.184 170.56 166.393 150.689 147.683 -threshold=0.70041566085806051 0.26617967461516506 0.94386509177857814 0.12230334144234294 0.47662587285720581 0.85883628897899167 0.98427180538735881 0.073605989979258185 0.19440876076710989 0.59790098644125778 0.35166240474077898 0.90624730114059637 0.78473734413934759 0.97005249170174912 0.050362718542042349 0.99345908184028431 0.074859727669806295 0.086035785256769054 0 1 2 3 0.059913150215792556 4 5 118.50000000000001 6 118.50000000000001 0.078237077907738276 67.500000000000014 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 1 2 1 1 2 1 2 2 2 -left_child=1 3 5 7 10 12 13 17 14 24 -3 18 21 26 29 -8 27 -1 -7 -14 -13 -2 -10 -11 -6 -16 -4 -9 -12 -5 -right_child=2 4 6 8 9 11 15 16 22 23 28 20 19 -15 25 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.1133489278684503 -0.0079018169106943106 -0.06098710826440995 0.056728292750561682 -0.07484279873792514 -0.037211494446225062 0.022938591177918397 0.08717219003004284 -0.09225944024459326 -0.067487393514884225 -0.021742657458891878 -0.04135471885617166 0.03949911874251949 0.0078483627288049498 0.076551171692926648 -0.091125907363373643 0.095922302353403779 -0.11083158505636237 -0.1257081191914485 0.038373448483473564 0.02233810277571787 0.053076492538119892 0.0070082344597513701 -0.079208259746889664 -0.0086064509648347328 -0.024777053431990489 -0.10391816452541083 0.066961745369770551 -0.10747743729393092 -0.050983689941233139 -0.089018309454750519 -leaf_weight=40013.656553924084 16216.172771573067 53974.361240833998 26197.263330459595 23980.942059516907 17609.2349421978 18278.036305099726 103321.58271059394 29865.804184317589 26145.933652222157 16172.802790939808 38437.342615157366 22341.809041559696 19351.408391356468 75011.763857752085 35671.860153198242 170060.68878960609 47614.850813418627 52012.260498970747 37539.89832380414 42759.397045642138 42844.716577351093 37925.300936311483 32299.331850081682 39107.422644138336 43596.955129295588 15420.671266108751 48820.445688933134 9460.9436031281948 28159.289943695068 10597.131249040365 -leaf_count=120390 54029 167332 96873 73145 56599 63816 400207 90323 80393 52863 121524 80094 65988 285340 108444 667045 143721 156370 133635 148241 156341 128063 98893 129007 140347 46743 182310 28566 88278 32248 -internal_value=0 -0.0728015 0.0636945 -0.0991617 -0.0368754 0.026397 0.084594 -0.112441 -0.0826707 -0.0208145 -0.0523921 0.0414685 0.0107093 0.0699776 -0.0886098 0.0926153 -0.104087 -0.120334 0.0333302 0.0178285 0.0484372 0.00254229 -0.0739648 -0.0124551 -0.0283646 -0.0949868 0.0634046 -0.0959205 -0.0454262 -0.0791872 -internal_weight=0 560141 660668 323083 237057 237257 423412 178968 144116 116486 120571 121004 116252 150029 85670.6 273382 86941.6 92025.9 55817.9 62110.8 65186.5 54141.5 58445.3 55280.2 61206.2 51092.5 75017.7 39326.7 66596.6 34578.1 -internal_count=4197168 1735186 2461982 979236 755950 830207 1631775 539370 439866 378816 377134 433886 396321 564523 260580 1067252 262610 276760 197451 214229 236435 182092 179286 181870 196946 155187 279183 118889 209802 105393 -cat_boundaries=0 1 2 3 4 5 6 7 -cat_threshold=3 3 3 3 3 3 3 +num_cat=6 +split_feature=3 3 3 3 3 3 3 3 0 3 3 3 3 0 3 3 3 0 11 11 3 11 11 11 0 8 11 0 8 8 +split_gain=382949 35695.3 35080.3 4592.23 3913.92 3852.77 3258.59 775.028 605.299 505.435 478.033 417.211 416.843 370.95 352.933 350.39 316.576 278.932 246.268 197.86 191.07 180.416 177.246 176.686 160.861 156.18 154.687 146.003 130.25 123.575 +threshold=0.71126065000000016 0.26770345000000001 0.95153605000000019 0.12274470000000001 0.47719000000000006 0.87219045000000006 0.98634335000000006 0.076138600000000015 0.050429200000000007 0.81259965000000012 0.59428755000000011 0.91439225000000002 0.37406720000000004 0.028393600000000001 0.97316290000000005 0.99448850000000011 0.19947455000000003 0.078503950000000003 0 1 0.21155695000000005 2 3 4 0.0062815500000000012 77.000000000000014 5 0.014397650000000003 73.000000000000014 45.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 1 1 1 2 2 1 2 2 2 +left_child=1 3 5 7 12 9 14 17 20 18 23 21 27 -9 -4 -8 -10 -1 24 -12 29 -7 -11 -6 -2 26 -13 -3 -15 -5 +right_child=2 4 6 8 10 11 15 13 16 22 19 25 -14 28 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.11303017856065097 0.022496992100704979 -0.050304943332058955 0.063600369536183976 -0.074377285993819306 -0.022717613428903292 0.04130418439288891 0.08738981240989431 -0.09381138205891916 -0.095815395690380931 0.026930110856506567 -0.0068548546994801444 0.05247569474571126 -0.044524664120576214 -0.10587601642961675 0.07591165657008242 0.096294468090483309 -0.080015504724771203 -0.12636078991772642 -0.0041747387179632157 -0.020910291354521091 -0.064086217638089207 0.026664724376597546 0.012633586510348358 -0.036580748473840193 0.0047881862090724736 0.060266706336164114 0.039299448924396373 -0.063109614145881399 -0.11836749870641693 -0.08858004770364164 +leaf_weight=29416.351894259453 7808.3446483612061 12674.272327065468 43919.941969782114 20056.900237977505 20392.069525182247 16335.575176209211 70644.222377866507 21761.703884333372 35357.339183211327 17474.26953998208 21733.108568936586 17070.213207483292 34582.329074203968 23515.146803468466 49562.57584837079 118001.63562116027 19773.589861214161 33653.63129478693 20890.349879175425 18620.665799558163 12923.76642331481 17804.200999677181 17347.595002830029 17016.929447442293 14951.395118266344 8812.1290310025215 19686.376290380955 29941.234299868345 12941.211996197701 8820.0544963479042 +leaf_count=88534 26658 39544 163485 61227 65639 58369 273822 65822 107317 61096 71697 62174 109068 70990 188366 463236 60519 101157 69908 60857 39789 62481 59565 54540 50562 32406 70692 92737 39019 26836 +internal_value=0 -0.0734326 0.0642593 -0.0994947 -0.0367312 0.0265629 0.0853944 -0.112463 -0.0832676 0.0108337 -0.0208964 0.042048 -0.0526819 -0.104143 0.0701276 0.0929598 -0.0901485 -0.120143 0.00366553 -0.0133474 -0.0741924 0.0336895 0.0198192 -0.0290396 0.0108589 0.0483101 0.0454436 -0.0593014 -0.11031 -0.0787153 +internal_weight=0 373180 440309 218220 154961 158180 282128 121288 96931.7 78472 77762.8 79708.5 77197.8 58218.1 93482.5 188646 55130.9 63070 43650.1 40353.8 41800.7 34139.8 34821.9 37409 22759.7 45568.7 36756.6 42615.5 36456.4 28877 +internal_count=2798112 1155292 1642820 661210 494082 553911 1088909 365522 295688 267789 252733 286122 241349 175831 351851 737058 167836 189691 147128 132554 127852 120850 120661 120179 77220 165272 132866 132281 110009 88063 +cat_boundaries=0 1 2 3 4 5 6 +cat_threshold=12 12 12 12 12 12 is_linear=0 shrinkage=0.1 Tree=12 num_leaves=31 -num_cat=3 -split_feature=0 0 0 0 0 0 0 2 11 4 10 11 11 0 4 0 3 8 0 10 10 4 10 8 1 0 2 2 8 8 -split_gain=242627 21429.8 19782 3862.65 2393.33 2191.29 1945.41 820.103 645.762 526.953 496.662 484.117 384.593 377.695 336.121 324.682 313.135 311.661 299.846 294.359 272.579 256.542 248.207 233.464 226.502 211.102 207.961 207.646 205.032 199.293 -threshold=0.078237077907738276 0.33534042400594838 0.014623776590740602 0.70325040902418612 0.0035932786317410008 0.16087931935757374 0.032582147861227539 0.02883138674005848 0 0.21320346320346323 1.0000000180025095e-35 1 2 0.48824191039376336 0.33687943262411352 0.0082119284793118353 0.070916477678786269 94.500000000000014 0.23648654652021331 1.0000000180025095e-35 1.0000000180025095e-35 0.050641025641025648 1.0000000180025095e-35 94.500000000000014 0.002755814676574203 0.0015089678389560662 0.90499276603118495 0.0033907685451031286 85.500000000000014 91.500000000000014 -decision_type=2 2 2 2 2 2 2 2 1 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 5 4 9 25 11 12 27 16 13 14 29 22 -3 18 -6 -8 19 -7 -10 24 -9 -4 -15 -13 -1 -24 -5 -20 -2 -right_child=1 3 6 7 15 10 8 21 17 -11 -12 20 -14 23 -16 -17 -18 -19 28 -21 -22 -23 26 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.077126354658139176 0.017303809876664366 0.097700468937237481 -0.016483728889999581 0.1948704672835741 -0.058554639741068497 0.056755637318134891 0.074843127614728222 0.13368506955318701 -0.013955923351153296 0.13647270830418826 0.10014066770425503 0.025995847733510519 -0.032626515335453236 0.11045694508117099 0.10313502990648034 -0.045289343603165895 0.018674238833573369 0.013905271161004104 0.067382396658527854 0.022475377421313825 0.077102616717555916 0.15842653745836324 0.014460629566205344 0.13357281407658037 0.051339999329774288 -0.068991655855214787 0.13593171406352264 0.16505074788592058 0.091301891953509351 0.044741069120108952 -leaf_weight=109938.02419443429 9767.4257910400629 19563.713947400451 11320.364998616278 2734.0326543152332 45139.957182876766 15883.759657308459 1086.1004816219211 15045.981366708875 19049.52118563652 7580.8543131500483 6178.5515251904726 4830.3605624958873 28133.859106175601 15877.454035833478 2703.2041219174862 31207.361358858645 11519.269443951547 7540.1946323737502 9526.3949152976274 2510.063051700592 2992.9670740365982 5808.917029902339 1202.7318013235927 6027.9571451246738 13061.460932739079 44942.731482841074 159.64874333143234 16006.113561749458 5744.5204135775566 3631.6717127338052 -leaf_count=1319615 73255 100650 103158 8964 474081 102688 7907 58509 164593 35248 34964 35339 264958 73064 16339 310195 90766 62648 55331 20177 19223 21889 10623 25572 92653 500225 1202 55335 32704 25293 -internal_value=0 0.0977818 -0.0526223 0.130986 -0.0676229 0.0581781 -0.0105903 0.154219 0.0045992 0.112231 0.0740678 0.0396224 -0.0261106 0.107799 0.0693099 -0.0531324 0.0234952 -0.00359297 0.0663749 -0.00971443 0.0491467 0.140577 -0.0116215 0.116818 0.0444977 -0.0747659 0.0286951 0.169401 0.0763803 0.0247219 -internal_weight=0 162965 313750 88645 231228 74320.3 82521.8 39595 41705.1 49050 40036.4 34283.9 40816.6 41469.1 33857.9 76347.3 12605.4 29099.8 31154.7 21559.6 20884.8 20854.9 12682.7 21905.4 17891.8 154881 1362.38 18740.1 15270.9 13399.1 -internal_count=4197168 867020 3330148 379231 2604116 487789 726032 144697 346091 234534 242026 245763 379941 199286 207062 784276 98673 247418 190723 184770 147215 80398 114983 98636 127992 1819840 11825 64299 88035 98548 -cat_boundaries=0 1 2 3 -cat_threshold=3 48 3 +num_cat=2 +split_feature=0 0 0 0 0 0 0 10 0 0 10 10 1 10 8 1 8 11 8 10 2 1 0 10 0 3 11 0 8 10 +split_gain=165924 14179.4 13532.6 2301.4 1659.79 1552.97 1405.14 429.644 414.702 357.517 354.561 279.032 245.855 244.969 237.301 233.498 346.585 225.268 204.745 194.574 182.921 172.001 154.334 141.493 141.422 139.106 126.577 121.963 121.008 141.123 +threshold=0.067230950000000012 0.34450655000000002 0.0109598 0.73915565000000016 0.15191525000000003 0.026171450000000002 0.0033408500000000007 1.0000000180025095e-35 0.9014118000000001 0.51191015000000017 1.0000000180025095e-35 1.0000000180025095e-35 0.0027206500000000002 1.0000000180025095e-35 57.000000000000007 0.0044033500000000012 33.000000000000007 0 57.000000000000007 1.0000000180025095e-35 0.92878880000000008 0.0028593500000000005 0.0014214000000000002 1.0000000180025095e-35 0.038399950000000009 0.11574045000000001 1 0.0059149000000000016 57.000000000000007 1.0000000180025095e-35 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 +left_child=2 4 6 9 10 13 22 17 21 28 12 15 -2 -4 25 -6 -17 24 23 27 -15 -5 -1 -11 -7 -14 -9 -8 29 -3 +right_child=1 3 5 8 11 7 19 26 -10 18 -12 -13 14 20 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.077015717783299728 0.017888585743342202 0.092309809422458242 -0.030802233560086795 0.11491833221471477 0.059089633703529022 -0.0019068730306342147 -0.060839563562896187 0.057558556213826786 0.17246579421627503 0.11313740125137668 0.071604834881254353 0.10098239643017004 0.060448441619887508 -0.0054229424264425263 0.062236265880452613 0.069247529666370891 0.1006297356448746 -0.0083798264594420087 0.14210595278384308 -0.0290287044607433 0.1054285046829701 0.14971696085481026 -0.068674354444426253 0.13864677969719194 0.020100171739852846 0.029472096993305615 0.01792288483981571 -0.049808635746777345 0.11751299946159136 0.12069461245381166 +leaf_weight=79048.531814210117 5331.4254246726632 7914.5585345625877 25612.309028923512 1598.9730439633131 7827.7540631741285 5075.5580187812448 19714.602319076657 1762.2419045716524 9879.0845827758312 9854.2321193218231 3313.4738091379404 4264.8014555871487 1740.9465933144093 2468.9264173209667 4453.9338370785117 9997.4776132702827 5430.9229276031256 12685.650318279862 5348.3617789745331 3049.468082010746 158.4118075594306 12717.615150213242 30833.226811259985 2790.01625443995 6875.9160750061274 8666.6772945150733 1534.5771380215883 20389.158886007965 5063.8853767365217 2249.378057256341 +leaf_count=950366 39743 40635 240732 6120 48174 43907 204969 13080 33306 44315 21342 23793 11828 22654 30527 60794 31286 106430 21988 31502 1045 47731 338532 12027 55182 63218 11786 205237 24610 11253 +internal_value=0 0.0991577 -0.0532612 0.133246 0.0608009 -0.0112824 -0.0686702 0.0054354 0.156706 0.11616 0.0412862 0.077469 0.0363112 -0.0278192 0.0429201 0.0731571 0.0802943 0.000898697 0.125704 -0.0533797 0.0012607 0.14583 -0.0746751 0.118766 0.0107452 0.0346537 0.0393382 -0.0552313 0.104884 0.0985916 +internal_weight=0 108444 209209 57416.1 51027.4 56173.6 153035 27933.9 24195.7 33220.4 23506.5 27521 20193 28239.6 14861.6 23256.2 15428.4 24637.1 17992.6 43153.2 2627.34 14316.6 109882 12644.2 11951.5 10407.6 3296.82 40103.8 15227.8 10163.9 +internal_count=2798112 572690 2225422 241985 330705 494816 1730606 230385 87157 154828 166658 164047 145316 264431 105573 140254 92080 205519 78330 441708 23699 53851 1288898 56342 99089 75046 24866 410206 76498 51888 +cat_boundaries=0 1 2 +cat_threshold=3 3 is_linear=0 shrinkage=0.1 @@ -283,20 +277,20 @@ shrinkage=0.1 Tree=13 num_leaves=31 num_cat=1 -split_feature=1 1 1 1 1 1 3 3 3 11 0 1 3 8 5 0 1 5 8 0 8 8 8 0 6 0 6 1 7 1 -split_gain=84106.6 4629.48 4119.96 639.579 578.771 376.998 347.199 330.068 313.374 276.532 200.908 196.472 175.102 136.421 132.477 121.529 101.251 99.3454 99.0432 98.5638 79.2065 77.2639 73.3186 72.1872 71.4133 68.6712 66.1152 96.2149 62.8856 64.0265 -threshold=0.032812538942198551 0.005553360524629708 0.11250486456015091 0.01417180368562233 0.0011177395395782625 0.27317485067352615 0.79153353705335838 0.70041566085806051 0.77807447221747073 0 0.052501000655660164 0.064218390742371567 0.87233117386479397 79.500000000000014 0.014558022622538754 0.037814444418972644 0.0028901651951811582 0.14907407407407411 76.500000000000014 0.099166848876623456 91.500000000000014 82.500000000000014 82.500000000000014 0.13153682083793664 0.12310606060606062 0.20464055779332538 0.19139194139194141 0.72339695550557503 0.43019480519480524 0.01910334858072003 -decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 7 8 -1 10 19 11 23 -7 13 17 -6 24 21 26 -14 22 -9 -5 -13 -12 -2 -3 -4 -24 27 -11 29 -8 -right_child=2 3 5 6 12 9 28 18 -10 15 14 20 16 -15 -16 -17 -18 -19 -20 -21 -22 -23 25 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.071250582493959699 0.028261959075255989 -0.025647391266953978 0.14117958607221723 0.015126590999851168 -0.058292110526132368 0.16853197175358925 0.032975170433963842 0.086517434145657671 0.00016872495944561563 0.16759445797143835 0.096068439489715773 0.064110206898080863 -0.048723430436610954 0.19222833252409283 0.17019756439341882 0.1329140125217578 -0.025400020304523881 0.1305099650428744 0.13486035614249345 -0.010586079930201307 0.10137802378505796 0.1261193996491683 0.091007422487917461 -0.043320146866542814 0.079733946491625018 0.037330832553593728 0.12008765426769211 0.14353063065290617 0.019450374526061177 0.077459969458675393 -leaf_weight=46772.270913714543 2737.0075489804149 4400.1458073034883 1401.477487847209 2408.4415488690138 20440.017820451409 6029.8280764743686 540.02800890430808 1942.9141370244324 3505.8725195452571 2838.3393224850297 2926.8037741631269 2196.4974162839353 5805.3772487659007 509.15073129534721 335.4216191098094 8034.6990436241031 2739.6609629839659 116.29948679730296 542.0274330675602 3912.8419147394598 770.27592029049993 1208.9999215528369 415.2885552868247 4868.6352827735245 218.65619559213519 559.39561482146382 647.98615482449532 4007.5440838038921 548.08361465856433 807.10665171407163 -leaf_count=1990069 68647 147794 19949 70281 732609 38675 17420 44220 125551 19861 46057 46523 244520 6944 4701 55765 107000 2752 11824 115899 15595 17715 9922 159898 3212 13852 3588 15430 17274 23621 -internal_value=0 -0.0528552 0.123663 -0.0112988 -0.0643699 0.142706 0.0104663 0.0658759 -0.0252978 0.149108 0.121795 0.0544707 -0.0532667 0.147076 0.109755 0.141367 -0.0412456 0.0395007 0.0970622 -0.00078942 0.0737862 0.104853 0.0366491 -0.0349304 0.132887 0.0602011 0.150618 0.153508 0.0480084 0.0596273 -internal_weight=0 96748.5 37438.6 20991.2 75757.3 28158.9 8216.5 9279.71 12774.7 21558.4 6600.51 6794.76 28985.1 2129.28 4471.23 15528.6 8545.04 3827.99 2484.94 6321.28 2966.77 4135.8 3711.69 9268.78 1620.13 974.684 7493.87 6845.88 1895.22 1347.13 -internal_count=4197168 3751936 445232 677738 3074198 231897 244495 213335 433243 133319 98578 157291 1084129 30105 68473 94644 351520 95173 56044 186180 62118 63772 92421 307692 23161 23774 38879 35291 58315 41041 +split_feature=1 1 1 3 1 0 1 3 1 1 0 8 5 11 1 8 1 7 0 8 5 0 1 7 2 1 3 5 3 2 +split_gain=57712.4 3199.09 2404.07 468.614 466.513 273.214 268.026 202.19 195.742 141.961 139.25 132.554 113.512 86.2386 82.4743 80.0773 75.6669 71.9298 67.6631 57.4364 55.762 53.0169 51.9785 50.7005 50.283 48.9193 48.3929 44.9128 42.2223 43.2539 +threshold=0.030923250000000003 0.0058347500000000005 0.10548565000000001 0.79199550000000007 0.0012847500000000001 0.087020100000000017 0.015150000000000002 0.88521380000000016 0.27292540000000004 0.014377850000000003 0.011328250000000002 45.000000000000007 0.13484848484848486 0 0.0030804500000000006 49.000000000000007 0.047554800000000008 0.063717532467532478 0.097212550000000023 27.000000000000004 0.55050505050505061 0.082685850000000019 0.00051055000000000013 0.24837662337662339 0.05439225000000001 0.0033296500000000004 0.28322475000000008 0.13484848484848486 0.030517350000000002 0.23193825000000004 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 4 5 6 22 11 21 25 10 -5 15 17 19 -10 -9 28 -7 24 -8 -12 26 -3 -1 -21 -2 -6 -15 -13 -4 -30 +right_child=2 3 8 9 7 16 18 14 13 -11 12 27 -14 20 -16 -17 -18 -19 -20 23 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 +leaf_value=-0.073042963203084108 0.12298476959772071 -0.018599757485811292 0.57330460752859425 0.012120529345543453 -0.060854315336157795 0.028368165932155739 0.024266740908884372 -0.041095230333908189 0.13335400588785729 0.058481513649291689 0.030732565360803977 0.12750368221898878 0.18727830059440756 0.14903349765073365 -0.010998910044373339 0.22252839810114985 0.061065591759438792 0.05364500996191033 -0.0057048186783264267 0.12353159153440302 0.18633054613245725 -0.038109744396577994 -0.064796227299518894 0.097521374667352848 0.081322659750497975 -0.048303538699505197 0.16472686081895249 0.25037580810907284 0.15346002601390263 0.053209199450992541 +leaf_weight=24136.139492919669 412.57633020356297 2330.127202084288 2.2997462935745707 1800.6913603860885 8760.7360972817987 1112.5359037928283 1228.1448242161423 2729.2853440959007 3897.3154420778155 1043.0852290801704 81.923351667821407 581.64045437425375 221.44429505243897 7361.9535223022103 1366.3598643131554 187.22570835053921 1945.2058251127601 661.33082461357117 1947.9423418361694 2408.818050082773 535.84375075995922 3462.626039462164 11184.630986528471 1087.8694128096104 972.63902308791876 4810.9689251612872 2680.3362727537751 31.35187566652894 448.09675852581859 47.610549382865429 +leaf_count=1053381 8719 75259 37 61474 314498 28520 34878 112811 22945 30025 1275 12418 2909 41603 50926 2312 42038 14824 57684 36035 2675 113154 444376 16572 21897 167135 20640 633 5704 755 +internal_value=0 -0.0533047 0.126396 -0.00624609 -0.0637955 0.0695562 -0.0174615 -0.0505285 0.143535 0.0291255 0.125282 0.092996 0.1178 0.149191 -0.0310547 0.166775 0.0491689 0.0807777 0.00588473 0.1135 0.154753 -0.0302619 -0.0704316 0.115439 0.0937314 -0.0564053 0.153222 0.133788 0.145815 0.143831 +internal_weight=0 64800.7 24678 11812.6 52988.1 5717.28 8968.84 17667.4 18960.7 2843.78 4485.29 2659.54 3800.06 14475.4 4095.65 685.233 3057.74 2046.55 3176.09 3578.61 10578.1 5792.75 35320.8 3496.69 1385.22 13571.7 10042.3 612.992 498.007 495.707 +internal_count=2798112 2515601 282511 372474 2143127 129049 280975 645370 153462 91499 65599 58491 56791 87863 163737 8808 70558 45440 92562 53882 64918 188413 1497757 52607 30616 481633 62243 13051 6496 6459 cat_boundaries=0 1 -cat_threshold=48 +cat_threshold=2 is_linear=0 shrinkage=0.1 @@ -304,18 +298,18 @@ shrinkage=0.1 Tree=14 num_leaves=31 num_cat=3 -split_feature=2 2 2 2 2 2 2 8 2 8 2 8 2 2 2 2 2 2 10 0 1 8 11 6 1 1 0 11 11 10 -split_gain=269771 33447.4 31499.4 5082.68 4068.33 3120.16 2924.77 746.409 671.621 630.906 620.704 453.451 428.962 414.842 355.056 330.68 312.749 310.779 256.684 204.21 196.528 178.253 175.144 168.498 162.394 159.859 157.972 149.08 146.79 138.917 -threshold=0.19480419748346245 0.033643544031260186 0.56574274602232333 0.81387133466728434 0.083764009784770457 0.35757885801695816 0.010724970499964633 115.50000000000001 0.71158331319719936 76.500000000000014 0.88309789110949655 91.500000000000014 0.12954664950918007 0.47518826781592993 0.050963973039007501 0.020440097259041095 0.26279074521453255 0.0036357850888200497 1.0000000180025095e-35 0.046229244359122762 0.0024386303819312204 76.500000000000014 0 0.39791666666666675 0.0019359108369049474 0.013541963202221603 0.016688884188143103 1 2 1.0000000180025095e-35 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 1 2 -left_child=1 6 5 8 9 11 17 12 20 14 29 16 27 19 28 -8 -2 -1 23 -7 -4 -17 -16 -12 -10 -9 -13 -6 -3 -5 -right_child=2 4 3 10 7 13 15 25 24 -11 18 26 -14 -15 22 21 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.083192906717862614 0.01694599789255203 -0.028383338947773024 0.073713903775078929 0.097652777248146486 -0.0014690401581089877 0.045931783139928017 -0.063158536241054816 -0.017380588577015448 0.089371404050155645 -0.047827237177405779 0.11104703361740616 0.020438598983724597 0.0036829612462412789 0.052778849046547831 -0.015339035812949221 -0.048777802378163489 0.029706286511616761 -0.074840184052732586 0.083153830050849503 0.033814669312500538 0.062554270308421853 -0.063047326582249555 -0.028333088480384884 0.12503135500936094 0.077737342576089899 -0.035134251198145117 0.0026160549091781408 -0.013516466118264382 -0.042088377668118022 0.074448578578354352 -leaf_weight=87668.441290766001 36650.311547473073 12318.340551033616 26927.542211741209 38302.781842201948 15004.381400033832 26115.723906412721 59342.323141723871 17317.630010232329 20806.98243355751 24876.644611462951 38410.631210148335 7052.7436606585979 47800.038569033146 40414.317940235138 15875.506861880422 37884.319188982248 40359.07313747704 90557.118905708194 2817.5074367523193 29755.157690674067 38121.046853423119 11385.060278147459 30450.378066882491 11107.783482223749 28339.321498125792 7172.3356493413448 16867.132305651903 32636.571131259203 22477.409049272537 2766.3467082083225 -leaf_count=534061 152771 61414 93342 122623 67722 100455 333432 82185 68723 127336 119467 30120 209184 146881 75246 203126 160657 534983 9035 112488 131891 61496 149979 34346 94012 32667 70305 151937 116226 9058 -internal_value=0 -0.0483993 0.0608031 0.0879912 -0.0196217 0.0321832 -0.071066 -0.00700622 0.0738399 -0.0338955 0.105292 0.0198978 -0.00301 0.0450612 -0.0296232 -0.0581308 0.0236334 -0.0789489 0.112513 0.0394786 0.0671739 -0.0520752 -0.0238896 0.114184 0.0826628 -0.0225801 0.00787101 -0.00972531 -0.0372568 0.0960898 -internal_weight=0 512766 404814 207600 225929 197214 286837 119931 114195 105998 93405.1 100929 95441 96285.2 81121.6 108612 77009.4 178226 52335.9 55870.9 65048.6 49269.4 46325.9 49518.4 49146.3 24490 23919.9 47641 34795.7 41069.1 -internal_count=4197168 2740994 1456174 682497 1073896 773677 1667098 543695 387968 530201 294529 413853 428843 359824 402865 598054 313428 1069044 162848 212943 225233 264622 225225 153813 162735 114852 100425 219659 177640 131681 +split_feature=2 2 2 2 2 2 2 8 1 8 2 8 2 3 2 2 2 2 2 10 1 0 2 1 8 8 11 11 1 11 +split_gain=184663 23549.4 20217.7 3141.89 2985.87 2345.39 1765.72 558.274 476.714 433.959 397.446 382.099 346.533 265.327 224.86 217.79 216.496 199.822 193.037 176.998 149.75 139.059 134.137 118.521 117.137 111.318 110.69 110.014 109.548 105.472 +threshold=0.17177030000000001 0.5951531000000001 0.028366750000000007 0.81670920000000014 0.34867030000000004 0.072932700000000017 0.0089131000000000019 51.000000000000007 0.0018204500000000001 53.000000000000007 0.47860485000000003 33.000000000000007 0.70297835000000009 0.094632500000000022 0.10810815000000001 0.26460320000000009 0.046807450000000007 0.0035292500000000007 0.017330300000000003 1.0000000180025095e-35 0.0019528500000000001 0.040085800000000012 0.23193825000000004 0.011179950000000003 53.000000000000007 33.000000000000007 0 1 0.057934650000000011 2 +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 1 1 2 1 +left_child=2 4 6 12 11 9 17 14 13 16 21 15 -3 -5 29 -2 -4 -1 -8 -10 -14 -6 -13 -21 -20 -23 -16 -18 -9 -7 +right_child=1 3 5 8 10 7 18 28 19 -11 -12 22 20 -15 26 -17 27 -19 24 23 -22 25 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.08322836548779261 0.016372330754700008 0.066993273350011276 -0.037781437059532276 0.11833198447823551 0.045412838750993688 -0.0059980297689029953 -0.064223601301081942 -0.022360171219263647 0.097240865984028771 -0.050362904901427454 0.054038087982089894 -0.0048148789540324068 0.088544914400497415 0.10229195003743724 0.0064784777352402505 0.029424401703604375 -0.018867690005122582 -0.074975724650975947 -0.050281895715916319 0.060699054871445259 0.075567145020642351 0.038941180221563246 0.012064061710663411 0.10638491201871968 -0.065173268941512319 0.023619504565852101 -0.0053494962610137024 -0.031935742941084776 -0.044648132442714906 -0.018969257835445359 +leaf_weight=67081.456047475338 31205.590808391571 31978.163976341486 26338.743562147021 24381.950392127037 18903.460595503449 12961.154269918799 39015.825986266136 14943.838400110602 21229.125249177217 15626.184804141521 33116.140191078186 7775.2709330767393 15909.101482510567 17871.750122368336 15313.458841264248 21656.651059404016 14053.309457018971 52148.261427953839 23685.966934010386 2360.3676034808159 20156.358670711517 13516.14686563611 11935.988044500351 747.73792859911919 6798.4867404401302 7304.6083774119616 16348.532382592559 12127.676933601499 2587.0653503984213 12188.908857628703 +leaf_count=409473 130670 110636 134365 75645 72813 59279 219817 71444 67358 80917 119807 33930 52504 57011 66688 86416 67316 308129 127198 7683 67265 50844 49470 2435 37229 27995 73832 60103 11818 58022 +internal_value=0 0.0595475 -0.0507667 0.0896843 0.0316446 -0.0223327 -0.072234 -0.0100493 0.105126 -0.0357331 0.0459479 0.0172887 0.074572 0.111548 -0.00523556 0.0217195 -0.0313803 -0.0796189 -0.0595651 0.0939778 0.0812919 0.0392034 0.00540602 0.07169 -0.0536029 0.0335658 0.000371511 -0.0249405 -0.0256492 -0.0122944 +internal_weight=0 280048 331219 134635 145414 142489 188730 74343 66590.9 68145.9 72840.4 72573.5 68043.6 42253.7 56812.1 52862.2 52519.7 119230 69500.3 24337.2 36065.5 39724.2 19711.3 3108.11 30484.5 20820.8 31662 26181 17530.9 25150.1 +internal_count=2798112 1012482 1785630 440537 571945 683784 1101846 341083 210132 342701 271459 300486 230405 132656 257821 217086 261784 717602 384244 77476 119769 151652 83400 10118 164427 78839 140520 127419 83262 117301 cat_boundaries=0 1 2 3 cat_threshold=3 3 3 is_linear=0 @@ -324,63 +318,61 @@ shrinkage=0.1 Tree=15 num_leaves=31 -num_cat=6 -split_feature=3 3 3 3 3 3 3 3 3 3 3 3 3 0 3 0 3 0 11 11 11 11 11 8 8 11 8 8 0 0 -split_gain=432266 43298.1 42977.9 5914.9 4837.68 4811.07 3888.83 874.316 829.549 663.489 598.766 564.718 537.362 515.388 504.362 419.752 364.958 286.094 263.888 251.309 231.58 212.678 189.515 168.05 166.76 154.024 146.788 146.592 146.061 138.786 -threshold=0.71691669626057652 0.26617967461516506 0.95151961640741767 0.11172098770882324 0.47662587285720581 0.87233117386479397 0.98646205905476014 0.055168332788642034 0.16845236787848122 0.59790098644125778 0.81107178753290743 0.91262929911222035 0.36045826032371014 0.068406455436827912 0.97230932558333871 0.12548830460420399 0.99433223361527079 0.071782454800452838 0 1 2 3 4 115.50000000000001 64.500000000000014 5 82.500000000000014 118.50000000000001 0.12548830460420399 0.01782922684142749 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 1 1 2 2 1 2 2 2 2 -left_child=1 3 5 7 12 10 14 28 15 25 18 20 26 -9 -4 27 -8 24 -2 23 -7 -12 -11 -13 -10 -6 -3 -5 -1 -24 -right_child=2 4 6 8 9 11 16 13 17 22 21 19 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 29 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.10335311869618352 -0.0041359368699377527 -0.047793736567394024 0.060711269613889667 -0.068649668958679869 -0.031539684098435695 0.022542974285433712 0.083651886516658558 -0.085943050323294412 -0.054706852994145676 -0.017600103586025553 0.010660966797066717 0.033843589864257777 -0.037623980727561707 -0.09976612184036493 0.072777868844663376 -0.087054455801438724 0.09169671488740859 -0.070452398154992546 0.0098047394491519342 0.050577795337687116 0.037113024860141008 0.023992883773613773 0.00092410450451227736 0.054533688678476813 -0.068753953906336485 -0.020505571958395436 -0.058819733320324231 -0.082626205423032964 -0.11387447368273743 -0.010265535594350948 -leaf_weight=23654.080768972635 19502.106357634068 43346.278585255146 62556.453833803535 29425.935417413712 17898.341589033604 16471.342931449413 94543.15406242013 48581.620121687651 28233.31103387475 19232.174936324358 17595.760491371155 19675.676174551249 62566.167304545641 60640.792484492064 77620.841836363077 36830.050331056118 139739.56910271943 46003.477419734001 44676.035178095102 46149.549588650465 33128.473661243916 37772.761557906866 18490.764185190201 4904.1220480203629 12061.656093746424 44168.47289159894 16735.807603776455 10073.193539530039 29838.656319648027 27673.684815853834 -leaf_count=71279 65341 132240 247661 88456 56599 59087 399230 145966 85352 62372 60976 73231 193900 182217 318420 110557 600719 138603 152785 177043 122210 134360 61221 18610 36426 140347 50994 30259 90121 90586 -internal_value=0 -0.0612172 0.0593981 -0.0852677 -0.0299324 0.0263513 0.0805676 -0.0987476 -0.0717806 -0.0162901 0.0121429 0.0404673 -0.0441104 -0.0936177 0.0673929 -0.0793748 0.0884503 -0.0650637 0.00556941 0.0462041 0.0322866 0.0197623 -0.00926137 0.0379562 -0.0589116 -0.0236959 -0.050865 -0.072214 -0.109222 -0.00578237 -internal_weight=0 575454 614336 325343 250112 239876 374460 162715 162628 127463 119547 120329 122648 109222 140177 76329.2 234283 86298.4 64178.1 70729.3 49599.8 55368.5 65396.6 24579.8 40295 62066.8 60082.1 39499.1 53492.7 46164.4 -internal_count=4197168 1767495 2429673 979236 788259 863643 1566030 489583 489653 411125 413462 450181 377134 328183 566081 229272 999949 260381 218126 268884 181297 195336 214179 91841 121778 196946 183234 118715 161400 151807 -cat_boundaries=0 1 2 3 4 5 6 -cat_threshold=3 3 3 3 3 3 +num_cat=4 +split_feature=3 3 3 3 3 3 3 3 0 3 0 3 3 3 3 0 3 11 3 11 11 11 0 1 8 0 0 0 3 8 +split_gain=293539 31181 26917.4 3828.3 3555.19 3046.7 2384.46 598.506 574.1 509.376 437.943 386.169 377.927 327.775 316.217 297.34 262.014 233.002 179.485 178.691 156.337 146.167 138.534 137.279 129.209 121.019 114.971 105.418 101.633 96.0017 +threshold=0.74608520000000011 0.26770345000000001 0.95335565000000011 0.11574045000000001 0.47719000000000006 0.98828925000000012 0.87219045000000006 0.054424250000000007 0.050429200000000007 0.59428755000000011 0.064227150000000024 0.97420415000000016 0.91439225000000002 0.17732055000000002 0.3642170500000001 0.0034357500000000004 0.9958062000000002 0 0.18273975000000003 1 2 3 0.007726300000000001 0.00094855000000000015 49.000000000000007 0.091994450000000019 0.038399950000000009 0.012107100000000001 0.086302850000000014 45.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 1 1 2 2 2 2 2 2 2 2 +left_child=1 3 6 7 14 11 15 25 18 21 24 -4 20 -10 27 -2 -7 22 29 -17 -8 -6 -11 -14 28 -1 -16 -3 -9 -5 +right_child=2 4 5 8 9 16 12 10 13 17 -12 -13 23 -15 26 19 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.10306358785984318 0.024809457330731841 -0.042049271488488263 0.059016203573054364 -0.065043519616149792 -0.018469797077340405 0.084449259780383978 0.037092121854569955 -0.087558222185810899 -0.085254514301234499 0.0073550072304436349 -0.10056465945221903 0.071839594150189173 0.048669987142710508 -0.070479509259141357 -0.032197744669694849 0.014683494348192131 0.092510978840042363 -0.016101079875103588 -0.05661145162926759 0.0027102083826984129 0.02329882709666951 -0.030978097520676796 -0.0075901407041161929 0.037741490597005552 -0.095186365348258806 -0.11520576890809878 -0.043091594527493629 -0.053647923530084886 -0.075228700192961351 -0.078564340795400658 +leaf_weight=15147.559913367033 14407.060913771391 10735.848798245192 41512.655043065548 17064.193759918213 20658.996985018253 75066.140957787633 15854.633926361799 15256.39906167984 31882.041291803122 8985.4019488096237 43050.354832857847 54073.859532356262 25975.936583697796 28380.64585801959 18758.457841336727 24139.520855993032 87085.427457436919 25241.487630039454 20926.190525650978 25793.57355171442 17445.487297445536 17288.225208193064 20025.107866555452 20617.454879373312 10570.800389260054 17918.465789318085 20034.603203207254 29012.168476223946 11900.688369214535 7585.8595513105392 +leaf_count=45623 50480 32913 163647 51347 65639 318082 58369 45858 95700 30060 129378 221346 98351 85497 58383 84059 375091 82109 63308 87987 62481 54540 65648 77664 31781 54185 61762 88291 35732 22801 +internal_value=0 -0.0606682 0.0610732 -0.0855824 -0.0286123 0.0804313 0.0264813 -0.0983107 -0.0718913 -0.0152941 -0.0936717 0.0662705 0.0380197 -0.0782962 -0.0442467 0.0121536 0.0887789 -0.00907767 -0.0634224 0.00850202 0.0298841 -0.0241814 -0.00296017 0.0438342 -0.0858064 -0.109643 -0.0378239 -0.0505152 -0.0821552 -0.0692044 +internal_weight=0 390423 401972 219683 170740 257738 144234 113844 105839 92199.2 80778.2 95586.5 79893.5 60262.7 78541.1 64340.2 162152 54252 45576.2 49933.1 33300.1 37947.2 29010.5 46593.4 37727.9 33066 38793.1 39748 27157.1 24650.1 +internal_count=2798112 1200555 1597557 661210 539345 1078166 519391 342557 318653 297996 242749 384993 296865 181197 241349 222526 693173 177817 137456 172046 120850 120179 95708 176015 113371 99808 120145 121204 81590 74148 +cat_boundaries=0 1 2 3 4 +cat_threshold=12 12 12 12 is_linear=0 shrinkage=0.1 Tree=16 num_leaves=31 -num_cat=4 -split_feature=0 0 0 2 0 0 0 0 10 10 3 11 8 10 10 4 11 8 1 4 10 11 2 1 8 10 8 11 8 8 -split_gain=189273 17782.7 14043.2 3128.95 2054.95 1616.24 1542.22 887.042 535.193 500.699 451.974 405.89 364.374 342.369 340.068 299.42 286.782 285.618 416.079 268.082 254.032 252.967 233.627 230.191 227.55 215.509 311.859 205.563 192.98 181.759 -threshold=0.059913150215792556 0.30251845618472167 0.011092418080625721 0.045368238813811128 0.13885973220435063 0.0030222126812408869 0.02605857769057477 0.57550024685531997 1.0000000180025095e-35 1.0000000180025095e-35 0.068402047414194769 0 88.500000000000014 1.0000000180025095e-35 1.0000000180025095e-35 0.33687943262411352 1 76.500000000000014 0.0066758705219622455 0.050641025641025648 1.0000000180025095e-35 2 0.94206848107866581 0.0023253963490163076 88.500000000000014 1.0000000180025095e-35 85.500000000000014 3 94.500000000000014 49.500000000000007 -decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 1 2 2 -left_child=2 4 5 10 9 -1 14 15 12 11 -3 29 16 17 21 25 -8 27 -19 -9 -7 -4 -16 -13 -12 26 -5 -6 -25 -2 -right_child=1 3 6 7 13 20 8 19 -10 -11 24 23 -14 -15 22 -17 -18 18 -20 -21 -22 -23 -24 28 -26 -27 -28 -29 -30 -31 -leaf_value=-0.07417491241879616 0.00091643468052091158 0.14041601499508208 -0.044742705320082427 0.069516763558942415 0.063114997113129137 -0.056674645015296093 0.0014478095922346129 0.10037927916577404 0.028991875534712438 0.054413636736753673 0.10429577786993459 0.012385215304071745 0.0078186432979123806 0.078159347215891406 -0.0072844750748407919 0.10906786078142353 -0.021593881069305178 0.048202548594500426 0.082414879644843814 0.12144408950142238 -0.0317685357180328 -0.028186258022484534 0.14149950874561404 0.029497034711604416 0.13601850627062481 0.09717405078766965 0.090696154633047407 0.041215853676203423 0.053488493992936162 0.025496281827009581 -leaf_weight=130923.59239578247 9508.7984599471092 19767.0273655653 15153.480967193842 19497.933658540249 5878.7108447998762 62140.386960566044 7676.1536001265049 23990.860273823142 4244.6816442906857 5509.9972932711244 6966.3916545510292 5196.7383353933692 9841.2617041692138 6817.3293636739254 3604.287710852921 4109.2092469930649 18256.779761590064 7278.6172520369291 6948.0955867171288 8075.1577623039484 4384.1405993103981 24146.070095360279 108.72185985743999 11338.128224894404 3347.846451357007 6469.6356120407581 10805.126484081149 17054.294814020395 4760.4146868139505 4400.7116460800171 -leaf_count=1719465 74763 63483 153591 93826 35028 688497 63078 90850 34346 35824 26325 38628 83982 36476 34956 18437 165850 42659 39303 29259 50942 236217 813 82112 11839 29700 48421 104669 32384 31445 -internal_value=0 0.0765186 -0.0532154 0.104424 0.0425716 -0.0677257 -0.0187099 0.0932329 -0.00458074 0.0263827 0.131562 0.0219955 -0.0085642 0.0575595 -0.0318557 0.0834668 -0.0147813 0.0537803 0.0649113 0.105684 -0.0550333 -0.0345888 -0.00292788 0.0306699 0.114592 0.0806059 0.0770687 0.046875 0.0365914 0.0086868 -internal_weight=0 187721 280480 103029 84691.8 197448 83031.4 72947.9 40018.9 40714.8 30081.3 35204.8 35774.2 43977 43012.6 40881.9 25932.9 37159.7 14226.7 32066 66524.5 39299.6 3713.01 21295.3 10314.2 36772.7 30303.1 22933 16098.5 13909.5 -internal_count=4197168 965431 3231737 412140 553291 2458904 772833 310493 347256 295156 101647 259332 312910 258135 425577 190384 228928 221659 81962 120109 739439 389808 35769 153124 38164 171947 142247 139697 114496 106208 -cat_boundaries=0 1 2 3 4 -cat_threshold=48 3 48 3 +num_cat=3 +split_feature=0 0 0 0 0 0 0 2 0 10 10 10 10 4 1 8 11 11 4 4 10 3 8 4 2 1 0 8 11 2 +split_gain=129579 12397.5 9060.07 2159.8 1312.06 1142.19 911.728 440.605 327.763 297.486 294.777 257.032 256.459 196.604 184.212 228.179 167.414 150.04 149.016 145.871 137.396 136.22 135.791 133.715 131.005 121.017 114.72 114.499 110.526 108.492 +threshold=0.048216050000000003 0.27367010000000008 0.0082034500000000028 0.70460265000000011 0.10838450000000001 0.021594050000000004 0.0026105000000000004 0.024116850000000006 0.48365800000000009 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.33687943262411352 0.0049624500000000011 71.000000000000014 0 1 0.050641025641025648 0.33687943262411352 1.0000000180025095e-35 0.038792750000000008 33.000000000000007 0.37668918918918926 0.91537550000000001 0.023016500000000006 0.013433850000000002 49.000000000000007 2 0.78741325000000006 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 1 2 +left_child=2 4 6 8 10 11 -1 21 19 17 16 26 13 14 -6 -16 -2 29 -9 -3 -8 -5 -23 25 -13 -10 -4 -18 -14 -7 +right_child=1 3 5 7 12 9 20 18 23 -11 -12 24 28 -15 15 -17 27 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.074371104924570192 0.028545215899477741 0.079153399068534608 -0.04193020715676643 0.1504745399843338 0.037156780249807564 -0.0043505020792262679 -0.057746228758493959 0.10829816559836403 0.08997539490332819 0.026861931864704775 0.051857834563862761 -0.010310718524008916 0.051021624645667923 0.081241506159181034 0.047328221184824909 0.074164747546229967 0.0035247815132246926 -0.01644376939828256 0.12961109605814392 0.10614992175120397 -0.034208485513048559 0.11879116699283843 0.14667071998421163 0.12329523668440044 0.071659089862938452 0.10728887651047217 -0.029253520336906775 0.025834213399641939 0.086147859173310123 0.022310653174583014 +leaf_weight=90576.83953820169 9927.0171330198646 20581.725487664342 15120.85252392292 5744.8886663615704 9091.1546677276492 8680.6889154389501 36816.580072253942 11691.320677965879 10578.278756052256 2736.9692524969578 3189.8215488195419 2566.3121926933527 1391.5075755268335 1975.0523548051715 10925.233758360147 4462.3306207060814 7361.5067231357098 10782.373510807753 4560.08016243577 2217.0868420004845 2659.0658370107412 4390.3241816759109 2901.6855017840862 2104.4856189936399 211.00648685544729 6528.9145641326904 13523.656934425235 3346.2318301647902 3354.1859120130539 1851.9191050454974 +leaf_count=1191325 72366 99906 155012 17835 56996 76282 408197 41430 43210 21300 20983 24999 7544 11827 66901 25374 56900 95322 15729 10321 29883 14210 9272 8335 1410 26507 130747 24591 18112 15286 +internal_value=0 0.0768984 -0.0544109 0.104419 0.0412377 -0.0205749 -0.0688436 0.125264 0.0898869 -0.00417408 0.0235667 -0.033129 0.0547317 0.0508916 0.0484428 0.0551107 0.0191933 -0.00815929 0.114278 0.0817787 -0.0561607 0.138958 0.129885 0.0995091 -0.00408307 0.096583 -0.0359453 0.0104868 0.0761374 0.000336935 +internal_weight=0 126323 185526 71298.8 55024 55473.8 130052 29288.3 42010.5 24052 23824.6 31421.8 31199.5 26453.8 24478.7 15387.6 20634.8 21315 16251.4 22798.8 39475.6 13036.9 7292.01 19211.7 2777.32 17107.2 28644.5 10707.7 4745.69 10532.6 +internal_count=2798112 648349 2149763 286755 361594 520358 1629405 98476 188279 208190 174840 312168 186754 161098 149271 92275 153857 186890 57159 110227 438080 41317 23482 78052 26409 69717 285759 81491 25656 91568 +cat_boundaries=0 1 2 3 +cat_threshold=3 3 8 is_linear=0 shrinkage=0.1 Tree=17 num_leaves=31 -num_cat=2 -split_feature=1 1 1 1 3 1 2 1 11 0 3 1 8 3 5 1 5 6 8 3 7 8 0 7 5 0 0 0 11 10 -split_gain=65185.9 3632.05 3268.23 565.997 539.761 315.392 271.374 252.689 201.022 198.84 191.716 168.725 165.895 151.338 93.3529 91.6711 91.1411 85.6698 83.5532 82.9171 100.871 75.2175 72.6949 67.7568 67.5723 62.1792 61.3488 60.7855 60.6346 54.5861 -threshold=0.026934322483942435 0.00539447746930971 0.11250486456015091 0.0011177395395782625 0.77807447221747073 0.048572423354899981 0.1113480858133601 0.013541963202221603 0 0.021870817281779188 0.87233117386479397 0.016339155956306178 67.500000000000014 0.58846200274010341 0.40833333333333338 0.0028901651951811582 0.25543478260869573 0.084523809523809543 82.500000000000014 0.17843162673628021 0.17028985507246377 76.500000000000014 0.12548830460420399 0.29520697167755999 0.25543478260869573 0.15297846515904764 0.19472169661559699 0.11988279031002896 1 1.0000000180025095e-35 -decision_type=2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 -left_child=1 3 5 -1 7 13 8 22 -4 21 -5 28 17 -2 19 -12 18 24 -11 -10 26 23 -3 -7 29 -14 -21 -9 -6 -8 -right_child=2 4 6 10 11 9 12 27 14 16 15 -13 25 -15 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.070572990204314692 0.020004835790172284 -0.025106954139373774 0.098796557399800866 -0.05743069367343049 -0.018884265598822808 0.10582401375786227 0.094227097180230424 0.0055035889366040732 0.11476754922618992 0.047470258402889015 -0.046227142908406314 0.046048243745095314 0.13447912711025423 0.055376192952793085 0.14862498980843647 -0.022995658018780285 0.13630329930024823 0.062490392805007358 0.076326159991037576 0.13797786335463325 0.11074378942035208 0.14603570580907263 -0.043158737772296202 0.051101604850508769 0.14515113779884634 0.10167862966571183 0.10629253668163088 -0.016239773431491262 0.010185238553385297 0.046643223148809282 -leaf_weight=42273.752512188628 3227.3943989947438 4214.6581802982837 4577.6516235433519 19028.942272167653 930.05063601024449 707.60930876806378 4225.1117525435984 2224.2451684195548 8612.038980640471 3695.7203690856695 5344.8115669917315 1206.5393341500312 1324.0732357650995 1934.7434848677367 1399.3042889386415 2489.7941132821143 142.83071871846914 1029.4711444526911 1377.4422832280397 6007.1432014852762 2369.6128636486828 288.48190315067768 4739.3485411088914 332.63087890297174 247.8489630818367 1025.6077453941107 680.26741153001785 3047.0835676006973 3026.0645251106471 255.66889935359359 -leaf_count=1990069 81700 145291 27020 719846 34037 13824 46436 66303 46471 76571 244520 36819 11749 48578 6673 103109 2492 11735 26449 40403 17968 5028 161784 6506 2085 11003 7287 92556 109789 3067 -internal_value=0 -0.0526339 0.0969066 -0.0633603 -0.0143839 0.0517433 0.113557 -0.0244356 0.11897 0.0663205 -0.0520101 0.0133129 0.0977697 0.0332618 0.123697 -0.0388443 0.0575231 0.0886322 0.0553051 0.121793 0.128473 0.100855 -0.0346617 0.0883258 0.0943235 0.120162 0.134755 -0.00706513 0.00332924 0.091512 -internal_weight=0 88525.3 43460.7 69137.3 19388 11706.9 31753.8 14225.3 23646 6544.72 26863.5 5162.65 8107.78 5162.14 19068.4 7834.61 5215.99 5758.1 5073.16 17669.1 9057.02 1328.72 8954.01 1040.24 4728.63 2349.68 6687.41 5271.33 3956.12 4480.78 -internal_count=4197168 3704123 493045 3057544 646579 261148 231897 465934 145822 130870 1067475 180645 86075 130278 118802 347629 105512 63323 103020 112129 65658 25358 307075 20330 51588 22752 47690 158859 143826 49503 -cat_boundaries=0 1 2 -cat_threshold=8 16 +num_cat=0 +split_feature=1 1 1 3 1 1 3 3 0 1 1 1 1 6 5 0 4 5 0 2 1 0 5 2 8 7 1 8 10 8 +split_gain=44661.1 2853.57 1626.58 468.97 418.388 241.484 210.402 194.636 153.093 115.002 114.505 100.061 89.4314 87.9956 71.2323 56.893 51.6312 50.8612 49.7002 49.4419 48.5883 44.4446 42.5311 41.5781 40.2633 36.9749 36.541 50.6071 48.4215 36.4723 +threshold=0.028629600000000002 0.0052824500000000002 0.10548565000000001 0.79912485000000011 0.00096985000000000007 0.014377850000000003 0.66514975000000021 0.88521380000000016 0.082685850000000019 0.011179950000000003 0.057934650000000011 0.27292540000000004 0.0030804500000000006 0.17519181585677754 0.38194444444444448 0.097212550000000023 0.45368782161234994 0.014558022622538754 0.043801900000000012 0.012848450000000003 0.0023519500000000007 0.087020100000000017 0.24662162162162166 0.12755085000000002 31.000000000000004 0.45080645161290328 0.65175950000000016 53.000000000000007 1.0000000180025095e-35 35.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 4 6 5 -1 18 10 20 13 -5 -2 17 -9 14 26 -7 23 24 -3 -8 -6 -12 -17 -13 -10 -11 27 28 -4 -21 +right_child=2 3 8 9 7 15 19 12 11 25 21 16 -14 -15 -16 22 -18 -19 -20 29 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.070723992178063924 0.031093443240991944 -0.018024219608530689 0.12485846697769652 0.0071156688851748921 -0.06321031707422517 0.018804129049846699 0.11946475784225374 -0.041808239839934029 0.034545369194961401 0.05711307532571374 0.08791970515559433 0.11893393111358937 -0.0097224929582006361 0.09611169048513564 0.15067212379213923 -0.010527296824547646 0.075621249247286124 0.13334837439408789 -0.03758265923818993 0.068783346760976 -0.051531394650932739 0.054274876781916538 0.10499932142783784 0.096872125993399227 0.087751861051081015 0.021090238846433761 0.11611909363553169 0.1447764867268467 0.078329275089899217 0.10280107363187199 +leaf_weight=28804.442946938798 2496.006497964263 1869.924837693572 3550.6316920146346 1556.6819870695472 7227.217431280762 1267.5781594365835 333.83966389298439 3610.4340274892747 150.88376143202186 986.66790181957185 530.95838576182723 4069.2247454077005 1143.9267693758011 1263.925178937614 915.12887896597385 1866.1420077867806 369.85180855542421 234.02227341383696 4257.1431634072214 1255.5330662988126 7024.7111068889499 1507.057338938117 32.420701736584306 1081.2243665754795 2478.7880748063326 400.63772098347545 5706.1008133739233 1302.5484474860132 238.69510905817151 420.81169751659036 +leaf_count=1364156 59851 61802 31333 55721 281386 35679 6560 163316 2185 28531 9839 25115 44425 8544 4222 56225 2515 2781 144408 26143 256134 29346 973 8771 33930 11933 21294 10346 2426 8222 +internal_value=0 -0.0520965 0.101012 -0.00900748 -0.0631252 -0.0200258 0.0573925 -0.051609 0.114375 0.0257739 0.0454533 0.103843 -0.0340882 0.12118 0.123885 0.00239864 0.111711 0.0886747 -0.0316136 0.0843215 -0.0574538 0.0630403 -0.00855451 0.114303 0.084699 0.0467101 0.121614 0.127773 0.121928 0.0773228 +internal_weight=0 60047.9 27905.2 12237.2 47810.7 9293.21 6544.21 19006.3 21361 2943.99 4534.02 8384 4754.36 12977 11713.1 3166.14 5520.3 2863.69 6127.07 2010.18 14251.9 2038.02 1898.56 5150.45 2629.67 1387.31 10798 5091.88 3789.33 1676.34 +internal_count=2798112 2504689 293423 395272 2109417 299087 139961 745261 153462 96185 99036 75297 207741 78165 69621 92877 36401 38896 206210 40925 537520 39185 57198 33886 36115 40464 65399 44105 33759 34365 is_linear=0 shrinkage=0.1 @@ -388,18 +380,18 @@ shrinkage=0.1 Tree=18 num_leaves=31 num_cat=2 -split_feature=2 2 2 2 2 2 2 2 8 8 2 8 2 2 2 2 11 11 2 10 1 2 8 0 0 0 10 0 1 2 -split_gain=207423 27304.6 24378.7 4229.15 2999.52 2688.35 2402.98 725.543 662.022 484.7 459.253 430.559 384.982 276.916 274.613 273.26 255.212 226.613 215.609 207.491 190.352 174.434 171.15 165.506 164.875 162.557 157.154 147.578 147.124 143.463 -threshold=0.15921943746128381 0.54697310707172786 0.029709209751876568 0.78463709009343097 0.30363256357774809 0.069437899836299347 0.0097388063639256128 0.88309789110949655 100.50000000000001 76.500000000000014 0.42796116986153004 49.500000000000007 0.66904505166165229 0.10861735845092139 0.017407380957827151 0.0036357850888200497 0 1 0.24387126850470461 1.0000000180025095e-35 0.0021174941753325841 0.04807149736837172 79.500000000000014 0.023446933044462426 0.044317400859958701 0.021102994257398363 1.0000000180025095e-35 0.030217252782945205 0.028747173357696519 0.93352035918738296 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 12 11 9 15 20 13 16 24 18 -3 -7 -8 -1 -4 19 27 -9 -5 -18 -16 -12 -6 -13 -14 -2 -10 -19 -right_child=1 3 5 7 10 8 14 17 28 -11 23 25 26 -15 22 -17 21 29 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.080810202130697992 0.016541910536109251 0.05331735689034707 -0.022696369208930825 0.084179164241303381 0.033844385601847861 -0.013207525769327898 -0.061859109593503027 0.089876433257944532 -0.022549198751548229 -0.04821558464356248 0.048313693701734217 0.010536853767092423 0.066686306867960343 -0.0019921665608825571 -0.047989745587529074 -0.072337002899961908 -0.041186010401819351 0.096792863703802356 0.021942964271573977 0.054361158454542292 0.072682841562351913 -0.028703333529549249 -0.062195250438895115 0.036859749905933874 0.023737473454518935 -0.0056523080769322054 0.047811539274476927 0.0055633924041689313 -0.041915870070290837 0.11239667688268701 -leaf_weight=78084.03249527514 23580.316753491759 56393.491892755032 24706.745602682233 31229.376089960337 30393.306826025248 45364.991583898664 48387.002390354872 20690.186980932951 18582.133470013738 21046.560986295342 19430.223189324141 9634.5954261124134 50738.993302077055 42771.95396772027 37451.644240677357 74256.30435103178 24143.146598786116 23410.543107002974 27191.795836418867 1787.0938553512096 26730.060912400484 20873.575747162104 10964.346395477653 35969.573406815529 34418.656184881926 17410.707896798849 4831.2718388140202 25469.654164135456 4972.2093405723572 7874.0025675296783 -leaf_count=534061 101745 190066 126064 96945 116730 217485 298462 62562 92468 115061 69968 42165 163516 192405 217086 486451 132649 71040 108293 5538 83451 108487 64087 128059 129786 74241 15774 105338 23477 23708 -internal_value=0 0.0481737 -0.0479068 0.0728735 0.0234532 -0.0221329 -0.0688514 0.0866386 -0.0117448 -0.0349152 0.0341916 0.0109553 0.0591382 -0.00776483 -0.0565313 -0.0766801 -0.0309004 0.095006 0.0148007 0.087014 0.0788772 -0.0353901 -0.0512067 0.040877 0.0284771 0.000114905 0.0650453 0.0108412 -0.0266374 0.100688 -internal_weight=0 447184 451605 223685 223499 202461 249143 111721 111691 90770 120212 103287 111964 88136.9 96803 152340 69723.5 53761.8 76241.8 22477.3 57959.4 45016.7 48416 55399.8 64812 27045.3 55570.3 49050 23554.3 31284.5 -internal_count=4197168 1588925 2608243 712600 876325 1008096 1600147 343244 525835 482261 444543 431782 369356 409890 579635 1020512 367200 162848 315376 68100 180396 241136 281173 198027 246516 116406 179290 207083 115945 94748 +split_feature=2 2 2 2 2 2 2 8 8 1 2 8 2 3 2 2 8 11 2 2 10 10 0 0 11 1 0 2 1 6 +split_gain=142180 18385.2 16537.2 2777.09 2120.08 1782.83 1577.72 484.421 382.738 382.128 356.867 345.07 229.289 213.115 211.63 193.672 190.077 183.599 171.237 151.044 138.398 130.356 124.448 122.169 123.943 119.911 110.828 102.645 102.31 102.184 +threshold=0.15448890000000001 0.56348845000000014 0.028366750000000007 0.81670920000000014 0.3319566000000001 0.0089131000000000019 0.068923000000000012 65.000000000000014 53.000000000000007 0.0018204500000000001 0.69182360000000009 33.000000000000007 0.45765355000000002 0.097257400000000008 0.0034078000000000003 0.23777355000000003 53.000000000000007 0 0.015671650000000006 0.10211365000000001 1.0000000180025095e-35 1.0000000180025095e-35 0.04590505000000001 0.019279850000000005 1 0.0036177000000000002 0.027256650000000004 0.042905050000000007 0.012931800000000002 0.38799283154121872 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 +left_child=2 4 5 10 11 14 8 19 17 13 25 15 22 -5 -1 26 18 27 -7 -8 29 -12 -6 24 -13 -3 -2 -4 -9 -11 +right_child=1 3 6 9 12 16 7 28 -10 20 21 23 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.080986073830485228 0.01711601262192201 0.059101476637800181 -0.030394122754670419 0.099913322415523143 0.037056608567073067 -0.059165874594728621 -0.012417266554092391 -0.022201851255121252 -0.04790498485963679 0.078177063293661003 0.069336753688619898 0.025365246824197087 0.042918857647397987 0.085647661930714075 -0.072055165376592109 0.022972661796961918 -0.065846929849975186 -0.035859227358250111 -0.047420025813196737 -0.0017881102777280119 0.059301207587127369 0.049151233875641014 0.025938088502483827 -0.0041653834773371324 -0.00029364730687186263 0.047924935132352242 0.0050904138821679041 -0.017690122770979977 -0.041038061640860532 0.095457178855098468 +leaf_weight=58017.202824383974 15751.096832737327 22118.198658198118 11360.524440661073 26001.191929936409 20144.042613402009 23303.727660983801 25133.676651522517 10432.902464330196 13828.072698354721 17673.4522613585 37432.646702051163 3540.9441328197718 31219.204425781965 17533.794160276651 48893.539718359709 26194.456871449947 14707.213365480304 21371.151533707976 26554.749679610133 28561.939321100712 3213.6213445663452 3498.2721261978149 20123.516885742545 13273.433850035071 4015.752902328968 16960.103816837072 14925.694308489561 14449.13580673933 3984.9975490868092 4243.7928097546101 +leaf_count=397873 67897 74233 60663 78610 76098 143355 120248 52064 75592 54344 119861 15161 110432 54046 319729 103650 88133 112695 152756 128506 10118 11282 74853 55972 17729 57021 61551 71654 18972 13014 +internal_value=0 0.0488601 -0.0486244 0.0737471 0.0240586 -0.0689777 -0.0215948 -0.0111333 -0.0332746 0.0885 0.0610859 0.0126244 0.0364869 0.0941678 -0.0769017 0.0166575 -0.0558569 -0.0289866 -0.05291 -0.00676337 0.0786814 0.0676115 0.0315002 0.00161302 0.0117629 0.0542508 0.011265 -0.023273 -0.027408 0.081523 +internal_weight=0 297863 300599 148675 149188 171476 129122 68113.5 61008.9 68665.9 80009.2 77701.4 71486.8 43535 106911 56871.2 64565.7 47180.8 49858.5 53695.6 25130.9 40930.9 40267.6 20830.1 7556.7 39078.3 30676.8 25809.7 14417.9 21917.2 +internal_count=2798112 1055872 1742240 472529 583343 1101846 640394 319790 320604 210132 262397 321960 261383 132656 717602 233098 384244 245012 296111 248754 77476 131143 150951 88862 32890 131254 129448 132317 71036 67358 cat_boundaries=0 1 2 cat_threshold=3 3 is_linear=0 @@ -409,62 +401,60 @@ shrinkage=0.1 Tree=19 num_leaves=31 num_cat=5 -split_feature=3 3 3 3 3 3 3 3 3 0 0 3 3 3 11 0 3 3 3 11 11 3 11 8 3 7 8 0 0 11 -split_gain=334141 39649.6 32566.9 5164.28 4761.25 3456.88 3102.49 1070.44 738.25 544.702 489.765 467.695 421.215 398.687 341.109 328.448 289.516 246.751 228.62 204.435 201.049 195.585 192.391 181.426 166.148 165.092 141.473 141.172 129.073 127.388 -threshold=0.75652455599835966 0.26617967461516506 0.95812366525343096 0.095849688780347039 0.52878478634384141 0.89572603379816618 0.98828539093095247 0.15435551652463231 0.38722097905257818 0.082075828296617581 0.050362718542042349 0.83904052316440836 0.65496970925172293 0.97610473474271153 0 0.031405808897872055 0.99576608160751778 0.052660107278052572 0.052660107278052572 1 2 0.93250872648803329 3 115.50000000000001 0.20576745267893676 0.48074074074074075 118.50000000000001 0.08993417544003264 0.0071016182653217521 4 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 1 2 1 2 2 2 2 2 2 1 -left_child=1 3 5 9 8 11 13 10 27 17 -5 19 25 29 23 -9 -8 -1 -11 -2 -14 -16 -13 -7 -17 -6 -12 -3 -21 -4 -right_child=2 4 6 7 12 14 16 15 -10 18 26 22 20 -15 21 24 -18 -19 -20 28 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.091831066953742713 0.001499037734041603 -0.038050226145889945 0.063594390453073343 -0.062960007048041514 -0.01748935728155258 0.02963284268582584 0.081141579178526602 -0.049429803133778344 -0.027927289684501946 -0.10239204850804394 -0.074822097043267685 0.014268813028823518 -0.011465908516122836 0.070041070383654896 0.03976532913831058 -0.065945173357369366 0.088774897082322446 -0.077994900418706312 -0.090960724691667674 0.021957730380450815 0.0011361294811765381 0.050408076956552632 0.026590220306924067 0.047341612704865303 -0.055940854544331835 -0.0066315447316539228 -0.086167755188920558 -0.046720758005364273 0.010164015457396281 0.053979843329918065 -leaf_weight=19011.686348319054 19232.16934043169 42079.050384104252 29516.728267297149 34942.724925935268 46006.18844473362 29632.900466412306 100237.62316298485 36546.116728276014 74847.6981343925 28299.690490603447 36140.365828424692 18922.097830325365 18050.342057645321 71323.6405903548 34696.181010097265 35200.091302871704 98526.365240052342 40024.475174486637 45824.917890429497 13616.222569108009 42334.236383855343 34375.010737508535 38938.530200600624 7188.7337698787451 31416.68725708127 20131.414324045181 15793.25207310915 33911.851403564215 29137.22849547863 28600.230904698372 -leaf_count=58447 65514 127486 125976 105264 146598 113490 466800 109803 231044 87582 108929 67488 58979 318340 135472 105709 467981 121747 139652 48190 141371 140687 144140 28505 94309 64214 47794 102414 101770 121473 -internal_value=0 -0.0507135 0.0569706 -0.0745163 -0.0229769 0.0277342 0.0770794 -0.0639351 -0.0349764 -0.0896172 -0.0721135 0.016102 -0.00867113 0.0650313 0.0408991 -0.0570478 0.0849254 -0.0824506 -0.095325 0.0100665 -0.00263262 0.0450554 0.0225678 0.0330812 -0.0612271 -0.0141844 -0.0782724 -0.0419196 0.0139169 0.0588832 -internal_weight=0 600561 553944 323200 277361 225739 328205 190039 150839 133161 86876.3 119846 126522 129441 105893 103163 198764 59036.2 74124.6 61985.6 60384.6 69071.2 57860.6 36821.6 66616.8 66137.6 51933.6 75990.9 42753.5 58117 -internal_count=4197168 1851342 2345826 979236 872106 845256 1500570 571808 460944 407428 261987 427102 411162 565789 418154 309821 934781 180194 227234 215474 200350 276159 211628 141995 200018 210812 156723 229900 149960 247449 +split_feature=3 3 3 3 3 3 3 0 3 0 3 3 3 3 8 3 3 11 11 3 3 11 11 3 11 0 0 8 0 3 +split_gain=226935 26107.9 22689.3 3446.51 2843.44 2363.4 2201.67 659.89 446.821 409.787 367.706 348.205 303.735 255.931 252.524 251.286 209.738 175.188 165.035 164.891 159.498 158.992 155.342 151.105 122.879 117.287 111.874 98.9328 94.9893 92.4795 +threshold=0.76179110000000005 0.24499635000000003 0.96303440000000007 0.47719000000000006 0.094632500000000022 0.90446325000000016 0.9887269500000001 0.12121965000000003 0.64521620000000002 0.038399950000000009 0.84183245000000018 0.33578885000000008 0.14533300000000002 0.9958062000000002 45.000000000000007 0.94128390000000006 0.97972600000000021 0 1 0.057237950000000003 0.14955305000000005 2 3 0.042252600000000008 4 0.038399950000000009 0.0109598 79.000000000000014 0.0039625000000000007 0.13325770000000001 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 1 1 2 1 2 2 2 2 2 +left_child=1 4 5 11 9 10 16 14 17 23 22 -3 -9 -8 20 24 -4 28 26 -11 -6 -12 -2 -1 -7 -13 -10 -26 -5 -16 +right_child=2 3 6 8 7 15 13 12 18 19 21 25 -14 -15 29 -17 -18 -19 -20 -21 -22 -23 -24 -25 27 -27 -28 -29 -30 -31 +leaf_value=-0.094872462127159732 0.01475636583234086 -0.045866327962684326 0.0586243974454752 0.0015248285641965942 -0.061397435540221562 0.041384201499669801 0.080184379070717487 -0.08204132894850423 0.0096979313815248325 -0.10206569868962255 0.028385315301057625 -0.028314546474582588 -0.067257112653148182 0.08861927101534732 -0.077643151890094256 0.047216014946026126 0.069125361016185605 -0.024042878577927775 -0.010914276517870948 -0.090687016206417045 -0.049393626262251841 0.016087489391373753 0.0020873290337685649 -0.078283438419329943 0.026421566239781431 -0.03799329132971338 -0.0044099760571541429 0.044652645887032293 -0.014958746566056079 -0.063499379849463342 +leaf_weight=6830.7996505796909 19781.445723265409 40215.589487731457 38855.289787530899 4037.3000334501266 21056.635042697191 17174.544833704829 66201.88792334497 26017.348443448544 9517.9975071251392 22252.232464015484 20459.595484316349 23933.41243866086 29827.690038442612 78776.463920131326 7241.986515134573 32178.60651037097 37259.512286528945 25369.041253805161 20670.484703212976 29777.781810998917 23337.41072973609 21875.791009783745 18965.561423569918 27990.47697493434 16310.908625751734 26254.752881079912 13727.999567568302 3641.0119328349829 26075.220930039883 12782.714602768421 +leaf_count=20946 69440 121188 165617 12986 63397 67296 307144 78622 32225 68925 75962 73518 89595 375091 21910 130289 165608 79645 67454 90767 70081 78294 64735 85309 61604 79854 45218 14420 82525 38447 +internal_value=0 -0.0515946 0.0571544 -0.0248034 -0.0761463 0.0271887 0.0775371 -0.0661891 -0.0119522 -0.0899341 0.0155987 -0.0389332 -0.0741449 0.0847676 -0.0592922 0.0407482 0.0637648 -0.0179173 -0.00441629 -0.0955535 -0.0550872 0.0220412 0.00855958 -0.0815377 0.0351423 -0.0333778 0.00136587 0.0297336 -0.0127445 -0.0686145 +internal_weight=0 396917 371481 189802 207115 150387 221093 120264 99398 86851.3 81082.4 90403.8 55845 144978 64418.7 69305.1 76114.8 55481.6 43916.5 52030 44394 42335.4 38747 34821.3 37126.5 50188.2 23246 19951.9 30112.5 20024.7 +internal_count=2798112 1222612 1575500 594613 627999 562040 1013460 362052 320053 265947 288431 274560 168217 682235 193835 273609 331225 175156 144897 159692 133478 154256 134175 106255 143320 153372 77443 76024 95511 60357 cat_boundaries=0 1 2 3 4 5 -cat_threshold=3 3 3 3 56 +cat_threshold=12 12 12 12 12 is_linear=0 shrinkage=0.1 Tree=20 num_leaves=31 -num_cat=5 -split_feature=0 0 0 0 0 0 0 2 0 10 11 10 4 11 11 10 8 11 10 8 10 11 2 3 1 8 1 8 0 2 -split_gain=150747 13634.8 11653.8 2722.56 1555.57 1297.02 1289.84 542.319 465.225 428.741 409.641 338.252 331.568 313.744 291.855 259.076 236.385 235.637 224.147 219.811 197.652 196.266 192.677 181.266 171.216 168.497 148.319 148.249 146.732 143.033 -threshold=0.052501000655660164 0.27394974133035993 0.0095330138458488284 0.73747358317378942 0.11988279031002896 0.023446933044462426 0.0025492999607199872 0.014362738944116766 0.46297564746339631 1.0000000180025095e-35 0 1.0000000180025095e-35 0.33687943262411352 1 2 1.0000000180025095e-35 94.500000000000014 3 1.0000000180025095e-35 49.500000000000007 1.0000000180025095e-35 4 0.95268957704345614 0.073605989979258185 0.0026905215087951327 94.500000000000014 0.10002272257413615 91.500000000000014 0.0056640730922888185 0.95268957704345614 -decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 1 1 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 -left_child=2 4 6 8 10 11 -1 -5 21 13 27 17 14 -7 -6 24 20 -4 28 -9 26 -3 -13 -16 -12 -26 -10 -2 -8 -20 -right_child=1 3 5 7 12 9 18 19 16 -11 15 22 -14 -15 23 -17 -18 -19 29 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 -leaf_value=-0.073601966277567196 0.000358910064722781 0.074731515048149816 -0.045702248554871816 0.12315499838632545 0.056552318344964193 -0.023598500165431992 -0.061302394624562162 0.092177582903831767 0.068349342640985453 0.022452592340818998 0.0087124315688176437 -0.0076124185880159616 0.07441148615029422 -0.0040842167713439478 0.061989414920829322 0.052584081454430831 0.09415145843463045 -0.029832954056874347 -0.035275528914096937 0.11136974600156868 0.092459778879187715 0.059486945907351541 0.15177313047734764 0.035747453737707241 0.021825648895638247 0.045123317880023904 0.088954838252872953 0.022284201794953121 -0.051098106256353339 0.11403939758837703 -leaf_weight=110059.90316731483 11460.273495242 15616.215418964624 15204.925653070211 13273.587841719389 11984.519739806652 13516.710711963475 35059.322959885001 18178.884134829044 17445.250087335706 4109.8276865854859 6100.8004699125886 3628.3883842453361 3689.8942263126373 21113.110651545227 2896.302722774446 3400.5081715211272 11252.964234754443 24992.393853254616 3982.621649838984 8884.0062106847763 6401.3968070298433 20249.137143269181 77.465196125209332 28870.15932380408 10736.140833750367 4367.0529365614057 4367.9008775502443 4219.2909229919314 23561.872218444943 65.205124005675316 -leaf_count=1620303 90758 71545 164125 40208 67928 128344 433176 59712 69066 33450 45959 36994 20680 183927 15483 21478 40472 257418 50159 28083 24344 93765 542 171218 78266 29660 16708 30506 272283 608 -internal_value=0 0.0630841 -0.0523049 0.085632 0.0333536 -0.0214213 -0.0670812 0.106598 0.0744057 -0.00808487 0.0189028 -0.0331893 0.0456244 -0.011709 0.0431966 0.0269493 0.081897 -0.0358544 -0.0556294 0.0984778 0.0770095 0.066162 -0.00428071 0.0381281 0.022851 0.0285621 0.0724754 0.00625491 -0.0572009 -0.0328703 -internal_weight=0 203394 255372 115669 87724.9 82642.8 172729 40336.5 75332.9 38739.6 40284.1 43903.2 47440.9 34629.8 43751 24604.5 39467.5 40197.3 62669 27062.9 28214.5 35865.4 3705.85 31766.5 21204 15103.2 21813.2 15679.6 58621.2 4047.83 -internal_count=4197168 1015839 3181329 443903 571936 804800 2376529 128003 315900 345721 296627 459079 275309 312271 254629 175363 150590 421543 756226 87795 110118 165310 37536 186701 153885 107926 85774 121264 705459 50767 -cat_boundaries=0 1 2 3 4 5 -cat_threshold=48 48 3 48 7 +num_cat=2 +split_feature=0 0 0 2 0 0 0 0 3 10 10 10 3 8 11 1 8 4 4 1 10 8 8 8 11 0 2 4 2 8 +split_gain=103369 9509.75 7436.99 1657.08 1181.92 924.056 747.674 413.021 319.237 281.278 231.105 211.025 207.642 205.963 202.75 195.206 220.394 154.965 145.999 143.427 141.029 140.01 113.406 110.944 102.305 97.2034 96.3249 95.7842 95.4156 91.4849 +threshold=0.041871700000000005 0.27367010000000008 0.0082034500000000028 0.042905050000000007 0.10838450000000001 0.0026105000000000004 0.019279850000000005 0.57441360000000008 0.065702100000000013 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.076138600000000015 59.000000000000007 0 0.0029327500000000005 61.000000000000007 0.073214285714285718 0.050641025641025648 0.00190985 1.0000000180025095e-35 31.000000000000004 63.000000000000007 31.000000000000004 1 0.00074955000000000009 0.93645295000000017 0.12310606060606062 0.95492530000000009 63.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 +left_child=2 4 5 8 9 25 11 17 -3 15 22 -4 -6 19 -14 -2 21 -5 29 -10 -7 -17 23 -8 -11 -1 -13 -18 -22 -9 +right_child=1 3 6 7 12 20 10 18 13 24 -12 26 14 -15 -16 16 27 -19 -20 -21 28 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.076239776791931904 0.0024205825824347364 0.12024871283151242 -0.035395504617035167 0.066752866625626045 0.071912093894315007 -0.055826551734975575 0.015243441472955175 0.078787262031755068 0.01658523099376169 0.060338688831942988 0.019926627970400936 -0.0092922763196960339 0.053709145419026577 0.11826121043912499 0.036937790862225005 0.052090514048754456 0.03465945531743813 0.084914776657234167 0.10161533078279304 0.088790163332304592 -0.034197032044721055 0.011155402071799381 0.0006505337997676962 -0.018484235194220745 0.027205185872642004 -0.069267791149462438 0.075842864031420418 0.079145404737555797 0.10053038142405131 0.095342311017729484 +leaf_weight=45971.941942185163 7999.1775568947196 13045.720856264234 24525.935895949602 25166.613754436374 3047.2965743094683 34563.473638027906 1047.8541051074862 12469.539293780923 288.80537150800228 1962.5805702731013 2604.8914556950331 2247.1272932142019 13331.920775666833 2768.8399981558323 16350.305913046002 903.88929462432861 4100.7142278701067 5776.2335771769285 5777.8811127394438 5799.1931575089693 2467.1340994387865 11049.411134690046 5472.0796977654099 14081.645505517721 1888.7485868707299 35392.366591282189 141.25259143859148 548.77437943965197 53.710673816502094 4558.2262291610241 +leaf_count=708200 61709 40204 255975 111325 16101 408197 9502 44812 1112 12311 20625 22493 76197 9254 94456 6729 28910 24620 19699 20448 29452 82703 49057 128158 12416 483125 847 3763 431 15281 +internal_value=0 0.0634086 -0.0535809 0.0871166 0.0340942 -0.0672441 -0.0212911 0.0776689 0.110301 0.0191875 -0.00813778 -0.0326323 0.0470534 0.095649 0.0445013 0.0152536 0.0214365 0.0701432 0.0878797 0.0853649 -0.0541611 0.0142508 -0.0116863 -0.0161483 0.0443168 -0.0732071 -0.00425725 0.0399101 -0.0313264 0.0832189 +internal_weight=0 136834 168569 75651.1 61182.8 118449 50120.8 53748.5 21902.6 28453.3 23206.5 26914.3 32729.5 8856.84 29682.2 24602 16602.8 30942.8 22805.6 6088 37084.3 11953.3 20601.6 15129.5 3851.33 81364.3 2388.38 4649.49 2520.84 17027.8 +internal_count=2798112 682050 2116062 286755 395295 1629405 486657 215737 71018 208541 207342 279315 186754 30814 170653 183814 122105 135945 79792 21560 438080 89432 186717 137660 24727 1191325 23340 32673 29883 60093 +cat_boundaries=0 1 2 +cat_threshold=3 3 is_linear=0 shrinkage=0.1 Tree=21 num_leaves=31 -num_cat=2 -split_feature=1 1 1 3 1 1 0 1 3 1 11 3 0 7 1 2 0 7 5 5 11 3 10 8 5 8 1 5 6 1 -split_gain=51988.3 3128.83 2449 531.364 434.003 331.297 269.162 244.773 173.754 169.507 142.836 139.347 125.542 124.893 95.7268 94.823 71.9923 70.6525 69.4367 65.5824 65.1387 58.165 56.6631 53.7526 53.4305 51.8336 51.7173 51.5203 49.4422 45.294 -threshold=0.023923340047244914 0.0043308924422556317 0.079565020566175246 0.79153353705335838 0.0011177395395782625 0.19986569843036534 0.094441262256253003 0.0090206622788592244 0.93724911927414156 0.0081283888778162644 0 0.57920791048618836 0.048278367296914142 0.45584415584415588 0.041098522490902706 0.034721250163656021 0.11988279031002896 0.40967365967365971 0.27922077922077926 0.038711288711288719 1 0.89963883305841874 1.0000000180025095e-35 121.50000000000001 0.29705882352941182 73.500000000000014 0.002755814676574203 0.44949494949494956 0.19292803970223329 0.00054933569583976447 -decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 -left_child=1 4 6 7 29 11 13 -3 -6 -5 28 24 27 15 -8 23 -9 -13 25 22 21 -11 -14 -2 -4 -17 -10 -12 -7 -1 -right_child=2 3 5 9 8 10 14 16 26 20 12 17 19 -15 -16 18 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.071992476924441079 0.089406977856741413 -0.041253621657572521 0.062168987371331488 -0.011250646967534477 -0.056812423937704762 0.11029512735029956 0.0065214843440638747 -0.0057220240484647175 -0.04133325198891017 0.015813944210672472 0.097004696709758989 0.10248975849896523 0.082295810083195003 0.028869961045112469 0.033247372437307875 0.045248171415982898 -0.024683725591571015 0.06552490429490973 0.15317489115381189 0.10507979457255659 0.014039630981924837 0.06853029967373718 0.045150092387084728 0.21648809034457217 0.11600002409239384 0.07729690872968159 -0.017351113552902076 0.12329770515951757 0.085285791161590574 -0.064314545049480892 -leaf_weight=27554.200524460524 691.2892964631319 7551.2421103827655 5200.8549103848636 2602.2141269873828 17351.34974029474 7754.9809761941433 2438.0972055643797 3613.1382209416479 3416.1595300901681 352.64463615790009 9924.0805907100439 1875.7886952422559 8534.56301292032 1495.6622939798981 2976.1716300025582 2175.0633719228208 4491.2419537492096 713.84457224607468 70.470850568264723 1235.9927723705769 2175.1440316066146 514.90801846422255 431.41949921101332 34.967785473912954 191.16123228147626 657.10818858072162 1220.4594761542976 805.74962233006954 880.20544205605984 10654.292505467311 -leaf_count=1477082 15340 277879 77414 104373 706342 43949 65572 114579 174327 10991 47096 25658 55287 34507 63501 49722 145709 10018 1430 6893 74484 17653 3047 723 2093 13545 56320 3165 5482 512987 -internal_value=0 -0.0517547 0.0793573 -0.0188158 -0.0634102 0.091313 0.0367603 -0.0282998 -0.0522172 0.00748737 0.0961934 0.0732343 0.0913839 0.0531871 0.0212124 0.0632094 -0.0162301 0.0923002 0.0551237 0.0834853 0.0235127 0.0465653 0.0805085 0.0955257 0.0640774 0.052684 -0.0350206 0.0989792 0.107621 -0.0698515 -internal_weight=0 81497 48087.5 21300.5 60196.5 37548.6 10538.8 15655.6 21988 5644.91 29567 7981.65 20931.8 5124.56 5414.27 3628.9 8104.38 2589.63 2902.64 10202 3042.7 867.553 8965.98 726.257 5392.02 2832.17 4636.62 10729.8 8635.19 38208.5 -internal_count=4197168 3672726 524442 745668 2927058 280102 244340 538167 936989 207501 164919 115183 115488 115267 129073 80760 260288 35676 64697 65227 103128 28644 58334 16063 79507 63267 230647 50261 49431 1990069 -cat_boundaries=0 1 2 -cat_threshold=48 3 +num_cat=0 +split_feature=1 1 1 3 0 1 1 1 3 1 1 3 8 0 0 8 3 5 7 5 7 8 3 1 0 0 1 3 1 3 +split_gain=35714.3 1959.35 1704.95 474.562 225.939 216.26 206.86 151.429 134.044 117.178 106.863 87.0107 70.4009 59.0914 58.2395 52.1608 49.4606 49.4275 48.8588 46.7798 41.6839 37.961 36.4409 34.1438 33.4907 32.8116 32.7303 36.3202 32.1713 31.3125 +threshold=0.020131650000000004 0.0032450500000000006 0.082403350000000014 0.79199550000000007 0.021594050000000004 0.00096985000000000007 0.0076681500000000012 0.19233625000000001 0.90802980000000011 0.0079750500000000026 0.043297350000000005 0.74608520000000011 49.000000000000007 0.091994450000000019 0.067230950000000012 61.000000000000007 0.92045420000000011 0.014558022622538754 0.080128205128205135 0.25543478260869573 0.47673160173160178 29.000000000000004 0.66514975000000021 0.052604400000000009 0.004850000000000001 0.004850000000000001 0.00029825000000000007 0.95675315000000005 0.73778450000000018 0.58463345000000011 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 5 4 6 12 26 -3 11 -7 24 19 15 18 20 -8 -4 -11 -15 23 22 21 -9 -6 -2 -5 -13 -1 -28 -23 -12 +right_child=2 3 7 9 10 8 14 13 -10 16 29 25 -14 17 -16 -17 -18 -19 -20 -21 -22 28 -24 -25 -26 -27 27 -29 -30 -31 +leaf_value=-0.073198084737751717 0.059390504381984455 -0.045262896039389836 0.062448161038270035 0.0069563732069468547 0.0098006729885492094 -0.059906306950065782 -0.0037129425371038465 0.065008080049401826 -0.036127895711520967 0.010897069740982717 0.037884652291230489 0.12972409605723681 0.10573982354724654 0.085904363950804669 -0.025922833380731199 0.088760423930219851 0.045791161915612465 0.11163056518209294 0.032103277066173656 0.10543211892944278 0.090365214212323103 0.10987879936711596 0.038273038774950308 0.099342669023279817 -0.017766073867468715 0.09067678535275972 -0.070078956634768569 -0.058275279949386985 0.09831531274527755 0.064380095542738158 +leaf_weight=14392.711978899315 781.33964750170708 5988.9351214785129 2710.2410890460014 983.20374044962227 2578.0385189671069 9948.7008483111858 1852.0930065400898 247.32248406112194 3112.3987740166485 804.55076744034886 1907.4839280322194 314.59821263700724 394.28609944134951 6014.5511707663536 3256.7556495722383 1043.4733685106039 820.4624385535717 852.70264103263617 485.17545587569475 57.962683092802763 3066.8181758746505 5352.2958695739508 544.4427852332592 294.5504765175283 1237.7821335010231 681.12743742763996 7659.2806288637221 3951.8387545552105 4370.7053728401661 582.17654816433787 +leaf_count=800658 17795 221850 38897 39911 67205 405105 57279 1291 152277 24266 39381 3564 8036 41882 108801 14050 26789 5066 10944 1435 15400 31431 13572 5141 48487 8170 343242 220256 14624 11307 +internal_value=0 -0.052958 0.0799962 -0.0221625 0.0386722 -0.0647384 -0.0326531 0.0927778 -0.05424 0.00810873 0.0285639 0.0767337 0.0679842 0.0966061 -0.0178712 0.0697626 0.028515 0.0890988 0.0584481 0.0164176 0.100561 0.103697 0.0147652 0.0703284 -0.00682174 0.103014 -0.0700115 -0.0660616 0.104681 0.0440803 +internal_weight=0 54008.7 32279.3 14943.8 7625.46 39064.9 11097.8 24653.8 13061.1 3846 5670.1 4749.44 1955.35 19904.4 5108.85 3753.71 1625.01 6867.25 1561.07 3180.44 13037.1 9970.32 3122.48 1075.89 2220.99 995.726 26003.8 11611.1 9723 2489.66 +internal_count=2798112 2448921 349191 527383 174816 1921538 387930 174375 557382 139453 132900 64681 41916 109694 166080 52947 51055 46948 33880 82212 62746 47346 80777 22936 88398 11734 1364156 563498 46055 50688 is_linear=0 shrinkage=0.1 @@ -472,83 +462,81 @@ shrinkage=0.1 Tree=22 num_leaves=31 num_cat=3 -split_feature=2 2 2 2 2 2 2 2 8 8 8 2 2 2 2 1 8 0 1 11 11 2 0 10 6 11 8 2 1 0 -split_gain=160694 21736.2 20079.3 3633.7 2393.71 2377.93 1774.46 583.863 577.848 467.4 377.501 359.722 317.742 248.277 239.705 217.672 214.75 205.05 184.206 181.42 176.344 169.24 160.252 153.768 149.909 147.74 146.424 140.544 140.281 131.413 -threshold=0.14359586886907458 0.5267265657935094 0.024750853783203897 0.8231928146988815 0.064018043864392846 0.2832099044142562 0.0088180304355853466 0.67905648196243251 100.50000000000001 76.500000000000014 112.50000000000001 0.90499276603118495 0.38250236612261096 0.041620857974084477 0.003511745325062723 0.028747173357696519 79.500000000000014 0.030217252782945205 0.0032718732424237046 0 1 0.015323723475828306 0.046229244359122762 1.0000000180025095e-35 0.37689393939393945 2 61.500000000000007 0.19480419748346245 0.01716091012828792 0.024261486362520103 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 1 2 2 2 2 -left_child=2 5 6 7 9 10 14 24 15 13 17 25 26 -4 -1 19 21 -2 -9 -6 23 -8 -14 -13 29 -5 -7 -19 -10 -3 -right_child=1 3 4 11 8 12 16 18 28 -11 -12 20 22 -15 -16 -17 -18 27 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.078783936357676318 0.01548773762962426 0.048996615119731204 -0.036494903808584077 0.077176879226088929 0.0010955624762191366 0.024896796524090249 -0.058044532549752503 0.061907164724715115 -0.022410924345579741 -0.047596309934938873 -0.0042342757720631513 0.079045099076031272 0.037068965485316636 -0.024774617951775935 -0.070161154878368173 -0.019094592117014617 -0.065166855703854831 -0.0011346865185045964 0.051774113513601387 -0.0099728156807443076 0.090356766651835105 -0.047619822893989555 0.027488814404444502 0.044429147099504643 0.055927586928413445 0.06635314013368758 0.013251318629668815 0.010307562122994324 -0.04081261637369573 0.039466710092735183 -leaf_weight=67253.392566785216 39725.910406574607 23148.874622792006 37057.903335288167 25239.052838802338 22311.21284084022 40679.103614017367 31886.008170843124 42071.409384310246 16197.442016482353 21418.259060055017 22812.966603055596 15467.980583071709 32595.068957358599 35282.601016223431 61922.653267115355 16476.306622296572 18719.499382019043 18254.996969267726 31277.301483750343 44046.280609369278 21251.826227009296 30440.034993559122 37604.726834177971 1399.3479412198067 10570.508620679379 28916.15409553051 14697.961186185479 26057.536399826407 5566.3437643200159 38593.826091349125 -leaf_count=518041 169328 76484 215870 76344 104412 153341 217100 130873 84355 125617 100552 46440 116155 189297 451903 74031 122845 77123 97993 217714 63828 192918 132857 4253 34661 87517 57506 103839 27380 126591 -internal_value=0 0.0398892 -0.0458394 0.0611358 -0.0230175 0.0181392 -0.0673732 0.0512999 -0.0126169 -0.0346204 0.00717393 0.0766624 0.0274694 -0.0307786 -0.0746505 -0.00880702 -0.0557742 0.0102708 0.0575862 -0.00625266 0.0841044 -0.0529531 0.0319371 0.0761282 0.0449236 0.0714241 0.0218059 0.00559381 -0.0271174 0.0430397 -internal_weight=0 470365 408578 237936 198356 232428 210222 145662 104598 93758.8 106851 92274.4 125577 72340.5 129176 82833.8 81045.5 84038.4 73348.7 66357.5 38119.2 62326 70199.8 16867.3 72313.2 54155.2 55377.1 44312.5 21763.8 61742.7 -internal_count=4197168 1655685 2541483 744984 1038676 910701 1502807 466602 507892 530784 450842 278382 459859 405167 969944 396157 532863 350290 228866 322126 114521 410018 249012 50693 237736 163861 210847 180962 111735 203075 +split_feature=2 2 2 2 2 2 2 2 8 8 8 2 2 1 11 2 10 2 11 1 1 11 6 8 0 8 0 1 0 1 +split_gain=110153 15319.5 12927.7 2383.52 1867.87 1405.63 1259.27 512.541 435.847 325.743 323.762 197.041 195.975 192.765 177.323 171.579 160.141 155.782 154.852 140.165 133.132 130.385 118.308 113.199 111.914 108.438 107.232 105.383 99.3551 89.5862 +threshold=0.13122400000000004 0.54144730000000008 0.024116850000000006 0.77723160000000002 0.29341555000000002 0.0077732000000000009 0.059201500000000011 0.88286385000000012 55.000000000000007 73.000000000000014 65.000000000000014 0.19721455000000002 0.41918835000000004 0.0024072000000000004 0 0.0034078000000000003 1.0000000180025095e-35 0.01369765 1 0.0021955500000000005 0.012931800000000002 2 0.089572192513368995 33.000000000000007 0.023296750000000001 53.000000000000007 0.061186750000000005 0.012931800000000002 0.04590505000000001 0.016884750000000004 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 +left_child=2 4 5 13 9 15 10 19 21 11 18 24 23 -3 -9 -1 22 -7 -4 -5 -11 27 -16 -6 -2 -19 -13 -8 -14 -10 +right_child=1 3 6 7 12 17 8 14 29 20 -12 26 28 -15 16 -17 -18 25 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.078846414718616906 0.010607949013324219 0.054430947218608021 -0.024780233086710624 0.070890461358883203 0.027297260285564624 -0.060437328280609853 -0.00059889251844260304 0.089250947251037327 -0.024291561926814198 0.00040271192507474195 -0.048963902467101812 0.02058319759161719 0.039238251984311225 0.04423474652131168 0.072572157482666141 -0.069965824862176895 0.046954446379051801 -0.046780458249670337 -0.036622055154169775 0.059406978379968389 -0.019053125503648936 -0.014301618551265894 0.088504699030434883 0.015949615695622182 -0.0016772427728646536 -0.061261785859285038 0.0087633700486637791 -0.015920202081674713 0.028919705059185386 -0.042713390671240435 +leaf_weight=51501.343937218189 15001.742174640298 34008.103277087212 24953.142738491297 24298.731020241976 30836.721346959472 27716.230045214295 19985.907992735505 17752.77579241991 10779.94482319057 12371.514213517308 11383.236510321498 19173.22848443687 18232.770337104797 40770.441598981619 13858.340142548084 37668.755066663027 1813.9834861159325 23115.57341517508 20211.916610956192 18893.681451946497 4914.0881398767233 23857.009466797113 7022.2174535095692 12296.236135706306 14662.851760402322 6660.8847443163395 12799.156120195985 5789.8361837714911 19114.179803341627 3495.9183865040541 +leaf_count=397873 66552 109350 136615 73908 114791 187788 94608 53362 56521 54822 67088 78335 64248 132144 41637 274136 5548 144382 113859 57999 21367 117926 21097 47363 62034 42760 50260 25796 66650 17293 +internal_value=0 0.0398214 -0.0472969 0.0618444 0.0179344 -0.067234 -0.0230223 0.0734425 -0.0134045 0.00700317 -0.0338919 0.0104054 0.0286541 0.0488718 0.0815319 -0.0750949 0.0754212 -0.055042 -0.0300932 0.0658672 -0.00512835 -0.00897556 0.0779303 0.0240623 0.00453553 -0.0500199 0.0158515 -0.00403885 0.0339572 -0.0288028 +internal_weight=0 317821 267120 158418 159402 146663 120457 83639.7 63908.6 78922.6 56548.3 61637 80479.9 74778.5 40447.3 89170.1 22694.5 57492.7 45165.1 43192.4 17285.6 49632.8 20880.6 43133 29664.6 29776.5 31972.4 25775.7 37347 14275.9 +internal_count=2798112 1121467 1676645 495045 626422 1046939 629706 253551 312144 333370 317562 257181 293052 241494 121644 672009 68282 374930 250474 131907 76189 238330 62734 162154 128586 187142 128595 120404 130898 73814 cat_boundaries=0 1 2 3 -cat_threshold=3 3 52 +cat_threshold=12 3 3 is_linear=0 shrinkage=0.1 Tree=23 num_leaves=31 -num_cat=5 -split_feature=3 3 3 3 3 3 3 3 3 0 3 0 3 3 0 3 3 3 7 3 11 11 8 11 11 8 0 11 8 7 -split_gain=259365 33762.2 27776.4 4605.69 4040.26 2897.75 2689.07 759.301 626.778 512.393 492.029 445.53 362.061 322.844 307.783 293.193 285.462 210.41 195.87 193.947 193.691 191.222 169.175 162.218 157.181 140.37 138.98 135.075 134.022 124.735 -threshold=0.77129420725655129 0.24462640252872095 0.9625874942094006 0.50823215045992221 0.093023926079970884 0.89963883305841874 0.98870165947510513 0.14579383346309926 0.35166240474077898 0.071782454800452838 0.65496970925172293 0.068406455436827912 0.93724911927414156 0.85421980438419909 0.029159141387301406 0.97791585845919249 0.99576608160751778 0.052660107278052572 0.51787994891443179 0.052660107278052572 0 1 79.500000000000014 2 3 67.500000000000014 0.0038952294501845247 4 82.500000000000014 0.51787994891443179 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 1 1 2 2 1 2 2 -left_child=1 4 5 8 9 13 15 11 28 17 24 25 20 18 -9 -4 -8 -1 26 -11 -7 -12 -16 -15 -5 -6 -2 -14 -3 -23 -right_child=2 3 6 10 7 12 16 14 -10 19 21 -13 27 23 22 -17 -18 -19 -20 -21 -22 29 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.082334370164943479 0.018417184332391544 -0.035980655662147303 0.056041374109547598 -0.019780941676634935 -0.052003271274074253 0.02439366236454937 0.077408242431394464 -0.043650831082949669 -0.02601973309460728 -0.092951420129205042 -0.0091333988950545626 -0.071172752474294124 0.03733595308757675 0.01343021810646408 -0.05177781325485592 0.066297721724568562 0.085450887543337684 -0.069032823766984358 0.019936863522505243 -0.082250028623537766 0.036989936936311384 -0.00080038634830526347 -0.062613656146207952 0.025816777097445072 -0.0098430492693823597 -0.065691352388574528 0.0048942174921500978 0.047945478361216237 -0.0455676771542027 0.01057621150485148 -leaf_weight=17866.227409809828 9490.9452996253967 51646.107732564211 50805.309258759022 22468.546845555305 24585.280092835426 18899.023282438517 87860.104407146573 33342.829349964857 85420.793191671371 27839.359152019024 21136.297657519579 45023.851751714945 19144.374372377992 15888.917296200991 41894.304309695959 61746.452076300979 88670.422321766615 35565.519151479006 17589.097246080637 43240.346053689718 35523.79483512044 36115.970725744963 21961.092446386814 32106.60887363553 54884.26184245944 10775.4467651546 38143.034210473299 34730.547096163034 20318.37518003583 13145.327573955059 -leaf_count=56681 34059 155203 232754 70403 74793 73602 450428 100312 260355 89348 68993 137957 79714 58034 126253 299885 467981 110570 62295 134976 144937 120992 66459 122802 173666 32986 134372 151215 61030 44113 -internal_value=0 -0.0433702 0.0533299 -0.0199083 -0.0670683 0.0266855 0.0737469 -0.0573847 -0.031812 -0.0808795 -0.00722834 -0.0645751 0.0383799 0.0154994 -0.0514382 0.0616681 0.081448 -0.0734805 0.0109187 -0.0864414 0.032627 -0.00117925 -0.0555045 0.0217244 -0.0127335 -0.0561744 0.00758863 0.0441912 -0.0386874 0.00223499 -internal_weight=0 607230 510599 305136 302094 221516 289082 177583 157385 124511 147750 80384.6 108298 113219 97198.2 112552 176531 53431.7 65223.1 71079.7 54422.8 70397.6 63855.4 47995.5 77352.8 35360.7 47634 53874.9 71964.5 49261.3 -internal_count=4197168 1885090 2312078 954755 930335 861030 1451048 538760 476588 391575 478167 245736 449468 411562 293024 532639 918409 167251 230726 224324 218539 234098 192712 180836 244069 107779 168431 230929 216233 165105 -cat_boundaries=0 1 2 3 4 5 -cat_threshold=3 3 3 3 3 +num_cat=3 +split_feature=3 3 3 3 3 3 3 0 3 0 3 3 3 0 3 3 1 3 11 11 7 1 3 3 8 11 0 8 8 0 +split_gain=176187 22297 19410.6 3026.66 2431.75 2061.65 1776.8 620.87 417.922 416.086 334.307 319.233 291.764 245.2 194.105 186.541 176.216 163.972 148.405 143.071 133.935 131.932 128.625 125.416 113.322 107.491 105.341 101.72 94.2313 87.3787 +threshold=0.77740595000000001 0.23765865000000003 0.96852330000000009 0.50971525000000006 0.094632500000000022 0.90446325000000016 0.99065520000000007 0.019996100000000003 0.37406720000000004 0.091994450000000019 0.14138485000000003 0.94128390000000006 0.66514975000000021 0.0034357500000000004 0.98271750000000002 0.99633385000000019 0.00073725000000000017 0.051534100000000006 0 1 0.48074074074074075 0.0049624500000000011 0.051534100000000006 0.13325770000000001 79.000000000000014 2 0.0013035500000000003 63.000000000000007 77.000000000000014 0.0052824500000000002 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 1 2 2 2 2 +left_child=1 4 5 8 9 13 14 23 21 17 24 25 18 -2 -4 -8 -15 -1 29 -14 -18 -3 -11 -6 -9 -7 -13 -12 -28 -5 +right_child=2 3 6 12 7 11 15 10 -10 22 27 26 19 16 -16 -17 20 -19 -20 -21 -22 -23 -24 -25 -26 -27 28 -29 -30 -31 +leaf_value=-0.083019380122037967 0.024371937130244908 -0.03301688432286682 0.056976787163360479 0.0035179790040434007 -0.055137674445857668 0.0371581298663652 0.077936330104956375 -0.066921238342975017 -0.025256979708773594 -0.095062194666707456 -0.054166627006338279 0.05246510919262054 0.0036559572295937859 0.021171174984472817 0.067357832280197302 0.085828771787225727 0.0040692930095331268 -0.069395114629847196 -0.018623545001698914 -0.0077857656875576558 0.016380980108735857 -0.042495643020046492 -0.083571200685275279 -0.043191050295704331 -0.079315806000388567 0.026088028552074222 0.038262275923582834 -0.064266249712419621 0.052506136807969644 -0.01062627032111808 +leaf_weight=12713.316070735455 19092.529752120376 28284.576886922121 35887.22119358182 5404.5617559552193 14170.864766597748 16531.70908229053 57410.677136674523 23289.247250109911 46561.925835609436 14976.441837757826 28837.418774157763 11050.536926969886 23034.486076384783 13358.596473485231 36160.663831993937 62601.222483694553 28068.305843994021 28948.055770665407 23978.039754986763 20778.515277057886 12895.716603189707 30538.069573879242 27866.078122645617 23131.155103713274 10795.928076922894 19397.589261382818 23921.742190659046 15243.715098172426 5763.5174158215523 22764.364429533482 +leaf_count=40190 70747 85104 165749 17475 43185 67296 295096 71302 142084 48360 87059 47863 77401 48424 176913 331377 100215 90211 75111 68002 46097 91771 87186 69723 33245 76024 101369 46155 25382 71996 +internal_value=0 -0.0441262 0.0535455 -0.0206355 -0.067778 0.0266008 0.0746008 -0.0583443 -0.0323351 -0.0806685 -0.0634099 0.0380702 -0.00778694 0.0146237 0.062187 0.0820532 0.0111975 -0.0735527 -0.0128412 -0.00177127 0.00794508 -0.0379378 -0.0875881 -0.0477295 -0.070847 0.0311992 0.0441304 -0.0576592 0.0410278 -0.00790971 +internal_weight=0 401317 342140 201345 199972 150080 192060 115468 105385 84503.9 78166.3 76665.1 95960 73415.1 72047.9 120012 54322.6 41661.4 52147 43813 40964 58822.6 42842.5 37302 34085.2 35929.3 40735.8 44081.1 29685.3 28168.9 +internal_count=2798112 1245560 1552552 628944 616616 583417 969135 350669 318959 265947 237761 317934 309985 265483 342662 626473 194736 130401 164582 145403 146312 176875 135546 112908 104547 143320 174614 133214 126751 89471 +cat_boundaries=0 1 2 3 +cat_threshold=12 12 12 is_linear=0 shrinkage=0.1 Tree=24 num_leaves=31 -num_cat=5 -split_feature=0 0 0 2 0 0 0 0 11 10 3 3 10 10 4 11 11 4 10 11 8 8 11 8 8 8 1 10 1 1 -split_gain=121470 11352.6 9362.93 2327.55 1325.94 1065.71 1042.94 666.558 382.247 363.508 349.065 332.272 282.142 274.631 273.292 271.37 247.675 223.472 192.329 187.203 187.079 204.908 180.152 176.256 159.69 149.93 148.286 145.565 139.537 134.901 -threshold=0.044317400859958701 0.2481428885185131 0.0082119284793118353 0.038041709392801847 0.094441262256253003 0.018407675514871217 0.002334572657710482 0.57550024685531997 0 1.0000000180025095e-35 0.079082293125928502 0.052660107278052572 1.0000000180025095e-35 1.0000000180025095e-35 0.10960960960960962 1 2 0.050641025641025648 1.0000000180025095e-35 3 49.500000000000007 46.500000000000007 4 88.500000000000014 79.500000000000014 94.500000000000014 0.001890386185166375 1.0000000180025095e-35 0.0043308924422556317 0.0022177679941355723 -decision_type=2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 1 2 2 1 2 2 1 2 2 2 2 2 2 2 -left_child=2 4 6 11 9 13 -1 14 -7 15 -6 -3 24 22 19 -2 -12 25 -8 -5 21 -18 -4 26 -10 27 -13 -9 -22 -17 -right_child=1 3 5 7 10 8 18 17 12 -11 16 23 -14 -15 -16 29 20 -19 -20 -21 28 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.072810414505612306 -0.004471331166686558 0.10653710745455272 -0.048106015955748177 0.06164520573528634 0.058388385868880857 -0.025248039651586715 -0.057087033681487633 0.060739368765540924 -0.014469136080124678 0.036998868644453238 0.043833989832371432 0.0098504533030274923 0.023946837501293554 -0.0074162337065975525 0.072178953976387558 0.00057883661721331301 0.053146597527995457 0.087588506718788109 -0.032976823278217375 0.048953160099262004 0.023857018951191442 0.019863037994338039 -0.03311109682128132 0.10103055916990078 0.0040292539117230105 0.082230286001253178 0.079389943381169448 0.079190231131231914 0.04627147617847964 0.019364887575994041 -leaf_weight=95176.104819141328 12583.923105448484 15445.139015853405 12897.204087406397 21087.760645121336 5845.7208414673805 15763.275921307504 51815.04437129572 15548.809532523155 16377.137696832418 4614.5265436843038 13968.415173947811 317.92288334667683 2892.6017868816853 3058.3419587388635 10584.923072934151 5211.1109684109688 2027.3655881807208 9730.1066788733006 3534.2572821453214 27759.834351271391 4353.4633062779903 21105.775189787149 22066.328515268862 4583.865601837635 6526.3919389396906 7511.1769869029522 8645.6771381944418 5897.7287411987782 7671.6050341874361 14344.621842235327 -leaf_count=1569201 104315 46889 149894 90434 31466 158605 676822 54035 152397 31121 79558 1127 23957 33387 44112 40884 12536 31693 47898 121040 25757 131919 242567 14583 59178 24166 28591 19807 42939 106290 -internal_value=0 0.0522691 -0.0517957 0.0716172 0.025457 -0.0240535 -0.0664627 0.0642615 -0.0129848 0.010753 0.035288 0.0965109 -0.00547924 -0.036152 0.0576117 0.00698473 0.0325392 0.0744772 -0.0555475 0.054455 0.0280313 0.02278 -0.0386656 0.0850803 -0.00919799 0.0700716 0.0769235 0.0658133 0.0381567 0.0143515 -internal_weight=0 218839 230107 127113 91726.5 79581.3 150525 98120.3 41559.4 36754.2 54972.3 28992.6 25796.1 38021.9 59432.5 32139.7 49126.6 38687.8 55349.3 48847.6 35158.2 23133.1 34963.5 13547.5 22903.5 28957.7 8963.6 21446.5 12025.1 19555.7 -internal_count=4197168 1083262 3113906 476477 606785 819985 2293921 385287 394137 282610 324175 91190 235532 425848 255586 251489 292709 129701 724720 211474 213151 144455 392461 44301 211575 98008 29718 73842 68696 147174 -cat_boundaries=0 1 2 3 4 5 -cat_threshold=48 48 3 7 48 +num_cat=2 +split_feature=0 0 0 0 0 0 0 2 0 10 10 11 10 3 1 8 11 4 1 8 3 10 0 3 4 3 7 9 2 2 +split_gain=83465.8 7319.32 6545.85 1578.04 908.126 696.673 526.712 345.417 293.546 218.768 210.547 210.058 200.709 197.819 146.942 172.214 141.672 133.002 124.116 116.974 112.094 111.867 111.258 105.962 94.6531 93.5238 91.8613 90.8518 90.6317 88.1866 +threshold=0.038399950000000009 0.22103985000000004 0.0059149000000000016 0.73915565000000016 0.015486050000000001 0.082685850000000019 0.0021645500000000008 0.010912100000000003 0.48365800000000009 1.0000000180025095e-35 1.0000000180025095e-35 0 1.0000000180025095e-35 0.062812200000000012 0.0041639000000000008 67.000000000000014 1 0.054093567251461992 0.0028593500000000005 57.000000000000007 0.083790900000000015 1.0000000180025095e-35 0.024210950000000005 0.94128390000000006 0.13188405797101452 0.92045420000000011 0.55718954248366026 1.0000000180025095e-35 0.95492530000000009 0.9093842000000002 +decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 5 6 8 10 11 -1 -5 16 22 25 13 14 -2 20 -16 -3 18 -9 21 -7 -10 -6 -8 -17 -4 -15 -14 -12 -11 +right_child=1 3 4 7 9 12 23 17 19 29 28 -13 27 26 15 24 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.072720427299999266 0.068887226276003174 0.064041882637304412 -0.042369962154425476 0.10911053364181521 -0.021851438044664939 0.051428951410390125 -0.060671856336737176 0.056163632813615888 0.06201426156402029 0.0085393065748805112 -0.01277506704118791 0.002816577903309702 0.06378737342118028 0.023388736756936229 0.030514057559435995 0.046320118745678623 0.050766380437958114 0.096934755467330894 0.082916202572597908 0.081206211057921432 0.017832613450719938 0.081266120133746109 -0.0082149781098652518 -0.047682290911664649 0.084421097938282466 -0.026762582809041032 0.0014352818408312007 0.036444591064586612 0.08973374843207263 0.070006132712002567 +leaf_weight=67748.288668077439 831.28043854981661 14661.507546499372 22478.682455554605 7806.383602052927 11829.494692355394 1120.6551679819822 21301.775614887476 2016.5965117812157 13685.008612439036 2712.9526291936636 2345.1669748723507 11672.450613498688 3103.6806729137897 8108.9608787223697 13205.010970264673 4824.9316419512033 19642.83478282392 5957.9732902944088 12383.461429536343 7462.1260041594505 8726.3234431669116 3872.3063035160303 12106.217835202813 8905.3928985223174 753.9022211432457 4630.2431845441461 2491.6914443224669 1997.1609785407782 89.5428656488657 255.38279872387648 +leaf_count=1116353 5399 65331 247010 23497 118532 6629 260054 6396 50379 22994 25321 90926 16079 59564 80138 26661 87869 18391 38873 25303 55378 13689 109123 132506 3934 60911 18445 10451 529 1447 +internal_value=0 0.0535838 -0.0521938 0.0717349 -0.0250703 0.0256437 -0.067824 0.0912265 0.0624812 -0.0117788 -0.0371743 0.0122662 0.0348066 0.0218931 0.0315507 0.0367377 0.0564737 0.0843688 0.0791697 0.070718 0.0216561 0.0662603 -0.0149544 -0.0568424 0.0514689 -0.0397042 0.0182286 0.0530817 -0.00900504 0.0138276 +internal_weight=0 144324 154403 87488.2 56447.7 56836 97955.5 28164.4 59323.8 26904 29543.6 23104.4 33731.7 11431.9 28630.8 18783.8 34304.3 20358 14400.1 25019.4 9846.98 17557.3 23935.7 30207.2 5578.83 27108.9 10600.7 5100.84 2434.71 2968.34 +internal_count=2798112 703332 2094780 329728 585867 373604 1508913 87157 242571 252096 333771 174334 199270 83408 172740 110733 153200 63660 45269 89371 62007 64068 227655 392560 30595 307921 78009 26530 25850 24441 +cat_boundaries=0 1 2 +cat_threshold=3 3 is_linear=0 shrinkage=0.1 Tree=25 num_leaves=31 -num_cat=1 -split_feature=1 1 1 3 1 0 2 1 3 1 8 11 1 8 0 1 5 8 5 7 0 0 3 4 8 3 0 7 5 2 -split_gain=42095.1 2584.28 2090.65 496.735 381.648 276.692 239.877 216.72 156.374 146.503 124.088 123.306 119.506 87.7288 83.4512 78.8086 68.3362 67.0406 66.6174 66.4389 58.2779 54.4125 53.7426 49.0752 48.6612 46.9907 50.659 44.3394 41.6445 40.83 -threshold=0.020165193323678565 0.003900811069118645 0.079565020566175246 0.81107178753290743 0.00097438479392276945 0.021870817281779188 0.092814094751728513 0.0075753861488676794 0.93724911927414156 0.041098522490902706 67.500000000000014 0 0.0078508568755950945 73.500000000000014 0.11988279031002896 0.23363929123040048 0.51666666666666672 37.500000000000007 0.25543478260869573 0.075046904315197019 0.0087159764097386964 0.41544750432265959 0.63560950776179859 0.47295321637426907 61.500000000000007 0.029463672593579859 0.0077454686472889596 0.33687943262411352 0.13961038961038963 0.042878684528247273 -decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 5 7 -1 13 11 -3 -6 18 15 -4 -5 19 -9 25 17 -13 22 29 -19 -12 -7 -22 -11 26 -8 -27 -15 -2 -right_child=2 3 6 12 8 9 10 14 -10 24 21 16 -14 28 -16 -17 -18 20 -20 -21 23 -23 -24 -25 -26 27 -28 -29 -30 -31 -leaf_value=-0.069600306050374802 0.078634100439458177 -0.043541276860369717 0.067356124853989008 -0.0095272443755425006 -0.056908124252214268 0.0029306445602112828 0.75336374836871789 -0.0091602352189004716 -0.036108618438962285 0.027968838866931731 0.084923652964342178 0.03073091326337625 0.020487899459711918 0.084434613717098109 -0.028973088624033246 0.06822017331488904 0.11060900847240229 0.097649740464145304 0.097202407542246697 0.02266818020588264 0.083926059869876168 0.046267719361951926 0.028341768231373334 0.060413283573362675 0.050594397243452209 0.056196062340292896 0.15929862133846845 0.034773848847119253 0.20881393115716232 0.046023356757442277 -leaf_weight=32611.439388406463 644.18690058961511 6880.5324169769883 5124.6539016515017 2716.173072161153 16413.572329826653 3879.8817139677703 1.8002041764557342 3999.5744702797383 4635.3774388302118 3226.0634125135839 3434.169825386256 231.13900223374367 2592.7270497456193 594.5691533870995 4537.882693240419 4940.0320346206427 1035.425098143518 3047.6548095941544 85.910750772804022 723.91953922621906 16544.625906456262 407.32891197875142 1059.575044374913 938.00341972708702 1347.6634717769921 3073.7519281506538 7.0845195725560188 1409.1242305338383 28.19570254907012 950.33457002043724 -leaf_count=1890766 14299 268575 27559 115107 716129 105068 24 132753 254205 67108 29293 1461 90423 12108 155717 33719 4268 16972 2196 17284 93668 4774 28296 5926 25510 42528 86 19824 539 20983 -internal_value=0 -0.0512409 0.065555 -0.0212506 -0.0628249 0.0299082 0.0766764 -0.0303347 -0.0523277 0.0216859 0.0656745 0.0821008 0.00513136 0.0567429 -0.0196913 0.0595039 0.0854973 0.0842861 0.00990008 0.0477918 0.084889 0.0808248 0.00838165 0.0826645 0.0346355 0.0499177 0.279667 0.0494623 0.0900659 0.0591981 -internal_weight=0 74387.3 52735.1 20726.9 53660.4 12540.3 40194.8 15418 21048.9 9599.09 13273.3 26921.5 5308.9 2941.21 8537.46 9431.79 21796.8 20761.4 5025.37 2318.44 20530.3 3841.5 4939.46 17482.6 4573.73 4491.76 8.88472 4482.88 622.765 1594.52 -internal_count=4197168 3623675 573493 762575 2861100 293391 280102 557045 970334 228178 130248 149854 205530 65213 288470 96181 122295 118027 135560 52566 116566 34067 133364 99594 92618 62462 110 62352 12647 35282 -cat_boundaries=0 1 -cat_threshold=8 +num_cat=0 +split_feature=1 1 1 3 0 1 1 3 0 1 1 6 1 5 0 8 3 2 3 4 1 3 8 8 2 3 7 5 0 2 +split_gain=29006.5 1593.3 1447.46 417.482 225.692 219.985 155.615 145.6 124.779 110.146 88.7937 74.8599 62.0779 55.1548 54.1957 50.5731 45.5985 41.7491 40.7156 35.8641 34.2728 41.5938 34.0151 33.6157 33.9564 32.0368 30.8481 30.1523 27.6475 27.681 +threshold=0.016884750000000004 0.0032450500000000006 0.072968400000000017 0.89316875000000007 0.018583000000000006 0.00096985000000000007 0.0076681500000000012 0.90802980000000011 0.091994450000000019 0.030923250000000003 0.16303675000000004 0.12310606060606062 0.0079750500000000026 0.58571428571428574 0.043801900000000012 49.000000000000007 0.62541555000000015 0.048266900000000008 0.61486625000000006 0.40312500000000007 0.00029825000000000007 0.95837410000000012 35.000000000000007 79.000000000000014 0.40088590000000007 0.030517350000000002 0.11324786324786326 0.19139194139194141 0.17800870000000002 0.046807450000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 5 4 6 15 20 16 -7 11 28 -10 13 -5 23 -8 26 -3 19 -11 -12 -1 -22 -19 24 -4 -26 -2 -27 -6 -30 +right_child=2 3 8 12 9 7 14 -9 10 18 17 -13 -14 -15 -16 -17 -18 22 -20 -21 21 -23 -24 -25 25 27 -28 -29 29 -31 +leaf_value=-0.072733696736600545 0.059853111499438075 -0.04602982622580714 0.082455737719980771 0.00258336236028457 0.014990959521425026 -0.058791702266402152 -0.0031347205457927158 -0.033160504886377319 0.052283516394049261 0.025955293414984221 0.086234854482278883 0.064028651784219112 0.036207593167279055 0.11167677619547887 -0.025508852819916279 0.090074294525449572 -0.025543307557486367 0.062085717330053317 0.051161960715195742 0.047235591673325944 -0.069438022667383706 -0.056149602149603656 0.079655897929389416 0.092863460402494588 0.20514797445031008 0.049730666941306519 0.029989486889390474 0.21039280489644377 0.02258997200262396 -0.012958530006271002 +leaf_weight=12817.504203468561 1137.8947500437498 4983.2851223684847 10226.238720599562 1494.7174533959478 1344.7291664294899 9366.5947262942791 1668.3209736719728 2903.2154157254845 2466.7999472767115 2813.8781368508935 2861.7879155948758 1879.6835158355534 867.88997670821846 748.02122684195638 3083.6869634464383 409.47490068897605 1389.3758880812675 3168.573996052146 829.77902788668871 256.97591235488653 7149.9174820948392 3512.7403483018279 1689.2733777090907 3166.3741611428559 14.249826192855833 532.24765546619892 496.95930135622621 11.943499602377413 278.01984217017889 1032.690827107057 +leaf_count=800658 24325 190910 57469 61390 36547 405105 51660 152277 36353 60505 15739 12201 28255 3164 106279 8290 57002 24434 16437 1560 346247 217251 11665 16035 140 6403 11615 118 8139 29939 +internal_value=0 -0.0525294 0.0661849 -0.0232422 0.0297766 -0.0635785 -0.0313502 -0.052727 0.0774264 0.0204069 0.0688646 0.0828197 0.014935 0.0852227 -0.0176538 0.0586468 -0.0415633 0.0739923 0.0316957 0.0830214 -0.0692491 -0.0650602 0.0681956 0.0838043 0.0811445 0.0571326 0.0507752 0.0532568 0.00491711 -0.0054182 +internal_weight=0 49237.2 35365.6 13487.3 8343.43 35750 11124.7 12269.8 27022.2 6299.1 10443.4 16578.8 2362.61 14699.1 4752.01 2044.33 6372.66 7976.61 3643.66 3118.76 23480.2 10662.7 4857.85 13951.1 10784.7 558.441 1634.85 544.191 2655.44 1310.71 +internal_count=2798112 2417034 381078 495496 195797 1921538 405851 557382 185281 151567 89751 95530 89645 83329 157939 44230 247912 53398 76942 17299 1364156 563498 36099 80165 64130 6661 35940 6521 74625 38078 is_linear=0 shrinkage=0.1 @@ -556,230 +544,230 @@ shrinkage=0.1 Tree=26 num_leaves=31 num_cat=4 -split_feature=2 2 2 2 2 2 2 2 8 8 8 2 0 1 2 1 1 8 1 11 2 11 6 1 2 11 0 1 6 11 -split_gain=125512 18856 14847.6 3030.24 2434.76 1636.86 1480.14 560.992 492.171 412.301 379.219 295.11 265.792 227.153 211.002 209.054 206.366 202.389 192.861 176.814 166.492 164.732 158.68 154.635 153.498 148.545 145.763 140.695 139.846 138.809 -threshold=0.11704096148882211 0.51680204585110534 0.023232473449623568 0.77420079586410118 0.25648008328038624 0.0080002855578559361 0.053982237606540785 0.87525673251543112 79.500000000000014 109.50000000000001 76.500000000000014 0.36588067198065527 0.030217252782945205 0.0024386303819312204 0.003511745325062723 0.037966338457433656 0.0016476527175484838 79.500000000000014 0.044591114278853324 0 0.013444773291638694 1 0.33712121212121215 0.013541963202221603 0.17619522235393983 2 0.02605857769057477 0.01716091012828792 0.4393382352941177 3 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 1 2 2 2 1 -left_child=2 4 5 13 9 14 10 22 18 12 15 26 -2 29 -1 19 -9 20 25 -4 -7 -18 -5 -11 -14 -8 -6 -10 -15 -3 -right_child=1 3 6 7 11 17 8 16 27 23 -12 -13 24 28 -16 -17 21 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.076793193441703073 0.011347384852215399 0.035743647340000094 -0.020136626838100073 0.054346545722530254 0.023274761224519169 -0.056661571812902649 -0.0024873024704691227 0.074798044836322006 -0.02423673416967265 -0.0033764666339068227 -0.047286630610126577 0.026585423531964567 -0.005245299591229771 0.035964824286746043 -0.067956452881233115 -0.044489836231935025 0.052980007531678308 -0.063105955586832324 -0.023394604772973553 -0.032478961854022846 -0.045984783274093291 0.071052598767420039 0.068025244978214258 -0.020529076091560735 0.006107021990910854 -0.012907350913885339 0.013544288828741849 -0.043166477741496193 0.048704995559766769 0.04881868574722914 -leaf_weight=59610.087358936667 45925.282109811902 10387.177878856659 18519.890739247203 49378.932290732861 25393.436186477542 26996.237096466124 21001.0739710778 38327.513872504234 15670.770101174712 17428.620048984885 17294.550154611468 75546.960507780313 22775.148262605071 63141.180095374584 49425.246145427227 9006.4522625058889 10087.165110051632 17608.94192007184 11536.79915510118 31803.440886422992 31820.973753958941 11068.180571675301 10239.295626342297 7525.2744753062725 24968.096305117011 39336.511245116591 39099.511868432164 5238.992494314909 9977.3255400955677 42920.783538550138 -leaf_count=518041 201586 32813 109034 149256 98016 203173 102405 115753 87215 80465 108994 264960 98561 201103 402009 46379 30422 126709 53422 199170 219459 33374 30926 33989 100851 206280 148379 27069 31628 135727 -internal_value=0 0.032256 -0.0453728 0.0521052 0.0134147 -0.0649222 -0.0239709 0.0635511 -0.0154765 0.00287312 -0.0342567 0.022344 0.00591608 0.0413226 -0.0727875 -0.0304584 0.070422 -0.053701 -0.0115482 -0.0279472 -0.0508853 0.062494 0.0566958 -0.00854913 0.000691579 -0.0092831 0.0173756 -0.0289796 0.0377033 0.0462868 -internal_weight=0 504190 354870 245528 258662 185461 169408 119101 92784.1 118622 76624.3 140040 93668.5 126426 109035 59329.8 59482.9 76426.2 71874.4 50323.3 58817.2 21155.3 59618.2 24953.9 47743.2 60337.6 64492.9 20909.8 73118.5 53308 -internal_count=4197168 1787809 2409359 761002 1026807 1469391 939968 359731 476391 515452 463577 511355 400998 401271 920050 354583 179549 549341 362107 308204 422632 63796 180182 114454 199412 308685 246395 114284 232731 168540 +split_feature=2 2 2 2 2 2 2 8 8 1 2 8 0 0 2 1 11 11 1 2 2 1 1 11 3 8 11 1 1 2 +split_gain=86143.1 12715.7 10071.3 1992.26 1678.14 1242.7 834.288 445.281 337.073 292.129 287.648 236.721 199.637 180.666 175.598 151.644 150.422 132.697 129.904 121.904 121.083 120.298 119.477 118.993 114.419 131.82 104.057 103.315 92.6917 89.8857 +threshold=0.11109435000000002 0.53081085000000006 0.017330300000000003 0.81670920000000014 0.27863950000000004 0.042905050000000007 0.0054186500000000014 53.000000000000007 65.000000000000014 0.0022990000000000003 0.69182360000000009 49.000000000000007 0.035162500000000006 0.04590505000000001 0.9093842000000002 0.033432150000000008 0 1 0.039515050000000003 0.17177030000000001 0.010517450000000003 0.030923250000000003 0.023016500000000006 2 0.18273975000000003 75.000000000000014 3 0.0030035500000000002 0.0017795500000000002 0.028366750000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 1 2 2 1 2 2 2 +left_child=2 4 6 10 8 11 -1 15 12 14 27 18 17 23 -5 16 -7 -2 29 -14 -8 26 -9 -6 -15 -26 -10 -3 -12 -4 +right_child=1 3 5 9 13 7 20 22 21 -11 28 -13 19 24 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 +leaf_value=-0.074686752911141865 0.018410519759176201 0.042593144421981977 -0.036848899708974134 0.064635023052640891 0.034206326502905345 -0.0052949629346525102 -0.062008348489923981 -0.027470601626331775 0.0044076262700634833 0.055617193327194309 0.054890300922450279 -0.050676817027558455 -0.0060886996284597247 0.02709303369980547 0.076782100265753078 -0.02487147001239411 -0.016836416039338963 0.0065679936165366831 -0.048442394842413097 0.0067313310732847742 -0.052305600331797 -0.024054906967003943 -0.04874741872002384 0.023502617699514158 0.020025815550255871 0.0052110461536784454 -0.011840508407106523 0.033599667769000856 0.04540080703477023 -0.026381389727475904 +leaf_weight=64342.458901770413 18118.780784219503 25758.750484406948 16880.490604534745 28247.806288957596 19525.726649016142 24764.565135240555 28655.966696858406 12220.751272886992 7807.3235843032598 20872.057977467775 17334.205595016479 11173.866994604468 12773.264180183411 12770.310527041554 20564.610632121563 8852.4055581390858 20797.638728037477 19874.462144449353 5442.5588377267122 17688.693322375417 23334.873447671533 3599.3576789498329 3366.1347813010216 22819.972799018025 20796.203828945756 8445.0470164716244 7944.3616127222776 25338.704628586769 25341.416169404984 15959.688870191574 +leaf_count=551925 76531 82689 111249 84889 69863 124085 220837 69376 35021 62935 52985 72838 54975 44433 62308 41447 112175 88315 28482 70379 164657 16195 17515 83912 74987 31251 36668 81849 78158 95183 +internal_value=0 0.0327356 -0.0461316 0.0527119 0.0137695 -0.0257367 -0.0670744 -0.0171636 0.0040925 0.0655187 0.0431949 -0.037871 0.00738669 0.0238422 0.0697526 -0.012895 -0.0105681 0.0122222 -0.0341333 0.00135565 -0.0576535 -0.00756084 -0.0320655 0.0284518 0.019196 0.0157472 -0.00379184 0.0381334 0.0492553 -0.0317619 +internal_weight=0 335621 235791 163458 172164 119458 116333 70001.5 87806.2 69684.5 93773.1 49456.6 68455.2 84357.3 48812.4 54414.6 45562.2 37993.2 38282.7 30462 51990.8 19351 15586.9 42345.7 42011.6 29241.3 15751.7 51097.5 42675.6 32840.2 +internal_count=2798112 1188343 1609769 505813 682530 672350 937419 364598 378084 210132 295681 307752 290200 304446 147197 277707 236260 164846 234914 125354 385494 87884 86891 153775 150671 106238 71689 164538 131143 206432 cat_boundaries=0 1 2 3 4 -cat_threshold=3 3 3 8 +cat_threshold=3 3 3 3 is_linear=0 shrinkage=0.1 Tree=27 num_leaves=31 -num_cat=5 -split_feature=3 3 3 3 3 3 3 0 3 3 0 3 11 3 3 3 8 3 3 0 3 11 11 0 11 11 1 8 8 7 -split_gain=201870 29549.8 23127.6 4720.34 2975.59 2495.83 2220.28 706.677 636.679 544.985 489.417 360.145 315.869 285.976 280.178 259.915 233.68 204.277 201.131 188.564 180.232 169.709 166.525 136.815 126.697 123.783 114.332 113.156 112.151 107.731 -threshold=0.79153353705335838 0.2184733146437052 0.96524587455928035 0.47662587285720581 0.090149170212289673 0.98913714132130448 0.90945545820666018 0.050362718542042349 0.6731274550493821 0.31565933714301425 0.037814444418972644 0.13729915481756161 0 0.99621017927201216 0.94784676742538021 0.98024791428059566 67.500000000000014 0.86805371941859011 0.040999996234582288 0.062710232501275318 0.040999996234582288 1 2 0.031405808897872055 3 4 0.0011428137120446347 118.50000000000001 118.50000000000001 0.51787994891443179 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 1 2 1 1 2 2 2 2 -left_child=1 4 6 9 10 15 12 16 19 23 20 28 26 -7 21 -4 -6 -14 -12 24 -1 -8 -10 -3 -5 -11 -2 -13 -9 -24 -right_child=2 3 5 8 7 13 14 11 22 25 18 27 17 -15 -16 -17 -18 -19 -20 -21 -22 -23 29 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.078777264146747031 0.014444641777333843 -0.030453404768996179 0.053096207413213407 -0.0019266503335607765 -0.040538211276013286 0.074438666894077146 0.024887513752592894 -0.061371365407300052 -0.0061959396834634318 -0.016169963651260343 -0.08824888368340722 -0.049274148212559446 0.015123646928468125 0.083038735942792596 0.043042724627362354 0.06324696289863932 -0.053609762826786402 0.025793772716899088 -0.07570138869060794 -0.016733861754432523 -0.061787765375152293 0.036116450018165776 0.0013441826414215474 -0.039535309822158422 -0.011103508282959293 -0.026151781275367561 0.0030779105411108294 -0.059687135407472003 -0.07242445013719416 0.011649295087175805 -leaf_weight=7657.076589256525 15866.817976593971 26284.89174336195 50464.604663044214 23101.640230238438 45335.808838963509 84898.619115337729 21069.221732616425 30466.309964209795 22579.754051148891 14991.592223376036 16442.244646579027 35891.665742427111 43256.877079039812 71002.588007539511 39184.393755614758 50436.390018925071 19584.065127581358 30659.50963704288 57279.860008597374 38131.887717008591 33837.366868793964 38506.311591938138 38060.525342792273 44960.2794059515 43213.174928247929 76565.14137378335 20007.207526192069 14714.09696033597 13138.714400649071 13831.188010275364 -leaf_count=25304 58072 78963 249852 73133 138663 482456 86158 95010 74271 45275 55633 109476 158952 418464 180035 267781 60390 122119 185452 118414 108850 166966 128999 135359 135984 231101 71979 45318 41576 47163 -internal_value=0 -0.0369283 0.0503343 -0.0173047 -0.0613709 0.0704244 0.0255961 -0.0525092 -0.00609346 -0.0296258 -0.0736102 -0.0580411 0.0158101 0.0783554 0.0364752 0.0581702 -0.0444814 0.0195468 -0.0784999 -0.0111306 -0.0649229 0.0321555 0.000971099 -0.0361847 -0.00790859 -0.024522 0.00810307 -0.0523018 -0.0647018 0.00409011 -internal_weight=0 616067 465353 341720 274347 256802 208550 159131 178918 162802 115217 94210.8 109790 155901 98759.9 100901 64919.9 73916.4 73722.1 104447 41494.4 59575.5 74471.5 71245.2 66314.8 91556.7 35874 50605.8 43605 51891.7 -internal_count=4197168 1934334 2262834 1068662 865672 1418553 844281 490433 577964 490698 375239 291380 411122 900920 433159 517633 199053 281071 241085 327531 134154 253124 250433 214322 209117 276376 130051 154794 136586 176162 -cat_boundaries=0 1 2 3 4 5 -cat_threshold=3 3 3 40 8 +num_cat=3 +split_feature=3 3 3 3 3 3 3 0 0 3 3 3 7 3 0 3 3 11 0 8 3 1 11 8 8 1 1 11 8 7 +split_gain=137325 20545.7 15060.1 2853.14 2166.86 1513.66 1462.76 570.351 472.119 302.186 277.686 266.818 262.989 260.465 213.611 207.056 199.626 162.359 153.054 145.967 134.964 125.971 108.572 105.92 101.617 101.439 94.9268 94.2587 90.186 89.2811 +threshold=0.81259965000000012 0.27546290000000001 0.97316290000000005 0.11247565000000002 0.55271680000000012 0.9338860000000001 0.9922143000000001 0.028393600000000001 0.050429200000000007 0.40463745000000007 0.16733075000000003 0.89715745000000002 0.48074074074074075 0.065702100000000013 0.0052824500000000002 0.051534100000000006 0.98526745000000016 0 0.0015049000000000002 45.000000000000007 0.9964531000000002 0.00031315000000000005 1 77.000000000000014 31.000000000000004 0.0051207500000000012 0.00084655000000000006 2 79.000000000000014 0.45584415584415588 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 1 2 2 +left_child=1 3 5 7 9 11 16 15 19 25 -10 17 14 -9 -6 -1 -4 28 -7 -5 -8 -20 -16 -15 -17 -3 -13 -11 -2 -23 +right_child=2 4 6 8 12 18 20 13 10 27 -12 26 -14 23 22 24 -18 -19 21 -21 -22 29 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.073714143345666214 0.017188492413564262 -0.024924664802706359 0.055089291625816363 -0.036311292821339693 0.0036842783686587299 0.047629128277520777 0.075628255604804823 -0.083335526947142899 -0.060250543753344155 -0.014543726869931007 -0.046933166930210581 0.031391537820079772 0.0044990195418355122 -0.066762895458860036 -0.0053180849870559342 -0.031888134975763899 0.06595375638284412 0.0086486703209505428 0.045984079178729986 -0.048321278376767252 0.083088017970949155 0.029050026024280626 -0.014398656846662625 -0.078305420814888102 -0.057965221924161363 -0.033795501652775665 0.020571718249242709 -0.023303384071906789 0.032970565842917604 0.041139152024014712 +leaf_weight=9274.5036378502846 20270.258076444268 25347.240297108889 33126.866367101669 33970.204712241888 15361.443204075098 17952.07448656857 43917.267633646727 28352.721342891455 28835.342018157244 27291.203053981066 34260.338171362877 15733.432437524199 30331.094090640545 24343.608756870031 27258.548994541168 1581.2674760520458 34551.98436820507 25859.703343525529 10120.769068688154 14413.538025021553 54166.097664952278 18882.653149753809 25537.530391961336 11805.67712199688 27182.202816277742 26230.544043660164 16731.906918495893 22620.10905995965 4408.3033023774624 9030.6116375625134 +leaf_count=30354 76243 76250 166792 102949 51665 82617 251068 94523 89384 83571 103995 64121 99700 77308 89439 5007 187149 93379 45595 44072 320415 84041 82159 37907 86415 78818 67028 68904 17032 40212 +internal_value=0 -0.03686 0.0515888 -0.0583941 -0.0138139 0.027312 0.0719447 -0.070433 -0.0473206 -0.0240683 -0.0530193 0.0187413 -0.00324718 -0.0761602 -0.00669436 -0.0607211 0.0606359 0.0141971 0.0400187 -0.0398891 0.0797479 0.0364265 -0.0097141 -0.0705325 -0.0565316 -0.029436 0.0258152 -0.0185212 0.0199995 0.0329611 +internal_weight=0 413997 304752 214019 199978 138990 165762 102540 111479 101489 63095.7 83003.6 98488.6 64502 68157.5 38038 67678.9 50538.3 55986.1 48383.7 98083.4 38034 52796.1 36149.3 28763.5 51577.8 32465.3 49911.3 24678.6 27913.3 +internal_count=2798112 1302420 1495692 671914 630506 570268 925424 331514 340400 307543 193379 317803 322963 209738 223263 121776 353941 186654 252465 147021 571483 169848 171598 115215 91422 155068 131149 152475 93275 124253 +cat_boundaries=0 1 2 3 +cat_threshold=12 12 12 is_linear=0 shrinkage=0.1 Tree=28 num_leaves=31 -num_cat=4 -split_feature=0 0 0 0 0 0 0 2 4 11 10 10 0 10 4 11 2 4 11 8 11 10 8 9 10 8 1 10 2 1 -split_gain=98839.1 9786.34 7307.32 2128.11 1119.9 985.622 665.638 573.501 340.643 339.925 316.461 307.45 289.866 259.853 228.221 227.584 224.939 224.514 185.542 183.271 182.697 162.102 168.368 159.335 148.524 146.928 146.514 144.156 143.768 140.442 -threshold=0.036504918016380609 0.21490439486673943 0.0061665671950567932 0.70325040902418612 0.082075828296617581 0.016115602431087724 0.0019039742849653897 0.011457117203295042 0.33687943262411352 0 1.0000000180025095e-35 1.0000000180025095e-35 0.39378468375816994 1.0000000180025095e-35 0.33687943262411352 1 0.8231928146988815 0.10960960960960962 2 91.500000000000014 3 1.0000000180025095e-35 49.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 49.500000000000007 0.0066758705219622455 1.0000000180025095e-35 0.95268957704345614 0.0038009342907736666 -decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 1 2 1 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 8 9 13 -1 -5 12 16 15 14 21 18 20 -7 -2 25 -4 24 -6 22 -3 -13 -11 -9 -24 -8 -15 -22 -right_child=1 3 5 7 11 10 27 17 -10 19 -12 23 -14 28 -16 -17 -18 -19 -20 -21 29 -23 26 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.0724237646342452 0.014028375023806007 0.03440102500884009 -0.050007487972428634 0.097334551381298928 0.014337215064588399 -0.029873410050390084 -0.058770755479400409 0.061566291280301423 0.069341561388358439 -0.0092374339284556472 0.010974088981588774 0.057315078992256886 0.054855597893788792 -0.014832854300915452 0.05067269772855252 -0.012971139299678186 0.054154412008978553 0.084293643678526375 -0.035581215334533706 0.012660284173244253 0.017302060551800624 0.057929040578705682 0.037499654796693399 0.028630325302395229 0.016633206111732697 0.077941100026067217 0.058630037720913089 -0.03574543308771308 0.12014288267566485 0.032850111440612048 -leaf_weight=77950.003580052406 10688.917199656367 19602.44402769208 14115.812313672155 11137.269409477711 16465.385323949158 12883.3480271101 44020.884686019272 18183.590512126684 9529.1139967143536 17014.840848505497 3814.2876698672771 4792.9761101901531 45061.409939348698 3210.6385052986443 3114.7170385941863 21017.400448344648 1607.1031132861972 9747.848217010498 25368.974215306342 7346.7392446622252 8607.3077785074711 6187.7098345309496 6028.7013804167509 3249.2004406303167 2551.9560006260872 7843.1762945652008 7200.885716766119 2898.0912082158029 80.901839815080166 17873.327634349465 -leaf_count=1451643 78171 92400 179264 34001 106624 139618 636576 57053 36514 148874 34173 25530 164716 38655 18321 205579 10782 29770 302999 57870 53521 26694 27324 17060 18702 23873 31898 43712 597 104654 -internal_value=0 0.0434637 -0.0516143 0.0601344 0.0183588 -0.0281195 -0.0667593 0.0775182 0.0514227 0.00549013 -0.0163346 0.0276851 0.0493919 -0.03851 0.0245352 -0.0194072 0.0192572 0.071349 -0.0407603 -0.000806523 0.0226395 0.0430822 0.040284 0.0457259 -0.00586331 0.0665008 0.049001 -0.0573485 -0.0115153 0.0277859 -internal_weight=0 233835 205360 140522 93312.5 80491.4 124869 46911.9 93610.3 39209.6 37715 54102.9 84081.2 42776.3 46060.7 33900.7 12296 35774.6 39484.8 26913.5 42946 39019.7 32832 8042.18 19566.8 26026.8 13229.6 46919 3291.54 26480.6 -internal_count=4197168 1164352 3032816 524243 640109 900885 2131931 144697 379546 314399 379370 325710 343032 521515 283120 345197 88953 110696 482263 225446 264799 178316 151622 42590 167576 80926 59222 680288 39252 158175 -cat_boundaries=0 1 2 3 4 -cat_threshold=3 48 48 48 +num_cat=2 +split_feature=0 0 0 2 0 0 0 0 3 11 3 10 10 4 8 4 10 1 10 3 8 10 11 2 3 8 1 1 2 7 +split_gain=68005.1 6386.56 5036.33 1303.94 808.222 537.306 536.977 307.372 256.166 205.202 203.65 200.126 189.775 172.194 147.809 147.758 143.378 129.848 118.824 117.326 111.406 110.425 103.82 101.471 99.3962 96.0594 188.145 95.0519 92.7284 88.1244 +threshold=0.030902650000000004 0.22103985000000004 0.0059149000000000016 0.037844800000000005 0.074450300000000011 0.0021645500000000008 0.015486050000000001 0.45729435000000007 0.065702100000000013 0 0.078741500000000006 1.0000000180025095e-35 1.0000000180025095e-35 0.22401433691756276 59.000000000000007 0.33687943262411352 1.0000000180025095e-35 0.0024072000000000004 1.0000000180025095e-35 0.94128390000000006 73.000000000000014 1.0000000180025095e-35 1 0.004457850000000001 0.92045420000000011 33.000000000000007 0.0071217500000000005 0.0018204500000000001 0.90278685000000014 0.43875000000000003 +decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 +left_child=2 4 5 8 9 -1 11 18 23 10 -2 24 15 20 27 17 -8 -6 25 -7 21 -9 -19 -3 28 -5 -27 -10 -4 -12 +right_child=1 3 6 7 12 19 16 13 14 -11 29 -13 -14 -15 -16 -17 -18 22 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 +leaf_value=-0.071603196760466351 0.051520953298738605 0.10854676663822185 -0.042564077246809121 0.039847568294431562 0.012359962462554911 -0.059054919748051507 -0.016667345648185779 0.050194782627520862 -0.0020205972611940836 -0.0017543336470043375 0.017137502322249483 -0.0073573539157746077 0.046554468400363078 0.075303563217738068 0.089481630099232573 0.051466195040150299 0.010499944681146903 0.035470225355506285 0.061390267279005734 -0.044891677019144927 0.068032930260611371 0.066278641053180085 0.022059411394777073 0.087431351906210819 -0.023973448527899326 0.039173551455286379 0.065240406157877795 0.063338542284353649 -0.020216657157092609 -0.0017146249422038294 +leaf_weight=60750.436953499913 1428.0397782921791 2959.9757240712643 19506.368207968771 15199.041889041662 6415.8609706163406 20022.447004552931 17893.557421416044 16727.872555881739 232.02184854447842 13224.679946161807 8373.7287679687142 2383.0720993578434 5751.1148120760918 6999.8407165855169 2595.0979583412409 2263.7346365749836 2179.2146159559488 11088.745548948646 5325.6610712707043 8262.359899006784 8014.010840177536 5731.0922681242228 12415.236670859158 9846.5293605476618 4418.8086418882012 5587.2358005195856 5489.4238577485085 5427.2956932038069 2052.1057094112039 3522.6737836152315 +leaf_count=1116353 9535 9129 224133 67963 41463 260054 177973 58343 856 107349 63743 25850 29205 22824 8262 12910 18702 63644 22065 132506 26144 19146 73880 30096 60911 24156 22758 17986 22877 27296 +internal_value=0 0.0444852 -0.0521854 0.0616754 0.0204568 -0.0663025 -0.0262337 0.0550339 0.0834576 0.00707446 0.0158266 -0.0350921 0.0298227 0.0611598 0.0697205 0.0268328 -0.0137179 0.024969 0.0477699 -0.0549177 0.0579109 0.0542991 0.0284109 0.0923118 -0.0376364 0.0450092 0.0520919 0.0606589 -0.0404369 0.0115552 +internal_weight=0 154619 137468 90135.1 64483.8 89035.2 48433.1 69074.2 21060.9 26549.1 13324.4 28360.4 37934.7 37472.8 8254.42 32183.6 20072.8 29919.8 31601.4 28284.8 30473 22459 23504 12806.5 25977.3 26275.7 11076.7 5659.32 21558.5 11896.4 +internal_count=2798112 758753 2039359 329728 429025 1508913 530446 263399 66329 207923 100574 333771 221102 126457 27104 191897 196675 178987 136942 392560 103633 77489 137524 39225 307921 114877 46914 18842 247010 91039 +cat_boundaries=0 1 2 +cat_threshold=3 3 is_linear=0 shrinkage=0.1 Tree=29 num_leaves=31 -num_cat=2 -split_feature=1 1 1 3 1 3 0 1 1 3 1 6 5 1 5 11 0 5 4 2 7 0 3 5 8 11 8 0 1 8 -split_gain=34541.2 2020.21 1924.65 463.895 306.938 283.921 212.255 174.773 169.948 144.204 131.14 127.429 98.6363 98.5498 77.8543 77.7706 58.0788 53.8457 52.7056 49.8468 49.5869 47.4627 43.1981 40.2035 39.6722 39.4549 39.1087 40.598 37.5269 35.7654 -threshold=0.016339155956306178 0.0032718732424237046 0.071274603698661981 0.79153353705335838 0.00097438479392276945 0.79153353705335838 0.082075828296617581 0.032812538942198551 0.0075753861488676794 0.95151961640741767 0.14692370883149389 0.17519181585677754 0.38750000000000007 0.007100187038060723 0.033060109289617494 0 0.042698226826090029 0.26969696969696971 0.036375661375661381 0.090479132549329058 0.45080645161290328 0.099166848876623456 0.93959111919257265 0.06458333333333334 73.500000000000014 1 82.500000000000014 0.20464055779332538 0.00031684759528595999 52.500000000000007 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2 -left_child=1 4 5 8 28 7 11 21 -3 -6 -8 12 15 22 18 -4 -10 26 19 -12 25 24 -5 -16 -2 -7 -9 -28 -1 -21 -right_child=2 3 6 13 9 20 10 17 16 -11 14 -13 -14 -15 23 -17 -18 -19 -20 29 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 -leaf_value=-0.072112232766283799 0.0055735194961892311 -0.043967704949749151 0.057959311931970847 -0.024032052627420697 -0.056566364291699978 0.076242089992452938 0.040866482973326998 0.020108519112135913 -0.006742833221753901 -0.033605917034365176 0.066668365252463724 0.049363180060315315 0.097688763152955702 0.013573407010551078 0.1506989107788366 0.074803551949355701 -0.028044305785305215 0.089095313154724826 0.041287533948558518 0.048112935462118686 0.027945014580446122 -0.0063938667813344301 -0.00073088685215628286 0.077667535594468706 0.038521765236104726 0.046198479477392605 0.055836690258370958 0.022834016266225936 -0.064952080595754288 0.065742783072380878 -leaf_weight=15935.762200773694 1596.5320890117437 8211.3627934418619 3822.024780292064 1637.7111805602908 13831.631733866408 723.06419111229479 3975.2365466803312 4028.4392620921135 1744.5579020921141 3409.680446414277 6663.6229392960668 2420.6990329548717 1570.662766598165 2583.1603665351868 78.868964143097401 16293.03832539916 4806.3001057710499 135.24902772903442 1546.1696829050779 3638.4992546439171 863.03576130606234 3135.5175337251276 1547.3610644172877 1703.0110235884786 473.92529208399355 1623.2107375971973 733.42692372947931 757.937385417521 13538.391893518157 1682.9662199169397 -leaf_count=1094606 43275 338203 21233 70714 649545 15485 59144 86966 59620 206966 37549 16131 6608 94300 537 94479 172314 2297 10643 29581 21925 93494 74470 9220 12449 37903 13460 15856 796160 12035 -internal_value=0 -0.0511334 0.0544476 -0.0249879 -0.0626238 0.022308 0.0648685 0.0145862 -0.0343842 -0.0520257 0.0570499 0.0711244 0.0735536 -0.000940708 0.0612511 0.071669 -0.0223715 0.0267575 0.0586636 0.0609052 0.0484402 0.0013651 -0.012712 0.0809 0.0131153 0.055979 0.02523 0.0390642 -0.0688234 0.0536885 -internal_weight=0 67245.9 57465.1 20530.5 46715.5 14070.3 43394.8 10861 14762.2 17241.3 19288.4 24106.4 21685.7 5768.23 15313.1 20115.1 6550.86 5655.05 13531.3 11985.1 3209.31 5205.97 3185.07 1781.88 2070.46 2346.27 5519.8 1491.36 29474.2 5321.47 -internal_count=4197168 3556898 640270 809621 2747277 343110 297160 267797 570137 856511 158709 138451 122320 239484 99565 115712 231934 118579 89808 79165 75313 149218 145184 9757 55724 53388 116282 29316 1890766 41616 -cat_boundaries=0 1 2 -cat_threshold=8 3 +num_cat=1 +split_feature=1 1 1 3 1 3 3 1 1 0 1 6 5 3 1 0 5 1 11 7 2 0 1 0 2 2 4 4 3 8 +split_gain=23791 1384.33 1151.94 401.768 209.227 203.814 152.512 125.263 99.9026 95.0131 59.9999 57.6036 54.2362 45.365 44.4977 39.5216 36.1181 35.4603 35.0734 34.7909 34.0404 32.2658 32.2493 29.8106 25.597 24.9852 28.1844 23.9955 34.3038 23.8442 +threshold=0.015150000000000002 0.0030804500000000006 0.072968400000000017 0.89316875000000007 0.00061265000000000007 0.71126065000000016 0.95675315000000005 0.0076681500000000012 0.030923250000000003 0.078503950000000003 0.16303675000000004 0.17519181585677754 0.38194444444444448 0.66514975000000021 0.006878050000000001 0.074450300000000011 0.25543478260869573 0.0011435500000000003 0 0.45080645161290328 0.11693160000000001 0.0090471500000000021 0.0018204500000000001 0.097212550000000023 0.78741325000000006 0.048266900000000008 0.55684754521963831 0.089572192513368995 0.5744653500000001 45.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 4 5 7 -1 8 22 13 23 11 -11 12 21 -3 -5 -9 24 -8 -12 20 -7 -4 -6 -2 -10 26 -20 -18 -29 -13 +right_child=2 3 9 14 6 19 17 15 16 10 18 29 -14 -15 -16 -17 27 -19 25 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 +leaf_value=-0.070211244965601563 0.01514611182517938 -0.044932181345100422 0.078946821239605711 0.0020505277016953146 -0.062689409517361891 0.062164811401516112 -0.044394242437970216 -0.0076355946307024546 0.02363555701032808 0.046087803323158184 0.074559630036072563 0.044699266953894382 0.094128977795477853 -0.023881426722885353 0.03009269322111327 -0.027418178282468245 0.066471179754002394 -0.021676616239896876 0.068643409844263384 0.029687977796997906 0.032063497489493636 0.068100561004971277 -0.052059396902529691 -0.0054591156221121427 0.063629320904031089 0.054065275573388666 0.022060726363622364 0.15784489737438559 0.66282747792569996 0.070594788239782005 +leaf_weight=17177.742842894979 1119.1797869317234 5237.7496517058462 3774.9719826318324 1371.9880779217929 7838.8743035085499 1527.888918960467 1343.2897503720596 1845.0930447299033 3225.4371753968298 2727.8356462307274 2326.2832669243217 1110.6325864121318 1101.030424900353 1272.4301541317254 963.0847750082612 2230.9456850942224 58.691139850765467 1406.5418292144313 2623.1960840821266 761.19124351628125 498.17948627658188 10030.241554893553 4487.9788892623037 1884.1984108686447 168.38569818809628 4159.9040577784181 136.65162885189056 14.393984872847794 1.4838879778981198 523.02893834188581 +leaf_count=1142013 29059 211136 19989 58530 385716 31788 87918 59323 67072 38162 14469 7323 4478 54079 32793 80342 1105 82097 13271 17567 10858 55091 201650 56321 3166 28819 776 271 27 2903 +internal_value=0 -0.0515862 0.0559534 -0.0239289 -0.0626658 0.0253076 -0.0540689 -0.0322105 0.0155709 0.0659047 0.0591203 0.0708162 0.0727699 -0.0408178 0.0136163 -0.0184632 0.0271325 -0.0327742 0.0629652 0.0479154 0.0547634 0.0710664 -0.0588192 0.00221922 0.0256199 0.0588746 0.0663369 0.0959762 0.205039 0.0529899 +internal_weight=0 45175.7 37772.8 12921.3 32254.4 9259.03 15076.7 10586.2 6471.77 28513.8 11973.9 16539.9 14906.2 6510.18 2335.07 4076.04 3468.39 2749.83 9246.04 2787.26 2026.07 13805.2 12326.9 3003.38 3393.82 6919.75 2759.85 74.569 15.8779 1633.66 +internal_count=2798112 2395597 402515 496203 1899394 217234 757381 404880 157021 185281 95497 89784 79558 265215 91323 139665 71641 170015 57335 60213 42646 75080 587366 85380 70238 42866 14047 1403 298 10226 +cat_boundaries=0 1 +cat_threshold=8 is_linear=0 shrinkage=0.1 Tree=30 num_leaves=31 -num_cat=5 -split_feature=2 2 2 2 2 2 2 8 0 2 1 1 8 0 8 2 1 2 8 11 1 11 11 11 1 2 2 6 11 6 -split_gain=98404.6 15248.1 12050.2 2630.09 2033.65 1317.71 1208.71 451.112 413.545 353.207 352.134 350.574 261.208 241.036 240.345 199.534 195.065 194.259 184.413 183.501 169.071 168.185 165.787 162.854 145.599 143.421 125.466 118.463 116.519 113.351 -threshold=0.1032352625748353 0.49645363071510301 0.019170339303761993 0.80465605807389573 0.24387126850470461 0.04807149736837172 0.0074783270561342837 79.500000000000014 0.022611242841299936 0.66904505166165229 0.001890386185166375 0.030681017085899012 79.500000000000014 0.046229244359122762 73.500000000000014 0.0027129036973806094 0.044591114278853324 0.91151360386890479 52.500000000000007 0 0.030681017085899012 1 2 3 0.01716091012828792 0.15500683229625659 0.011457117203295042 0.32916666666666672 4 0.33712121212121215 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 1 1 2 2 2 2 1 2 -left_child=2 4 6 9 8 11 15 16 22 29 17 14 25 23 21 -1 28 -5 -15 -12 26 -4 -2 -6 -9 -10 -8 -11 -7 -3 -right_child=1 3 5 10 13 7 20 24 12 27 19 -13 -14 18 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.076137827647431405 0.01505275806359941 0.030220543476996261 -0.022169184887834401 0.057053488930166998 0.015994248111849029 -0.0038970613526746532 -0.056282596064876761 -0.024726149814885388 -0.0067499212055965527 0.039362754980670767 0.059473541887409137 -0.049412211927621782 -0.014785684020849107 0.017884353556302839 -0.042926041316012575 -0.066819880100914303 -0.024774284591518137 0.068542101797253729 0.0070451540076332591 0.044714373885432979 -0.0665082939050161 -0.033923978323237264 0.0035455200101925407 0.026367670710411496 -0.044881040569201003 0.0037962341666185938 -0.046468945633561763 0.049883043493666408 -0.013394611509187063 0.040458478317727857 -leaf_weight=40906.780945979059 18745.474127739668 72280.742169857025 24928.935133114457 38493.623010873795 23264.923499897122 20150.587584882975 23131.780025213957 14429.342705473304 22246.130409181118 56502.241730868816 12650.909956395626 12775.842408701777 17317.470787331462 50177.853672400117 13755.060336142778 52445.050255313516 10617.541729524732 23828.760233938694 22841.363152384758 27275.096404731274 7819.377904586494 24202.211875662208 37723.465874373913 44056.377511173487 4768.8053661435843 30677.331301003695 29824.673913732171 13205.094071000814 36115.985350906849 12717.008702874184 -leaf_count=402592 82039 231390 162473 115982 86171 101661 198192 85293 99221 172203 38254 71349 80226 180004 97599 483194 50782 73510 84495 82421 49231 164798 175035 161036 25844 125845 236119 40164 199590 40455 -internal_value=0 0.026914 -0.0437491 0.0443044 0.0101811 -0.0246828 -0.0637576 -0.0162207 0.000997195 0.0360794 0.056749 -0.0343102 -0.00412512 0.018473 -0.0312422 -0.070903 -0.0123423 0.0614461 0.0144937 0.049417 -0.0527824 -0.0279711 0.00736877 0.0227891 -0.0297326 -0.000636793 -0.0507556 0.0413557 -0.00999635 0.0317523 -internal_weight=0 524004 315872 256953 267050 161744 154128 86082.3 126710 154705 102248 75662 70240.9 140341 62886.2 93351.8 66884.1 62322.4 73019.2 39926 60775.8 49131.1 56468.9 67321.3 19198.1 52923.5 52956.5 69707.3 56266.6 84997.8 -internal_count=4197168 1868451 2328717 794379 1074072 959389 1369328 463170 562366 484212 310167 496219 305292 511706 424870 885786 352033 189492 264499 120675 483542 327271 257074 247207 111137 225066 434311 212367 301251 271845 -cat_boundaries=0 1 2 3 4 5 -cat_threshold=48 7 3 40 3 +num_cat=3 +split_feature=2 2 2 2 2 2 2 8 8 2 6 8 2 0 1 3 1 1 1 11 1 2 1 11 0 2 6 0 11 1 +split_gain=67598.1 10336 8161.83 1680.26 1513.41 919.77 775.786 361.344 315.562 312.153 229.618 213.591 213.123 171.523 160.228 158.979 129.73 129.382 121.249 119.841 115.427 110.753 106.281 105.799 103.016 99.4935 97.9386 100.214 95.7049 94.8196 +threshold=0.09657060000000002 0.52021335000000013 0.016223500000000005 0.84357925000000011 0.23777355000000003 0.040235400000000011 0.0054186500000000014 67.000000000000014 65.000000000000014 0.69182360000000009 0.32916666666666672 49.000000000000007 0.35701615000000003 0.023296750000000001 0.0014762500000000003 0.87661830000000018 0.0093938500000000022 0.039515050000000003 0.017891300000000002 0 0.030923250000000003 0.0095046500000000016 0.0018204500000000001 1 0.77306940000000013 0.0023496500000000004 0.43534002229654406 0.04590505000000001 2 0.052604400000000009 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 1 2 +left_child=2 4 6 9 8 11 25 15 13 26 14 17 16 23 -5 24 -6 -4 21 -17 -10 -8 -11 -2 -7 -1 27 -3 -16 -9 +right_child=1 3 5 10 12 7 18 29 20 22 -12 -13 -14 -15 28 19 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.076805343178418972 0.014750960298557513 0.035452979185860926 -0.02986949444407961 0.060427127499419378 0.017848138877822089 -0.024880976065371638 -0.058196533214962903 -0.028707236015688278 -0.0072839557320859552 0.048391887338881528 0.069991943980499779 -0.048605888084341395 0.023367330068774075 -0.0013724589458731118 0.057944532249720293 -0.0037432428572818305 0.0066235459430426151 -0.047046318288421207 -0.067745226776186704 -0.016065696989051449 -0.028048218387075663 -0.047460858485079492 0.039432078984413088 0.0034514187288291914 -0.0042795306579155026 -0.068462365312607243 0.043295921867789293 0.026298058694019206 0.042596906654067346 -0.05233120779844868 +leaf_weight=28111.910623118281 16124.104255586863 24188.861652910709 30825.111996233463 25814.568697094917 30659.986901819706 13889.463322475553 19378.649338550866 10162.007486835122 14309.532094925642 23171.217499822378 14118.031674653292 10367.394458323717 53128.164727985859 31313.999932214618 6675.1904592514038 17627.207080721855 15503.343457251787 5112.4779185801744 6393.6281094774604 14311.656360253692 3293.2847065031528 19061.443243093789 30886.443508893251 17078.507895737886 2941.214673012495 29080.296918861568 7391.5066891908646 23644.996787846088 11734.697857409716 2040.0786447972059 +leaf_count=277399 69809 77084 206302 78631 117729 67520 169379 61131 68222 69991 43075 72472 184420 133061 20158 94963 58959 27995 41672 83972 15596 152605 93961 79110 13424 274526 23433 75001 35459 11053 +internal_value=0 0.027284 -0.0445936 0.045186 0.0107423 -0.0253357 -0.0648426 -0.0172664 0.000698923 0.0378707 0.0588886 -0.0359609 0.0190487 0.00393691 0.055344 -0.0134157 0.0140785 -0.0323131 -0.0549939 -0.00927108 -0.0111687 -0.052873 0.0432726 0.00894427 -0.0212808 -0.0725632 0.032583 0.0309276 0.0482164 -0.032657 +internal_weight=0 349036 209303 167626 181411 107277 102026 60971.6 82119.4 109283 58342.5 46305 99291.5 64516.6 44224.5 48769.5 46163.3 35937.6 44833.7 31938.9 17602.8 38440.1 54057.7 33202.6 16830.7 57192.2 55225.4 47833.9 18409.9 12202.1 +internal_count=2798112 1243699 1554413 516793 726906 638832 915581 332063 365798 339470 177323 306769 361108 281980 134248 259879 176688 234297 363656 178935 83818 321984 163952 148919 80944 551925 175518 152085 55617 72184 +cat_boundaries=0 1 2 3 +cat_threshold=3 3 12 is_linear=0 shrinkage=0.1 Tree=31 num_leaves=31 -num_cat=5 -split_feature=3 3 3 3 3 3 3 3 0 0 3 3 3 8 3 11 3 3 7 3 11 11 0 7 8 11 3 8 11 10 -split_gain=157674 25800.5 19318 4034.81 2737.64 1933.58 1930.03 705.39 641.438 520.414 385.204 345.243 247.04 240.269 234.859 234.441 215.186 207.333 193.752 191.373 161.466 152.26 141.756 139.341 135.753 118.981 113.375 111.568 111.372 108.984 -threshold=0.81107178753290743 0.2184733146437052 0.97119379127047722 0.53920477185453242 0.093023926079970884 0.91262929911222035 0.99058217955182437 0.33393724955131404 0.11988279031002896 0.030217252782945205 0.95151961640741767 0.70041566085806051 0.14579383346309926 118.50000000000001 0.99621017927201216 0 0.044111037925337951 0.98302003946873462 0.48074074074074075 0.055168332788642034 1 2 0.041039463253664019 0.48074074074074075 64.500000000000014 3 0.13729915481756161 115.50000000000001 4 1.0000000180025095e-35 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 1 2 2 2 1 2 2 1 2 -left_child=1 4 5 7 9 15 17 24 13 19 20 18 -10 26 -8 -2 -11 -4 -5 -1 27 -13 -9 29 -3 -12 -6 -7 -24 -17 -right_child=2 3 6 11 8 10 14 22 12 16 25 21 -14 -15 -16 23 -18 -19 -20 -21 -22 -23 28 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.066336569457970299 0.0084588770360742669 -0.027906272256615711 0.051996479434713 -0.0095074750493028236 -0.041694425451522625 0.019170401785114703 0.071963499911001219 -0.014649029650271079 -0.058530617336454094 -0.080432354537481557 0.046794207405933902 -0.00394600192877751 -0.046861604189702109 -0.049489153972916373 0.080487391641798342 0.017257886900580374 -0.068248358230194636 0.061692120153451491 0.00070039278174004323 -0.05180513148275713 0.033469894774473978 0.0059403712984313186 -0.028969301146621402 0.025584252947566284 -0.036744893688645495 0.036532369720137021 -0.032872145003282553 0.037456900784626476 -0.019154789140804172 -2.2494662263453577e-06 -leaf_weight=14317.595448434353 32459.993619382381 57449.397308081388 43086.1672603935 60953.364183396101 25781.37020650506 17532.100401908159 65985.557251662016 53059.850649237633 37642.768280506134 19378.019866451621 23372.964897423983 22467.076573878527 35022.070564061403 19570.49628791213 63365.57808367908 40395.328678712249 57530.984826654196 45185.601081565022 26756.197144955397 24693.322355538607 38904.29041339457 50761.803973406553 15800.905425488949 20975.369365051389 24912.767765969038 23124.037581145763 33486.167471170425 4120.5495178103447 44406.294618576765 4022.5439026504755 -leaf_count=49018 120063 173166 234255 193051 81182 73231 417048 161133 120385 68823 117388 74850 108425 61568 418464 158805 192378 265844 85102 81356 177043 175585 47594 82498 75342 113031 102537 18610 134126 15267 -internal_value=0 -0.0314993 0.0476114 -0.0138896 -0.0549793 0.0255757 0.0683596 -0.0235379 -0.046129 -0.0665462 0.034863 -0.00216147 -0.0529065 -0.0398821 0.0761391 0.0154152 -0.0713182 0.0569596 -0.00639352 -0.0571384 0.0296068 0.00290744 -0.0184175 0.018864 -0.0305798 0.0417087 -0.0367098 0.0226399 -0.0217385 0.0156948 -internal_weight=0 623990 422530 356568 267423 204907 217623 195629 151503 115920 107054 160938 72664.8 78838 129351 97853.2 76909 88271.8 87709.6 39010.9 60556.9 73228.9 113267 65393.2 82362.2 46497 59267.5 21652.6 60207.2 44417.9 -internal_count=4197168 1985621 2211547 1119949 865672 875936 1335611 591361 474097 391575 499303 528588 228810 245287 835512 376633 261201 500099 278153 130374 268884 250435 342853 256570 248508 230419 183719 91841 181720 174072 -cat_boundaries=0 1 2 3 4 5 -cat_threshold=3 3 3 56 3 +num_cat=1 +split_feature=3 3 3 3 3 3 3 0 0 3 3 3 1 0 0 3 7 3 3 1 3 11 8 1 0 0 8 7 8 8 +split_gain=107409 18246.8 12311.2 2714.7 1829.59 1270.37 1209.14 513.97 417.23 366.154 324.661 226.588 202.558 176.119 150.891 150.729 143.289 136.723 135.918 124.664 124.243 119.213 117.856 115.369 111.971 108.97 108.513 103.44 95.5252 94.1807 +threshold=0.83591765000000018 0.22433915000000001 0.97712085000000004 0.53123140000000013 0.094632500000000022 0.94128390000000006 0.99248650000000016 0.019996100000000003 0.091994450000000019 0.33578885000000008 0.71126065000000016 0.13721455000000002 0.00071965000000000017 0.0032530000000000002 0.0013425500000000003 0.042252600000000008 0.48435972629521024 0.98580685000000012 0.9964531000000002 0.00040605000000000008 0.051534100000000006 0 71.000000000000014 0.0042830000000000012 0.0021645500000000008 0.082685850000000019 45.000000000000007 0.48074074074074075 79.000000000000014 79.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 +left_child=1 4 5 9 8 12 17 26 15 25 21 28 22 -14 -7 -1 24 -4 -8 -16 -10 -5 -2 -11 -12 -3 -6 -15 -9 -13 +right_child=2 3 6 10 7 14 18 11 20 23 16 29 13 27 19 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.072142438845603632 0.022151584766394023 -0.025646465211331473 0.052570307703667565 -0.0030014343216467031 -0.032551608105515051 0.046601297103167849 0.072576580320500378 -0.053876910331584406 -0.081406474855602429 -0.014498868714561592 0.015969153231733427 -0.04312945484301315 0.026518571384301654 0.0079728887183699755 0.043325294068729904 -0.056120343466232361 0.010996169059896276 0.062539118942423658 0.080578253720846912 0.031068498168447867 -0.069605512639907108 -0.011763583252458789 0.037537965346725197 -0.022690411421905154 -0.0018377756236462848 -0.034914098950202511 -0.04495138635418916 0.019485330696737378 -0.066019213822361561 -0.053625721382354601 +leaf_weight=7200.0945989638567 24868.430113747716 27476.301306247711 24418.85830873251 33517.615812391043 24181.882525622845 17459.097320064902 37829.954712748528 20633.574672520161 13561.173453330994 33126.828153342009 3941.4218292832375 28709.384839564562 10050.872169211507 25024.383908614516 12684.74291741848 31822.929335564375 17316.844462275505 31512.775410115719 48372.908432692289 23996.724528029561 26076.220769137144 28957.065216004848 6224.2831422239542 35745.559879094362 33932.344924420118 23571.771723598242 9966.2610250711441 11341.982164651155 9444.8980661034584 12173.269319653511 +leaf_count=24650 100131 82744 133355 107160 74673 87032 240277 65846 48360 100432 14043 88804 41070 97173 61405 105751 59869 187258 320415 114007 87186 90634 26580 107879 115940 71286 31250 44265 30646 37991 +internal_value=0 -0.0312211 0.049229 -0.0129192 -0.0548826 0.0271955 0.0696373 -0.0462509 -0.0664167 -0.0235076 -0.00212796 -0.0511018 0.0189856 0.0148017 0.0389492 -0.0590766 0.00346074 0.0581869 0.0770667 0.035307 -0.073643 -0.00706506 0.0252317 -0.0187504 1.53439e-05 -0.0299259 -0.0361705 0.0115634 -0.0576897 -0.0462548 +internal_weight=0 421355 273785 237586 183770 131651 142134 105109 78660.4 119920 117665 70961.1 77510 46417.2 54140.6 39023 55190.6 55931.6 86202.9 36681.5 39637.4 62474.7 31092.7 68872.4 37873.8 51048.1 34148.1 36366.4 30078.5 40882.7 +internal_count=2798112 1345144 1452968 749987 595157 571663 881305 329210 265947 362341 387646 223287 309219 182508 262444 130401 189852 320613 560692 175412 135546 197794 126711 208311 129983 154030 105923 141438 96492 126795 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 Tree=32 num_leaves=31 -num_cat=4 -split_feature=0 0 0 2 0 0 0 0 2 10 10 10 11 8 2 8 1 4 10 8 11 1 3 11 11 8 9 9 8 10 -split_gain=81117.8 8109.41 6003.98 1760.81 1116.31 718.394 616.933 442.537 324.875 298.698 292.961 251.872 248.602 222.67 219.878 218.231 225.983 214.154 201.774 195.161 191.28 183.139 169.536 165.527 163.164 156.978 142.811 140.318 137.348 134.528 -threshold=0.031405808897872055 0.21490439486673943 0.0058233944893070566 0.038041709392801847 0.071782454800452838 0.014623776590740602 0.0019039742849653897 0.48824191039376336 0.0059365380593775705 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0 88.500000000000014 0.88309789110949655 49.500000000000007 0.0064615333810629236 0.050641025641025648 1.0000000180025095e-35 85.500000000000014 1 0.0066758705219622455 0.11888702017186355 2 3 100.50000000000001 1.0000000180025095e-35 1.0000000180025095e-35 46.500000000000007 1.0000000180025095e-35 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 1 1 2 2 2 2 2 -left_child=2 4 6 8 9 11 -1 18 -3 13 15 23 14 24 -7 20 -17 -9 19 -5 -6 -21 -10 -4 -2 -14 -20 -12 -22 -8 -right_child=1 3 5 7 10 12 29 17 22 -11 27 -13 25 -15 -16 16 -18 -19 26 21 28 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.07136864551827081 -0.016530413873625412 0.095446311621742774 -0.04963419021156746 0.032979829457703579 0.027944446471806963 -0.010571592693945295 -0.057432520484906602 0.049481734731873922 0.072489244566506572 0.02548379554649928 0.050048680190127828 -0.010125470014629004 -0.028715938798626175 0.01123414322166146 0.036812493993436814 0.017960543951990142 0.039421387009107564 0.064203910188952593 0.062965173483838038 0.034934551606967131 0.035973259299432757 0.054737453456308108 0.049414677818551543 -0.035307330803625463 0.00016480104388198757 -0.0092528194557852973 0.038873211157440558 0.024837126027278607 0.0086708170135690304 -0.033791768761583588 -leaf_weight=69792.097143944353 9608.3411709442735 5666.5133647918701 12671.889483124018 30747.53479206562 9196.0630898177624 10129.213997609913 38919.969209931791 41480.662169754505 19836.065800115466 4762.3442057445645 5525.664158269763 2981.8675619475543 17699.214403484017 10154.557320177555 1084.1137372776866 9545.7280120179057 10096.128365658224 12970.007343947887 6138.8436875492334 8439.0292055606842 2011.6625651270151 10456.621726453304 3793.0353229641914 23377.624892372638 14965.546145528555 5410.7960823886096 4106.2753520309925 3676.2796762883663 21917.124861344695 2565.7593274749815 -leaf_count=1451643 91460 17978 172441 134901 54397 100539 606161 137064 61372 34293 28890 37400 195442 81437 9710 56976 56045 41128 24728 35503 13003 42101 13090 295066 123800 58179 16378 19233 145405 41405 -internal_value=0 0.0367806 -0.0509868 0.0520684 0.0151379 -0.0287765 -0.065628 0.046464 0.0739422 0.00199827 0.0235115 -0.0380566 -0.0182234 -0.00122232 -0.00598512 0.0206402 0.0289917 0.0529885 0.0405319 0.037895 0.015688 0.0458932 0.0687852 -0.040367 -0.00636965 -0.0241485 0.053309 0.0399764 0.0109615 -0.0559704 -internal_weight=0 245094 184633 143635 101459 73354.7 111278 114339 29295.6 39490.8 61968.7 39031.4 34323.3 34728.4 11213.3 52766.7 19641.9 54450.7 59888.3 49643.2 33124.9 18895.7 23629.1 36049.5 24573.9 23110 10245.1 9201.94 23928.8 41485.7 -internal_count=4197168 1229182 2967986 524243 704939 868777 2099209 431803 92440 330990 373949 504907 363870 296697 110249 325826 113021 178192 253611 212505 212805 77604 74462 467507 215260 253621 41106 48123 158408 647566 -cat_boundaries=0 1 2 3 4 -cat_threshold=3 3 48 48 +num_cat=2 +split_feature=0 0 0 2 0 0 3 0 4 8 10 10 3 10 8 11 10 1 8 8 2 3 3 3 1 2 8 3 11 10 +split_gain=55906.4 5530.46 3854.85 1151.23 737.047 495.715 365.126 352.511 254.147 217.276 209.885 207.038 191.959 143.399 134.982 125.267 123.317 121.889 157.209 119.671 119.428 117.547 108.679 100.733 98.095 97.4792 94.8064 89.1949 83.2005 81.2293 +threshold=0.025153700000000005 0.19864990000000002 0.0055865500000000009 0.064859800000000009 0.064227150000000024 0.0018787500000000002 0.065702100000000013 0.0109598 0.37011669203450032 59.000000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.078741500000000006 1.0000000180025095e-35 59.000000000000007 0 1.0000000180025095e-35 0.0044033500000000012 57.000000000000007 31.000000000000004 0.004457850000000001 0.92855905000000016 0.88521380000000016 0.12624060000000001 0.0014762500000000003 0.16728140000000002 31.000000000000004 0.94128390000000006 1 1.0000000180025095e-35 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 +left_child=2 4 5 6 10 -1 20 16 11 -8 14 17 -6 22 19 29 27 -5 26 -2 -3 -7 23 28 -16 -17 -19 -4 -9 -14 +right_child=1 3 7 8 12 21 9 13 -10 -11 -12 -13 15 -15 24 25 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.070997113013725188 0.024259589140263445 0.098683483352607654 -0.043180086356805231 0.031586082118731311 0.045135947711485519 -0.059256982480824574 0.050965615127935793 0.0068619789950699617 0.062807119673614159 0.076072996170450755 0.025580457582676481 0.055182898674448158 0.025397305041186754 0.0032920381697012844 -0.0086604323192081053 0.029003978777381346 -0.010628873428190523 0.058307469342599762 0.052383370131531048 -0.0075013000586134169 0.07578668760838414 -0.045767227538473038 -0.0065627500717504415 -0.029180722733580362 0.018203822845391963 0.012025898124349399 0.036193821434101908 -0.022331812497150445 -0.025246855741366855 0.046093843681452314 +leaf_weight=51210.777924031019 1280.4531733393669 2849.6084158569574 15139.464562412351 12431.062263712287 3910.8250593468547 18357.717735245824 11506.040165513754 1573.3290912434459 7272.1751143932343 4920.8340649157763 3550.175629787147 11246.99693761766 14318.430390484631 2434.2359735891223 1836.6743867248297 4451.9207010120153 1516.4809070713818 2138.3455944508314 12010.727523937821 16137.207080222666 11356.626850038767 9966.4391302578151 3620.7340784370899 14331.716333635151 5229.0102548748255 14067.200263276696 20768.108374863863 2373.8774751201272 1643.3134283050895 2185.8377572894096 +leaf_count=1060395 10595 9130 188830 50904 21117 253708 38764 16170 26124 15821 24698 40866 85455 22696 15886 28439 17949 8395 43864 137749 35096 173488 45519 152070 41964 85211 82561 36236 17264 11148 +internal_value=0 0.037301 -0.0521205 0.0526236 0.0152212 -0.0651258 0.0686396 -0.0278584 0.0451749 0.0584868 0.00285765 0.0429866 0.0241232 -0.0196936 -0.000437243 0.0217768 -0.0379854 0.0400895 0.0431169 -0.00516641 0.0803795 -0.0545103 -0.0223367 -0.0255913 0.0112207 0.0160987 0.0382582 -0.0403542 -0.00959889 0.0281213 +internal_weight=0 163468 122168 96500.5 66967.7 79534.9 30633.1 42633.2 65867.4 16426.9 28033.5 58595.2 38934.2 23603.3 24483.3 35023.4 19029.8 47348.2 34917.2 17417.7 14206.2 28324.2 21169.1 17548.4 7065.68 18519.1 22906.5 17513.3 3216.64 16504.3 +internal_count=2798112 813787 1984325 351525 462262 1487591 98811 496734 252714 54585 230892 226590 231370 253719 206194 210253 243015 185724 134820 148344 44226 427196 231023 185504 57850 113650 90956 225066 33434 96603 +cat_boundaries=0 1 2 +cat_threshold=3 3 is_linear=0 shrinkage=0.1 Tree=33 num_leaves=31 -num_cat=2 -split_feature=1 1 1 3 1 0 1 3 0 1 6 1 1 5 8 11 11 0 7 3 5 7 0 5 2 1 3 8 4 2 -split_gain=28544 1968.7 1352.17 458.41 303.668 248.2 173.194 160.395 156.112 136.827 97.3872 87.7295 85.0394 81.0326 61.7379 61.587 59.8731 56.0006 47.022 40.8976 40.4033 49.0771 38.9959 38.1455 35.3109 33.568 32.7887 56.7799 39.1379 42.8933 -threshold=0.016339155956306178 0.0031956362415680294 0.071274603698661981 0.81107178753290743 0.00086931002266495995 0.022611242841299936 0.0075753861488676794 0.95151961640741767 0.082075828296617581 0.030681017085899012 0.17519181585677754 0.14692370883149389 0.0078508568755950945 0.38750000000000007 73.500000000000014 0 1 0.12548830460420399 0.075046904315197019 0.93959111919257265 0.15192307692307697 0.084119496855345921 0.13153682083793664 0.033060109289617494 0.049426046585737578 0.0016844658420012506 0.96524587455928035 232.50000000000003 0.067816091954023008 0.0055404943769021423 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 5 6 -1 14 -3 -6 10 22 13 -10 19 15 18 -4 -13 -8 24 -5 21 -11 -7 -18 -2 -9 -14 -28 29 -29 -right_child=2 3 8 12 7 9 17 25 11 20 -12 16 26 -15 -16 -17 23 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 28 -30 -31 -leaf_value=-0.068458996000773889 0.060471384406797259 -0.042366189303021308 0.049519904150301913 -0.019761802333249645 -0.056103357135906001 0.010057124357700009 -0.011133569805033744 -0.040365282783802109 0.036247039739805025 0.027680737015702318 0.042354666845596606 0.061412954465154823 0.010229978323494806 0.084632268317805681 0.067960513743579976 0.064175839974944845 0.045818711391460293 -0.029639765328138192 0.016886677346402604 0.0023156693885633059 0.064806110832863362 0.0085499696406820137 -0.0085791784361239909 0.064488166035551103 0.033403003896032894 -0.020440251469136545 0.03790446372498088 1.4924786447220404 -0.076444030062474022 0.2871589812847507 -leaf_weight=25325.411033445038 832.50855439901352 8241.1036206576973 3958.2537424713373 1659.7873876839876 13734.727302226238 2023.2787751667202 3205.0067459810525 2029.839880364947 4127.3399711027741 3865.6043089106679 2505.7380753941834 5457.3469619601965 1595.5556514076889 1626.9336240626872 784.86155724339187 17029.519520506263 9375.020714007318 3338.3162963259965 868.5243006516248 1696.9075944311917 218.7714632153511 2053.1954034864902 2522.7745941616595 1239.0529648736119 1144.4252905081958 1449.1780965356156 480.94498754478991 0.63740470446646103 0.56578809767961491 0.55001363717019558 -leaf_count=1808531 18465 356048 21233 73194 690860 55963 112378 140760 59144 81080 16131 33642 55660 6608 15871 94479 59468 124570 21638 84146 3778 43914 76891 6455 25510 91243 19436 27 23 22 -internal_value=0 -0.0492825 0.0473343 -0.0235926 -0.0614933 0.0205406 -0.0327219 -0.0512451 0.0557971 0.0128646 0.06106 0.0492518 0.00124151 0.0631325 0.0431302 0.0614659 0.0525916 -0.0205752 0.0362812 -0.00860099 0.0226043 0.0210444 -0.000284855 0.0479529 0.0448018 -0.0320656 0.0171386 0.0399752 0.608031 0.934173 -internal_weight=0 62758.5 59633.1 20219.4 42539.2 14313.9 14784.4 17213.7 45319.2 10683.6 25120.4 20198.8 5434.95 22614.7 3630.32 20987.8 16071.4 6543.32 2845.46 3356.69 6137.57 5918.8 4546.05 10614.1 1976.93 3479.02 2078.25 482.698 1.75321 1.18742 -internal_count=4197168 3556898 640270 825504 2731394 343110 592996 922863 297160 261626 138451 158709 232508 122320 81484 115712 99565 236948 65613 157340 128772 124994 132854 65923 43975 232003 75168 19508 72 49 -cat_boundaries=0 1 2 -cat_threshold=8 48 +num_cat=1 +split_feature=1 1 1 3 0 1 1 3 2 8 1 1 0 8 0 5 11 2 0 0 10 8 5 0 7 8 3 0 0 5 +split_gain=19670 1275.78 883.766 414.661 167.229 156.567 149.706 138.062 93.3722 95.2088 66.3113 61.3011 48.3343 45.6198 44.586 44.2735 38.7299 45.567 37.4224 36.3246 33.2469 36.5957 32.6931 32.5848 31.5618 30.4751 25.8385 25.3171 24.9981 23.5557 +threshold=0.014377850000000003 0.0023519500000000007 0.057934650000000011 0.89316875000000007 0.017267150000000005 0.0062267000000000008 0.00061265000000000007 0.95675315000000005 0.12387090000000002 45.000000000000007 0.030923250000000003 0.0052824500000000002 0.12808515000000001 49.000000000000007 0.0090471500000000021 0.13484848484848486 0 0.81670920000000014 0.22103985000000004 0.18805855000000002 1.0000000180025095e-35 231.00000000000003 0.25543478260869573 0.035162500000000006 1.0000000180025095e-35 25.000000000000004 0.95504095000000011 0.0035418500000000005 0.097212550000000023 0.24662162162162166 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 6 4 5 13 23 -1 -8 14 16 24 27 -7 -2 -4 20 17 -10 -18 -11 25 -22 -15 -3 28 -16 -13 -5 -6 -26 +right_child=2 3 8 11 10 12 7 -9 9 19 -12 26 -14 22 15 -17 18 -19 -20 -21 21 -23 -24 -25 29 -27 -28 -29 -30 -31 +leaf_value=-0.069492052598120344 0.036462145176663997 -0.035760423792593192 0.068161216288004922 0.0077643174392067645 0.021934572767507224 -0.012247270949975846 -0.059837376474092333 -0.032353663559057326 0.04751984922280153 0.072453576052373667 0.022665967869356748 0.0097353334353807996 -0.031977384668255497 0.068441412463203552 0.015010818339930272 0.071218543227315287 0.037562050857037871 0.26163495625445815 0.010367208593361037 0.046962347058466851 0.031844659027529462 0.12233940569470464 0.24116069155194958 -0.049790442820239519 -0.012899421734335757 0.056949716841642309 0.038021173917733186 -0.018503642617307102 0.0003453075702426427 0.067894716839708408 +leaf_weight=15451.934471867047 1695.5672192815691 2730.0317582860589 4553.4527143426239 725.48046064376831 917.5645972378552 2772.7675990220159 9367.8792050564662 2270.8476490052417 2984.5572043582797 1584.9294989481568 2865.1696304231882 625.46614391170442 2248.5340264197439 417.41650294698775 175.26129512488842 1980.36926747486 2181.5827588550746 9.9725147858262044 658.82101789116859 863.60671654716134 845.88724598661065 47.179686460644007 11.254555890336631 4205.3405646588653 1223.3890531603247 15210.290863331407 667.69576571695507 742.36109142564237 1290.8453396931291 37.182617099955678 +leaf_count=1142013 37649 121914 23496 36378 23729 97462 484985 153221 30985 13201 59663 21259 85949 8482 1180 8530 21378 147 7704 8932 6132 176 206 181949 35717 85740 25713 33965 39289 968 +internal_value=0 -0.0501648 0.0482105 -0.0264649 0.0195503 -0.0345308 -0.0630404 -0.054475 0.0560064 0.0469128 0.0114076 0.0084651 -0.0210824 0.0438307 0.0593084 0.0571007 0.0399678 0.0480724 0.0311447 0.0634627 0.0553832 0.0366254 0.0729761 -0.0442677 0.00210887 0.056472 0.0243401 -0.00552071 0.00931536 -0.0105163 +internal_weight=0 41808.3 39554.3 14717.7 8458.39 11956.7 27090.7 11638.7 31095.9 8283.47 6334.15 2761 5021.3 2124.24 22812.4 18259 5834.93 2994.53 2840.4 2448.54 16278.6 893.067 428.671 6935.37 3468.98 15385.6 1293.16 1467.84 2208.41 1260.57 +internal_count=2798112 2384808 413304 604589 205703 487274 1780219 638206 207601 82347 159366 117315 183411 46337 125254 101758 60214 31132 29082 22133 93228 6308 8688 303863 99703 86920 46972 70343 63018 36685 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 Tree=34 num_leaves=31 -num_cat=3 -split_feature=2 2 2 2 2 2 2 1 8 2 6 1 2 0 8 1 8 8 0 1 1 2 1 11 11 11 2 8 0 8 -split_gain=77515.2 12778.5 9229.1 2174.36 1925.34 1026.44 877.933 416.941 402.013 350.155 320.998 292.019 289.906 272.97 259.454 229.219 193.043 159.974 152.818 149.215 142.895 142.196 139.489 129.352 125.868 125.823 124.294 119.269 115.019 114.55 -threshold=0.086025323511293675 0.48572533319185324 0.015846665445715936 0.8231928146988815 0.20493886638619396 0.034721250163656021 0.0055404943769021423 0.035159312796306408 115.50000000000001 0.71158331319719936 0.33712121212121215 0.030681017085899012 0.33367274430425603 0.025127174002739238 79.500000000000014 0.0017234559159803595 73.500000000000014 115.50000000000001 0.031405808897872055 0.0047000671677472662 0.025421731557058135 0.0097388063639256128 0.071274603698661981 0 1 2 0.0025029415523516942 46.500000000000007 0.046229244359122762 88.500000000000014 -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 1 1 1 2 2 2 2 -left_child=2 4 6 9 8 11 26 14 13 19 15 16 18 -2 25 27 23 -9 -6 -3 21 -8 -10 -4 -17 -7 -1 -5 -14 -20 -right_child=1 3 5 10 12 7 20 17 22 -11 -12 -13 28 -15 -16 24 -18 -19 29 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.074872853628441247 0.0061550740206679222 0.031276133970396129 -0.024048092486410908 0.02967308101711795 0.01524817077610951 -0.019825670929389028 -0.057037661681246389 -0.028896092992805125 -0.010707013643194593 0.037708303975349265 0.062286445193110135 -0.052873949259851893 0.022854018132862381 -0.0044682703318727306 -0.027507202655406821 0.033157773502392532 -0.045454150856305581 -0.053672470336849798 0.0095512398625179108 0.023888045851504249 -0.067119626981001407 -0.04656212740038964 -0.033020020745079988 -0.035953577876556182 0.046591205435434768 -0.0099030581688179294 -0.066318510032380026 0.053485999125631706 0.015264896099642621 -0.0017781323403099889 -leaf_weight=33032.041965477169 47741.699717789888 66065.275824636221 18676.607938222587 2218.3777143955231 37497.575473219156 18890.186350762844 26854.463635385036 12375.038510337472 20402.341834649444 59372.811350762844 18750.232689619064 9116.8884512856603 37965.319146841764 49025.685014501214 15890.925901815295 12716.816904932261 10273.07202553004 3301.1769754290581 35549.863006353378 46632.764068901539 7088.6196954846382 25040.703853569925 3247.6899787932634 18316.933299690485 16352.985516756773 39784.931426659226 34964.922812670469 40547.537738859653 42132.995334208012 11915.815403431654 -leaf_count=368368 225270 207481 137773 6823 147620 115124 263215 63537 102846 178882 58080 55239 132353 216755 103467 38678 81644 18917 134986 147322 49144 221780 15929 139389 49816 228705 367494 124985 146761 48785 -internal_value=0 0.0221769 -0.0429941 0.0380949 0.00753138 -0.0259026 -0.0627298 -0.0192891 -0.00208353 0.0314933 0.0506348 -0.0364875 0.0145457 0.000772922 -0.0161724 0.0475935 -0.0333269 -0.0341136 0.0104766 0.0282191 -0.0538021 -0.051983 -0.0137711 -0.0299592 0.0407421 -0.0131027 -0.0704741 0.0522508 0.018862 0.00670711 -internal_weight=0 548136 273607 262657 285479 146626 126981 90242.3 120417 172071 90586 56383.5 165062 96767.4 74566 71835.7 47266.6 15676.2 84963.3 112698 58983.8 51895.2 23650 36993.5 29069.8 58675.1 67997 42765.9 80098.3 47465.7 -internal_count=4197168 1983372 2213796 812067 1171305 943795 1270001 529750 560800 533685 278382 414045 610505 442025 447296 220302 358806 82454 331391 354803 534139 484995 118775 277162 88494 343829 735862 131808 279114 183771 -cat_boundaries=0 1 2 3 -cat_threshold=7 3 40 +num_cat=4 +split_feature=2 2 2 2 2 2 2 8 2 8 1 1 3 11 0 2 6 8 11 1 2 11 6 0 1 2 0 1 8 11 +split_gain=53288.3 9181.99 5708.51 1509 1502.95 646.617 561.103 333.865 318.331 288.85 200.837 185.451 177.567 162.625 158.998 131.014 125.853 125.365 109.317 108.331 108.253 105.982 104.143 103.336 98.4419 97.8346 96.6034 94.0174 93.1038 87.6864 +threshold=0.072932700000000017 0.48877135000000005 0.013235650000000003 0.20251990000000003 0.77723160000000002 0.030363050000000006 0.0054186500000000014 65.000000000000014 0.88286385000000012 67.000000000000014 0.012301300000000003 0.030923250000000003 0.88521380000000016 0 0.023296750000000001 0.6501435000000001 0.089572192513368995 53.000000000000007 1 0.012931800000000002 0.0023496500000000004 2 0.33712121212121215 0.023296750000000001 0.017891300000000002 0.34867030000000004 0.80545445000000016 0.028629600000000002 57.000000000000007 3 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 1 +left_child=2 3 6 7 15 11 20 14 22 12 18 17 26 -10 21 -3 -15 -4 23 -9 -1 -2 -6 -5 -8 -20 -7 -11 -12 -14 +right_child=1 4 5 10 8 9 24 19 13 27 28 -13 29 16 -16 -17 -18 -19 25 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.075201025803270788 0.0099399067146013331 0.026333557264157637 -0.031488216822422359 0.026670545724160905 0.040094957657583329 -0.030911865132360092 -0.051537991529721938 -0.010279691138590095 0.062119422694746032 -0.030787415522605117 0.010880219487667148 -0.053929688027239991 -0.0080558441923990979 0.043711056181215069 -0.0050129160143063817 0.033801882993188391 0.059904847007376132 -0.047062104775260148 0.0096768854094013233 -0.027617790043966969 -0.065968103779520129 -0.00073153990860374521 0.053071035750539113 0.015664373799489619 -0.067401093472797255 0.019233167121535433 -0.008868556804593395 -0.054322583058461688 -0.0023963763643226545 -0.018951853317766904 +leaf_weight=24794.605077825487 18732.380642160773 51729.974038332701 24873.465944007039 18819.129981175065 36352.334303200245 10629.902660012245 28428.805252343416 12984.476552948356 17136.414333105087 8284.612961396575 22400.791631102562 5986.6284448280931 16931.335206434131 14932.170052349567 31491.112825632095 43027.113966941833 7072.1598165929317 6524.4932475090027 23144.774657636881 4988.0784618556499 26030.482942938805 18490.259956881404 7453.1650916337967 15603.610319748521 4536.2728990912437 19945.161007881165 2445.4785365015268 2134.7220561653376 6911.6640416830778 13171.913597106934 +leaf_count=277399 85568 165096 187218 68434 109445 54562 264537 66762 53362 55877 81874 36513 100603 46188 139407 130940 22094 52732 91568 25167 274526 91678 22462 57127 32049 69638 11769 12445 26755 84317 +internal_value=0 0.0219171 -0.0450494 0.00684581 0.0383291 -0.0277057 -0.0638819 -0.00295704 0.0481586 -0.020665 0.0148006 -0.0377999 -0.0170588 0.0547124 0.000216864 0.0297248 0.0488935 -0.0347245 0.017467 -0.0150917 -0.0704723 0.00464136 0.0423027 0.0216752 -0.0537209 0.014097 -0.0267891 -0.0356093 0.00774969 -0.0128325 +internal_weight=0 371215 174773 193511 177703 90982.6 83790.2 86686.3 82946.2 53598 106825 37384.6 43178.6 39140.7 68713.8 94757.1 22004.3 31398 77512.7 17972.6 50825.1 37222.6 43805.5 34422.7 32965.1 43089.9 13075.4 10419.3 29312.5 30103.2 +internal_count=2798112 1353565 1444547 803978 549587 596036 848511 408582 253551 319573 395396 276463 251251 121644 316653 296036 68282 239950 286767 91929 551925 177246 131907 125561 296586 161206 66331 68322 108629 184920 +cat_boundaries=0 1 2 3 4 +cat_threshold=12 3 3 3 is_linear=0 shrinkage=0.1 Tree=35 num_leaves=31 -num_cat=3 -split_feature=3 3 3 3 3 3 3 0 0 3 3 3 3 7 3 3 8 11 3 3 0 7 11 8 8 3 8 1 0 11 -split_gain=123130 23596.5 14900.7 3364.61 2934.3 1765.65 1278.06 654.585 523.729 441.948 422.922 372.127 238.592 221.888 207.035 203.337 198.244 189.335 180.446 177.468 148.893 141.637 138.353 127.455 124.284 123.256 122.282 113.089 111.839 110.278 -threshold=0.8443327296948796 0.23798882683105185 0.9733127569941401 0.53920477185453242 0.093023926079970884 0.99090731041101543 0.93250872648803329 0.050362718542042349 0.082075828296617581 0.38722097905257818 0.75652455599835966 0.15435551652463231 0.99621017927201216 0.48074074074074075 0.95812366525343096 0.044111037925337951 67.500000000000014 0 0.052660107278052572 0.98593699473788632 0.037814444418972644 0.51787994891443179 1 85.500000000000014 118.50000000000001 0.89572603379816618 73.500000000000014 0.00075924018204229736 0.0035932786317410008 2 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 1 -left_child=1 4 6 9 8 19 17 16 15 22 13 24 -7 20 -8 -1 -6 27 -10 -4 -5 28 -3 -24 -9 -19 -17 -2 -12 -16 -right_child=2 3 5 10 7 12 14 11 18 -11 21 -13 -14 -15 29 26 -18 25 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.065612816760858991 0.018731033628634625 -0.015225665198314853 0.050214363340429204 -0.0028420805763130427 -0.028705332193853419 0.068994165721284278 0.030060401669874177 -0.047702867467061122 -0.073816416398299931 -0.01392552478289953 0.014067132649368271 -0.038528246494784431 0.078163194624423254 0.0027430513582579557 0.045642523830899728 -0.046479170238710989 -0.040501663222047485 0.016655546145353344 -0.062680046208715964 0.059995113477179542 -0.011291534355825153 0.014053854998627109 -0.023084921810040931 -0.031877517657515272 -0.058491670064772898 0.025468563083451291 -0.058998444107132036 0.0068206641942418714 0.0012867779770966631 0.03458601743993174 -leaf_weight=10369.999324291945 13227.361431002617 15620.353771030903 47754.786705255508 48446.354305207729 47574.475532799959 57125.149145513773 44647.500464439392 35651.95496699214 23567.937268093228 81881.461866796017 8286.5844819098711 46063.347450345755 56398.690573424101 37627.293951123953 18664.941006749868 28746.978785678744 20336.158817321062 33145.858404502273 38025.106379657984 30335.981202706695 36619.356603771448 17368.632420599461 59115.865518510342 22862.186639368534 15242.439351677895 30446.058233216405 10708.143511280417 20065.183055832982 39416.57087893784 18455.461507841945 -leaf_count=37402 52472 47092 284831 156793 148695 400856 214621 115409 87582 247897 30255 143688 418464 121506 101373 98423 64633 132796 131185 197710 116010 62388 178193 69159 50692 135472 36983 77791 139461 97336 -internal_value=0 -0.0261619 0.0462175 -0.00955297 -0.0482387 0.0655879 0.0254418 -0.0397668 -0.0607748 -0.0193431 -0.00019481 -0.0450402 0.0735493 -0.00365109 0.0346486 -0.053152 -0.0322378 0.0176716 -0.0669413 0.0540139 -0.00647943 0.00632202 -0.0238883 -0.0255339 -0.050934 0.0208717 -0.0498769 0.0115493 0.00350687 0.0401671 -internal_weight=0 643531 370267 367245 276287 191615 178652 164868 111418 179480 187765 96957.7 113524 122693 81767.9 49825.1 67910.6 96884.5 61593 78090.8 85065.7 65071.8 97598.4 81978.1 50894.4 63591.9 39455.1 33292.5 47703.2 37120.4 -internal_count=4197168 2083446 2113722 1168754 914692 1301861 811861 523117 391575 542341 626413 309789 819320 394309 413330 172808 213328 398531 218767 482541 272803 232104 294444 247352 166101 268268 135406 130263 169716 198709 -cat_boundaries=0 1 2 3 -cat_threshold=3 8 56 +num_cat=1 +split_feature=3 3 3 3 3 3 3 0 0 3 3 8 1 0 3 3 3 7 0 3 0 0 0 7 1 11 7 8 8 0 +split_gain=84079.5 15521.2 10748.2 2248.02 1596.23 1133.45 1041.48 509.002 391.656 319.775 279.902 186.495 186.38 168.811 160.296 148.098 141.833 136.058 130.216 119.883 115.189 113.971 113.137 110.922 107.922 106.462 104.878 93.0147 89.3376 85.1307 +threshold=0.84700560000000014 0.21799425000000003 0.97972600000000021 0.53123140000000013 0.091824900000000001 0.9476034000000001 0.99248650000000016 0.12121965000000003 0.028393600000000001 0.32691125000000004 0.74608520000000011 45.000000000000007 0.00054775000000000017 0.0029930500000000006 0.13721455000000002 0.9964531000000002 0.054424250000000007 0.48074074074074075 0.0014622500000000002 0.048558600000000007 0.0051345500000000007 0.0099322000000000004 0.00079625000000000008 0.48435972629521024 0.00036045000000000006 0 0.48074074074074075 71.000000000000014 79.000000000000014 0.0021061500000000006 +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 1 2 2 2 2 +left_child=1 4 5 9 8 12 22 11 19 21 17 -6 27 -14 -9 -8 -10 20 -7 -1 -5 -3 -4 29 -20 -11 28 -2 -15 -12 +right_child=2 3 6 10 7 18 15 14 16 25 23 -13 13 26 -16 -17 -18 -19 24 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.062251506059473743 0.022158519291923275 -0.017980849914580165 0.060268322451408431 0.0016679775841427135 -0.03127645340859804 0.043904656086538665 0.069454451963232813 -0.055504466345312579 -0.073780101895557879 -0.012575521145762478 0.016145734744470699 -0.043865126727027706 0.025281606968103765 0.0052476497850864924 -0.043891222239384992 0.07827716371663701 -0.06230339057210265 0.0013794929183838208 0.042086021777578385 -0.047363887376537413 -0.010088098693945571 -0.029089593624186796 0.050325039534071685 0.011936439367700178 0.029441277023509661 -0.02028435958661489 0.019214134742271335 0.037260146215905558 0.019986284217632655 -0.00028202835898844626 +leaf_weight=7499.8840778619051 21499.925240084529 12143.532791018486 23077.956618890166 10353.673576980829 38213.308092147112 19497.961645886302 34093.6787250489 22053.365652173758 17558.132949709892 39635.719054490328 3540.4699718505144 17004.985066726804 11575.291946291924 21754.561611190438 25778.67668235302 43049.929523229599 27845.287361085415 23235.465191423893 9915.3180788606405 19399.982717931271 42740.2224611938 38567.334435731173 22697.898106381297 14873.168579503894 21142.440350949764 32964.821575045586 12209.243005245924 5033.3606693446636 5071.356283724308 28935.374010264874 +leaf_count=26669 90433 36663 146475 33770 120300 104671 240277 72911 65508 119763 12995 54757 49567 86208 81546 320415 96307 74278 51513 66411 135009 117310 140676 52767 107034 99353 49435 22938 21268 100885 +internal_value=0 -0.0269346 0.0461794 -0.0107819 -0.0496862 0.0258616 0.0672874 -0.0416944 -0.0610765 -0.0203363 -0.00125575 -0.0351533 0.0182348 0.0146758 -0.0492456 0.074378 -0.0667416 -0.00500259 0.0374994 -0.0515147 -0.00779558 -0.0264294 0.055338 0.00478438 0.0334782 -0.0160803 0.0115308 0.0250233 0.00803394 0.0015089 +internal_weight=0 422343 250619 246990 175354 127699 122919 103050 72303.3 123311 123678 55218.3 77143.7 50610.5 47832 77143.6 45403.4 76329.4 50555.7 26899.9 53093.9 50710.9 45775.9 47349 31057.8 72600.5 39035.2 26533.3 26825.9 32475.8 +internal_count=2798112 1367202 1430910 782793 584409 583067 847843 329514 254895 373089 409704 175057 319849 206478 154457 560692 161815 243057 263218 93080 168779 153973 287151 166647 158547 219116 156911 113371 107476 113880 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 Tree=36 num_leaves=31 -num_cat=5 -split_feature=0 0 0 0 0 0 0 0 2 11 3 10 10 2 8 10 11 8 11 4 11 10 8 8 2 11 2 8 3 2 -split_gain=66895.4 6259.57 5554.97 1598.54 685.903 630.65 603.714 374.367 337.129 282.737 242.673 242.063 238.014 195.695 190.981 200.177 185.847 177.893 168.833 163.64 158.34 154.488 151.562 146.326 146.469 132.693 126.15 125.69 120.29 122.848 -threshold=0.030217252782945205 0.17746221267216769 0.0058233944893070566 0.80717297168996105 0.068406455436827912 0.0015989199742153816 0.014623776590740602 0.39378468375816994 0.0088180304355853466 0 0.093023926079970884 1.0000000180025095e-35 1.0000000180025095e-35 0.86743602596990799 94.500000000000014 1.0000000180025095e-35 1 124.50000000000001 2 0.10960960960960962 3 1.0000000180025095e-35 94.500000000000014 46.500000000000007 0.13646634295908436 4 0.95268957704345614 46.500000000000007 0.93724911927414156 0.88309789110949655 -decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 1 2 1 2 2 2 2 1 2 2 2 2 -left_child=2 4 5 7 9 -1 11 16 -5 13 -6 20 18 -2 15 23 -3 25 -8 -10 -4 -7 27 -9 -25 -12 -13 -11 29 -22 -right_child=1 3 6 8 10 21 12 14 19 22 17 26 -14 -15 -16 -17 -18 -19 -20 -21 28 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.070973786332110961 0.0096993781043385602 0.039617104026848857 -0.04763474450614729 0.082175626196720447 0.035849705095713329 -0.056567084869149298 -0.030076665242115181 0.056607374133241128 0.05277379039110424 0.019801383494784663 0.023333400671701553 -0.011762225447306242 0.0087544092171388168 0.05431426431541006 0.052377167033087174 0.052442876411388006 0.028165968329739773 0.050754007513144697 -0.014166563664965846 0.071374800912295769 -0.038952327749302823 -0.031803575405290635 0.0077166070715257761 0.041855941433274077 0.028869758803141188 0.011339266759959249 0.11544579927296608 -0.011623951688541903 -0.013790197300828814 -0.014649963932881732 -leaf_weight=57493.789861869067 11442.380958713591 25720.853546470404 11986.337697803974 8056.7840813100338 7112.300218872726 41164.354538086802 10656.953235425055 3573.4916545897722 15795.064579963684 1370.9751676768064 13116.359820075333 2829.2966430708766 3176.5763165950775 1075.5683005526662 19965.471448481083 11380.564073204994 32390.086086109281 1426.9324072450399 18018.119111243635 6750.9613561034203 17333.52443542704 2683.4744918048382 7121.5342841222882 17353.776438623667 17387.219304174185 31365.377492912114 80.166275404393673 17763.40992462635 2772.8945316635072 2363.6831490546465 -leaf_count=1352202 87556 112523 172441 26508 40123 699718 126823 12225 48060 12430 76018 36827 30437 7326 64200 37847 147158 8230 189556 20624 220295 47289 59211 57742 61693 202806 573 163956 45548 29223 -internal_value=0 0.0320467 -0.0491699 0.0440894 0.0112694 -0.0640847 -0.0273331 0.0391726 0.0646178 0.00116117 0.0186615 -0.0359556 -0.0172178 0.013522 0.0441164 0.0407976 0.0332461 0.0159987 -0.0200949 0.0583435 -0.0382944 -0.0550516 -0.0047354 0.0373386 0.0353566 0.0148838 -0.00825718 -0.00937233 -0.033276 -0.036036 -internal_weight=0 250169 170559 158374 91794.8 101342 69217.6 127771 30602.8 38773.9 53021 37365.9 31851.6 12517.9 69660.5 49695.1 58110.9 45908.7 28675.1 22546 34456.4 43847.8 26255.9 38314.5 34741 44481.7 2909.46 19134.4 22470.1 19697.2 -internal_count=4197168 1246236 2950932 588580 657656 2099209 851723 493388 95192 330479 327177 504907 346816 94882 233707 169507 259681 287054 316379 68684 467507 747007 235597 131660 119435 278824 37400 176386 295066 249518 -cat_boundaries=0 1 2 3 4 5 -cat_threshold=3 7 48 48 3 +num_cat=3 +split_feature=0 0 0 0 0 0 0 2 0 10 3 10 3 3 4 8 11 3 2 4 1 3 4 11 2 11 1 10 2 1 +split_gain=46185.5 4277.49 3582.94 1046.44 459.999 451.09 323.697 268.532 234.499 173.564 168.501 155.597 134.683 126.848 115.486 111.771 110.635 106.143 105.334 100.903 104.275 98.3374 96.7729 94.401 89.68 89.2993 83.6781 83.3385 77.9019 74.4955 +threshold=0.024210950000000005 0.16040195000000004 0.0043229500000000008 0.77306940000000013 0.0099322000000000004 0.058306650000000008 0.0014622500000000002 0.010912100000000003 0.38373260000000003 1.0000000180025095e-35 0.083790900000000015 1.0000000180025095e-35 0.94128390000000006 0.88521380000000016 0.33687943262411352 59.000000000000007 0 0.97209670000000015 0.87551745000000014 0.10960960960960962 0.0036177000000000002 0.12274470000000001 0.10960960960960962 1 0.16286895000000004 2 0.043297350000000005 1.0000000180025095e-35 0.95492530000000009 0.0013159500000000002 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 1 2 2 2 2 +left_child=2 5 6 8 12 9 -1 -5 14 15 -7 13 18 21 25 23 -12 -8 -4 20 -9 -6 26 -2 -18 -3 27 -10 -13 -17 +right_child=1 3 4 7 11 10 17 19 22 -11 16 28 -14 -15 -16 29 24 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.070866557319537574 0.0014879289020232349 0.037623158786299099 -0.046252913852114927 0.07901912083049234 -0.010254329592466589 0.038329301176141348 -0.059752319635320572 0.033573046749797476 0.035695094412803934 0.022717755229503658 0.022575693501057609 0.00023122945823823789 -0.022988688205265652 -0.0063753684197897786 0.051015778297807381 -0.010113410704029775 0.023560756969196121 -0.043711868644015724 -0.023764349156371725 0.068005223865551315 0.05594087125212454 -0.029472945741222348 0.053680946959671766 -0.013765560947279935 0.006113778773680475 0.027398878096732329 0.049834592822467307 0.049648931773529303 0.092975995905734521 0.015121636799707404 +leaf_weight=40689.672576595098 8037.7596629783511 15412.962026908994 15765.429706037045 7144.181066006422 3243.3604086041451 3914.6298058405519 20046.905910294503 2649.8359169065952 19237.102352678776 3317.8137117996812 14535.953022420406 2446.3914880603552 3988.5701133199036 4010.742849946022 3448.7364634722471 1524.1350985169411 3923.4907724931836 5194.1778062954545 2399.8307726308703 4988.4513308405876 9763.0694338679314 14863.757362991571 8688.7828696668148 8186.1053546816111 11827.235153801739 20141.106392338872 9514.5304137468338 5504.9690571725368 94.048632964491844 5032.2922499552369 +leaf_count=961452 68073 68421 211940 23298 35052 21653 318380 8065 66075 23155 87160 23846 65380 52400 14587 13658 25964 109445 30376 15196 29656 164754 28408 74016 74789 91089 31986 18368 452 41018 +internal_value=0 0.0325322 -0.0503265 0.0445826 -0.0291701 0.0112503 -0.0653479 0.0626951 0.0391574 0.00134899 0.0188057 -0.0197742 -0.0396283 -0.0224663 0.0335442 -0.00176324 0.0162822 -0.0564515 -0.0432819 0.0559932 0.0511659 -0.0260305 0.0442553 -0.00621612 0.0104532 0.0318495 0.0418646 0.0387997 0.0036647 0.00925539 +internal_weight=0 166793 112743 106494 46812.1 60299.4 65930.8 24545.5 81948.2 26098.1 34201.3 24658.3 22153.8 22117.9 39002.8 22780.3 30286.7 25241.1 18165.3 17401.4 12412.9 18107.1 42945.4 16223.9 15750.7 35554.1 34256.6 24742.1 2540.44 6556.43 +internal_count=2798112 824635 1973477 395149 584200 429486 1389277 76215 318934 219920 209566 276504 307696 252206 174097 196765 187913 427825 242316 52917 37721 199806 144837 142089 100753 159510 116429 84443 24298 54676 +cat_boundaries=0 1 2 3 +cat_threshold=3 3 3 is_linear=0 shrinkage=0.1 @@ -787,186 +775,184 @@ shrinkage=0.1 Tree=37 num_leaves=31 num_cat=1 -split_feature=1 1 1 3 3 1 2 1 8 3 1 11 5 1 1 8 0 5 0 3 0 7 3 10 2 6 4 0 8 5 -split_gain=23766.7 1677.63 1197.93 476.454 224.938 198.86 186.724 181.631 126.731 125.951 102.932 80.3719 78.4533 69.706 68.44 53.4587 48.111 47.9479 49.0136 46.1034 45.8363 44.1455 41.9123 40.6077 39.5166 38.8272 37.7163 35.0879 35.0161 38.6536 -threshold=0.01417180368562233 0.0023253963490163076 0.048572423354899981 0.81107178753290743 0.82232695664943556 0.00057590345489272408 0.10861735845092139 0.0068863626981749476 67.500000000000014 0.95151961640741767 0.0049671310468796604 0 0.15192307692307697 0.11250486456015091 0.026934322483942435 37.500000000000007 0.059913150215792556 0.13961038961038963 0.0087159764097386964 0.93959111919257265 0.20464055779332538 0.084119496855345921 0.96118147580274782 1.0000000180025095e-35 0.81387133466728434 0.30094339622641514 0.07634032634032635 0.11988279031002896 70.500000000000014 0.25543478260869573 +split_feature=1 1 1 3 3 1 3 1 1 3 1 11 6 0 1 0 3 5 0 2 0 5 8 3 8 8 7 1 8 2 +split_gain=16372 1080.88 802.48 359.677 152.957 152.065 148.991 116.115 90.2617 61.9485 57.7291 46.4123 41.0251 40.2591 39.6358 37.9489 36.9498 32.289 31.8586 31.7002 31.2349 30.3519 29.3175 27.7786 27.6778 27.4732 40.704 24.0387 23.949 26.1766 +threshold=0.012301300000000003 0.0023519500000000007 0.047554800000000008 0.89316875000000007 0.66514975000000021 0.00061265000000000007 0.95675315000000005 0.0062267000000000008 0.13992520000000006 0.54202460000000008 0.020131650000000004 0 0.10172413793103451 0.18805855000000002 0.0045347500000000006 0.0024750500000000008 0.90802980000000011 0.014558022622538754 0.050429200000000007 0.012848450000000003 0.058306650000000008 0.13484848484848486 59.000000000000007 0.96586810000000012 67.000000000000014 155.00000000000003 0.24837662337662339 0.0011435500000000003 45.000000000000007 0.15448890000000001 decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 5 4 7 12 -1 11 -3 13 -7 19 -4 14 24 27 -13 -9 18 -17 -5 -10 -16 -12 26 -8 -15 -20 -2 -6 -30 -right_child=2 3 6 10 28 9 8 16 20 -11 22 15 -14 25 21 17 -18 -19 23 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 -leaf_value=-0.069309658572250105 0.0046716776606177002 -0.044623536124968867 0.040927528987983991 -0.030818125734885966 0.032055879238799573 -0.059105081197355004 0.020121107942239619 -0.010606581279285411 0.059293638224258087 -0.038579100667571871 0.0010816458062905961 0.012137451515316517 0.059505567017597877 0.04071572005896458 0.019995613160715409 0.063718598879961216 -0.029206376969221327 0.066380207897750107 0.053551860731430416 -0.0057775987413816775 0.038822711236806591 -0.00083914817006580883 0.025682529246587718 0.03270272072371163 0.089655211381648087 0.019027541194164277 0.038920572400701237 -0.012278579335303207 0.055398866092402993 0.21653716969678746 -leaf_weight=18555.714703138918 2312.8982303906232 9880.1279853302985 6265.4297650642693 1350.9812886891887 2044.7679818626493 12540.28783031553 3641.3479133024812 2140.7918846365064 3164.8383499197662 3925.2084455927834 2293.0348418019712 303.36093059927225 260.75016002170742 7155.6686254441738 2945.971120281145 3572.5849820971489 3968.9689279776067 2954.9073933847249 17796.773318957537 1613.3102661147714 1671.4607271775603 1553.1222841516137 992.1890974175185 1141.2158922702074 83.606981873512268 933.08551289886236 1955.4082286059856 2587.4841953217983 587.46082776598632 15.273525247350333 -leaf_count=1510926 66568 461009 34166 70752 52478 697374 61607 78654 26419 305546 88307 1960 6155 56469 66481 21064 155959 12877 99730 94047 17602 36658 44867 8245 1354 8017 13257 84367 13925 328 -internal_value=0 -0.0485713 0.0404583 -0.0270918 0.0124761 -0.0622113 0.0472593 -0.0362424 0.0385833 -0.0542119 -0.00367926 0.0515093 0.00539881 0.0330012 0.00389784 0.0538665 -0.0226892 0.0543478 0.0528945 -0.0171899 0.0522187 0.0128033 0.0085115 0.0510437 0.0216818 0.0382139 0.0521034 -0.00427834 0.0382998 0.0594822 -internal_weight=0 57260.6 62947.4 22239.4 12307.7 35021.2 50639.7 15989.9 16650 16465.5 6249.52 33989.7 9660.23 11813.7 9399.48 27724.3 6109.76 27420.9 24466 2964.29 4836.3 4499.09 3285.22 20893.4 3724.95 8088.75 19752.2 4900.38 2647.5 602.734 -internal_count=4197168 3507441 689727 993595 326960 2513846 362767 695622 171468 1002920 297973 191299 260229 127447 254074 157133 234613 155173 142296 164799 44021 103139 133174 121232 62961 64486 112987 150935 66731 14253 +left_child=1 5 4 7 10 -1 -7 18 9 22 -2 15 19 -9 -5 -10 -6 20 -3 -11 -13 -12 -4 -16 -22 -25 -27 -8 29 -17 +right_child=2 3 8 14 16 6 27 13 11 12 21 17 -14 -15 23 28 -18 -19 -20 -21 24 -23 -24 25 -26 26 -28 -29 -30 -31 +leaf_value=-0.068723329444563011 -0.0097139843448112023 -0.035083848275540779 0.024699127332145045 -0.0060649281905250617 0.02314885152021183 -0.058691244224524965 -0.038926889463620232 -0.013513921727710515 0.21430620685191404 0.082542294908206457 0.0098716342688663847 0.055874324053617475 0.018919018063390539 -0.033980897078244345 0.0068753830340290076 0.042159139562844158 0.046239472187039728 0.06418675446405514 -0.049015066182846699 0.049564038212061207 0.043429675191519752 0.063725489266638277 0.043508074747420196 0.034589056582927991 0.056113113909783387 0.98698939702184796 0.020226822072148987 -0.017539164309868058 0.051406194990062451 0.02149618241186595 +leaf_weight=13921.251311341301 2022.8763084094971 3014.0774627551436 2915.5491674132645 1192.2797742253169 1806.8908496517688 8787.9736333629116 1148.5312709622085 2546.257405359298 12.962521851062773 339.18794858083129 3349.8313480317593 9099.889044649899 381.69702700525522 1543.7569141760468 798.49683042243123 3861.8271207660437 1124.1780218333006 2423.4655157029629 3604.7439213488251 2072.2746784947813 5593.5692493841052 108.0281545240432 1157.7838390953839 564.71863636560738 2484.8126894086599 0.75234611332416435 1.0341402217745779 968.77250144630671 2285.9079936593771 728.79984363168478 +leaf_count=1142013 65988 139979 44588 59790 42847 484985 87918 93157 85 3858 80718 39581 5111 61556 28809 17805 26610 10415 163884 26708 34424 2340 16617 23418 13678 33 42 65303 10330 5522 +internal_value=0 -0.049483 0.0411676 -0.0264392 0.0135656 -0.0617965 -0.0529539 -0.0344856 0.048128 0.0379107 0.0037043 0.0507763 0.049381 -0.0212391 0.00725592 0.0433025 0.032005 0.0533539 -0.0426711 0.0542026 0.0518567 0.0115541 0.0300453 0.0188912 0.0473309 0.0358277 0.427361 -0.0291409 0.0430431 0.0388787 +internal_weight=0 38092.6 41769.5 13266.1 8411.8 24826.5 10905.3 10708.8 33357.7 6866.49 5480.74 26491.2 2793.16 4090.01 2557.28 6889.5 2931.07 19601.7 6618.82 2411.46 17178.3 3457.86 4073.33 1365 8078.38 566.505 1.78649 2117.3 6876.53 4590.63 +internal_count=2798112 2350887 447225 570668 218503 1780219 638206 458576 228722 96882 149046 131840 35677 154713 112092 33742 69457 98098 303863 30566 87683 83058 61205 52302 48102 23493 75 153221 33657 23327 cat_boundaries=0 1 -cat_threshold=8 +cat_threshold=2 is_linear=0 shrinkage=0.1 Tree=38 num_leaves=31 -num_cat=0 -split_feature=2 2 2 2 2 2 2 2 1 1 1 6 1 8 8 10 8 8 8 10 8 1 6 2 8 8 6 8 2 0 -split_gain=61055.3 10079.2 7697.8 1986.61 1461.88 804.622 797.4 409.6 391.293 350.721 316.72 267.239 265.666 230.828 220.782 189.759 183.703 169.464 161.203 159.572 159.303 143.082 142.561 135.052 132.21 131.355 131.087 130.941 126.958 122.692 -threshold=0.077425031798039598 0.44686186268685185 0.014829034692746603 0.84150779656813202 0.18058308055242361 0.0055404943769021423 0.033643544031260186 0.61737499230012916 0.035159312796306408 0.028747173357696519 0.030681017085899012 0.39791666666666675 0.0123545269494908 100.50000000000001 79.500000000000014 1.0000000180025095e-35 73.500000000000014 46.500000000000007 46.500000000000007 1.0000000180025095e-35 85.500000000000014 0.025421731557058135 0.37689393939393945 0.0025029415523516942 49.500000000000007 115.50000000000001 0.32916666666666672 115.50000000000001 0.92589860086895281 0.071782454800452838 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 5 7 9 23 10 -3 14 13 16 15 22 29 -8 18 -4 -9 -5 26 -14 -7 24 -1 -6 -10 -19 -11 -20 -2 -right_child=1 3 6 11 12 21 8 17 25 27 -12 -13 20 -15 -16 -17 -18 19 28 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.073277088702949827 0.0043832098184376804 0.021655387360971591 -0.027526698345652707 0.022683901072505508 0.014845373197157036 -0.049300983778761624 -0.012231297656997341 0.015386530276683101 -0.028895112749904913 -0.010787625564967174 -0.051469941126290275 0.05730407018785081 0.008294070193435716 -0.010746421962219185 -0.026534789433006852 0.021978712156275879 -0.042860064486870353 0.031026304257588823 0.042737459634922044 0.018784320399768035 -0.0049753165493102011 -0.065713988966091763 0.02356635807472619 -0.0638194738178018 0.0067057011628685968 -0.05318015662132617 0.040077740255610866 -0.029789005043992258 0.053910628373892037 -0.0050592822942624191 -leaf_weight=29140.522977858782 52332.864465937018 86010.612313657999 36116.820268265903 3293.4633049070835 73599.489943906665 44348.309703335166 51227.71062797308 6781.0229788720608 10683.275251567364 18735.324116423726 8878.8509726375341 15703.508355408907 40041.379232272506 18113.967411667109 13671.429645575583 4122.6884204447269 9970.3614139631391 82269.297662526369 41765.779023081064 8843.407232105732 11688.361294150352 6034.0774648189545 13538.423768594861 31333.427483998239 27377.977594062686 2813.8847185671329 19863.313224434853 4497.1850720494986 13442.937113314867 18670.028724759817 -leaf_count=368368 256243 275899 289103 10253 275506 455013 313637 20528 56876 84181 56870 49862 148562 95736 93962 12465 85436 248851 129079 26923 46344 44814 51062 367494 106739 16971 60001 23392 43796 83202 -internal_value=0 0.0187802 -0.0411277 0.0321044 0.00528867 -0.0606005 -0.024941 0.0269014 -0.0184663 -0.00352301 -0.0341757 0.0456396 0.0112436 -0.000670259 -0.0152444 0.0427147 -0.0308439 0.0307331 0.0441759 0.0316709 0.00529585 -0.0512667 0.0139304 -0.0683768 0.0126385 -0.0339581 0.0327867 -0.0144658 0.045458 0.00190033 -internal_weight=0 560691 244219 282096 278595 110856 133362 203768 78396.3 112349 54966 78328.4 166246 89116.9 64899.1 62624.9 46087.2 117757 58502.2 110976 51729.7 50382.4 114516 60474 100977 13497.2 102133 23232.5 55208.7 71002.9 -internal_count=4197168 2048624 2148544 877657 1170967 1235689 912855 632202 481446 542754 431409 245455 628213 435181 407599 195593 374539 356303 183128 335775 194906 499827 433307 735862 382245 73847 308852 107573 172875 339445 +num_cat=3 +split_feature=2 2 2 2 2 2 2 1 2 8 6 8 1 8 1 1 2 8 8 11 6 1 2 11 6 1 8 0 0 11 +split_gain=42060.5 6897.78 5204.23 1317.76 1047.21 588.347 532.802 270.187 262.567 246.934 195.529 186.183 183.499 167.557 162.038 152.507 123.844 119.118 115.186 102.499 99.6927 93.129 110.027 92.5919 92.0819 85.1398 83.6362 81.7604 79.551 77.1593 +threshold=0.07094880000000002 0.45765355000000002 0.012435350000000001 0.84357925000000011 0.17177030000000001 0.028366750000000007 0.0038998500000000003 0.024768400000000006 0.6501435000000001 69.000000000000014 0.39791666666666675 33.000000000000007 0.024768400000000006 53.000000000000007 0.011733500000000003 0.0014762500000000003 0.29341555000000002 53.000000000000007 31.000000000000004 0 0.43534002229654406 0.017891300000000002 0.0077732000000000009 1 0.32916666666666672 0.012931800000000002 67.000000000000014 0.017267150000000005 0.027256650000000004 2 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 1 +left_child=2 4 6 8 9 12 -1 13 -3 14 15 16 17 19 23 -5 28 -4 -10 -7 27 22 -8 -2 -20 -11 -9 -13 -6 -17 +right_child=1 3 5 10 11 7 21 26 18 25 -12 20 -14 -15 -16 29 -18 -19 24 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.070563409577346178 0.0065921563451586951 0.022351105978425108 -0.029300721883104026 0.047314277494570921 0.014382134639568226 -0.0078574555576050014 -0.056546320876602933 -0.02922927855091427 0.01466372073337719 -0.011035023651972285 0.057189497504889934 0.010582001736839416 -0.052079095887382909 -0.027941102294751465 -0.0098251365122740512 0.044119634704573557 0.017736540242429169 -0.04524301538738329 0.030488452927816517 -0.018821935066018335 0.020161988218632087 -0.067004124431991996 -0.044884374882154979 -0.0027771547472099194 0.040066762432428696 -0.028294478669916481 -0.051500024408640988 -0.0010638032587109644 0.0055823818354698062 0.030672563463897736 +leaf_weight=35507.739658616483 22015.606342986226 62275.453866392374 22717.620566353202 26469.524196535349 20532.730232670903 19676.594132944942 19360.930032946169 7541.9689253121614 3914.9250382483006 10505.35005402565 11130.120428532362 8925.8225387632847 5811.9657210335135 8992.6810894981027 15580.955882415175 6900.7507394254208 41230.966633021832 5905.0545540750027 52256.520766884089 15111.935951337218 3718.6429425477982 4498.2639171779156 13897.234862491488 20234.311429217458 12422.873141586781 3926.3045083582401 2171.8497845679522 18571.401801794767 20560.015814244747 12153.920212954283 +leaf_count=442537 101745 198470 184414 83400 82244 117354 213759 40302 11827 56694 35272 35218 37758 63593 70600 21283 144505 51755 157836 97267 14452 34640 136983 101983 37505 20864 13382 72681 80421 37368 +internal_value=0 0.0190373 -0.0420852 0.0325676 0.00538161 -0.0256837 -0.0617697 -0.0191209 0.0270521 -0.00402878 0.0453083 0.0113709 -0.0358792 -0.0157733 -0.00110858 0.0424035 0.0138645 -0.0325897 0.03132 -0.012628 0.00479474 -0.0534998 -0.0516733 0.00210591 0.0323281 -0.0157307 -0.0342087 0.00271652 0.00997934 0.0355817 +internal_weight=0 373326 161194 187524 185802 87929.7 73264.2 53495 130870 72262.5 56654.3 113540 34434.6 43781.2 57830.9 45524.2 82323.7 28622.7 68594.3 34788.5 31215.9 37756.4 33258.2 42249.9 64679.4 14431.7 9713.82 27497.2 41092.7 19054.7 +internal_count=2798112 1364368 1433744 582961 781407 605825 827919 331898 405638 351886 177323 429521 273927 278214 274328 142051 307170 236169 207168 214621 122351 385382 350742 203728 195341 77558 53684 107899 162665 58651 +cat_boundaries=0 1 2 3 +cat_threshold=3 3 12 is_linear=0 shrinkage=0.1 Tree=39 num_leaves=31 -num_cat=3 -split_feature=3 3 3 3 3 3 3 0 3 0 3 3 7 1 7 8 11 11 7 3 3 3 3 8 11 7 0 0 1 0 -split_gain=96234.5 20628.9 12264.5 3244.05 2369.71 1421.08 1130.41 699.178 481.065 396.972 390.722 373.812 239.686 203.685 184.548 182.22 171.907 166.295 151.254 150.585 147.388 142.264 131.885 130.423 128.763 126.503 121.621 121.524 119.431 110.645 -threshold=0.86351098553883687 0.2184733146437052 0.98024791428059566 0.54872591587154218 0.08172007879325334 0.95326632882981888 0.99296967881374554 0.039390829476267986 0.33393724955131404 0.086035785256769054 0.75652455599835966 0.13729915481756161 0.43875000000000003 0.00057590345489272408 0.51787994891443179 67.500000000000014 0 1 0.48074074074074075 0.99686702585834996 0.037535029648553549 0.98870165947510513 0.033685729546901112 118.50000000000001 2 0.48074074074074075 0.031405808897872055 0.0035932786317410008 0.00042577360300779577 0.0031050087009554831 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 1 2 2 2 2 2 -left_child=1 4 5 8 9 12 21 15 26 20 14 23 13 -2 24 -6 -7 -15 27 -8 -1 -4 -11 -9 -5 -10 -3 -12 -18 -19 -right_child=2 3 6 10 7 16 19 11 25 22 18 -13 -14 17 -16 -17 28 29 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.064267433896310552 0.023191435198926084 -0.017885492206572096 0.051001783268389861 -0.010859061470882909 -0.025596457703060856 0.043007527102807017 0.068555143016056697 -0.045282018726160278 -0.015038595442824682 -0.075942649039801913 0.013355226591637778 -0.036444570240659745 0.026115446163447867 0.017943990837036058 0.0040505638424698665 -0.037374869897070416 0.038942205673706098 0.018696748838036171 0.012709012280141286 0.076941209779040787 -0.047615443040510491 0.06032633404312842 -0.061523050836231691 -0.056367896970391643 -0.0024759591041129251 -0.0078902956366801464 -0.025872272914110192 0.0012481920074437639 0.026926876218278537 0.0024627453847436637 -leaf_weight=6322.6587630659342 26956.056088775396 30396.813286006451 37144.734599784017 26138.122730314732 44206.988062441349 33102.238636747003 45763.378950290382 36011.670640558004 83484.090593338013 7500.4321011006832 10120.800901144743 50995.524898141623 36036.731151938438 25543.244412630796 30498.493644028902 18687.110410198569 16038.170109629631 5483.9023771733046 25665.230888336897 40241.018716350198 33362.82116484642 29243.784372344613 41100.643224895 15046.470286101103 61289.324187040329 35193.126686125994 51149.964141398668 45845.844743326306 17085.678509920835 17909.56675863266 -leaf_count=23914 122388 92165 250292 82422 141771 193572 364488 121067 251995 30803 37855 163031 161177 116114 98685 61292 91406 24428 94059 336489 120064 217432 151480 52250 197759 106301 156343 164850 96017 75259 -internal_value=0 -0.0221346 0.0440851 -0.00798888 -0.0444666 0.0262699 0.064912 -0.0373894 -0.016982 -0.057689 0.00103422 -0.0425005 0.0194 0.0162112 -0.00264728 -0.0290961 0.0378809 0.0123663 0.00635254 0.0724789 -0.0502684 0.0551092 -0.0637484 -0.0485489 -0.00498377 -0.0129188 -0.0228952 0.00343758 0.0327347 0.00626565 -internal_weight=0 653016 330549 399782 253234 178156 152393 164948 200224 88286.6 199558 102054 111930 75892.8 117926 62894.1 66226.1 48936.7 81631.9 86004.4 39685.5 66388.5 48601.1 51058.1 87427.4 118677 81546.8 55966.6 33123.8 23393.5 -internal_count=4197168 2148106 2049062 1282434 865672 880361 1168701 539411 606804 326261 675630 336348 499366 338189 378866 203063 380995 215801 296764 700977 143978 467724 182283 173317 280181 358296 248508 202705 187423 99687 -cat_boundaries=0 1 2 3 -cat_threshold=56 56 3 +num_cat=2 +split_feature=3 3 3 3 3 3 3 0 0 3 3 3 11 0 3 3 11 7 1 1 3 8 8 8 8 3 0 0 8 0 +split_gain=65906.6 13814.5 8603.04 1949.65 1530.83 1026.89 712.637 483.074 414.82 320.658 228.707 199.416 170.157 145.417 139.663 133.495 118.32 116.126 111.233 105.055 99.2677 95.6753 95.1538 94.3756 88.8702 88.4337 86.7412 86.2246 83.4369 82.2836 +threshold=0.87219045000000006 0.22433915000000001 0.98406160000000009 0.5744653500000001 0.094632500000000022 0.95335565000000011 0.9943008000000001 0.012107100000000001 0.038399950000000009 0.39429750000000002 0.76179110000000005 0.13721455000000002 0 0.0010670500000000002 0.057237950000000003 0.042252600000000008 1 0.45080645161290328 0.0035178500000000008 0.00023215000000000003 0.99065520000000007 79.000000000000014 73.000000000000014 77.000000000000014 77.000000000000014 0.99702130000000011 0.028393600000000001 0.0109598 31.000000000000004 0.040085800000000012 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 4 5 9 8 12 20 -6 15 18 17 22 -2 -7 -10 -1 -12 26 -3 -15 -4 -13 -9 -14 -21 -8 -5 -11 -17 -20 +right_child=2 3 6 10 7 13 25 11 14 27 16 21 23 19 -16 28 -18 -19 29 24 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.060227044627663373 0.023880848170650032 -0.016068709524150272 0.051864608780923693 -0.0016866400544325345 -0.025003177909379289 0.044531745720029922 0.069149842279239052 -0.042650773311212448 -0.068593743184228867 -0.005052756189631533 0.010578022588793723 -0.03317841787565616 0.011376984151703079 0.042682695668852549 -0.056987850159228776 -0.019218791265217836 0.0013250829145064773 0.0034900076653082098 -0.016664229276909852 0.027325699555775143 0.061483673412172569 -0.043511620046524112 -0.054270360223283798 0.02436066852170499 0.042401211448474425 0.077021346506379762 -0.010305856446160097 -0.013312566359970383 -0.044553728162265015 -0.026633220970243062 +leaf_weight=5613.9942558854818 30871.132283046842 30031.481831848621 22563.977277085185 26825.759817034006 27148.888859331608 17375.245867237449 26123.668110303581 20151.300311952829 17522.604151666164 17795.165898472071 27597.627472579479 30589.177073001862 29973.218179151416 8940.833223477006 25396.990482524037 1379.0959895700216 27694.155904069543 21012.795529961586 11234.718211233616 21147.717007920146 20453.843565896153 12672.626162737608 10838.161137372255 6884.2374127954245 4797.3732940852642 31461.377437502146 20674.415569841862 43612.734876066446 22643.770564928651 31477.692071318626 +leaf_count=20946 139846 90838 154390 87291 86727 102702 210080 67094 68925 54323 102698 97170 125194 51052 90767 4834 97771 68063 34003 115847 152450 40988 37231 31825 27702 263943 65175 131875 80475 95887 +internal_value=0 -0.0225749 0.0446086 -0.00788847 -0.0443531 0.0265259 0.066176 -0.0364178 -0.055443 -0.0162402 0.00116123 -0.0405914 0.0183996 0.0370573 -0.0617261 -0.0463437 0.00594563 -0.0026999 -0.0207322 0.0333346 0.0564382 -0.0362053 -0.0467146 0.0137983 0.0301132 0.0734504 -0.00543815 -0.010919 -0.0430993 -0.0240111 +internal_weight=0 431913 220593 257957 173957 119990 100603 101400 72556.5 134152 123805 74251.3 67728.6 52261.2 42919.6 29636.9 55291.8 68513 72743.9 34885.9 43017.8 43261.8 30989.5 36857.5 25945.1 57585 47500.2 61407.9 24022.9 42712.4 +internal_count=2798112 1423081 1375031 827924 595157 594168 780863 329210 265947 406926 420998 242483 296865 297303 159692 106255 200469 220529 220728 194601 306840 138158 104325 157019 143549 474023 152466 186198 85309 129890 +cat_boundaries=0 1 2 +cat_threshold=12 12 is_linear=0 shrinkage=0.1 Tree=40 num_leaves=31 -num_cat=5 -split_feature=0 0 0 3 0 0 0 2 0 8 4 10 10 10 11 10 8 9 2 11 2 3 11 11 11 3 3 8 3 2 -split_gain=55477.2 5375.14 4572.88 1395.07 580.909 566.257 465.478 435.304 409.553 293.235 268.494 257.776 221.269 213.34 206.32 201.81 177.307 175.711 173.432 157.029 138.494 137.141 137.081 132.167 127.445 137.75 123.325 107.554 104.14 104.201 -threshold=0.02605857769057477 0.15297846515904764 0.0047665753892598859 0.068402047414194769 0.054874212430491516 0.011787538038820588 0.0015989199742153816 0.019822284246409503 0.35404545533873744 85.500000000000014 0.29570747217806048 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0 1.0000000180025095e-35 88.500000000000014 1.0000000180025095e-35 0.12638289110209347 1 0.0033907685451031286 0.093023926079970884 2 3 4 0.94386509177857814 0.97949458920311361 46.500000000000007 0.92472820677470235 0.85927092440190056 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 1 1 1 2 2 2 2 2 -left_child=2 4 6 7 11 15 -1 20 23 12 14 16 27 19 -6 24 22 -14 -11 -7 -3 -16 -2 -5 -4 -26 -8 -10 29 -21 -right_child=1 3 5 8 10 13 26 -9 9 18 -12 -13 17 -15 21 -17 -18 -19 -20 28 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 -leaf_value=-0.069924673621537106 -0.020676924864699138 0.08978467193055259 -0.049303309356374669 0.031855180000908215 0.0037017986187929419 -0.032015213572493567 -0.057353420251650022 0.046417640802379423 0.045849393099933217 0.056676821736461949 0.037662506363635717 0.021246107989754542 0.056032469099770443 0.004562899280776871 0.032922705122092388 -0.011226482193993248 0.0062884723660300377 0.02811891421300159 0.039511588086140366 -0.022349981369778914 0.064018634254255996 0.01414101479276543 -0.0043371957525134711 0.021945809993736937 -0.038852721064333302 -0.014598304524314163 -0.040361915880252092 0.028768424106529463 0.0072289733668923417 -0.00019303699428452947 -leaf_weight=51502.653478160501 8322.6185251772404 2538.7476127147675 10701.842838168144 24635.598283588886 19273.432284452021 10959.615892384201 29015.761604964733 23290.033857151866 4073.563544973731 10284.526727810502 4380.796755425632 3993.5994474291801 6811.4313860535622 3235.4614028632641 4541.9539864510298 2573.9770069234073 8701.9752040207386 3371.2603383511305 13763.251449376345 15020.966746885329 11700.494326606393 26990.8447548002 13424.303460858762 30342.210706710815 18248.089874032885 2686.291157990694 5008.9746262691915 38784.905322805047 1627.2730239070952 2471.7921376898885 -leaf_count=1352202 87645 8978 169472 110794 136081 142251 509427 78199 13783 32097 27519 30835 22486 33261 26179 36319 75552 11219 45442 167813 38519 170880 119925 143668 252411 49115 122294 132886 22913 27003 -internal_value=0 0.0273567 -0.0485697 0.037825 0.00754882 -0.0291164 -0.0639284 0.0548388 0.0329902 0.037693 0.0139088 -0.00264178 0.0335402 -0.0198367 0.0118606 -0.0381532 -0.00577486 0.0467909 0.0468527 -0.0224613 0.0686125 0.016841 -0.010602 0.026396 -0.040344 -0.0357233 -0.054852 0.0303919 -0.0169593 -0.0192191 -internal_weight=0 259226 153053 169596 89629.5 67525.3 85527.4 37529.3 132067 77088.9 55187 34442.5 53041.2 33315.1 50806.2 34210.2 30448.9 10182.7 24047.8 30079.6 14239.2 31532.8 21746.9 54977.8 31636.2 20934.4 34024.7 42858.5 19120 17492.8 -internal_count=4197168 1312687 2884481 638071 674616 900558 1983923 125696 512375 257913 360659 313957 180374 393241 333140 507317 283122 33705 77539 359980 47497 197059 207570 254462 470998 301526 631721 146669 217729 194816 -cat_boundaries=0 1 2 3 4 5 -cat_threshold=48 48 48 7 48 +num_cat=4 +split_feature=0 0 0 3 0 0 0 2 0 10 8 3 10 10 8 8 3 3 3 10 11 2 11 3 11 2 1 3 11 8 +split_gain=38329.5 3408.23 3209.69 883.21 463.945 411.784 238.935 235.259 228.158 166.228 157.101 152.983 145.972 134.781 125.445 123.716 121.459 106.849 104.371 104.336 102.494 100.336 91.996 117.943 85.8268 84.7756 81.2537 74.5941 77.1871 66.361 +threshold=0.022430050000000003 0.16040195000000004 0.0036378500000000002 0.068375250000000012 0.0096221500000000012 0.055529200000000008 0.43102805000000005 0.010912100000000003 0.0014214000000000002 1.0000000180025095e-35 63.000000000000007 0.062812200000000012 1.0000000180025095e-35 1.0000000180025095e-35 83.000000000000014 31.000000000000004 0.92855905000000016 0.92045420000000011 0.97209670000000015 1.0000000180025095e-35 0 0.12387090000000002 1 0.07352595000000002 2 0.8604925000000001 0.0030804500000000006 0.12274470000000001 3 33.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 1 2 2 2 1 2 +left_child=2 5 8 7 9 12 20 -3 -1 16 19 -7 22 17 15 -13 25 27 -10 -8 -5 -12 23 -2 -17 -4 -9 28 -6 -26 +right_child=1 3 4 6 13 11 10 26 18 -11 21 14 -14 -15 -16 24 -18 -19 -20 -21 -22 -23 -24 -25 29 -27 -28 -29 -30 -31 +leaf_value=-0.069905633498560882 0.037318137214100787 0.072297378174889612 -0.048454927901621633 0.034675626559079013 0.005732349669282137 0.041877717567880217 0.032828018230058563 0.03758056309520269 -0.060473852980230815 -0.010359960973748476 0.057595482482754458 0.038813873606625818 0.019681625713185786 0.0031521692443685946 0.049046858212535904 0.01788412335633548 -0.027657922434945664 -0.0022071676445881475 -0.0431849735519408 0.04805554091334259 0.024706609823612252 0.040041524445129033 -0.0088486725291786281 0.00074175068078666815 0.002839025183477339 -0.029390456349927374 0.054127485856628736 -0.027582523868053294 -0.026339334521322429 0.016550951798478319 +leaf_weight=35913.926239084452 960.05077401548624 6743.6779120713472 15009.239955328405 18711.515100359917 1502.2862357385457 2265.0922808423638 24071.965978205204 3955.5085715502501 15519.81298077479 1834.2490780651569 6538.1515323221684 1885.7392197772861 3401.8276378586888 2356.8854881040752 1050.7719417214394 14936.431582793593 4863.9101305268705 2385.317368183285 4505.4273246824741 5534.0435099005699 23815.151341274381 6486.7468591630459 11503.828142605722 10788.022940061986 10764.157158762217 2761.6721180230379 11882.4276330024 15095.692284628749 1487.6310865655541 5251.4496323242784 +leaf_count=950366 7621 23025 214870 79356 16336 12198 78956 13175 267643 25778 20129 11479 23950 23104 6134 88461 85498 33106 104095 17634 103421 20658 105821 92925 70276 37882 38795 176424 17102 31894 +internal_value=0 0.0282793 -0.0489233 0.0390728 -0.0297474 0.00976426 0.0344104 0.0566552 -0.0651367 -0.0393136 0.0397009 0.0167166 0.00033394 -0.0194933 0.0150349 0.0139465 -0.0416599 -0.0221006 -0.0565841 0.0356744 0.0291069 0.0488531 -0.00249669 0.00372759 0.0124315 -0.0454922 0.0499949 -0.0247244 -0.0102938 0.00733053 +internal_weight=0 170547 103236 107739 47296.9 62807.4 85157.6 22581.6 55939.2 24469.1 42630.9 36153.6 26653.7 22827.8 33888.5 32837.8 22634.8 20470.9 20025.2 29606 42526.7 13024.9 23251.9 11748.1 30952 17770.9 15837.9 18085.6 2989.92 16015.6 +internal_count=2798112 845908 1952204 395149 630100 450759 320154 74995 1322104 364028 137377 220442 230317 266072 208244 202110 338250 242968 371738 96590 182777 40787 206367 100546 190631 252752 51970 209862 33438 102170 +cat_boundaries=0 1 2 3 4 +cat_threshold=3 3 3 3 is_linear=0 shrinkage=0.1 Tree=41 num_leaves=31 -num_cat=2 -split_feature=1 1 1 3 3 1 1 0 3 1 1 11 7 1 0 3 8 11 3 5 3 7 8 1 2 6 5 8 5 2 -split_gain=19848.4 1443.96 1066.34 433.616 227.738 196.417 138.645 135.864 135.503 113.507 93.0363 80.1469 75.5601 75.3524 52.2449 43.7777 43.7665 60.2484 43.0208 41.971 39.3199 37.7424 37.0787 35.1483 34.0589 40.5803 32.6351 30.9395 30.7093 30.686 -threshold=0.0123545269494908 0.002272279542627331 0.048572423354899981 0.81107178753290743 0.81679101471297744 0.00057590345489272408 0.005553360524629708 0.039390829476267986 0.95151961640741767 0.12813527001423566 0.022479227097539963 0 0.47140522875816998 0.0045713250446715644 0.17746221267216769 0.96524587455928035 79.500000000000014 1 0.95151961640741767 0.15192307692307697 0.91569757780148586 0.10263157894736843 232.50000000000003 0.0011177395395782625 0.013896234234426387 0.091966173361522213 0.033060109289617494 76.500000000000014 0.24662162162162166 0.0074783270561342837 -decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 5 4 6 10 -1 -3 12 -7 29 28 -11 16 18 -8 -15 17 -4 -5 21 -6 -12 -17 -10 -14 -26 -13 -22 -2 -9 -right_child=2 3 7 13 20 8 14 9 23 11 19 26 24 15 -16 22 -18 -19 -20 -21 27 -23 -24 -25 25 -27 -28 -29 -30 -31 -leaf_value=-0.068548495859803216 -0.0085574030184205462 -0.045373331607527406 0.055433335259308429 -0.028729440877088931 0.022595671844456756 -0.058107533556203128 -0.018167920471005621 0.083295749431880617 -0.045223476071142521 0.0482391498196382 0.015607037610535732 0.034513463434706369 0.048888592659592479 -0.0010213523940497168 -0.035955413299278198 0.023421549531589779 0.059444309806264174 0.039919409198893821 -0.0031867627625363909 0.057244461542991169 0.037578976166266098 -0.0013708502864381387 0.29341742565710338 -0.025403950681254967 0.037662820302265573 0.012410296305441135 0.048460557657005972 0.071800368682682206 0.054608471219177057 0.025144213220098993 -leaf_weight=16745.025506546721 4602.5223419778049 7760.844659505412 5329.0335671715438 1377.7323888773099 1579.234599404037 11535.310030653141 3861.8486139830202 91.959107469767332 1894.1958285896108 8673.0980900451541 3818.1936865095049 14438.640120774508 1605.6130006499588 2300.788374107331 2884.6986114643514 899.02354118973017 4501.99058265239 5419.5425333157182 1264.685553223826 192.51069407723844 1220.0471714045852 1992.7347252182662 5.1153414230793706 1695.894399185665 2468.8986910954118 857.34796616435051 1898.2865144535899 337.21053658239543 78.275939045473933 6867.8167216256261 -leaf_count=1510926 151149 387000 31404 76391 38714 684558 156895 1615 173359 49083 90290 83928 7191 92779 123119 42701 21083 31410 79350 3753 33414 50001 173 129029 16862 6587 8938 8402 2398 104666 -internal_value=0 -0.0477988 0.0347186 -0.0269923 0.010022 -0.0610873 -0.0362586 0.0412633 -0.0528272 0.0372079 0.00306695 0.0403512 0.0476872 -0.00400253 -0.0257735 0.00630515 0.0511668 0.0476998 -0.0165045 0.0113067 0.033714 0.00978483 0.0249491 -0.0358611 0.0369276 0.0311539 0.036112 0.0449893 -0.00750109 0.0259126 -internal_weight=0 52225.2 65973 20354.7 13820.7 31870.4 14507.4 52152.2 15125.4 31969.8 10684.2 25010 20182.4 5847.35 6746.55 3204.93 15250.6 10748.6 2642.42 6003.44 3136.49 5810.93 904.139 3590.09 4931.86 3326.25 16336.9 1557.26 4680.8 6959.78 -internal_count=4197168 3456280 740888 958408 378121 2497872 667014 362767 986946 248230 297591 141949 114537 291394 280014 135653 83897 62814 155741 144044 80530 140291 42874 302388 30640 23449 92866 41816 153547 106281 -cat_boundaries=0 1 2 -cat_threshold=48 21 +num_cat=0 +split_feature=1 1 1 3 0 1 3 1 2 1 8 1 0 2 0 0 2 5 1 6 5 8 5 8 8 0 8 8 2 10 +split_gain=13709.1 919.816 719.595 356.575 154.245 119.488 138.975 108.042 72.5276 69.776 61.4236 52.1639 49.0028 38.2552 34.9255 33.1023 32.8404 31.1432 28.1411 27.7334 27.3777 25.9893 23.4993 23.2712 24.9165 23.2112 32.9838 51.0378 51.4263 74.7269 +threshold=0.010697250000000002 0.0019528500000000001 0.043297350000000005 0.88521380000000016 0.01793105 0.00057335000000000014 0.95675315000000005 0.0046759500000000008 0.048266900000000008 0.020131650000000004 45.000000000000007 0.10548565000000001 0.18805855000000002 0.01369765 0.10838450000000001 0.0090471500000000021 0.026612800000000002 0.24662162162162166 0.0037158000000000004 0.21525096525096529 0.29705882352941182 51.000000000000007 0.25543478260869573 71.000000000000014 69.000000000000014 0.0062815500000000012 63.000000000000007 65.000000000000014 0.0089131000000000019 1.0000000180025095e-35 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 5 4 7 16 -1 -7 -3 15 -6 11 19 -9 21 -12 -4 -2 -17 -15 -10 -18 -5 -11 24 25 -23 -27 28 29 -28 +right_child=2 3 8 13 9 6 -8 12 10 22 14 -13 -14 18 -16 17 20 -19 -20 -21 -22 23 -24 -25 -26 26 27 -29 -30 -31 +leaf_value=-0.068198610096495929 0.048529944155816865 -0.045967148035038437 0.053674138288587747 0.011534194931156086 -0.0099378721571468653 -0.059378332728538798 -0.029011941422753557 -0.017965417972324319 0.026437835543761591 0.0098923980244363108 0.055546906446198523 0.037273031427962781 -0.038639549829314064 -0.018671618965204691 0.039089546920702468 0.042158940976231095 0.021612029015270044 0.058676207713948596 0.0059452433200209319 0.00077968038515096498 0.10623915879495432 0.058870381146458511 0.065999215936951391 0.034397099168061378 0.45697709817167853 0.09187776106156989 1.8042052002327136 -0.076411514860334748 0.13960038411918005 0.41677947051107139 +leaf_weight=12135.552536658011 752.45339259505272 5720.6423716554418 4644.8330729529262 712.76442056056112 2842.5683490056545 7249.3150404170156 1902.6924558682367 3055.1055483873934 2624.1669696196914 3461.6579032838345 2325.5587109513581 9191.1423280984163 1835.1505023315549 813.07292581908405 2894.4466148763895 11431.103425238281 1697.164651453495 1268.1683170944452 1082.8374116271734 501.81899860501289 39.108535047620535 31.115766266360879 76.294215016067028 151.05251181405038 2.0633407458662978 5.9469459969550353 0.74448357149958677 1.1498484946787355 0.92628631275147189 0.81118225026875734 +leaf_count=1110010 18475 284539 23428 37839 96157 433375 151029 124856 41334 83744 16616 62520 80019 43342 25229 57240 40370 4783 42294 8184 894 1713 1501 8062 110 284 35 50 43 37 +internal_value=0 -0.0487687 0.0353983 -0.0282584 0.00996487 -0.0616924 -0.0530652 -0.0366375 0.0418653 0.00172876 0.0373305 0.0334778 -0.0257237 0.00346731 0.0464214 0.0464505 0.0310804 0.0438084 -0.00461185 0.0223189 0.0235182 0.0203632 0.0111023 0.052833 0.117962 0.100773 0.236892 0.474347 0.729504 1.08075 +internal_weight=0 34700.9 43750.5 13413.4 8869.25 21287.6 9152.01 10610.9 34881.2 6380.52 17537.1 12317.1 4890.26 2802.49 5220.01 17344.1 2488.73 12699.3 1895.91 3125.99 1736.27 906.575 3537.95 193.81 42.7579 40.6945 9.57875 3.6318 2.48195 1.55567 +internal_count=2798112 2317637 480475 623223 241141 1694414 584404 489414 239334 181402 153883 112038 204875 133809 41845 85451 59739 62023 85636 49518 41264 48173 85245 10334 2272 2162 449 165 115 72 is_linear=0 shrinkage=0.1 Tree=42 num_leaves=31 -num_cat=5 -split_feature=2 2 2 2 2 2 2 1 1 2 1 6 1 8 8 6 8 1 11 8 8 11 11 0 3 8 11 1 11 6 -split_gain=48197.3 8270.59 6067.87 1676.99 1312.47 777.75 529.612 438.381 371.634 322.05 294.216 235.443 228.858 228.082 198.592 192.358 189.634 185.398 171.779 128.04 123.826 123.614 123.567 123.563 158.588 123.423 122.121 112.276 108.061 105.59 -threshold=0.065805729447857148 0.42796116986153004 0.011457117203295042 0.77420079586410118 0.17192999648526772 0.026277872057148443 0.0039063423628604502 0.022479227097539963 0.028747173357696519 0.86743602596990799 0.025421731557058135 0.37689393939393945 0.0123545269494908 100.50000000000001 76.500000000000014 0.32916666666666672 79.500000000000014 0.0032718732424237046 0 115.50000000000001 85.500000000000014 1 2 0.041039463253664019 0.15880257157815278 100.50000000000001 3 0.0023253963490163076 4 0.44722222222222224 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 1 2 2 2 1 2 1 2 -left_child=2 4 6 17 8 10 -1 14 13 -5 16 12 22 23 26 18 28 21 27 -10 -14 -3 -6 -2 -25 -9 -7 -11 -4 -19 -right_child=1 3 5 9 11 7 -8 25 19 15 -12 -13 20 -15 -16 -17 -18 29 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.068753530552355044 0.0036122143293762423 0.0169081618848907 -0.023155915544444291 0.03134918946586969 0.016156109593830344 -0.0066416184486607632 -0.053095436086589287 -0.03024472160961263 -0.011737002837644561 0.036587951571317112 -0.053692604590292438 0.01986322384982718 0.0049786124561510678 -0.011192747983404141 -0.026995998390792891 0.051609209055727467 -0.045709310095735367 0.016943812444752744 0.043913779369693727 -0.030072125058697108 -0.0075366857534763607 0.026580852597785438 0.0084517842439513161 0.010317599675329072 -0.0093410757097447238 -0.052210944046098495 -0.016972239850739906 0.020013278516995699 -0.034851235491313505 0.027165923148961268 -leaf_weight=40469.062471531332 53527.3526661098 16482.299488008022 16217.591345243156 54143.61523771286 29660.071163401008 18514.00885950774 46332.186525210738 11748.261475816369 19921.418789774179 12867.426479995251 7796.7806869596243 19100.093785449862 35775.10690933466 19364.805044621229 12914.156061299145 15410.494622707367 8559.4576189517975 78639.115310519934 26350.920970261097 4708.9934784621 10147.986112385988 69862.706991672516 70201.897019669414 5256.9156718701124 18703.681697517633 3269.8405067324638 30143.780962705612 5989.1916056573391 15857.950696185231 11595.092632085085 -leaf_count=567801 272434 51244 146863 164102 111165 116153 535148 67372 92202 41616 55097 72204 133673 107433 98250 50546 82889 246749 84724 25741 41069 216776 269662 22622 88188 21227 212301 18743 147047 36127 -internal_value=0 0.0156809 -0.0400833 0.0275434 0.00361245 -0.0259806 -0.0603957 -0.0197086 -0.00427462 0.0369544 -0.0358991 0.00942345 0.00805567 -0.00148542 -0.0159722 0.0419609 -0.032485 0.021427 0.038672 -0.0152424 0.00221301 0.0247395 0.0107425 0.000940514 -0.00502799 -0.0350274 -0.0130464 0.0313069 -0.0289561 0.0182574 -internal_weight=0 577709 211823 291341 286368 125022 86801.2 76590 121483 114762 48431.8 164885 145785 96852.8 61571.9 60618 40635 176579 45207.5 24630.4 45923.1 86345 99862 77488 23960.6 15018.1 48657.8 18856.6 32075.5 90234.2 -internal_count=4197168 2147020 2050148 910627 1236393 947199 1102949 515303 608620 359731 431896 627773 555569 490677 426704 195629 376799 550896 145083 117943 174742 268020 380827 383244 110810 88599 328454 60359 293910 282876 -cat_boundaries=0 1 2 3 4 5 -cat_threshold=3 8 3 3 7 +num_cat=2 +split_feature=2 2 2 2 2 2 2 1 1 0 1 6 1 8 6 0 0 8 8 11 11 8 10 1 8 3 8 1 2 8 +split_gain=33246.8 5600.41 4176.81 1171.52 840.864 498.495 422.872 282.005 264.125 264.087 185.698 158.666 157.409 153.176 137.179 134.606 133.408 115.821 114.279 113.053 107.059 106.832 94.4395 116.891 91.6937 89.7969 81.1557 71.518 76.6309 69.2024 +threshold=0.060952800000000008 0.41918835000000004 0.010517450000000003 0.77723160000000002 0.17177030000000001 0.024116850000000006 0.0035292500000000007 0.039515050000000003 0.0018204500000000001 0.035162500000000006 0.020131650000000004 0.089572192513368995 0.012301300000000003 53.000000000000007 0.43534002229654406 0.043801900000000012 0.70460265000000011 69.000000000000014 77.000000000000014 0 1 53.000000000000007 1.0000000180025095e-35 0.011179950000000003 31.000000000000004 0.081212250000000014 33.000000000000007 0.011179950000000003 0.0064026500000000002 75.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 +left_child=2 4 6 14 9 10 -1 13 11 18 21 25 20 19 15 -3 17 -11 -2 -7 -6 -4 24 -24 -10 -5 -22 28 -8 -14 +right_child=1 3 5 8 12 7 27 -9 22 16 -12 -13 29 -15 -16 -17 -18 -19 -20 -21 26 -23 23 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.069414340127806215 0.0026699485835092514 0.023423514678925939 -0.028918971319985328 0.044987248049439682 0.016146566507595005 -0.0081745615512143072 -0.055832497158223894 -0.037198824174092142 0.0094369855471325981 -0.010696739962465583 -0.052513894200998001 0.050206400897495562 0.0057328543050884492 -0.028445987494555614 0.030016942895728028 0.016204147848023945 0.0023588101349680465 -0.0266530980735394 -0.0099678784875677946 -0.020001111726112339 0.011167728831066369 -0.044791091780292773 0.0069508327863514116 0.04466142219536786 0.033480817757937119 0.033994253245202388 0.00096337904306956147 -0.06533546766335456 -0.045284902231797992 -0.0062682246775491723 +leaf_weight=28930.168786332011 40620.29699806869 53424.335309326649 20427.497692734003 11278.864166259766 32938.5412940979 18805.32954967767 14693.907101206481 7681.1707988157868 1685.1717393994331 20810.849407494068 5460.8649521246552 14788.053028583527 22771.261318683624 8339.1998629644513 15515.991190969944 49995.615715920925 5966.5301572233438 5821.5721183568239 8685.0151381343603 14237.892148248851 29012.591296091676 5351.63414542377 3304.6148283183575 1094.1084569394588 26980.769281208515 21779.127168953419 10656.474432647228 3910.8563783615828 12966.245875887573 6089.8445955663919 +leaf_count=409473 204865 166928 184046 37177 123072 121015 184987 44875 5178 96463 38511 47592 85216 64183 48352 157112 27061 31268 50474 98487 110649 51620 9950 3302 83134 67218 42745 33512 144790 24857 +internal_value=0 0.015984 -0.0408381 0.027564 0.00336382 -0.0258886 -0.0606808 -0.0196017 0.0368468 -0.00417334 -0.0357625 0.0415964 0.00944773 -0.0163354 0.021249 0.0199335 -0.0111567 -0.0141846 0.000443825 -0.013279 0.0119309 -0.032214 0.0299739 0.0163307 0.0320674 0.0377449 0.00842437 -0.0526778 -0.0508881 0.00320056 +internal_weight=0 383220 140805 199847 183373 80303.6 60501.2 49063.6 80910.7 81904.3 31240 47846 101469 41382.4 118936 103420 32599 26632.4 49305.3 33043.2 72607.6 25779.1 33064.7 4398.72 28665.9 33058 39669.1 31571 27660.2 28861.1 +internal_count=2798112 1422613 1375499 625943 796670 602737 772762 328560 253551 410131 274177 151987 386539 283685 372392 324040 154792 127731 255339 219502 276466 235666 101564 13252 88312 104395 153394 363289 329777 110073 +cat_boundaries=0 1 2 +cat_threshold=3 3 is_linear=0 shrinkage=0.1 Tree=43 num_leaves=31 -num_cat=4 -split_feature=3 3 3 3 3 3 3 0 3 0 3 3 7 3 11 8 10 0 7 7 3 8 3 0 8 8 11 11 11 8 -split_gain=75239.6 18330.9 9558.23 3047.43 2053.74 1043.71 968.652 657.95 490.639 406.085 348.106 266.085 201.506 189.73 184.899 181.481 165.407 155.022 151.449 150.521 139.288 129.124 121.261 116.328 110.476 109.837 106.76 105.922 98.9327 96.2433 -threshold=0.8884333798939642 0.21195072676701321 0.98237130801581796 0.57920791048618836 0.08172007879325334 0.95812366525343096 0.99345908184028431 0.074859727669806295 0.39716001439331422 0.010458926350996166 0.77807447221747073 0.13729915481756161 0.40192307692307699 0.040999996234582288 0 118.50000000000001 1.0000000180025095e-35 0.029159141387301406 0.45080645161290328 0.48074074074074075 0.99734014943338833 115.50000000000001 0.98913714132130448 0.01782922684142749 46.500000000000007 115.50000000000001 1 2 3 118.50000000000001 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 1 1 2 -left_child=1 4 5 8 9 12 22 15 17 24 18 29 16 -11 -7 -6 21 -3 23 26 -8 27 -4 -5 -1 -16 -12 -2 -10 -9 -right_child=2 3 6 10 7 14 20 11 28 13 19 -13 -14 -15 25 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.0089274417572866721 0.0092451404804025413 -0.013663302688307398 0.048668888506729055 0.0011597717541711764 -0.023784604355039207 0.041859576061477201 0.067013029370655619 -0.042005664758571426 -0.013824876175616972 -0.06598346845147654 0.0086553133623421194 -0.0338171106532675 0.026252791984115172 -0.053548009403707846 0.028039522569464771 -0.035519518452611802 0.00023898367583568251 -0.021002050388369501 0.004532640864681651 0.013381583008383378 0.075973915341447804 0.027407421932534239 0.057833045580044089 -0.0065384802255293757 -0.041624163336592336 0.043772737217897352 0.00037082628323055066 0.019204946845215346 -0.0067944370649608045 -0.052287412738865037 -leaf_weight=1101.0245815962553 16762.829210042953 45577.889558941126 29313.048675246537 34045.264003410935 54629.373368293047 30560.733729496598 44253.102947309613 30707.444554239511 28138.418446451426 16210.160439863801 31997.346276715398 40744.346440345049 30493.568530499935 50464.181536316872 25274.416558757424 17368.610579371452 5779.6729477196932 78118.096700817347 35904.942995280027 28705.516335621476 28529.696388684213 11617.76750972867 28455.665124326944 46355.816177755594 16819.587691918015 5382.1650828570127 30276.047480121255 29750.335342034698 69647.71552297473 12940.735843941569 -leaf_count=4039 73894 138265 217065 112066 178523 194161 397543 106037 85070 68106 123232 132741 146319 190848 153830 58542 26212 239130 117863 109962 269502 58637 233875 148745 63268 34594 111788 145482 211329 46500 -internal_value=0 -0.0183601 0.042898 -0.0059573 -0.0404275 0.026159 0.0628515 -0.0336379 -0.0141132 -0.0529794 0.00275718 -0.0396289 0.0195643 -0.0565714 0.0363288 -0.0266155 0.016373 -0.018298 -0.000867261 0.00739061 0.0705256 0.0179771 0.053183 -0.00327871 -0.0396153 0.0307917 0.00462902 0.0156217 -0.00881959 -0.045054 -internal_weight=0 669753 286173 428767 240985 155621 130552 156391 221482 84595 207285 84392.5 94404.2 66674.3 61217.3 71998 63910.6 123696 116306 90978.9 72782.8 58130.9 57768.7 80401.1 17920.6 30656.6 62273.4 46513.2 97786.1 43648.2 -internal_count=4197168 2246054 1951114 1397450 848604 833129 1117985 522343 673794 326261 723656 285278 450544 258954 382585 237065 304225 377395 378674 344982 667045 278013 450940 260811 67307 188424 235020 219376 296399 152537 -cat_boundaries=0 1 2 3 4 -cat_threshold=56 56 3 3 +num_cat=2 +split_feature=3 3 3 3 3 3 3 0 0 3 3 8 3 7 1 0 7 11 0 0 3 8 0 3 11 3 0 0 7 1 +split_gain=51682.8 12628 6310 1952.32 1351.44 652.999 603.97 531.577 294.524 290.094 266.351 186.844 179.712 145.383 133.15 124.86 124.827 123.627 109.284 106.348 97.9182 96.4726 90.9875 90.5207 85.9989 85.2 80.4829 77.3657 71.3316 71.7657 +threshold=0.90446325000000016 0.21799425000000003 0.98580685000000012 0.5744653500000001 0.081212250000000014 0.96303440000000007 0.99448850000000011 0.12121965000000003 0.082685850000000019 0.79199550000000007 0.40463745000000007 45.000000000000007 0.13325770000000001 0.40192307692307699 0.00022045000000000002 0.0005918500000000001 0.48435972629521024 0 0.010599350000000002 0.00119625 0.042252600000000008 77.000000000000014 0.0099322000000000004 0.99750045000000009 1 0.030517350000000002 0.00062845000000000012 0.0033408500000000007 0.43875000000000003 9.6450000000000013e-05 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 +left_child=1 4 5 10 8 13 26 11 20 16 18 22 -9 14 -2 -7 27 -11 -3 -16 -1 28 -6 -8 -20 -10 -4 -5 29 -17 +right_child=2 3 6 9 7 15 23 12 25 17 -12 -13 -14 -15 19 21 -18 -19 24 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.056650101117910495 0.028441491012934569 -0.011446712474793556 0.058827567531770125 0.0052602771219262129 -0.018989613692213688 0.047994704845295708 0.067551571518008072 -0.047561855585281212 -0.076616926052325784 0.012221889625088817 -0.0088906806637921755 -0.035979715056962333 -0.035713722353717059 0.027531171536817913 0.029435178349958759 0.042457915189915603 0.0045254375186803194 0.0033788295239029612 -0.016506357243918853 0.011554962361454001 -0.042307363955043489 0.0452624333214834 -0.028341963203071904 0.076116866598617369 -0.024188819929889516 -0.058472131624992686 0.049363352074194428 -0.0054296408013782722 0.038738728274975549 0.02542724197173751 +leaf_weight=6205.3842850029469 7738.0206468552351 20150.707768172026 18966.435062497854 7857.0799009203911 19950.39892488718 7851.1103341579437 28043.511193312705 24742.650724485517 2886.4279009401798 30618.996736481786 57802.104542136192 18332.69637529552 26527.439794927835 18373.92995788157 3795.4312580674887 2922.8299390673637 25030.542425990105 32727.621767580509 32680.866870671511 26921.141874134541 20434.274307549 6256.7428409606218 21736.355343967676 22032.215369403362 26721.447554022074 25015.373162180185 17074.238031871617 48940.674115628004 9264.2072169333696 16123.871602714062 +leaf_count=24296 39045 60969 151697 26489 65176 51220 254599 87349 13071 121456 175101 62107 87022 88936 19391 18443 82134 121337 99835 126237 76048 40716 71452 208637 81769 97888 133017 157544 56992 98139 +internal_value=0 -0.0183681 0.0444084 -0.00551069 -0.0402736 0.0272219 0.0642154 -0.0339538 -0.0531689 0.00257505 -0.0140568 -0.0275662 -0.0414316 0.0202139 0.0167177 0.0366105 -0.00135804 0.00765564 -0.0178104 0.0137643 -0.0456483 0.0340249 -0.0238661 0.0713201 -0.0199691 -0.0603492 0.0543439 -0.00395086 0.0315414 0.0280407 +internal_weight=0 448361 185364 282530 165831 99247.3 86116.4 111290 54541.5 145175 137355 60019.5 51270.1 56828.5 38454.6 42418.8 81828.3 63346.6 79553 30716.6 26639.7 34567.7 41686.8 50075.7 59402.3 27901.8 36040.7 56797.8 28310.9 19046.7 +internal_count=2798112 1511043 1287069 926634 584409 539119 747950 373106 211303 508960 417674 198735 174371 273609 184673 265510 266167 242793 242573 145628 100344 214290 136628 463236 181604 110959 284714 184033 173574 116582 +cat_boundaries=0 1 2 +cat_threshold=12 12 is_linear=0 shrinkage=0.1 Tree=44 num_leaves=31 -num_cat=3 -split_feature=0 0 0 2 0 0 4 0 2 10 11 2 10 10 2 4 9 10 8 8 4 11 11 3 3 1 3 2 3 8 -split_gain=46214.9 4736.65 3656.38 1183.86 558.512 518.681 443.29 316.971 305.22 284.846 243.6 239.173 231.922 206.413 198.786 193.55 191.373 182.907 167.967 159.595 150.512 146.152 134.602 132.22 120.398 105.385 104.204 123.159 103.956 100.735 -threshold=0.021870817281779188 0.13885973220435063 0.0037955813799122632 0.038041709392801847 0.052501000655660164 0.0095330138458488284 0.10960960960960962 0.0011908199524150998 0.0059365380593775705 1.0000000180025095e-35 0 0.15921943746128381 1.0000000180025095e-35 1.0000000180025095e-35 0.79466548006524318 0.13100686498855837 1.0000000180025095e-35 1.0000000180025095e-35 94.500000000000014 85.500000000000014 0.10960960960960962 1 2 0.92472820677470235 0.98024791428059566 0.0017234559159803595 0.8884333798939642 0.88309789110949655 0.81679101471297744 46.500000000000007 -decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 -left_child=2 4 7 8 10 17 9 -1 -3 11 14 19 15 21 -2 22 -11 23 28 -5 25 -7 -6 -4 -9 -10 27 -23 -12 -8 -right_child=1 3 5 6 12 13 29 24 20 16 18 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 26 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.070002825061823301 0.0012553944634500823 0.07413826753400915 -0.046278853073077213 0.0266290912718469 -0.00098979318966232305 -0.034396588381232419 0.063802814255859583 -0.059538668187563815 -0.0045290186779100364 0.04403654401412254 -0.018338475218801935 0.020538312159246147 0.028097580208552367 0.0020770119516026111 0.033475031782769282 0.026765443517222483 0.025069523709512667 -0.013318619730262391 0.0036317629710510011 0.041667023372274348 0.060091763737796212 -0.026649358553131514 0.011064117204766282 -0.030846438701203821 -0.043746699497092888 0.043283177422081189 -0.0042252495094206362 -0.00048521144577638021 -0.00073408743171312718 0.038963554915693532 -leaf_weight=39486.087622625753 10741.268868580461 4886.2720916569233 22260.672311875969 25059.062483400106 14988.078590624034 10714.312455754727 1740.2757347822189 25255.92404301092 473.69484481215477 13783.190928280354 15197.033485420048 62840.075197830796 7320.5208914130926 3104.8919815085828 2330.3382248058915 5334.1063430309296 8663.2271313369274 2327.65153356269 6971.8882431797683 9824.1779264211655 6217.0131853073835 13833.465881720185 24260.044216111302 7396.3683602996171 5968.6951325051486 17203.954220473766 3517.0468395613134 2068.0510073676705 4304.440645173192 26408.811189576983 -leaf_count=1187394 92551 18003 338312 92533 111562 152098 6205 496801 1643 49325 151296 263271 41102 34573 18111 35183 31352 36348 65473 33723 20428 164207 157717 150051 167623 56875 51339 24196 50956 96917 -internal_value=0 0.0232618 -0.0482976 0.0328051 0.00477981 -0.0312208 0.0292036 -0.064049 0.0513655 0.0265576 -0.00417341 0.0242242 0.0116013 -0.0224729 0.00699399 0.00889259 0.0367162 -0.0403115 -0.00968646 0.0308642 0.0467087 -0.0250025 0.00646354 -0.0424301 -0.05652 0.042002 -0.0197913 -0.0232466 -0.0144528 0.0404992 -internal_weight=0 268547 135933 177100 91447.7 65222.5 148319 70710.7 28780.9 120170 39545 97723.3 51902.8 33237.8 13071.6 44582.2 22446.4 31984.7 26473.4 34883.2 23894.7 30132.9 39248.1 29657 31224.6 17677.6 19418.6 15901.5 19501.5 28149.1 -internal_count=4197168 1394226 2802942 670275 723951 951124 573326 1851818 96949 470204 378387 389527 345564 426413 110662 304462 80677 524711 267725 126256 78946 391840 269279 488363 664424 58518 239742 188403 202252 103122 -cat_boundaries=0 1 2 3 -cat_threshold=3 48 48 +num_cat=2 +split_feature=0 0 0 3 0 10 0 0 2 0 8 3 11 2 10 3 2 3 3 3 3 1 8 2 4 8 9 8 11 10 +split_gain=31933.2 3228.33 2362.14 791.135 382.314 262.583 254.554 232.337 229.883 226.337 154.49 139.757 138.44 182.901 121.918 117.998 117.91 112.16 108.143 100.565 98.2252 103.564 125.216 93.2932 88.0866 85.945 85.4498 83.7406 81.9304 103.994 +threshold=0.017267150000000005 0.12121965000000003 0.0036378500000000002 0.068375250000000012 0.043801900000000012 1.0000000180025095e-35 0.32563280000000006 0.00119625 0.0066063000000000007 0.0082034500000000028 57.000000000000007 0.068375250000000012 0 0.8604925000000001 1.0000000180025095e-35 0.94128390000000006 0.15041495000000002 0.97209670000000015 0.89316875000000007 0.85223905000000022 0.80579155000000013 0.0029327500000000005 33.000000000000007 0.95492530000000009 0.056079664570230614 83.000000000000014 1.0000000180025095e-35 31.000000000000004 1 1.0000000180025095e-35 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 +left_child=2 4 7 8 12 9 25 -1 -3 15 14 -6 13 19 -8 -4 -12 -9 -11 -2 21 -13 27 -7 -10 28 -16 -23 -5 -30 +right_child=1 3 5 6 11 23 10 17 24 18 16 20 -14 -15 26 -17 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 29 -31 +leaf_value=-0.069442636030965718 -0.0067704214830551449 0.071695380523401617 -0.045214430480566253 0.014526377656308945 0.034006285162249399 -0.0074667172365516579 0.027103507959196624 -0.05988026740593521 0.040658841899960413 -0.02927781584707936 0.049505095681433187 -0.0023901306828805519 -0.011876989162167624 0.03387963193656704 0.049298382420239366 -0.024393768684329405 0.033428850973059587 -0.043084847434310278 -0.0096528162857101394 0.014900519892306561 0.025009755217063841 0.031928212743412093 0.023395753705756667 0.078498618931661657 0.055339247061237641 0.048090059463415193 0.026045588894036145 0.0037146737512351565 0.022564579986875551 0.040482690949233208 +leaf_weight=29419.578020285815 9118.8945862725377 3951.9632064700127 14572.875504724681 10470.085983216763 2596.7340736612678 3204.5434029959142 31050.132156834006 16231.330207370222 13206.657389223576 13966.011791244149 8607.3647608458996 7348.6160735487938 12752.915922939777 1646.1020847931504 4772.9480773210526 3347.2024653442204 9707.8037579357624 5266.0791321936995 3514.4639542512596 2798.5531610324979 3748.1504838168621 1150.631452858448 6115.8656781315804 131.41905445605516 5919.17613068223 1318.2674822360277 2362.6925499290228 12274.396403253078 24160.675262019038 3740.5741232931614 +leaf_count=883697 82540 14534 222397 49727 15201 40914 104900 303051 44404 174486 26947 50983 126060 13344 15563 63469 32327 135356 51762 29225 28422 7155 36953 770 19699 5862 7764 81338 113659 15603 +internal_value=0 0.0236171 -0.0495104 0.0331114 0.00460187 -0.0309007 0.0291221 -0.0636683 0.049739 -0.0334281 0.0334337 0.0117318 -0.00440236 0.00263236 0.0298123 -0.0413254 0.040984 -0.055766 -0.0253322 -0.00168147 0.00984391 0.00772993 0.0115357 -0.00408014 0.0452022 0.0229843 0.0415991 0.0061328 0.0221218 0.0249578 +internal_weight=0 178819 89653.5 119268 59550.9 38736.5 96190.5 50917 23077.8 35400.6 56500.9 33234.4 26316.5 13563.5 38185.8 17920.1 18315.2 21497.4 17480.5 11917.4 30637.7 26889.5 19540.9 3335.96 19125.8 39689.6 7135.64 13425 38371.3 27901.2 +internal_count=2798112 922210 1875902 450989 471221 553798 372352 1322104 78637 512114 187501 220052 251169 125109 128227 285866 59274 438407 226248 111765 204851 176429 125446 41684 64103 184851 23327 88493 178989 129262 +cat_boundaries=0 1 2 +cat_threshold=3 8 is_linear=0 shrinkage=0.1 Tree=45 num_leaves=31 -num_cat=2 -split_feature=1 1 1 3 3 1 1 2 3 8 1 1 0 11 7 5 3 5 8 11 5 8 0 1 8 10 6 8 0 0 -split_gain=16679.3 1305.01 894.558 448.538 214.676 173.213 147.543 121.229 118.304 88.9275 77.3607 69.9071 67.1635 59.5902 51.2472 46.3237 44.7105 42.7527 46.2524 40.328 35.2962 35.2841 34.3724 32.5791 32.0935 35.1387 32.0906 29.162 29.1291 28.6279 -threshold=0.011370457420560686 0.0018466190894299861 0.044591114278853324 0.87233117386479397 0.79153353705335838 0.0051051994669157304 0.00057590345489272408 0.12006445469762647 0.95151961640741767 67.500000000000014 0.022479227097539963 0.003900811069118645 0.11988279031002896 0 0.09262435677530019 0.14907407407407411 0.97524093841415849 0.13961038961038963 37.500000000000007 1 0.27922077922077926 127.50000000000001 0.0087159764097386964 0.27317485067352615 40.500000000000007 1.0000000180025095e-35 0.12660256410256412 67.500000000000014 0.16087931935757374 0.0036935101813469671 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 -left_child=1 6 4 5 10 -3 -1 13 -8 14 28 -5 -7 -4 24 23 -13 18 -15 29 27 -18 -20 -16 -9 -26 -24 -12 -2 -6 -right_child=2 3 7 11 19 12 8 9 -10 -11 20 16 -14 17 15 -17 21 -19 22 -21 -22 -23 26 -25 25 -27 -28 -29 -30 -31 -leaf_value=-0.067741632622247278 -0.0012052652286649076 -0.045504415804280197 0.030553859973714709 -0.01494982795854711 0.065575333876370726 -0.015674004188161113 -0.058576313864107644 -0.004732787386402368 -0.03540039883821653 0.040296404486053337 0.0030675571247334951 0.0011273839440126116 -0.035116379662385858 0.0011723093293050226 0.005615603882608431 0.046411834812699261 0.0259762693569521 0.052142136875099165 0.049095593477633252 0.017763040230161318 0.063860738554621363 0.14818428432920966 0.040185105958773643 0.026579866444281813 0.032131617903903488 0.0056958335764960115 0.02819360707473334 0.020059956647779775 -0.0162861719790591 0.033425643003942088 -leaf_weight=15151.468380031176 2700.0605855584145 8908.2414394337684 6786.2800783328712 2298.0470026955009 341.87817565724254 3865.7288920469582 8890.3184667984024 271.19467110186815 2927.9495514463633 4985.5016129240394 3700.4248462840915 2047.2208589110523 3288.0555210988969 304.83816117048264 2594.9285511374474 427.32391654700041 692.41234510019422 3189.2107851020992 3848.1205690614879 1794.7087410818785 114.44671583548188 24.460041324608028 20653.394199997187 1037.7101640030742 7140.0187081508338 540.89759657159448 2502.026773545891 1389.1014632433653 2436.5561731234193 1458.8858845401555 -leaf_count=1510926 86645 479326 36737 154634 9081 162176 569193 2877 270402 44119 91302 90290 148731 2015 35960 3400 36096 13676 22340 48411 2093 1162 115939 5753 73403 6653 16644 33313 87290 36581 -internal_value=0 -0.0466308 0.0302658 -0.028018 0.00766564 -0.0361984 -0.0612093 0.0360681 -0.0528345 0.029069 0.000347057 -0.00206168 -0.0246102 0.039259 0.0244092 0.0152679 0.00865343 0.0411726 0.0399065 0.0287139 0.00894033 0.0301461 0.0403438 0.0116043 0.0290763 0.03027 0.0388894 0.00770535 -0.0083589 0.039311 -internal_weight=0 48093.9 68217.5 21124.2 13936.1 16062 26969.7 54281.4 11818.3 16997.6 10340.6 5062.14 7153.78 37283.9 12012.1 4059.96 2764.09 30497.6 27308.4 3595.47 5203.97 716.872 27003.5 3632.64 7952.11 7680.92 23155.4 5089.53 5136.62 1800.76 -internal_count=4197168 3422936 774232 1072415 394716 790233 2350521 379516 839595 172165 300643 282182 310907 207351 128046 45113 127548 170614 156938 94073 126708 37258 154923 41713 82933 80056 132583 124615 173935 45662 -cat_boundaries=0 1 2 -cat_threshold=8 35 +num_cat=0 +split_feature=1 1 1 3 3 1 3 1 1 6 5 0 0 3 3 1 10 5 0 8 1 2 8 2 8 1 7 8 1 0 +split_gain=11560.4 778.925 637.391 346.046 152.141 109.486 134.63 81.1601 65.4126 60.7967 63.8743 51.3582 47.6878 47.1179 41.0065 37.7271 29.0894 28.2455 43.9805 25.5021 24.7353 24.4517 24.2247 23.2177 23.117 23.0879 22.9226 22.1053 21.4603 22.2981 +threshold=0.0093938500000000022 0.0018204500000000001 0.043297350000000005 0.85759630000000009 0.66514975000000021 0.00057335000000000014 0.96006965000000011 0.0037158000000000004 0.020131650000000004 0.18065268065268067 0.13484848484848486 0.018583000000000006 0.050429200000000007 0.96586810000000012 0.95153605000000019 0.09277015000000001 1.0000000180025095e-35 0.24662162162162166 0.0041960500000000006 121.00000000000001 0.0040408500000000012 0.75650105000000012 137.00000000000003 0.025760150000000002 21.000000000000004 0.014377850000000003 0.42365967365967372 27.000000000000004 0.12074455000000002 0.63874180000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 5 4 7 8 -1 -7 -3 17 10 11 -4 -9 20 25 -13 27 -2 -19 24 -5 23 -16 -10 -18 -6 -24 -17 29 -11 +right_child=2 3 9 13 14 6 -8 12 21 28 -12 15 -14 -15 22 16 19 18 -20 -21 -22 -23 26 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.06734854168463289 -0.012604866270422231 -0.048302946494910709 0.043605815842667893 -0.020839114473545625 0.0043845551974716424 -0.058520911562206505 -0.026372267456207805 -0.018057882506041827 0.036939119729940878 0.0076374744918432718 0.052963662913858359 0.023890968367289853 -0.037517139220933832 0.016029141073708768 0.044958339754546203 0.010878824524583599 0.19786130480150499 0.90997739806860511 0.053835782813823486 0.10174093796782202 0.0024270823825944172 0.035727723318666187 0.53441812667361388 0.0034075802694097735 0.013945836023552555 0.024798947385381676 -0.002609858927119452 0.037546211574786693 0.029864877847211837 0.046790741611927505 +leaf_weight=10970.278707010206 3102.1022711805999 4303.7900779936463 8303.5982136763632 933.91874452773482 758.21448703110218 6413.6519318521023 1634.6027372954413 2089.642173435539 224.19488121382892 932.08445306494832 2739.8750475458801 2986.7150721997023 3169.6296161003411 1202.6115512372926 704.71583407558501 316.96687507256866 6.888132616877555 0.60771269351243873 47.430396433919668 35.575017645955086 894.70947347581387 307.80365414172411 1.9600924570113414 2615.7888133730739 874.86498162895441 2056.9400735162199 1.3369641248136757 16077.408321589231 3278.3924044854939 172.35209263861179 +leaf_count=1110010 108441 229560 44326 50915 24376 411347 140161 92129 6111 13711 12740 47845 147650 66955 18754 2091 48 16 1543 134 36026 6458 47 63057 5916 45186 36 91689 18092 2742 +internal_value=0 -0.0480761 0.0306325 -0.0287868 0.00807021 -0.0608498 -0.0519915 -0.0381191 -0.00123897 0.0368351 0.0383778 0.0369805 -0.0297855 0.000655284 0.0247111 0.0342703 0.036061 -0.0114265 0.0646665 0.0187316 -0.00945545 0.00895619 0.0462236 0.00605464 0.0153826 0.0193007 0.316652 0.0370306 0.0258034 0.0137475 +internal_weight=0 31612.8 45545.8 12594.3 9821.1 19018.5 8048.25 9563.06 6297.93 35724.7 31341.9 28602 5259.27 3031.24 3523.17 20298.4 17311.7 3150.14 48.0381 917.328 1828.63 3147.79 708.013 2839.98 881.753 2815.15 3.29706 16394.4 4382.83 1104.44 +internal_count=2798112 2284753 513359 623235 274025 1661518 551508 469339 185626 239334 204789 192049 239779 153896 88399 147723 99878 110000 1559 6098 86941 75626 18837 69168 5964 69562 83 93780 34545 16453 is_linear=0 shrinkage=0.1 @@ -974,104 +960,104 @@ shrinkage=0.1 Tree=46 num_leaves=31 num_cat=3 -split_feature=2 2 2 2 2 1 2 2 3 6 1 1 6 0 0 8 8 8 8 11 0 11 3 8 8 2 1 2 11 2 -split_gain=38099.6 6626.6 5021.92 1570.74 837.189 627.72 550.805 463.675 316.927 301.034 261.496 233.242 216.773 203.103 170.591 169.547 158.534 156.221 128.371 127.071 136.057 114.371 113.763 113.137 107.443 106.566 105.882 114.558 104.966 94.578 -threshold=0.058824340616308458 0.35757885801695816 0.011457117203295042 0.76407104342974397 0.12954664950918007 0.030681017085899012 0.0036357850888200497 0.024750853783203897 0.8496122951674806 0.33712121212121215 0.012931313516151685 0.0016844658420012506 0.4393382352941177 0.044317400859958701 0.70325040902418612 76.500000000000014 115.50000000000001 79.500000000000014 100.50000000000001 0 0.027070582057198676 1 0.10844812046708716 100.50000000000001 85.500000000000014 0.031583798630130701 0.035159312796306408 0.0074783270561342837 2 0.56574274602232333 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 1 2 -left_child=2 4 6 12 8 7 -1 17 14 11 19 22 13 29 23 28 -10 -4 25 -6 -21 -13 -5 -2 -12 -7 27 -8 -9 -3 -right_child=1 3 5 9 10 18 26 15 16 -11 24 21 -14 -15 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.067404048022359955 -0.013689414328557538 0.016517052808239719 -0.026691125276737834 0.038588495138125956 0.0010264729401391463 -0.045740184663598846 -0.053303506945961691 -0.0064552879311573306 0.0011789719840264599 0.042271162057466047 0.002082924402442822 0.03170452391714098 0.02598806480373967 0.013114378320475526 0.00036659083493553155 -0.026302505702130954 -0.012762231522804543 -0.042996933928388048 -0.056916326373727177 0.013044256771968021 0.0054128112631896584 0.020740847430867078 0.02914412499860948 -0.029143739278099073 -0.008936031844076776 -0.028313326599781877 -0.066292700760358841 -0.042511899875322036 -0.016497764374299489 0.023026125181380433 -leaf_weight=33564.656976047903 24310.012184888124 44680.00506773591 28200.647540517151 26899.811049580574 20234.353514119983 6945.7909836024046 24478.849093325436 16886.387573562562 43854.108945637941 22892.097301185131 40744.237287431955 14031.850005596876 26741.224665284157 94293.131091505289 7265.460883140564 11487.417997263372 10020.712016224861 7422.0492772012949 4171.2183027490973 54218.415908738971 41049.242457166314 30462.333943247795 24254.223331958055 5883.424781575799 11304.186640277505 7091.6306974291801 3859.9275559186935 16445.35293469578 27309.930508732796 44611.899620890617 -leaf_count=534061 118681 146870 274646 89436 83285 49223 336839 111141 241526 74189 160162 43643 84033 300087 34408 93323 63249 77516 30151 221760 165029 94367 74396 33685 49691 41244 33121 198928 203178 135300 -internal_value=0 0.0133438 -0.0383889 0.0227647 0.00137625 -0.0245598 -0.057719 -0.0211789 -0.00632598 0.0319704 0.00557482 0.029505 0.0175764 0.0163511 -0.0133904 -0.0154791 -0.00141409 -0.0300885 -0.0415133 0.00822679 0.00975497 0.0242102 0.0341105 -0.0167008 -0.000310238 -0.0369362 -0.0504602 -0.0489669 -0.012666 0.0197691 -internal_weight=0 587751 187864 328867 258884 109515 78348.8 91306.4 91333.7 118540 167550 95648.2 210326 183585 37458.9 55683.7 53874.8 35622.7 18208.6 115502 95267.7 44494.2 51154 30193.4 52048.4 14037.4 44784.1 40924.2 44196.3 89291.9 -internal_count=4197168 2213797 1983371 1042321 1171476 880422 1102949 759804 491549 376031 679927 301842 666290 582257 186774 407642 304775 352162 120618 470074 386789 138010 163832 152366 209853 90467 568888 535767 314319 282170 +split_feature=2 2 2 2 2 1 2 2 3 2 0 6 0 8 8 11 8 10 8 6 6 2 2 8 8 8 0 11 11 2 +split_gain=26292.5 4678.84 3307.95 1101.15 594.252 420.474 336.397 328.227 238.262 200.983 188.382 187.929 131.389 130.204 121.083 119.101 117.813 114.295 112.461 107.173 99.4475 94.6284 87.3276 86.0752 80.6765 78.4746 78.1183 76.5183 75.1361 74.4835 +threshold=0.051222600000000007 0.34867030000000004 0.0089131000000000019 0.81670920000000014 0.12387090000000002 0.024768400000000006 0.024116850000000006 0.0034078000000000003 0.82437455000000004 0.6501435000000001 0.035162500000000006 0.15450928381962867 0.73915565000000016 31.000000000000004 53.000000000000007 0 77.000000000000014 1.0000000180025095e-35 49.000000000000007 0.43534002229654406 0.37689393939393945 0.91537550000000001 0.018519750000000005 53.000000000000007 75.000000000000014 29.000000000000004 0.04590505000000001 1 2 0.9093842000000002 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 1 2 +left_child=2 4 7 9 8 6 14 -1 12 19 15 13 23 -5 -4 -6 -10 21 27 26 24 -15 -7 -2 -12 -11 -3 -8 -23 -13 +right_child=1 3 5 11 10 22 18 -9 16 25 20 29 -14 17 -16 -17 -18 -19 -20 -21 -22 28 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.067843139270658007 -0.015771662836789477 0.017408130312914275 -0.027069578419285551 0.0097661613954890796 0.014237059383716236 -0.055430356326007804 -0.0073792444937814203 -0.051575686182875037 -5.6790656265167863e-05 0.0031858785349013238 0.0017541555492523756 0.036946389302378604 -0.00028524612121190918 0.030096528741819003 -0.043024113901768871 0.0049551377852166548 -0.013887082096480562 0.013059803515460326 -0.027296156515494004 0.024412800168518843 0.013660510605551748 0.052012504582940371 -0.037273802013437121 -0.033046864010535186 -0.0082562684760507706 0.023729158404516639 0.01147247856352147 -0.018760066894478841 0.03452952066988723 0.049613549932720102 +leaf_weight=24860.742735978216 12913.897714912891 44374.810170382261 22946.66879799962 2894.9047720730305 26603.772630080581 3856.320714905858 13903.660892128944 24752.513304799795 34584.693543300033 1923.4096331000328 34386.212657272816 11517.284206032753 4450.8706763982773 29065.273136258125 6000.7709337547421 28845.662981197238 7493.8663740083575 3065.0602464079857 6238.7890610694885 12272.589294195175 5496.892025873065 4024.10335496068 8461.3698460310698 3713.6665893644094 10512.047692090273 55938.160980701447 44315.488260895014 10327.074664987624 7054.338487803936 7776.0452351570129 +leaf_count=397873 62187 143735 223894 9138 106036 29965 95027 319729 190023 5797 135734 36215 21228 91001 63011 123072 48394 9333 51301 39543 22025 13801 53552 21418 45834 168562 144227 75813 23826 26818 +internal_value=0 0.0133739 -0.039874 0.0228441 0.000809485 -0.0261432 -0.0226573 -0.0597272 -0.00686702 0.0183473 0.00539002 0.0337651 -0.0155452 0.0302973 -0.0303769 0.00941192 -0.00251986 0.0316728 -0.0153232 0.0156543 0.000964752 0.033094 -0.0429581 -0.01963 -0.000589589 0.0230463 0.0144423 -0.0122405 0.0409581 0.0420518 +internal_weight=0 393223 121348 224221 169002 71734.7 59417 49613.3 63157 158824 105845 65397 21078.4 46103.7 28947.4 55449.4 42078.6 43208.8 30469.5 100963 50395.2 40143.7 12317.7 16627.6 44898.3 57861.6 88690.3 24230.7 11078.4 19293.3 +internal_count=2798112 1487947 1310165 711996 775951 592563 509046 717602 343250 501864 432701 210132 104833 147099 286905 229108 238417 137961 222141 327505 203593 128628 83517 83605 181568 174359 287962 170840 37627 63033 cat_boundaries=0 1 2 3 -cat_threshold=8 48 3 +cat_threshold=3 3 12 is_linear=0 shrinkage=0.1 Tree=47 num_leaves=31 -num_cat=3 -split_feature=3 3 3 3 3 3 3 0 0 3 3 3 11 7 7 3 3 7 11 8 7 10 4 1 3 8 8 0 10 11 -split_gain=58854 15887.2 7662.69 2502.46 1943.03 951.237 666.466 628.316 398.144 379.337 376.029 329.405 177.792 169.195 167.457 145.139 140.313 131.974 127.192 126.893 126.179 124.923 122.784 117.452 115.183 113.52 105.736 102.637 94.7159 94.551 -threshold=0.90624730114059637 0.2184733146437052 0.98593699473788632 0.57920791048618836 0.08172007879325334 0.9625874942094006 0.99433223361527079 0.029159141387301406 0.037814444418972644 0.31565933714301425 0.81107178753290743 0.13729915481756161 0 0.40192307692307699 0.45080645161290328 0.037535029648553549 0.033685729546901112 0.52223320158102771 1 67.500000000000014 0.43875000000000003 1.0000000180025095e-35 0.14907407407407411 0.0003331327489428115 0.99734014943338833 118.50000000000001 118.50000000000001 0.01782922684142749 1.0000000180025095e-35 2 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 1 -left_child=1 4 5 9 8 13 -4 19 15 -3 14 25 -7 21 18 -1 -10 28 -5 -6 22 -2 29 -14 -8 -9 -13 -20 -12 -11 -right_child=2 3 6 10 7 12 24 11 16 20 17 26 23 -15 -16 -17 -18 -19 27 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.055291361265998998 0.017695533863710543 -0.017890745516898319 0.053124359243281231 -0.00773224738018757 -0.017914757564986377 0.041089193179883056 0.065228748606707507 -0.036916237217044158 -0.066948552589774182 -0.0026823585201408914 0.0073237902958709902 -0.025838296613915832 0.036909947131835152 0.025955779372767995 0.0052321797349972575 -0.036316415165107495 -0.05186578875872442 0.014907635720644578 0.0047142922365750062 -0.028468779076009115 -0.0044271320281913176 0.001132940832680949 -0.02311283570316729 0.024687659817497008 0.074213681229516007 -0.047296966798632545 -0.035808374880051987 -0.0031916951551477974 -0.0060754685447524086 -0.011248667557564346 -leaf_weight=4815.0913861989975 50223.785474583507 69389.607298284769 47037.828765451908 29438.16449290514 38977.088495150208 31222.12795279175 32772.835150748491 36420.015089720488 7163.4588987231255 15405.438758552074 56888.527639791369 37718.714307576418 14725.672492295504 26165.47140198946 43283.823519513011 24757.507117137313 44378.80924269557 23211.202301412821 28427.93055704236 16096.728482142091 43888.597701430321 5008.0323425978422 7545.8565754890442 16869.395186543465 25268.65021007508 14821.715577945113 14815.187392950058 38876.983523517847 5814.6908286511898 79472.615777164698 -leaf_count=19940 257878 214322 416311 94721 128604 219266 331217 128100 33378 46611 227407 123059 101450 135224 144690 95706 177237 94054 96519 54924 132820 24060 22807 113302 269502 54819 49905 127293 21876 240166 -internal_value=0 -0.0153509 0.0414319 -0.00409725 -0.0360628 0.0264665 0.061971 -0.0296326 -0.0486552 -0.0118013 0.00325766 -0.0342143 0.0357114 0.0193318 6.21477e-05 -0.039406 -0.053962 0.00846583 -0.00225098 -0.0209994 -0.00891332 0.0161938 -0.0108356 0.0303745 0.0691404 -0.0399189 -0.02865 0.000147576 0.00608123 -0.00985922 -internal_weight=0 681608 249294 441643 239964 144214 105079 158849 81114.9 215702 225941 103776 62817.2 81397.3 140027 29572.6 51542.3 85914.4 96743.1 55073.8 146313 55231.8 102424 31595.1 58041.5 51241.7 52533.9 67304.9 62703.2 94878.1 -internal_count=4197168 2328958 1868210 1463286 865672 851180 1017030 539411 326261 656726 806560 355883 434018 417162 463223 115646 210615 343337 318533 183528 442404 281938 309584 214752 600719 182919 172964 223812 249283 286777 -cat_boundaries=0 1 2 3 -cat_threshold=56 3 8 +num_cat=1 +split_feature=3 3 3 3 3 3 0 3 1 0 3 3 0 3 0 1 7 8 0 7 2 11 8 8 3 0 0 0 1 1 +split_gain=40500.7 10667.7 5412.6 1619.69 1167.45 639.786 531.596 449.046 264.411 257.833 247.721 214.531 213.227 130.507 130.097 126.741 122.89 122.033 120.605 110.773 107.117 105.468 89.312 82.2099 80.1514 79.167 78.4466 72.2492 77.3207 67.8126 +threshold=0.91439225000000002 0.21155695000000005 0.98828925000000012 0.5744653500000001 0.076138600000000015 0.96852330000000009 0.038399950000000009 0.9958062000000002 0.0012540500000000003 0.0070646500000000013 0.30936190000000002 0.12959220000000002 0.0060994000000000005 0.030517350000000002 0.00064695000000000009 0.00022045000000000002 0.48074074074074075 45.000000000000007 0.00119625 0.40192307692307699 0.20251990000000003 0 67.000000000000014 77.000000000000014 0.99248650000000016 0.087020100000000017 0.014397650000000003 0.087020100000000017 0.0022482500000000007 0.00033625000000000001 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 +left_child=1 4 5 10 9 15 17 24 20 -1 26 22 -10 -11 -7 -2 -14 -6 -17 -20 -5 -12 -8 29 -4 -15 -3 -23 -29 -16 +right_child=2 3 7 8 6 14 11 -9 12 13 21 -13 16 25 23 18 -18 -19 19 -21 -22 27 -24 -25 -26 -27 -28 28 -30 -31 +leaf_value=-0.034915175017774074 0.028927696348936965 -0.011709640533876027 0.049692646991791906 0.011342828086381153 -0.019401038524615111 0.045948711165428764 -0.038696848001258569 0.070964019983379895 0.0091020776925171999 -0.070211163541745503 -0.0061287242680569572 -0.031237360870527215 -0.0056310829771831329 -0.045140221981437662 0.036775106136395168 0.029609500367292325 0.0032416141466596543 -0.030806219563315862 0.011153002740561649 0.02275171061616639 0.0026664693065095932 -0.0098459550468989743 -0.049676837921134767 0.044082244240907342 0.059292444585661658 -0.055260970951632953 -0.020766069038329428 -0.00058174202865593006 -0.021349739729689593 0.025970439839560929 +leaf_weight=9181.0340425521135 11534.650866776705 13516.391888618469 15622.35890545696 36383.123311415315 32099.414922624826 10221.481063559651 20625.699066907167 35567.200778543949 18241.833596989512 4206.946887254715 51499.546384602785 33849.476282000542 51941.087345868349 12272.778610348701 9788.775388866663 6603.991876527667 22317.127192124724 13255.691070780158 25147.720261961222 12242.635058641434 23368.710229128599 27926.206377208233 11560.088783159852 5336.2642056122422 19620.662425771356 20875.49259185791 32712.333745777607 2082.6637339293957 12875.848785847425 14286.870446838439 +leaf_count=35671 62544 41398 132481 144155 107280 74638 74046 375091 67750 19352 155937 112976 175643 48367 67500 36319 76765 46018 124372 61811 77535 84290 43188 38451 185601 86301 102056 6281 38922 95373 +internal_value=0 -0.0156788 0.0421022 -0.00438235 -0.0366274 0.0265246 -0.0310701 0.063037 0.00276448 -0.0499294 -0.0121207 -0.0367953 -0.000584891 -0.0536196 0.03623 0.0195974 -0.00296453 -0.0227344 0.0171512 0.0149507 0.00794954 -0.00918326 -0.0426405 0.0328525 0.0550371 -0.0515139 -0.0181181 -0.012847 -0.0184582 0.0303634 +internal_weight=0 450791 165973 292865 157927 95162.4 111390 70810.2 152252 46536.3 140613 66035.3 92500 37355.2 39633.4 55529 74258.2 45355.1 43994.3 37390.4 59751.8 94384.3 32185.8 29411.9 35243 33148.3 46228.7 42884.7 14958.5 24075.6 +internal_count=2798112 1543931 1254181 970732 573199 561008 383508 693173 541848 189691 428884 230210 320158 154020 275962 285046 252408 153298 222502 186183 221690 285430 117234 201324 318082 134668 143454 129493 45203 162873 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 Tree=48 num_leaves=31 -num_cat=4 -split_feature=0 0 0 3 10 0 0 8 2 0 0 8 4 3 3 2 11 10 2 7 11 1 8 2 2 9 11 11 2 8 -split_gain=38582.9 4131.93 3057.79 1103.27 419.032 394.568 380.813 365.941 349.223 295.707 287.82 237.573 230.796 186.841 182.933 176.505 181.049 171.262 155.374 148.111 147.64 140.93 133.429 131.401 129.399 125.663 122.733 119.735 116.479 116.371 -threshold=0.01905627148136619 0.10904609234046993 0.0035932786317410008 0.068402047414194769 1.0000000180025095e-35 0.0084596428177776285 0.33534042400594838 91.500000000000014 0.017407380957827151 0.00090144943705980547 0.041039463253664019 85.500000000000014 0.11583184257602865 0.89963883305841874 0.93008830171011214 0.85927092440190056 0 1.0000000180025095e-35 0.80465605807389573 0.63245614035087727 1 0.0023820220097727708 46.500000000000007 0.0025029415523516942 0.90499276603118495 1.0000000180025095e-35 2 3 0.019170339303761993 136.50000000000003 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 1 1 2 2 -left_child=2 4 9 8 7 14 20 10 23 -1 22 17 21 15 24 -7 -17 -8 -6 26 -5 -9 -2 -3 -4 -19 -12 -16 -11 -23 -right_child=1 3 5 6 18 13 11 12 -10 28 19 -13 -14 -15 27 16 -18 25 -20 -21 -22 29 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.070157663224766381 0.014358669114371309 0.084769178396668879 -0.047338292064394077 0.026095662985455487 0.014550522897132157 -0.031233541275811363 0.022554434155516102 -0.0060408854318678637 0.03662517332940473 -0.046827528880565378 -0.0050322073044848249 0.036785793606469691 0.038102570567283674 -0.0088650542012140288 -0.041534847733145308 0.020869379687140768 -0.024801445492858183 0.044059040646311609 0.047153941675018018 -0.012729358049442856 0.015995793094587148 0.01000960736023955 -0.016907378768354655 0.053224586694136891 -0.019464023587656344 0.021250552338295509 0.0099327973052381127 -0.015753210457449981 -0.060126462315251442 0.05694203649131703 -leaf_weight=30065.3132062722 1464.6781875342131 1505.3479006886482 18521.698422435671 20302.870861276984 8710.9187377914786 20537.550609596074 46021.394074574113 6543.6275446154177 26004.17549303174 9122.4886219669133 8894.6949715092778 25839.216496452689 2509.2589865662158 6797.9025979973376 3110.109714448452 1395.4695120379329 2263.348314717412 7284.4373921304941 1756.396469630301 6669.3346038833261 51192.248682670295 11788.298239495605 20037.964810714126 10756.048552751541 1829.9735736399889 3613.9354102015495 14251.626987278461 4372.2809439711273 23684.694838598371 553.10908589884639 -leaf_count=1037111 15534 6096 300085 92851 62749 268933 155216 56516 89017 279488 76421 82923 19300 111381 70068 15830 29893 23571 9925 52549 251126 91311 217571 38520 28781 11881 103187 91620 503241 4473 -internal_value=0 0.019939 -0.047661 0.0279859 0.00131442 -0.0312742 0.0242155 -0.00137852 0.0431851 -0.0629937 -0.00595903 0.0288337 0.0096087 -0.0235132 -0.0399163 -0.0276286 -0.00739338 0.0252237 0.0200213 0.000400837 0.0188698 0.00582271 -0.0147777 0.0570974 -0.0448319 0.0364957 0.00418415 -0.0265461 -0.0564285 0.012113 -internal_weight=0 275700 121701 192520 83179.9 58828.3 154254 72712.6 38265.6 62872.5 51318.3 82759 21394.3 30994.3 27834.1 24196.4 3658.82 56919.8 10467.3 29815.7 71495.1 18885 21502.6 12261.4 20351.7 10898.4 23146.3 7482.39 32807.2 12341.4 -internal_count=4197168 1460737 2736431 751201 709536 916591 617568 636862 133633 1819840 465262 273591 171600 426037 490554 314656 45723 190668 72674 232157 343977 152300 233105 44616 328866 35452 179608 161688 782729 95784 -cat_boundaries=0 1 2 3 4 -cat_threshold=3 3 48 48 +num_cat=2 +split_feature=0 0 0 0 0 0 4 0 3 2 10 10 2 3 2 11 4 2 3 2 2 8 1 8 11 9 1 1 1 8 +split_gain=26680.9 2450.09 2279.56 643.399 318.347 257.569 256.99 212.763 166.44 160.621 152.447 146.218 142.593 132.001 133.404 121.62 114.678 104.489 137.187 104.085 97.8302 94.7646 93.639 110.676 92.9646 90.9825 90.0982 86.1418 84.5283 87.5786 +threshold=0.017267150000000005 0.12121965000000003 0.0034357500000000004 0.87149980000000016 0.038399950000000009 0.0082034500000000028 0.10960960960960962 0.00074955000000000009 0.94348155000000011 0.11109435000000002 1.0000000180025095e-35 1.0000000180025095e-35 0.004457850000000001 0.89316875000000007 0.90278685000000014 0 0.33687943262411352 0.8604925000000001 0.8812089500000001 0.90278685000000014 0.03337455000000001 71.000000000000014 0.0026551000000000001 61.000000000000007 1 1.0000000180025095e-35 0.0058347500000000005 0.00036965000000000007 0.0023519500000000007 65.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 +left_child=2 4 7 6 17 8 9 -1 19 21 26 16 -5 14 -7 -16 22 18 -2 -4 -9 -3 -6 -24 -19 -12 -11 -20 -8 -30 +right_child=1 3 5 12 11 13 28 20 -10 10 25 -13 -14 -15 15 -17 -18 24 27 -21 -22 -23 23 -25 -26 -27 -28 -29 29 -31 +leaf_value=-0.070247213621844773 -0.011428178064667692 0.02736421496752733 -0.044811668133667049 0.07335686122796041 -0.0027679252367719398 -0.028954356802200151 0.019045616174172563 -0.048693021498957587 -0.019447019575572943 0.013546116180677109 0.039266296347719214 0.025315236544417686 0.045545316862846581 -0.0056824417785567138 0.02713847617119541 -0.029103982795947825 0.031456045052162873 0.0302647515779501 -0.025243534058918705 -0.0169304243728873 -0.061466472778282912 0.041247617957078118 0.0049128923778632367 0.020726666040982861 -0.00647352305826352 0.021258946862123838 0.02236634532042937 0.018375460001644462 0.034295994104969717 0.049244332844120754 +leaf_weight=20132.781059477478 16242.584767811 19561.705935433507 14178.33802016452 2237.1183472126722 8730.0307104885578 13071.897919394076 2366.5189607441425 9870.286790413782 4055.3229310326278 18503.127358838916 6783.6174537539482 5347.9574364721775 10477.955772668123 4265.8830593749881 855.71484426409006 681.75802469998598 1874.1412341818213 1463.8557312190533 543.70998074859381 1478.5796271078289 15275.169729940593 6566.9697356373072 15199.810060851276 6243.6837235912681 1292.0379116088152 4784.9373986274004 30958.450738340616 2706.4471771866083 12049.515860021114 5808.7304628193378 +leaf_count=708200 157538 68453 227293 8981 65593 166139 9827 283933 80072 78552 24329 29993 35268 62245 9224 8889 12430 11940 6450 22222 307685 22171 105500 38827 13205 17140 123115 29745 43176 19977 +internal_value=0 0.0209402 -0.0473664 0.0291679 0.00437294 -0.0295075 0.0266493 -0.0625863 -0.0375022 0.0242927 0.0214839 0.0100081 0.0504385 -0.0211583 -0.0256772 0.00218623 0.00745373 -0.00509869 -0.00767548 -0.0421787 -0.0564525 0.0308536 0.0059629 0.00951738 0.0131272 0.0318182 0.0190668 0.0110786 0.0368048 0.0391582 +internal_weight=0 179743 83865.7 120099 59644.3 38587.5 107384 45278.2 19712.2 87158.8 61030.1 37395.6 12715.1 18875.3 14609.4 1537.47 32047.7 22248.6 19492.7 15656.9 25145.5 26128.7 30173.5 21443.5 2755.89 11568.6 49461.6 3250.16 20224.8 17858.2 +internal_count=2798112 922210 1875902 450989 471221 576084 406740 1299818 329587 333760 243136 252343 44249 246497 184252 18113 222350 218878 193733 249515 591618 90624 209920 144327 25145 41469 201667 36195 72980 63153 +cat_boundaries=0 1 2 +cat_threshold=3 3 is_linear=0 shrinkage=0.1 Tree=49 num_leaves=31 -num_cat=2 -split_feature=1 1 1 3 3 1 2 1 3 8 1 1 0 11 1 7 5 11 2 3 8 8 3 5 5 6 6 7 0 4 -split_gain=14097.7 1020.18 920.139 417.861 214.007 128.917 117.277 106.403 100.211 91.0403 66.3658 65.8223 58.7577 56.1266 54.6077 41.2106 39.7107 37.6465 35.2633 34.8168 33.9619 33.7769 33.5182 31.1337 29.5048 29.4197 29.2709 29.1496 29.0912 28.4518 -threshold=0.0090206622788592244 0.0015046515990509665 0.035159312796306408 0.89209142122455076 0.79153353705335838 0.0043308924422556317 0.12638289110209347 0.00054933569583976447 0.96118147580274782 67.500000000000014 0.0032718732424237046 0.01716091012828792 0.039390829476267986 0 0.088930298978742925 0.49626865671641796 0.033908045977011504 1 0.81387133466728434 0.97702388399825313 232.50000000000003 118.50000000000001 0.94962632577663153 0.13961038961038963 0.13961038961038963 0.11293260473588344 0.27195685670261943 0.10263157894736843 0.20464055779332538 0.20942982456140355 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 7 4 5 11 -3 13 -1 -9 14 -5 16 -7 -4 18 17 25 22 -8 -12 -19 23 -6 -15 27 -2 -25 -13 -11 -23 -right_child=2 3 6 10 15 12 9 8 -10 28 19 24 -14 21 -16 -17 -18 20 -20 -21 -22 29 -24 26 -26 -27 -28 -29 -30 -31 -leaf_value=-0.067095023341669835 -0.010697483878594821 -0.046250797588435914 0.029112529663330718 -0.016822081492433447 0.034462147874211119 -0.015103589471292379 0.0088497122408048353 -0.05889123093374507 -0.034343087311917334 0.040841153820913162 -0.00052821777098503199 0.0069568758517550428 -0.034788420493270557 0.0338268555465666 0.024558419313328455 0.0060575370053804548 0.035873179818915191 0.020706701115118346 0.05933437882140561 0.025611361012101388 0.30736549103805144 0.045829413810780942 0.077802573928939966 0.051253261358979063 0.044802594126216455 -0.029781677968654788 0.011669453785219195 -0.0087479081063923571 0.025232517708100605 0.021142084945842146 -leaf_weight=13358.751650067512 3651.272993767634 8823.9854693533853 13969.685090396553 2186.6885460047051 592.44064979627728 2353.5739535279572 3988.0164290741086 7125.2287070043385 2169.2162862173282 3552.5497683137655 1742.7579803597182 3406.861630955711 4262.7530620601028 17648.42830542475 8719.7664182521403 1046.7982690352947 159.14854372106493 1914.2257896307856 143.33049584180117 720.10391265992075 4.1419006139039984 5492.9087850116193 255.35231824405491 1766.0844041518867 162.31104298494756 1037.248482529074 208.90787968039513 1809.6519836168736 1798.6259571611881 510.19373700395226 -leaf_count=1477082 138791 513719 79980 165977 14500 108328 73571 499114 227402 30780 84865 93167 205345 110432 71446 32905 5978 55862 2445 41196 91 28799 7316 7866 3733 40020 1041 52249 19817 3351 -internal_value=0 -0.0468295 0.025701 -0.0304243 0.00273774 -0.0383385 0.0312788 -0.0613784 -0.053162 0.0246351 -0.00414285 -0.00480114 -0.0277861 0.0343329 0.0200715 0.0229573 -0.013252 0.0293527 0.0106012 0.0071146 0.021215 0.0371528 0.0469622 0.0351593 0.00281519 -0.0149195 0.0470662 0.00150876 0.0355948 0.0437313 -internal_weight=0 42743.1 71838 20089.9 14039.5 15440.3 57798.5 22653.2 9294.44 18202.3 4649.55 10226.5 6616.33 39596.2 12851.1 3812.96 4847.67 2766.16 4131.35 2462.86 1918.37 25626.5 847.793 19623.4 5378.82 4688.52 1974.99 5216.51 5351.18 6003.1 -internal_count=4197168 3323028 874140 1119430 444612 827392 429528 2203598 726516 198059 292038 333938 313673 231469 147462 110674 184789 77769 76016 126061 55953 151489 21816 119339 149149 178811 8907 145416 50597 32150 -cat_boundaries=0 1 2 -cat_threshold=12 3 +num_cat=1 +split_feature=1 1 1 3 3 1 3 1 1 1 0 0 8 0 11 0 6 8 1 2 0 7 0 5 0 8 2 7 4 7 +split_gain=9777.23 630.807 612.969 309.288 159.657 101.206 140.047 68.7339 62.1379 51.0517 51.0074 48.9458 35.9379 33.1707 32.8927 26.1896 25.7841 25.9712 25.1082 24.8823 22.9537 22.5847 22.5636 21.2911 20.1469 20.041 21.3379 19.7488 19.702 18.7716 +threshold=0.0079750500000000026 0.0016964500000000002 0.030923250000000003 0.91121095000000019 0.90097270000000018 0.00052315000000000011 0.96006965000000011 0.0037158000000000004 0.09277015000000001 0.014377850000000003 0.021594050000000004 0.041871700000000005 79.000000000000014 0.00070665000000000018 0 0.097212550000000023 0.091966173361522213 81.000000000000014 0.0030804500000000006 0.046807450000000007 0.064227150000000024 0.51433251433251448 0.0020469500000000005 0.44949494949494956 0.038399950000000009 55.000000000000007 0.15876005000000001 0.39379699248120309 0.47493734335839605 0.66228070175438603 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 5 4 7 9 -1 -7 -3 10 24 16 -9 14 -5 22 -11 17 -4 -15 -17 23 -6 -10 -16 -2 26 -12 28 -14 -19 +right_child=2 3 8 13 21 6 -8 11 12 15 25 -13 27 18 20 19 -18 29 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.066861602109483151 -0.0021596246752341886 -0.045980074210985704 0.039813462665329813 0.042234783753308955 0.039498854401618655 -0.05838989044882379 -0.025123531634719767 -0.016282532292002366 0.16558713974792136 0.01195032619449018 0.023776360789239545 -0.037438186618872271 0.044010182244923403 -0.013569073473984792 0.036133852150185199 0.020515622856255231 0.008937044765534757 0.1377768921892604 0.0092486780393762676 -0.0089823208928379358 0.030133617060875074 0.010087491948431318 0.02510716582450126 0.055239988349590409 -0.018602311666075236 0.028323132214440772 0.0085144886670045512 0.030668517313001076 0.018442095644009237 0.0025796405770489687 +leaf_weight=9426.4448709366843 1156.1730597764254 4782.9114327244461 1565.0977024585009 205.65032381005585 1130.074265293777 5971.0985898468643 1605.8394502601586 1850.3186241723597 11.454786129295824 2066.1366727799177 1519.5699446946383 2674.1141170617193 5445.7172802612185 807.15348507091403 9005.8656344935298 343.83484213426709 270.78437177464366 45.728923939168453 1198.0371311921626 1698.9219440761954 8040.9131517000496 339.53018382564187 6159.3373544476926 623.63684707134962 2096.297340920195 1466.9525291584432 2306.6998982802033 1828.8000066876411 319.03626780956984 13.244308207184075 +leaf_count=1065269 38089 272196 21922 13438 29810 412495 150667 85559 74 50310 25864 132460 25913 53464 41691 10960 4154 535 54547 52074 50726 9905 32323 2292 84358 24600 41180 9292 1779 166 +internal_value=0 -0.0477046 0.026379 -0.0296355 0.00261053 -0.0599447 -0.0513395 -0.037622 0.0318136 -0.00339722 0.0234257 -0.0287863 0.0337316 0.00398651 0.0318234 0.00401196 0.037505 0.0422682 6.38018e-05 -0.00401726 0.0340585 0.0327038 0.0253269 0.0373712 -0.0127573 0.0183856 0.0145756 0.0397228 0.0425952 0.107414 +internal_weight=0 28521.6 47453.8 11518.2 8830.97 17003.4 7576.94 9307.34 38622.8 7361.36 7188.08 4524.43 31434.8 2210.84 23841.2 4108.89 1894.86 1624.07 2005.19 2042.76 17670.4 1469.6 6170.79 9629.5 3252.47 5293.22 3826.27 7593.55 5764.75 58.9732 +internal_count=2798112 2240095 558017 611664 275506 1628431 563162 490215 282511 235791 118421 218019 164090 121449 127106 113344 26777 22623 108011 63034 94709 39715 32397 43983 122447 91644 67044 36984 27692 701 +cat_boundaries=0 1 +cat_threshold=2 is_linear=0 shrinkage=0.1 Tree=50 num_leaves=31 -num_cat=3 -split_feature=2 2 2 2 2 1 2 2 3 2 1 6 0 8 8 8 6 8 10 8 8 2 11 6 6 2 11 1 11 8 -split_gain=30060.6 5593.87 3790.54 1290.17 758.584 576.215 432.75 366.096 358.291 312.116 220.821 219.479 211.291 177.709 170.524 152.42 148.68 151.877 139.646 137.695 130.568 129.116 119.063 111.381 111.329 101.923 95.1349 88.5523 85.4954 83.8557 -threshold=0.04807149736837172 0.32598474927246729 0.0097388063639256128 0.83261909627057429 0.12324934430576853 0.030681017085899012 0.003511745325062723 0.021131085204205577 0.8336130782311536 0.57650955034494766 0.032812538942198551 0.33712121212121215 0.77245734214085149 115.50000000000001 46.500000000000007 73.500000000000014 0.37689393939393945 49.500000000000007 1.0000000180025095e-35 79.500000000000014 46.500000000000007 0.073350654541185153 0 0.32916666666666672 0.37689393939393945 0.019822284246409503 1 0.0012826700381462514 2 100.50000000000001 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 1 2 -left_child=2 4 6 9 8 7 -1 19 12 24 16 14 21 -10 -5 28 17 -6 26 22 -11 -2 -4 27 -3 -7 -16 -22 -9 -27 -right_child=1 3 5 11 10 25 -8 15 13 20 -12 -13 -14 -15 18 -17 -18 -19 -20 -21 23 -23 -24 -25 -26 29 -28 -29 -30 -31 -leaf_value=-0.065746545599330311 -0.028286974335701764 0.011498313426817917 -0.035749162672326508 0.0074672050517618554 0.0070220386897561762 -0.054721712036471075 -0.049228613885548049 -0.0070887132086190326 7.6525508372215936e-06 0.0067124722670001552 -0.00343374180188688 0.040916276459465876 0.0028013071180513524 -0.013384390885146751 0.035430063404347116 -0.027238140745924917 0.015767532319214208 -0.0014606324806295307 0.010724825540205726 -0.042610013197945745 0.02352094235974447 -0.013954598560061655 -0.021383161945569405 0.02636499015272678 0.020086858781775269 -0.032448575081749316 0.026938405324387366 0.01694380130322053 -0.016956976005916224 -0.05423039267779655 -leaf_weight=28824.31945290044 8945.7837161645293 116503.63412424922 9094.0227254629135 3843.1439684927464 83982.464779317379 4964.4621541500092 35266.464865319431 14282.098230138421 53976.209428571165 7593.3309479951859 30012.284465387464 16241.291446089745 5687.2408083677292 12136.641326002777 23022.634354114532 9728.3699244186282 14151.432894647121 28192.627767995 3824.7348926365376 6772.0214780569077 28370.073320060968 21137.047690823674 16258.564602173865 23864.361877501011 17339.036312967539 7989.2465828880668 32323.676579415798 73514.902965188026 22992.090529330075 2269.5191439390182 -leaf_count=518041 49678 385338 100519 12343 341834 40371 502471 104489 312106 22977 123309 55202 27921 81395 75772 87655 58096 123968 11782 78283 85896 105883 175698 72252 56745 52179 106536 222588 188861 16980 -internal_value=0 0.0110422 -0.0378906 0.0193461 -9.86639e-05 -0.0251426 -0.0566574 -0.0217148 -0.00681277 0.0160224 0.00427679 0.0305508 -0.0148749 -0.00245079 0.0278792 -0.0160915 0.00610863 0.00489011 0.0292049 -0.0299425 0.0194466 -0.0182166 -0.0265588 0.0202156 0.0126109 -0.0429594 0.030482 0.0187752 -0.0131823 -0.0372673 -internal_weight=0 604663 158441 346441 258222 94350.4 64090.8 79127.2 101883 267185 156339 79255.5 35770.1 66112.9 63014.2 47002.6 126327 112175 59171 32124.6 133343 30082.8 25352.6 125749 133843 15223.2 55346.3 101885 37274.2 10258.8 -internal_count=4197168 2331621 1865547 1107431 1224190 845035 1020512 735505 576983 845796 647207 261635 183482 393501 206433 381005 523898 465802 194090 354500 403713 155561 276217 380736 442083 109530 182308 308484 293350 69159 -cat_boundaries=0 1 2 3 -cat_threshold=48 52 3 +num_cat=2 +split_feature=2 2 2 2 2 1 0 2 2 2 0 6 8 8 11 11 8 1 1 6 8 6 8 9 8 8 10 2 2 8 +split_gain=20805.7 4028.08 2421.03 928.182 540.048 361.063 290.925 270.18 249.629 221.166 175.052 156.366 134.356 116.043 114.697 106.699 101.583 100.169 99.1336 93.6944 91.7281 81.6476 80.3857 77.0026 76.0524 73.6043 73.2505 68.3815 68.0116 60.855 +threshold=0.040235400000000011 0.30852235000000006 0.0077732000000000009 0.84357925000000011 0.11109435000000002 0.030923250000000003 0.010599350000000002 0.0031967500000000004 0.017330300000000003 0.5951531000000001 0.023296750000000001 0.39791666666666675 53.000000000000007 31.000000000000004 0 1 49.000000000000007 0.0014762500000000003 0.0024072000000000004 0.25186567164179113 79.000000000000014 0.37689393939393945 49.000000000000007 1.0000000180025095e-35 51.000000000000007 75.000000000000014 1.0000000180025095e-35 0.060952800000000008 0.017922850000000004 33.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 4 7 9 6 8 14 -1 22 21 15 13 23 -5 -2 -6 -10 -15 -11 25 -20 29 -4 27 -17 -12 -22 -8 -7 -3 +right_child=1 3 5 11 10 28 12 -9 16 18 19 -13 -14 17 -16 24 -18 -19 20 -21 26 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.06646764725752112 0.0042383446338484501 0.013365448485218801 -0.028618405484832622 0.0081997577550709695 0.012980418073549355 -0.055342846599668316 -0.020255175385446404 -0.050249752427741781 -0.0146671692476677 0.023089714936956877 0.00015037563993395344 0.041943371738393027 -0.025835754449991206 0.033837587943443367 -0.0075656600680424103 0.0062933341774728969 -0.029344894379980849 0.023766942001631708 0.013675116095185777 0.0099160436862172786 0.02598468932433376 0.020229456545397158 -0.043609367479870632 0.01033599698905128 -0.0076028744449030588 -0.0095916100592150066 -0.011084959260138227 -0.0087579790244863617 -0.037970602385883657 0.0075494429046310861 +leaf_weight=20824.796949792653 17738.241279743612 59812.362539440393 16132.631738230586 2700.1182157695293 23105.040747180581 3747.0486311390996 7519.9859686493874 20271.465612612665 23498.028705485165 42669.001406848431 34564.76196564734 10374.477279633284 7918.4504579901695 23526.706076323986 15342.932056225836 19730.387084648013 5898.9420751705766 17023.741664946079 32988.941795021296 7691.581428155303 10680.771212458611 12630.061868742108 4596.0706430152059 1595.8491960912943 4920.609076961875 9999.0031818598509 561.05799987912178 16576.323301851749 5654.0653336048126 25729.736057877541 +leaf_count=377030 104114 197423 181740 8709 94465 31102 42663 294979 189429 129431 140666 35272 49710 78872 99837 85838 55911 54470 99746 31877 32337 41577 53962 8440 23500 45779 1700 82655 38197 86681 +internal_value=0 0.0110031 -0.0397995 0.0193333 -0.000924678 -0.0269112 -0.00789468 -0.0584679 -0.0235383 0.0159766 0.00372321 0.0309178 -0.0144472 0.0282731 -0.00123732 0.00809954 -0.0176125 0.0296098 0.0196509 -0.000276312 0.0163335 0.0127242 -0.0319423 -0.0109372 0.00351807 -0.00203548 0.0241346 -0.012346 -0.0448947 0.0116161 +internal_weight=0 405400 100623 238697 166703 59526.8 66691.8 41096.3 50125.7 185072 100011 53625 33610.6 43250.6 33081.2 47756 29397 40550.4 86899.8 52255.3 44230.8 98172.2 20728.7 25692.2 24651 44563.8 11241.8 24096.3 9401.11 85542.1 +internal_count=2798112 1575762 1222350 766218 809544 550341 387419 672009 481042 588895 422125 177323 183468 142051 203951 203803 245340 133342 263214 218322 133783 325681 235702 133758 109338 186445 34037 125318 69299 284104 +cat_boundaries=0 1 2 +cat_threshold=3 3 is_linear=0 shrinkage=0.1 @@ -1079,146 +1065,144 @@ shrinkage=0.1 Tree=51 num_leaves=31 num_cat=4 -split_feature=3 3 3 3 3 3 0 3 3 0 3 3 11 11 8 8 11 3 7 3 3 7 0 1 7 0 0 1 11 8 -split_gain=46029.1 14045.5 5684.74 2432.24 1602.62 642.872 596.304 570.974 433.375 385.363 369.843 174.443 161.795 158.122 157.226 143.367 140.264 139.951 131.884 125.73 114.699 112.48 112.069 112.037 111.636 111.241 108.416 107.773 98.7105 97.5871 -threshold=0.92760023388755874 0.20576745267893676 0.98646205905476014 0.61709726396905962 0.08172007879325334 0.99433223361527079 0.11988279031002896 0.97005249170174912 0.37819983095970955 0.086035785256769054 0.83904052316440836 0.11527534952400129 0 1 118.50000000000001 88.500000000000014 2 0.040999996234582288 0.43875000000000003 0.99734014943338833 0.033685729546901112 0.43875000000000003 0.03383229345102836 0.00018540208214364108 0.48074074074074075 0.00084907734074509647 0.078237077907738276 0.00039627459230013131 3 73.500000000000014 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 -left_child=1 4 7 8 9 -4 14 13 15 17 12 -8 -5 23 -6 26 -9 -1 27 -7 -11 -15 -14 -2 -10 -18 -3 -12 -29 -19 -right_child=2 3 5 10 6 19 11 16 24 20 18 -13 22 21 -16 -17 25 29 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.049644393424960555 0.028292878820713893 -0.0085606703937504223 0.050096666943562768 -0.0036953733660782168 -0.018330786310154248 0.062539719531481214 -0.040704730666449231 0.042107218450801322 -0.0076567954345251321 -0.063858127437269693 0.015083328811976965 -0.030116193173966258 0.0062698458912973116 0.020616472366432766 -0.02892085048852135 -0.01977231429664154 0.038888081809982121 -0.030481559248843666 0.015248276042864294 0.072490288992496835 -0.049067704965239108 0.031491203320471589 -0.00070347621690813455 0.011032792404668975 -0.0012314086623751554 0.026067009295093525 -0.015736561065523774 0.0092547386024027459 0.00015527158862752298 -0.043865399790389142 -leaf_weight=7097.5012081712484 4589.828995347023 44378.895317018032 41176.263704918325 43420.250417783856 57717.276664167643 29376.554687663913 23584.612741962075 16836.348865061998 90507.678185254335 6127.4037143588066 12924.474277302623 45722.495271757245 61032.571721345186 29741.141349121928 18517.015478074551 32602.573389470577 10458.822479315102 21050.52826371789 28327.497849389911 22366.303431771696 36335.237178325653 13983.0808814466 37029.294427901506 20820.143588721752 38559.988956958055 19173.074349530041 40059.382340729237 24280.336674630642 23423.259160146117 7350.1577799767256 -leaf_count=30784 25510 135827 399230 143424 194941 331217 88251 129724 274456 30803 57126 156819 213917 175067 65533 101704 80493 83425 123685 269502 151480 83406 124150 110842 117346 142426 124187 106433 95691 29769 -internal_value=0 -0.0125207 0.0410042 -0.00282022 -0.0332038 0.0594209 -0.0270062 0.0262012 -0.00973319 -0.0447737 0.00456285 -0.0337194 0.00138621 0.0204395 -0.0209031 -0.0141398 0.0347734 -0.0370842 0.00961524 0.0668409 -0.051202 0.0240887 0.00363627 0.0141449 -0.00573716 0.030582 -0.0119651 0.00698329 0.00478872 -0.0339453 -internal_weight=0 700048 208522 476546 223502 92919.1 145541 115602 246109 77960.8 230438 69307.1 141482 69134.2 76234.3 117041 46468.2 35498.2 88955.6 51742.9 42462.6 43724.2 98061.9 25410 129068 29631.9 84438.3 60628.1 47703.6 28400.7 -internal_count=4197168 2449751 1747417 1617946 831805 999949 505544 747468 753520 326261 864426 245070 481491 394825 260474 361718 352643 143978 382935 600719 182283 258473 338067 136352 391802 222919 260014 259250 202124 113194 +split_feature=3 3 3 3 3 0 3 3 3 0 1 0 8 0 7 3 3 0 11 3 8 7 3 8 8 11 0 11 11 8 +split_gain=31715.7 9383.58 4076.96 1540.1 997.713 455.392 442.421 375.697 346.491 304.817 232.454 171.225 137.817 128.55 127.899 111.185 108.603 94.9877 92.338 89.25 88.2859 87.2455 75.9994 75.5569 75.0207 74.6662 73.4964 70.1245 66.3898 65.0351 +threshold=0.9338860000000001 0.20551640000000002 0.9887269500000001 0.67501920000000015 0.083790900000000015 0.12121965000000003 0.99595135000000012 0.96852330000000009 0.40463745000000007 0.028393600000000001 0.00079065000000000006 0.0022232500000000004 45.000000000000007 0.00051085000000000008 0.52086956521739147 0.14138485000000003 0.038792750000000008 0.010599350000000002 0 0.035131550000000004 77.000000000000014 0.43875000000000003 0.99248650000000016 31.000000000000004 75.000000000000014 1 0.0090471500000000021 2 3 77.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 1 1 2 +left_child=1 4 7 8 9 12 22 20 17 19 24 -12 26 -9 28 -7 -11 -3 -10 -1 25 29 -4 -21 -5 -2 -6 -19 -13 -15 +right_child=2 3 6 10 5 15 -8 13 18 16 11 14 -14 21 -16 -17 -18 27 -20 23 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.051245481219804212 0.022372556907370549 -0.0078815242595194034 0.04649364011997853 0.0091562574614883104 -0.012823974319870202 -0.039120244975573606 0.069144987416117826 0.045208653962064721 -0.0018732349265013727 -0.062663153920661338 0.017103852597098578 0.0021319533726087817 -0.028777948229383302 0.024108439096920103 0.0075920062474365878 -0.0290750070897084 -0.047635647091143825 -0.012521909709912814 -0.0082060459047515778 -0.0062372533072260448 0.029629628054020852 0.038053641085317481 0.056400530195234055 -0.033682845885795114 0.019643764044212239 0.012508587367603838 -0.021797148630967364 -0.019200906130174812 -0.0044852550852725248 0.038062133691374116 +leaf_weight=2794.7355907261372 13810.425829067826 21740.927614748478 13160.261181339622 35124.092157453299 16917.935297369957 25315.353711500764 30593.578445419669 7121.7117899730802 50336.835941523314 5848.6918133348227 7178.4921623319387 28803.432868808508 16029.167852267623 17522.128235906363 21701.474569186568 19510.531498372555 27056.817309141159 35151.988292485476 42455.238672852516 1069.3002345710993 6549.8619206100702 10021.636918380857 18812.957907468081 16193.447624385357 8464.5703676491976 17543.361132577062 19823.748183339834 28775.653630763292 31994.686987102032 4126.867892280221 +leaf_count=11843 77160 66258 121543 140029 56749 93598 363816 56174 155153 28668 29612 107389 56775 125365 80891 66046 112900 108785 129294 4110 39688 73290 196876 64587 36639 91906 67217 89446 114234 32071 +internal_value=0 -0.0128329 0.0416047 -0.00293154 -0.0333333 -0.0273365 0.0605484 0.0261509 -0.00900557 -0.0443837 0.00520234 0.00229061 -0.0210408 0.0330692 0.00100167 -0.034748 -0.0503067 -0.0135914 -0.00477178 -0.0346668 0.0190704 0.0303394 0.0523228 -0.0319828 0.0111928 0.0168645 -0.0176654 -0.0155333 -0.0013507 0.0267684 +internal_weight=0 462287 139263 311727 150560 97596.7 62566.8 76696 178461 52963 133267 89678.1 52770.9 38792.3 82499.6 44825.9 32905.5 85668.6 92792.1 20057.5 37903.6 31670.6 31973.2 17262.7 43588.7 31353.8 36741.7 63927.6 60798.1 21649 +internal_count=2798112 1620223 1177889 1057730 562493 340385 682235 495654 548936 222108 508794 332126 180741 286900 302514 159644 141568 264489 284447 80540 208754 230726 318419 68697 176668 169066 123966 198231 221623 157436 cat_boundaries=0 1 2 3 4 -cat_threshold=3 3 48 56 +cat_threshold=12 12 12 12 is_linear=0 shrinkage=0.1 Tree=52 num_leaves=31 -num_cat=1 -split_feature=0 0 0 3 4 3 10 0 0 0 2 2 3 8 10 11 3 2 9 3 8 3 8 1 8 8 3 8 8 8 -split_gain=32394.4 3249.61 2837.46 871.966 429.604 385.798 374.145 327.514 327.238 273.24 250.797 236.011 226.095 213.022 189.244 173.186 151.531 143.932 140.386 139.249 152.379 136.259 130.221 215.585 127.978 127.796 124.039 118.722 112.645 132.154 -threshold=0.018407675514871217 0.10904609234046993 0.0033921887431656258 0.052660107278052572 0.10960960960960962 0.093023926079970884 1.0000000180025095e-35 0.0084596428177776285 0.042698226826090029 0.00090144943705980547 0.13646634295908436 0.0051728091909152849 0.85421980438419909 88.500000000000014 1.0000000180025095e-35 0 0.92472820677470235 0.95268957704345614 1.0000000180025095e-35 0.77807447221747073 49.500000000000007 0.89572603379816618 97.500000000000014 0.0043308924422556317 46.500000000000007 76.500000000000014 0.97230932558333871 46.500000000000007 49.500000000000007 46.500000000000007 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 5 9 11 10 15 7 16 12 -1 13 -3 25 -5 28 -2 -4 -8 -16 20 24 -9 27 -24 -10 -7 -11 -6 29 -12 -right_child=1 3 6 4 22 8 17 21 19 26 14 -13 -14 -15 18 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.069189966123721761 0.036980199600256003 0.066503045199642799 -0.04517487445535516 0.021604629918056045 0.052167279953442128 -0.017626004352589594 -0.0061385551361576064 -0.028428472465334753 0.022476187153639221 -0.059631195244905594 0.028375524214554471 0.038588740783741728 0.0071891791329335743 0.036391077282715581 0.034915479072112947 0.0095136851114819947 -0.027998563085850709 0.097642637786476055 0.014714997566620617 0.016627656091265736 0.011409215825903285 -0.010663833537556199 0.019553990867488321 0.050683789961453431 -0.0049787739294173995 -0.0018793602936814419 -0.045561905145853718 0.025670900367526631 0.019485498358536496 0.0098882346410935004 -leaf_weight=26874.641200728714 3680.7534869462252 3576.9151310324669 19093.697827350348 35530.632385566831 1865.1082770973444 18211.244866918772 4526.9260485246778 20722.39663561061 1844.6175172477961 19886.989297201857 4266.6387431025505 19767.722163289785 6946.8903671503067 13424.236959591508 9016.9547352641821 6136.7572993226349 7026.2683960869908 137.70008055865765 5562.7381073534489 7807.5161625593901 11204.535510458052 5454.0985366031528 3120.8873668462038 7746.9672468751669 21336.150151379406 7188.3299080580473 9149.213232094422 18120.544903188944 30368.305260404944 41244.67971535027 -leaf_count=1037111 24714 15043 326426 129622 6671 189441 66826 282860 13107 443781 18131 69019 83913 46564 32983 51703 161815 947 21013 63635 73915 94350 12535 26968 157738 68032 305653 67919 122994 181739 -internal_value=0 0.0176048 -0.0459201 0.0247418 0.0222568 0.00122447 -0.0302117 -0.0326322 -0.00122983 -0.0619235 0.0198938 0.0428658 -0.00879721 0.0256593 0.0167737 0.0198587 -0.0405544 -0.00307493 0.0272082 0.00457158 0.00183413 -0.0247271 0.0329343 0.0417443 -0.00279404 -0.0131695 -0.055198 0.0281436 0.0147687 0.0116214 -internal_weight=0 277969 112872 193612 170268 84356.8 56961.1 52296.5 74539.3 55910.8 139414 23344.6 32346.5 48954.9 90459.3 9817.51 26120 4664.63 14579.7 42192.8 34385.3 26176.5 30853.5 10867.9 23180.8 25399.6 29036.2 19985.7 75879.6 45511.3 -internal_count=4197168 1477399 2719769 751201 667139 726198 933224 865451 649781 1786545 553046 84062 341386 176186 376860 76417 488241 67773 53996 308395 244760 377210 114093 39503 170845 257473 749434 74590 322864 199870 -cat_boundaries=0 1 -cat_threshold=3 +num_cat=3 +split_feature=0 0 0 3 0 10 0 0 4 0 1 3 3 11 8 3 2 3 3 3 8 1 8 11 1 2 10 9 2 11 +split_gain=22382.5 2047.64 1949.66 523.071 320.782 252.191 206.787 199.112 186.775 181.134 143.448 141.551 121.73 118.077 118.76 108.012 141.614 106.359 103.931 101.777 102.788 97.7689 105.96 95.107 89.8669 89.8268 84.7148 81.0657 80.4754 71.7697 +threshold=0.015486050000000001 0.12121965000000003 0.0033408500000000007 0.068375250000000012 0.036797400000000008 1.0000000180025095e-35 0.00074955000000000009 0.95172865000000006 0.10960960960960962 0.0060994000000000005 0.0040408500000000012 0.078741500000000006 0.96006965000000011 0 33.000000000000007 0.88521380000000016 0.80731020000000009 0.96724335000000006 0.94128390000000006 0.71126065000000016 117.00000000000001 0.0029327500000000005 33.000000000000007 1 0.0030804500000000006 0.90278685000000014 1.0000000180025095e-35 1.0000000180025095e-35 0.0014907000000000002 2 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 +left_child=2 4 6 7 15 9 -1 24 10 18 -5 -6 25 -12 26 16 -2 -8 -4 21 -21 -13 -23 -18 -3 -11 -15 -28 -14 -27 +right_child=1 3 5 8 11 -7 17 -9 -10 12 13 19 28 14 -16 -17 23 -19 -20 20 -22 22 -24 -25 -26 29 27 -29 -30 -31 +leaf_value=-0.069281213997403723 -0.012928668277650247 0.023254753010815001 -0.046567761707752515 0.013084617201259793 0.026894059844286312 -0.0014387912903969105 -0.059992109672070706 0.065063842533223157 0.031956795260841456 -0.029982001360050754 0.015991325834496049 -0.0065652728996519541 0.75034106500235653 0.019362087724722022 0.032782515898724073 0.010318531762946795 0.021972144190131375 -0.045743592261250132 -0.023839023606724952 0.015187927562943369 0.13934050019898314 0.002426210325967364 0.018507252595295551 -0.0081107958774318169 0.03962654268686007 0.014277048037725948 0.043303933532963024 0.016688482162284819 0.0046973536054115417 -0.027450384687343378 +leaf_weight=17960.505525283515 15829.438107512891 4284.3370164185762 9190.1672166101635 19384.835208967328 3984.0878340601921 3008.9004409760237 14804.325000222772 2691.5130553543568 17583.916816815734 17568.813433062285 17567.065941035748 6733.091868981719 1.4492707885801781 23315.050188139081 15487.393855929375 3554.2879512198269 2206.4407809823751 8108.0709012709558 2575.6943459808826 9006.4560739919543 67.182932212948799 13111.878294505179 5959.8961724489927 1993.283020824194 15420.190720140934 864.25714866816998 3184.9689843058586 1786.1535635888577 1145.6474783793092 771.10791376233101 +leaf_count=708200 160537 14679 159922 80034 23953 40896 322222 11214 63507 254322 66293 48271 33 89664 55455 40889 19027 258476 55515 67151 450 87427 35830 20904 52744 11066 11021 6378 20970 11062 +internal_value=0 0.0181544 -0.0463993 0.0257596 0.00345388 -0.0291219 -0.0612474 0.0395516 0.0226176 -0.0317154 0.0205833 0.00903717 -0.0260052 0.022953 0.0257374 -0.00574669 -0.00859755 -0.0549499 -0.0415922 0.00699742 0.0161072 0.0037942 0.00745151 0.00772711 0.0360668 -0.0278954 0.0218891 0.0337408 0.00563942 -0.00547884 +internal_weight=0 183151 75998.9 120705 62446 35126 40872.9 22396 98309.4 32117.1 80725.5 38862.6 20351.3 61340.6 43773.6 23583.4 20029.2 22912.4 11765.9 34878.5 9073.64 25804.9 19071.8 4199.72 19704.5 19204.2 28286.2 4971.12 1147.1 1635.37 +internal_count=2798112 955428 1842684 450989 504439 553786 1288898 78637 372352 512890 308845 263082 297453 228811 162518 241357 200468 580698 215437 239129 67601 171528 123257 39931 67423 276450 107063 17399 21003 22128 +cat_boundaries=0 1 2 3 +cat_threshold=8 3 3 is_linear=0 shrinkage=0.1 Tree=53 num_leaves=31 -num_cat=2 -split_feature=1 1 1 3 0 2 1 8 1 1 1 3 6 5 2 3 1 11 0 5 8 5 1 3 11 7 5 3 3 7 -split_gain=11981.7 881.893 825.569 406.68 245.132 107.253 104.71 82.9411 76.9332 73.3526 58.9726 75.5176 54.9463 62.6229 48.7607 48.3894 47.5049 45.2984 39.583 36.3829 344.145 34.4782 30.6808 29.9522 29.7692 29.2211 28.3934 28.0268 27.0343 25.4505 -threshold=0.0075753861488676794 0.030681017085899012 0.0011177395395782625 0.87233117386479397 0.020390306672283368 0.15097391776113331 0.0032718732424237046 67.500000000000014 0.002755814676574203 0.01417180368562233 0.00042577360300779577 0.96118147580274782 0.17902930402930406 0.13961038961038963 0.025485826973102307 0.97524093841415849 0.088930298978742925 0 0.059913150215792556 0.77500000000000013 121.50000000000001 0.14907407407407411 0.27317485067352615 0.20021188208614524 1 0.17028985507246377 0.25543478260869573 0.63560950776179859 0.95151961640741767 0.045115332428765274 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 -left_child=2 4 10 6 14 12 -4 16 28 27 -1 -12 13 17 -2 26 25 -3 -8 -13 -21 24 -15 -19 -16 -7 -10 -6 -5 -26 -right_child=1 5 3 8 9 7 18 -9 15 -11 11 19 -14 22 21 -17 -18 23 -20 20 -22 -23 -24 -25 29 -27 -28 -29 -30 -31 -leaf_value=-0.067198217356427697 0.037359492534042416 0.025045593144827401 -0.049648312327533167 -0.034034656310708594 -0.022367205379653667 0.013828434367332535 -0.024260580555371281 0.031480380166201909 -0.0082490505561550308 -0.00098115737441134988 -0.061523597380205443 -0.039795384164234018 0.019876228741505884 0.065110843644670069 -0.0017785126061258623 0.021933983402659188 0.020994515315419775 0.02855305083362299 -0.039369492638022689 0.064720764347325335 4.1385524550782593 0.072134043642326673 0.039881883987278627 0.035880654761268754 0.026613257336845608 -0.0032649225195242682 0.093823392096123337 -0.0034470623687120265 -0.013783059497724768 0.0024379308786915445 -leaf_weight=10323.554967797361 1162.8019620832056 12344.365819610655 7650.7365146661177 1061.5299808373675 3472.0546928159893 2887.005780171603 3085.5885632904246 4998.5599339865148 1878.4130897978321 5666.2297086194158 5689.054944274947 2004.1935311849229 4711.3831276260316 575.09388501755893 1088.6864071860909 849.02124894876033 7453.4965744875371 9788.5498981457204 3958.4699607491493 7.133483807090669 0.21357331098988641 97.020960429683328 2978.4610772877932 12969.368735663593 1360.6160121336579 1530.1625075116754 27.653343588113785 1010.8840373586863 1739.054846636951 640.43196014501154 -leaf_count=1296076 39241 74779 488979 80127 146660 53275 162421 49784 98850 171909 444814 248254 33241 5270 35408 53405 61560 51655 209851 898 27 2768 10224 91164 40251 30163 1439 38926 154853 20896 -internal_value=0 0.0221109 -0.0466908 -0.032835 -3.07802e-05 0.0274403 -0.0415485 0.0206747 -0.00978756 -0.00854299 -0.062258 -0.0556351 0.030072 0.0313147 0.0198314 0.00207682 0.0161246 0.0300341 -0.0327512 -0.0389811 0.183144 0.0134357 0.0439648 0.0327146 0.0115925 0.00790708 -0.00676818 -0.0181008 -0.0214592 0.0187821 -internal_weight=0 74735.2 38274.6 20250.5 14498.7 60236.4 14694.8 16869.2 5555.67 10149.2 18024.2 7700.6 43367.2 38655.8 4349.56 2755.09 11870.7 35102.3 7044.06 2011.54 7.34706 3186.76 3553.55 22757.9 3089.73 4417.17 1906.07 4482.94 2800.58 2001.05 -internal_count=4197168 957174 3239994 1249925 496059 461115 861251 194782 388674 357495 1990069 693993 266333 233092 138564 153694 144998 217598 372272 249179 925 99323 15494 142819 96555 83438 100289 185586 234980 61147 -cat_boundaries=0 1 2 -cat_threshold=12 48 +num_cat=0 +split_feature=1 1 1 3 3 1 1 3 3 5 7 1 0 1 1 10 8 2 7 5 0 6 0 3 9 8 0 0 10 9 +split_gain=8304.58 587.311 494.501 355.291 139.433 103.894 58.1506 106.364 52.8382 52.5816 51.8204 46.4741 41.6533 40.8559 37.3451 31.2166 33.4833 27.9124 25.5392 25.0734 24.7921 23.7791 22.9841 22.8197 22.259 29.8701 21.8654 21.5902 32.4417 55.4209 +threshold=0.0076681500000000012 0.0011435500000000003 0.030923250000000003 0.92320885000000008 0.90097270000000018 0.0032450500000000006 0.00029825000000000007 0.95675315000000005 0.62541555000000015 0.13484848484848486 0.089572192513368995 0.014377850000000003 0.018583000000000006 0.16303675000000004 0.0030804500000000006 1.0000000180025095e-35 27.000000000000004 0.023338650000000006 0.3816526610644258 0.11651583710407241 0.0013035500000000003 0.34698996655518399 0.51191015000000017 0.023572400000000004 1.0000000180025095e-35 39.000000000000007 0.0006856500000000001 0.0068591000000000008 1.0000000180025095e-35 1.0000000180025095e-35 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 6 4 5 11 23 -1 -8 -7 10 12 -2 -4 17 26 16 -14 24 -13 -15 -16 22 -11 27 -12 -26 -5 28 -3 -30 +right_child=2 3 9 14 -6 8 7 -9 -10 21 13 18 15 19 20 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 29 -31 +leaf_value=-0.068556517148573234 -0.011848026808463101 0.025129168117821295 0.03573968081628158 0.021188078774593704 0.029730826475885343 -0.035253958423992565 -0.062879088393257121 -0.035927065066288094 -0.012400558837309157 0.03998293013349806 0.033822915982200268 0.0091717783370325687 -0.0025093666775759835 0.026462910296882764 0.044359906159024701 0.011053242885025806 0.028626976433969331 0.0090795918701911046 -0.0079144645022482165 -0.031264773983524688 0.007969614369928572 0.0089471015087804178 0.075446226976750574 -0.049239968505076857 0.48490499431457423 -0.080220942962013625 -0.013757263950358282 -0.011969507227174055 0.97758974259968368 0.088433378714696351 +leaf_weight=5949.1138800145127 3420.1621415074915 5.9386639939621073 7541.8785779438913 209.55605745129287 1546.449283933267 3717.8354329392314 5130.5485799573362 2049.0160951307043 1389.9051307691261 3117.6915016658604 436.6021335311234 2850.5036214571446 352.66009749472141 6315.4007897675037 237.3421096438542 1163.2135479487479 16722.542696710676 3119.1897120848298 1262.1643599271774 76.146365106105804 886.448545913212 232.04105795174837 194.13467780128121 5679.5701377959922 2.4758319109678264 1.5031211636960504 1230.0236824052408 40.704165605828166 1.1388423535972834 1.8233166728168726 +leaf_count=800658 131774 383 42529 18028 41641 190910 401465 240140 67466 14608 6003 77394 3146 29867 12246 11576 125546 45736 35950 358 40725 1399 1688 361790 35 20 92032 2842 60 97 +internal_value=0 -0.0462132 0.023413 -0.0314857 0.00238013 -0.0394051 -0.0612453 -0.0551871 -0.0290352 0.0282752 0.0271229 -0.00323482 0.0294889 0.0209933 0.00199404 0.0269041 0.0279839 0.0124076 0.00392807 0.0257752 0.0156552 0.0398935 0.0420617 -0.0486502 0.0359687 0.271418 -0.00867036 0.0188809 0.159962 0.430282 +internal_weight=0 26529 48354.8 13400.3 9079.28 10836.9 13128.7 7179.56 5107.74 39275.5 35731.6 7532.83 25780.3 9951.32 2563.37 18238.4 17075.2 3559.77 4112.67 6391.55 1123.79 3543.87 3311.83 5729.18 440.581 3.97895 1439.58 49.605 8.90082 2.96216 +internal_count=2798112 2228842 569270 786579 286759 623548 1442263 641605 258376 282511 264816 245118 182797 82019 163031 140268 128692 51794 113344 30225 52971 17695 16296 365172 6058 55 110060 3382 540 157 is_linear=0 shrinkage=0.1 Tree=54 num_leaves=31 -num_cat=4 -split_feature=2 2 2 2 1 1 2 2 2 1 6 6 0 2 1 8 0 8 10 1 11 8 11 2 3 11 6 3 11 8 -split_gain=23708.5 4181.48 3499.25 1157.18 583.869 457.375 395.563 341.322 293.493 269.329 191.155 163.614 162.372 150.727 149.885 148.112 134.3 131.805 128.768 120.176 118.791 113.506 112.127 111.442 101.645 96.1338 94.8248 92.7127 82.6169 82.0385 -threshold=0.04807149736837172 0.26279074521453255 0.0091082709046188901 0.73338365718382004 0.025421731557058135 0.041098522490902706 0.0027129036973806094 0.019170339303761993 0.1032352625748353 0.0016844658420012506 0.37689393939393945 0.089572192513368995 0.015116350360172922 0.088173736024139318 0.0048293956416383373 73.500000000000014 0.022611242841299936 79.500000000000014 1.0000000180025095e-35 0.011370457420560686 0 46.500000000000007 1 0.026277872057148443 0.12230334144234294 2 0.38548951048951058 0.17331481701256615 3 115.50000000000001 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 1 2 2 1 2 -left_child=2 5 6 10 7 8 -1 17 12 11 14 -5 29 -7 22 28 20 25 21 -20 -10 -11 -3 -6 -14 -4 -23 -18 -9 -2 -right_child=1 3 4 9 23 13 -8 15 16 18 -12 -13 24 -15 -16 -17 27 -19 19 -21 -22 26 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.06609860775714993 0.0015965024757979484 0.0070449411240196373 -0.033572620218799552 0.024864428712427254 -0.048738255189399012 -0.02218284031229047 -0.048435570882255197 -0.0072339037333667387 -0.0024169279703893003 0.0024243209812829358 0.01903870303816696 0.035660893335133038 0.0039940617898135125 -0.0076543486793333509 0.0081216413718589002 -0.025171605371618694 0.009107923080140674 -0.041435273945948446 -0.00018120580766295779 0.02817625129882452 0.009170865885343155 0.01977570675931653 0.014829556671639325 -0.031950513830395905 -0.013267861351047294 -0.019716947580645617 0.03065603343384728 -0.0016515220961514886 -0.016429553772190277 -0.010576561285329404 -leaf_weight=19582.6056275554 32283.849388420582 22859.910053163767 7841.4584210067987 47167.046662509441 8026.3282811418176 9684.9013052359223 35964.825912766159 20640.338629022241 10797.754972353578 3207.1060481071472 34271.416215464473 19983.274451360106 4023.0461431592703 27184.609325379133 98947.403722405434 10119.493338018656 9716.941427052021 5927.6605838164687 5870.8921210765839 2004.7732213437557 48974.760648116469 43078.799842506647 98524.220243826509 7794.1225971132517 22429.188745371997 14307.294219926 9839.7009899020195 45554.061715975404 18648.766210064292 6682.1878107488155 -leaf_count=402592 195767 74736 95491 154285 66716 54892 583982 161100 49754 10068 110474 67707 19958 120688 327574 96541 39834 75023 17867 6099 217878 135626 319320 52631 127923 168588 32004 200953 162883 48214 -internal_value=0 0.00977208 -0.034791 0.0160221 -0.0229609 -0.00132145 -0.0546625 -0.0193865 0.000752106 0.0236532 0.0120911 0.0280774 -0.00459585 -0.0114707 0.0110105 -0.0143834 0.00379316 -0.028191 0.0190115 0.00703727 0.00707869 0.0206917 0.0133653 -0.0404676 -0.0106425 -0.0246464 0.0217988 0.000240047 -0.0116047 -0.000491026 -internal_weight=0 603086 148853 385755 93305.5 217331 55547.4 77485 180462 131152 254603 67150.3 65418.3 36869.5 220332 49408.6 115044 28076.4 64001.3 7875.67 59772.5 56125.6 121384 15820.5 26452.2 22148.8 52918.5 55271 39289.1 38966 -internal_count=4197168 2331621 1865547 1255760 878973 1075861 986574 759626 900281 423656 832104 221992 391862 175580 721630 420524 508419 339102 201664 23966 267632 177698 394056 119347 147881 264079 167630 240787 323983 243981 -cat_boundaries=0 1 2 3 4 -cat_threshold=8 8 48 7 +num_cat=3 +split_feature=2 2 2 2 2 1 2 0 1 0 6 2 6 1 0 0 8 8 11 8 10 1 2 11 3 8 11 8 8 8 +split_gain=16464.3 3333.94 1856.83 794.433 449.294 336.952 284.841 260.164 202.559 179.667 149.578 148.67 131.617 115.107 112.603 102.071 101.45 95.9745 93.4052 90.886 79.9262 112.984 76.4641 73.423 73.2302 72.5313 71.6139 69.7412 65.4496 64.669 +threshold=0.03337455000000001 0.26460320000000009 0.0077732000000000009 0.74631990000000015 0.091017050000000016 0.011179950000000003 0.0023496500000000004 0.011698150000000003 0.0016964500000000002 0.021594050000000004 0.37689393939393945 0.015134200000000002 0.089572192513368995 0.0042830000000000012 0.80545445000000016 0.57441360000000008 77.000000000000014 75.000000000000014 0 79.000000000000014 1.0000000180025095e-35 0.014377850000000003 0.060952800000000008 1 0.10623690000000001 51.000000000000007 2 49.000000000000007 65.000000000000014 31.000000000000004 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 1 2 2 2 +left_child=2 4 6 10 7 11 -1 16 12 18 13 -4 24 23 19 17 26 -11 -6 22 29 -22 -9 -3 -5 -20 -2 -13 -7 -10 +right_child=1 3 5 8 9 28 -8 14 20 15 -12 27 -14 -15 -16 -17 -18 -19 25 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.06749331369508571 0.0039655256173815627 0.016895123887387949 -0.029531577653368665 0.029865240068711659 0.010818080260208317 -0.037987356240156193 -0.049253325239638726 -0.02252363440667051 0.0032125638803971596 -0.0018794499423626068 0.019773890656738933 -0.014051366331863975 0.036397192616635772 0.0078608882442772633 0.001133964251262033 0.0068651088520775673 -0.015797378908905077 -0.013657125046232916 0.0046563612204568268 -0.032170239823039098 0.00017172408419785206 0.037005286298095214 -0.010012100262255888 0.010833005453316343 0.020491710549744687 -0.0092111104014196317 -0.0063193669524220543 -0.027839342738002232 -0.057170010859227439 0.021536769176326919 +leaf_weight=13416.628220465034 15148.168010823429 36192.536275431514 15109.192006200552 15821.147664070129 23513.898543864489 7730.5537278279662 23659.20777816698 9201.3464502766728 2044.8966780006886 31219.873203888535 22676.791553020477 18556.667458996177 14276.140984296799 63788.372799143195 3244.5125310868025 9863.8030133843422 5255.6433929055929 8888.8182548284531 19326.288156807423 4150.4582895562053 4289.7058514356613 1033.3998616039753 10412.118466794491 45074.494055107236 17613.255226761103 4686.1818175464869 12224.69022782892 4572.4284907206893 2310.1710946112871 33111.708920270205 +leaf_count=277399 92271 116143 188672 55110 101263 60447 394610 55660 6366 134035 73055 167112 48707 210595 17181 41776 41470 43521 89468 28488 12995 3146 54614 147185 54842 24271 84272 48877 20090 104471 +internal_value=0 0.00922141 -0.039023 0.0162612 -0.00224401 -0.0260978 -0.0558538 -0.00908108 0.0239449 0.001938 0.0122212 -0.0218168 0.0283593 0.0110405 -0.0163407 -0.00224835 -0.00307188 -0.0044896 0.00633982 -0.0187265 0.0187419 0.0073224 -0.0158817 0.0135362 0.0249273 0.00194923 -0.000628557 -0.0167771 -0.0424009 0.0204709 +internal_weight=0 413058 85354.8 255922 157136 48279 37075.8 59636.9 88190.3 97498.9 167732 38238.3 47710.5 145055 27008.4 49972.5 32628.5 40108.7 47526.4 23763.9 40479.7 5323.11 19613.5 81267 33434.4 24012.5 27372.9 23129.1 10040.7 35156.6 +internal_count=2798112 1640905 1157207 832615 808290 485198 672009 373956 285637 434334 546978 404661 158659 473923 155943 219332 218013 177556 215002 138762 126978 16141 110274 263328 109952 113739 176543 215989 80537 110837 +cat_boundaries=0 1 2 3 +cat_threshold=3 3 3 is_linear=0 shrinkage=0.1 Tree=55 num_leaves=31 -num_cat=6 -split_feature=3 3 3 3 3 0 3 3 0 3 3 3 3 3 11 0 11 11 7 8 11 11 8 11 0 3 7 1 8 7 -split_gain=36092.8 12017.3 4361.61 2247.57 1396.63 590.845 539.349 411.814 409.041 278.536 258.126 244.297 207.232 186.391 173.292 134.32 131.977 131.253 129.209 122.336 121.15 117.984 101.301 93.9995 100.42 93.6566 90.8104 90.177 88.3041 87.4552 -threshold=0.94171345138930196 0.2817097656164354 0.98987421612315696 0.10844812046708716 0.70041566085806051 0.01905627148136619 0.9733127569941401 0.99621017927201216 0.029159141387301406 0.06584418049825895 0.87233117386479397 0.16845236787848122 0.43712204124646176 0.052660107278052572 0 0.0010228437565126117 1 2 0.35805860805860812 94.500000000000014 3 4 70.500000000000014 5 0.0013049870448905486 0.029463672593579859 0.25403225806451618 0.00023231137288064839 46.500000000000007 0.55718954248366026 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 1 2 2 1 1 2 1 2 2 2 2 2 2 -left_child=1 3 6 5 12 13 18 26 21 25 17 -10 -3 -1 -8 -16 -12 -6 23 -11 -14 -5 -23 -2 -25 -7 -4 -26 -15 -19 -right_child=2 4 7 8 10 9 14 -9 11 19 16 -13 20 28 15 -17 -18 29 -20 -21 -22 22 -24 24 27 -27 -28 -29 -30 -31 -leaf_value=-0.039351262601058278 0.023965356860709677 -0.008975689905121648 0.048961648081369213 -0.0023226285287497122 -0.0015731166516407781 -0.061777324993294983 0.042689105476493995 0.067991577555012228 -0.028303019314484923 -0.033035119486297747 0.0050428590622669392 -0.018572295179399873 -0.0074327122933535829 0.0022740311588022679 0.036936744111427229 0.024046263589030004 0.013626098785204713 0.0035171391698878155 0.027469388772403309 -0.044269339562710674 -0.0010334556105331934 -0.011408500639809936 -0.021698628558276589 0.023719261701953473 0.022398308763408661 -0.046632391329687016 0.058920380998564725 0.005428134074713065 -0.023485064985961954 0.010850422090036685 -leaf_weight=8263.4207164496183 13194.681968860328 92228.667586743832 24972.546495787799 9855.4464666545391 39100.177825301886 4681.4849383831024 18059.818516485393 31184.991926133633 45899.080290302634 29306.566653653979 27909.86471144855 58920.626882448792 41745.091448307037 1409.7233798354864 15911.080182790756 16431.497847102582 50213.563315227628 62003.787513852119 18022.103904180229 14483.86262974143 101536.37850099802 33140.50474178791 13449.412681847811 6840.3376366347075 4094.1624004542828 31952.106250450015 14457.425351947546 13314.298865780234 23777.103857219219 22044.43646915257 -leaf_count=36114 85796 279955 284905 32164 135826 25304 157663 418464 163005 112836 122262 191250 127826 5225 139667 135718 245152 227121 113780 58984 315144 107274 45163 43722 25088 142574 165444 78550 92368 82824 -internal_value=0 -0.0103626 0.0401557 -0.0267324 -5.088e-05 -0.0374881 0.0273164 0.0594046 -0.0191375 -0.0421336 0.00606587 -0.0228332 -0.00527838 -0.026319 0.034804 0.0303784 0.0105621 0.00321354 0.0205124 -0.0367509 -0.00289847 -0.0122744 -0.0143759 0.0171639 0.0134476 -0.0485678 0.0526131 0.00941922 -0.0220433 0.00543989 -internal_weight=0 711921 176483 275139 436782 113874 105868 70615 161265 80424 201272 104820 235510 33450.2 50402.4 32342.6 78123.4 123148 55465.6 43790.4 143281 56445.4 46589.9 37443.5 24248.8 36633.6 39430 17408.5 25186.8 84048.2 -internal_count=4197168 2548371 1648797 1012261 1536110 473405 779984 868813 538856 339698 813185 354255 722925 133707 433048 275385 367414 445771 346936 171820 442970 184601 152437 233156 147360 167878 450349 103638 97593 309945 -cat_boundaries=0 1 2 3 4 5 6 -cat_threshold=48 3 3 3 8 48 +num_cat=1 +split_feature=3 3 3 3 3 0 0 3 3 0 7 3 3 0 3 3 11 1 8 8 7 8 1 8 3 7 10 7 7 4 +split_gain=24921.6 8253 2895.33 1185.64 1163.59 458.709 342.049 335.336 265.689 261.417 189.85 161.262 143.089 142.419 129.043 121.107 116.11 112.239 101.128 80.0969 75.8617 75.0239 68.9648 72.4826 63.679 62.4275 61.3845 60.5567 56.6637 60.5876 +threshold=0.95153605000000019 0.24499635000000003 0.99065520000000007 0.10623690000000001 0.76179110000000005 0.021594050000000004 0.012107100000000001 0.99633385000000019 0.45594085000000006 0.00054145000000000007 0.43875000000000003 0.054424250000000007 0.97712085000000004 0.0017733500000000001 0.048558600000000007 0.16733075000000003 0 0.00032795000000000008 63.000000000000007 79.000000000000014 0.40192307692307699 49.000000000000007 0.0042830000000000012 67.000000000000014 0.89715745000000002 0.48435972629521024 1.0000000180025095e-35 0.2253968253968254 0.45080645161290328 0.098387096774193564 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 3 9 5 8 14 -5 27 22 -2 13 -7 20 -6 -1 19 28 -15 -13 -8 -11 -16 -3 -24 -12 -14 -19 -4 29 -10 +right_child=2 4 7 6 10 11 15 -9 16 12 24 18 25 17 21 -17 -18 26 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.040593137697389182 0.041428672377706338 -0.0065896191809714207 0.04799498148815564 -0.010770979078527249 0.014690851612552281 -0.05246734520109967 -0.025271940399745965 0.067948487808438054 -0.00014734636171573746 0.016481008793961246 0.0098528119678895614 -0.035929979675604531 0.026975518800247546 0.012979344722614826 -0.019851968611802412 -0.019946506210333382 -0.0056847969773546206 0.0023118134557884901 -0.047595661132922136 -0.035474105376119766 0.027349477509914816 -0.033845420459580514 -0.010066081731939295 -0.019431183228766462 0.018372356648438073 0.038475849026925302 -0.0076839068302061806 0.057976342619845217 0.0055459711217924999 -0.015302050096399117 +leaf_weight=5510.0506069362164 11003.24098213017 38330.132282018661 16469.108729183674 25062.750161215663 11701.809050321579 14182.307098001242 25246.674239188433 24614.442305594683 37480.122422218323 20276.694783389568 22272.553788334131 22649.830554530025 15101.291435420513 9233.1844002902508 15328.456501334906 32035.750142022967 50569.004672169685 51084.814052730799 11059.518568515778 11069.466727271676 9399.2553851678967 5108.0968865305185 33473.190407723188 10973.699255675077 14475.190644651651 6866.322565048933 6983.5869753658772 9633.9370951876044 17906.972594559193 2837.8274806141853 +leaf_count=23982 92836 116410 185906 83015 55336 68900 88960 331377 118719 127217 85605 90467 125019 41555 59362 105807 156949 206117 46226 40900 59914 20380 102479 33824 71122 57450 26856 109190 57321 8911 +internal_value=0 -0.0103738 0.0418133 -0.0282496 -0.0006454 -0.0377197 -0.020764 0.0595749 -0.0054284 0.0274339 0.00727058 -0.0435212 0.0244522 0.00450851 -0.0270115 -0.0244282 -0.00217997 0.00273809 -0.0397573 -0.0283816 0.0199234 -0.0233496 -0.00969782 -0.0123783 0.0132087 0.0305701 0.00110968 0.0516788 0.000864849 -0.00121403 +internal_weight=0 474575 113364 167253 307322 73838.3 93414.6 50717.5 191571 62646.8 115751 47891.7 51643.6 79003.4 25946.6 68351.9 108794 67301.6 33709.3 36316.1 29676 20436.6 82777 44446.9 36747.7 21967.6 58068.4 26103 58224.9 40317.9 +internal_count=2798112 1709203 1088909 627999 1081204 309317 318682 626473 594613 462436 486591 205593 369600 329864 103724 235667 341900 274528 136693 129860 187131 79742 252713 136303 156727 182469 232973 295096 184951 127630 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 Tree=56 num_leaves=31 -num_cat=3 -split_feature=0 0 0 0 4 10 0 0 0 0 3 3 2 11 8 4 8 8 3 3 3 3 11 11 3 8 10 9 8 1 -split_gain=27273.3 2667.36 2544.77 698.836 378.032 362.769 340.832 317.905 236.031 211.366 204.631 181.673 163.821 180.82 162.454 157.742 143.376 153.9 142.27 135.791 125.877 116.434 115.512 108.9 104.693 104.123 104.109 111.185 101.804 99.867 -threshold=0.017228718723459956 0.10904609234046993 0.0031050087009554831 0.9037305792543332 0.33687943262411352 1.0000000180025095e-35 0.0075304637768320434 0.041039463253664019 0.00090144943705980547 0.2481428885185131 0.97005249170174912 0.92472820677470235 0.90499276603118495 0 79.500000000000014 0.33687943262411352 85.500000000000014 46.500000000000007 0.022992613841957579 0.88430355727447163 0.98237130801581796 0.16356378963496132 1 2 0.063156205091988563 46.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 121.50000000000001 0.0026905215087951327 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 -left_child=2 5 8 4 9 7 10 14 -1 25 24 12 -8 -14 19 23 17 -11 -5 21 -10 -2 -7 -9 -4 -3 -19 -28 -27 -25 -right_child=1 3 6 18 -6 22 11 15 20 16 -12 -13 13 -15 -16 -17 -18 26 -20 -21 -22 -23 -24 29 -26 28 27 -29 -30 -31 -leaf_value=-0.068170618633667288 -0.0017919130407723074 0.031242729562829613 -0.0092620253853020473 0.066350399870799048 0.033774493775067825 0.027747831504682904 -0.028482548576719852 -0.0040833009564203385 -0.058010469196054119 0.032165228640213865 -0.013386056943956707 -0.0051069288001870401 0.036078334276433831 -0.023667344669139785 0.0020417771665197535 0.028921653334921429 0.026716136225131672 0.015425000114430362 0.039708866595670883 0.0067823626912140722 -0.040718027052118355 -0.020380199942012265 0.0072410298298066699 -0.0030364561856348182 -0.042867260171259879 0.011337790017704616 0.031689121799632472 0.014346402590452712 0.032502697016253988 0.010650370001455838 -leaf_weight=24073.611021080054 4270.2507747523487 3120.2825180888176 968.67927138507366 2549.2098517119884 18991.446749776602 5669.7743754088879 22122.492861140519 15413.105757817626 19534.94224467501 7912.6311974078417 2943.0993292722851 5047.2904093079269 850.7063051648438 1221.1789031587541 9356.1984537951648 2401.4400848150253 34016.580737709999 55075.164584964514 9379.8258495777845 2869.8091067187488 5365.8166669029742 15980.196118362248 5366.1088944450021 7598.0850254520774 21572.065013356507 45651.407490454614 9211.3690199106932 6174.6946182250977 2391.7013945132494 17867.824759237468 -leaf_count=1037111 45577 15226 16534 11451 67468 36739 321470 127673 493493 26704 80066 92274 10042 17932 95917 16755 113790 191342 35306 39369 204577 178010 40141 57074 413447 228414 30025 20357 11118 121766 -internal_value=0 0.0154466 -0.0445507 0.0219523 0.0204199 0.000869542 -0.0297315 -0.00159801 -0.0611101 0.0188692 -0.0381851 -0.0223642 -0.0259643 0.000923852 -0.00907624 0.00401345 0.0212947 0.0189417 0.0454021 -0.0135754 -0.0542842 -0.0164605 0.0178083 0.00255022 -0.0414231 0.0135411 0.0174567 0.0247292 0.0123914 0.00656415 -internal_weight=0 281267 103700 194474 182545 86792.8 54725.5 75756.9 48974.4 163554 25483.8 29241.7 24194.4 2071.89 32476.5 43280.5 112390 78373.9 11929 23120.3 24900.8 20250.4 11035.9 40879 22540.7 51163.4 70461.2 15386.1 48043.1 25465.9 -internal_count=4197168 1510222 2686946 751201 704444 759021 951765 682141 1735181 636976 510047 441718 349444 27974 358873 323268 382218 268428 46757 262956 698070 223587 76880 306513 429981 254758 241724 50382 239532 178840 -cat_boundaries=0 1 2 3 -cat_threshold=3 7 48 +num_cat=1 +split_feature=0 0 0 3 10 1 4 0 0 3 2 0 2 3 8 3 8 3 8 3 2 8 8 10 8 8 10 11 2 9 +split_gain=18857.9 1829.73 1623.61 496.143 246.532 244.094 239.787 205.171 195.263 144.508 142.814 137.545 128.123 124.966 122.547 115.394 103.015 101.26 97.8589 88.8553 107.199 84.1327 89.9327 82.4339 83.6115 78.8761 78.5761 78.3299 74.9447 69.0343 +threshold=0.013433850000000002 0.078503950000000003 0.0026105000000000004 0.048558600000000007 1.0000000180025095e-35 0.0023519500000000007 0.10960960960960962 0.028393600000000001 0.0059149000000000016 0.9804961000000002 0.15448890000000001 0.00054145000000000007 0.004457850000000001 0.068375250000000012 71.000000000000014 0.96157435000000013 31.000000000000004 0.83591765000000018 65.000000000000014 0.92590100000000009 0.8604925000000001 33.000000000000007 31.000000000000004 1.0000000180025095e-35 33.000000000000007 31.000000000000004 1.0000000180025095e-35 0 0.88286385000000012 1.0000000180025095e-35 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 +left_child=2 7 11 12 8 -5 10 19 9 -4 14 -1 -3 -9 -7 28 -12 21 25 20 -2 22 -15 24 -18 -8 -13 -22 -10 -25 +right_child=1 3 4 5 -6 6 18 13 15 -11 16 26 -14 17 -16 -17 23 -19 -20 -21 27 -23 -24 29 -26 -27 -28 -29 -30 -31 +leaf_value=-0.069806276525678265 -0.013992859570187997 0.064894265424462763 -0.04416614938018984 0.0078807352494620255 -0.0026646908539669592 0.02063123638524153 0.050160441080289823 0.026011083227738596 -0.030565249821334468 -0.00092552598900868242 0.032537159978690021 -0.058023468007801018 0.036768976560166027 0.020614907999274307 0.033867093444297232 0.0064211814015595406 0.0092769267274490346 0.016614817010179184 0.041177155143987836 0.012668357469938258 0.023987587772541424 0.0085724464859940307 -0.0061797573377714091 0.03136723813824123 0.018326890865919151 0.023918173345077173 -0.029718527271197621 -0.011004563335202715 -0.009049164046032742 0.012850994596421073 +leaf_weight=12847.122009446844 15111.859172169119 1950.4192118346691 13925.262973211706 15028.067919954658 2859.2500393614173 26327.86669088155 1264.7012054920197 2472.5529121607542 14448.505176734179 818.29165484756231 3522.4735808819532 19232.369359178469 9551.855337664485 1365.1920894682407 9526.2857960909605 1026.1221653968096 24532.31085050106 4365.3187302872539 6725.0119901746511 1777.8265303261578 1397.6617837995291 7899.1891202107072 15191.554051578045 4999.6626619845629 17484.744645640254 12138.035127289593 1033.4696881156415 1166.2070775851607 1823.1533281840384 3371.2522462904453 +leaf_count=586387 170127 8914 273754 71139 43165 95086 4511 16731 221541 22586 14342 568939 34463 9896 33408 19480 108434 37869 23624 22976 12586 57582 119390 18201 69818 45121 35999 13649 25848 12546 +internal_value=0 0.0156338 -0.0458495 0.0216641 -0.0307999 0.0198342 0.0214689 -0.00057721 -0.0333105 -0.0417662 0.0192569 -0.0617115 0.0415381 0.00443606 0.0241479 -0.0261034 0.0160041 0.00258516 0.0313336 -0.00864177 -0.0107851 8.09034e-05 -0.00397039 0.0148483 0.0130429 0.0263944 -0.05658 0.00812162 -0.0281545 0.0239101 +internal_weight=0 187170 68013.5 136423 34900.6 124920 109892 50747.4 32041.3 14743.6 89764.6 33113 11502.3 31293.8 35854.2 17297.8 53910.4 28821.3 20127.7 19453.6 17675.7 24455.9 16556.7 50388 42017.1 13402.7 20265.8 2563.87 16271.7 8370.91 +internal_count=2798112 1000413 1797699 539607 606374 496230 425091 460806 563209 296340 351835 1191325 43377 241468 128494 266869 223341 224737 73256 219338 196362 186868 129286 208999 178252 49632 604938 26235 247389 30747 +cat_boundaries=0 1 +cat_threshold=3 is_linear=0 shrinkage=0.1 Tree=57 num_leaves=31 -num_cat=4 -split_feature=1 1 1 3 0 1 5 6 1 0 1 1 1 3 3 11 3 0 2 6 5 8 11 3 11 11 2 7 3 2 -split_gain=10205.7 781.666 707.497 398.054 213.162 94.5011 88.2272 88.253 66.4378 65.3287 65.0709 60.1812 59.8553 89.989 48.8092 44.9713 44.4364 37.3529 35.6641 34.7035 31.6188 31.4175 38.3112 30.7318 30.3122 29.4826 28.6429 28.1154 27.7434 27.2291 -threshold=0.0073369277500766675 0.0011177395395782625 0.030681017085899012 0.87233117386479397 0.020390306672283368 0.0031956362415680294 0.13961038961038963 0.12310606060606062 0.01417180368562233 0.037814444418972644 0.0026227801022510777 0.10002272257413615 0.00031684759528595999 0.96118147580274782 0.82829401882220999 0 0.97524093841415849 0.059913150215792556 0.013444773291638694 0.34891304347826091 0.033060109289617494 76.500000000000014 1 0.97702388399825313 2 3 0.014362738944116766 0.20169491525423733 0.66383426860960881 0.81387133466728434 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 1 1 2 2 2 2 -left_child=1 12 4 5 14 -3 7 9 28 21 23 18 -1 -14 24 -13 -12 -7 -11 -8 25 22 -4 -5 -2 -16 -9 -27 -6 -24 -right_child=2 3 6 10 8 17 19 26 -10 11 16 15 13 -15 20 -17 -18 -19 -20 -21 -22 -23 29 -25 -26 27 -28 -29 -30 -31 -leaf_value=-0.06758717438626953 -0.015283517048795018 -0.048416447777207813 0.035098877261185206 -0.028426587187492688 -0.020838630683663539 -0.02353567179959911 0.038759588083343378 0.031229062061590353 -0.00066964637667144391 0.052819258122082241 -0.0061154192400885744 0.030298716082072647 -0.061767489629849973 -0.039447692873407769 0.0098372268864419417 0.021001578155361703 0.021166680170156063 -0.038531087504762786 0.012265020301784668 0.0064034264207893047 0.074888445213875748 0.036075069974035444 0.022675937074873184 -0.0059154893775909085 0.013495179465567145 0.040161882328758947 0.010895669147264107 0.011439220191551507 -0.0017407900651856057 0.078132370850198959 -leaf_weight=7601.8834802089259 515.36181210167706 7073.2640975490212 4038.3299943432212 1560.2724015656859 3645.7533949846402 2992.1486547971144 5039.8102463446558 774.25071186386049 5643.6327787265182 224.29239924252033 1900.7532045543194 8277.6138045340776 6458.8465808099136 2507.7293581496924 985.79849515855312 15001.335175242275 870.39867378678173 3734.3144422117621 6534.6676549352705 354.81926276907325 127.61538771167397 5194.6049010716379 9034.5349487699568 992.03325914451852 1202.6525952704251 1215.6893430501223 6584.0444127842784 473.54617530107498 961.21025165729225 89.414187353104353 -leaf_count=1094606 17067 477539 27664 124214 158976 163326 25210 4931 171909 4559 103721 46737 547502 347961 33264 84849 56710 207779 112844 2172 3956 26921 58956 100561 37596 36036 64901 16063 37267 1371 -internal_value=0 -0.0451606 0.0196754 -0.0313857 3.41718e-05 -0.0403466 0.0244201 0.0232385 -0.00794344 0.0247899 -0.00815674 0.0219177 -0.0610594 -0.0555252 0.0181234 0.0243295 0.00245369 -0.0318606 0.0136108 0.0366314 0.0262588 0.0294898 0.0268908 -0.0196769 0.00485187 0.0239389 0.0130352 0.031921 -0.016854 0.023194 -internal_weight=0 35691.6 75919 19123.2 14771.3 13799.7 61147.7 55753.1 10250.6 48394.8 5323.46 30037.9 16568.5 8966.58 4520.66 23278.9 2771.15 6726.46 6758.96 5394.63 2802.65 18356.9 13162.3 2552.31 1718.01 2675.03 7358.3 1689.24 4606.96 9123.95 -internal_count=4197168 3223919 973249 1233850 512134 848644 461115 433733 368152 363901 385206 248989 1990069 895463 143982 131586 160431 371105 117403 27382 89319 114912 87991 224775 54663 85363 69832 52099 196243 60327 -cat_boundaries=0 1 2 3 4 -cat_threshold=48 17 48 20 +num_cat=1 +split_feature=1 1 1 3 0 1 1 8 2 1 3 3 2 5 8 1 3 11 8 2 0 7 2 3 3 1 6 5 0 8 +split_gain=7067.23 517.582 439.778 320.786 146.258 93.8133 50.1335 49.7833 57.1773 45.1552 104.462 42.6974 41.9368 37.3669 1140.33 37.1651 28.4995 27.9523 24.9724 35.6701 25.263 22.1318 21.908 21.6644 21.5024 21.1492 21.0895 22.4442 20.0586 19.1309 +threshold=0.006878050000000001 0.00096985000000000007 0.030923250000000003 0.92320885000000008 0.018583000000000006 0.0032450500000000006 0.014377850000000003 53.000000000000007 0.15448890000000001 0.00022045000000000002 0.96006965000000011 0.61486625000000006 0.026612800000000002 0.77500000000000013 85.000000000000014 0.0024681000000000004 0.97891850000000014 0 155.00000000000003 0.0038998500000000003 0.0017733500000000001 0.33687943262411352 0.80731020000000009 0.98526745000000016 0.023572400000000004 0.00042515000000000006 0.18065268065268067 0.24662162162162166 0.22103985000000004 155.00000000000003 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 9 4 5 12 24 -6 8 26 -1 -11 -7 -2 25 -15 23 -17 22 -18 20 -20 -8 -10 -5 -3 -12 27 -4 -19 -25 +right_child=2 3 7 15 6 11 21 -9 17 10 13 -13 -14 14 -16 16 18 28 19 -21 -22 -23 -24 29 -26 -27 -28 -29 -30 -31 +leaf_value=-0.069232667072980481 0.037212064260248465 0.015226118261766883 0.025723110765960452 -0.021586020838352329 -0.016058626301324007 -0.034771962823251311 0.0067838565242563922 0.030548832281393035 0.020453411914893197 -0.064592404324607305 -0.048842522772125731 -0.012766074250430547 0.01183326006655102 -0.0099551652309657693 7.8456650699207913 -0.0001811439260681669 0.028990665282969647 0.012895344013579644 1.3489943858273499 -0.076814378666824085 0.3997129154845635 -0.010608956263877502 0.082723936711128071 0.0036451823817790839 -0.048309591191764929 -0.029011617110258559 0.016475347422705264 0.038980314054846699 -0.005235426973851192 0.38906988102161083 +leaf_weight=4306.1265401095152 912.61418626829982 53.736661386676133 16699.855784315616 897.24386731535196 3168.0233875894919 3122.8132805181667 2362.6262451838702 12047.300266638398 3772.0192987062037 4647.8298807647079 1058.6228407262824 1228.5916821537539 2272.2523702364415 7.635758696589618 0.18936922261491407 813.8123364476487 476.09356257691979 2859.05829192698 0.42088032793253594 1.0289982482790945 0.83960257843136787 1059.7747748214751 57.357679899781942 482.10007125465199 6084.2696348968893 1093.0711523140781 2252.2814083322883 1382.7660470418632 775.76048179343343 1.291275331750511 +leaf_count=668204 25715 3648 100176 69457 131358 168468 66593 77202 42582 401786 159840 61774 64182 1045 30 39217 27810 30450 21 45 39 31672 867 47422 413896 133251 15354 5902 9978 128 +internal_value=0 -0.0453275 0.0205167 -0.0319102 0.00150982 -0.0397907 -0.0069934 0.0251795 0.0228526 -0.0612182 -0.0561485 -0.0285587 0.0191055 -0.0379751 0.180152 -0.000983605 0.0112051 0.015367 0.0305751 0.360048 0.716682 0.00139803 0.0213304 -0.0123915 -0.0477534 -0.0387683 0.0256003 0.0267369 0.00900102 0.00467476 +internal_weight=0 24275.7 49621.7 13162.2 9775.29 10489.4 6590.42 39846.4 27799.1 11113.5 6807.35 4351.4 3184.87 2159.52 7.82513 2672.83 1292.2 7464.2 478.383 2.28948 1.26048 3422.4 3829.38 1380.64 6138.01 2151.69 20334.9 18082.6 3634.82 483.391 +internal_count=2798112 2196081 602031 831925 319520 647786 229623 282511 205309 1364156 695952 230242 89897 294166 1075 184139 67132 83877 27915 105 60 98265 43449 117007 417544 293091 121432 106078 40428 47550 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 @@ -1226,41 +1210,39 @@ shrinkage=0.1 Tree=58 num_leaves=31 num_cat=2 -split_feature=2 2 2 2 1 1 2 2 2 2 2 6 0 8 11 8 8 8 6 6 8 0 6 3 2 1 8 11 8 8 -split_gain=18650 3482.59 2732.75 865.914 563.868 447.245 330.467 298.987 296.543 240.449 178.075 169.161 152.404 138.869 138.746 131.054 128.105 113.323 109.661 104.691 105.513 102.731 95.2018 91.2011 91.028 89.5357 86.9095 86.8029 84.3934 83.091 -threshold=0.040384417575753555 0.26279074521453255 0.0074783270561342837 0.84150779656813202 0.030681017085899012 0.041098522490902706 0.017407380957827151 0.092814094751728513 0.0025029415523516942 0.56574274602232333 0.081611015109517959 0.39791666666666675 0.012151601271849591 112.50000000000001 0 73.500000000000014 85.500000000000014 46.500000000000007 0.37689393939393945 0.37689393939393945 49.500000000000007 0.071782454800452838 0.32916666666666672 0.12230334144234294 0.017996644841659304 0.0013425918800569327 115.50000000000001 1 115.50000000000001 85.500000000000014 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 -left_child=2 5 8 9 6 7 16 12 -1 19 26 14 28 18 -5 -8 27 -11 21 20 -3 -9 -19 -14 -6 -16 -7 -4 -2 -12 -right_child=1 3 4 11 24 10 15 13 -10 17 29 -13 23 -15 25 -17 -18 22 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.065049860076552918 0.0011028425312797218 0.0099351885545784901 -0.033035382537334367 0.027559341227949709 -0.053298535556202613 -0.01813618350051736 -0.011220338657474255 0.0060618844357603905 -0.047922068839762424 0.0033217938522944442 -0.0045046227894947923 0.033838248134591395 0.0028778717754794109 -0.0033540593707673547 0.022364806324993367 -0.025176881431889737 -0.041172956187132195 0.014158792589187529 0.014587716567871712 0.015712605210284381 0.0040307554621264617 -0.0012803517829254804 0.020918413864038889 -0.013260444754315592 -0.035948893570982299 0.012152194622145979 -0.041392136650663117 -0.020040127501700731 -0.011406812750294867 -0.017768065196881313 -leaf_weight=15828.901631653309 32067.823648229241 105926.39888998866 8005.025801897049 23079.10923139751 4864.5160587504506 8215.687745384872 33217.651406548917 62469.743536829948 27970.831579707563 8183.5029210448265 22474.308129429817 13911.011510297656 4133.6273543909192 25147.171387419105 18064.994230106473 8436.9959211573005 5863.3473890945315 110009.74330163002 10574.903478384018 21515.455344989896 42372.636781990528 27421.72276084125 25703.444723844528 22907.27115034312 7993.0746494978666 16358.231571316719 1997.668386131525 14890.551771294326 6483.1110222786665 5980.0377626419067 -leaf_count=368368 208581 355769 110213 78757 45166 47108 298234 279712 517418 24793 97467 49862 21410 123188 63008 88071 82621 334016 45869 71586 145908 115782 78233 139141 59887 53828 14202 197291 50737 30942 -internal_value=0 0.00819099 -0.0338916 0.0140048 -0.0232559 -0.00154928 -0.0197395 0.000434314 -0.0541119 0.0117424 -0.0113578 0.0239431 -0.00503798 0.00329179 0.0215492 -0.0140472 -0.0279843 0.0147499 0.00495528 0.00919389 0.00824815 0.00382211 0.015439 -0.0107934 -0.0425129 0.0175066 -0.0226849 -0.0246069 -0.00100091 -0.0072921 -internal_weight=0 614998 127071 385125 83271.2 229873 70413.6 191205 43799.7 313711 38667.7 71413.3 65591.8 125614 57502.3 41654.6 28758.9 143897 100466 169814 148299 89891.5 135713 27040.9 12857.6 34423.2 10213.4 22895.6 38550.9 28454.3 -internal_count=4197168 2429899 1767269 1255760 881483 1174139 776430 984420 885786 1010305 189719 245455 419869 564551 195593 386305 390125 437042 441363 573263 501677 395494 412249 160551 105053 116836 61310 307504 259318 128409 +split_feature=2 2 2 2 1 1 2 2 6 8 6 1 2 8 1 0 3 8 8 8 9 3 7 8 11 2 11 2 2 2 +split_gain=13033.3 2479.25 1729.07 685.232 365.68 364.587 221.509 197.555 190.659 170.869 144.254 137.676 118.797 109.231 105.412 89.9152 100.963 83.5109 78.4577 69.6994 69.5567 68.8621 67.7221 72.3667 66.9932 65.8536 64.6115 64.3683 62.2903 60.8001 +threshold=0.03337455000000001 0.20810055000000002 0.0064026500000000002 0.73516160000000008 0.036264550000000007 0.028629600000000002 0.0023496500000000004 0.015134200000000002 0.33712121212121215 33.000000000000007 0.37689393939393945 0.0014762500000000003 0.083913700000000022 53.000000000000007 0.0056436000000000012 0.033671750000000007 0.10922170000000002 53.000000000000007 29.000000000000004 49.000000000000007 1.0000000180025095e-35 0.11919950000000001 0.55495169082125617 79.000000000000014 0 0.077201650000000011 1 0.081655550000000007 0.9093842000000002 0.016783750000000004 +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 1 2 1 2 2 2 +left_child=2 4 6 10 9 7 -1 17 11 12 14 18 15 27 26 -2 -17 -4 -5 -9 -16 -20 23 24 -13 -11 -3 -6 -10 -7 +right_child=1 3 5 8 13 29 -8 19 28 25 -12 22 -14 -15 20 16 -18 -19 21 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.065786384833017672 -0.00037389815513538528 0.013781111683909423 -0.025282205976651574 -0.0023942404100612959 -0.019362719614578257 -0.053928449302457077 -0.048086744257533877 -0.012385944523497715 0.026339732904752902 -0.014917651112052953 0.017122334995329089 0.0155745558005568 0.0045029575126113884 -0.028369121510757933 0.0049694803014890977 0.0080763775515430066 -0.018719100189705136 -0.041526082097187861 0.02779533431060794 -0.025949647214050187 0.019370020365554231 0.018855805520340871 0.020812349651198516 0.021082233151399773 0.00404444516411058 -0.0042883041884500843 0.0087044362265350332 -0.0064923281458917834 0.039763139323250644 -0.036340840831984765 +leaf_weight=11886.576565619558 26603.711135596037 45490.431465432048 14751.120112210512 1188.0491550415754 6194.6884721964598 3653.9947623610497 17452.008393909782 19193.286814913154 11893.913134306669 8942.851393468678 25083.758945539594 8508.0683836638927 48995.649614185095 4833.2031898796558 59728.577449306846 1829.4580626189709 6077.5809939056635 4029.4721078500152 18991.411137029529 4720.2734016105533 3553.7076049596071 15773.953987330198 11152.443279534578 6155.627488553524 12397.886987507343 16737.563324153423 56288.007668435574 10426.023598909378 4873.4295754283667 4253.8252971544862 +leaf_count=277399 173812 149308 199335 3899 34866 34339 329883 176025 38041 68357 82585 26630 224201 29378 203727 9119 33755 56301 67239 51927 11828 49148 35306 19329 38971 87932 189015 45908 18551 31998 +internal_value=0 0.00818092 -0.0359431 0.0134713 -0.00320148 -0.0247446 -0.0552578 -0.0210915 0.020611 -0.000856287 0.0100568 0.0184338 0.00133746 -0.015137 0.00898302 -0.00315665 -0.0125194 -0.0287674 0.0228757 -0.0150633 0.00577816 0.0237392 0.0142547 0.0115523 0.00874622 -0.00798983 0.0109757 -0.0112892 0.0302412 -0.0444676 +internal_weight=0 411720 79940.6 281079 130641 50602 29338.6 42694.2 90934.8 109187 190144 74167.4 83506.4 21453.9 165061 34510.8 7907.04 18780.6 35953.4 23913.6 63282.3 34765.4 38214 27061.6 20906 25680.4 101778 16620.7 16767.3 7907.82 +internal_count=2798112 1640905 1157207 933577 707328 549925 607282 483588 297114 597176 636463 240522 440887 110152 553878 216686 42874 255636 120286 227952 215555 116387 120236 84930 65601 156289 338323 80774 56592 66337 cat_boundaries=0 1 2 -cat_threshold=52 48 +cat_threshold=12 3 is_linear=0 shrinkage=0.1 Tree=59 num_leaves=31 -num_cat=3 -split_feature=3 3 3 3 3 0 3 3 3 3 0 3 7 11 11 0 0 7 4 8 3 0 7 7 3 10 7 8 1 11 -split_gain=28244.5 10215.6 3431.1 1830.74 1207.23 579.467 392.225 376.977 376.793 317.304 276.909 202.211 165.984 156.689 151.677 128.613 120.16 118.592 110.339 108.856 106.369 103.319 99.5989 96.0562 86.4559 85.1566 83.5083 82.4425 81.0075 78.3879 -threshold=0.95151961640741767 0.19440876076710989 0.99058217955182437 0.61709726396905962 0.073605989979258185 0.039390829476267986 0.86805371941859011 0.99621017927201216 0.97702388399825313 0.30692700075300744 0.086035785256769054 0.11527534952400129 0.51787994891443179 0 1 0.0038952294501845247 0.001123929421987764 0.43875000000000003 0.15470085470085473 67.500000000000014 0.037535029648553549 0.014202038114938479 0.43875000000000003 0.43875000000000003 0.022992613841957579 1.0000000180025095e-35 0.25403225806451618 118.50000000000001 0.00057590345489272408 2 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 -left_child=1 4 8 9 10 19 12 26 22 21 20 -7 15 -10 28 -5 -15 18 29 -6 -1 -3 -2 -16 -12 -17 -4 -13 -8 -11 -right_child=2 3 7 6 5 11 14 -9 13 17 24 27 -14 16 23 25 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.04514498117681795 0.017373645354366484 -0.0062839244234671847 0.046301972667342088 0.0071752330524574651 -0.011757022647890462 -0.033426880942508695 0.010906424071907084 0.065936069944011397 0.041694677412814012 0.00040863136878843036 -0.066156910447725897 -0.021134355692911638 0.0070916110258366586 0.034685139818589027 0.0101089179249889 -0.00055982874412099644 0.02127973676208017 -0.00072738321370113021 -0.017258053386237586 -0.021523041217546335 -0.029107524362740125 -0.014356277195032708 0.027195865544921656 0.018615961430917972 -0.044378963688054496 -0.010017834052550474 0.056739397752480519 -0.029945027056764564 0.00084505539196849363 -0.006774730542522975 -leaf_weight=5070.0943331420422 32585.654628418386 21376.135030627251 20947.72666169703 20277.987710878253 39299.965651676059 35893.00957134366 12608.81569288671 27719.512645363808 15014.607248827815 18146.68158864975 1937.1241360008717 36987.178064867854 43498.946928933263 15484.018355093896 41687.622990563512 91555.517912209034 11768.652551017702 51642.827768176794 8767.3214464485645 16084.798556625843 22439.135386243463 61392.663593426347 15111.17506801337 19472.991958558559 30912.174789234996 10624.286760643125 12089.565117828548 14897.877352327108 21903.174791142344 93461.491953551769 -leaf_count=23914 224480 66894 263304 73809 137611 142574 59060 418464 145166 55109 12240 128765 154685 149350 209731 315595 105861 157012 26631 59307 96476 196275 105661 100604 144130 35260 153744 54933 97069 283454 -internal_value=0 -0.00862859 0.0389769 -0.00115053 -0.0276035 -0.0226026 0.00472516 0.0573366 0.0265777 -0.007184 -0.0394649 -0.0276562 0.00178534 0.0334525 0.00982467 -9.9532e-05 0.0288856 -0.0047361 -0.0064559 -0.0145933 -0.0320633 -0.0122715 0.0204855 0.0128154 -0.0456632 -0.00154324 0.0501214 -0.0236642 0.00451963 -0.00560734 -internal_weight=0 719938 150721 516416 203521 143163 261629 60756.8 89964.1 254787 60358.5 87778.1 165957 42267.3 95672.6 122458 27252.7 172018 120375 55384.8 27509.2 82768.8 47696.8 61160.6 32849.3 102180 33037.3 51885.1 34512 111608 -internal_count=4197168 2631138 1566030 1831188 799950 523190 1045813 835512 730518 785375 276760 326272 579349 400377 466464 424664 255211 522206 365194 196918 120390 263169 330141 310335 156370 350855 417048 183698 156129 338563 -cat_boundaries=0 1 2 3 -cat_threshold=48 3 8 +num_cat=0 +split_feature=3 3 3 3 3 0 3 3 0 3 1 0 3 3 8 7 7 4 7 2 7 1 1 0 0 8 8 8 8 0 +split_gain=19567.6 6719.98 2633.82 1111.43 751.395 430.423 320.823 249.599 234.974 232.376 223.948 158.66 132.027 119.472 115.738 107.403 103.369 101.52 92.1378 82.9112 81.8979 81.6641 75.0761 74.9783 73.0467 71.0446 69.35 66.403 59.8791 57.8696 +threshold=0.95335565000000011 0.19364260000000003 0.99248650000000016 0.67501920000000015 0.076138600000000015 0.025153700000000005 0.98271750000000002 0.30936190000000002 0.0068591000000000008 0.99680760000000002 0.00079065000000000006 0.0026105000000000004 0.11574045000000001 0.030517350000000002 31.000000000000004 0.45080645161290328 0.48074074074074075 0.17573529411764707 0.41728855721393038 0.083913700000000022 0.28213443396226418 0.0044033500000000012 0.00011645000000000001 0.087020100000000017 0.029647800000000005 79.000000000000014 77.000000000000014 45.000000000000007 77.000000000000014 0.0026105000000000004 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 4 6 7 8 27 18 24 -1 -4 19 -12 28 -10 -13 17 -16 21 22 -5 29 -9 -2 -15 -3 -14 -24 -6 -7 -8 +right_child=2 3 9 10 5 12 20 15 13 -11 11 14 25 23 16 -17 -18 -19 -20 -21 -22 -23 26 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.02384206649874861 0.028819036275142186 -0.0077053642050307113 0.051863914918448051 0.015237761334767168 -0.011197411853552873 -0.030170470275525486 0.033465163027718424 -0.0021219871529779446 -0.060188934903676494 0.06716399528416922 0.013262486024253065 -0.015211092304760272 -0.021185136405348491 -0.034214484151983922 -0.000847504133044626 0.00020078733395369772 0.0068104163028736026 -0.018189749422276212 0.027827362922716089 0.0070783769599889806 0.043308465989105795 -0.0083594213096973707 0.012373375888223778 -0.044601723779467362 -0.0151491822607503 -0.030771484229627402 0.026863056402374859 -0.020882183035055308 -0.040756828883703203 0.015691782518602506 +leaf_weight=8208.1953471899033 4791.691650301218 21678.57836702466 21033.562539234757 20338.901178777218 24832.131133764982 16416.886154845357 14051.991640038788 43041.204929620028 3509.6426343917847 18798.512689031661 11353.193672135472 4347.5409486591816 25369.766843870282 11174.886508360505 56769.032021507621 38746.203056693077 25564.11610917747 6442.0632739067078 12602.731367103755 32122.781665876508 8426.4794160500169 40971.128190457821 18120.205471195281 18377.335664838552 33638.707808673382 11119.057147935033 4039.5214460641146 9902.9034848660231 7920.8316780775785 2106.5646710470319 +leaf_count=34998 35259 67889 274497 104184 86870 64111 139575 131696 19458 286195 50626 16044 89084 48934 212847 118663 98863 19646 88937 125953 84020 124771 120029 86301 108450 40862 30555 36675 33021 19099 +internal_value=0 -0.00903619 0.0388879 -0.00140932 -0.0277095 -0.0228397 0.0263452 -0.00661111 -0.0389858 0.0590847 0.00496844 0.00214651 -0.0279113 -0.0427455 0.000690574 -0.00420453 0.00153025 -0.00609155 0.0207694 0.0102417 0.035316 -0.00516386 0.017469 -0.0406739 -0.012232 -0.0241063 0.0150147 -0.0139585 -0.0336159 0.0311481 +internal_weight=0 471845 103971 335013 136832 95561.6 64139.2 184518 41270.1 39832.1 150496 98033.9 60826.5 33061.9 86680.7 129201 82333.1 90454.4 39554.1 52461.7 24585 84012.3 26951.4 29552.2 55317.3 36488.8 22159.7 34735 24337.7 16158.6 +internal_count=2798112 1719946 1078166 1179632 540314 350623 517474 571115 189691 560692 608517 378380 227078 154693 327754 394776 311710 276113 274780 230137 242694 256467 185843 135235 176339 129946 150584 123545 97132 158674 is_linear=0 shrinkage=0.1 @@ -1268,419 +1250,413 @@ shrinkage=0.1 Tree=60 num_leaves=31 num_cat=4 -split_feature=0 0 0 3 11 4 10 3 0 0 2 8 2 8 0 10 0 11 3 3 3 8 1 11 2 9 11 8 3 3 -split_gain=22985.3 2278.05 2200.89 614.51 338.882 328.707 324.75 260.733 244.03 226.392 197.084 183.768 181.139 171.405 144.089 142.434 140.912 140.846 140.652 133.873 126.148 122.109 181.472 118.504 117.845 114.645 106.036 102.434 107.109 100.116 -threshold=0.015606753917525125 0.08993417544003264 0.0030222126812408869 0.052660107278052572 0 0.10960960960960962 1.0000000180025095e-35 0.070916477678786269 0.0061665671950567932 0.00090144943705980547 0.0033907685451031286 46.500000000000007 0.15921943746128381 88.500000000000014 0.030217252782945205 1.0000000180025095e-35 0.03383229345102836 1 0.91883611914952035 0.96657197957756602 0.96118147580274782 97.500000000000014 0.0045713250446715644 2 0.88309789110949655 1.0000000180025095e-35 3 46.500000000000007 0.18372157608722781 0.91262929911222035 -decision_type=2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 1 2 2 2 -left_child=2 4 9 10 16 12 8 -6 18 -1 -3 -9 13 -5 29 26 -2 -10 -4 -11 24 27 -23 -8 -19 -17 -14 -7 -29 -13 -right_child=1 3 6 5 7 21 23 11 17 19 -12 14 15 -15 -16 25 -18 20 -20 -21 -22 22 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.067099711279923119 -0.01842918626314613 0.066282519071186097 -0.046934877716679618 0.016131688005900584 0.02638725490537493 0.04342634050320017 0.019012612692679995 0.028148567646176105 -0.035687352644292486 -0.058709164549689025 0.031708732332680352 -0.01091754655872549 0.016672827729835683 0.02835167457559782 0.0042746505094498222 0.028461751528650259 -0.0040666089050110368 -0.025508179497223105 -0.027892677840089222 -0.042803391056657966 0.014894921796382741 0.015740878253303763 0.042951263030037462 -0.015910505301196927 0.00015992418346442994 0.010205030312497674 0.008348713859358833 0.026197465850913166 0.011204415641103704 0.014544799288139072 -leaf_weight=21627.136400254443 11154.039598848671 1788.3430516272783 11939.536398999393 42586.607447728515 4701.6383991576731 1959.4115635231137 1612.0002126451582 2478.3853905424476 9510.7104256115854 14232.908183502033 21123.403430595994 12979.670074470341 21016.869970157743 15713.768781378865 28742.218123041093 8893.2176444530487 17624.738678865135 15692.92111672461 5745.5627885013819 8423.0976731851697 946.10247111320496 3560.9406885653734 7863.1637668758631 2413.6850809566677 2018.7351593673229 5609.0203786492348 56646.825279630721 10549.848226577044 8689.2719832137227 1752.7454591616988 -leaf_count=1037111 144598 8958 232217 160366 36790 7040 23750 21467 173457 357467 77444 142451 88013 56139 219098 32447 155274 244684 152960 324887 20028 14348 27529 41404 29256 21329 250919 36591 36479 22667 -internal_value=0 0.0134204 -0.0435559 0.0189679 -0.000966298 0.0170358 -0.0291507 0.00395693 -0.0315415 -0.0597815 0.0344073 0.00166285 0.0150628 0.0194254 0.000152965 0.0123033 -0.00962989 -0.0257611 -0.0407484 -0.0527957 -0.0206711 0.0261356 0.0344697 -0.00191858 -0.0225826 0.0214006 0.0106046 0.0216443 0.0194259 -0.00788824 -internal_weight=0 285434 94162.4 206001 79433.4 183089 49879.3 50654.7 45853.6 44283.1 22911.7 45953 150466 58300.4 43474.6 92165.9 28778.8 28168.5 17685.1 22656 18657.8 32622.6 11424.1 4025.69 17711.7 14502.2 77663.7 21198.5 19239.1 14732.4 -internal_count=4197168 1559947 2637221 817602 742345 731200 917756 442473 852602 1719465 86402 405683 609213 216505 384216 392708 299872 467425 385177 682354 293968 121987 41877 65154 273940 53776 338932 80110 73070 165118 +split_feature=0 0 0 3 3 4 0 0 1 0 11 2 2 11 8 8 3 2 2 2 2 0 2 7 2 11 8 10 11 8 +split_gain=15909.2 1636.26 1336.28 410.805 240.298 232.593 216.856 178.72 160.34 139.645 122.518 119.294 122.768 108.128 101.98 109.708 98.7515 107.569 94.1461 93.5359 86.8508 79.4455 78.0272 76.9113 73.0932 71.1257 69.4328 67.1117 64.4623 62.6925 +threshold=0.011698150000000003 0.074450300000000011 0.0026105000000000004 0.042252600000000008 0.94348155000000011 0.10960960960960962 0.025153700000000005 0.0059149000000000016 0.0039355500000000003 0.00054145000000000007 0 0.78741325000000006 0.21410910000000002 1 33.000000000000007 31.000000000000004 0.92320885000000008 0.8604925000000001 0.91537550000000001 0.0030881500000000004 0.03234225000000001 0.83898855000000017 0.9093842000000002 0.43875000000000003 0.079484900000000011 2 33.000000000000007 1.0000000180025095e-35 3 31.000000000000004 +decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 +left_child=2 6 9 19 7 8 16 22 -5 -1 -10 12 -8 -13 15 -12 17 29 -9 -3 -11 -7 -4 -6 -16 -20 -14 -17 -19 -2 +right_child=1 3 4 5 23 21 11 18 10 20 14 13 26 -15 24 27 -18 28 25 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.068884217750918325 0.012218180244299518 0.068089522675435291 -0.046689107845964861 0.0090936438222763444 -0.0056140066454702757 0.024607246795936122 0.0078197779766045247 -0.029477934356837744 0.011748163501954987 -0.04761255611151928 0.033037787634340461 0.028627952074743709 -0.010364373459898407 0.0019678044902104123 0.036464629098834099 0.01346051951885671 0.0098205919074130718 0.020186333181877864 0.023601225458553636 0.036902482175395317 -0.0612218839933929 0.042910529776781448 -0.016475126918715305 -0.030405067769114592 0.022659254576968393 -0.029540331100851847 0.0045578372383755167 0.025101763581402727 -0.011521859751348859 -0.01757716104666146 +leaf_weight=11465.241523917997 744.58840195462108 1122.7586164027452 10335.782664291561 26861.15990691632 4339.2700400839094 21680.45511970669 12164.900770992041 12022.431939423084 22451.621516406536 8771.4768021967029 4022.31232444942 3174.9344671368599 10135.683611907065 2928.4762889295816 5219.3343331366777 27465.588589504361 2203.1535957716405 1433.2115890532732 611.26690569147468 6703.1081055998802 10075.636127837002 2662.6821182519197 931.78750384226441 1758.56771440804 14460.986549571157 413.66129565238953 4503.6776184514165 6041.5435248613358 1146.0909034833312 13692.014168351889 +leaf_count=586387 8705 5603 203151 118463 96598 81391 102028 189205 88483 346341 15214 21247 81800 24291 18483 111574 29774 13477 7642 25663 258597 9447 17567 40602 54916 6432 33591 21593 14323 165524 +internal_value=0 0.0134442 -0.0453232 0.0191212 -0.0305135 0.0177903 -0.00166049 -0.0349649 0.0157749 -0.0601819 0.0180278 0.00326867 0.000395603 0.0158863 0.0204866 0.0174328 -0.0101004 -0.0126797 -0.0269977 0.0413768 -0.0548881 0.0266093 -0.0441905 -0.0127636 0.0263205 0.00209533 -0.00577368 0.0155595 0.00613066 -0.0160404 +internal_weight=0 190818 60725.1 138692 30412.8 130866 52126.7 24314.9 106523 30312.4 79661.4 32907.7 26804.3 6103.41 57209.8 37529.4 19219.1 17015.9 13047.4 7825.87 18847.1 24343.1 11267.6 6097.84 19680.3 1024.93 14639.4 33507.1 2579.3 14436.6 +internal_count=2798112 1045590 1752522 550830 561197 519564 494760 423997 428726 1191325 310263 262957 217419 45538 221780 148381 231803 202029 203279 31266 604938 90838 220718 137200 73399 14074 115391 133167 27800 174229 cat_boundaries=0 1 2 3 4 -cat_threshold=48 48 3 3 +cat_threshold=8 3 3 3 is_linear=0 shrinkage=0.1 Tree=61 num_leaves=31 -num_cat=3 -split_feature=1 1 1 3 3 1 11 2 8 1 3 0 0 1 11 11 8 2 8 5 0 2 8 1 7 3 3 8 5 0 -split_gain=8693.21 759.163 549.386 395.974 176.593 110.121 90.7711 85.0751 75.6648 61.0711 103.712 57.7038 54.868 48.5566 43.3666 37.9223 36.031 34.0133 28.7443 28.2562 50.8723 63.2841 362.226 27.6457 26.9808 27.5551 26.4352 24.4496 23.7741 23.5132 -threshold=0.0073369277500766675 0.0011177395395782625 0.023923340047244914 0.93959111919257265 0.90291226430769533 0.0032718732424237046 0 0.15097391776113331 67.500000000000014 0.0002515561539540464 0.96118147580274782 0.048278367296914142 0.041039463253664019 0.058268038246294049 1 2 118.50000000000001 0.25648008328038624 115.50000000000001 0.77500000000000013 0.0002490607771725937 0.003511745325062723 91.500000000000014 0.0026227801022510777 0.30901856763925734 0.97702388399825313 0.029463672593579859 67.500000000000014 0.13961038961038963 0.13153682083793664 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 9 4 5 11 -3 23 14 13 -1 -11 -2 28 29 26 -6 -16 -13 -10 -12 21 -21 -23 -5 25 -8 -4 -17 -7 -9 -right_child=2 3 7 6 15 12 24 8 18 10 19 17 -14 -15 16 27 -18 -19 -20 20 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.067912336427191508 0.0025296380100823385 -0.044839268715861899 0.057725041336205186 -0.030575312896462939 0.04481067489277997 -0.018962339271970247 0.0088014094559413711 0.0088398477023753433 0.042653815810470085 -0.06162959423058402 -0.039501367452908831 -0.0049369237846520371 -0.0354076511597737 0.015447430727035433 0.024064243853203007 0.0081718447123705542 0.032359608550754579 -0.019655475201595041 0.022472740748507643 0.21270408730375856 0.021347253485086173 0.13361643727487066 6.0909675123013276 -0.0039329072753539049 -0.0016189882218648529 0.038159739539849663 0.0189747311088709 0.0398255193744773 0.043154609919737776 -0.0069819358738410003 -leaf_weight=5761.8518020962365 3805.833675891161 7846.5327813243493 178.04539549164474 764.14124495396391 653.35402698814869 3051.7277876241133 619.76085699070245 2212.1345113217831 828.78075348772109 6696.6929348548874 2792.5749121010303 2850.3459600191563 4001.8265292774886 9469.9616874344647 22874.519322890788 1068.1003866065294 6790.4223260004073 3495.5161305367947 4755.1491951085627 1.6674898383207648 13.977145432494579 0.4784957575611769 0.12973729334771633 794.34735192172229 609.35819897521287 660.31395700387657 15697.128975167871 316.27541496790946 62.884248215705156 1632.4441459868103 -leaf_count=945472 126575 562781 2448 74999 19737 166438 41440 46468 8733 612392 430795 115819 230216 88844 153465 39527 39512 136059 50680 141 1172 75 22 50033 47671 56929 96859 11090 3343 37433 -internal_value=0 -0.0433016 0.0176551 -0.0296294 -0.00181313 -0.0366693 0.000921622 0.0213378 0.0156973 -0.0597888 -0.0548647 -0.00720575 -0.0276612 0.0115996 0.0236785 0.0250522 0.0259543 -0.0130444 0.0254681 -0.0387362 0.0927354 0.531191 1.40433 -0.0168876 0.0156182 0.0239456 0.0193971 0.015293 -0.0177082 0.00212177 -internal_weight=0 33678.3 76628 18410.9 12189.4 14963 3447.92 64438.6 18898.5 15267.4 9505.52 10151.7 7116.44 13314.5 45540.1 2037.73 29664.9 6345.86 5583.93 2808.83 16.2529 2.27572 0.608233 1558.49 1889.43 1280.07 15875.2 1384.38 3114.61 3844.58 -internal_count=4197168 3223919 973249 1233850 448807 962778 271072 524442 232158 1990069 1044597 378453 399997 172745 292284 70354 192977 251878 59413 432205 1410 238 97 125032 146040 98369 99307 50617 169781 83901 -cat_boundaries=0 1 2 3 -cat_threshold=48 12 3 +num_cat=1 +split_feature=1 1 1 3 3 1 3 1 1 3 8 2 0 1 8 3 0 11 0 0 1 2 5 2 9 7 0 0 4 3 +split_gain=6045.15 464.846 387.084 306.864 139.125 72.729 46.5432 46.0125 45.2145 105.471 42.4349 42.8874 29.5496 28.0754 24.7031 34.6108 23.458 22.4359 21.5941 20.4221 20.3703 20.0559 18.8331 19.2942 24.8507 60.2729 19.6973 18.6046 18.5232 18.377 +threshold=0.0062267000000000008 0.00096985000000000007 0.030923250000000003 0.94128390000000006 0.77740595000000001 0.0023519500000000007 0.76949730000000016 0.015150000000000002 0.00029825000000000007 0.96157435000000013 53.000000000000007 0.15876005000000001 0.0022232500000000004 0.0030804500000000006 49.000000000000007 0.98406160000000009 0.0012681500000000002 0 0.082685850000000019 0.00079625000000000008 0.27292540000000004 0.012048550000000003 0.27922077922077926 0.025760150000000002 1.0000000180025095e-35 0.49626865671641796 0.17800870000000002 0.0033408500000000007 0.093073593073593086 0.71126065000000016 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 8 4 5 7 29 -7 18 -1 -10 11 -4 -6 19 -14 -16 -15 -13 -2 -5 -19 -20 23 24 -9 -26 -25 -12 -17 -3 +right_child=2 3 10 13 12 6 -8 22 9 -11 27 17 14 16 15 28 -18 20 21 -21 -22 -23 -24 26 25 -27 -28 -29 -30 -31 +leaf_value=-0.06717264254850247 -0.0056314910158551017 -0.052801153258454449 0.022627368721410062 0.017872113056872245 0.040167404106899104 -0.03578006575410482 -0.013307565310574587 0.026832379635299927 -0.062648632063876955 -0.031499287294112159 0.053638128029921323 0.003715726358011151 0.0088022082067204296 0.049789187668208224 0.029735702786010027 0.22429699259273864 0.0086937404540306101 0.013489343777202817 0.020201270919666305 -0.011536146469218394 0.027614866470084348 -0.022598230839450225 0.055567415923700639 0.0059142252778183052 0.099001869624450831 1.1731954082009779 -0.0105024672319863 0.026779788075034013 0.84033334636890089 -0.038349744533067505 +leaf_weight=4857.2708371062763 1755.9433055724949 2975.1516843698919 20773.09787293151 301.62262567691505 520.92461258731782 4523.130442680791 1157.4670070242137 188.12254194356501 3850.4421842098236 1514.5984888328239 263.60116347670555 1733.1277937330306 2016.5861891787499 185.03980500902981 588.9485854562372 4.6517042238265267 557.05540489219129 4320.5411631539464 115.37693360541016 1087.5983685539104 1336.7874977067113 2144.9972894061357 64.448254348710179 1735.4224578104913 2.841649385169148 0.63998485729098309 1262.5945493560284 11937.212162479758 0.54531373269855965 1249.5002126218751 +leaf_count=800658 66407 217530 122998 28776 15920 264946 62288 6298 352585 210913 1880 19287 57214 9760 16307 188 27344 56308 6778 90304 6716 96970 1416 44535 89 21 38839 75322 22 99493 +internal_value=0 -0.0445018 0.0180011 -0.0311842 0.000800085 -0.0385907 -0.0312011 -0.00679008 -0.060183 -0.0538549 0.0224339 0.0202998 0.0184212 0.00323735 0.0140822 0.0320029 0.0189408 0.0137574 -0.0139508 -0.00515113 0.0167974 -0.0204136 0.00204804 0.000966652 0.0317317 0.296457 -0.000999554 0.0273601 0.288937 -0.0485269 +internal_weight=0 22258.9 50766.4 12036.6 10402 9905.25 5680.6 7270.39 10222.3 5365.04 40364.4 28163.6 3131.66 2131.32 2610.73 594.146 742.095 7390.46 4016.32 1389.22 5657.33 2260.37 3254.07 3189.62 191.604 3.48163 2998.02 12200.8 5.19702 4224.65 +internal_count=2798112 2164597 633515 800441 351004 644257 327234 261353 1364156 563498 282511 205309 89651 156184 73731 16517 37104 82311 170155 119080 63024 103748 91198 89782 6408 110 83374 77202 210 317023 +cat_boundaries=0 1 +cat_threshold=2 is_linear=0 shrinkage=0.1 Tree=62 num_leaves=31 -num_cat=3 -split_feature=2 2 2 2 1 1 2 2 8 6 1 0 0 8 2 8 6 11 6 3 11 11 8 2 0 8 0 9 8 10 -split_gain=14721.4 2925.94 2089.92 694.27 518.471 448.361 303.008 261.969 244.763 219.32 179.88 174.42 160.717 153.443 152.253 151 140.477 128.754 122.066 118.804 108.089 101.985 94.5263 91.8279 84.139 82.2229 79.1597 78.7906 157.101 91.716 -threshold=0.033643544031260186 0.22669681602899489 0.0074783270561342837 0.85095039501429082 0.053025848411425859 0.071274603698661981 0.0025029415523516942 0.07946311758912844 73.500000000000014 0.33712121212121215 0.0032718732424237046 0.012151601271849591 0.015606753917525125 46.500000000000007 0.015323723475828306 115.50000000000001 0.089572192513368995 0 0.35147058823529415 0.17843162673628021 1 2 115.50000000000001 0.073350654541185153 0.80717297168996105 97.500000000000014 0.11449118867854745 1.0000000180025095e-35 49.500000000000007 1.0000000180025095e-35 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 1 2 2 2 2 2 2 2 2 -left_child=2 5 6 9 8 7 -1 11 14 10 17 22 21 -5 -4 23 20 -3 -11 -14 -15 -9 -2 -7 -13 26 -21 29 -29 -12 -right_child=1 3 4 13 -6 15 -8 12 -10 18 27 24 19 16 -16 -17 -18 -19 -20 25 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.06317030132875999 0.00036048735228778872 0.0053942988195982752 -0.023013944314006385 0.0020490089483747188 -0.045027042254510319 -0.020479982802959575 -0.044911638377961575 -0.0003440107383323993 -0.031548752408087091 0.095242326224739479 0.0068031144124117513 -0.015305423607263946 0.0080489602472279525 0.02566488768781729 -0.011233198573881036 -0.02933414253264488 0.029500883487771246 0.013090201404725988 0.015938790131486434 0.0021347859443474281 0.015116506700062864 0.0086199501755392285 -0.012901929207393928 -0.0065871457094960261 0.00032646448628754322 -0.010609705333063407 -0.0066017718203362887 0.019442922006377896 -0.026141387809452611 -0.0030099670521122656 -leaf_weight=14067.390718473122 32316.742330983281 26902.853245824575 17792.923099603504 3869.4071441143751 8868.0843717306852 6779.0504903495312 25682.798073925078 18724.406345814466 12434.754303779453 194.86431980133057 134860.69354401529 20213.172974914312 10970.966676384211 16046.608071476221 28609.838781505823 5398.5358714535832 19815.02519826591 114319.08525981009 49052.325413778424 26347.401146322489 25014.183566614985 39421.403916709125 6446.0685647949576 15955.482914149761 4150.2953276783228 12150.588693097234 17103.478412657976 8717.4806013256311 827.84516713023186 10248.084505885839 -leaf_count=368368 228549 87952 258211 13104 76670 40749 517418 94310 162621 629 445828 130824 47475 56045 283810 33421 72092 369731 158045 122926 86583 187583 55131 71813 23011 63280 75822 28155 2762 34250 -internal_value=0 0.00689282 -0.0331724 0.0118562 -0.0224866 -0.00252644 -0.0513733 -0.000763173 -0.0190893 0.0100736 0.00904516 -0.00601229 0.00189367 0.0213585 -0.0157505 -0.0142998 0.0225858 0.0116254 0.0162526 -0.00146121 0.0192488 0.00573475 -0.00184499 -0.0107298 -0.0126425 -0.00333771 -0.00130417 0.00668898 0.0154895 0.00611008 -internal_weight=0 625846 107456 409868 67705.6 215978 39750.2 187845 58837.5 345123 295876 63126.3 124718 64745.2 46402.8 28133.1 60875.8 141222 49247.2 66572.4 41060.8 58145.8 38762.8 22734.5 24363.5 55601.5 43450.9 154654 9545.33 145109 -internal_count=4197168 2530070 1667098 1355176 781312 1174894 885786 1028911 704642 1127352 968678 437515 591396 227824 542021 145983 214720 457683 158674 309503 142628 281893 283680 112562 153835 262028 198748 510995 30917 480078 -cat_boundaries=0 1 2 3 -cat_threshold=8 52 40 +num_cat=2 +split_feature=2 2 2 2 1 1 2 2 2 2 0 6 11 2 0 6 3 11 8 8 8 2 3 3 0 8 2 8 7 1 +split_gain=10332.2 2054.13 1370.03 509.152 356.044 349.382 169.862 166.728 164.25 163.71 135.883 119.27 105.766 100.715 93.4138 88.4872 83.192 80.8735 80.1162 79.833 77.5389 73.8356 69.7864 67.519 79.7135 66.5494 65.0339 64.1906 63.3162 58.5493 +threshold=0.028366750000000007 0.20810055000000002 0.0054186500000000014 0.85209115000000013 0.052604400000000009 0.010697250000000002 0.0022661000000000005 0.49968200000000002 0.07094880000000002 0.010912100000000003 0.012107100000000001 0.15450928381962867 0 0.066870350000000009 0.010599350000000002 0.33712121212121215 0.10922170000000002 1 75.000000000000014 77.000000000000014 53.000000000000007 0.92178260000000012 0.14955305000000005 0.17732055000000002 0.017267150000000005 43.000000000000007 0.016223500000000005 31.000000000000004 0.15504807692307696 0.0020006500000000001 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 4 6 7 8 9 -1 18 10 -4 19 12 21 -6 17 27 29 -10 -3 -2 -11 -5 -16 -20 -25 28 -7 -9 -14 -12 +right_child=1 3 5 11 13 26 -8 15 14 20 16 -13 25 -15 22 -17 -18 -19 23 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 +leaf_value=-0.064352214555359818 0.00022423897630894672 0.008642710043842327 -0.029582715114382475 0.020755726299527797 -0.026320017035783891 -0.050450515617699802 -0.047154155494753665 0.0011813011460904692 0.010192478695687957 -0.012667602155786337 0.04666181409487688 0.028914196135404191 0.0058440033975729264 -0.010768038814360337 0.0087820428774325124 0.018758446194276433 -0.018200795651116979 0.00066738830164063715 0.01359238378544679 -0.014490475913478141 -0.027270105736886964 0.038348920095457165 -0.0032162147288439091 0.0078836764176784795 -0.0044794450184876579 0.02479332357768655 -0.033384706032223391 0.011945823642036595 0.02063493773004877 -0.0032510707335902628 +leaf_weight=10098.825538596371 23050.31060501188 84820.076042637229 12581.178586046677 11819.18783763051 6139.3057350441813 4750.4926213994622 13314.786919951672 5876.4736494719982 17812.414960369468 19059.13487739116 262.09200443327427 14319.716691628098 10653.624353662133 12943.107198603451 5617.8788227587938 19001.548928648233 10897.76306386292 17849.222130745649 4466.4311356544495 4389.1165720075369 4493.7146862163208 2988.6979922056198 35359.47764211148 8308.157187089324 14009.220765516162 3750.4400659948587 4213.6016606241465 96647.491289108992 3973.6505580693483 2274.8535537794232 +leaf_count=265929 165185 297224 204986 40040 39293 48934 285996 17903 83682 204771 1323 51862 36329 61941 24735 58164 70587 93906 15959 39615 57058 11467 169473 30144 52214 12920 34172 295673 13678 12949 +internal_value=0 0.00695525 -0.0349462 0.0118505 -0.00310199 -0.0247571 -0.0545721 0.00992773 -0.00104464 -0.0203731 -0.00616394 0.0212863 0.0179949 -0.0157715 0.00168565 0.0124905 -0.014404 0.00542806 0.00713712 -0.00212948 -0.0154537 0.0242902 -0.00157129 0.00236915 0.000123011 0.0129022 -0.0424287 0.0113288 0.00986211 0.00190543 +internal_weight=0 417230 68511.7 280635 136596 45098.1 23413.6 233129 117513 36134 40874.1 47505.3 33185.6 19082.4 76639 121526 13434.7 35661.6 111604 27439.4 23552.8 14807.9 40977.4 26783.8 22317.4 18377.7 8964.09 102524 14627.3 2536.95 +internal_count=2798112 1696266 1101846 933577 762689 549921 551925 767281 661455 466815 289659 166296 114434 101234 371796 371740 84859 177588 395541 204800 261829 51507 194208 98317 82358 62927 83106 313576 50007 14272 +cat_boundaries=0 1 2 +cat_threshold=12 3 is_linear=0 shrinkage=0.1 Tree=63 num_leaves=31 -num_cat=5 -split_feature=3 3 3 3 3 0 3 3 3 0 3 3 11 3 11 8 11 0 7 11 11 10 8 10 7 0 7 8 8 7 -split_gain=22063.8 8578.81 2676.81 1524.24 1084.45 551.291 366.297 348.199 288.466 250.669 249.394 176.64 148.028 135.679 135.467 129.833 128.037 123.036 122.208 107.578 102.89 96.4285 103.118 93.7668 89.958 86.8379 82.9495 82.5952 82.4719 80.5623 -threshold=0.95971073490227365 0.19440876076710989 0.99090731041101543 0.70041566085806051 0.070916477678786269 0.071782454800452838 0.99621017927201216 0.41682924573905517 0.90291226430769533 0.0053504455914294572 0.98237130801581796 0.11527534952400129 0 0.033685729546901112 1 85.500000000000014 2 0.0065175396653288746 0.40192307692307699 3 4 1.0000000180025095e-35 82.500000000000014 1.0000000180025095e-35 0.48074074074074075 0.00047325686246088978 0.25403225806451618 115.50000000000001 118.50000000000001 0.43875000000000003 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 1 2 2 1 1 2 2 2 2 2 2 2 2 2 -left_child=1 4 10 7 9 17 26 12 14 -1 16 -7 -3 -11 -5 -14 -2 -6 23 -12 -9 22 -15 -10 -16 -21 -4 -18 -19 -22 -right_child=2 3 6 8 5 11 -8 20 18 13 19 -13 15 21 24 -17 27 28 -20 25 29 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.019873024966077336 0.026466977836384211 -0.0013714006870423547 0.04317294554103368 -0.0010850232014242211 -0.0082164725306343063 -0.0315960987200593 0.063807701709000381 -0.0058792390745813243 0.0094442205625220928 -0.051709413905172752 0.041519458490024308 -0.021972844938981061 -0.0080095883760426586 -0.030805748185239065 0.003287254110445865 -0.015224209434907203 0.013317694711138021 -0.014509824960242204 0.016806574821515707 0.039740739097196519 -0.0020020425823968286 -0.046794612122887616 -0.04336776199367167 -0.0053728658689902887 0.0096617076527676718 0.02419189288163202 0.054294759633419155 0.029104163515926297 -0.02491044101647992 0.0038813458687378026 -leaf_weight=7436.7484877109528 22664.463155865669 23450.463638156652 18399.244934991002 49532.799601763487 25482.609446048737 33140.81582455337 24680.97209719941 45032.011225700378 45586.926497131586 7765.184575676918 9806.3453950583935 44938.192572161555 88496.409712016582 21331.935692727566 70856.899945124984 34733.408082038164 19904.022622354329 31167.12442946434 23377.525251507759 4929.930342681706 76068.621415555477 8309.8206622898579 9420.2615406811237 4712.4380120486021 32199.237323015928 13232.961827918887 10551.80702573061 3976.3561680242419 10093.038625448942 33534.776184111834 -leaf_count=32958 185422 72895 252781 178397 92488 135960 418464 137504 247774 44265 107170 162077 275509 98131 271570 110364 147174 111238 130190 53604 234584 39028 45331 23235 127240 137891 148075 32995 38474 104380 -internal_value=0 -0.00718318 0.0378212 -0.000508639 -0.0248708 -0.0203531 0.054857 -0.00516643 0.00569409 -0.036928 0.0255596 -0.0260575 -0.0086568 -0.0396366 0.00321301 -0.0100423 0.0210749 -0.0136798 0.0108326 0.0330227 -0.00185562 -0.0372366 -0.0346538 0.00805604 0.0052784 0.0283967 0.0472265 0.0159396 -0.017054 -0.000201915 -internal_weight=0 726667 128146 527582 199086 144822 53632 301316 226266 54264 74514.1 78079 146680 46827.2 152589 123230 46544.8 66742.8 73676.9 27969.2 154635 39062 30752.2 50299.4 103056 18162.9 28951.1 23880.4 41260.2 109603 -internal_count=4197168 2713592 1483576 1913642 799950 540237 819320 935236 978406 259713 664256 298037 458768 226755 577207 385873 365591 242200 401199 298665 476468 182490 143462 271009 398810 191495 400856 180169 149712 338964 -cat_boundaries=0 1 2 3 4 5 -cat_threshold=8 3 56 48 3 +num_cat=3 +split_feature=3 3 3 3 3 0 3 3 0 0 7 3 7 0 1 8 1 3 10 7 0 11 8 8 11 0 8 11 10 0 +split_gain=15319.7 5882.52 1739 1082.68 671.652 455.48 372.111 213.943 198.93 169.065 148.974 135.762 121.715 113.64 113.519 90.5636 92.3346 88.9413 88.5808 87.2143 87.0297 80.4772 76.2271 63.2959 61.2461 61.2453 60.7295 57.6785 57.3359 55.4485 +threshold=0.96852330000000009 0.19364260000000003 0.9929903000000001 0.83591765000000018 0.065702100000000013 0.087020100000000017 0.44544165000000008 0.99680760000000002 0.0005918500000000001 0.004850000000000001 0.43875000000000003 0.11247565000000002 0.48435972629521024 0.0064670000000000005 0.00018295000000000003 77.000000000000014 8.7650000000000016e-05 0.030517350000000002 1.0000000180025095e-35 0.29520697167755999 0.0099322000000000004 0 79.000000000000014 79.000000000000014 1 0.00119625 71.000000000000014 2 1.0000000180025095e-35 0.80545445000000016 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 1 2 2 +left_child=1 4 8 6 9 13 20 -4 -2 -1 14 26 21 -6 -5 16 -10 -11 22 -18 -3 -8 25 -15 -22 -16 29 -12 -19 -7 +right_child=2 3 7 10 5 11 12 -9 15 17 27 -13 -14 23 18 -17 19 28 -20 -21 24 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.02030242763526624 0.037539988197625336 -0.0033265675250744144 0.049394029769039866 0.016888803228747043 -0.0090744779829717761 -0.033242250250708677 0.00021213360363647534 0.065208405112861606 0.035545221730965804 -0.056224746335360301 0.018946328445279371 -0.023449694332357374 0.0038030848752257395 -0.01589450138762933 0.014301202564748434 0.034522354475576347 0.013848614303706494 -0.036163695816848106 -0.0068206442730629861 0.026714898335948062 -0.0074691663549732142 -0.0054116716797083554 0.013662544141034695 -0.026256723120935362 -0.013061708103397414 0.00253635427306091 -0.04122706017163344 0.010294838845138463 -0.04822492133253347 -0.01802196564124459 +leaf_weight=4457.8861727118492 13507.553141407669 26074.92927646637 17547.547780092806 8252.101540915668 21544.945102363825 11580.678104966879 53632.783203989267 16691.785163268447 3606.7637354061007 3498.9052420258522 14248.577166460454 29473.752130463719 44659.951302498579 23268.069542199373 5004.2600030824542 5720.7290742844343 15075.486747004092 16509.471574947238 6318.9899924919009 8098.6860230565071 43696.586163014174 48411.907768175006 9810.3719069883227 7894.9341458082199 35676.942578539252 38217.709632456303 7380.0112211853266 17017.52209006995 5177.3318845033646 3017.1639413684607 +leaf_count=19692 141561 80064 253148 46562 78994 46986 175358 286195 33134 20405 74176 107778 146414 84973 27479 54814 128450 80210 27753 71833 136913 153564 51626 30772 112517 174379 32446 81858 25198 12860 +internal_value=0 -0.00713088 0.0400392 -0.000330166 -0.0249721 -0.0211924 -0.00380778 0.0571036 0.0273402 -0.0382528 0.008539 -0.0278854 -0.000550892 -0.0146589 0.00589916 0.0231012 0.0206615 -0.04143 0.00437118 0.018345 -0.0083389 -0.00245641 0.00570473 -0.0185197 -0.0099855 0.00389849 -0.033834 0.0142468 -0.0390431 -0.0300964 +internal_weight=0 484826 80248.6 351023 133803 104160 252153 34239.3 46009.2 29643.6 98869.5 51451.6 146705 52707.9 67603.4 32501.7 26780.9 25185.7 59351.3 23174.2 105448 102045 53032.3 31163 79373.5 43222 21977.9 31266.1 21686.8 14597.8 +internal_count=2798112 1828977 969135 1288663 540314 394809 804830 539343 429792 145505 483833 200070 475336 194739 327799 288231 233417 125813 281237 200283 329494 328922 253484 115745 249430 201858 92292 156034 105408 59846 +cat_boundaries=0 1 2 3 +cat_threshold=12 12 12 is_linear=0 shrinkage=0.1 Tree=64 num_leaves=31 -num_cat=3 -split_feature=0 0 0 3 10 11 8 1 8 2 0 3 8 0 3 4 3 4 0 0 3 2 0 3 11 3 7 1 11 10 -split_gain=19471.3 2080.55 1779.58 517.529 303.293 295.57 245.712 298.697 274.101 239.042 219.091 218.953 174.286 171.979 171.849 166.627 163.814 147.137 141.971 141.066 127.403 126.955 119.234 116.62 112.424 101.825 101.455 92.9246 90.6854 90.1712 -threshold=0.013322705554401603 0.078237077907738276 0.0025492999607199872 0.068402047414194769 1.0000000180025095e-35 0 49.500000000000007 0.00539447746930971 46.500000000000007 0.75384906430604626 0.0061665671950567932 0.022992613841957579 91.500000000000014 0.00077172324678339774 0.8443327296948796 0.13100686498855837 0.94386509177857814 0.067816091954023008 0.2481428885185131 0.031405808897872055 0.89209142122455076 0.85095039501429082 0.032582147861227539 0.96778413736806501 1 0.89963883305841874 0.45584415584415588 0.00034179955055758482 2 1.0000000180025095e-35 -decision_type=2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 -left_child=2 5 13 11 10 9 8 -8 -5 14 16 -3 19 -1 22 -9 -4 -13 26 25 21 -12 -2 -15 -18 -7 -10 -16 -6 -11 -right_child=1 3 4 6 28 12 7 15 18 29 20 17 -14 23 27 -17 24 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.066758956905139624 -0.013213043324685534 0.056212852334276343 -0.045380380429227013 0.026441296556801136 0.016505682314698476 -0.024584684714237113 0.0095672268580781587 0.021286340082511446 0.008351689845914969 0.014512333168289079 -0.034206685303203276 0.020992862584510306 0.0022866068334208233 -0.059574715363715475 -0.017874917041294649 0.037828714078746384 -0.042226234006267543 0.035078944567878467 0.012895760210733093 -0.0064984670779827287 -0.013163882840693098 -0.010776711464638749 0.0014642434063677798 -0.043886138832221588 -0.012339631919507644 -0.00023824161849418909 -0.0029468896902868284 0.01804175594685975 -0.015527554355933754 0.043685250487606096 -leaf_weight=17565.318974182475 9322.2256872281432 2432.8105517923832 15068.507439382374 11127.288085915148 1481.0361745543778 10530.971840463579 20866.419773995876 34323.103790253401 29141.818678833544 6760.0830090269446 13737.19110930711 24832.623523727059 10681.847175788134 11533.184249909595 820.22432568669319 7402.228734254837 2163.8870634958148 10572.798317968845 62501.23253403604 16191.490493413061 5919.5265436116606 2780.7777336388826 13623.699750073254 8041.9803683515638 3058.3138999398798 2052.6758294738829 10927.518312260509 5915.363893058151 2160.6313265822828 1256.4406377971172 -leaf_count=954256 102954 12264 320642 44493 23573 138694 90218 130836 158603 60533 224593 90422 104766 317971 9874 26270 68554 38760 213951 152393 123841 44345 100696 348076 89169 33205 61203 64178 40917 6918 -internal_value=0 0.0115086 -0.0432643 0.0165817 -0.0301998 -0.00257088 0.0143041 0.0193358 0.0115341 0.00376122 -0.0325609 0.0271933 -0.00861947 -0.0595754 -0.000376142 0.024221 -0.0400908 0.0251993 0.0099169 -0.012671 -0.0257513 -0.0302623 -0.00449869 -0.0531294 -0.024828 -0.0206132 0.0052704 0.013668 -0.00249721 0.0190846 -internal_weight=0 291283 83510.4 214128 46369.9 77155 176290 62591.8 113698 37698 42728.2 37838.2 39457 37140.5 29681.5 41725.3 20290.7 35405.4 102571 28775.1 22437.5 16518 22945.9 19575.2 5222.2 12583.6 40069.3 6735.59 3641.67 8016.52 -internal_count=4197168 1641231 2555937 867020 935634 774211 725574 247324 478250 345153 871144 141446 429058 1620303 277702 157106 478365 129182 433757 324292 392779 268938 203650 666047 157723 171899 219806 74052 64490 67451 -cat_boundaries=0 1 2 3 -cat_threshold=7 48 3 -is_linear=0 +num_cat=2 +split_feature=0 0 0 3 3 4 0 2 1 8 0 0 8 4 2 2 3 3 2 11 3 2 0 11 2 2 10 8 8 8 +split_gain=13491.2 1368.7 1180.89 360.736 231.347 167.601 165.029 159.183 154.039 232.233 139.739 129.973 114.917 110.323 97.3939 119.55 94.3348 88.8436 85.4931 84.6558 83.0596 80.8828 80.8769 77.3449 72.3966 71.5872 70.6223 69.7073 64.6864 62.962 +threshold=0.0109598 0.061186750000000005 0.0026105000000000004 0.083790900000000015 0.94348155000000011 0.059714795008912663 0.022430050000000003 0.9093842000000002 0.0058347500000000005 73.000000000000014 0.00054145000000000007 0.0059149000000000016 31.000000000000004 0.13188405797101452 0.78741325000000006 0.20810055000000002 0.96852330000000009 0.93646605000000005 0.016223500000000005 0 0.038792750000000008 0.004457850000000001 0.17800870000000002 1 0.15448890000000001 0.019138850000000002 1.0000000180025095e-35 31.000000000000004 31.000000000000004 33.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 +left_child=2 6 10 5 7 21 17 11 24 12 -1 -4 -10 -11 15 28 -12 20 -7 -9 -2 -3 -14 -16 -5 -6 -26 -22 -8 -17 +right_child=1 3 4 8 25 18 14 19 9 13 16 -13 22 -15 23 29 -18 -19 -20 -21 27 -23 -24 -25 26 -27 -28 -29 -30 -31 +leaf_value=-0.067894754899179885 0.026856822347545412 0.049480549700468827 -0.044997965362531075 0.01552350903819319 0.0012877582360723741 0.05244209298893257 0.0378940831443687 0.010337089046396269 0.027951841297093039 0.022317291913726271 -0.059544930819025101 -0.028935242533792583 0.0050769102117171104 0.041801034963647239 0.024417441727221795 -0.012436953499051037 -0.044755718040645959 0.011703307255044086 0.031190830558242684 -0.032254885005994507 0.014239225507466794 0.020017514114377778 0.014225590072182121 0.000934386797494328 0.0041459719222464355 -0.021218103161731904 0.018460463998914975 -0.015869144061708369 0.0045274662407022957 0.0028015753430623781 +leaf_weight=10244.989701037761 506.94311916083097 972.17256134748459 9855.3177381493151 11760.419726960361 2447.3739664305467 2594.8892583250999 615.33488219231367 1161.5802231058478 4722.6764039471745 17286.080388247967 10063.529753645882 10304.6913760975 13573.986852109432 3493.5206717252731 2973.7894483432174 8929.275554984808 7547.8940638438798 1606.7653411440551 6999.077703781426 766.95195529982448 811.75723642855883 22410.894473895431 33536.481405705214 2659.7690347358584 24200.296458043158 3345.0714620165527 4018.9704074412584 14585.404390390962 10417.738826625049 3893.7317441180348 +leaf_count=586387 4702 5022 203151 49014 60762 11527 5209 17950 18488 65647 278154 169532 76465 12211 20801 77398 326784 22909 24660 14108 9694 81833 118467 23839 114770 73778 15773 184293 93687 31097 +internal_value=0 0.0118202 -0.0440465 0.0166106 -0.0294972 0.0258089 -0.00301677 -0.034162 0.0139165 0.0166611 -0.0586086 -0.0367876 0.0130804 0.0255929 0.00154936 -0.00124333 -0.0532066 -0.0107065 0.0369387 -0.00671483 -0.0129705 0.0212425 0.0115896 0.0133754 0.00893176 -0.0117091 0.00618463 -0.0142818 0.00638838 -0.00780974 +internal_weight=0 192570 55737.4 145569 27881 32977 47000.5 22088.5 112592 72612.7 27856.4 20160 51833.1 20779.6 29489.6 23856.1 17611.4 17510.9 9593.97 1928.53 15904.1 23383.1 47110.5 5633.56 39979.7 5792.45 28219.3 15397.2 11033.1 12823 +internal_count=2798112 1067506 1730606 593877 539281 123042 473629 404741 470835 291278 1191325 372683 213420 77858 252031 207391 604938 221598 36187 32058 198689 86855 194932 44640 179557 134540 130543 193987 98896 108495 +cat_boundaries=0 1 2 +cat_threshold=3 3 +is_linear=0 shrinkage=0.1 Tree=65 num_leaves=31 -num_cat=2 -split_feature=1 1 1 3 0 5 7 8 1 1 3 0 2 11 1 1 0 11 1 5 5 5 4 7 7 1 3 6 7 5 -split_gain=7444.97 601.524 584.438 356.954 196.635 81.0716 81.4671 74.6773 65.0513 62.7531 96.2521 54.3175 52.3695 49.5724 48.1204 47.995 47.6018 43.0896 43.0287 39.3529 35.9823 50.9286 40.29 44.77 42.6248 34.0976 29.4573 28.9584 28.9408 28.4354 -threshold=0.0058917127556804274 0.0011177395395782625 0.022479227097539963 0.93959111919257265 0.020390306672283368 0.13961038961038963 0.084119496855345921 40.500000000000007 0.0023253963490163076 0.00042577360300779577 0.97610473474271153 0.099166848876623456 0.081611015109517959 0 0.071274603698661981 0.058268038246294049 0.041039463253664019 1 0.013541963202221603 0.11651583710407241 0.014558022622538754 0.023532668881506093 0.44722222222222224 0.39208074534161497 0.3816526610644258 0.002755814676574203 0.63560950776179859 0.34891304347826091 0.24837662337662339 0.081666666666666679 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 9 4 8 12 6 7 -4 -3 -1 -11 -9 13 -2 -13 -8 -10 -16 26 20 -17 -22 23 24 -23 -5 -6 -7 -21 -25 -right_child=2 3 5 25 18 27 15 11 16 10 -12 14 -14 -15 17 19 -18 -19 -20 28 21 22 -24 29 -26 -27 -28 -29 -30 -31 -leaf_value=-0.064525941201764539 0.045569901236311203 -0.046569679382802764 -0.0086570767027638242 -0.0085741133715246508 -0.021671877930490024 0.03244129758806822 0.00082102396534374552 0.023832920334820092 -0.023438161971152296 -0.057288968949493424 -0.026364494068075006 0.0062537981853015359 0.0027921300404937202 0.013552865831418515 0.031978140397238869 0.013914500804269826 -0.039246171386731782 0.016729614840079086 -0.0036581935033983509 0.21130974716176523 0.32196798833773804 0.085534237718487852 -0.033178798208972397 0.054689315220664551 0.34098763412245997 0.012751798395274141 -0.0042997594645037517 0.0035826169359214569 -0.042944979307530995 0.0097629366347895784 -leaf_weight=7818.9633024362847 724.81297797523439 4863.7834964850917 875.85208756662905 1748.5788250272162 4263.3788530826569 5229.8764150477946 3103.3374294098467 24964.534631367773 3611.7028234358877 5039.634284991771 1257.6506084329449 3597.161133851856 2333.6468252744526 1506.1116486620158 2241.2693363018334 12885.566847518086 4030.8297746535391 11574.913855195045 3609.7552818600088 4.6135879531502715 6.1942104510962954 94.646804518997669 79.650689955800772 268.08120654523373 7.0160877034068099 1312.4920612704009 1265.9093910101801 372.47809476219118 151.05447646975517 296.92098155245185 -leaf_count=1296076 23486 377754 8245 171452 205771 27282 70920 173700 227700 489440 204553 75754 83920 59482 14720 86855 257228 76182 121492 32 53 658 606 1699 42 83268 53715 2440 940 1703 -internal_value=0 -0.0435932 0.0151017 -0.0300376 -0.00368478 0.0190169 0.0179453 0.0202455 -0.0375291 -0.0585424 -0.0511129 0.0208429 0.013265 0.02422 0.0165562 0.0120572 -0.0317756 0.0192385 -0.0121505 0.0145851 0.0151558 0.0364109 0.0340409 0.042072 0.103164 0.000569775 -0.0176946 0.0305226 -0.0354095 0.0310795 -internal_weight=0 29683.6 79456.8 15567.4 13703.6 65753.2 60150.8 43253.7 12506.3 14116.2 6297.28 42377.9 4564.57 2230.92 17413.3 16897.1 7642.53 13816.2 9139.04 13793.7 13638.1 752.51 746.316 666.665 101.663 3061.07 5529.29 5602.35 155.668 565.002 -internal_count=4197168 3107471 1089697 1117402 547866 541831 512109 348601 862682 1990069 693993 340356 166888 82968 166656 163508 484928 90902 380978 92588 91616 4761 4708 4102 700 254720 259486 29722 972 3402 -cat_boundaries=0 1 2 -cat_threshold=3 32 +num_cat=0 +split_feature=1 1 1 3 3 1 5 7 1 3 3 8 0 1 0 0 10 2 3 8 8 7 8 1 1 8 8 0 8 3 +split_gain=5171.26 423.115 336.437 282.361 127.542 62.5121 50.0286 53.0973 45.464 111.225 39.0525 35.6465 34.4828 33.2932 30.9004 27.9102 28.8853 25.771 22.1031 21.5704 32.0217 28.1366 21.1302 22.8511 19.9071 19.6473 19.5922 18.8015 18.2726 18.1278 +threshold=0.0058347500000000005 0.00096985000000000007 0.020131650000000004 0.92320885000000008 0.88918865000000014 0.0032450500000000006 0.033060109289617494 0.089572192513368995 0.00029825000000000007 0.96157435000000013 0.9804961000000002 27.000000000000004 0.12808515000000001 0.057934650000000011 0.035162500000000006 0.007969900000000002 1.0000000180025095e-35 0.015134200000000002 0.023572400000000004 155.00000000000003 157.00000000000003 0.71240601503759404 133.00000000000003 0.057934650000000011 0.0015109500000000003 79.000000000000014 165.00000000000003 0.0008705500000000001 172.00000000000003 0.77740595000000001 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 8 4 5 12 18 7 11 -1 -10 24 -4 -2 -9 -7 -13 22 -14 -3 27 21 -21 23 -17 -5 -25 -24 -12 -28 -20 +right_child=2 3 6 10 -6 14 -8 13 9 -11 19 15 17 -15 -16 16 -18 -19 29 20 -22 -23 26 25 -26 -27 28 -29 -30 -31 +leaf_value=-0.066286579519769365 -0.0029740924914298328 0.020989472065275107 -0.0042383893668213818 -0.030248504016362254 0.021902274404521943 -0.015828966226688636 0.029544375179797067 0.00091305336922568544 -0.061721895403094765 -0.028726620243532171 0.033806286781020468 0.028887662840701586 0.016993080598023874 0.015025460109194292 -0.035672105876897058 0.013408832208942404 0.006935209384386078 -0.020619423002843643 -0.048218485918231802 1.3879581115761772 0.11175392617592313 0.18952812329405194 -0.044750918055127528 0.020514788557018878 -0.0032706172717330909 0.027979128239638586 0.097042238326006114 0.0044280194201247987 -0.0016286413195756039 -0.033659318729541809 +leaf_weight=4401.5124263023026 3672.1201249072328 50.561778823845088 569.3609717451036 365.50851363129914 1652.7207095827907 1354.4017354222015 4406.2096609491855 2086.2925747558475 3604.5273343818262 1425.7442577229813 339.70425708126277 3898.5937873013318 196.51070154923946 8411.7955639623106 1865.9419913645834 3359.9919332824647 1634.9007785003632 2495.45049938187 4465.0156783033162 0.40959529485553403 3.7082711309194565 0.37550725322216749 93.450890393927693 14296.137943249196 1086.8362490106374 4680.9091163016856 22.511196881532669 607.24911463167518 112.87730355001986 1057.8152654161677 +leaf_count=800658 133335 3648 5349 31660 51455 73649 25259 45017 352585 210913 30587 26012 10643 53939 111519 66807 17925 110361 329138 20 188 20 424 82725 63983 25160 91 49801 483 84758 +internal_value=0 -0.0432599 0.0159781 -0.030116 -0.00284881 -0.0384184 0.0194419 0.0183054 -0.0588644 -0.05237 0.000256438 0.0205335 -0.00927654 0.0122209 -0.0273265 0.0210354 0.0197705 -0.0178737 -0.0448273 0.0160042 0.234586 0.81476 0.0207004 0.0210101 -0.0100601 0.022356 -0.00953207 0.014967 0.0147775 -0.0454299 +internal_weight=0 20629.3 51589.8 11197.5 8016.8 8793.74 43573 39166.8 9431.78 5030.27 2403.79 28668.7 6364.08 10498.1 3220.34 28099.4 24200.8 2691.96 5573.39 951.447 4.49337 0.785103 22565.9 22337 1452.34 18977 228.839 946.953 135.389 5522.83 +internal_count=2798112 2143127 654985 778971 305794 602712 349191 323932 1364156 563498 176259 224976 254339 98956 185168 219627 193615 121004 417544 80616 228 40 175690 174692 95643 107885 998 80388 574 413896 is_linear=0 shrinkage=0.1 Tree=66 num_leaves=31 -num_cat=2 -split_feature=2 2 2 2 1 1 2 8 8 1 2 6 2 0 8 0 2 6 1 11 9 6 11 2 0 8 8 1 8 3 -split_gain=11618.9 2433.49 1574.95 543.844 485.494 448.919 245.439 229.323 191.132 188.738 153.216 150.476 145.011 139.4 130.892 130.239 128.69 122.483 105.992 97.5968 96.3573 89.6347 88.0511 86.6007 82.7331 80.7495 70.4321 70.2752 69.872 69.6022 -threshold=0.027929300137172718 0.20493886638619396 0.0063611636604093561 0.72238147749379367 0.012931313516151685 0.071274603698661981 0.0023110085432641579 76.500000000000014 79.500000000000014 0.0018466190894299861 0.073350654541185153 0.37689393939393945 0.069437899836299347 0.027070582057198676 40.500000000000007 0.80717297168996105 0.011088179021665574 0.19836065573770495 0.0057190153741518484 0 1.0000000180025095e-35 0.37689393939393945 1 0.092814094751728513 0.025127174002739238 97.500000000000014 76.500000000000014 0.0016476527175484838 52.500000000000007 0.14997222360328968 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 -left_child=2 5 6 11 8 7 -1 10 16 14 13 18 -7 -2 -5 -15 -4 -16 22 -11 -20 24 -3 -9 -12 -6 -22 -17 -14 -26 -right_child=1 3 4 9 25 12 -8 23 -10 19 21 -13 28 15 17 27 -18 -19 20 -21 26 -23 -24 -25 29 -27 -28 -29 -30 -31 -leaf_value=-0.06215616016095879 -0.00078045953670528737 0.003481371132576086 -0.024259321296435286 -0.012141654230601952 -0.03683931690430748 -0.025339693370172552 -0.043845484831298152 -0.013242271396458546 -0.030962802899461586 0.017059115360407429 0.0047614139734521894 0.013573670953781133 -0.0064293875562192017 -0.018994138111261546 0.017045791723156196 0.067737862299269841 -0.011416685489758806 0.02653003172799652 0.0037508739988125145 0.0086571478546365356 0.020198830230006074 0.012430128331143084 0.0097540900526364993 -0.0037340271322563057 0.008338026632940785 -0.056918834321129853 -0.025733545976093671 0.00061960316255667671 -0.021108362869582748 -0.0036320047248382826 -leaf_weight=11368.806671923026 39249.510302588344 27503.449678957462 11002.175035834312 1322.5994036495686 8463.0048278719187 9051.2737485691905 20557.276513266377 17607.246484898031 9581.7119548767805 20780.091214373708 47208.329700604081 38502.083619594574 13933.212892130017 9267.1254928782582 50212.178259432316 163.84148840606213 26830.042402040213 18683.1880299896 100861.089478001 41591.846722200513 5215.854145988822 9208.6139440834522 120969.28838512301 21008.366067826748 5822.9821232110262 2623.6758163049817 356.66365176439285 3258.8493830785155 4226.3549130037427 29304.319911137223 -leaf_count=335124 295288 92448 195092 4415 80516 60614 469409 142833 144649 67224 230529 126146 64180 57169 169683 841 315208 66552 344068 132815 17250 43088 400718 108942 24474 27338 1253 17863 24109 137330 -internal_value=0 0.0058103 -0.0325013 0.0101485 -0.0227519 -0.00301911 -0.0503659 -0.00122889 -0.0183468 0.0154637 0.000612092 0.00774666 -0.0149995 -0.0037262 0.0190195 -0.0128373 -0.0151515 0.0196177 0.00686652 0.0114605 0.00445811 0.0030735 0.00859301 -0.00806942 0.00202703 -0.0415912 0.017259 0.0038325 -0.00984569 -0.00164776 -internal_weight=0 635308 90426.7 425998 58500.6 209310 31926.1 182099 47413.9 132590 143484 293408 27210.8 51939.3 70218 12689.8 37832.2 68895.4 254906 62371.9 106434 91544.2 148473 38615.6 82335.6 11086.7 5572.52 3422.69 18159.6 35127.3 -internal_count=4197168 2629832 1567336 1422572 762803 1207260 804533 1058357 654949 440689 806582 981883 148903 371161 240650 75873 510300 236235 855737 200039 362571 435421 493166 251775 392333 107854 18503 18704 88289 161804 -cat_boundaries=0 1 2 -cat_threshold=48 8 +num_cat=4 +split_feature=2 2 2 2 1 1 2 6 2 0 8 1 8 2 6 6 0 3 2 8 11 1 2 11 11 8 10 8 2 11 +split_gain=8159.39 1692.09 1080.16 387.081 343.281 317.696 173.139 162.339 149.58 134.113 120.451 116.255 107.772 104.858 96.3732 88.078 84.6738 82.6839 81.0462 79.8507 75.7904 65.9787 63.9947 63.7197 60.6456 60.4591 57.9344 56.7983 56.0162 53.7237 +threshold=0.024116850000000006 0.19721455000000002 0.0054186500000000014 0.85209115000000013 0.052604400000000009 0.012931800000000002 0.0022661000000000005 0.37689393939393945 0.064859800000000009 0.012107100000000001 53.000000000000007 0.0036177000000000002 31.000000000000004 0.060952800000000008 0.15450928381962867 0.37689393939393945 0.010599350000000002 0.094632500000000022 0.010177500000000001 77.000000000000014 0 0.0025884500000000004 0.92178260000000012 1 2 33.000000000000007 1.0000000180025095e-35 67.000000000000014 0.34867030000000004 3 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 1 2 2 2 2 1 +left_child=2 4 6 7 8 10 -1 11 9 19 18 23 -5 27 20 16 24 21 -4 29 22 -11 -14 -3 -10 -18 -22 -6 -13 -2 +right_child=1 3 5 12 13 -7 -8 -9 15 17 -12 28 14 -15 -16 -17 25 -19 -20 -21 26 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.062467404342829762 0.0040455626027788884 0.01248576831836703 -0.024119501157023687 -0.0001231765468342315 -0.021501681629639353 -0.043103807261963042 -0.044178912780252461 0.015248817866480184 0.0081443683402423889 0.037754624806091326 -0.031856496790165459 0.0014873475218980402 0.018916208211792511 -0.010647630511964268 0.026952189490347007 0.011375833799922724 -0.00070154655778266288 -0.01869319640849992 -0.011998482207007426 -0.014669701739954867 0.014183185943843156 -0.0058087862457120764 0.036082002156530846 0.007651662208109488 -0.00045788859265294033 -0.010043869969263049 -0.0055303563558930227 -0.045010647574533706 0.0067089073312127795 -0.0055571459947387838 +leaf_weight=8976.2315602402668 13672.812608487904 50113.307186961174 8407.0669906772673 2880.5612210780382 4725.438703969121 6870.4950122348964 12228.829530273098 32394.105981975794 16595.592501111329 429.29897224158049 6116.6678848960437 29760.327787846327 10997.755159348249 12897.603671722114 13296.582769438624 7888.0737989768386 26741.257866382599 10101.82420103997 16043.449383981526 4426.4491794332862 15251.794700220227 1828.2850700467825 2706.1857658326626 60187.697854012251 16187.824217706919 9348.8546566292644 1652.2542863786221 1313.3325088620186 66352.333825051785 10136.43709025532 +leaf_count=265929 100003 162435 146134 9820 30697 68273 285996 105515 79980 2298 93325 113008 37835 63585 49203 38958 124542 68357 187282 43400 53504 11050 10762 199666 88089 50933 5172 10534 208954 82873 +internal_value=0 0.00592185 -0.0338874 0.0102968 -0.00324566 -0.0236732 -0.0519205 0.00866734 -0.0012297 -0.00613898 -0.0193059 0.00763446 0.0186144 -0.0157394 0.0198438 0.00136657 0.000220206 -0.0148266 -0.0161662 -0.00233624 0.0167558 0.00247517 0.0222898 0.00984978 0.00389908 -0.0031216 0.0122491 -0.0266145 0.0050921 -4.32839e-05 +internal_weight=0 421886 58642.7 285593 136293 37437.7 21205.1 238808 117357 40595.1 30567.2 206414 46785.1 18936.4 43904.6 76761.6 68873.5 12359.4 24450.5 28235.7 30608 2257.58 13703.9 110301 32783.4 36090.1 16904 6038.77 96112.7 23809.2 +internal_count=2798112 1751173 1046939 955874 795299 495014 551925 789578 690483 307981 426741 684063 166296 104816 156476 382502 343544 81705 333416 226276 107273 13348 48597 362101 168069 175475 58676 41231 321962 182876 +cat_boundaries=0 1 2 3 4 +cat_threshold=12 3 3 3 is_linear=0 shrinkage=0.1 Tree=67 num_leaves=31 -num_cat=5 -split_feature=3 3 3 3 3 0 3 3 3 3 0 3 7 7 1 0 11 11 11 11 8 0 8 0 11 1 1 6 7 7 -split_gain=17234.4 7045.46 2320.43 1228.8 887.764 547.496 379.8 313.549 238.916 186.897 186.195 182.433 160.915 138.774 120.343 118.67 118.603 116.939 112.566 97.1605 96.5547 91.0142 90.9437 90.271 111.235 82.0531 78.5605 74.9131 74.4963 73.7234 -threshold=0.9625874942094006 0.18372157608722781 0.99296967881374554 0.53920477185453242 0.06584418049825895 0.021102994257398363 0.8884333798939642 0.98427180538735881 0.99734014943338833 0.11172098770882324 0.086035785256769054 0.29822356226986269 0.48074074074074075 0.40192307692307699 0.0003505188079461906 0.0027676633973067345 0 1 2 3 94.500000000000014 0.0010905571570957368 118.50000000000001 0.0013445536481739206 4 0.00065993443429093464 0.0003331327489428115 0.16823899371069184 0.11324786324786326 0.43875000000000003 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 1 2 2 2 2 1 2 2 2 2 2 -left_child=1 4 7 11 10 -6 12 16 28 20 27 19 15 14 -8 -5 -2 -9 -17 -3 -7 -19 -11 -16 -25 -20 -18 -1 -4 -13 -right_child=2 3 8 6 5 9 13 17 -10 22 -12 29 -14 -15 23 18 26 21 25 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.02387845086773939 0.025102585455312423 -0.0019299890042437839 0.045056601863237226 0.0074067786083522637 -0.0098637594815199469 -0.024905390843199742 0.013547280679796193 0.041717962322711417 0.065451988630185948 -0.01675746274436685 -0.041001950309809909 -0.0053627549435940778 0.0053771660913617967 0.014703352124673837 0.017605396607184364 0.0012869693908556042 0.02127104833667717 0.033142403309961092 0.0037240414156934614 -0.011184535202353952 -0.035028857757652847 0.018557846701427627 -0.025936451386574733 0.0087346522122965335 -0.0018518500230221922 -0.0059582443520623755 0.0096119271443973128 -0.036706440808243465 0.056015077310935385 -0.00027094434818613212 -leaf_weight=13755.237605631351 21984.720411121845 13476.216168254614 16282.768843892962 17316.456762775779 44336.201706126332 28763.31332655251 16974.997237719595 10267.553108416498 13868.458686865866 38265.326651006937 24734.146954707801 95098.831939429045 69586.937319323421 29109.468175694346 4234.1774354502559 74389.572527527809 10484.576869338751 13270.806567154825 10421.307151824236 72304.981695562601 14010.518168136477 6314.8554256483912 15035.197646439075 16269.025076791644 25424.78680948168 54662.674674734473 12877.610936224461 6804.3529727011919 10021.483097333461 40564.756871521473 -leaf_count=63544 194272 43215 264536 64313 164713 118054 95725 128399 269502 137118 130912 288342 246993 162264 24272 259025 87814 165469 36697 234612 62141 72407 57903 90026 127779 181993 101710 33607 166939 122872 -internal_value=0 -0.0061815 0.0354279 -0.000401806 -0.0229828 -0.0190559 0.0035771 0.0250624 0.0548312 -0.0232978 -0.0351564 -0.00612261 0.00137516 0.0089945 0.00635263 -0.000401014 0.0198232 0.0330207 -0.0013704 -0.00973218 -0.0282213 0.0284255 -0.0193467 0.00369349 0.00228068 -0.00440723 0.014838 -0.028124 0.0492316 -0.00384025 -internal_weight=0 725538 115373 539834 185704 140411 318389 75200.1 40172.7 96074.4 45293.7 221445 226377 92012.5 62903 156790 45346.9 29853.2 139474 85781.2 42773.8 19585.7 53300.5 45928 41693.8 65084 23362.2 20559.6 26304.3 135664 -internal_count=4197168 2746120 1451048 1978128 767992 539929 1289087 750071 700977 375216 228063 689041 789021 500066 337802 542028 383796 366275 477715 277827 180195 237876 195021 242077 217805 218690 189524 97151 431475 411214 -cat_boundaries=0 1 2 3 4 5 -cat_threshold=56 48 56 8 48 +num_cat=3 +split_feature=3 3 3 3 0 3 3 3 0 3 1 0 0 7 0 7 11 1 8 8 8 3 7 7 3 0 0 11 11 2 +split_gain=12010 4729.3 1623.91 844.648 546.266 293.31 264.172 241.996 200.775 194.184 173.869 145.315 110.246 94.6318 93.2142 92.2225 90.685 72.9858 80.3876 70.3528 70.2333 65.1889 63.6432 61.921 60.9978 55.7951 54.9405 54.6958 53.0774 52.9598 +threshold=0.96852330000000009 0.17732055000000002 0.99346695000000007 0.76179110000000005 0.091994450000000019 0.076138600000000015 0.35491610000000001 0.060108850000000005 0.00051085000000000008 0.99750045000000009 0.00054775000000000017 0.0017733500000000001 0.0041960500000000006 0.47673160173160178 0.25874335000000004 0.52086956521739147 0 8.7650000000000016e-05 77.000000000000014 79.000000000000014 71.000000000000014 0.10922170000000002 0.40192307692307699 0.25357142857142861 0.023572400000000004 0.0090471500000000021 0.004850000000000001 1 2 0.021169850000000004 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 1 1 2 +left_child=1 4 8 6 7 24 14 26 -2 23 20 -12 -9 17 28 27 25 -10 -19 -14 22 -7 -5 -4 -6 -8 -1 -13 -3 -18 +right_child=2 3 9 10 5 21 16 12 13 -11 11 15 19 -15 -16 -17 29 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.018987056578314111 0.036529226195298352 -0.0038551571594138191 0.044446246631484443 0.0063794511082930902 -0.065399099256633911 -0.030639930336811186 0.0048788312729375182 -0.0067885845429337573 0.030784956766622858 0.065841806247840973 0.015131857356916481 0.0056024636048178124 -0.014315167568245721 0.029029819947323579 -0.014286112965334698 0.0076602626761050896 0.01350680774964436 0.012252815860453818 0.02838776709252543 -0.024731054719866207 0.019988700437299011 -0.022338803226381061 0.01568207205222753 0.056323926522582925 -0.039251590461444802 -0.0010233025036903271 -0.033949656962167361 -0.0016470312743982283 -0.0098095871246655364 -0.0047789815694546413 +leaf_weight=3456.5452782511711 11266.811039820313 31494.751837775111 11582.391539461911 23601.942325532436 939.32970153540373 15062.025051102042 22509.781105488539 15628.582448303699 3586.1856692358851 10710.428802002221 9429.6545880436897 13436.251220978796 26113.631614655256 10533.028136603534 22105.561777040362 21295.897195003927 1623.1708553135395 16342.731218121946 3807.1686810031533 8626.9868499338627 7453.2830725908279 25436.236393451691 10683.132832109928 7067.1593058221042 17775.005055472255 55527.776136547327 8461.094638094306 46038.62605201453 28606.101357698441 65412.174006044865 +leaf_count=15707 129043 100036 190784 116534 6993 64086 72552 59042 35707 208637 49663 58019 98467 101873 72785 93303 5058 146635 38608 34865 42951 95894 54359 117848 91353 172021 41145 191536 91281 201327 +internal_value=0 -0.00627864 0.0367724 -0.000510161 -0.0233334 -0.0302105 -0.00420474 -0.0167957 0.0249487 0.0551103 0.00585417 0.00338478 -0.0137638 0.0211413 -0.00873375 0.00201336 -0.00163835 0.0176407 0.0153014 -0.0169017 0.0111907 -0.0254261 0.00927812 0.0489472 -0.040564 0.000679069 -0.02961 -8.59849e-06 -0.00669155 -0.00433557 +internal_weight=0 480718 74895.9 359218 121499 59212.6 227279 62286.8 45535.9 29360 131939 90200.4 50369.2 34269.1 82206.4 80770.8 145073 23736.1 20149.9 34740.6 41738.4 40498.3 34285.1 18649.6 18714.3 78037.6 11917.6 59474.9 60100.9 67035.3 +internal_count=2798112 1828977 969135 1321425 507552 258326 715060 249226 451866 517269 606365 392521 192374 322823 264102 342858 450958 220950 185243 133332 213844 159980 170893 308632 98346 244573 56852 249555 191317 206385 +cat_boundaries=0 1 2 3 +cat_threshold=12 8 12 is_linear=0 shrinkage=0.1 Tree=68 num_leaves=31 -num_cat=5 -split_feature=0 0 0 4 3 11 0 0 2 10 11 0 2 11 2 1 11 8 8 4 7 7 2 7 3 8 3 11 3 8 -split_gain=16529.8 1806.52 1536.13 517.66 284.809 250.893 249.098 239.914 232.033 176.55 166.416 147.694 146.404 130.822 129.231 126.321 172.576 122.118 151.5 121.27 119.823 110.706 107.791 106.006 102.925 90.7429 88.6908 88.3958 79.2985 78.6653 -threshold=0.012151601271849591 0.057222249608581986 0.002334572657710482 0.10960960960960962 0.94171345138930196 0 0.17746221267216769 0.0055086343636900686 0.016359502692017552 1.0000000180025095e-35 1 0.00054011089276648206 0.85095039501429082 2 0.0055404943769021423 0.0040027922088253188 3 46.500000000000007 88.500000000000014 0.11583184257602865 0.060915275200989494 0.44590643274853808 0.017996644841659304 0.43875000000000003 0.073605989979258185 94.500000000000014 0.85883628897899167 4 0.040999996234582288 97.500000000000014 -decision_type=2 2 2 2 2 1 2 2 2 2 1 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 1 2 2 -left_child=2 5 11 6 7 25 20 24 -5 17 -6 -1 -9 -14 -8 -16 -17 -7 21 -20 27 -19 -13 -12 -4 26 -2 -3 -21 -10 -right_child=1 3 4 8 10 9 14 12 29 -11 23 22 13 -15 15 16 -18 18 19 28 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.067450531277139417 -0.02100295459193121 0.016221370175557529 -0.011688834033212568 0.048143368524907061 -0.031176524986027139 0.02195945768116489 0.040746378086366719 -0.031002288739759427 0.018617176391383401 0.016990488449859106 0.0037589681376135609 -0.044063211545225967 0.018448171631971742 -0.024336653768631179 0.007811813034111716 0.020233486065581299 0.011920321845274306 -0.0039013736628314985 0.0021808415874545769 0.17854762636051041 -0.0010419595714885131 -0.018611984139650439 -0.059143267098521052 -0.025289086130350216 -0.046975111503928746 -0.0026244580771588866 -0.0032994126955410369 0.0061559762296278207 0.031875279855269577 0.028080147792137806 -leaf_weight=12197.414192733821 12986.370620783418 12520.89670882374 884.22681041434407 3658.4527881145477 3933.3523936122656 1900.4688445031643 1821.309947296977 16932.013048127294 26015.403317213058 5198.3694787956774 4282.318144319579 7554.6276326468214 1203.68567770347 1731.1162018179893 26798.907392576337 44194.641708061099 57754.412575185299 16373.076259702444 9394.5619611628354 38.145367786288261 15755.573508940637 7440.5094493217766 12722.238811917603 1777.888505268842 12690.159398848191 5809.2608172297478 3618.2562499828637 28900.009643271565 1094.8800074756145 13263.450683861971 -leaf_count=769836 159792 66922 19049 16882 120871 19424 9483 301552 102964 42024 113648 390083 17581 30323 98595 153970 207196 177550 92860 333 97101 82801 409282 48545 286670 65599 56222 179084 10256 50670 -internal_value=0 0.0100301 -0.0423034 0.0141504 -0.030003 -0.00485549 0.011885 -0.0344297 0.0240561 -0.000243802 -0.0151902 -0.0587554 -0.0274283 -0.00680886 0.0142954 0.0139212 0.0155272 -0.00271589 -0.00408145 0.00590814 0.00638061 -0.00849768 -0.0535248 -0.00475504 -0.0446766 -0.0133758 -0.0171452 0.00920399 0.0368133 0.0218126 -internal_weight=0 294537 75909 230683 43434.8 63853.9 187746 33441.2 42937.3 41440 9993.56 32474.3 19866.8 2934.8 130569 128748 101949 36241.6 34341.2 10527.6 57176.5 23813.6 20276.9 6060.21 13574.4 22413.9 16604.6 41420.9 1133.03 39278.9 -internal_count=4197168 1689728 2507440 982867 938239 706861 812351 655175 170516 425248 283064 1569201 349456 47904 469244 459761 361166 383224 363800 103449 343107 260351 799365 162193 305719 281613 216014 246006 10589 153634 -cat_boundaries=0 1 2 3 4 5 -cat_threshold=48 48 3 7 3 +num_cat=2 +split_feature=0 0 0 4 3 0 2 10 1 8 0 3 0 11 3 2 3 1 3 7 11 8 8 10 4 2 8 4 9 8 +split_gain=11426.7 1111.36 1084.35 315.726 224.622 221.068 174.683 139.627 124.823 142.15 124.28 111.165 108.034 101.272 98.2555 109.608 93.9984 92.005 88.6948 88.0786 86.6048 87.0993 83.1725 81.9394 74.5501 73.6821 69.776 69.2836 65.9765 63.8963 +threshold=0.010599350000000002 0.04590505000000001 0.0024106500000000007 0.33687943262411352 0.92320885000000008 0.22103985000000004 0.87551745000000014 1.0000000180025095e-35 0.0012540500000000003 91.000000000000014 0.00051085000000000008 0.038792750000000008 0.0045816500000000005 0 0.88918865000000014 0.82608820000000016 0.96724335000000006 0.0044033500000000012 0.038792750000000008 0.43875000000000003 1 57.000000000000007 31.000000000000004 1.0000000180025095e-35 0.34330357142857149 0.018519750000000005 59.000000000000007 0.21320346320346323 1.0000000180025095e-35 31.000000000000004 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 +left_child=2 7 10 5 6 19 12 8 -2 14 -1 -7 -4 -8 15 26 -12 -13 -5 -3 -19 23 -6 -22 -20 -24 29 -11 -25 -10 +right_child=1 3 4 18 22 11 13 -9 9 27 16 17 -14 -15 -16 -17 -18 20 24 -21 21 -23 25 28 -26 -27 -28 -29 -30 -31 +leaf_value=-0.067186845251565916 -0.01724159351765886 0.010279670775959981 -0.049501244653488485 0.051486980442016578 0.031986802442051127 0.03244245520933952 0.0045830799432621805 0.011308766161353082 0.011785553265622825 0.050557807880768524 -0.059478255049545882 0.009245601866338625 -0.032544012656027535 -0.032744992504732513 0.014574217670390584 0.0090124811298753545 -0.044002153704278568 0.011082198820623446 0.19019106732323765 0.0014150767850367335 0.013926388161841621 0.026156083379670531 -0.0022321774037440505 0.036405741367626691 0.024893244882529815 -0.02358541488410619 0.00097016826267403453 0.22389607687897281 0.013581023410120267 -0.015108040047075161 +leaf_weight=8773.0565182948485 8851.9572260305285 39377.446039363742 5692.5199343953282 1407.7060426548123 371.05675504170358 3879.703137665987 1650.7361552082002 4726.1981599144638 949.92312002927065 273.29528249427676 8512.0251726638526 20051.723554611206 11050.224824946374 1288.7921221442521 2492.2669207938015 3826.5164186060429 7282.2006521665026 17320.042409181595 27.33558714389801 15668.658156432211 23878.599457815289 13451.628538578749 2411.002381520113 3289.9107573926449 14564.029954075813 4900.6061629615724 4648.0102127343416 25.183934643864632 2059.0242481678724 12623.187620375305 +leaf_count=564475 108449 218850 126163 6516 8742 16768 27293 39488 9584 2986 252655 70023 196564 25185 32108 38167 342247 58819 100 89647 81623 44502 62889 10695 55628 113033 47761 266 6693 140193 +internal_value=0 0.0104384 -0.0423931 0.0142126 -0.0287016 0.0126812 -0.034362 -0.00478742 -0.00704545 -0.00341173 -0.0576436 0.0159111 -0.0383095 -0.0118787 -0.00424605 -0.00637349 -0.0523427 0.0151099 0.0275156 0.0077564 0.0170698 0.0194925 -0.0142002 0.0164324 0.0252029 -0.0165442 -0.00960462 0.0651831 0.0276196 -0.0132259 +internal_weight=0 193392 51932.2 154976 27364.9 138977 19682.3 38416.5 33690.3 24838.4 24567.3 83930.6 16742.7 2939.53 24539.9 22047.6 15794.2 80050.9 15999.1 55046.1 59999.2 42679.2 7682.67 29227.5 14591.4 7311.61 18221.1 298.479 5348.94 13573.1 +internal_count=2798112 1078866 1719246 659864 559869 597620 375205 419002 379514 271065 1159377 289123 322727 52478 267813 235705 594902 272355 62244 308497 202332 143513 184664 99011 55728 175922 197538 3252 17388 149777 +cat_boundaries=0 1 2 +cat_threshold=3 8 is_linear=0 shrinkage=0.1 Tree=69 num_leaves=31 -num_cat=3 -split_feature=1 1 1 3 3 5 6 0 1 11 1 3 3 1 11 2 0 8 10 8 3 11 1 5 1 1 7 6 8 5 -split_gain=6372.66 531.443 519.582 343.077 188.64 66.3011 65.9858 63.663 61.7279 58.69 50.1586 107.795 46.818 55.4809 39.393 37.9265 37.6133 35.6387 38.0448 54.2176 31.7114 31.1468 28.7418 31.4944 26.6034 25.2434 24.5227 24.0144 23.9808 27.2797 -threshold=0.00539447746930971 0.00097438479392276945 0.022479227097539963 0.93959111919257265 0.90291226430769533 0.13961038961038963 0.12310606060606062 0.15297846515904764 0.0023253963490163076 0 0.0002515561539540464 0.96118147580274782 0.89963883305841874 0.058268038246294049 1 0.050963973039007501 0.041039463253664019 40.500000000000007 1.0000000180025095e-35 346.50000000000006 0.98364732073892003 2 0.0090206622788592244 0.44949494949494956 0.0017629105270100909 0.010118751614546534 0.79057017543859665 0.34891304347826091 76.500000000000014 0.15587044534412958 -decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 -left_child=1 10 4 8 7 6 12 25 -3 -5 -1 -12 13 -4 -6 -9 -10 -15 21 -20 24 -19 -17 -24 -11 -2 -8 -7 -16 -30 -right_child=2 3 5 9 14 27 26 15 16 20 11 -13 -14 17 28 22 -18 18 19 -21 -22 -23 23 -25 -26 -27 -28 -29 29 -31 -leaf_value=-0.066263914505862984 -0.010007986937164601 -0.045860479971263649 0.0086300693717845361 -0.016063675766810802 0.037931023657422652 0.029121926816796279 0.0089513756899007885 0.0026069814200083345 -0.023586211307284055 -0.02001746353022307 -0.061036101724827367 -0.0347093791519665 0.035780733522723783 -0.0023389378802736276 0.0056494344481518161 -0.03433186150527822 -0.038659650500462626 0.022141986547946864 0.0026728253972308495 0.072562352015447404 0.02856653629543179 0.016565758590495066 -0.017152722430606258 0.10916215744418914 0.01269193600021306 0.0018343015161972022 -0.016134303928637309 0.0028686655723833198 0.029459521850504829 0.19428338269618681 -leaf_weight=4750.0911621947307 3239.7115602493286 5322.4126370432787 7034.0458796229213 1368.4898968324997 852.79608273040503 5278.9046105146408 7728.5493575651199 719.60022972617298 3192.9911155160517 388.48682887945324 5152.6875790134072 2227.6386965478305 1344.8183033615351 829.62286693230271 1398.7005324345082 1325.5077974535525 3437.8673596400768 19985.654115829617 2218.5315468646586 116.84433457255363 673.83605007547885 21046.302012812346 2516.7230135444552 19.89501117169857 690.80024622194469 4050.5236738994718 410.37994791939855 373.04359833337367 372.11360977683216 10.320021690800784 -leaf_count=945472 151227 442441 146466 129076 27762 27282 81116 37627 210620 36538 541947 403347 22190 5538 57720 73444 231730 117060 15788 399 70532 119236 102148 676 45841 132425 4316 2440 14417 347 -internal_value=0 -0.0426677 0.0132824 -0.0301302 -0.00386224 0.0170298 0.0160654 -0.00923362 -0.0378395 -0.000609743 -0.0582486 -0.0530898 0.0173625 0.016879 0.0203483 -0.0184708 -0.0314013 0.0181919 0.0185846 0.00616956 0.0114798 0.0192912 -0.022398 -0.016162 0.000918265 -0.0034283 0.00768651 0.0273891 0.0116514 0.0339073 -internal_weight=0 27205.3 80872.6 15074.9 14505.9 66366.7 60714.7 11872 11953.3 3121.61 12130.4 7380.33 52575.8 51231 2633.93 4581.73 6630.86 44197 43367.3 2335.38 1753.12 41032 3862.13 2536.62 1079.29 7290.24 8138.93 5651.95 1781.13 382.434 -internal_count=4197168 3057544 1139624 1166778 597793 541831 512109 497547 884791 281987 1890766 945294 426677 404487 100246 213895 442350 258021 252483 16187 152911 236296 176268 102824 82379 283652 85432 29722 72484 14764 -cat_boundaries=0 1 2 3 -cat_threshold=48 3 49 +num_cat=1 +split_feature=1 1 1 3 3 1 8 2 1 3 3 1 3 0 1 7 0 11 2 3 3 0 0 0 8 3 0 0 8 3 +split_gain=4440.5 369.592 309.618 255.672 117.21 57.6353 52.4367 58.7439 45.5999 116.086 42.9692 34.2722 32.7745 22.8605 21.7191 21.4534 20.4011 20.109 21.3806 19.5248 17.965 19.0147 17.9538 16.8615 16.4761 16.4168 21.2331 15.0719 21.0142 15.5657 +threshold=0.0052824500000000002 0.00096985000000000007 0.016884750000000004 0.95675315000000005 0.79912485000000011 0.0021955500000000005 45.000000000000007 0.15876005000000001 0.00029825000000000007 0.96157435000000013 0.76949730000000016 0.064847800000000025 0.96586810000000012 0.043801900000000012 0.0090196000000000009 0.094788858939802351 0.00084365000000000015 0 0.81670920000000014 0.71126065000000016 0.042252600000000008 0.63874180000000014 0.0072896500000000008 0.0032530000000000002 25.000000000000004 0.030517350000000002 0.007726300000000001 0.0075038500000000011 43.000000000000007 0.26006850000000009 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 8 4 5 13 19 7 24 -1 -10 -7 15 -6 -2 -15 -9 -5 25 -19 -3 21 -8 -12 -22 -4 26 -13 -26 -29 -30 +right_child=2 3 6 16 12 10 20 11 9 -11 22 17 -14 14 -16 -17 -18 18 -20 -21 23 -23 -24 -25 27 -27 -28 28 29 -31 +leaf_value=-0.065342230298101295 -0.0038018500916861433 -0.051023635023752248 -0.0033912505679114429 0.027113860199789522 0.0069960191767518033 -0.034449112888054016 0.026593124143610897 0.0061475793136363151 -0.060741952176500094 -0.026035606866838087 0.0017396979263435948 0.32092350988181145 0.034196485871483294 -0.026527499493737908 -0.010535623650697393 -0.010154269210145355 0.00083426721906748103 0.015957704701095369 0.10701756175308126 -0.035513017381956169 0.043722947514639482 0.089999657198398322 -0.023243724120436238 0.021315182490480263 0.024100653280394416 0.00075593180165119383 0.044100056554910609 0.017157663103016248 -0.072196804129500566 0.015564396991065894 +leaf_weight=3999.5274435624015 1782.711144534871 2422.8191611981019 363.0792035125196 390.90166829293594 1648.8140479102731 3785.3058531843126 116.4220517296344 2353.130185931921 3375.3059138823301 1348.8905253778212 502.56800874788314 3.4318667352199581 605.71312122233212 1549.5443216683343 1879.2115958957002 1228.8515912294388 1209.1896779364906 4155.1902946271002 25.945982083678246 1220.3633422050625 344.33816275373101 79.654658714309335 672.59903797693551 13566.846721353009 3495.4580300413072 1262.4758269190788 14.384741645306347 18000.734731750563 45.923647778108716 36.09388461895287 +leaf_count=800658 68221 198412 2808 34409 54804 245782 457 49245 352585 210913 28731 24 21814 83708 79070 27805 92546 34703 266 105835 3059 1644 39546 102161 26489 10852 97 121017 207 244 +internal_value=0 -0.0423718 0.0141166 -0.0294511 -0.00474597 -0.0362776 0.0172397 0.0149387 -0.0574846 -0.0508323 -0.0292633 0.00815644 0.0143038 -0.0129871 -0.0177628 0.00055499 0.00725436 0.013142 0.0164834 -0.045828 0.0222935 0.0523515 -0.0125594 0.0218698 0.0177341 0.00208486 0.0974223 0.0180895 0.0169276 -0.0335753 +internal_weight=0 18927.5 52558 10203.7 7465.99 8603.66 45092 30984.7 8723.72 4724.2 4960.47 9043.41 2254.53 5211.47 3428.76 3581.98 1600.09 5461.43 4181.14 3643.18 14107.3 196.077 1175.17 13911.2 21941.3 1280.29 17.8166 21578.2 18082.8 82.0175 +internal_count=2798112 2109417 688695 745261 307617 618306 381078 273757 1364156 563498 314059 122992 76618 230999 162778 77050 126955 45942 34969 304247 107321 2101 68277 105220 150765 10973 121 147957 121468 451 +cat_boundaries=0 1 +cat_threshold=2 is_linear=0 shrinkage=0.1 Tree=70 num_leaves=31 -num_cat=3 -split_feature=2 2 2 1 1 2 8 2 6 8 2 1 11 11 2 0 3 2 1 7 2 11 8 2 8 8 2 9 8 10 -split_gain=9170.41 1962.89 1259.69 457.186 438.409 423.619 202.363 198.415 188.617 171.848 141.031 136.9 135.288 123.918 122.739 108.382 130.462 126.821 122.719 104.682 103.678 98.3173 96.0449 85.7219 72.1056 69.973 68.9712 66.147 125.169 70.2093 -threshold=0.024750853783203897 0.19480419748346245 0.0055404943769021423 0.012931313516151685 0.071274603698661981 0.86743602596990799 76.500000000000014 0.0023110085432641579 0.37689393939393945 79.500000000000014 0.069437899836299347 0.0032718732424237046 0 1 0.011088179021665574 0.012529672865959138 0.14152168730524053 0.062304141683118049 0.0073369277500766675 0.05495169082125604 0.94206848107866581 2 61.500000000000007 0.065805729447857148 118.50000000000001 43.500000000000007 0.086025323511293675 1.0000000180025095e-35 49.500000000000007 1.0000000180025095e-35 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 -left_child=2 4 7 9 6 8 12 -1 11 14 24 21 26 19 -4 -14 18 -18 -17 22 -15 -3 -7 -8 -6 -23 -2 29 -29 -13 -right_child=1 5 3 -5 10 13 23 -9 -10 -11 -12 27 15 20 -16 16 17 -19 -20 -21 -22 25 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.06011598295296107 -0.0081156490286528847 0.0037523053771701081 -0.022578315883712535 -0.042005443205576122 -0.020492699458979788 0.001345065586824558 -0.014729272845751191 -0.042178844552819547 0.013272290343537574 -0.030386593499275635 -0.0094766065306294365 0.0048987877628886376 0.0056473967049228118 0.019287044303376147 -0.010212225567107668 0.026469311014464356 -0.015476666179848372 -0.00053576344094267904 -0.0011660488073419182 0.019676032443514398 0.038062752610149998 -0.0036552984656211965 0.023061653694724002 -0.0044905856626273775 -0.042754337275593447 0.010521034564680995 -0.00039488225362738373 0.015908729160937423 -0.02305925557080328 -0.0032753024546341904 -leaf_weight=10135.140115262941 21298.885380141437 29965.10364793241 12663.292040836066 9626.5282878428698 7913.2517398148775 10319.045119166374 11985.202855743468 15750.841981391422 51879.121736779809 8807.5869552036747 17025.129807844758 149260.24600546062 53318.92747412622 27870.382666319609 21919.678369056433 3062.2815355807543 7080.0492846295238 28753.970794528723 3380.9951507598162 9036.921367302537 3287.9501079767942 3582.4213370233774 2537.2817549705505 25736.419923037291 1782.7614860087633 123953.45846071839 25331.293444678187 9533.4542547911406 902.30423471331596 11303.665210425854 -leaf_count=335124 160942 99639 244232 101171 52781 37019 111532 400738 169125 147345 84189 501006 330082 102102 274197 14106 47781 137957 16420 33267 14028 11609 9213 145911 14831 406699 121655 30920 3087 38460 -internal_value=0 0.00501255 -0.0311192 -0.0222902 -0.00300694 0.0088364 -0.00123211 -0.0492018 0.00766887 -0.0179163 -0.0149591 0.00678394 0.000494909 0.0172076 -0.0147403 0.00264885 -0.00113221 -0.00348777 0.0119681 0.0114232 0.0212615 0.00891105 0.00563098 -0.0077437 -0.0245858 0.010122 -0.00392059 0.00482475 0.0125395 0.00432333 -internal_weight=0 640101 78903.1 53017.1 206669 433431 179948 25886 380380 43390.6 26721.1 328501 142226 53051.6 34583 95596.2 42277.3 35834 6443.28 21893.2 31158.3 157501 12856.3 37721.6 9696.01 127536 46630.2 171000 10435.8 160564 -internal_count=4197168 2694361 1502807 766945 1238187 1456174 1086386 735862 1260545 665774 151801 1091420 828943 195629 518429 546346 216264 185738 30526 79499 116130 517947 46232 257443 67612 418308 282597 573473 34007 539466 -cat_boundaries=0 1 2 3 -cat_threshold=40 3 8 +num_cat=2 +split_feature=2 2 2 1 2 1 6 2 8 6 0 3 2 1 2 2 0 2 3 8 10 11 8 8 7 11 0 8 8 7 +split_gain=6464.02 1472.93 797.916 351.365 317.919 277.876 139.758 135.246 120.102 118.842 107.396 122.34 110.256 102.536 95.1568 87.9156 80.2026 78.754 70.5565 74.2193 67.4202 63.9386 62.583 60.5697 57.1922 56.4485 56.3001 55.9419 52.7656 56.6179 +threshold=0.019138850000000002 0.15448890000000001 0.0038998500000000003 0.012931800000000002 0.71325115000000017 0.017891300000000002 0.33712121212121215 0.0089131000000000019 67.000000000000014 0.37689393939393945 0.011328250000000002 0.14955305000000005 0.06287245000000001 0.0014762500000000003 0.0018862000000000002 0.040235400000000011 0.024210950000000005 0.052773000000000007 0.15383465000000002 33.000000000000007 1.0000000180025095e-35 0 29.000000000000004 79.000000000000014 0.55495169082125617 1 0.074450300000000011 57.000000000000007 51.000000000000007 0.11324786324786326 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 +left_child=2 3 14 10 9 7 13 28 17 16 15 -12 -13 22 -1 -2 25 -5 -18 -20 -21 -17 -6 24 -15 -3 -14 -9 29 -4 +right_child=1 4 5 8 6 -7 -8 27 -10 -11 11 12 26 23 -16 21 18 -19 19 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.062629857825384314 -0.004832394025795995 0.0035580304959288572 -0.019957141689331385 -0.019627710967323991 -0.0067610641681794805 -0.046969942540621604 0.021572199420348784 -0.012548580301104057 -0.02738596741112544 0.01264775301489825 0.0075244409392794826 -0.018871187514359667 -0.00050363264033963359 0.0034661288382212769 -0.046266880535579105 0.0071985580450538156 0.0084286073174182144 -0.0069379510681143765 0.0043915254340360409 -0.00076876858953602858 -0.021531037807719807 -0.00064432494248464018 0.01625767125095684 0.015211480178203876 0.012761307355531284 0.0095695684594940232 -0.01177254666678056 -0.027630521819527465 -0.041483388702121191 -0.035883309641671808 +leaf_weight=6278.8097246123943 17660.427040148526 21359.07131396234 6086.5130037553608 7168.2719275727868 1221.8639281988144 5013.6760392189026 17246.622256115079 13051.292906798422 5553.8632063046098 27240.34232634306 5478.4761329293251 7813.8246204108 11773.316697590053 22835.257398784161 8189.4291810120922 22529.873988963664 24803.897836431861 15392.083824925125 55198.895507454872 23824.623006016016 1673.8998867124319 19295.537036001682 35418.795463994145 9601.6183444559574 9321.5457920283079 58536.895059809089 7111.4319150149822 3030.4081615409814 2760.6630661259405 3524.941253002733 +leaf_count=209850 172515 76222 123249 50439 4069 55223 60197 172015 40059 92070 28763 56312 62802 72336 232687 126340 81605 76524 192467 85982 6391 122853 122160 30671 29962 201740 35415 46015 57141 74038 +internal_value=0 0.00497762 -0.0337455 -0.00443318 0.00863399 -0.0252626 0.0134222 -0.0214377 -0.0142129 0.00648024 -0.00143362 -0.00608765 -0.00888082 0.0116293 -0.053368 0.00108384 0.00557405 -0.01097 0.00376406 0.00233032 -0.00213175 0.00358193 0.0154901 0.00824169 0.0061606 0.00796411 -0.00474717 -0.0153906 -0.0292979 -0.025798 +internal_weight=0 428060 47935.7 119777 308283 33467.5 95645.7 28453.8 28114.2 212638 91662.9 32177 26698.6 78399.1 14468.2 59485.8 185397 22560.4 105501 80697.4 25498.5 41825.4 36640.7 41758.4 32156.8 79896 18884.7 16081.7 12372.1 9611.45 +internal_count=2798112 1827894 970218 772022 1055872 527681 319395 472458 167022 736477 605000 183292 154529 259198 442537 421708 644407 126963 366445 284840 92373 249193 126229 132969 102298 277962 98217 218030 254428 197287 +cat_boundaries=0 1 2 +cat_threshold=3 4 is_linear=0 shrinkage=0.1 Tree=71 num_leaves=31 -num_cat=6 -split_feature=3 3 3 3 3 0 3 3 3 0 0 7 1 11 7 0 11 8 11 0 3 10 7 11 8 1 1 11 8 11 -split_gain=13459.8 5932.89 1740.04 1155.27 657.184 454.449 381.579 216.163 211.435 193.5 173.586 158.381 132.742 167.333 125.89 121.017 114.64 106.16 103.781 101.402 97.6418 96.8318 96.6815 95.382 90.9601 90.6078 90.1341 90.8746 90.0673 89.3028 -threshold=0.97005249170174912 0.16356378963496132 0.99345908184028431 0.53920477185453242 0.06584418049825895 0.068406455436827912 0.91262929911222035 0.99734014943338833 0.98646205905476014 0.08993417544003264 0.0082119284793118353 0.48074074074074075 0.0023820220097727708 0 0.43875000000000003 0.0034964886990419778 1 118.50000000000001 2 0.0063367975189271295 0.029463672593579859 1.0000000180025095e-35 0.26568627450980398 3 64.500000000000014 0.00074214649091638551 0.00023231137288064839 4 109.50000000000001 5 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 1 2 2 2 2 1 2 2 2 1 2 1 -left_child=1 4 8 9 10 19 11 -4 23 16 -1 15 -11 -14 26 -5 -3 21 -17 -6 -12 -7 29 -2 -18 -20 -8 -28 -15 -10 -right_child=2 3 7 6 5 17 14 -9 22 12 20 -13 13 28 -16 18 24 -19 25 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 -leaf_value=-0.019020300495346025 0.026922754710904814 0.0033808947680631024 0.046913945387428269 0.0060871525357268606 -0.0059785935543077099 -0.019123418470226625 0.014751451341816185 0.063474737129613448 0.038015346900931779 0.0019826417919187396 -0.049433371289836311 0.0054218702109296163 -0.017198423759894881 -0.0054267170260365646 0.015542996871569841 0.0013235382008354138 -0.0026306625871233133 -0.030161134805281004 0.0036268817203498564 -0.014801694915141873 -0.033412798060725467 -0.031326115390603919 0.040591404100125766 0.016241528752139404 -0.0089599405731346973 -0.0057498141149034008 0.0094641178746701152 0.00022973778172822494 -0.013734760089356299 0.021951163690224346 -leaf_weight=7958.3656282424927 12940.199663072824 22832.166308507323 21888.440404001623 27333.208218023181 21405.887262091041 38579.171324774623 11582.107667528093 12316.800643172115 5276.1739619895816 10256.672224894166 4326.5644318982959 77179.366414636374 24009.893363639712 52018.788564220071 24690.736113272607 78305.811322927475 81881.917184963822 18374.34202799201 12650.4994892627 33272.606878131628 31518.756445743144 7821.2295422255993 8488.4289787709713 24143.992328725755 31418.548162579536 55592.624451771379 21105.080135367811 21527.983444295824 17418.052406281233 10511.99094773829 -leaf_count=37563 129724 70614 397543 106501 81682 152813 74440 269502 73339 32786 28820 284221 77354 164533 155134 280474 253422 79238 46114 127796 161680 32556 117932 222919 99322 187911 132553 120195 56854 141633 -internal_value=0 -0.00509598 0.0348044 -0.00028053 -0.021903 -0.0180609 0.00355832 0.0528772 0.0247297 -0.00556204 -0.0323803 0.00165189 -0.00881642 -0.0100017 0.00962418 -2.14514e-05 -0.00308291 -0.0237279 -0.00116078 -0.0113476 -0.0353465 -0.0211803 0.0319848 0.0199803 -0.0043854 -0.00401103 0.00692863 0.0048034 -0.00750969 0.0273576 -internal_weight=0 733060 95566 569803 163257 119453 329967 34205.2 61360.8 239836 43803.7 251062 103703 93446.7 78905.9 173882 136133 64774.7 146549 54678.5 35845.3 46400.4 24276.6 37084.2 113300 68243.1 54215.2 42633.1 69436.8 15788.2 -internal_count=4197168 2844576 1352592 2142428 702148 474085 1387543 667045 685547 754885 228063 905221 331527 298741 482322 621000 423358 264607 514499 209478 190500 185369 332904 352643 352744 234025 327188 252748 221387 214972 -cat_boundaries=0 1 2 3 4 5 6 -cat_threshold=3 8 56 48 56 48 +num_cat=2 +split_feature=3 3 3 3 3 0 3 0 3 0 1 0 3 7 7 3 8 0 4 8 7 1 8 8 10 7 10 7 11 11 +split_gain=9440.49 4022.51 1117.82 746.278 524.348 371.89 233 152.547 148.83 141.694 134.449 133.145 122.782 107.152 96.5533 77.9364 74.0079 71.6167 67.6718 67.1243 67.0777 64.8946 70.9562 55.822 55.242 54.9907 54.9133 53.7015 49.9879 45.9919 +threshold=0.97712085000000004 0.19364260000000003 0.99448850000000011 0.85759630000000009 0.065702100000000013 0.048216050000000003 0.44544165000000008 0.0005918500000000001 0.99758685000000014 0.0070646500000000013 0.00022045000000000002 0.00092275000000000007 0.12274470000000001 0.48435972629521024 0.43875000000000003 0.030517350000000002 77.000000000000014 0.007726300000000001 0.098387096774193564 77.000000000000014 0.48435972629521024 0.0042830000000000012 67.000000000000014 87.000000000000014 1.0000000180025095e-35 0.45584415584415588 1.0000000180025095e-35 0.10582306830907055 0 1 +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 1 1 +left_child=1 4 7 6 9 17 21 -2 27 -1 -5 -12 16 18 19 -11 -7 -6 26 29 -9 28 25 -21 -17 -23 -8 -4 -3 -13 +right_child=2 3 8 10 5 12 13 20 -10 15 11 14 -14 -15 -16 24 -18 -19 -20 23 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.018135306841047069 0.034547621631427161 -0.009145339894555073 0.043058774633368782 0.016020432881281885 -0.0062649093041171394 -0.023408277873894753 -0.00028681612787498665 0.01752280575200733 0.064389507319766295 -0.051277833404853063 0.019849300381709619 0.0045860184190924715 -0.01754624514462487 0.0039578901454474678 0.010251458697219568 -0.030652289623971707 -0.034284801002939978 -0.014271347866894222 -0.010597585171905167 0.012344346802206601 0.029410665657592656 -0.0086094266452678338 -0.014488874938014654 -0.016435362154765661 -0.043102056336321082 -0.00064068314968167197 -0.0084739736468702597 0.055706563011021996 -0.0015862601831539245 -0.0022152974068183388 +leaf_weight=5524.553835824132 13614.335955038667 11451.905754685402 8680.9054619893432 16757.864139899611 23286.787029311061 19525.136738926172 93026.727276861668 15636.218472097069 9013.5871332213283 2914.2853889092803 6531.5121590122581 17408.001836277544 27511.12669223547 48135.519741758704 23388.625190585852 14438.161383241415 9205.5503089427948 21474.999469593167 7930.6174216866493 8632.2319197505713 6815.2993319779634 29991.250887393951 14165.404637515545 731.03339084237814 4732.232245311141 12175.440129086375 8983.5364891886711 5473.8783022724092 37014.206141978502 23157.335164621472 +leaf_count=25614 176741 35751 161371 107156 87061 82267 305204 165765 197967 19352 42978 89096 101954 160539 124442 75608 42026 81501 25544 49228 75563 94667 45668 4024 24931 38325 28491 103898 115083 110297 +internal_value=0 -0.00506882 0.0372061 0.000361195 -0.0202461 -0.0169078 -0.00240092 0.0261959 0.0543457 -0.0324587 0.00787713 0.0061681 -0.0223211 2.31653e-05 0.0049493 -0.0360417 -0.0268932 -0.0101061 -0.00169958 0.00246554 0.0211314 -0.00605737 -0.00836555 0.0100974 -0.0337255 -0.00630849 -0.00100782 0.0479499 -0.00337459 0.000703969 +internal_weight=0 488094 59234.2 359481 128613 101004 262875 36065.9 23168.4 27609.2 96606.6 79848.7 56241.8 158076 73317.2 22084.7 28730.7 44761.8 109941 49928.6 22451.5 104798 56332.1 9363.27 19170.4 42166.7 102010 14154.8 48466.1 40565.3 +internal_count=2798112 1916807 881305 1376493 540314 394809 849272 418069 463236 145505 527221 420065 226247 519778 377087 119891 124293 168562 359239 252645 241328 329494 178660 53252 100539 132992 333695 265269 150834 199393 +cat_boundaries=0 1 2 +cat_threshold=1 12 is_linear=0 shrinkage=0.1 Tree=72 num_leaves=31 -num_cat=4 -split_feature=0 0 0 4 3 11 2 0 10 2 9 0 0 8 8 0 11 8 11 2 3 7 2 3 3 3 4 0 3 11 -split_gain=14036.9 1575.3 1324.25 446.104 288.803 227.08 211.62 210.832 210.532 205.893 204.206 191.447 148.135 142.625 132.112 130.649 129.251 126.386 117.023 116.69 113.723 105.517 102.376 114.632 100.94 85.5111 84.6277 80.6362 75.8568 75.4484 -threshold=0.011092418080625721 0.052501000655660164 0.002334572657710482 0.10960960960960962 0.97005249170174912 0 0.79466548006524318 0.0055086343636900686 1.0000000180025095e-35 0.1032352625748353 1.0000000180025095e-35 0.84141358868483651 0.00054011089276648206 100.50000000000001 46.500000000000007 0.13885973220435063 1 85.500000000000014 2 0.017996644841659304 0.8496122951674806 0.58919961427193834 0.88309789110949655 0.8496122951674806 0.8044747186217468 0.073605989979258185 0.13100686498855837 0.027070582057198676 0.14579383346309926 3 -decision_type=2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 1 -left_child=2 5 12 8 7 6 20 25 9 17 -10 -5 -1 14 -7 -11 -9 -3 -6 -14 -2 24 23 -18 27 -4 -15 -16 -12 -17 -right_child=1 3 4 11 18 13 -8 16 10 15 28 -13 19 26 21 29 22 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.066413552652100361 -0.007000979322616215 0.011217446547629413 -0.010232972943940159 0.018881130548311378 -0.025436304533753618 0.010433026300930084 0.023301282317548213 -0.037212488461285297 0.023699294156988571 0.001390899816651603 0.014224162734219843 0.037785058301267604 -0.041598325631592631 -0.0027687201109798205 -0.023692837968175184 0.012279955272558991 -0.030132087511129654 0.02294312242323944 0.0084472175989221097 -0.057839049894685093 0.010879607070755097 -0.025996367665957493 0.0048825014106939641 -0.0092043999407792707 -0.0010321197734936428 -0.042556574226221111 0.027292792055442994 -0.0089805735531826979 -0.0016560730652715469 0.0061194256660696087 -leaf_weight=10976.295580564067 12566.475122570992 31297.287891760468 865.98684786260128 37199.021483026445 1654.0753440577537 2170.4722932651639 4098.1751134097576 6066.7008699588478 20742.384005472064 33589.445679061115 7033.061654061079 6258.6313645839691 7031.8537913467735 9408.364861164242 7281.5825932770967 35325.7353489995 7381.8780715465546 13014.880505144596 2623.1205708421767 11929.476290687919 4961.3661099374294 6818.1649902462959 1523.5935611240566 4055.1982143186033 6256.8890576250851 14904.110445968807 1039.9783781915903 7628.0096600987017 5255.9971807152033 45654.465499028563 -leaf_count=769836 124536 128321 19049 147507 60009 25731 35939 127306 78441 221654 24288 26784 390083 105954 99837 133728 126973 51839 80793 409282 58152 91094 24099 81440 91431 370034 10981 78770 23139 180138 -internal_value=0 0.00871389 -0.0413425 0.0124549 -0.0292175 -0.00543566 0.00284215 -0.0322316 0.0103832 0.008873 0.0176473 0.0216036 -0.0571681 -0.00984283 -0.0133339 0.00663423 -0.0251452 0.0146614 -0.00469592 -0.0518161 -0.00193977 -0.0151773 -0.019453 -0.0227118 -0.0116922 -0.0407816 0.00022346 -0.0161658 0.00743223 0.00880909 -internal_weight=0 297600 69012.3 235371 39074.7 62229.5 21626 34797.5 191913 158882 33031.4 43457.7 29937.6 40603.5 30155.1 114570 19027.4 44312.2 4277.2 18961.3 17527.8 27984.6 12960.7 11437.1 21166.5 15770.1 10448.3 14909.6 12289.1 80980.2 -internal_count=4197168 1738264 2458904 1015839 889703 722425 218627 748901 841548 715680 125868 174291 1569201 503798 386863 535520 359818 180160 140802 799365 182688 361132 232512 208413 270038 389083 116935 178607 47427 313866 -cat_boundaries=0 1 2 3 4 -cat_threshold=3 48 48 7 +num_cat=3 +split_feature=0 0 0 4 3 0 2 2 8 8 0 7 0 3 2 2 7 11 2 8 8 8 2 11 1 1 11 3 8 8 +split_gain=9718.04 1015.37 887.374 269.16 216.432 153.274 133.632 131.289 127.98 123.061 122.975 117.977 100.68 99.8731 109.212 99.6624 90.2666 89.9932 87.1753 131.884 160.62 83.4517 78.3665 75.3198 74.7755 74.2162 71.4616 66.807 66.2195 68.4007 +threshold=0.0093358000000000017 0.043801900000000012 0.0024106500000000007 0.10960960960960962 0.96303440000000007 0.14345950000000005 0.9093842000000002 0.016223500000000005 31.000000000000004 83.000000000000014 0.00051085000000000008 0.56330128205128216 0.0044513000000000009 0.84700560000000014 0.72424820000000001 0.019138850000000002 0.11324786324786326 0 0.9093842000000002 93.000000000000014 91.000000000000014 65.000000000000014 0.004457850000000001 1 0.0044033500000000012 0.0015109500000000003 2 0.86726935000000005 31.000000000000004 65.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 1 2 2 2 +left_child=2 8 10 5 6 16 12 -5 -2 11 -1 13 -4 14 25 -12 23 -16 -11 20 -20 -13 -7 -3 -24 -10 -26 -14 -9 -30 +right_child=1 3 4 7 -6 22 -8 28 9 18 15 21 27 -15 17 -17 -18 -19 19 -21 -22 -23 24 -25 26 -27 -28 -29 29 -31 +leaf_value=-0.066097031985791699 0.017756724636201811 0.013614958106342404 -0.044222667708674925 0.043186725905514214 -0.0054334825522631032 0.042417829171924049 -0.0051469950453386839 0.038779531062911696 -0.025336453867729442 0.019376039277367869 -0.039923756292395141 -0.02327346432942403 -0.034085792655759284 0.0062452340889502999 0.013590396522814211 -0.05691303684856644 -0.003015207317685566 -0.0099923624449745636 0.14173427812030584 0.020618721232377707 0.73789796770879246 -0.00013378952932677684 0.0078345143083546932 0.0028457822453034705 0.0090580215639274354 -0.0086735670616457667 0.016354017664960089 -0.01765803242391091 0.013986992913957153 0.02489269532090219 +leaf_weight=7874.6632779254578 2261.2167232222855 12891.052201621234 7004.3793142754585 2504.5746662169695 3509.1328637353145 884.52666901051998 1660.833080869168 1626.7113014236093 3562.6246057674289 1133.9996537528932 5478.0164685848868 6710.1173181980848 8076.8407747074962 6522.6709263920784 3525.6048908084631 9340.0812783788424 9935.3183789253235 2974.6954919919372 12.549742896109821 28.975679762661457 7.0625470951199523 2030.0718462280929 24868.275078326464 13115.014926560223 18911.618682354689 10704.345358412713 47119.183947518468 3569.5691350996494 15812.340299010277 9038.5675199776888 +leaf_count=564475 23572 73848 168342 12002 94063 5115 29993 6098 42749 12713 286013 81090 148576 82873 33106 308889 63109 34748 145 303 68 23065 94228 84088 67955 117258 166523 75030 63242 34833 +internal_value=0 0.00899205 -0.0418474 0.0126028 -0.0283662 0.0106286 -0.0323282 0.021303 -0.00534213 -0.00674572 -0.0559988 -0.00778756 -0.0347486 -0.0045492 -0.00793956 -0.0506324 0.00509277 0.00280389 0.0249961 0.156162 0.356418 -0.0178988 0.0127963 0.00819033 0.0125081 -0.0128345 0.0142682 -0.0290508 0.019233 0.0179535 +internal_weight=0 196181 46513.5 156707 23820.8 127725 20311.6 28982.2 39473.9 37212.7 22692.8 36030.1 18650.8 27289.9 20767.3 14818.1 35941.4 6500.3 1182.59 48.588 19.6123 8740.19 91783.6 26006.1 90899.1 14267 66030.8 11646.4 26477.6 24850.9 +internal_count=2798112 1122731 1675381 671041 516004 554866 421941 116175 451690 428118 1159377 414889 391948 310734 227861 594902 221045 67854 13229 516 213 104155 333821 157936 328706 160007 234478 223606 104173 98075 +cat_boundaries=0 1 2 3 +cat_threshold=3 3 8 is_linear=0 shrinkage=0.1 Tree=73 num_leaves=31 -num_cat=2 -split_feature=1 1 1 3 0 5 8 2 11 1 1 3 3 1 3 3 1 8 0 11 2 1 1 2 8 8 8 10 3 5 -split_gain=5467.03 512.17 413.468 333.243 151.608 60.0219 60.999 72.1771 53.5868 53.0331 50.5111 114.452 49.1825 41.112 38.9465 36.0793 35.7074 32.0947 28.7766 28.7747 28.2405 26.4986 26.4201 25.7816 26.3298 25.3457 58.7784 36.074 26.5309 25.296 -threshold=0.00539447746930971 0.00097438479392276945 0.01910334858072003 0.92180138740876971 0.020390306672283368 0.24662162162162166 79.500000000000014 0.20493886638619396 0 0.0023253963490163076 0.0002515561539540464 0.96118147580274782 0.96524587455928035 0.044591114278853324 0.97702388399825313 0.90291226430769533 0.0090206622788592244 43.500000000000007 0.041039463253664019 1 0.81387133466728434 0.001802437467442378 0.0026227801022510777 0.013026536707199016 267.00000000000006 244.50000000000003 187.50000000000003 1.0000000180025095e-35 0.62609556622074047 0.44949494949494956 -decision_type=2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 -left_child=1 10 4 9 12 6 7 17 22 -3 -1 -12 -2 -9 21 19 -6 -4 -11 -8 -15 -10 -5 25 -25 26 27 -21 -27 -18 -right_child=2 3 5 8 16 -7 15 13 14 18 11 -13 -14 20 -16 -17 29 -19 -20 23 -22 -23 -24 24 -26 28 -28 -29 -30 -31 -leaf_value=-0.065350476891388634 0.0049347016414104184 -0.044765990052194372 -0.00082974596847587556 -0.02732645680510298 -0.020845516779890261 0.025827242647031741 0.027818486781850213 -0.0045648335423423099 -0.024087667947536195 -0.023554940182782161 -0.060037143723320641 -0.032039901925154636 0.030783501154367676 0.0082579966650459524 0.024508225565517922 0.049110272794283011 -0.0080419035476221434 0.015129612313564751 -0.037216930939282411 0.029393117238186703 0.055170775075948843 0.0082828612027089927 -0.00035784398885009734 0.015358942598172318 -0.028570772013314445 0.059183850957451593 -0.044561313942778978 -0.025961825991551564 -0.069503453423427911 0.064922743479753339 -leaf_weight=4325.5443201703019 3551.5440051360056 4870.3053571041673 1310.4556341320276 859.18186620203778 3185.7876566024497 4814.5879232101142 2792.5519970972091 3103.7481785733253 397.95521613769233 2899.9860596172512 4831.7478283951059 2092.4676840417087 928.534971203655 7668.6184346489608 908.52994907414541 390.74942580610514 5064.1853534774855 32787.827673289925 3291.7681104578078 1974.5761295426637 130.50220293551683 693.71294226218015 629.34551063273102 12871.832075489685 137.89847766421735 300.71819155476987 124.7402331288904 125.19270418211818 16.922218102961779 47.964556138962507 -leaf_count=945472 133823 421727 10702 99136 172839 24867 22958 77346 38484 196113 541947 403347 39745 81448 89443 6017 201859 246785 231045 9532 1681 46073 44757 105472 638 1032 506 686 91 1597 -internal_value=0 -0.0408489 0.0119827 -0.0284603 -0.00453214 0.015061 0.0142478 0.0122517 -0.0015126 -0.036959 -0.0568726 -0.0515765 0.0102921 0.00516921 0.00916655 0.0190424 -0.0125358 0.0145163 -0.0308182 0.0184019 0.00904299 -0.00351745 -0.0158179 0.0166824 0.0148933 0.0259039 0.0221308 0.0260927 0.0523281 -0.00735732 -internal_weight=0 25800.5 81328.9 14550.8 12778 68550.9 63736.3 45001.2 3488.73 11062.1 11249.8 6924.22 4480.08 10902.9 2000.2 18735.2 8297.94 34098.3 6191.75 18344.4 7799.12 1091.67 1488.53 15551.9 13009.7 2542.15 2224.51 2099.77 317.64 5112.15 -internal_count=4197168 3057544 1139624 1166778 549863 589761 564894 417962 317893 848885 1890766 945294 173568 160475 174000 146932 376295 257487 427158 140915 83129 84557 143893 117957 106110 11847 10724 10218 1123 203456 -cat_boundaries=0 1 2 -cat_threshold=48 32 +num_cat=1 +split_feature=1 1 1 3 3 1 3 8 1 3 2 0 1 1 5 3 0 5 7 3 3 2 11 2 0 3 2 8 0 1 +split_gain=3812.76 313.364 291.094 235.552 121.009 45.467 121.003 43.5579 42.2983 39.8376 39.4455 34.7848 30.1964 25.1733 26.984 19.1533 19.3651 18.8313 20.4636 17.5153 17.4529 16.7839 16.5786 17.5388 16.406 16.1755 15.9268 18.4159 15.8129 15.3889 +threshold=0.0046759500000000008 0.00096985000000000007 0.016884750000000004 0.95153605000000019 0.66514975000000021 0.00029825000000000007 0.97519300000000009 53.000000000000007 0.0021955500000000005 0.96586810000000012 0.15876005000000001 0.010256900000000001 0.064847800000000025 0.0076681500000000012 0.24662162162162166 0.9804961000000002 0.00055775000000000009 0.072751322751322761 0.094788858939802351 0.71126065000000016 0.89715745000000002 0.66095400000000015 0 0.79745355000000007 0.035162500000000006 0.042252600000000008 0.01369765 195.00000000000003 0.63874180000000014 0.0027206500000000002 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 +left_child=1 5 4 8 13 -1 -7 10 19 -6 -4 -10 17 -2 21 -5 29 18 -12 -3 25 26 23 -14 -23 28 27 -15 -9 -17 +right_child=2 3 7 15 9 6 -8 20 11 -11 12 -13 22 14 -16 16 -18 -19 -20 -21 -22 24 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.064339236183185863 -0.024177203735655725 -0.049630017558217193 0.015706203870016734 -0.0058139656322267336 0.0041379793499355094 -0.058214590301788494 -0.018853902342995998 0.023605827995850735 -0.014248687126244662 0.031101740982975121 0.0046770926006610538 -0.035101159779273777 0.017276279471434442 0.01929293260772259 0.067403196485171943 0.030771971171298318 0.0086469944434045265 0.035686828822239149 -0.011699230260767052 -0.034412783618495285 0.042326295961939958 0.016712654314179308 0.0068984251986176567 0.1123824160017847 -0.012403977328659058 0.019224546957535657 -0.016829756111584049 0.56349297212344251 0.081264130242345925 0.10442276124400125 +leaf_weight=3644.6041140791494 1845.8392290659249 2296.6002713483758 22716.192613521591 740.96410640887916 2555.9625736549497 3438.7600450068712 1010.5622198169585 111.08019176498055 1089.2378082126379 697.45734260603786 2347.7005923036486 3012.3166826851666 2850.1709349900484 107.99293152801692 45.083759094588459 133.53972891392186 680.36272734543309 148.75874783471227 1130.4658620785922 1127.8472645115107 348.49626538157463 387.06868886947632 2735.9822584427893 19.523023225367069 387.00258258916438 12974.379005983472 2130.8452159296721 0.62543848715722461 83.185547234490514 36.022324013523757 +leaf_count=800658 106081 198412 154300 53366 93533 385810 177688 431 69101 25851 49062 203373 23482 5952 1649 14087 60061 2755 26206 101279 4883 12810 22914 188 15494 95246 89602 35 1611 2192 +internal_value=0 -0.0417373 0.0123585 -0.0290233 -0.00503524 -0.0560581 -0.0492747 0.0154794 -0.0364136 0.00991838 0.0134661 -0.0295634 0.00795452 -0.0149549 -0.00938931 0.00593755 0.0161825 0.000844672 -0.000645503 -0.0446182 0.020238 -0.0105382 0.0125547 0.0178611 0.00215558 0.0196534 -0.0149258 0.0224265 0.0482954 0.0464186 +internal_weight=0 17210.8 53623.8 9116.89 8157.88 8093.93 4449.32 45465.9 7526 3253.42 31948.8 4101.55 9232.6 4904.46 3058.62 1590.89 849.925 3626.93 3478.17 3424.45 13517.1 3013.53 5605.68 2869.69 774.071 13168.6 2239.46 108.618 194.266 169.562 +internal_count=2798112 2066027 732085 701871 351007 1364156 563498 381078 572165 119384 278907 272474 124607 231623 125542 129706 76340 78023 75268 299691 102171 123893 46584 23670 28304 97288 95589 5987 2042 16279 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 Tree=74 num_leaves=31 -num_cat=3 -split_feature=2 2 2 1 1 2 2 6 8 8 2 6 0 3 2 1 11 9 11 1 8 7 11 10 6 2 8 9 6 8 -split_gain=7211.86 1641.46 979.233 422.006 413.424 314.79 181.197 179.406 175.993 161.226 150.697 139.898 122.551 165.858 157.371 120.186 119.519 112.973 111.559 98.7759 94.0201 90.3411 86.612 97.7672 85.6017 82.6383 73.5824 63.3668 62.5393 61.982 -threshold=0.021131085204205577 0.17192999648526772 0.0046648998113185741 0.026934322483942435 0.025421731557058135 0.86743602596990799 0.057121407037955485 0.32916666666666672 79.500000000000014 76.500000000000014 0.0020496917125500552 0.32037735849056609 0.027070582057198676 0.14997222360328968 0.065805729447857148 0.0057190153741518484 0 1.0000000180025095e-35 1 0.0043308924422556317 109.50000000000001 0.25403225806451618 2 1.0000000180025095e-35 0.089572192513368995 0.049426046585737578 49.500000000000007 1.0000000180025095e-35 0.58114035087719318 76.500000000000014 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 1 2 2 2 2 2 2 2 -left_child=2 3 10 9 8 7 20 11 16 12 -1 15 25 19 -15 22 -4 -17 -7 -14 -5 -18 -3 -24 -20 -2 -8 -21 -11 -19 -right_child=1 5 4 6 -6 18 26 -9 -10 28 -12 -13 13 14 -16 17 21 29 24 27 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.059555111787234265 -0.0018857112167368778 0.0028765021820934028 -0.023672187765228694 -0.019139912865433203 -0.045664916930131152 0.020725307708262211 -0.0054886841510393509 0.011378130401341568 -0.031404464021961641 -0.0085055215882914089 -0.041771469782764928 -0.12836804832027568 0.023916341334929151 -0.021565428166196832 -0.0038996944026501636 0.00262052325326762 -0.0059493679654872168 0.017575217489475232 0.0077470327334188049 -0.0033078971143627243 -0.042278273160773962 -0.019587809549804481 0.0088774114454067063 -0.00069101379653577319 0.018898934723097727 0.0046214703454029171 -0.018058244483823909 0.031377507489009936 0.010517907257323093 -0.022959216302038205 -leaf_weight=7706.7114449217916 28993.588451765478 37191.879249736667 10803.705383345485 8876.9783470034599 6483.6664803624153 20177.976887881756 19870.235324971378 66663.041993990541 8343.1673704124987 30497.026300836354 12483.343662940897 77.819957509636879 2667.8445207104087 6609.6934015527368 21269.869729027152 122180.79660736024 13812.126053534448 6960.2812746614218 22087.783690661192 4872.2949818074703 2189.2172085046768 7490.9676861539483 154871.94899828732 11469.374009490013 9999.0734058916569 59704.76298186928 6083.0833267271519 590.54539169371128 1831.9339518770576 398.85727372765541 -leaf_count=286337 264105 125263 188737 64655 72472 76692 98348 220458 154509 226323 365967 272 12683 43998 104467 420224 224987 22754 80123 24037 19934 126608 513885 38479 38814 327317 37699 2759 12826 1436 -internal_value=0 0.00429442 -0.0301443 -0.00339857 -0.0222224 0.00759668 -0.0130032 0.00664261 -0.0184648 -0.0011344 -0.0485596 0.00569504 0.000497009 -0.00442288 -0.00808789 0.00572636 -0.0151024 0.00334529 0.0148951 0.00814419 -0.0237174 -0.0107401 0.00724181 0.00821717 0.0112188 0.00249441 -0.00843481 0.000441674 -0.00742755 0.0153783 -internal_weight=0 646136 67123.7 194057 46933.6 452079 37019.5 399814 40450 157038 20190.1 333151 124709 36010.2 27879.6 333073 32106.8 129540 52264.8 8130.68 11066.2 21303.1 203533 166341 32086.9 88698.4 25953.3 5462.84 32329 7359.14 -internal_count=4197168 2777551 1419617 1239151 767313 1538400 220636 1342771 694841 1018515 652304 1122313 779366 187944 148465 1122041 540332 444414 195629 39479 84589 351595 677627 552364 118937 591422 136047 26796 239149 24190 -cat_boundaries=0 1 2 3 -cat_threshold=48 52 8 +num_cat=1 +split_feature=2 2 2 1 1 3 0 8 1 2 2 8 0 3 2 6 2 6 9 0 8 1 8 7 8 6 8 11 2 0 +split_gain=5109.05 1168.88 665.728 325.054 263.22 238.836 150.906 143.907 123.406 121.421 118.949 107.463 93.2004 88.5915 89.3087 77.9022 76.6205 72.9796 62.3639 60.6211 60.5606 55.1911 53.6052 54.0778 52.8315 45.4511 45.1727 45.5331 44.7751 44.3421 +threshold=0.017330300000000003 0.15448890000000001 0.0035292500000000007 0.012931800000000002 0.011179950000000003 0.12624060000000001 0.04590505000000001 31.000000000000004 0.0016571500000000002 0.052773000000000007 0.0077732000000000009 77.000000000000014 0.012953250000000001 0.14138485000000003 0.06287245000000001 0.43534002229654406 0.0018862000000000002 0.32916666666666672 1.0000000180025095e-35 0.00046775000000000001 67.000000000000014 0.0020486000000000007 49.000000000000007 0.25357142857142861 33.000000000000007 0.089572192513368995 99.000000000000014 0 0.29341555000000002 0.074450300000000011 +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 1 2 2 +left_child=2 3 16 11 10 7 17 -3 25 20 -4 12 19 18 -15 -10 -1 26 21 -2 -5 -14 23 -12 -11 -9 27 -7 -8 -16 +right_child=1 5 4 9 -6 6 28 8 15 24 22 -13 13 14 29 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.060693162460411523 -0.012197802486304107 -0.0035540775872639125 -0.028332501602355221 -0.018599140296883063 -0.045261013909579907 0.0039258091734523434 -0.00098756014428344019 0.016091229495478868 0.0086779197438820559 -0.0057629276530832907 -0.0065185310637116915 -0.0087413756596948205 0.033287311222646943 -0.017387178628029687 0.0017959005491901868 0.019805391100498986 -0.044595091323603266 0.013186778587541859 0.033671913815497674 0.0035240831084737225 -0.038619910860674338 -0.0022808788249735726 -0.026146758562844152 -0.020738517537179736 -0.018145485260777885 0.024914732848234897 -0.016978806698973545 0.0083075870577320101 0.0041008630928305763 -0.0094923620368372215 +leaf_weight=5592.7321401739027 2577.4507743231952 5264.2911765873432 10433.166010859422 7499.1698822900653 4986.7721923664212 32308.621788874269 24222.646485432982 17294.767026185989 38928.52022176981 14403.792105935514 7830.4550510570407 15403.925064178184 506.45912933349609 6254.2532502263784 8112.4358003363013 7504.3781596124172 6272.7718433679547 22534.51304268837 787.68425089120865 50602.151056338102 1892.0747542753816 3147.4702793285251 3096.3437513145618 4061.5054245367646 4529.1005172580481 8812.7973505556583 780.88978636264801 89831.462781682611 60447.632782772183 6093.8348784297705 +leaf_count=209850 25326 17525 242423 54599 59858 111666 98785 64273 127937 71686 112656 123568 2441 44005 41445 25242 199623 75682 3777 345736 17213 16335 51311 61698 28969 34430 2717 302373 195242 29721 +internal_value=0 0.00434072 -0.0320935 -0.00395142 -0.0242545 0.0076209 0.00600153 0.0124105 0.0135691 -0.0133364 -0.0201338 -0.00110799 0.000397915 -0.00465089 -0.0074299 0.0104763 -0.0521828 0.0079553 0.00815075 0.00276209 -0.0226328 0.00264911 -0.0144267 -0.0113751 -0.00872507 0.0190697 0.00699623 0.00714952 0.00264516 -0.00304624 +internal_weight=0 429740 42273.7 121810 30408.2 307931 230126 77804.8 72540.5 28324.1 25421.5 93485.7 78081.7 24902.1 20460.5 46432.9 11865.5 145455 4441.61 53179.6 9391.24 3653.93 14988.3 11892 18932.9 26107.6 122921 122140 84670.3 14206.3 +internal_count=2798112 1860693 937419 804821 527946 1055872 786465 269407 251882 172467 468088 632354 508786 137724 115171 153179 409473 492438 22553 371062 71812 18776 225665 174354 100655 98703 416756 414039 294027 71166 +cat_boundaries=0 1 +cat_threshold=4 is_linear=0 shrinkage=0.1 Tree=75 num_leaves=31 -num_cat=4 -split_feature=3 3 3 3 0 3 3 3 3 0 11 10 0 11 0 7 7 3 2 8 1 7 1 11 0 11 8 10 8 7 -split_gain=10482.2 4882.4 1472.32 974.295 572.117 358.417 255.261 254.072 220.535 177.153 196.797 167.16 158.37 139.032 127.628 125.887 121.201 111.212 96.1736 89.7322 108.677 87.3456 85.887 85.6756 85.0688 110.847 76.4044 77.9848 75.4041 73.6006 -threshold=0.97230932558333871 0.15435551652463231 0.99345908184028431 0.43712204124646176 0.12548830460420399 0.91262929911222035 0.055168332788642034 0.070916477678786269 0.99734014943338833 0.00050540279666717251 0 1.0000000180025095e-35 0.014202038114938479 1 0.0063367975189271295 0.31311274509803927 0.43875000000000003 0.29822356226986269 0.029709209751876568 118.50000000000001 8.7165793531824163e-05 0.52223320158102771 0.00023231137288064839 2 0.0011567357934494477 3 94.500000000000014 1.0000000180025095e-35 118.50000000000001 0.11324786324786326 -decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 -left_child=1 4 9 12 6 11 -1 -6 29 -2 -11 13 23 -5 -8 19 22 -14 -13 20 -12 -15 -7 -3 -24 -26 27 -9 -16 -4 -right_child=2 3 8 5 7 16 14 26 -10 10 15 18 17 21 28 -17 -18 -19 -20 -21 -22 -23 24 -25 25 -27 -28 -29 -30 -31 -leaf_value=-0.02685030959333707 0.032705758035090279 0.007562880234361454 0.038997169272173858 -0.0015149965707992779 -0.035097516397955934 0.013381192411939006 -0.0057660133007423012 -0.017292199090449139 0.061384652334040092 0.028618884095910305 0.025163509156665993 0.020549137245744392 -0.010061966943077491 0.0020130865419039469 -0.012711021270654085 0.024102685760340602 0.014271448905753459 -0.0043853221810183857 -0.0082142115924319966 0.024698460955460723 0.002143585517894096 0.0068170920838582687 0.016234058894262018 -0.0031360122876893572 0.0090801579916421349 -0.0018502100968562291 -0.028098630630179151 -0.030287183664181996 -0.02245913929213118 0.051468588585221166 -leaf_weight=13857.080271743238 13388.852260395885 9089.2971084564924 12423.937252279371 87202.313055098057 24558.201336964965 12237.034205064178 22290.370136961341 25417.866909980774 10962.213291313499 14994.589154936373 2472.7485959753394 1223.132083132863 83651.41761444509 141929.16960816085 32524.178749471903 8685.9160239957273 25533.804671734571 58750.419708788395 23433.906774923205 3147.9875488914549 12019.160344254225 51609.559970170259 4973.4644999280572 42182.422781467438 15058.684990502894 24139.727655127645 16351.081574112177 5643.3659056723118 10495.858092591166 7643.2184107713401 -leaf_count=71279 179860 28358 242874 296995 137787 81772 88271 101642 269502 179689 27730 4542 281392 501645 129108 97396 166093 179809 78679 37477 129172 188177 33567 133242 97207 137906 72297 23893 45138 154669 -internal_value=0 -0.00437792 0.032578 -0.000212977 -0.0203891 0.00268263 -0.0145228 -0.0268419 0.0499783 0.0227091 0.0194699 0.00110695 -0.00600411 0.00180029 -0.0119073 0.0142426 0.00855517 -0.00771997 -0.00678738 0.00939561 0.00607147 0.00329397 0.00596767 -0.00123848 0.00391388 0.00235071 -0.0225658 -0.0196532 -0.0150893 0.0437473 -internal_weight=0 732152 85738.6 581014 151138 387341 79167.5 71970.5 31029.4 54709.3 41320.4 305398 193674 280741 65310.4 26325.8 81942.7 142402 24657 17639.9 14491.9 193539 56408.9 51271.7 44171.9 39198.4 47412.3 31061.2 43020 20067.2 -internal_count=4197168 2878799 1318369 2209384 669415 1586583 333796 335619 667045 651324 471464 1070038 622801 986817 262517 291775 516545 461201 83221 194379 156902 689822 350452 161600 268680 235113 197832 125535 174246 397543 -cat_boundaries=0 1 2 3 4 -cat_threshold=48 3 8 48 +num_cat=1 +split_feature=3 3 3 3 0 3 3 3 0 1 0 7 3 0 7 8 1 8 4 8 7 7 0 6 2 4 1 3 8 11 +split_gain=7389.21 3321.06 917.223 651.113 440.967 246.77 230.776 170.906 144.071 125.089 123.225 117.962 117.638 86.1724 83.943 80.2094 78.2743 68.319 62.4766 57.7618 56.5373 56.2162 54.8852 51.8203 50.849 50.7543 50.5767 50.1257 49.8242 46.1372 +threshold=0.97972600000000021 0.16733075000000003 0.99519575000000005 0.85759630000000009 0.067230950000000012 0.30936190000000002 0.068375250000000012 0.054424250000000007 0.00066545000000000005 0.00022635000000000003 0.0010364500000000002 0.48435972629521024 0.99758685000000014 0.012107100000000001 0.43875000000000003 49.000000000000007 0.00045555000000000004 79.000000000000014 0.21132376395534294 77.000000000000014 0.25357142857142861 0.32916666666666672 0.0043229500000000008 0.11696306429548566 0.036688200000000011 0.14434523809523811 0.0017370500000000002 0.023572400000000004 87.000000000000014 0 +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 1 +left_child=1 4 8 5 7 13 27 23 20 -5 -11 16 -4 -3 19 22 -7 25 29 -12 -2 -10 -9 -1 -13 -8 -26 -6 -21 -18 +right_child=2 3 12 9 6 11 17 15 21 10 14 24 -14 -15 -16 -17 18 -19 -20 28 -22 -23 -24 -25 26 -27 -28 -29 -30 -31 +leaf_value=-0.020580768869510772 0.027905325062707171 -0.0016874517814606 0.046313707855400253 0.014570388362357157 -0.060259193098803322 0.0048791843191069864 -0.017351429161032002 -0.0025427549795447096 0.015432582746411844 0.016907669086008464 0.0001501956811864022 0.019445771800203151 0.062385369595220168 -0.0095928430602592388 0.0090894078765643548 -0.017429641069139728 -0.0004572749024010588 -0.027999469941255913 -0.011030173964708151 0.011069890292257264 0.040421048172100058 0.027597439627263798 -0.011062160704081055 -0.037241192063674732 0.0061842720176541787 -0.028399308844654164 0.00026194045740692148 -0.034915793626128309 -0.015985763924955251 -0.0043433194642389745 +leaf_weight=5681.4664297997952 9845.2138684652746 18884.608622327447 10557.503323465586 18321.484618149698 826.03658535331488 14249.2801720649 24526.443251699209 11857.953844964504 12019.319806162268 8374.1633287072182 40391.064636588097 1830.81571829319 8009.5397642180324 51097.935110077262 23014.328517444432 12364.409336805344 63176.051118507981 12682.876523435116 8866.5333143025637 8517.5748883783817 5698.3451103828847 5554.2875371724367 20873.042861759663 2780.6516797840595 23382.79653057456 5007.235952809453 37619.892872586846 14133.497664034367 739.76652757078409 59170.862958878279 +leaf_count=27967 139836 60442 221295 122959 7086 48708 99292 45629 138058 57538 201420 6029 197967 170857 125011 51780 203866 55621 28067 49670 83351 67336 81625 15113 78805 21412 120588 79829 4085 186870 +internal_value=0 -0.0043064 0.0354552 0.000159056 -0.0195351 -0.00232209 -0.0256426 -0.0130149 0.0254804 0.00710816 0.00542103 -0.000596016 0.0532468 -0.00745959 0.00409723 -0.0105678 -0.00216007 -0.0218607 -0.0029245 0.00178313 0.0324937 0.0192774 -0.00797571 -0.0260554 0.00302484 -0.0192245 0.00253202 -0.0363152 0.00890784 -0.00233708 +internal_weight=0 488371 51684.2 377637 110734 278279 57176.1 53557.5 33117.2 99358.4 81036.9 208296 18567 69982.5 72662.7 45095.4 145463 42216.6 131213 49648.4 15543.6 17573.6 32731 8462.12 62833.5 29533.7 61002.7 14959.5 9257.34 122347 +internal_count=2798112 1950269 847843 1464915 485354 904232 263240 222114 428581 560683 437724 672933 419262 231299 380186 179034 467511 176325 418803 255175 223187 205394 127254 43080 205422 120704 199393 86915 53755 390736 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 Tree=76 num_leaves=31 -num_cat=3 -split_feature=0 0 0 4 3 1 8 8 2 3 2 3 0 0 0 3 11 8 11 11 0 2 0 7 3 7 8 4 10 9 -split_gain=11963.6 1377.31 1133.16 403.848 277.877 237.781 231.299 271.157 210.992 280.642 175.153 153.065 150.689 149.802 146.665 135.849 129.777 123.712 120.169 117.454 115.796 106.537 103.378 98.0248 90.501 87.7073 85.5227 84.724 76.1379 93.4633 -threshold=0.010152888164198534 0.046229244359122762 0.002334572657710482 0.33687943262411352 0.96118147580274782 0.0026905215087951327 49.500000000000007 46.500000000000007 0.83261909627057429 0.8336130782311536 0.90499276603118495 0.055168332788642034 0.0045032733500247222 0.023446933044462426 0.00077172324678339774 0.98024791428059566 0 46.500000000000007 1 2 0.16087931935757374 0.015846665445715936 0.9037305792543332 0.45080645161290328 0.86805371941859011 0.15894736842105264 202.50000000000003 0.34549071618037142 1.0000000180025095e-35 1.0000000180025095e-35 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 1 2 2 2 2 2 2 2 2 2 2 -left_child=2 8 14 5 10 -3 7 -7 9 13 12 -9 -4 -2 -1 -16 -6 -11 -12 -10 25 -5 26 -19 -14 -13 -8 -23 -22 -30 -right_child=1 3 4 21 16 6 22 11 19 17 18 20 24 -15 15 -17 -18 23 -20 -21 28 27 -24 -25 -26 -27 -28 -29 29 -31 -leaf_value=-0.06324674022700176 -0.020785873908389291 0.0017946134946181551 -0.044974610932106127 0.044977464955077068 -0.027465357120710659 0.022322086345973088 0.014840124367125469 0.01821799105815838 0.023191978463132798 0.040837360700888746 0.017793777319810945 0.0041704804846502824 -0.034214727817692005 -0.0076325836660173681 -0.054942016686653952 -0.03388385284362605 0.0035503622191085946 0.0057122059328773688 -0.026912260599871937 -0.0011619687503402897 0.0062884141256315295 0.14364552016762713 0.036941673476821937 -0.012502285291270981 -0.018906685579977909 -0.007523104338812878 0.056152581029128304 0.020800522261594987 0.021192299874932746 0.0035931630195010105 -leaf_weight=13048.82491998747 15757.275132752955 33525.616448618472 9345.8210291601717 2040.7403580844402 2171.3062344007194 12672.504282332957 57752.090360954404 10748.070550493896 3309.5292331799865 804.33641337230802 1097.7792026437819 19696.090537875891 11964.257270909846 19219.918459098786 10282.331751100719 4363.5251521356404 3535.710823610425 10424.32259722054 1307.0048973504454 4914.0112716667354 57638.507427096367 56.284070029854774 2271.947483971715 4123.3140328060836 5702.8868456967175 9511.7347018495202 505.47985028475523 22313.835582487285 8253.5024102479219 4756.670640617609 -leaf_count=954256 218420 177305 243873 10613 80320 52395 235100 42580 29685 10954 19619 128316 230641 190686 368359 246586 106717 145866 28220 62087 211897 210 11103 62260 132444 64819 2098 85800 27465 16474 -internal_value=0 0.00757635 -0.0404116 0.0109094 -0.0284857 0.00953956 0.0109522 0.00846651 -0.0061845 -0.008611 -0.0324033 0.00687901 -0.0347056 -0.0135582 -0.055537 -0.048668 -0.00829186 0.00266037 -0.00654196 0.00866596 0.00565853 0.023105 0.0160147 0.000549576 -0.0292734 0.000362382 0.0151986 0.0211096 0.00784809 0.0147579 -internal_weight=0 300296 62819.4 241743 35124.8 217332 183807 123277 58552.7 50329.2 29417.7 110605 27013 34977.2 27694.7 14645.9 5707.02 15352 2404.78 8223.54 99856.5 24410.9 60529.5 14547.6 17667.1 29207.8 58257.6 22370.1 70648.7 13010.2 -internal_count=4197168 1786133 2411035 1066175 841834 969552 792247 543946 719958 628186 654797 491551 606958 409106 1569201 614945 187037 219080 47839 91772 448971 96623 248301 208126 363085 193135 237198 86010 255836 43939 -cat_boundaries=0 1 2 3 -cat_threshold=48 3 3 +num_cat=2 +split_feature=0 0 0 3 3 10 8 4 8 0 0 3 3 0 2 0 8 1 0 1 1 11 8 3 11 8 2 7 4 2 +split_gain=8264.75 839.272 809.48 247.938 218.549 136.703 128.587 127.091 126.178 124.606 118.449 112.275 151.003 104.89 97.6945 89.7685 75.8512 130.501 64.3845 62.8321 61.3431 59.6737 58.2976 58.0382 57.3013 55.986 53.1567 48.5231 47.6799 47.3668 +threshold=0.0093358000000000017 0.0021645500000000008 0.038399950000000009 0.10019345 0.97209670000000015 1.0000000180025095e-35 133.00000000000003 0.054093567251461992 31.000000000000004 0.15191525000000003 0.0045816500000000005 0.88521380000000016 0.12274470000000001 0.00051085000000000008 0.014638700000000001 0.017267150000000005 73.000000000000014 0.0083040500000000021 0.92804180000000014 0.0018204500000000001 0.00035245000000000008 0 31.000000000000004 0.030517350000000002 1 31.000000000000004 0.95492530000000009 0.44590643274853808 0.15192307692307697 0.20810055000000002 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 +left_child=1 13 11 7 5 10 8 19 -5 24 -3 12 21 -1 -15 -14 -11 -18 -9 -4 -13 -2 -22 -21 -10 -12 -7 -24 -19 -26 +right_child=2 4 3 6 -6 26 -8 18 9 16 25 20 15 14 -16 -17 17 28 -20 23 22 -23 27 -25 29 -27 -28 -29 -30 -31 +leaf_value=-0.06494336562605868 0.015036109986659947 -0.041498008777588136 -0.004039802962817864 0.021376429313613877 -0.00046881792328062926 -0.0044319999598999692 0.070348517996208004 0.02331175838423484 0.0069001885492608571 0.0077905852532523636 0.0048263324307949683 -0.015724649482319844 -0.020112233599171241 -0.037061997543809962 -0.055846181781108652 -0.0071946805629037923 0.0068593967297049807 0.019010405750142591 0.044466463616573568 0.033924368731158609 0.052649652422235217 -0.0056888753962765874 0.013924723212263066 0.014232412442704848 0.0060855136227665318 -0.027697804373527535 0.083931645526526377 -0.0078660348773892975 0.035703287107024029 -0.004404490640913002 +leaf_weight=7092.737420545076 3266.2016579955816 8868.7483045086265 1786.7900446653366 7095.147696942091 2669.1886522695422 1249.3265086654574 336.61123511195183 10118.42713983357 18981.057112380862 47727.313100755215 556.02671059221029 1068.4824818633497 8510.4679443836212 4100.3172900410136 8525.972705003689 14624.308706391603 11144.392118096352 10409.055250659585 1677.1580134034157 1578.7994263097644 309.24901613965631 2407.6896084807813 3722.1291316859424 28784.260095126927 6513.4422575980425 10993.672578658909 72.002227917313576 1408.6173476316035 2047.7006612718105 12692.531490132213 +leaf_count=564475 29759 228388 9305 30718 79197 21544 1441 37337 114220 173124 10668 15875 122272 238792 313086 151055 41942 35248 9061 8108 3679 29768 47107 108432 44485 218678 553 19884 6638 83273 +internal_value=0 -0.0398689 0.00802816 0.0110375 -0.0274734 -0.030789 0.00863109 0.0174413 0.00845293 0.00761566 -0.0328062 -0.00568122 -0.00836118 -0.0552124 -0.0497461 -0.0119466 0.0100837 0.0147211 0.0263196 0.0141839 0.00618113 0.00625803 0.0104837 0.0152563 0.00300561 -0.026132 0.000383137 0.00794219 0.0217545 -0.000846509 +internal_weight=0 44128 196210 160893 24409 21739.8 116947 43945.4 116611 109515 20418.4 35317.1 28808.7 19719 12626.3 23134.8 71328.5 23601.1 11795.6 32149.8 6508.48 5673.89 5440 30363.1 38187 11549.7 1321.33 5130.75 12456.8 19206 +internal_count=2798112 1675381 1122731 703332 559028 479831 531089 172243 529648 498930 457734 419399 332854 1116353 551878 273327 256952 83828 46398 125845 86545 59527 70670 116540 241978 229346 22097 66991 41886 127758 +cat_boundaries=0 1 2 +cat_threshold=3 3 is_linear=0 shrinkage=0.1 Tree=77 num_leaves=31 -num_cat=2 -split_feature=1 1 1 3 3 6 5 1 11 1 3 3 3 1 0 0 2 11 3 8 3 8 5 7 5 7 7 5 6 5 -split_gain=4706.01 418.738 415.817 313.618 163.763 56.8738 58.1254 55.5026 51.5777 42.2487 108.349 42.2218 42.0364 56.4543 41.225 33.1147 33.554 31.1693 38.1432 27.9967 25.2012 24.6462 24.1764 24.0511 29.5816 26.4451 29.1638 25.465 30.2375 41.4762 -threshold=0.0045713250446715644 0.00086931002266495995 0.016339155956306178 0.95151961640741767 0.81107178753290743 0.17902930402930406 0.24662162162162166 0.0019359108369049474 0 0.00021976899152960803 0.96118147580274782 0.96524587455928035 0.89963883305841874 0.053025848411425859 0.029159141387301406 0.15297846515904764 0.1032352625748353 1 0.47662587285720581 118.50000000000001 0.029463672593579859 67.500000000000014 0.042572463768115944 0.49626865671641796 0.33908045977011497 0.24837662337662339 0.32882882882882886 0.38750000000000007 0.096006144393241177 0.58571428571428574 -decision_type=2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 9 4 7 15 6 12 -3 -5 -1 -11 22 13 -4 -9 -2 -17 19 20 -15 -19 -7 -6 24 25 -8 -27 -26 -29 -30 -right_child=2 3 5 8 11 21 23 14 -10 10 -12 -13 -14 17 -16 16 -18 18 -20 -21 -22 -23 -24 -25 27 26 -28 28 29 -31 -leaf_value=-0.06516501441970099 -0.0085589259612931547 -0.045422594294586768 0.0057192711743360661 -0.014316699090496763 0.0026174050744750539 0.0025536622413684373 0.11738796504284016 -0.022014282837221646 0.014158706782215256 -0.060526382900203839 -0.032423445249727199 0.027950553156627003 0.028228877626427996 0.015930292209506158 -0.038259817505933831 -0.0049867050968516414 -0.026536046304264146 0.048451244884366224 0.019319574928310428 0.026177509480375723 0.010603648467069134 0.013736241257975937 0.052102834529460323 0.014808238931589097 -0.069471320735382022 -0.026235420194873571 0.061722273487723869 0.026740723390612856 0.12037854973765508 -0.15519501945051695 -leaf_weight=3516.3636188693345 4982.2634381493554 4329.6575060803443 8667.741730093956 1093.0087666339241 2699.1284930184484 6341.9609559886158 64.144461439922452 2919.6758719524369 1493.2907535834238 4260.0389510192908 2023.5635999361984 1048.6496717473492 1907.8179949745536 11742.797862797976 3359.2590259946883 973.79309749789536 2800.7476605987176 177.20143484696746 6823.835189152509 3449.4047392606735 24561.848063442856 2859.5949938576669 102.47536274977028 1321.448383256793 26.774207120761275 46.290147027000785 203.04131200537086 2394.3142999242991 60.060378413647413 6.007984682917594 -leaf_count=862215 231895 411711 204959 122646 107785 74018 402 217750 145120 516483 429833 48163 34366 75129 254371 56670 148486 1556 50792 19242 130067 29101 3770 7353 141 313 1071 11475 259 26 -internal_value=0 -0.0407295 0.0103758 -0.0290999 -0.006354 0.013361 0.0144588 -0.0367121 0.00212396 -0.0563879 -0.0514761 0.0108342 0.0136342 0.0131318 -0.0307057 -0.0139114 -0.0209765 0.014506 0.0126965 0.0182449 0.0108747 0.00602891 0.00442745 0.0259284 0.0311754 0.0601243 0.0453923 0.0275267 0.0285822 0.095319 -internal_weight=0 22994.9 83261.3 13194.9 12607.1 70654.3 61452.7 10608.6 2586.3 9799.97 6283.6 3850.25 57330.6 55422.8 6278.93 8756.8 3774.54 46755.1 31562.9 15192.2 24739 9201.56 2801.6 4122.08 2800.63 313.476 249.331 2487.16 2460.38 66.0684 -internal_count=4197168 2960129 1237039 1151598 596769 640270 537151 883832 267766 1808531 946316 159718 516111 481745 472121 437051 205156 276786 182415 94371 131623 103119 111555 21040 13687 1786 1384 11901 11760 285 -cat_boundaries=0 1 2 -cat_threshold=48 48 +num_cat=0 +split_feature=1 1 3 1 3 1 3 0 5 6 3 1 8 0 1 1 5 1 2 8 8 8 8 2 0 5 4 4 3 6 +split_gain=3281.63 289.788 256.401 244.913 109.274 74.486 41.6304 41.0388 39.1256 43.2996 25.8947 74.527 24.7279 22.1035 22.0781 21.7493 20.1166 19.3045 18.6576 17.3375 21.2296 19.945 17.1077 19.241 22.5563 16.5453 18.7472 46.3593 33.2089 29.5247 +threshold=0.0045347500000000006 0.00061265000000000007 0.96006965000000011 0.015981700000000005 0.66514975000000021 0.0019528500000000001 0.95504095000000011 0.0109598 0.033060109289617494 0.057189542483660136 0.95675315000000005 0.00021455000000000004 53.000000000000007 0.00066545000000000005 0.0076681500000000012 0.033432150000000008 0.24662162162162166 0.0011974500000000003 0.12387090000000002 57.000000000000007 73.000000000000014 69.000000000000014 45.000000000000007 0.0010494500000000002 0.0019343500000000003 0.050641025641025648 0.30330086580086585 0.16441441441441443 0.48844005000000007 0.26006441223832533 +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 10 5 4 14 -3 -6 -7 9 12 -1 -12 15 -4 -2 18 -16 -15 -5 -8 21 -21 -19 24 -24 26 27 -10 -29 -28 +right_child=3 2 13 8 6 7 19 -9 25 -11 11 -13 -14 17 16 -17 -18 22 -20 20 -22 -23 23 -25 -26 -27 29 28 -30 -31 +leaf_value=-0.066341513795907872 -0.023119336480625734 -0.047160566217997822 0.024316598318331623 0.013954255587994827 0.0018729808599463752 -0.014051120195960956 0.020333918242413759 -0.034942261260032546 0.026452055005261446 0.0046530409965708369 -0.063976134875115415 -0.03247111901276261 0.018228308670619798 -0.01844838821000255 -0.010245604002101932 0.013537405029370321 0.05811626188138546 -0.0013207645769871344 -0.0023796897628720936 0.095214224009721668 0.040432957814922073 0.31450346363823478 0.18451764469828522 0.027468764445336503 1.0525665707115179 0.021811158583217184 -0.030889798697919624 0.16507970111922099 0.53547174218176674 0.21030264038996094 +leaf_weight=2405.1921078762971 1908.422610421665 4207.7163347611204 398.02512768516317 1186.062261486426 2286.7544665951282 1350.233221674338 742.79543581511825 3097.2425385909155 34.825847193598747 5490.6932988464832 2091.5215522744693 1171.3725742490496 10658.877311464399 489.41748182522133 2766.4994464181364 22561.508108567446 43.725715893320739 737.14131561852992 1704.0352762006223 22.040172297507528 151.02974017709494 5.1090873926877967 1.9226915128529065 216.81113824527711 0.35455135814845551 4455.9092866722494 31.095522766932845 20.487986281514171 2.7449615858495227 6.0651837997138491 +leaf_count=312874 113357 417953 46653 26127 86484 90935 27001 222124 364 61267 587073 242066 80480 60677 116905 153749 1546 56966 43080 741 5581 165 221 17104 35 25947 360 187 33 57 +internal_value=0 -0.0402477 -0.0304105 0.0111007 -0.00513801 -0.0376231 0.00910268 -0.0285998 0.0138896 0.0129266 -0.058469 -0.0526659 0.0141846 0.0034494 -0.0148188 0.0124911 -0.00918193 -0.0022959 0.00432357 0.0270538 0.0550679 0.136481 0.00597127 0.0305059 0.319667 0.0226926 0.0639386 0.0994374 0.208841 0.00847642 +internal_weight=0 16167 10498.9 54078.7 7926.38 8655.19 3207.73 4447.48 46152.3 41601.2 5668.09 3262.89 36110.5 1843.67 4718.65 25451.6 2810.23 1445.65 2890.1 920.974 178.179 27.1493 956.23 219.088 2.27724 4551.13 95.2195 58.0588 23.2329 37.1607 +internal_count=2798112 2054681 912668 743431 351780 731012 119972 313059 391651 364703 1142013 829139 303436 181656 231808 222956 118451 135003 69207 33488 6487 906 74326 17360 256 26948 1001 584 220 417 is_linear=0 shrinkage=0.1 Tree=78 num_leaves=31 -num_cat=2 -split_feature=2 2 2 1 1 6 2 1 6 8 0 3 3 2 2 8 2 8 3 2 11 0 8 1 8 11 9 8 10 4 -split_gain=5701.97 1440.99 683.555 441.189 347.241 273.983 201.375 197.405 146.426 140.962 133.408 131.241 129.726 121.607 107.345 103.279 100.914 99.2871 97.3944 92.9056 90.5794 74.3392 73.4118 71.9103 71.8034 68.865 62.7097 61.775 84.002 57.7603 -threshold=0.016359502692017552 0.15097391776113331 0.0036357850888200497 0.012931313516151685 0.01417180368562233 0.37689393939393945 0.058824340616308458 0.0013124389586386177 0.37689393939393945 79.500000000000014 0.012151601271849591 0.14997222360328968 0.090149170212289673 0.050963973039007501 0.0077188397318014189 100.50000000000001 0.31103190808492825 115.50000000000001 0.12591913124549686 0.0017203158920416509 0 0.082075828296617581 46.500000000000007 0.002272279542627331 79.500000000000014 1 1.0000000180025095e-35 136.50000000000003 1.0000000180025095e-35 0.53589743589743599 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 -left_child=2 3 19 8 9 7 15 18 10 14 17 23 29 -13 -4 -5 -9 20 -3 -1 -2 -15 -18 -12 26 -20 -8 -24 -29 -7 -right_child=1 5 4 6 -6 12 24 16 -10 -11 11 13 -14 21 -16 -17 22 -19 25 -21 -22 -23 27 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.059812729553922389 -0.003694141753826811 0.014657825433875138 -0.024202638587355337 -0.017210140968571066 -0.046430501687248896 0.021404830823527773 -0.0056873015031483768 0.0011005244586193709 0.0089879534722597226 -0.032336428290165357 0.033954478974678341 -0.020316830452136989 0.010201311058471687 -0.0024070743288327236 -0.011101618570038878 -0.036919020405158758 -0.0020751241975366561 -0.0076399175213991482 0.0021850335808095652 -0.043071344530790513 0.0042561042757142736 -0.012764144733858783 0.0059581307038976562 0.0024821250251731665 -0.017053083591382724 0.0089300623992478161 0.026357262859158594 -0.002081070039891397 -0.0554071754235742 -0.089155956404297687 -leaf_weight=5278.7568470016122 20568.14951223135 24278.909520417452 10413.395029749721 13498.940094701946 5704.0831486396492 13975.186271980405 22524.868521928787 78887.947535350919 13100.510311786085 6978.2434021439403 827.51300445944071 7378.5607365258038 52371.373170018196 19910.848113663495 15658.499669291079 3310.9462480321527 12674.928769767284 13188.401780564338 19082.044660791755 8909.6796914245933 47205.167640758678 10630.077751435339 193633.16258639097 5917.7416893094778 6050.5878288224339 73639.436477959156 627.7155859619379 1628.5780371427536 360.85297700762749 47.413033679127693 -leaf_count=220138 167781 92024 267146 103221 71982 52714 114036 316939 91128 152006 4269 60742 175843 114333 261336 31839 40307 122823 66347 313923 347235 55120 621570 32651 39026 250931 3157 5282 1159 160 -internal_value=0 0.00359698 -0.0305208 -0.00388713 -0.0236455 0.00653508 -0.0123725 0.00555713 -0.00107269 -0.019713 -0.00212183 -0.00650924 0.0124886 -0.00879547 -0.0163343 -0.0210921 0.00414654 0.000298607 0.00901952 -0.0492999 0.00184341 -0.00601196 0.00530014 0.00634318 -0.00735338 0.00754314 -0.00481851 0.00577801 -0.0117536 0.021031 -internal_weight=0 655320 52942.7 184740 38754.2 470580 46013.1 404186 138727 33050.1 125626 44664.7 66394 37919.5 26071.9 16809.9 287185 80961.7 117000 14188.4 67773.3 30540.9 208298 6745.25 29203.2 92721.5 23152.6 195623 1989.43 14022.6 -internal_count=4197168 2910637 1286531 1287361 752470 1623276 291279 1394559 996082 680488 904954 267115 228717 230195 528482 135060 985257 637839 409302 534061 515016 169453 668318 36920 156219 317278 117193 628011 6441 52874 -cat_boundaries=0 1 2 -cat_threshold=40 8 +num_cat=0 +split_feature=2 2 2 1 1 6 1 2 9 8 8 3 6 8 7 2 8 10 2 0 3 6 2 8 10 6 8 8 0 2 +split_gain=4042.91 953.032 531.007 296.159 237.462 216.194 146.111 137.393 99.4792 97.5803 91.8267 85.2467 84.5886 81.2281 75.9987 72.6688 91.276 77.6657 70.7144 64.9459 89.7321 59.641 57.6233 53.4986 52.3357 52.0754 50.8753 45.0679 44.7055 44.3318 +threshold=0.015134200000000002 0.12755085000000002 0.0034078000000000003 0.0048181500000000011 0.010231450000000001 0.32916666666666672 0.0030035500000000002 0.042905050000000007 1.0000000180025095e-35 33.000000000000007 49.000000000000007 0.097257400000000008 0.37689393939393945 71.000000000000014 0.25357142857142861 0.52021335000000013 29.000000000000004 1.0000000180025095e-35 0.0018862000000000002 0.010599350000000002 0.16291010000000003 0.3816526610644258 0.30852235000000006 57.000000000000007 1.0000000180025095e-35 0.32037735849056609 33.000000000000007 19.000000000000004 0.67191475000000012 0.040235400000000011 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 3 18 12 10 6 15 26 22 -10 14 -7 13 19 -4 -3 -17 25 -1 29 -21 -14 -8 -9 -24 -18 -5 -22 -25 -2 +right_child=1 5 4 7 -6 11 8 23 9 -11 -12 -13 21 -15 -16 16 17 -19 -20 20 27 -23 24 28 -26 -27 -28 -29 -30 -31 +leaf_value=-0.058625957323419513 -0.0022738788549307169 0.0050120149957313806 -0.01083204184645767 -0.017298476213906226 -0.045096776613560541 0.019353241987769543 -0.001021729382355848 -0.0054008929344579806 0.016525152967282131 -0.022157374352471049 -0.031405155680830722 0.010023772428793095 0.24940817297502577 -0.0096800354415901464 -0.024859266439372488 -0.0095471541648800475 0.010893445326559637 -0.0058156051959933151 -0.042109390189480476 0.013699680524589862 0.076831002306079477 0.0095662328430117724 0.0043844198944773026 -0.021910582983858038 -0.0052667072788395407 -0.18039779491074504 -0.033170466302523245 -0.0094676840955175857 0.00036830036263307841 0.0045204879539879573 +leaf_weight=4996.8858502716757 15827.403488080949 63029.363317996264 11148.348731067032 7993.9623224809766 4195.0240804553032 12672.041337296367 39331.774977520108 19798.289863459766 7811.0793366134167 711.53157486021519 4756.0030962890014 43124.701780408621 10.383883938193319 10891.542257950641 5910.0375616028905 2414.6059317439795 71822.691633686423 2907.5659819692373 5386.5231659708079 2009.2119421884418 60.807236149907112 6778.1785639859736 74033.464996933937 3969.6753168329597 6080.2383497208357 14.234053716063498 2702.1382925510406 12569.478405334055 1165.0218693092465 24419.957460850477 +leaf_count=209850 161132 236956 215445 62934 54348 47401 162196 105483 25932 2538 101456 147425 69 98754 123654 7778 237248 9095 188023 10123 358 49353 236810 27868 19458 45 26159 76325 7628 146268 +internal_value=0 0.00376534 -0.03094 -0.00436057 -0.0233079 0.00647929 0.00530089 -0.0118272 0.00285773 0.0132956 -0.0191177 0.0121426 -0.000694599 -0.00179141 -0.0156919 0.00753108 0.00958885 0.010207 -0.0500578 -0.000226026 -0.0059296 0.0099331 0.00211297 -0.00775989 0.00365195 0.0108555 -0.0213082 -0.00905221 -0.0168557 0.00184858 +internal_weight=0 432149 36392.8 108196 26009.4 323953 268157 35629.1 127968 8522.61 21814.4 55796.7 72567 65778.4 17058.4 140188 77159.1 74744.5 10383.4 54886.9 14639.5 6788.56 119445 24933 80113.7 71836.9 10696.1 12630.3 5134.7 40247.4 +internal_count=2798112 1905336 892776 772454 494903 1132882 938056 230072 446934 28470 440555 194826 542382 492960 339099 491122 254166 246388 397873 394206 86806 49422 418464 140979 256268 237293 89093 76683 35496 307400 is_linear=0 shrinkage=0.1 Tree=79 num_leaves=31 -num_cat=4 -split_feature=3 3 3 3 0 3 3 3 3 7 10 11 11 11 8 0 7 2 8 11 8 0 0 9 3 4 7 0 1 1 -split_gain=8150.02 4065.54 1121.3 786.579 515.411 339.574 314.414 172.644 168.817 163.597 161.69 131.965 131.63 127.94 127.489 120.677 106.316 89.0761 86.5076 85.7379 86.6518 84.3748 83.4969 80.2496 78.3253 75.5072 73.8185 66.2535 65.7867 65.4474 -threshold=0.97702388399825313 0.15435551652463231 0.99433223361527079 0.43712204124646176 0.028076744355082364 0.93250872648803329 0.073605989979258185 0.99734014943338833 0.055168332788642034 0.27842377260981915 1.0000000180025095e-35 0 1 2 85.500000000000014 0.00096096869228005856 0.40192307692307699 0.031583798630130701 67.500000000000014 3 118.50000000000001 0.031405808897872055 0.0020207195343515737 1.0000000180025095e-35 0.022992613841957579 0.14434523809523811 0.48074074074074075 0.33534042400594838 9.0598459725585171e-05 0.0025554139124603706 -decision_type=2 2 2 2 2 2 2 2 2 2 2 1 1 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 9 11 8 10 23 -4 -1 12 13 -3 -2 29 21 -14 -7 -12 -10 -8 25 -13 -15 24 -6 -21 -24 -16 -17 -5 -right_child=2 3 7 5 6 16 19 -9 18 -11 17 14 15 22 27 28 -18 -19 -20 20 -22 -23 26 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.022735112602303653 0.027586219842263806 0.00084358651620768598 0.042105549100301252 0.001383613436931618 -0.051964121838707723 0.0064394112963014477 -0.010309472207781296 0.059173787195425237 -0.0050005709250280491 0.030725285715640246 0.016142180100364778 -0.0011097539413073626 0.020571139355079055 0.0098193107839128491 -0.0089011446684663115 0.026899105547882621 0.015011478699732151 -0.0076433114388730801 -0.015043944972927416 -0.015802664985694683 -0.026860599730009954 -0.0066527360709783467 0.0014197096628621702 -0.04355240354115799 -0.02756194132873795 -0.028221589008272169 0.0057005942958232303 -0.018610653493507826 0.0019353109552753074 -0.003883622064506027 -leaf_weight=9151.8853634595871 10246.120952237397 30984.98533923924 15029.324344236404 50935.365543812513 1379.2631776928902 46259.717842854559 10582.755720257759 9784.0980282835662 31049.244315072894 16154.318117503077 1680.4454884678125 44855.561445653439 11443.331103380769 18354.051339253783 37781.237826630473 1215.2200174294412 21053.654766522348 24968.37707400322 11849.068727448583 31876.953669756651 14269.515624493361 70817.887576058507 129362.03560455143 4139.590329118073 28390.152269795537 5784.1068755239248 58494.993802830577 8633.6699896156788 8038.9619886614382 43940.168787062168 -leaf_count=47685 143280 98687 331217 186866 12191 324485 43644 269502 122372 223179 6681 140860 161633 79875 124256 14231 154817 85959 49735 128160 63905 228862 466134 22531 154576 24616 216841 30136 92847 147405 -internal_value=0 -0.00363818 0.031632 9.46107e-05 -0.0184243 0.00265127 -0.0227532 0.0488357 -0.0104051 0.0225683 0.00132256 -0.00513659 0.0183099 0.00198337 -0.00627943 0.0136979 0.0091205 -0.00614342 -0.00777468 -0.0185476 -0.0202205 -0.00450329 0.0033815 -0.0305066 -0.0286925 -0.01771 0.00275269 -0.0107072 0.00521345 -0.00105572 -internal_weight=0 736595 71911.4 588122 148473 395049 96422.3 24813.4 52050.2 47098 327735 193073 30943.6 301087 162088 20697.5 67313.4 26648.8 42898.3 62513.3 51930.6 115673 206211 33909 29769.4 37661.1 187857 46414.9 9254.18 94875.5 -internal_count=4197168 2961279 1235889 2291864 669415 1669063 449623 600719 219792 635170 1189761 622801 411991 1097121 524114 268711 479302 92640 172107 260325 216681 369722 762850 189298 166767 152776 682975 154392 107078 334271 -cat_boundaries=0 1 2 3 4 -cat_threshold=8 48 3 8 +num_cat=1 +split_feature=3 3 3 3 0 3 3 3 1 0 7 11 8 7 0 0 0 8 7 3 10 8 3 10 6 3 1 8 4 9 +split_gain=5822.87 2790.15 608.927 600.528 393.764 219.377 206.083 151.495 123.238 119.477 109.539 98.6894 84.3417 74.5111 73.1543 72.026 62.3067 61.4187 60.7696 60.1825 52.3936 49.2135 46.3091 44.8807 44.3211 43.1836 42.5949 45.9141 42.0666 40.1605 +threshold=0.98526745000000016 0.16733075000000003 0.89715745000000002 0.99633385000000019 0.064227150000000024 0.3642170500000001 0.068375250000000012 0.054424250000000007 0.00020365000000000002 0.00074955000000000009 0.26393188854489169 0 31.000000000000004 0.40192307692307699 0.25874335000000004 0.0041960500000000006 0.00048235000000000004 79.000000000000014 0.43875000000000003 0.9979205000000001 1.0000000180025095e-35 79.000000000000014 0.023572400000000004 1.0000000180025095e-35 0.11696306429548566 0.9929903000000001 3.415000000000001e-05 79.000000000000014 0.14434523809523811 1.0000000180025095e-35 +decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 4 5 10 7 14 22 24 -4 -10 16 18 -11 20 -3 -9 -2 28 -7 -5 -14 -17 -6 -13 -1 -12 -18 -28 -8 -24 +right_child=3 2 8 19 6 11 17 15 9 12 25 23 13 -15 -16 21 26 -19 -20 -21 -22 -23 29 -25 -26 -27 27 -29 -30 -31 +leaf_value=-0.018741365742568367 0.030302835220349034 -0.0039460224516677167 0.015560466001069218 0.048262152288196095 -0.057507019743836457 0.0007181820165026424 -0.015633481702754873 -0.0034357457899741868 0.019881030179942985 -0.011949638870023321 0.030987425422869253 -0.0014163501256290794 0.0045040613489737182 0.010862974188230554 -0.010344689595170681 -0.0096469602360991849 0.046606516209172055 -0.025691828355995081 0.0058179165827501132 0.062186535864263308 -0.0068120114054123788 -0.019318373365673113 -0.029986958898427118 -0.0091525948474024173 -0.034457535455271956 0.044777567138576925 0.013591534754763646 0.031258821892198828 -0.025759494043405197 -0.044878666592695127 +leaf_weight=5523.4213978648186 7454.746892478317 66579.029907286167 17444.988210119307 7078.4404313750565 769.41068158298731 75650.967465177178 24488.099255442619 15121.393427997828 5754.5693818852305 2863.3219321295619 5472.4600057676435 92860.46404056251 34429.554969802499 18499.618676871061 24421.091678634286 22119.823302730918 505.56569601595402 12523.679047808051 33809.010016486049 5528.1131847277284 4643.3426801040769 6903.5187668502331 11661.933521337807 8157.7033771425486 2657.8396547883749 3881.4142321422696 7997.6212821379304 1802.5107597671449 4928.2678001821041 2143.8844451755285 +leaf_count=27695 127650 214727 136191 177465 7102 256235 100404 59569 47854 16404 76460 306765 206520 117491 82333 87725 7456 56118 117440 153912 25946 29703 68385 26220 14990 77147 111870 26672 21537 12126 +internal_value=0 -0.00346181 0.000533706 0.0363355 -0.0175991 -0.00156067 -0.0233867 -0.0113482 0.00808326 0.00611258 0.0279515 0.000213049 0.00480158 0.00563469 -0.00566319 -0.00903181 0.0233388 -0.0198269 0.00229313 0.0543681 0.00315928 -0.0119474 -0.0336301 -0.00204089 -0.0238471 0.0367097 0.0183012 0.016841 -0.0173299 -0.0322995 +internal_weight=0 493955 385114 39720.9 108841 301478 56515.3 52326 83635.4 66190.4 27114.3 210478 60435.8 57572.5 91000.1 44144.7 17760.4 41940 109460 12606.6 39072.9 29023.3 14575.2 101018 8181.26 9353.87 10305.7 9800.13 29416.4 13805.8 +internal_count=2798112 2039480 1554126 758632 485354 1003720 265672 219682 550406 414215 427255 706660 366361 349957 297060 176997 273648 178059 373675 331377 232466 117428 87613 332985 42685 153607 145998 138542 121941 80511 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 @@ -1688,188 +1664,186 @@ shrinkage=0.1 Tree=80 num_leaves=31 num_cat=2 -split_feature=0 0 0 4 3 11 10 1 8 9 0 0 8 2 3 2 2 7 11 8 3 8 8 0 2 3 8 0 0 0 -split_gain=10197.9 1148.27 1031.23 351.648 272.471 190.59 176.524 173.632 183.893 162.927 152.697 146.156 143.77 142.343 172.368 140.035 129.805 113.069 100.023 99.4649 95.7843 90.7638 93.741 91.0218 90.3069 95.2545 79.5527 78.9549 77.0453 77.0217 -threshold=0.0098420744038845206 0.042698226826090029 0.002334572657710482 0.10960960960960962 0.9733127569941401 0 1.0000000180025095e-35 0.0022177679941355723 85.500000000000014 1.0000000180025095e-35 0.004907137874509541 0.00050540279666717251 46.500000000000007 0.88309789110949655 0.81679101471297744 0.016359502692017552 0.017996644841659304 0.23669467787114848 1 124.50000000000001 0.89963883305841874 178.50000000000003 181.50000000000003 0.022611242841299936 0.85927092440190056 0.86805371941859011 46.500000000000007 0.018407675514871217 0.021870817281779188 0.1041489267472484 -decision_type=2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 5 11 6 10 20 7 -3 12 -8 -4 -1 -9 14 27 -5 -13 -14 -12 -10 28 26 23 -23 25 -20 -16 -7 -2 -19 -right_child=1 3 4 15 -6 13 9 8 19 -11 18 16 17 -15 21 -17 -18 29 24 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.064595321437212277 -0.025541502677461737 -0.0023020750226364242 -0.038604824672826284 0.037601287296261415 -0.00017941757274890759 -0.017485869340922684 0.019668510709776016 0.017147573240125141 0.011390029152980589 0.0054168675935215129 -0.035465655657304251 -0.037411818392203554 0.0062340589061768738 0.015982472593138841 0.042387372722219659 0.01608942111843303 -0.055326754994267882 -0.012472112674209279 -0.029655103163818104 0.028064200797669012 0.0013362804247272801 0.84877349738553898 0.087785004052919169 0.10705352505204546 0.0026482833888156997 -0.0094659273575230414 0.0037534988307782432 -0.0049209827368564621 -0.011441424973996767 0.0011456922795616735 -leaf_weight=8491.1154139442369 6953.320783611387 19746.825062759221 12542.656923415139 3265.6001866236329 3362.0081473793834 7537.3977961055934 21592.838981963694 9149.3729439228773 44591.192310743034 12763.084467045963 5355.2547843568027 6498.0192746603861 63985.400059297681 3891.6007759533823 564.62329839169979 41256.962790340185 10711.357219511643 5217.452691078186 6559.4602467995137 3889.5723127648234 3184.7564579267055 3.4466051161289206 41.564457152038813 3.1819415912032127 1666.4365041293204 3630.3214831557125 9513.1584660187364 14861.953148052096 8754.28321403265 20364.61781989038 -leaf_count=735978 114079 116992 343647 17117 118687 107663 82972 39818 187004 50216 126405 416237 297754 40100 6847 166185 416986 41835 126730 16390 57640 48 526 33 29118 80234 125506 147125 104965 82331 -internal_value=0 0.00669597 -0.0388288 0.00962505 -0.027164 -0.00632235 0.00784632 0.00650295 0.00768416 0.0143741 -0.030213 -0.0538594 0.00520719 -0.00209133 -0.00425447 0.0176673 -0.0485623 0.00398747 -0.0240976 0.0127278 -0.0144693 0.00657273 0.143481 0.492721 -0.0189169 -0.0224623 0.00591802 -0.00914908 -0.0176831 -0.00163165 -internal_weight=0 301132 58816.6 245823 33116.1 55309.3 201300 166944 147198 34355.9 29754.1 25700.5 98716.8 36416.9 32525.3 44522.6 17209.4 89567.5 17211.5 48480.8 18892.4 10126 48.193 6.62855 11856.2 10189.8 10077.8 22399.4 15707.6 25582.1 -internal_count=4197168 1803146 2394022 1098614 824821 704532 915312 782124 665132 133188 706134 1569201 461738 427848 387748 183302 833223 421920 362487 203394 276684 132960 607 81 236082 206964 132353 254788 219044 124166 +split_feature=0 0 0 4 3 1 3 8 8 3 3 10 9 3 0 2 3 0 1 0 11 4 2 11 0 7 8 10 8 1 +split_gain=7060.45 841.709 610.587 223.832 208.454 181.38 131.896 125.028 150.745 113.907 150.78 88.737 122.468 99.7184 85.5181 89.4799 84.0123 81.5937 81.3307 77.6685 74.6369 65.0434 64.4242 63.3975 58.6839 58.6039 54.2811 50.2313 49.6954 47.9866 +threshold=0.0075038500000000011 0.030902650000000004 0.0018787500000000002 0.33687943262411352 0.92320885000000008 0.0020006500000000001 0.076138600000000015 31.000000000000004 33.000000000000007 0.88521380000000016 0.12624060000000001 1.0000000180025095e-35 1.0000000180025095e-35 0.048558600000000007 0.00045445000000000007 0.026612800000000002 0.98126000000000013 0.0038519000000000005 0.0012540500000000003 0.9014118000000001 0 0.34330357142857149 0.0030881500000000004 1 0.091994450000000019 0.44590643274853808 91.000000000000014 1.0000000180025095e-35 85.000000000000014 0.00018815000000000002 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 +left_child=2 9 14 5 6 -3 -4 -7 11 10 23 13 -13 -9 -1 27 -6 -8 -12 20 -10 -5 -23 -2 -15 29 -22 -16 -20 -11 +right_child=1 3 4 21 16 7 17 8 19 25 18 12 -14 24 15 -17 -18 -19 28 -21 26 22 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.064481087800090625 0.013433433530999895 -0.0010302262119906353 -0.0042848663564974158 0.16926890215597312 -0.020987338763706176 0.020932856112474623 -0.048832246411199778 0.021621894783524401 0.0055384500205008158 -0.025205725791918904 -0.025111085414028039 0.020612474591875332 0.0025514809496795868 -0.0024680170151911659 -0.043266605100745953 -0.058610604893459789 0.0050481152807801037 -0.032523791446754428 -0.011838653569726921 0.034583060851499085 0.01421937026151502 0.065086519050536487 0.019500128124826779 -0.0086420084166054338 0.0052205510274540221 -0.011586202992004203 0.034487987841035669 -0.0072666532922457784 0.026913028241154598 0.011625779400167903 +leaf_weight=5808.5822405528161 3068.6940591260791 18046.060472205281 1186.8007242158055 29.39127092063427 5437.7656997498125 9152.3707442730665 5163.1564256176353 3243.0307935029268 11047.775894075632 381.91392137855291 5560.3117654509842 8910.0772452652454 6488.3513539433479 12535.301998570561 5128.0030801512767 5421.7387392092496 1605.2885330519639 7559.5084603466094 14845.193741492927 1675.9697712659836 30532.936572290957 316.07221822440624 16169.015484392643 2244.9958384074271 47713.889849588275 1910.0428649187088 1381.0604697987437 419.27820943109691 338.47481718659401 4794.6419395543635 +leaf_count=520225 31034 110583 24307 115 153388 37839 140816 15007 46185 6768 79314 33880 24908 96266 309262 204027 56490 161487 192046 8443 127541 2295 64715 30889 185359 30643 5617 26881 4057 67725 +internal_value=0 0.00670164 -0.0404539 0.00958687 -0.0290704 0.00837592 -0.036168 0.00965526 0.00881969 -0.00785682 -0.010914 0.00619198 0.0130022 0.00454033 -0.0546701 -0.0494747 -0.0150532 -0.0391421 -0.014764 0.0134638 0.0126399 0.0206392 0.0203742 0.00411573 0.00362089 0.00338454 0.0150918 -0.0405456 -0.0109748 0.00890844 +internal_weight=0 200386 37730.1 167241 20952.5 150727 13909.5 132681 123528 33144.3 26057.7 78890.7 15398.4 63492.2 16777.6 10969 7043.05 12722.7 20744 44637.7 42961.8 16514.5 16485.1 5313.69 60249.2 7086.6 31914 5547.28 15183.7 5176.56 +internal_count=2798112 1201229 1596883 758753 536488 691628 326610 581045 543206 442476 337340 355420 58788 296632 1060395 540170 209878 302303 275417 187786 179343 67125 67010 61923 281625 105136 133158 336143 196103 74493 cat_boundaries=0 1 2 -cat_threshold=48 48 +cat_threshold=8 3 is_linear=0 shrinkage=0.1 Tree=81 num_leaves=31 -num_cat=3 -split_feature=1 1 1 3 3 8 2 11 1 1 1 3 3 1 3 3 5 6 0 3 8 2 2 11 1 11 5 5 5 0 -split_gain=4056.09 379.878 360.221 297.37 151.832 48.3422 54.3634 46.8851 46.7672 42.8812 42.4821 109.557 36.9742 36.9701 35.9587 34.9237 32.1321 25.5672 24.7843 24.5845 27.3543 50.212 28.486 24.4937 22.2967 33.1015 21 21.5357 20.6136 20.2614 -threshold=0.0043308924422556317 0.00086931002266495995 0.016339155956306178 0.95151961640741767 0.82232695664943556 79.500000000000014 0.15097391776113331 0 0.0019359108369049474 0.044591114278853324 0.0002515561539540464 0.96118147580274782 0.96524587455928035 0.0075753861488676794 0.77807447221747073 0.90291226430769533 0.014558022622538754 0.11293260473588344 0.13153682083793664 0.98364732073892003 232.50000000000003 0.0018819230091670438 0.0014033343428012915 1 0.72339695550557503 2 0.042572463768115944 0.045983086680761107 0.63333333333333341 0.030217252782945205 -decision_type=2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 -left_child=1 10 4 8 13 6 24 -5 -3 18 -1 -12 26 -2 -10 23 17 -15 28 -9 -21 22 -22 -7 -4 -26 -6 -28 -8 -17 -right_child=2 3 5 7 12 15 9 19 14 -11 11 -13 -14 16 -16 29 -18 -19 -20 20 21 -23 -24 -25 25 -27 27 -29 -30 -31 -leaf_value=-0.063373355272544521 -0.020953663724394764 -0.043937127027243311 0.013881366885188815 -0.013379466722568512 0.0025297568623715632 0.023555157283904046 0.002413916115025316 0.0026364331722404143 -0.034356808701460545 0.0087898285179374529 -0.058964153795221519 -0.028561688195547653 0.025775836592947528 -0.0057868857179031322 -0.015552973113289079 0.038825840488951213 0.03234613795741078 -0.022830462560300399 -0.011911030896859508 0.027425494742977424 2.3803726066903521 0.16274427787538451 0.69377591866095401 0.013934396246739209 0.016674090376512275 0.0022016528148974517 0.57629833080435144 0.044099132389072752 0.091285767196408532 0.15960097635582937 -leaf_weight=3620.6251390983816 3629.6962499478832 4130.2868781909347 27404.533046418801 1023.7512491995003 2664.8852260038257 3184.691772326827 2676.204172341153 789.80674593569711 4332.5168961770833 11378.028116345406 3778.5097640133463 1727.0408136469778 1122.8710697107017 4158.5300446366891 1328.9128746446222 481.23526729829609 191.109863108024 1116.4621118754148 1782.0221899785101 659.25024935021065 0.16288093198090736 2.4304522825405002 0.25997317815199494 17334.20544664003 2484.1382875293493 4343.8752439171076 0.76588604040443797 105.06822619121522 26.356135841459036 14.30320857837796 -leaf_count=945472 225853 411711 225068 120347 108381 26507 65204 66563 339413 111137 485090 377969 51932 180503 104418 7297 7947 51440 50042 75854 25 165 31 132804 7803 13696 31 3753 412 300 -internal_value=0 -0.0395106 0.00925657 -0.0280172 -0.00605639 0.0120537 0.010365 0.00294674 -0.0358459 0.00552565 -0.05496 -0.0494272 0.0104683 -0.01313 -0.029943 0.0160794 -0.00793484 -0.00939419 -0.00275603 0.0144511 0.0287627 0.337721 1.34344 0.0154459 0.0126075 0.0074946 0.00426471 0.0479505 0.00328062 0.0423119 -internal_weight=0 21393.6 84099 12267.4 12989.4 71109.6 50095.2 2475.66 9791.72 15862.6 9126.18 5505.55 3893.59 9095.8 5661.43 21014.4 5466.1 5274.99 4484.58 1451.91 662.104 2.85331 0.422854 20518.9 34232.5 6828.01 2770.72 105.834 2702.56 495.538 -internal_count=4197168 2927058 1270110 1118527 629840 640270 473362 262985 855542 226795 1808531 863059 164097 465743 443831 166908 239890 231943 115658 142638 76075 221 56 159311 246567 21499 112165 3784 65616 7597 -cat_boundaries=0 1 2 3 -cat_threshold=48 32 52 +num_cat=1 +split_feature=1 1 1 3 3 1 0 3 8 1 2 6 5 3 1 3 5 4 8 1 1 3 0 11 8 0 2 0 4 4 +split_gain=2832.63 261.927 228.65 231.805 115.261 44.9275 41.7546 34.6201 32.4537 30.1274 28.894 28.8109 32.0218 28.6093 75.1186 21.2834 31.711 55.0349 20.946 18.7355 16.8929 25.2155 21.4658 27.6037 21.5138 16.7493 16.5768 16.5522 24.0734 16.2701 +threshold=0.0037158000000000004 0.015981700000000005 0.00061265000000000007 0.95153605000000019 0.92855905000000016 0.0018204500000000001 0.038399950000000009 0.76949730000000016 53.000000000000007 0.0090196000000000009 0.012048550000000003 0.16823899371069184 0.24662162162162166 0.95675315000000005 0.00021455000000000004 0.023572400000000004 0.044466403162055343 0.71307506053268777 53.000000000000007 0.033432150000000008 0.65175950000000016 0.042252600000000008 0.18805855000000002 0 117.00000000000001 0.00025495000000000004 0.0021883500000000004 0.064227150000000024 0.10172413793103451 0.10172413793103451 +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 1 2 2 2 2 2 2 +left_child=2 4 13 5 6 -4 -2 15 11 26 25 12 19 -1 -15 16 -7 -18 29 27 21 -10 24 -24 -23 -5 -8 28 -3 -6 +right_child=1 8 3 10 18 7 9 -9 20 -11 -12 -13 -14 14 -16 -17 17 -19 -20 -21 -22 22 23 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.065657552173590969 -0.0023987987726298262 0.013147810067551917 -0.046865627913335928 0.080229114142935751 0.015990623892131295 0.02841901097547261 0.089274374550439656 -0.012836253116731124 0.063754748835333996 -0.0076393303419217936 -0.01170340296587922 0.0032168538003149029 0.024937368817552374 -0.062819903548111858 -0.030078272564384535 -0.037481393418986583 -0.075601875484488212 1.8653157535061891 0.041053246952056782 0.012089535094867409 0.010516486131857666 0.023097785979644472 0.020623314270650964 0.0041199498272505115 -0.0051301547437368313 0.010617486222886852 -0.025085749171538642 -0.0047389986580235596 -0.038735033910283427 -0.026504037641221084 +leaf_weight=2244.014665780589 3172.9251673594117 1594.938676180318 3601.1429313141853 35.973562483210117 1156.5235972451046 34.514678230043501 12.739018017426131 811.29622851964086 122.44839621521533 1814.1290792394429 923.75374713633209 4283.5124644283205 1796.3442681282759 1899.159616171848 1110.4358667025808 2616.2399611384608 0.33744745189323921 0.25762489903718233 328.28876374382526 23557.360030489042 3391.3526942431927 5921.6635628435761 2049.5501008387655 2029.9920426122844 282.89535643346608 882.53466971311718 2527.0555942384526 1309.8347036521882 94.743792325258255 97.711396760307252 +leaf_count=312874 135590 32746 378531 5227 43271 2757 1298 59232 1858 78816 84187 45744 9374 587073 242066 204858 34 30 12068 159761 10923 48832 20974 20755 1471 100653 154140 37083 2130 3756 +internal_value=0 0.00953835 -0.0405663 -0.0308063 -0.00596579 -0.0390454 -0.0111236 -0.0309123 0.0125799 -0.0174818 0.00078456 0.0108609 0.0120158 -0.0571115 -0.0507394 -0.0364435 0.0408978 0.76468 0.018566 0.0111418 0.0166458 0.0186433 0.0181061 0.0124718 0.0218107 0.0133438 -0.0245121 0.00369818 0.0102386 0.0126801 +internal_weight=0 55544 14159.7 8906.05 9109.37 7063.79 7526.85 3462.65 46434.6 4353.92 1842.26 32636.7 28353.2 5253.61 3009.6 2651.35 35.1098 0.595072 1582.52 26556.9 13797.9 10406.5 10284.1 4079.54 6204.56 918.508 2539.79 2999.52 1689.68 1254.23 +internal_count=2798112 820590 1977522 835509 428939 645442 369844 266911 391651 234254 190067 286838 241094 1142013 829139 207679 2821 64 59095 231720 104813 93890 92032 41729 50303 105880 155438 71959 34876 47027 +cat_boundaries=0 1 +cat_threshold=9 is_linear=0 shrinkage=0.1 Tree=82 num_leaves=31 -num_cat=3 -split_feature=2 2 2 1 1 6 2 0 6 0 8 3 2 6 3 2 8 11 7 3 8 8 11 8 8 1 11 3 0 3 -split_gain=4496.82 1135.81 573.966 400.868 333.889 231.802 192.779 145.726 127.633 123.742 121.058 116.423 110.36 102.955 97.5134 93.0422 91.6414 85.4437 84.7607 82.5464 180.565 80.597 79.5461 75.3025 63.3334 61.8489 56.6076 97.6479 54.9953 54.073 -threshold=0.015323723475828306 0.15097391776113331 0.0036357850888200497 0.012931313516151685 0.01417180368562233 0.32916666666666672 0.045368238813811128 0.03383229345102836 0.37689393939393945 0.012151601271849591 79.500000000000014 0.14997222360328968 0.062304141683118049 0.32037735849056609 0.090149170212289673 0.0017203158920416509 115.50000000000001 0 0.25403225806451618 0.29822356226986269 49.500000000000007 52.500000000000007 1 100.50000000000001 46.500000000000007 0.0028901651951811582 2 0.079082293125928502 0.065489826898487494 0.093023926079970884 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 1 2 2 2 -left_child=2 3 15 8 10 7 23 26 9 16 17 25 28 19 -7 -1 22 -4 -19 24 -21 -8 -2 -5 -9 -11 27 -3 -13 -23 -right_child=1 5 4 6 -6 14 21 13 -10 11 -12 12 -14 -15 -16 -17 -18 18 -20 20 -22 29 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.057736845828423713 -0.0031369967085804681 0.018731748764413553 -0.023297773218198408 -0.018428744804506774 -0.045833012210467455 0.017409241052852367 -0.0049756423150272878 -0.0043247328608149484 0.0085572187461130274 0.024411070185187934 -0.030245326608734704 -0.011823312069712433 -0.0047401093710666056 -0.12704135830096608 0.0088853448575073445 -0.040135011704370206 -0.0070425229444716873 -0.0050617049919973837 -0.020382980221447806 0.0032798942386139084 -0.0076287838952958896 0.0072483441846169887 0.0042621104932502318 -0.038196909153188262 0.0052154481127016155 0.0011053329373802406 0.0074352629608664018 0.0013572908120195763 -0.027154618874591668 -0.019463303945734499 -leaf_weight=4730.2636614106596 20813.049310591072 3589.4764377325773 7638.9652502965182 9712.7569085918367 4993.9668688736856 16934.801251918077 26015.248820476234 7464.5354257375002 13297.32958561182 1443.8573555722833 6265.6504177888855 7337.0608508586884 26991.650495305657 61.072266653180122 64684.781873703003 8224.4342116769403 13289.92484402284 10344.051656935364 5547.1658349856734 55327.346593901515 20907.538129270077 850.38068953901529 48082.677590640262 2403.905717279762 102659.62153998017 5387.5922268182039 165757.69290669262 32732.335462555289 3435.2034256458282 6964.1987609416246 -leaf_count=220138 174116 14474 170127 81561 66889 64180 137184 24226 93459 7470 145791 62833 145740 224 217995 313923 127178 212684 123280 199869 79996 5753 360521 25400 335557 30233 572533 114222 22982 46630 -internal_value=0 0.00319219 -0.0285944 -0.00342193 -0.0219037 0.00580938 -0.0115273 0.0047916 -0.000763317 -0.00174089 -0.017893 -0.00598206 -0.00815523 0.00277515 0.0106539 -0.0465621 0.000560437 -0.0146038 -0.0104034 0.00281769 0.000288172 -0.00765079 0.00202704 -0.0223507 0.00456879 0.0060311 0.00665179 0.00307346 -0.0167124 -0.0165565 -internal_weight=0 656144 47744.5 186025 34789.8 470119 45946.5 388500 140078 126781 29795.8 44595.4 37763.9 186420 81619.6 12954.7 82185.7 23530.2 15891.2 186359 76234.9 33829.8 68895.7 12116.7 110124 6831.45 202080 36321.8 10772.3 7814.58 -internal_count=4197168 2944336 1252832 1321060 718771 1623276 296528 1341101 1024532 931073 651882 269258 231555 639872 282175 534061 661815 506091 335964 639648 279865 189567 534637 106961 359783 37703 701229 128696 85815 52383 -cat_boundaries=0 1 2 3 -cat_threshold=48 40 8 +num_cat=2 +split_feature=2 2 2 1 1 6 2 0 1 8 3 8 11 9 2 1 2 7 8 8 4 2 1 8 10 3 0 3 6 11 +split_gain=3191.34 780.139 420.253 296.815 211.282 194.767 132.496 110.343 88.7559 81.164 80.9313 80.5558 71.6853 71.6098 74.7505 67.7587 60.5669 58.3235 50.474 49.9542 49.1941 48.8149 44.9073 44.4718 68.8483 43.5073 58.0966 42.6383 39.194 39.0886 +threshold=0.013235650000000003 0.10810815000000001 0.0031967500000000004 0.064847800000000025 0.011179950000000003 0.37689393939393945 0.35701615000000003 0.0072896500000000008 0.0012255500000000004 79.000000000000014 0.10623690000000001 51.000000000000007 0 1.0000000180025095e-35 0.035594300000000002 0.036264550000000007 0.0018862000000000002 0.25357142857142861 77.000000000000014 31.000000000000004 0.53589743589743599 0.031331250000000005 0.00010295000000000001 91.000000000000014 1.0000000180025095e-35 0.10922170000000002 0.055529200000000008 0.097257400000000008 0.3816526610644258 1 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 +left_child=2 3 16 7 11 6 15 12 27 21 20 17 22 14 -9 18 -1 -4 -3 -10 -7 -5 -2 -21 -25 -16 -27 -8 -12 -29 +right_child=1 5 4 9 -6 10 8 13 19 -11 28 -13 -14 -15 25 -17 -18 -19 -20 23 -22 -23 -24 24 -26 26 -28 29 -30 -31 +leaf_value=-0.056425560598299423 -0.0082416969073091876 0.0040997405627448986 -0.010602381553815885 -0.026865816527859972 -0.04586482533768188 0.019142105172408979 0.014886183805986587 -0.017476696569416337 -0.003039068261712212 -0.036682716926279946 0.086160058960488783 -0.030973051164457224 -0.0037313922011266241 0.0105386934305923 0.0060111025088216384 -0.0039205500812421745 -0.039871773555230521 -0.023697746366999877 -0.0017787488400294754 0.0054749265652788608 -0.088035293484119592 -0.011169266150026329 0.0052545909115272278 -0.002263487044929497 -0.062902974588582058 -0.0030000554008444954 -0.013149452855841976 0.014039259809098203 0.0089954829267708501 0.0066049827693096244 +leaf_weight=4479.9242982817814 2736.287157330662 72073.037967711687 9875.5212915856391 2707.1816530376673 3305.1047607623041 11677.132505595684 11854.121615096927 6598.832104049623 7685.0722118020058 2173.1093094088137 65.948818400502205 4066.7219583436381 21997.286971022841 2235.6067931428552 2884.7357601970434 17312.453666880727 4362.6107818831224 5187.5429025143385 18318.586568534374 118271.46143439412 42.983548313379288 7388.905090354383 24904.193655794021 995.5208744853735 230.60371154546738 14317.782230392098 9305.3121227100492 8903.3258392512798 34745.905598059297 34802.169129669666 +leaf_count=209850 29821 288952 208433 24347 46049 43938 47709 57708 24153 19254 225 95651 197882 13910 15487 72927 167180 121348 81766 376262 151 43514 203496 3214 734 91424 53631 28171 120091 110834 +internal_value=0 0.00327806 -0.029795 -0.00461209 -0.0225178 0.0055551 0.00459282 -0.00251291 0.00623253 -0.0191516 0.0115615 -0.018484 0.00052766 -0.00678335 -0.00795306 0.00181072 -0.0482585 -0.0151123 0.00290842 0.00477591 0.018749 -0.0153782 0.0039171 0.0052785 -0.0136683 -0.00558225 -0.00699798 0.00956689 0.00914167 0.00812416 +internal_weight=0 434228 31277.4 97249.2 22434.9 336978 290446 84980 182742 12269.2 46532 19129.8 49637.8 35342.3 33106.7 107704 8842.54 15063.1 90391.6 127183 11720.1 10096.1 27640.5 119498 1226.12 26507.8 23623.1 55559.6 34811.9 43705.5 +internal_count=2798112 1949601 848511 750474 471481 1199127 1034722 663359 591077 87115 164405 425432 431199 232160 218250 443645 377030 329781 370718 404363 44089 67861 233317 380210 3948 160542 145055 186714 120316 139005 +cat_boundaries=0 1 2 +cat_threshold=3 1 is_linear=0 shrinkage=0.1 Tree=83 num_leaves=31 -num_cat=5 -split_feature=3 3 3 3 0 2 3 7 7 10 0 3 11 0 0 11 1 8 3 8 11 11 4 9 11 1 2 8 3 3 -split_gain=6330.16 3385.42 878.051 721.492 428.318 325.633 216.486 180.388 165.724 156.593 147.34 130.532 127.985 127.073 121.58 99.3085 93.7119 91.5413 91.0996 89.276 80.8268 80.4451 79.3269 72.3787 70.7345 90.4787 70.0299 66.8871 65.2149 62.0476 -threshold=0.98024791428059566 0.13729915481756161 0.99576608160751778 0.41682924573905517 0.021102994257398363 0.053982237606540785 0.063156205091988563 0.27842377260981915 0.41728855721393038 1.0000000180025095e-35 0.17746221267216769 0.037535029648553549 0 0.00067671511390948096 0.001056572891662834 1 0.00021976899152960803 73.500000000000014 0.9978693148626302 118.50000000000001 2 3 0.14434523809523811 1.0000000180025095e-35 4 0.002272279542627331 0.001637121027538761 46.500000000000007 0.98870165947510513 0.20576745267893676 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 1 1 2 2 1 2 2 2 2 2 -left_child=1 4 7 10 11 8 23 12 16 14 21 -1 -2 -14 -7 -16 -5 27 -4 22 -18 -3 -8 26 25 -12 -6 -13 -9 -26 -right_child=2 3 18 5 6 9 19 28 -10 -11 24 17 13 -15 15 -17 20 -19 -20 -21 -22 -23 -24 -25 29 -27 -28 -29 -30 -31 -leaf_value=-0.02998307960082372 0.02808195203825635 0.0026958940000517493 0.044459574164163969 0.013253206848187022 -0.071925086873682945 0.012219183839170466 -0.014439850371381105 0.024637527341340778 0.014442621005970414 -0.0068396093821703795 0.0045682645287838186 0.011714177885366047 0.02214269941546506 0.0061473341949343403 -0.0015532440127244216 0.0024527146248923357 0.007167729262472354 -0.016211789157002648 0.059891265246946004 -0.024816184677819864 -0.00069696578087465792 -0.0040092958246778594 -0.02595905283313843 -0.042929823236457325 -0.011310220920584181 -0.016275624058437691 -0.026668546695151576 -0.0063819190802801495 0.037711998247236395 -0.0039809023101327412 -leaf_weight=2859.9382531940937 9435.3309627771378 21448.116651773453 10615.017043735832 11315.910201184452 347.3424976542592 10365.722666427493 38147.775124564767 6921.4634613953531 26283.820585802197 23864.161003857851 2371.896504431963 2214.6439740806818 9655.5050107017159 10227.567338481545 90182.457459032536 197167.2485023886 25995.655112817883 9725.0544392466545 5980.9694874882698 16616.006198257208 26269.059755451977 107813.05781267583 7089.2564743608236 3456.6260620132089 18033.1240131706 17069.425074085593 21890.295905090868 26285.133890226483 8500.3195920661092 32130.075644731522 -leaf_count=15950 151181 68498 282917 91772 3586 49155 161138 86616 186995 81143 8206 8794 161737 137496 317408 720662 171629 43066 185064 78475 150985 350055 32180 19816 66523 58681 130087 110746 163690 102917 -internal_value=0 -0.00305607 0.0303761 5.1354e-05 -0.0177996 0.00244172 -0.0217526 0.023089 0.00776353 0.000954562 -0.00489421 -0.00937615 0.0184838 0.0139079 0.00157932 0.00119551 0.00500244 -0.00783437 0.0500209 -0.0185476 0.00321605 -0.00289682 -0.0162451 -0.029468 -0.00860354 -0.0137256 -0.0273754 -0.00497572 0.031844 -0.00661439 -internal_weight=0 738942 61336.2 610310 128632 411444 87547.3 44740.2 89864.4 321580 198866 41084.8 29318.4 19883.1 297715 287350 63580.6 38224.8 16596 61853 52264.7 129261 45237 25694.3 69604.5 19441.3 22237.6 28499.8 15421.8 50163.2 -internal_count=4197168 3028467 1168701 2424629 603838 1769749 425282 700720 601381 1168368 654880 178556 450414 299233 1087225 1038070 414386 162606 467981 271793 322614 418553 193318 153489 236327 66887 133673 119540 250306 169440 -cat_boundaries=0 1 2 3 4 5 -cat_threshold=48 3 56 8 3 +num_cat=2 +split_feature=3 3 3 3 0 3 3 1 7 7 7 0 0 8 4 3 3 10 4 3 0 8 11 11 0 1 8 10 2 1 +split_gain=4564.74 2268.95 532.783 476.768 331.984 216.167 194.998 109.337 106.904 102.172 99.3846 88.4411 74.972 72.1568 63.4768 61.8115 60.9752 60.2646 57.673 56.4288 55.0857 51.7724 50.621 49.8234 48.8478 46.3153 48.3097 44.9474 42.4515 49.8559 +threshold=0.98580685000000012 0.14955305000000005 0.99633385000000019 0.90446325000000016 0.010599350000000002 0.30936190000000002 0.065702100000000013 0.00012725000000000003 0.48435972629521024 0.26393188854489169 0.40192307692307699 0.012107100000000001 0.0017733500000000001 79.000000000000014 0.33687943262411352 0.9979205000000001 0.048558600000000007 1.0000000180025095e-35 0.14434523809523811 0.030517350000000002 0.00031195000000000002 45.000000000000007 0 1 0.00055775000000000009 3.1850000000000008e-05 79.000000000000014 1.0000000180025095e-35 0.036688200000000011 0.0017370500000000002 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 +left_child=1 4 9 5 16 11 19 -5 12 20 17 -3 -7 18 22 -4 -1 24 -8 -6 -2 -18 -14 -12 -9 -22 -27 -21 -10 -30 +right_child=2 3 15 7 6 8 13 10 28 -11 23 -13 14 -15 -16 -17 21 -19 -20 27 25 -23 -24 -25 -26 26 -28 -29 29 -31 +leaf_value=-0.020339539615905504 0.031206071122397511 -0.00045167655522945668 0.045230801647000246 0.017281091274434179 -0.043975300674124668 0.0071464248360142563 -0.013231412167721635 0.017948273197668643 0.017062048607083092 0.034454499157666622 0.016844250052973506 -0.0078872621583550139 0.00041431767085505883 -0.023323510335602916 -0.010875560184196172 0.060105808656793519 -0.0027545939938732034 -0.007018581270202974 -0.024360549525869302 -0.024099895679747907 0.042699522737941586 -0.013602470162845643 -0.003291060705951079 0.0072621288433913399 0.003657361536790553 0.013180004462011011 0.029921987426282777 -0.036090018759900797 0.0061167251698992725 0.00066818763160345334 +leaf_weight=3153.3640567958355 3959.8619908951223 21939.976406961679 6456.5872484147549 9600.0794713050127 2273.8215285614133 9907.1644574850798 30949.517343714833 2547.0384707823396 2185.9905642420053 8482.066286444664 9570.3079080730677 59049.536283224821 76401.952736198902 14134.232077717781 7382.4979663640261 4923.9719864577055 17270.514640942216 5068.0378842353821 5481.0174664855003 12222.956554085016 697.42097157984972 5903.4109721630812 71246.358942314982 12656.438869215548 39243.722688034177 9635.34628951177 2099.0004317685962 4201.0744256600738 28522.888053998351 40840.982048347592 +leaf_count=16375 73228 71421 177465 81521 17944 37668 129001 23222 7663 149864 69205 202632 255566 65504 24021 153912 69301 29528 24513 70031 11743 25360 232770 85668 249975 147315 34423 24571 102202 134500 +internal_value=0 -0.00302364 0.0337448 0.000312997 -0.016852 -0.00141406 -0.0204853 0.00728127 0.000112967 0.0255449 0.0058917 -0.00587297 -0.00128738 -0.0172588 -0.00182634 0.0516667 -0.00729328 0.00327949 -0.0149058 -0.0292109 0.0209346 -0.00551802 -0.00137387 0.0113988 0.00452836 0.0176628 0.0161748 -0.0271668 0.00334108 0.00290866 +internal_weight=0 491753 36254.3 396163 95589.9 317477 69262.6 78685.6 236488 24873.7 69085.5 80989.5 164938 50564.8 155031 11380.6 26327.3 46858.8 36430.5 18697.9 16391.6 23173.9 147648 22226.7 41790.8 12431.8 11734.3 16424 71549.9 69363.9 +internal_count=2798112 2050162 747950 1607562 442600 1068443 331564 539119 794390 416573 457598 274053 550025 219018 512357 331377 111036 302725 153514 112546 266709 94661 488336 154873 273197 193481 181738 94602 244365 236702 +cat_boundaries=0 1 2 +cat_threshold=12 12 is_linear=0 shrinkage=0.1 Tree=84 num_leaves=31 -num_cat=4 -split_feature=0 0 0 4 3 1 11 3 3 2 11 0 8 8 8 0 2 0 2 0 8 2 10 8 11 11 3 10 9 8 -split_gain=8716.24 1008.2 913.872 328.545 275.209 202.883 214.926 184.717 176.585 198.726 138.098 134.446 126.521 108.44 116.421 108.206 117.719 101.456 100.675 94.4746 88.5122 88.469 83.4757 96.0221 80.2812 78.5113 78.3629 74.2748 72.7236 71.5092 -threshold=0.0092588374090391626 0.03383229345102836 0.0019039742849653897 0.33687943262411352 0.93008830171011214 0.0026905215087951327 0 0.08172007879325334 0.92472820677470235 0.83261909627057429 1 0.0045032733500247222 46.500000000000007 49.500000000000007 46.500000000000007 0.00047325686246088978 0.017996644841659304 0.14571474379175378 0.013026536707199016 0.017228718723459956 124.50000000000001 0.0033907685451031286 1.0000000180025095e-35 85.500000000000014 2 3 0.040999996234582288 1.0000000180025095e-35 1.0000000180025095e-35 46.500000000000007 -decision_type=2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 -left_child=2 8 15 5 7 27 22 25 9 12 -6 -9 -2 14 -8 -1 -17 -16 -12 -14 24 -5 23 26 -11 -4 -7 -3 -24 -28 -right_child=1 3 4 21 10 6 13 11 -10 20 18 -13 19 -15 17 16 -18 -19 -20 -21 -22 -23 28 -25 -26 -27 29 -29 -30 -31 -leaf_value=-0.063833191508687229 0.012807167977897653 -0.0015609843695194542 0.014478831526584642 0.062043470615542384 -0.028966119702806343 0.028317640711119432 0.015167465886045612 -0.046043546702211204 0.0095182129116897773 0.017086993826993028 0.01531965470682675 -0.029659223908530871 -0.021011759810434821 0.010066047549170808 -0.0045615740060105598 -0.037886586457090039 -0.056647880249509334 0.0043218263363796324 -0.012571249284973328 -0.010016211907167671 0.080671714447646869 0.018378614246850496 0.024630989148703701 0.015974861945516679 -0.0052733354747042382 -0.023941063018752696 0.019754856014549637 0.0098638919927821304 0.0097533867665715555 0.0062053310050187299 -leaf_weight=7273.1248290510848 1801.2919672988355 31436.257226306945 1025.022764261812 472.9384298697114 3866.6436855290085 1870.0993489250541 7340.7792174145579 8493.908423088491 5279.930173901841 2737.8081229552627 1758.4663588171825 12204.504168504849 13032.548142056912 34370.271973192692 17740.833628710359 5778.5265948930755 7939.6182037312537 46695.995807573199 4901.6482220962644 19515.215754766017 154.20013632252812 24578.370611932129 8971.7671480551362 23951.662500701845 3856.7699958868325 1085.78569531627 4286.7492247745395 6948.0182585865259 5184.0017740726471 42627.993331544101 -leaf_count=702308 22822 191119 19554 3595 149326 9084 32220 238151 89859 26605 62976 264459 212497 149780 139933 409203 340132 175046 148574 232635 1805 98924 33573 99525 53836 25747 18072 31421 19778 194609 -internal_value=0 0.00587107 -0.0376283 0.00832458 -0.0273364 0.00714702 0.00846731 -0.033509 -0.00769722 -0.00990892 -0.0139618 -0.0363828 -0.0129912 0.0054466 0.00323537 -0.0539728 -0.048745 0.00187604 -0.00519942 -0.014419 0.00577891 0.019203 0.0121554 0.0107894 0.0040277 -0.00532893 0.00824358 0.000507056 0.0191826 0.00744339 -internal_weight=0 302854 54327.2 256476 33336 231424 193040 22809.2 46377.8 41097.8 10526.8 20698.4 34349.1 106148 71777.6 20991.3 13718.1 64436.8 6660.11 32547.8 6748.78 25051.3 86892.3 72736.5 6594.58 2110.81 48784.8 38384.3 14155.8 46914.7 -internal_count=4197168 1836738 2360430 1196679 908787 1094160 871620 547911 640059 550200 360876 502610 467954 496979 347199 1451643 749335 314979 211550 445132 82246 102519 374641 321290 80441 45301 221765 222540 53351 212681 -cat_boundaries=0 1 2 3 4 -cat_threshold=7 48 3 3 +num_cat=2 +split_feature=0 0 0 3 4 1 3 11 3 2 10 8 9 3 8 0 3 0 2 0 2 11 4 2 1 8 6 10 1 8 +split_gain=6034.15 686.987 575.204 205.543 186.731 160.836 124.589 112.597 103.874 117.957 100.791 102.76 92.583 89.6444 88.4214 88.1511 82.468 77.601 87.2006 74.9283 66.4572 65.8135 59.7359 58.1833 51.2995 48.2479 46.3683 43.0779 41.6132 41.6491 +threshold=0.0075038500000000011 0.028393600000000001 0.0017733500000000001 0.92320885000000008 0.33687943262411352 0.0020006500000000001 0.07352595000000002 0 0.92320885000000008 0.8604925000000001 1.0000000180025095e-35 57.000000000000007 1.0000000180025095e-35 0.035131550000000004 31.000000000000004 0.0040793500000000007 0.98126000000000013 0.00045445000000000007 0.026612800000000002 0.013433850000000002 0.079484900000000011 1 0.34330357142857149 0.0030881500000000004 0.22640575000000004 31.000000000000004 0.32916666666666672 1.0000000180025095e-35 0.0071217500000000005 91.000000000000014 +decision_type=2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 +left_child=2 8 17 6 5 -3 -4 -7 9 19 11 13 -12 -9 -15 -8 25 -1 27 -2 24 -11 -6 -24 -13 -5 -16 -19 -22 -30 +right_child=1 4 3 16 22 7 15 10 -10 21 12 20 -14 14 26 -17 -18 18 -20 -21 28 -23 23 -25 -26 -27 -28 -29 29 -31 +leaf_value=-0.063248663876569286 -0.020641679397276021 -0.0012863753960711385 -0.003027872771882201 0.021513641945995636 0.16265091644976479 0.0038348044022775887 -0.046950433166893353 0.035325089675803126 0.0067522899373426747 0.01585027446103885 0.023299726624927589 0.029344437203515067 0.0076832507707933822 0.018428168752510448 0.0057760700809440617 -0.030144400622841183 0.0052285382358716812 -0.041732448683307936 -0.057994589522792239 -0.0085946598171660043 0.0063238692421649437 -0.0094647050214917011 0.062517424254784765 0.017500392230108859 0.0094807336968178169 -0.022151018643801992 -0.0030285135371516418 -0.0070414315305470645 0.014073718649691206 0.046766791149087661 +leaf_weight=5258.0004139347002 8201.5476352386177 18764.327722303569 1120.8946823980659 265.95361059345305 28.714599460363388 36287.302436068654 5745.4065626021475 1049.6332711279392 4222.0164350420237 2433.3235847502947 10290.066463582218 4162.2115195393562 6015.7500890791416 5028.1638119891286 40912.772433131933 6832.690395841375 1690.5913048256189 4676.8312168947887 4696.2530942047015 13934.461076643318 9491.4734364077449 1764.1471740938723 292.25148519873619 16312.800020165741 1890.7673529684544 5218.4119193144143 7005.6327219605446 387.61510187853128 11786.513313837349 402.99083869159222 +leaf_count=520225 136339 118144 23296 7177 116 162981 163709 5539 65296 24356 39046 17619 22940 21387 191491 149288 61829 301836 189688 168632 42637 25531 2295 65768 7955 154007 33334 25828 48220 1603 +internal_value=0 0.00599416 -0.0385306 -0.0277927 0.00847921 0.00738584 -0.0349742 0.00859731 -0.00780913 -0.0101437 0.0103587 0.00892755 0.0175383 0.00638631 0.00581262 -0.037821 -0.0140812 -0.0534549 -0.0481792 -0.0130582 0.0138752 0.0052259 0.0185419 0.0182927 0.0231396 -0.0200336 0.00448885 -0.0390773 0.0112887 0.0151546 +internal_weight=0 200277 35892.6 20873.9 169721 153088 13699 134323 30555.5 26333.5 98036 81730.2 16305.8 53996.2 52946.6 12578.1 7174.96 15018.7 9760.7 22136 27734 4197.47 16633.8 16605.1 6052.98 5484.37 47918.4 5064.45 21681 12189.5 +internal_count=2798112 1201229 1596883 559306 781075 712896 336293 594752 420154 354858 431771 369785 61986 251751 246212 312997 223013 1037577 517352 304971 118034 49887 68179 68063 25574 161184 224825 327664 92460 49823 +cat_boundaries=0 1 2 +cat_threshold=8 3 is_linear=0 shrinkage=0.1 Tree=85 num_leaves=31 -num_cat=3 -split_feature=1 1 1 3 3 6 5 3 1 0 11 3 3 2 5 1 0 0 11 3 3 1 8 2 10 1 1 5 11 8 -split_gain=3516.65 333.479 323.129 252.434 160.745 50.3413 48.251 45.7604 111.146 45.6648 36.6719 36.6259 36.0012 33.1016 32.5965 31.3604 33.6399 34.4404 33.3434 30.7757 29.3188 26.8146 26.6833 26.0933 25.1086 28.463 25.0699 23.9692 22.8186 22.4601 -threshold=0.003900811069118645 0.01417180368562233 0.00086931002266495995 0.95151961640741767 0.90291226430769533 0.17902930402930406 0.24662162162162166 0.96118147580274782 0.00021976899152960803 0.17746221267216769 0 0.8336130782311536 0.46655081622036104 0.15500683229625659 0.014558022622538754 0.037966338457433656 0.80717297168996105 0.068406455436827912 1 0.029463672593579859 0.97524093841415849 0.0015742018273651257 121.50000000000001 0.011457117203295042 1.0000000180025095e-35 0.8086606972296565 0.27317485067352615 0.022497472194135493 2 70.500000000000014 -decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 -left_child=2 4 7 11 9 6 12 -1 -9 14 -5 21 15 -11 -2 16 17 -3 19 -17 28 -4 -22 -14 -20 -26 -8 -16 -6 -7 -right_child=1 5 3 10 20 29 26 8 -10 13 -12 -13 23 -15 27 18 -18 -19 24 -21 22 -23 -24 -25 25 -27 -28 -29 -30 -31 -leaf_value=-0.060387155182002522 -0.0092834972632348661 0.01368892810408608 -0.047916698491565268 -0.013332792230121959 0.020349804531958809 0.0007649754462530112 0.034260027579081025 -0.060898355212226501 -0.027413996218566397 -0.009066125547214008 0.012296252029158895 -0.022441979458702049 0.025693407767128324 -0.029893102763024287 0.59871750349555097 0.052873751660928496 0.025807384001124298 -0.0086622187466803783 0.013222495772779567 0.0057086355333110161 0.026753704519598194 -0.034450543876816168 0.10929843959222395 0.013474520129176297 -0.0052955797556059371 0.064279578512697402 0.017209980026217618 0.028865043694236477 -0.0018780297751734955 0.01129758834377283 -leaf_weight=4525.9899218399078 6237.3685413422063 951.93666988238692 2145.4303191769868 928.63863191124983 824.16117544658482 6607.6093624299392 1216.6381600741297 2184.9542125358712 1814.584996975027 1190.0177476080135 1368.5257350734901 1750.99745719973 1966.0830277372152 2127.3218440711498 0.74075166787952085 139.85483742505312 478.02513937093318 2499.6646675113589 23420.629247546196 12822.35024920851 743.90467588044703 4758.3509155837819 41.337777651846409 15733.960169766098 1127.8511359766126 62.033321902155876 2961.7605087757111 208.0217815823853 1037.8850956568494 2919.0029047299176 -leaf_count=641660 313996 23377 221998 115764 32638 81037 11529 737038 429833 75614 137367 172924 19824 125553 37 1335 16025 73979 138506 72268 37944 404516 1803 200778 9250 204 10189 9443 49313 31426 -internal_value=0 0.00819053 -0.0389017 -0.0275375 -0.00696252 0.01077 0.0117887 -0.0535001 -0.0457066 -0.0128886 0.00193109 -0.0353591 0.0110557 -0.0224219 -0.00798255 0.00944529 0.000945364 -0.00249787 0.0103343 0.00621273 0.0148935 -0.0386353 0.0310991 0.0148318 0.0124975 -0.00166836 0.0221745 0.0308871 0.00805944 0.00399222 -internal_weight=0 85318.2 19477.5 10951.9 12410.8 72907.4 63380.8 8525.53 3999.54 9763.47 2297.16 8654.78 59202.4 3317.34 6446.13 41502.3 3929.63 3451.6 37572.7 12962.2 2647.29 6903.78 785.242 17700 24610.5 1189.88 4178.4 208.763 1862.05 9526.61 -internal_count=4197168 1336068 2861100 1052569 646341 689727 577264 1808531 1166871 524643 253131 799438 555546 201167 323476 334944 113381 97356 221563 73603 121698 626514 39747 220602 147960 9454 21718 9480 81951 112463 -cat_boundaries=0 1 2 3 -cat_threshold=48 10 7 +num_cat=0 +split_feature=1 1 3 1 0 1 3 5 7 3 3 1 3 1 8 10 8 2 0 1 0 3 3 3 3 1 3 8 8 8 +split_gain=2445.41 218.505 220.316 212.694 100.047 43.2783 34.6536 33.6496 33.7066 32.1698 31.2516 75.5838 27.7098 25.7671 24.1994 21.6337 32.9281 21.3672 19.8702 19.7978 18.7089 17.6818 17.6392 17.3692 17.1903 16.5883 16.5498 16.1163 22.9756 21.7891 +threshold=0.0037158000000000004 0.00061265000000000007 0.95153605000000019 0.012301300000000003 0.020817000000000002 0.0018204500000000001 0.96303440000000007 0.033060109289617494 0.089572192513368995 0.87219045000000006 0.95675315000000005 0.00018815000000000002 0.98580685000000012 0.039515050000000003 27.000000000000004 1.0000000180025095e-35 163.00000000000003 0.011271000000000002 0.0029930500000000006 0.0011974500000000003 0.18805855000000002 0.38460450000000007 0.023572400000000004 0.97519300000000009 0.057237950000000003 0.46963330000000009 0.18790095000000004 125.00000000000001 113.00000000000001 117.00000000000001 +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 10 5 4 6 -3 -2 8 14 22 -1 -12 19 23 -5 18 21 -6 -16 -4 -19 -17 -7 -10 -15 26 -9 28 -20 -30 +right_child=3 2 12 7 17 9 -8 25 13 -11 11 -13 -14 24 15 16 -18 20 27 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 +leaf_value=-0.064935279542606902 0.00016624369579898847 -0.045411436283522739 -0.027270953617907507 -0.0075143640267702387 0.021105374198856282 0.035366920683183943 0.024051191288157841 0.036733190290241545 -0.0047304262720688868 -0.0052691300700808573 -0.062905246651234523 -0.029592692445676985 0.015815831392839451 0.025955741310134436 0.028382325325582894 -0.0077067748986014055 0.075318881114928293 -0.012556714024229596 0.012685279439193545 0.0014225699014329854 -0.026173512318835204 0.010439239018046928 -0.034295636750921808 0.085525856447347837 0.0069213830455589478 0.013162018544897819 0.019005519808692379 -0.0085176169084416921 0.12973389223144022 0.019565000923733207 +leaf_weight=2094.9321570754983 2369.244862309657 3430.3811524384655 379.43662872444838 630.15184849873185 141.14640293130651 36.818434090353549 816.86713207326829 801.66264201048762 2272.6893806960434 473.10114168934524 1605.373000126332 1183.0137736587785 785.72993025695905 500.9706567376852 816.79397200793028 1156.4632546817884 60.835937509313226 2325.2828551977873 27789.586778833531 656.53621689323336 1782.4954881742597 1002.4672496374696 2844.0462012705393 21.523816132918 8968.8704042993486 2328.7857573330402 1534.8528106529266 358.12112733628601 32.579774301499128 39.985603556036949 +leaf_count=312874 103384 378531 44256 6912 10375 2821 33259 7349 63498 32968 548151 280988 96143 3264 9860 15626 262 119430 239131 49668 106917 13010 231122 618 63955 7656 14020 1700 150 214 +internal_value=0 -0.0388101 -0.029223 0.00863954 -0.0071059 -0.0375139 0.00628995 0.0110625 0.0101997 -0.0294365 -0.055706 -0.0487719 0.00165413 0.00562477 0.0118876 0.0122787 0.00276357 -0.017151 0.0130061 -0.00908675 -0.0184655 0.000719057 -0.0334053 -0.00388366 0.00792833 0.0191348 0.0250879 0.0125611 0.012832 0.0690277 +internal_weight=0 13489.4 8606.05 55751.4 7435.04 6784.35 3186.11 48316.3 43651 3353.97 4883.32 2788.39 1821.7 11764.1 31887 31256.8 2219.77 4248.92 29037.1 1035.97 4107.78 2158.93 2880.86 2294.21 9469.84 4665.3 2336.52 28220.3 27862.2 72.5654 +internal_count=2798112 1977522 835509 820590 373365 645442 136643 447225 418200 266911 1142013 829139 190067 131335 286865 279953 28898 236722 251055 93924 226347 28636 233943 64116 67219 29025 21369 241195 239495 364 is_linear=0 shrinkage=0.1 Tree=86 num_leaves=31 -num_cat=2 -split_feature=2 2 2 1 1 6 8 2 2 2 6 0 3 8 1 9 2 3 0 1 8 11 3 8 1 8 10 8 11 1 -split_gain=3538.81 980.661 421.798 398.757 250.227 230.058 165.999 150.563 132.151 110.795 110.626 104.767 106.709 97.599 97.4154 96.0309 94.8362 84.6147 80.096 72.8603 68.1188 67.7479 65.6316 67.6122 59.1075 57.1236 58.3415 56.9158 52.6803 61.498 -threshold=0.012611930216109374 0.1113480858133601 0.0027129036973806094 0.071274603698661981 0.012931313516151685 0.32916666666666672 79.500000000000014 0.28989706028695067 0.033643544031260186 0.0063611636604093561 0.32037735849056609 0.027070582057198676 0.14152168730524053 46.500000000000007 0.0013124389586386177 1.0000000180025095e-35 0.058824340616308458 0.090149170212289673 0.023446933044462426 0.0024386303819312204 118.50000000000001 0 0.16356378963496132 115.50000000000001 0.00012139380658304739 136.50000000000003 1.0000000180025095e-35 79.500000000000014 1 0.0028901651951811582 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 -left_child=2 3 -1 6 9 7 11 18 -5 -4 13 21 15 -9 -15 19 -14 -7 -3 -13 -10 24 -20 -24 -2 -16 -27 -11 -19 -30 -right_child=1 5 4 8 -6 17 -8 10 20 27 -12 12 16 14 25 -17 -18 28 22 -21 -22 -23 23 -25 -26 26 -28 -29 29 -31 -leaf_value=-0.048258498170840616 -0.0076345876754898767 0.0037965291869926652 -0.0265055656527243 -0.031560085789845267 -0.046443766260026886 0.015830565548049711 -0.0096462134762346843 -0.0021471468605871627 -0.0096216124655284212 -0.01038446008510233 -0.13711437169121771 0.031622211870102744 -0.020108044638139054 0.0084510218510110476 0.0045356072492363335 0.034530709873210906 -0.0051142265621018975 0.0017149964300762551 0.005435781000561541 -0.0035620525543121305 -0.028517051976528443 -0.0011653659737080287 -0.00094747359038407941 -0.0094666956134669203 0.0063615626238204175 -0.0046052665739523052 -0.049813059469405084 -0.025794839058862901 0.012558903948309575 0.0060622384130836118 -leaf_weight=8317.6894898395985 3390.9136914499104 56643.975366681814 12040.865172990598 5182.3026976175606 3923.792076908052 17067.906493321061 25553.835367109627 17346.840549692512 11341.027562744915 11635.68664175272 54.684543430805206 649.64026671648026 6356.0589990094304 83136.106293320656 193573.10804857314 896.63480047136545 12543.031767398119 11291.06572277844 12166.418969914317 6260.3037209659815 2293.7655999660492 49093.093241117895 47034.228000149131 11616.806957781315 27388.978059999645 1593.188504293561 347.77808603644371 3018.3695067055523 28054.448890462518 30315.919124886394 -leaf_count=402592 34595 242327 383532 51561 57864 65523 247480 55841 68243 239396 185 3362 46896 279258 625124 4667 68398 39553 49434 37359 18845 440753 197893 56392 202885 5213 1136 68668 97391 104802 -internal_value=0 0.00273337 -0.028289 -0.0043472 -0.0228643 0.00482808 -0.00240761 0.00386718 -0.0179669 -0.0193984 0.00510435 -0.000672043 -0.00609424 0.00513062 0.00558369 0.00374107 -0.0101569 0.00952032 0.000993618 -0.000254194 -0.0128004 0.00114088 -0.00124831 -0.00263485 0.00481809 0.00436445 -0.0127055 -0.0135586 0.00797424 0.00918315 -internal_weight=0 661192 38936.4 150950 30618.7 510242 132132 423513 18817.1 26694.9 296052 106579 26705.7 295997 278650 7806.58 18899.1 86729.3 127461 6909.94 13634.8 79873 70817.5 58651 30779.9 195514 1940.97 14654.1 69661.4 58370.4 -internal_count=4197168 3045116 1152052 1225044 749460 1820072 1086395 1512803 138649 691596 966757 838915 160682 966572 910731 45388 115294 307269 546046 40721 87088 678233 303719 254285 237480 631473 6349 308064 241746 202193 -cat_boundaries=0 1 2 -cat_threshold=3 8 +num_cat=1 +split_feature=2 2 2 1 6 1 2 2 8 0 8 0 1 3 8 6 3 8 2 8 8 10 3 11 0 1 3 4 0 8 +split_gain=2505.16 666.999 322.064 306.757 182.012 162.588 123.814 89.971 88.1166 84.1445 71.4961 69.4377 68.6383 66.1617 65.4123 63.3288 58.6099 52.2132 42.9224 42.778 42.6948 49.6623 41.8915 69.1226 65.792 45.8549 41.6341 40.859 39.186 38.4644 +threshold=0.010912100000000003 0.083913700000000022 0.0023496500000000004 0.024768400000000006 0.37689393939393945 0.011179950000000003 0.29341555000000002 0.0054186500000000014 67.000000000000014 0.0060994000000000005 31.000000000000004 0.012953250000000001 0.0014762500000000003 0.10922170000000002 77.000000000000014 0.37689393939393945 0.16733075000000003 75.000000000000014 0.030363050000000006 53.000000000000007 91.000000000000014 1.0000000180025095e-35 0.14955305000000005 0 0.055529200000000008 0.0016571500000000002 0.097257400000000008 0.53589743589743599 0.00046775000000000001 47.000000000000007 +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 1 2 2 2 2 2 2 +left_child=2 3 -1 9 6 7 11 -4 18 14 -8 -3 26 27 28 22 -13 -18 -5 -9 -14 -22 23 -11 29 -25 -12 -6 -2 -24 +right_child=1 4 5 8 13 -7 10 19 -10 15 12 16 20 -15 -16 -17 17 -19 -20 -21 21 -23 24 25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.050762617545366755 -0.0079265685205582356 0.0040936376072648458 -0.028025928552927772 -0.023894796248225672 0.017114054744684911 -0.047414817764878436 -0.0023297757699095555 -0.010277527201619925 -0.034865352698949435 -0.02581594047846841 0.013417207509974514 0.0057799956206435179 0.0044842766918117933 0.0082425686486862354 -0.0093013246181013944 0.0089456903623543801 -0.00093794342799143223 -0.0088417506269636188 -0.010576325060698392 -0.026786700151911192 -0.0040883210277531242 -0.054139741206217631 -0.0040915115204986667 0.045523104051477747 -0.020047873413898146 0.003091546403848418 0.0070582062674257613 -0.078160613475417529 0.0028868145965734956 -0.01662343558181726 +leaf_weight=5524.8011293164454 3734.1695736981928 41831.691926769912 7899.2155270536896 3586.8437363170087 12154.744784682989 2489.2480306066573 11833.659210637212 7702.2713381797075 2768.4395934902132 810.12619536370039 12722.208862602711 10046.668563649058 124381.19075407088 36082.482168443501 6242.3488130527548 2247.9355148598552 40251.745114818215 10548.42662614584 7436.8828275129199 1971.2157634240575 969.02525393664837 249.22767600417137 10626.625764004886 276.69706486910582 5343.267790146172 3201.8630219250917 53990.738708809018 45.179816827178001 32681.224540039897 3182.7475803717971 +leaf_count=277399 48917 188189 263602 34983 46180 38307 38021 160456 26958 5616 51766 42468 400140 127816 77073 15761 173125 53374 46299 44959 3202 819 77660 1476 34216 21038 173664 164 295137 29327 +internal_value=0 0.00280945 -0.0293834 -0.00531144 0.00468788 -0.0234959 0.0037898 -0.0201076 -0.0189154 -0.00256622 0.00521445 0.000957289 0.00567867 0.010395 0.000156674 -0.00708765 -0.00119892 -0.00257913 -0.0149098 -0.0136417 0.00430181 -0.0143277 -0.00862519 0.000308367 -0.0106256 0.00644817 0.00827087 0.0167612 0.00177797 -0.00697984 +internal_weight=0 437246 25586.8 82139.2 355107 20062 306825 17572.7 13792.2 68347 204146 102679 192312 48282.4 42657.7 25689.3 60846.8 50800.2 11023.7 9673.49 125599 1218.25 23441.3 4288.69 19152.6 3478.56 66712.9 12199.9 36415.4 13809.4 +internal_count=2798112 2013389 784723 714461 1298928 507324 1124768 469017 108240 606221 667612 457156 629591 174160 421127 185094 268967 226499 81282 205415 404161 4021 169333 28130 141203 22514 225430 46344 344054 106987 +cat_boundaries=0 1 +cat_threshold=4 is_linear=0 shrinkage=0.1 Tree=87 num_leaves=31 -num_cat=5 -split_feature=3 3 0 3 0 2 3 3 1 7 7 3 11 11 11 8 0 0 4 7 8 10 10 3 0 11 1 11 4 2 -split_gain=4920.62 2873.58 646.681 561.102 381.59 314.911 290.074 182.915 173.234 140.466 138.623 131.328 124.691 109.575 89.0083 87.5813 85.2452 78.8013 78.1782 75.1552 73.3084 89.0236 73.0544 68.2784 67.431 56.6615 55.753 64.9079 55.4567 54.392 -threshold=0.98593699473788632 0.13729915481756161 0.01782922684142749 0.99621017927201216 0.037814444418972644 0.04807149736837172 0.29822356226986269 0.055168332788642034 0.001802437467442378 0.40192307692307699 0.25403225806451618 0.037535029648553549 0 1 2 73.500000000000014 0.0011567357934494477 0.001056572891662834 0.41042780748663105 0.47434210526315795 118.50000000000001 1.0000000180025095e-35 1.0000000180025095e-35 0.9978693148626302 0.0040113765134204204 3 0.000125216287689798 4 0.23904761904761906 0.001637121027538761 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 -left_child=1 4 5 10 11 9 18 29 -8 22 14 -1 -7 -10 -2 24 -16 -14 -4 28 21 -9 26 -5 -13 -11 -3 -28 -15 -6 -right_child=3 2 6 23 7 12 8 20 13 25 -12 15 17 19 16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 -leaf_value=-0.028155387086392702 0.029372250267163863 0.015373230162803637 -0.0068428599915440636 0.042968960868784177 -0.07056105159284784 0.0051304589248465276 0.0045822741825277402 -0.013814668788045518 -0.0063956884376975684 0.0091261600273559312 0.033465247482792955 0.00066749661061136481 0.0091594959931236598 -0.0016223103515613591 0.019623320382469087 -0.015282964185678073 0.0018057414200539951 -0.00042456543495987753 -0.019317255899146735 0.0030495204420329697 -0.023755190580694356 -0.025618038384583087 -0.0058278202062315597 0.057650591663274603 -0.0086139116546731977 0.019110602723665063 0.011252964273201162 0.0031397862340953927 -0.011089143381564168 -0.029000109910765473 -leaf_weight=3436.3095659911633 6529.7312441691756 7386.4520226642489 85976.633422508836 7777.4624772630632 321.05342615395784 73613.734685972333 46097.608432143927 36523.082367226481 47694.740730464458 9189.9039136692882 11090.831300687045 12136.040612101555 9112.0675695165992 83672.906880140305 11016.552193015814 11889.596074149013 3550.5981740690768 146631.86720399559 5335.7556154727936 36589.764896064997 16124.915010474622 7744.8935844525695 4593.0101292356849 5344.2676306888461 22049.285924240947 15190.008334223181 15157.6570199579 28262.72254665941 6682.0891217440367 16413.084969595075 -leaf_count=19940 123108 71518 298089 233400 3597 290168 165660 160616 152820 72325 217213 50763 41396 276401 204120 53791 54125 547887 19335 122108 79337 36889 33821 185064 94146 133931 128368 200735 21738 104759 -internal_value=0 -0.00241883 0.000380043 0.0315194 -0.0161479 0.00362172 -0.00283138 -0.020546 -0.000870418 0.00903336 0.0244142 -0.00929665 0.00173934 -0.0023097 0.019656 -0.00789015 0.01527 0.000136158 -0.00757179 -0.000773983 -0.0179825 -0.0158797 0.0062498 0.0489486 -0.00531894 0.0153586 0.00734163 0.00597534 -0.00232242 -0.0297975 -internal_weight=0 747825 621187 45309.4 126638 309137 312049 77127 220737 79779.8 32187.7 49511.2 229358 174640 21096.9 46074.9 14567.2 155744 91312.4 126945 60392.9 44268 55399.8 13121.7 34185.3 24379.9 50806.8 43420.4 90355 16734.1 -internal_count=4197168 3180138 2576300 1017030 603838 1520149 1056151 385198 738727 640698 598566 218640 879451 573067 381353 198700 258245 589283 317424 420247 276842 197505 434442 418464 144909 206256 400621 329103 298139 108356 -cat_boundaries=0 1 2 3 4 5 -cat_threshold=40 3 48 3 48 +num_cat=2 +split_feature=3 3 0 3 0 0 1 3 1 3 3 7 8 11 1 11 8 7 0 0 7 2 2 0 0 7 3 3 0 7 +split_gain=3576.05 1887.71 443.927 392.321 276.278 221.211 217.904 126.905 120.208 98.9654 98.2783 85.4477 76.8401 70.0668 68.9875 67.7063 55.6279 54.5408 53.2835 52.9477 52.5947 50.3586 48.6571 44.9693 44.7222 44.5856 43.0816 41.8805 41.5875 39.8295 +threshold=0.98828925000000012 0.13325770000000001 0.013911150000000002 0.99680760000000002 0.082685850000000019 0.0010364500000000002 0.0016571500000000002 0.24499635000000003 0.00018295000000000003 0.057237950000000003 0.042252600000000008 0.11324786324786326 49.000000000000007 0 0.00030605000000000004 1 75.000000000000014 0.40967365967365971 0.0043229500000000008 0.80545445000000016 0.77097902097902116 0.035594300000000002 0.020483000000000005 0.00031195000000000002 0.32563280000000006 0.74679487179487192 0.10321540000000001 0.9979205000000001 0.00046775000000000001 0.11324786324786326 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 4 5 11 10 16 14 24 20 -6 -1 23 18 -10 -4 22 28 -16 29 26 -7 -15 -9 -2 -8 -17 -11 -5 -3 -12 +right_child=3 2 6 27 9 8 7 15 13 19 12 -13 -14 21 17 25 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.02505919087322624 0.030132348422317254 0.018883119706003784 0.019468779321806004 0.044000206964350197 -0.031646386604746293 0.0090505842853200302 -0.0066811796643266343 0.024088360165890794 0.0038057902334386624 -0.025079266204048458 0.0048992838143165343 0.034468495424234635 -0.016617924229909702 0.0047718800154073846 0.00013016471586365139 -0.0054442029553990164 0.024890754087472326 0.0086001539695626968 -0.0096636581389203113 -0.010462312918585596 0.026693153040521046 -0.00143678960387941 0.00020481600738843109 0.017501845905845626 -0.01340840822752859 0.00019566202808404348 -0.016832184979170505 0.057890502954118454 0.0082848334156965745 -0.0078310837181057285 +leaf_weight=4300.8852298483253 3956.6701326221228 4777.3292083851993 2583.4268669858575 4285.1469988115132 8832.9505121484399 9831.2219629436731 24368.852803528309 875.67197073251009 79943.745970644057 14622.752627521753 5703.1912301927805 7384.7440054491162 10068.901622876525 16008.598553106189 26414.871650904417 75858.160770282149 3159.7760692201555 10674.805890411139 18231.512285485864 5218.7162938937545 2040.4323371648788 71024.411202184856 32945.043163210154 9802.5577893406153 16623.238849297166 17194.210069231689 11174.855020701885 4398.9173703975976 16456.090804681182 4318.7386663407087 +leaf_count=24296 83037 49071 12221 132283 60808 66704 87201 3879 342164 71032 23249 151026 46568 113287 92459 245417 30641 38293 78850 26989 14779 267282 106137 172915 61926 56436 47857 153912 119209 18184 +internal_value=0 -0.00251554 0.000256402 0.033141 -0.016322 0.00357836 -0.00299678 -0.00457204 0.00235996 -0.022308 -0.0107257 0.0257912 -0.00911704 0.00166868 0.00366847 -0.00300916 0.0125115 0.00256792 -0.00644389 -0.0196485 0.0120829 -0.000294751 0.000822956 0.0211339 -0.00940923 -0.0044016 -0.0215068 0.0510363 0.0106694 -0.000586599 +internal_weight=0 493252 410780 29828 82472.5 203242 207538 167865 178848 39849.3 42623.2 21144 38322.3 166977 39673.1 126873 24393.2 37089.7 28253.4 31016.3 11871.7 87033 33820.7 13759.2 40992.1 93052.4 25797.6 8684.06 21233.4 10021.9 +internal_count=2798112 2104939 1707106 693173 397833 1003137 703969 560996 804216 206686 191147 406978 166851 722733 142973 411869 198921 130752 120283 145878 81483 380569 110016 255952 149127 301853 118889 286195 168280 41433 +cat_boundaries=0 1 2 +cat_threshold=12 8 is_linear=0 shrinkage=0.1 Tree=88 num_leaves=31 -num_cat=4 -split_feature=0 0 0 4 3 3 2 0 8 8 7 3 8 1 0 11 11 1 3 2 3 0 2 11 8 7 11 0 0 1 -split_gain=7458.23 938.619 752.595 281.249 278.969 176.832 174.319 159.796 158.201 173.674 133.151 120.885 113.341 152.578 111.823 106.261 104.737 102.725 110.382 91.0667 89.5017 83.6318 92.9819 82.7019 76.5794 74.0524 73.7166 81.2707 73.5553 77.0639 -threshold=0.0082119284793118353 0.030217252782945205 0.0015989199742153816 0.11237373737373739 0.96118147580274782 0.92472820677470235 0.83261909627057429 0.0036935101813469671 46.500000000000007 49.500000000000007 0.2253968253968254 0.084512930347267742 109.50000000000001 0.0066758705219622455 0.13885973220435063 0 1 0.0043308924422556317 0.070916477678786269 0.88309789110949655 0.86805371941859011 0.000428695964045014 0.017996644841659304 2 46.500000000000007 0.43875000000000003 3 0.099166848876623456 0.80717297168996105 0.0037083284708881994 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 1 2 2 1 2 2 2 -left_child=2 5 21 8 7 6 15 -4 -3 10 26 -5 -13 -14 -12 -2 -6 18 -11 20 -9 -1 -23 -8 -17 -18 28 -28 -10 -30 -right_child=1 3 4 11 16 -7 23 19 9 17 14 12 13 -15 -16 24 25 -19 -20 -21 -22 22 -24 -25 -26 -27 27 -29 29 -31 -leaf_value=-0.063330632771535722 -0.021857536935245388 0.015819637431641408 -0.04339583564872173 0.021992135226059049 -0.026318862644906866 0.0078584831867961648 0.017118264982278988 -0.035301441900675155 0.0090326973752049792 0.02290236643602208 -0.010522774475064549 0.0067145742147885178 0.0059844668244878425 0.030642318655342955 0.0016657845816022221 0.015326358528887578 0.0077549642988365966 0.011543577706578642 0.00081504401862034367 -0.0048926970369389871 -0.018445012340703202 -0.039082730176789419 -0.057254488151323904 -0.0055740465739412583 -0.011169997968950643 -0.021625740063858478 -0.0049830208998956349 0.0043767516773398569 -0.02603926283107881 0.0041039530662487144 -leaf_weight=6049.0211048717611 10994.289533730596 14678.705738037825 9027.0423862077296 14477.757257506251 2438.2296786503866 5812.5465027894825 2765.3521675392985 8934.3427894413471 40386.6526517272 2557.134096339345 11564.648553371429 20888.6404687576 4545.7685244530439 5602.0545373484492 21559.4246449247 1153.7470974475145 3098.5767731312662 49580.921541314572 19644.735942259431 1709.9105748888105 4865.2291141673923 5285.3535520182922 6026.4782172944397 3805.4316353984177 19988.243361484259 1186.2867562342435 12076.391121093184 40018.629497937858 1229.1809942722321 2736.064017213881 -leaf_count=652068 180452 66120 294410 59984 114452 104314 28121 204278 191210 12674 94538 94144 20384 21106 82064 14153 113131 212098 106354 35692 132109 416611 283523 56097 273874 47647 109408 161181 4379 10592 -internal_value=0 0.00501745 -0.0371447 0.0073022 -0.0278729 -0.00840513 -0.0108474 -0.0328179 0.00579703 0.00506638 0.00288041 0.0144465 0.0109266 0.0195967 -0.00258962 -0.0138819 -0.00982577 0.00901215 0.00335898 -0.0266611 -0.0293585 -0.0538394 -0.0487639 0.00399371 -0.00971946 -0.000378354 0.00475906 0.0022066 0.0077549 -0.0052401 -internal_weight=0 306066 48620.5 261547 31259.6 44519.6 38707.1 24536.5 216032 201354 129571 45514.2 31036.5 10147.8 33124.1 32136.3 6723.09 71782.8 22201.9 15509.5 13799.6 17360.9 11311.8 6570.78 21142 4284.86 96446.9 52095 44351.9 3965.25 -internal_count=4197168 1903247 2293921 1246236 941719 657011 552697 666489 1050618 984498 653372 195618 135634 41490 176602 468479 275230 331126 119028 372079 336387 1352202 700134 84218 288027 160778 476770 270589 206181 14971 -cat_boundaries=0 1 2 3 4 -cat_threshold=48 48 3 7 +num_cat=2 +split_feature=0 0 0 3 3 3 0 2 10 3 4 11 3 0 0 11 1 8 8 0 2 8 8 10 2 8 2 4 1 8 +split_gain=5157.35 735.523 402.444 223.6 172.477 120.018 113.768 111.177 101.249 97.3247 95.7263 79.5725 78.0529 72.7581 62.5968 61.3011 60.4891 105.894 59.8805 56.5589 68.255 56.1279 55.7932 51.8722 48.3538 45.4986 44.1569 43.5972 43.5199 42.9763 +threshold=0.0059149000000000016 0.023296750000000001 0.0014622500000000002 0.9804961000000002 0.10019345 0.95153605000000019 0.091994450000000019 0.88286385000000012 1.0000000180025095e-35 0.78506700000000007 0.10960960960960962 0 0.84183245000000018 0.0036378500000000002 0.012524850000000002 1 0.0090196000000000009 73.000000000000014 33.000000000000007 0.00041645000000000001 0.010517450000000003 31.000000000000004 117.00000000000001 1.0000000180025095e-35 0.0016116500000000003 31.000000000000004 0.95492530000000009 0.15192307692307697 0.0049624500000000011 119.00000000000001 +decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 5 19 8 10 7 9 12 13 18 -3 -8 14 -4 -2 26 25 -18 23 -1 -21 -14 -11 -6 -12 -13 -9 -19 -20 -23 +right_child=1 4 3 -5 6 -7 11 15 -10 22 24 16 21 -15 -16 -17 17 27 28 20 -22 29 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.062511622658494345 -0.024463190313127561 0.010004462404751165 -0.041963115583699584 0.0014502849882183371 -0.0073519712676090145 0.011354013377811641 0.0025248417604078408 0.0098082728648469023 0.00029591943207581443 0.0091778527060155362 0.070492561023628622 0.021465647367815532 0.033347558775566569 -0.027904873404661926 -0.01214773183948447 -0.01120714344185115 0.0084295258272076984 0.017409358529147673 -0.0027804586007365798 -0.035305275878481111 -0.055025083018878609 -0.0078080713719044462 0.10037422498601985 0.009142710401103352 0.019758768884373171 0.0049456955672917448 0.049563852408974089 0.034693088505702782 0.011110176567646672 0.1230578672989477 +leaf_weight=4403.6425309033948 7685.0252784900367 33917.940647564828 8363.7896968070418 2018.942002407508 16365.382046476007 2463.5823555681854 25092.072231635451 1666.8485125526786 820.9239925481379 8793.2721109762788 191.07619880139828 1766.8777426928282 358.26200262457132 6575.970416687429 8914.6956762112677 1333.4860621765256 26297.602557614446 9012.7912861853838 4305.2882230728865 2653.7042959841201 5184.0058865339961 6511.9737476184964 67.600850902497768 2157.9426224306226 11163.207549907267 29543.814871318638 335.64221228286624 1741.4167756289244 4737.3711007423699 25.191441316157579 +leaf_count=486602 136937 141692 280711 83625 133759 45137 98909 18916 18746 75066 1644 6687 5274 164379 115005 21539 99953 31849 32443 216501 258349 107754 465 12939 45255 117493 2836 5808 31449 390 +internal_value=0 0.00489689 -0.0394897 -0.0298826 0.00734985 -0.00976944 0.00549718 -0.011709 -0.0338963 0.000756659 0.012665 0.00734495 -0.0141345 -0.0357752 -0.0178493 0.00537413 0.00911244 0.0118482 -0.00217391 -0.0534434 -0.0483483 -0.00519167 0.0098736 -0.00543036 0.0206125 0.00587792 0.01639 0.0202081 0.00449673 -0.00730377 +internal_weight=0 204448 30021 17779.6 175154 29294.7 129881 26831.1 15760.7 36426.9 45272.2 93454.6 23495.1 14939.8 16599.7 3335.98 68362.5 37051.8 27566 12241.4 7837.71 6895.43 8860.87 18523.3 11354.3 31310.7 2002.49 10754.2 9042.66 6537.17 +internal_count=2798112 1289199 1508913 547461 835411 453788 646820 408651 463836 286121 188591 360699 365360 445090 251942 43291 261790 137610 210590 961452 474850 113418 75531 146698 46899 124180 21752 37657 63892 108144 +cat_boundaries=0 1 2 +cat_threshold=8 3 is_linear=0 shrinkage=0.1 @@ -1877,209 +1851,199 @@ shrinkage=0.1 Tree=89 num_leaves=31 num_cat=1 -split_feature=1 1 3 1 3 1 11 0 3 8 2 2 3 1 1 1 0 3 0 1 7 1 8 2 1 10 5 8 7 8 -split_gain=3039.25 312.411 274.484 273.641 146.983 60.042 48.1214 43.9155 40.1879 39.4684 37.7905 39.1008 36.5535 67.6884 31.6879 30.8701 30.8606 32.5733 37.7388 37.5337 48.0178 48.5336 30.3384 27.8544 26.8653 24.6089 24.5096 789.196 24.0949 23.2812 -threshold=0.003900811069118645 0.00058932866686274229 0.95151961640741767 0.016339155956306178 0.91262929911222035 0.0015046515990509665 0 0.059913150215792556 0.98364732073892003 79.500000000000014 0.4000045589291687 0.81387133466728434 0.96118147580274782 0.00019652965349108921 0.63414676870345377 0.0090206622788592244 0.005049783711097002 0.022992613841957579 0.0041273887758968607 0.002755814676574203 0.15894736842105264 0.0022177679941355723 43.500000000000007 0.013026536707199016 0.0016844658420012506 1.0000000180025095e-35 0.77500000000000013 127.50000000000001 0.52565789473684221 247.50000000000003 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 12 5 4 7 -3 24 -2 -8 10 22 25 -1 26 23 -9 17 18 -7 20 21 -20 -5 -11 -4 -12 -14 -28 -24 -16 -right_child=3 2 6 9 -6 16 8 15 -10 14 11 -13 13 -15 29 -17 -18 -19 19 -21 -22 -23 28 -25 -26 -27 27 -29 -30 -31 -leaf_value=-0.063642463163560689 -0.0039831977340288966 -0.046011556012128689 -0.030845407506417729 -0.0035447363292904974 0.015367268874269455 0.052650860594255423 -0.0043988981925928211 -0.023330990433996914 0.026462144525112436 0.029636510876059653 0.00031129851085847889 0.0296550018340376 -0.061045325895349348 -0.031472697072867553 0.0046551967165825107 -0.0086713720349079742 -0.032870329544096938 -0.014086624200796398 0.80650889510604962 -0.075819937007272409 -0.075613369883520409 2.6225571860094106 0.011080833192018372 0.014480247699678872 0.00050287281542078343 -0.023174711783757476 -0.075152225689138166 10.124166420794916 0.0053426080527556423 0.028247807739926429 -leaf_weight=2924.4332020170987 5214.8429686166346 3705.5677249561995 607.70034247846343 1758.1388633036986 2708.0191654935479 2.3369577098637815 892.37571351323277 3144.9126699566841 800.46715990570374 1321.4295161971822 4435.3729572724551 422.26104284822941 1869.9724828926846 1384.2492078135256 4732.6373053193092 2644.2238331045955 4999.0867301602848 912.81922639114782 0.34007024206221081 0.38876620773226023 0.24236821662634611 0.25941753480583429 34228.743614379317 14720.472633548081 496.92413253104314 496.03766379319131 2.3140564681962128 0.078436709940433391 9307.3997648973018 458.81703954935074 -leaf_count=459029 244048 448672 106346 16088 120659 192 87875 208467 112600 11259 72469 8381 691905 375760 15199 122624 442514 81950 30 28 23 19 279014 138893 53211 9678 912 34 87732 1557 -internal_value=0 -0.037157 -0.0280136 0.00744258 -0.0055032 -0.0360303 -0.000442639 -0.0106393 0.010134 0.0099121 0.00839489 0.000449663 -0.0555273 -0.04824 0.0135311 -0.0166351 -0.0297779 -0.012908 0.288668 0.736867 1.11216 1.59237 0.009334 0.0157287 -0.0165929 -0.0020511 -0.0606361 0.259227 0.00985408 0.00674029 -internal_weight=0 18599.6 12418.5 85593.3 13712 9621.04 2797.47 11004 1692.84 71881.3 50648 5353.67 6181.05 3256.61 21233.4 5789.14 5915.47 916.387 3.56758 1.23062 0.841856 0.599488 45294.3 16041.9 1104.62 4931.41 1872.36 2.39249 43536.1 5191.45 -internal_count=4197168 2861100 1333460 1336068 695798 973428 360032 575139 200475 640270 473362 90528 1527640 1068611 166908 331091 524756 82242 292 100 72 49 382834 150152 159557 82147 692851 946 366746 16756 +split_feature=1 1 3 1 0 3 3 1 1 8 2 6 1 5 1 1 5 3 0 1 6 8 1 11 1 0 2 8 8 8 +split_gain=2110.95 207.738 209.192 175.181 93.1686 48.8619 33.7889 75.378 33.401 30.1601 29.5357 27.4041 24.3083 24.108 21.5505 21.1371 19.0944 18.7474 18.5579 21.6858 17.961 17.6476 17.451 17.7791 19.3218 16.9423 16.781 16.4296 36.386 19.2064 +threshold=0.0037158000000000004 0.00061265000000000007 0.90097270000000018 0.013619600000000001 0.012953250000000001 0.97712085000000004 0.95675315000000005 0.00018815000000000002 0.0019528500000000001 45.000000000000007 0.026612800000000002 0.18065268065268067 0.0015109500000000003 0.24662162162162166 0.0079750500000000026 0.65175950000000016 0.55050505050505061 0.042252600000000008 0.18805855000000002 0.13992520000000006 0.21132376395534294 117.00000000000001 0.033432150000000008 0 0.65175950000000016 0.0090471500000000021 0.14645260000000002 165.00000000000003 139.00000000000003 169.00000000000003 +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 1 2 2 2 2 2 2 +left_child=1 6 8 4 10 12 -1 -8 -3 11 -2 13 -4 22 -6 16 17 -11 21 -20 -7 -19 -5 24 26 -10 -24 28 -17 -29 +right_child=3 2 5 9 14 20 7 -9 25 15 -12 -13 -14 -15 -16 27 -18 18 19 -21 -22 -23 23 -25 -26 -27 -28 29 -30 -31 +leaf_value=-0.064169156059921351 0.024043939779342386 -0.045191405336655881 -0.030228686771302082 0.0023026841443484682 -0.019393567405065676 0.016166370275060068 -0.061719984339911639 -0.027332494966500587 -0.015391729904359037 0.052666581041093556 0.0018660405087842454 0.00098134600760274603 -0.0039154308183199258 0.020871959883094371 -0.0065053211149010831 0.0068596501361664472 0.039920236634220903 0.019140240350124377 0.0012604575401221579 0.015725789602873765 -0.023706999154372188 -0.0067232123922275101 0.012790802449786974 0.011404920707643807 -0.0046118103475791322 -0.034321778148355735 -0.00039051905586921619 0.092164149798094425 -0.057357640001481469 0.019289325282715118 +leaf_weight=1956.3861195258796 891.55314399208874 3126.4948418447748 658.41254236409441 3578.5426314175129 2918.3391088307835 1005.8417332335375 1465.5169956709724 1128.1507192293648 614.79170161020011 132.29391497001052 1839.3559951419011 4293.3812136538327 752.13027668977156 1764.2515662442893 2335.7988457754254 3170.6981506645679 322.8163454644382 6417.5510190334171 1791.7337184483185 2458.3460163027048 127.26383186224848 275.13393796049058 2919.360889846459 17468.805169720203 1535.9253556281328 2046.9647438288666 1443.3376852311194 42.213290482759476 90.758377611637115 252.41939856112003 +leaf_count=312874 34439 352308 79911 90358 181787 114520 548151 280988 49180 2149 78611 48974 54373 9421 100930 10270 1603 56013 33718 12487 15022 1495 19244 118092 4878 170195 14827 148 294 852 +internal_value=0 -0.0370627 -0.0276783 0.00783752 -0.0058764 -0.00377572 -0.0542469 -0.0467627 -0.0381823 0.0101209 0.0091064 0.00843287 -0.0161979 0.00954719 -0.0136639 0.0138465 0.0159465 0.0152477 0.0147953 0.00962755 0.011688 0.018077 0.00880572 0.0098016 0.00502552 -0.0299495 0.00842995 0.00711561 0.00507264 0.0297304 +internal_weight=0 12882 8331.9 55942.6 7985.05 2543.65 4550.05 2593.67 5788.25 47957.6 2730.91 33003.6 1410.54 28710.2 5254.14 14954 11397.9 11075.1 10942.8 4250.08 1133.11 6692.68 26946 23367.4 5898.62 2661.76 4362.7 3556.09 3261.46 294.633 +internal_count=2798112 1977522 835509 820590 395767 263826 1142013 829139 571683 424823 113050 305794 134284 256820 282717 119029 107465 105862 103713 46205 129542 57508 247399 157041 38949 219375 34071 11564 10564 1000 cat_boundaries=0 1 -cat_threshold=48 +cat_threshold=2 is_linear=0 shrinkage=0.1 Tree=90 num_leaves=31 -num_cat=4 -split_feature=2 2 1 2 1 6 8 2 1 8 0 9 8 9 8 8 6 8 7 10 1 2 2 3 11 0 11 8 11 11 -split_gain=2774.99 794.885 377.23 343.478 214.038 192.758 155.285 130.97 116.052 106.343 99.2498 106.389 86.4445 81.253 106.56 78.8182 78.6721 74.4991 74.1294 68.1002 66.0182 64.7548 63.4739 60.9445 58.9909 58.6105 57.6164 57.1098 56.2737 52.6895 -threshold=0.011457117203295042 0.1113480858133601 0.088930298978742925 0.0023110085432641579 0.012931313516151685 0.25186567164179113 79.500000000000014 0.033643544031260186 0.0030392575083699499 76.500000000000014 0.0092588374090391626 1.0000000180025095e-35 43.500000000000007 1.0000000180025095e-35 49.500000000000007 163.50000000000003 0.26393188854489169 142.50000000000003 0.25403225806451618 1.0000000180025095e-35 0.0084096564321017031 0.30363256357774809 0.04807149736837172 0.11888702017186355 0 0.87453036761691083 1 118.50000000000001 2 3 -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 1 2 1 2 1 1 -left_child=3 2 6 -1 9 8 10 -4 12 18 28 22 -3 21 20 16 -7 19 26 24 -15 -10 -12 -18 -14 -13 -5 -9 -2 -23 -right_child=1 5 7 4 -6 15 -8 27 13 -11 11 25 17 14 -16 -17 23 -19 -20 -21 -22 29 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.048329754878004921 0.0055742770193481696 -0.0066830349069633343 -0.031340085025697691 -0.021182733579910181 -0.046093573063987661 0.059808590972471487 -0.0090633975209609384 -0.0091777609175472102 -0.0011405712166439781 -0.031166107776407867 -0.011585806061269128 0.0079362835752819598 0.0024048855306127589 0.0049591201683886303 -0.021049543752179604 0.043794926223426199 0.012150091969757184 -0.013655326533438865 -0.023927589140302963 -0.0025970014537721928 0.019776577778552601 0.0051050883832210155 -0.0029433559737864195 0.0064214035131386869 0.0069389879649300913 0.046797666907400781 -0.006401388985961722 -0.027369907833163922 -0.00039078554659993393 0.00096133710586955405 -leaf_weight=6095.0799158671871 26090.129770934582 6039.9962197691202 5043.0295649953187 3787.7077738940716 3292.0556211788207 294.42054755985737 26042.140114573762 10309.97140545398 71725.883530199528 5535.1670737527311 12246.798656936735 2649.8371462002397 35458.913755536079 6270.6496773064137 1057.0602618455887 626.27493128180504 25842.442390248179 2017.8604966700077 6697.5836578886956 9509.5475811511278 5777.0966649353504 51006.876115292311 27762.709728017449 65994.484623640776 151223.60147953033 454.68995865806937 8735.7013338692486 2072.4882992058992 40138.336104940623 77039.944920018315 -leaf_count=335124 215202 21056 52261 107763 52195 1036 260235 62418 305009 167498 103031 16793 128862 20987 3871 2290 96434 7436 203561 34201 19385 164197 156981 229524 538522 2632 236808 17445 387149 247262 -internal_value=0 0.00242008 -0.0039063 -0.0268139 -0.0221383 0.00431607 -0.00212378 -0.0177553 0.00339919 -0.0189527 -0.000470963 -0.00420504 0.00510204 0.00176536 0.00939331 0.00843922 0.00819888 0.00546116 -0.0154356 0.00565777 0.0120643 0.00126498 -0.00558879 0.00803343 0.00607827 0.0136279 -0.010894 -0.0122226 0.00195988 0.00261246 -internal_weight=0 662695 152810 34143.3 28048.2 509885 135385 17425.5 417127 24756.2 109343 43114 204250 212878 13104.8 92757.6 92131.3 198210 19221 196192 12047.7 199773 40009.5 91836.9 186683 3104.53 12523.4 12382.5 66228.5 128047 -internal_count=4197168 3094219 1274147 1102949 767825 1820072 1142023 132124 1490788 715630 881788 279437 730077 760711 44243 329284 326994 709021 548132 701585 40372 716468 260012 325958 667384 19425 344571 79863 602351 411459 -cat_boundaries=0 1 2 3 4 -cat_threshold=8 48 3 48 +num_cat=2 +split_feature=2 2 1 2 6 1 6 1 9 8 8 8 2 0 8 7 8 9 2 1 3 3 2 8 3 11 7 1 6 11 +split_gain=1968.49 576.049 304.141 237.26 151.638 136.821 106.063 100.688 89.6498 91.9649 87.4087 81.0216 65.9502 63.7064 60.186 54.641 54.5041 53.5811 48.4485 47.8229 47.3501 46.6716 43.1403 42.9493 38.8526 42.7997 40.5462 37.2811 34.0211 32.2254 +threshold=0.0089131000000000019 0.083913700000000022 0.024768400000000006 0.0023496500000000004 0.32916666666666672 0.0098090000000000017 0.32037735849056609 0.0034220500000000007 1.0000000180025095e-35 53.000000000000007 67.000000000000014 53.000000000000007 0.15448890000000001 0.0087346500000000018 51.000000000000007 0.11324786324786326 29.000000000000004 1.0000000180025095e-35 0.022584200000000002 0.0071217500000000005 0.14955305000000005 0.19364260000000003 0.034443100000000011 95.000000000000014 0.12624060000000001 0 0.42365967365967372 3.6550000000000008e-05 0.43534002229654406 1 +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 1 2 2 2 1 +left_child=3 2 11 -1 6 14 7 16 12 19 18 13 -9 27 15 -5 -3 22 -4 -10 -6 -19 -15 24 26 -26 29 -2 -13 -18 +right_child=1 4 10 5 20 -7 -8 8 9 -11 -12 28 -14 17 -16 -17 23 21 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 +leaf_value=-0.048130805915245732 -0.022952686571459428 -0.0054765148992554878 -0.026468324258824144 -0.010971179826084504 0.012647681743451482 -0.048996357240235357 -0.12306508921159072 -0.0050532044886290733 0.0049689923488472326 -0.032425271788851517 -0.034164554027499031 -0.010958904302445146 0.0015030570074042466 -0.015932773205275565 -0.032261972811846222 -0.025930539188433157 0.0099002127382520413 0.037741162416285959 -0.010875781750689201 0.020520386224572779 0.0067325170145144933 -0.00044507905687708369 -0.0042404803048206206 -0.011357702845130355 0.0015741850173378797 0.0057477877345036192 0.013737523773491578 0.0018207812138664788 0.0072220314659562079 0.0022105800940404245 +leaf_weight=5025.6223724889569 616.7606967613101 4868.4185524135828 2586.1422823555768 6956.733479982242 20804.548065461218 1806.9606512766331 66.440856456756592 17978.800516292453 3537.6079280674458 457.68236628174782 2810.8991360776126 11995.466302658431 104643.93568760157 4372.6732507534325 2992.2205111922231 3762.1587312277406 11035.473391279578 491.10533533990383 8684.3467905521393 4483.6037376970053 38717.445990480483 918.99973950907588 11337.542487733066 1539.3722144961357 33539.678336217999 92143.450721204281 10209.228840574622 40268.508697010577 1125.8370465226471 10796.974207758904 +leaf_count=277399 9783 17315 29215 196016 76573 30510 253 90269 11979 1797 29014 137225 360164 38275 93799 119878 40133 2672 57560 15230 138918 6505 69190 5930 126083 336301 38541 390112 12031 39442 +internal_value=0 0.00242237 -0.00496096 -0.0292467 0.00419543 -0.023131 0.00326731 0.00329574 0.00122942 0.011174 -0.0183883 -0.00230267 0.000541786 -0.000697446 -0.0197222 -0.0162217 0.00494623 -0.00581879 -0.0144537 0.0136617 0.00880003 0.0128543 -0.00749483 0.00526484 0.00542707 0.00463461 0.0085355 0.00144707 -0.00939894 0.00610294 +internal_weight=0 440031 85208.3 20543.7 354823 15518.1 295301 295234 131102 8478.89 14081.4 71126.9 122623 58005.6 13711.1 10718.9 164133 17120.3 11270.5 8021.21 59522 1410.11 15710.2 159264 157725 125683 32041.7 40885.3 13121.3 21832.4 +internal_count=2798112 2080510 781582 717602 1298928 440203 1083437 1083184 479439 29006 115789 665793 450433 516537 409693 315894 603745 116642 86775 27209 215491 9177 107465 586430 580500 462384 118116 399895 149256 79575 +cat_boundaries=0 1 2 +cat_threshold=4 12 is_linear=0 shrinkage=0.1 Tree=91 num_leaves=31 -num_cat=3 -split_feature=3 3 2 3 3 0 3 7 10 0 7 0 8 7 4 4 11 0 4 1 11 3 10 11 1 1 8 3 9 8 -split_gain=3798.9 2355.73 537.553 488.5 382.937 323.52 212.49 181.531 151.547 132.1 124.221 118.325 109.764 107.743 90.344 83.4852 77.1803 76.1933 73.0595 69.7237 70.5256 69.5307 68.271 61.5609 58.4031 57.022 56.9757 56.003 55.8006 52.7388 -threshold=0.98646205905476014 0.12971985069174216 0.039144451947456881 0.99621017927201216 0.30692700075300744 0.0065175396653288746 0.052660107278052572 0.43875000000000003 1.0000000180025095e-35 0.001056572891662834 0.25403225806451618 0.0092588374090391626 118.50000000000001 0.48074074074074075 0.14434523809523811 0.33687943262411352 0 0.00029561080885979243 0.14434523809523811 0.00013755236174905482 1 0.9978693148626302 1.0000000180025095e-35 2 3.2438067296621465e-05 0.00025820737810995116 175.50000000000003 0.029463672593579859 1.0000000180025095e-35 67.500000000000014 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 1 2 2 2 2 2 2 -left_child=1 5 7 10 11 29 27 19 9 -6 16 -4 14 15 22 23 -2 -18 -13 -3 -21 -5 -8 -11 -19 -15 -10 -7 -29 -1 -right_child=3 2 4 21 8 6 12 -9 26 13 -12 18 -14 25 -16 -17 17 24 -20 20 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.0012584460486347549 0.026931118079343466 0.013845564033413997 0.00033024336896914487 0.039796856116354619 0.010869656552074204 -0.038058120226819855 -0.0097691912879826551 0.015049816143316228 -0.0056692077545119615 0.0016313721614570631 0.031098692740321111 -0.0060215310052953719 -0.021768918210780169 0.01351847241885128 -0.02255905229496416 -0.0090009098135463896 0.026867832783991404 0.037624742111751222 -0.014145076404351548 0.0073098807958448132 2.8344187349560766e-05 0.055349987176149335 -0.020393047170501211 -0.0015775041919535951 0.0071013025944271866 0.0029325299500652354 -0.059277721589663782 -0.021973011989179263 -0.039015340368818097 -0.012907883047012401 -leaf_weight=16310.980937093496 5933.7998304069042 7479.8788489289582 27970.83636058867 7146.3930584471673 13734.288187287748 3653.5021570846438 41003.701928749681 24176.096770524979 30970.970749504864 125353.13790450245 10078.231511227787 94136.540040642023 19155.946357652545 5338.6822376251221 8430.3777089491487 10519.534769922495 3136.1716151535511 670.23444799333811 12546.503286644816 25649.898097999394 27628.374504111707 4808.3126955926418 7095.5709613785148 114282.02322095633 9685.9023660644889 108549.83011517674 199.53149534761906 13827.231955230236 2231.2600725740194 5101.6391121149063 -leaf_count=70644 119092 76859 92717 233400 72649 29655 179714 200582 107192 460463 211218 326546 95442 25926 41080 36618 65361 12751 45468 194344 178905 185064 33714 407349 173063 398717 687 85079 13532 23337 -internal_value=0 -0.00210127 0.000322321 0.0289997 -0.000833649 -0.0151422 -0.0176355 0.00772083 0.000689347 0.00124231 0.0220901 -0.00545903 -0.0152269 0.000879096 -0.0130101 -0.000281696 0.0174165 0.0132023 -0.0069769 0.00480458 0.00353529 0.0460525 -0.0113364 0.000101061 0.00907674 0.00342876 -0.00601237 -0.0268834 -0.024341 -0.00403397 -internal_weight=0 745346 628536 41459 543602 116810 95397.6 84934.2 408948 377777 29504.3 134654 75685.6 364043 56529.7 250155 19426.1 13492.3 106683 60758.2 53278.3 11954.7 48099.3 239635 10356.1 113889 31170.5 19712 16058.5 21412.6 -internal_count=4197168 3197219 2625022 999949 1974332 572197 478216 650690 1509601 1401722 581485 464731 349950 1329073 254508 904430 370267 251175 372014 450108 373249 418464 213428 867812 185814 424643 107879 128266 98611 93981 -cat_boundaries=0 1 2 3 -cat_threshold=48 56 56 +num_cat=1 +split_feature=3 3 2 3 0 3 3 7 10 0 11 7 8 1 0 9 4 2 3 0 2 7 8 8 1 8 1 7 8 1 +split_gain=2776.51 1534.88 358.969 344.959 248.477 207.837 139.173 120.19 118.051 92.5229 83.9353 79.6391 73.7544 63.5301 60.5174 54.8654 48.2791 46.6478 42.7173 42.2239 41.5226 41.3752 41.282 40.5729 39.4816 37.8017 35.982 34.6636 39.6853 32.9505 +threshold=0.9887269500000001 0.13325770000000001 0.041605400000000008 0.99680760000000002 0.0070646500000000013 0.32691125000000004 0.051534100000000006 0.41728855721393038 1.0000000180025095e-35 0.25874335000000004 0 0.11324786324786326 63.000000000000007 0.00013875000000000004 0.0017252500000000002 1.0000000180025095e-35 0.14434523809523811 0.010517450000000003 0.9979205000000001 0.0047151500000000004 0.0014907000000000002 0.43875000000000003 79.000000000000014 45.000000000000007 0.00075465000000000005 157.00000000000003 0.0049624500000000011 0.12771739130434787 27.000000000000004 0.00012725000000000003 +decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 4 7 11 23 9 20 13 10 19 14 22 15 -3 -7 16 17 -8 -5 -4 -6 -16 29 27 -9 -15 -19 -1 -29 -2 +right_child=3 2 5 18 6 8 12 24 -10 -11 -12 -13 -14 25 21 -17 -18 26 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 +leaf_value=0.0020140650275480543 0.023109519271772353 0.013357674573510947 0.0017963732808234771 0.04085682276961531 -0.074416641982396101 0.0095589161774423548 0.015345888450315341 0.018953351478026358 -0.0069931438599688108 -0.010029008631939047 -0.00081547745564947139 0.032217409334730412 -0.021198593298070938 0.0031242493044242921 0.0008651670738761344 -0.026996827387098129 -0.021088337539896237 -0.0068362598550916684 0.055581248178209974 -0.0043583741590489692 -0.027180482672583495 0.0051086770281389485 0.031683044184455764 -0.013170175081288059 0.0096997125054198718 -0.034837949673261821 -0.014171617718376946 0.041887815633823294 -0.0092736844655037006 0.011705083748726313 +leaf_weight=8461.358440130949 4198.4587323628366 6754.45038754493 14186.656921699643 3930.1637043301016 189.36058466881514 12522.940931983292 690.48379888385534 8417.609971974045 19416.171139657497 26527.465443059802 113954.83853211254 6725.9629410430789 16137.419471159577 39828.536797702312 72566.340739175677 2609.3806191980839 4896.6836759224534 11855.121737837791 3951.0008528344333 52013.775668635964 10792.438020519912 33622.879283316433 2065.4252001829445 4298.7138360291719 10195.05932598561 264.0448613204062 15340.210902258754 155.67707285284996 5811.1569277793169 6388.3824706971645 +leaf_count=35702 86473 69443 46479 132283 2339 63721 3630 84487 66571 95303 410880 147234 81201 260345 256320 12638 23854 52963 153912 176435 72142 122287 42660 19565 64638 1135 67780 636 25383 119673 +internal_value=0 -0.00218886 0.000297792 0.0305989 -0.0147471 -0.00099102 -0.0177741 0.00708665 0.000498012 -0.00503899 0.00112315 0.0234249 -0.0155958 0.00438575 0.00298391 -0.0130412 -0.0119304 -0.0103222 0.0482385 -0.00303942 -0.027995 0.0022088 0.0187508 -0.00464268 0.0138847 0.00287423 -0.010974 -0.00210201 -0.00793886 0.0162278 +internal_weight=0 491509 410271 27259.4 81238 344811 62511.1 65459.7 252083 92727.9 232667 19378.2 51529.3 46847 118712 35391.9 32782.5 27885.8 7881.16 66200.4 10981.8 106189 12652.3 18726.9 18612.7 40092.6 27195.3 14428.2 5966.83 10586.8 +internal_count=2798112 2115877 1718044 682235 397833 1237996 316547 480048 919779 318217 853208 396040 242066 330923 442328 160865 148227 124373 286195 222914 74481 378607 248806 81286 149125 261480 120743 61721 26019 206146 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 Tree=92 num_leaves=31 -num_cat=3 -split_feature=0 0 0 3 3 0 3 3 3 2 2 0 7 8 4 8 3 10 11 8 11 1 0 3 1 11 8 8 7 8 -split_gain=6394.15 773.389 704.956 266.193 245.916 159.756 159.516 158.005 153.761 136.698 129.414 127.071 113.779 110.935 110.074 93.1718 88.711 86.1412 85.9472 81.6363 79.2312 80.105 70.0034 75.2287 68.7843 63.9569 62.8172 61.9328 61.0267 58.2552 -threshold=0.0082119284793118353 0.027070582057198676 0.0015989199742153816 0.94171345138930196 0.098818615517316188 0.11988279031002896 0.073605989979258185 0.92472820677470235 0.75652455599835966 0.85927092440190056 0.0022219493065895571 0.0041273887758968607 0.45584415584415588 49.500000000000007 0.053489702517162473 202.50000000000003 0.98302003946873462 1.0000000180025095e-35 0 175.50000000000003 1 0.0044481451079654054 0.000428695964045014 0.96778413736806501 0.0048293956416383373 2 46.500000000000007 109.50000000000001 0.63245614035087727 46.500000000000007 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 1 2 2 2 2 -left_child=2 7 17 6 10 8 -4 9 13 18 -3 -8 16 28 -12 20 29 22 -2 -10 21 -7 -1 -24 -15 -11 -20 -23 -6 -5 -right_child=1 4 3 12 5 15 11 -9 19 25 14 -13 -14 24 -16 -17 -18 -19 26 -21 -22 27 23 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.062867037576687337 -0.021309738533481924 0.056892780629798467 -0.0019624610508506687 0.036148150353010271 -0.0033414452884137805 0.0033667873320819344 -0.044324835154015446 0.007098055204613137 0.008359524826440921 0.016961500691972508 0.0087889437359554429 -0.027999936301813806 -0.029839490811792047 -0.0029618409956032273 0.017940780945318008 0.057486928805557752 0.014435762021971771 -0.015398242083728256 0.013674066793434598 0.084820682843034303 0.0042068322242373437 0.0090123601482465388 -0.058625689845717033 -0.041281002985641913 0.010194762855571445 -0.0057648085164653112 -0.011190760102272431 0.017307875262682636 -0.013921007966644541 -0.01445615686949471 -leaf_weight=5359.2107696535531 9822.2709098625928 624.23471148312092 1577.3201325833797 238.95231394656003 25626.23826828599 17305.846336618066 8372.6548029854894 5569.9180661160499 16031.514214210212 2190.4581166356802 50853.746653568 11075.34317499958 2634.2573108635843 6975.9057476595044 17722.227615807205 359.31193175911903 1698.6340159776737 613.08622486307286 1075.9613363109529 140.86423655599356 70455.656732447445 31268.508877396584 4392.3084767560649 5806.2732623123156 9233.5998708158731 2825.5773753710091 18241.885252056643 12637.077864542603 6925.9606815651059 4741.8707779999822 -leaf_count=632913 169043 5292 36447 8340 198538 66861 269919 101042 141335 21955 210513 267785 111849 49279 71627 1254 78267 55790 13418 1012 274302 114627 201411 462088 59189 43044 259410 43466 58040 169112 -internal_value=0 0.00449595 -0.0353014 -0.0263132 0.00643855 0.00463684 -0.0325475 -0.00851931 0.000575843 -0.0110661 0.0115667 -0.0350281 -0.0122395 -0.00222659 0.0111541 0.00663414 -0.0052984 -0.0521647 -0.0136908 0.00902551 0.00649537 0.00912734 -0.0536136 -0.048751 0.0045327 0.00418189 -0.00980077 0.0114 -0.0055924 -0.0120284 -internal_weight=0 305887 46509.9 30339 266161 196960 21025.3 39726.1 64934.1 34156.2 69200.2 19448 9313.71 48761.7 68576 132026 6679.46 16170.9 29140.1 16172.4 131667 61211.4 15557.8 10198.6 16209.5 5016.04 19317.8 43905.6 32552.2 4980.82 -internal_count=4197168 1903247 2293921 941719 1295335 1007903 574151 607912 507393 506870 287432 537704 367568 365046 282140 500510 255719 1352202 441871 142347 499256 224954 1296412 663499 108468 64999 272828 158093 256578 177452 -cat_boundaries=0 1 2 3 -cat_threshold=48 7 3 +num_cat=1 +split_feature=0 0 0 3 4 10 9 3 1 8 2 10 3 8 0 7 7 8 10 8 1 11 8 3 3 8 0 0 2 3 +split_gain=4430.01 609.106 377.508 210.609 152.532 116.283 123.472 111.19 106.922 116.001 93.0541 92.4789 72.2352 70.3278 69.1993 64.8835 62.8218 63.0466 58.9801 58.4131 88.9745 52.5662 51.9267 49.7172 48.0998 47.5359 46.3295 45.7591 56.5115 42.6126 +threshold=0.0059149000000000016 0.021594050000000004 0.0014622500000000002 0.9804961000000002 0.10960960960960962 1.0000000180025095e-35 1.0000000180025095e-35 0.95153605000000019 0.0022990000000000003 83.000000000000014 0.90278685000000014 1.0000000180025095e-35 0.083790900000000015 31.000000000000004 0.0036378500000000002 0.58919961427193834 0.11324786324786326 57.000000000000007 1.0000000180025095e-35 73.000000000000014 0.006027450000000001 0 31.000000000000004 0.038792750000000008 0.82437455000000004 65.000000000000014 0.23306435000000003 0.00045445000000000007 0.030363050000000006 0.86726935000000005 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 +left_child=2 7 18 11 5 8 -7 10 -3 16 13 14 -6 -2 -4 24 23 26 27 22 -21 -12 -14 -10 -15 -17 -18 -1 -29 -16 +right_child=1 4 3 -5 12 6 -8 -9 9 -11 21 -13 19 15 29 25 17 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 +leaf_value=-0.06137429859867926 0.0098185111649139872 -0.0027592746134372835 -0.04034025476611143 0.002236051511188455 0.020398420343570509 0.016947433655194528 0.0022240689176380342 0.010881662743186206 0.023653470022024996 0.02571305478991133 0.018125289722743836 0.00037455576480539907 0.025937117693475745 -0.015545388513257475 -0.032660936969510584 -0.030158865211512044 -0.0074759693166801368 0.007744178251895069 -0.017324731416012165 0.0050575262463878534 0.027283039864381037 -0.012208527977006686 0.0043696258845423467 0.0058633816372942685 -0.0037454820445989275 -0.0078341960251317715 0.0022390298325483953 -0.040222752076220732 -0.058829965054279801 -0.015757290615146632 +leaf_weight=4236.2964625523309 1212.8237869739532 20085.983205180615 8009.1817332860082 1999.110824798001 9071.6440533176064 15319.269762575626 9066.9421176537871 2422.3150013126433 1607.5751455426216 2690.4392834231257 1540.1218467839062 820.13983056694269 1217.3212126269937 10842.65793082118 4017.8964509759098 3894.9125480763614 9480.1820533238351 8785.3437302857637 477.15289751579985 3317.0117478519678 3941.522823177278 897.34395649656653 13455.600161429495 68869.476612817496 5069.7441893406212 1263.0953113734722 10179.779618963599 3859.753739180218 2828.1763196000829 2371.6356627773494 +leaf_count=503974 17295 138810 280711 83625 38891 61822 37107 44471 8869 11962 16231 18746 4993 168921 98071 66493 64906 38948 41027 15452 14784 15128 62262 322543 83580 20541 35190 285425 131026 66308 +internal_value=0 0.00438446 -0.0376253 -0.0282794 0.00652252 0.0051705 0.0114732 -0.0095648 0.00390755 0.00522539 -0.0115683 -0.0322878 0.0128932 -0.0135975 -0.0341483 -0.0149453 0.00466818 0.000701506 -0.0517392 0.00978879 0.0171264 0.00698228 0.00615895 0.00626917 -0.0117859 -0.024692 -0.00244562 -0.0532423 -0.0480913 -0.0263867 +internal_weight=0 204231 28619.3 17218 177088 146085 24386.2 27143 121699 101613 24720.7 15218.9 31003.1 22283.2 14398.7 21070.4 98922.4 28445.3 11401.4 21931.5 7258.53 2437.47 14672.9 70477.1 15912.4 5158.01 19660 10924.2 6687.93 6389.53 +internal_count=2798112 1289199 1508913 547461 856539 720157 98929 432660 621228 482418 388189 463836 136382 356830 445090 339535 470456 139044 961452 97491 30236 31359 67255 331412 252501 87034 100096 920425 416451 164379 +cat_boundaries=0 1 +cat_threshold=3 is_linear=0 shrinkage=0.1 Tree=93 num_leaves=31 -num_cat=2 -split_feature=1 1 3 1 3 1 5 7 3 3 11 1 8 3 3 1 5 8 11 3 4 1 0 2 8 1 8 5 5 4 -split_gain=2659.55 310.202 261.534 227.898 119.351 58.8076 45.4638 59.2355 44.7404 43.4132 41.8099 39.8332 35.3726 34.946 34.5993 74.3633 193.759 357.488 31.1648 29.9825 29.3902 25.673 25.1178 25.115 45.3685 24.9399 24.6368 23.8946 23.4755 28.9057 -threshold=0.003900811069118645 0.00057590345489272408 0.95151961640741767 0.0123545269494908 0.70041566085806051 0.0015046515990509665 0.033060109289617494 0.084119496855345921 0.97524093841415849 0.2184733146437052 0 0.035159312796306408 40.500000000000007 0.98170197876724552 0.96118147580274782 0.00019652965349108921 0.77500000000000013 127.50000000000001 1 0.77807447221747073 0.88194444444444453 0.0016844658420012506 0.20464055779332538 0.021801597283700087 292.50000000000006 0.0017234559159803595 232.50000000000003 0.14907407407407411 0.050641025641025648 0.30094339622641514 -decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 14 5 4 -2 -3 7 9 27 12 25 20 -5 21 -1 16 -16 -18 -14 -7 23 -12 -11 24 -9 -4 -10 -6 29 -8 -right_child=3 2 10 6 8 19 28 11 26 22 13 -13 18 -15 15 -17 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.063215254805639734 -0.015367561789785517 -0.044662224316115245 -0.040391351305658234 -0.020429333966234104 3.1596765609328668e-05 -0.032491382207634166 0.089489966685807068 0.018109573552833633 0.026132192304382514 0.013518374847639326 -0.020803957334298767 0.0053023281175895711 0.016575913155865853 0.019172789700743417 -0.059749704796245653 -0.029409217397656357 -0.075138387269496079 -2.3100007945460632 0.0053594444813526848 -0.015715946575226642 0.64384858153362068 0.010450868292291429 0.0049371638958723681 -0.0098915394794411061 0.75216108900139489 -0.00020808027347806948 0.20621637953395486 0.050365165603479402 0.015536222256765731 0.0014087791968731425 -leaf_weight=2670.7698849916924 6455.7192787020467 3601.2309739314951 350.65612724469975 482.69272310938686 3593.8336020763963 4326.4905669596046 94.493690514937043 307.20538265071809 756.14547775778919 24597.890606403351 562.98130150744691 15145.682858020067 2886.4636103631929 1114.6847508572973 1714.1829854975222 1287.9707670658827 2.0873370951740067 1.0892501771450041 17475.267102917656 1413.4981252322905 0.69386886712163587 492.91196865215898 3960.1767077185214 2937.7881418261677 0.84429296478629012 276.04863344319165 7.6739327721297732 96.857575529254973 6955.6530971657485 61.51087730191648 -leaf_count=448846 383345 458315 65154 5058 169707 393824 1087 10301 38152 247200 71824 118759 26802 161973 691905 369229 912 34 137979 130932 26 38088 57642 91443 28 30064 185 3791 43831 732 -internal_value=0 -0.0356361 -0.0266126 0.00682343 -0.00667948 -0.0346451 0.00879015 0.00799223 0.00591177 0.00979581 0.000210855 0.00314771 0.006326 0.00679211 -0.0549332 -0.0475732 -0.0611956 -0.841472 0.00696026 -0.0283604 -0.00690401 -0.00621358 0.0123284 -0.00704313 0.0201214 -0.0223352 0.0279415 0.00135254 0.0163967 0.0547605 -internal_weight=0 17814.6 12138.5 85816.6 10910.2 9341.22 74906.4 67794.7 4454.51 49402.5 2797.28 18392.2 20844.4 2170.58 5676.1 3005.33 1717.36 3.17659 20361.7 5739.99 3246.53 1055.89 28558.1 3245.84 308.05 626.705 763.819 3690.69 7111.66 156.005 -internal_count=4197168 2861100 1350174 1336068 595180 983071 740888 695238 211835 474681 367103 220557 169839 271885 1510926 1062080 692851 946 164781 524756 101798 109912 304842 101772 10329 95218 38337 173498 45650 1819 -cat_boundaries=0 1 2 -cat_threshold=16 32 +num_cat=0 +split_feature=1 1 3 1 3 1 3 1 0 0 8 3 2 7 2 10 1 5 5 0 0 3 1 8 2 10 0 1 5 2 +split_gain=1827.73 197.102 200.802 145.386 78.5043 42.8041 35.4288 70.8638 30.1043 28.8786 26.7945 26.1984 25.7222 29.8599 21.6917 21.4609 20.9283 21.3982 20.7978 20.0959 19.1226 16.2292 15.9515 15.4233 18.4015 23.7815 21.021 15.7126 15.3573 16.892 +threshold=0.0037158000000000004 0.00057335000000000014 0.95153605000000019 0.012301300000000003 0.66514975000000021 0.0018204500000000001 0.96006965000000011 0.00018815000000000002 0.0090471500000000021 0.0019343500000000003 45.000000000000007 0.98200555000000012 0.23193825000000004 0.05495169082125604 0.012435350000000001 1.0000000180025095e-35 0.55594615000000014 0.55050505050505061 0.41428571428571431 0.18805855000000002 0.00057455000000000017 0.98468335000000018 0.0022990000000000003 117.00000000000001 0.017922850000000004 1.0000000180025095e-35 0.19864990000000002 0.072968400000000017 0.070197044334975381 0.74631990000000015 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 6 5 4 14 -3 -1 -8 -7 -6 12 -4 -5 15 -2 -14 17 23 -11 -16 -13 -9 -22 24 25 -12 -26 -28 -15 -30 +right_child=3 2 11 10 9 8 7 21 -10 18 16 20 13 28 19 -17 -18 -19 -20 -21 22 -23 -24 -25 26 -27 27 -29 29 -31 +leaf_value=-0.064100397281495747 0.025663919568915596 -0.042886572547732905 -0.010136304918540697 0.0090389100633136155 0.028398710392728746 -0.011044817070322968 -0.060384870150111437 -0.040821674216710083 -0.032697815725253092 0.00094926890900899467 0.03118792558933178 0.036891441733996382 0.0093164639927998793 -0.0094006544043344926 -0.010269800069012893 -0.01123343058398457 0.0070647536449467523 0.042995727328516954 0.08289552169596176 -0.024519430413711144 -0.0030453196540386009 -0.014580443004134792 0.031712223664583178 -0.0085461041253891371 0.017518748417557031 -0.013099571112144208 -0.002653394368943204 0.011829569883748579 0.0087479951792591281 0.10690942524920553 +leaf_weight=1753.4410768453963 128.16840823180974 3261.9473314955831 868.19828078662977 26210.674345891923 489.81831887830049 896.29824332939461 1320.8300598654896 389.79029480041936 2263.8492900524288 2575.7095596753061 1115.166464637965 261.12030783761293 4313.9039750415832 2201.9488606248051 2412.7605149894953 576.05531345494092 4676.2573677450418 268.0715324729681 31.348254759795964 1677.9872399605811 548.80586001160555 596.12945006566588 173.87142975954339 285.37401860672981 5120.9713437985629 136.04009016230702 1064.0686306208372 2530.5942017063498 270.39905869588256 18.746053773909807 +leaf_count=303749 10314 398472 81970 203821 20167 71341 543211 75626 195570 108495 10667 35908 64424 39037 128011 11445 15124 1442 1238 105140 71575 187424 12676 2279 51980 1406 25948 16303 3033 316 +internal_value=0 -0.0353404 -0.0264852 0.00717547 -0.00597046 -0.034851 -0.0533862 -0.045242 -0.0265565 0.00612032 0.0091467 0.00252449 0.00757047 0.00235591 -0.0148457 0.00689561 0.012631 0.0151051 0.00193462 -0.0161149 0.0136976 -0.0249551 0.00531712 0.0143758 0.0150322 0.0263727 0.0134041 0.00754242 -0.00655543 0.0151121 +internal_weight=0 12334.3 8274.09 56104.1 7315.79 6422.09 4060.19 2306.75 3160.15 3096.88 48788.3 1852 33591.7 7381.05 4218.92 4889.96 15196.5 10520.3 2607.06 4090.75 983.798 985.92 722.677 10252.2 9966.84 1251.21 8715.63 3594.66 2491.09 289.145 +internal_count=2798112 1977522 867512 820590 373365 665383 1110010 806261 266911 129900 447225 202129 322076 118255 243465 75869 125149 110025 109733 233151 120159 263050 84251 108583 106304 12073 94231 42251 42386 3349 is_linear=0 shrinkage=0.1 Tree=94 num_leaves=31 -num_cat=4 -split_feature=2 2 1 2 1 6 2 8 0 3 8 1 8 0 8 3 2 1 7 6 7 0 4 11 3 11 11 1 11 8 -split_gain=2179.73 638.927 374.728 288.002 191.319 189.224 126.594 118.707 102.285 97.557 91.9737 88.2089 87.1869 80.6467 78.3503 71.1213 70.0982 65.1362 63.6889 63.3545 61.0955 59.9165 59.6518 57.4394 53.0254 50.7897 47.1336 46.5025 45.1196 45.0921 -threshold=0.010724970499964633 0.083764009784770457 0.01910334858072003 0.0023110085432641579 0.01093800148981444 0.37689393939393945 0.26279074521453255 100.50000000000001 0.012151601271849591 0.16356378963496132 73.500000000000014 0.0013124389586386177 115.50000000000001 0.057222249608581986 115.50000000000001 0.10844812046708716 0.019822284246409503 0.0016476527175484838 0.25403225806451618 0.3816526610644258 0.54257246376811608 0.071782454800452838 0.53589743589743599 0 0.16356378963496132 1 2 0.0028901651951811582 3 43.500000000000007 -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 1 2 1 1 2 1 2 -left_child=3 2 8 -1 10 6 14 16 12 17 18 29 28 -11 21 22 -4 -10 26 20 -17 -3 -7 -13 -23 -21 -5 -27 -2 -8 -right_child=1 5 7 4 -6 15 11 -9 9 13 -12 23 -14 -15 -16 19 -18 -19 -20 25 -22 24 -24 -25 -26 27 -28 -29 -30 -31 -leaf_value=-0.045645308487438946 0.0050936042603863616 0.0032497847459669544 -0.027916490196893431 -0.019356135380776796 -0.044031524362699193 0.014171069116718948 -0.0057196899967198334 -0.030821643887732855 0.047629902757854226 -0.0057008966191880381 -0.029117553451792039 0.0049935054585473421 -0.0079396883706724704 -0.018833453235096262 -0.0044187087160619124 0.01630234994643839 -0.0099977885653799187 0.0014323427811123452 -0.02224935679152238 -0.00055023127276135591 0.16630572354549714 0.0045800503908617922 -0.079270038194445266 0.0017113424991104316 -0.0034680378424668647 0.010966329676308305 -0.0051491292808411139 0.0046392286156868648 -0.00049337109959741771 0.0069399067626443531 -leaf_weight=5574.0704039108241 24012.297590006085 75062.178702637553 2532.5533704087138 3319.8339818157256 3043.6912451777607 17883.097951620817 2902.6344960778952 4362.0016141831875 321.32138395309448 13063.462939187884 5070.2609112567734 84490.955535873771 11024.739732524205 7283.2174203246832 27105.006650663912 61.693012416362762 15826.633844770491 6082.9304282628 5838.5706583280116 8798.2197578251362 48.496729597449303 10972.838939249516 68.581972390413284 144604.13788099587 32239.281208470464 22779.070214778185 7906.122335575521 23704.469425536692 36295.556283770129 91716.490214303136 -leaf_count=335124 216269 338738 30869 101025 51662 68786 9576 45580 1736 106005 164920 275999 139795 47736 141348 221 112390 41214 191589 31645 168 44903 248 470166 142524 81132 224724 83571 386661 310844 -internal_value=0 0.00215586 -0.00442106 -0.0250776 -0.0205243 0.00362059 0.00288206 -0.0159928 -0.00174045 -0.00701375 -0.0172919 0.00398296 0.000237128 -0.0104018 0.000430707 0.00834406 -0.0124696 0.00375022 -0.0137782 0.00657131 0.0823219 0.00154205 0.0138141 0.00292211 -0.00142439 0.00642032 -0.00937237 0.00773813 0.00173191 0.00655155 -internal_weight=0 663242 120805 30752.5 25178.5 542437 469094 22721.2 98083.5 26750.9 22134.8 323714 71332.6 20346.7 145379 73343.6 18359.2 6404.25 17064.5 55391.9 110.19 118274 17951.7 229095 43212.1 55281.8 11226 46483.5 60307.9 94619.1 -internal_count=4197168 3128124 1128255 1069044 733920 1999869 1734098 188839 939416 196691 682258 1066585 742725 153741 667513 265771 143259 42950 517338 196737 389 526165 69034 746165 187427 196348 325749 164703 602930 320420 -cat_boundaries=0 1 2 3 4 -cat_threshold=48 8 48 3 +num_cat=3 +split_feature=2 2 1 2 6 1 2 0 8 8 2 3 8 0 3 11 8 8 1 3 10 0 11 8 10 11 8 3 1 8 +split_gain=1546.06 445.49 262.127 213.782 153.852 134.606 105.201 75.2813 74.3674 60.8218 57.1729 56.3915 62.1305 56.2323 57.7786 61.2087 54.3236 48.9404 50.0337 48.7829 44.4372 44.1876 41.7154 37.0534 35.9004 35.548 35.0593 32.6889 31.8044 31.7793 +threshold=0.0089131000000000019 0.059201500000000011 0.0056436000000000012 0.0021883500000000004 0.37689393939393945 0.0098090000000000017 0.27863950000000004 0.0087346500000000018 67.000000000000014 77.000000000000014 0.0040341000000000014 0.15383465000000002 77.000000000000014 0.0060994000000000005 0.068375250000000012 0 31.000000000000004 91.000000000000014 0.0010430500000000002 0.065702100000000013 1.0000000180025095e-35 0.10838450000000001 1 27.000000000000004 1.0000000180025095e-35 2 51.000000000000007 0.86726935000000005 0.0011704000000000003 157.00000000000003 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 1 2 2 2 2 +left_child=3 2 9 -1 6 10 7 25 22 13 -5 -9 21 20 15 28 -8 18 -18 -6 -2 -13 27 -21 -19 -3 -12 -4 -15 -25 +right_child=1 4 8 5 19 -7 16 11 -10 -11 26 12 -14 14 -16 -17 17 24 -20 23 -22 -23 -24 29 -26 -27 -28 -29 -30 -31 +leaf_value=-0.046694124671926948 0.0011267133941291261 0.0065405471295157912 -0.010585053520881481 -0.026752386320178248 0.018071257635776671 -0.047384597562589725 -0.0024573204238169701 0.0051175548775338284 -0.030076268301714122 -0.010439610935835703 -0.0098895863265029086 0.001069497832760919 -0.0090659414221853623 0.10982097436611454 -0.0095355360468521652 -0.017744402286753575 0.0073436516438040618 -0.0054686968039281102 0.0036722557657227484 -0.016095895308540633 0.019781660706488607 -0.0049877346255260812 -0.016462709359589739 0.0078313723583463765 -0.043623910556889627 0.00077379982031483367 -0.02533343059796956 0.0094542061100250478 0.027845373182791861 0.062968763266812389 +leaf_weight=4159.2144634751603 28184.102851178497 21306.782790824771 2465.9701383784413 4671.1162651584018 4950.375929273665 1732.4150694161654 12100.995487719774 10661.897310309112 3181.2134889401495 6785.8500685603358 7074.0150617193431 32124.698985464871 12485.488590933383 51.418457686901093 8513.0728777907789 348.52404807507992 49919.466821312904 1928.3746571093798 144761.86704458296 649.57817326486111 1337.5017361454666 19266.406137444079 9910.9159232079983 44516.646259121597 282.7583281993866 21463.389664582908 1855.462045181077 1215.1483903825283 594.9295772574842 104.77860572934151 +leaf_count=254984 314230 98183 19618 193007 20681 30856 39036 47808 35641 92114 185254 146938 68112 298 68213 2615 170711 6478 469977 2332 14358 86263 85007 163094 945 112645 53501 10727 4078 408 +internal_value=0 0.00219512 -0.00561719 -0.0265864 0.00349374 -0.021132 0.00270071 0.00030408 -0.0163128 -0.00170148 -0.017788 -0.00161485 -0.00273858 -0.000182227 -0.00687064 0.0159328 0.00404595 0.00444564 0.00461366 0.00864628 0.00197189 -0.00120134 -0.0130914 0.00761566 -0.010348 0.00364833 -0.0130987 -0.00395928 0.0338431 0.00796084 +internal_weight=0 439112 62588.6 19492.2 376524 15333 326302 117309 16773.2 45815.4 13600.6 74538.5 63876.6 39029.5 9507.94 994.872 208993 196892 194681 50221.4 29521.6 51391.1 13592 45271 2211.13 42770.2 8929.48 3681.12 646.348 44621.4 +internal_count=2798112 2080510 646899 717602 1433611 462618 1247096 559949 150993 495906 431762 349121 301313 403792 75204 6991 687147 648111 640688 186515 328588 233201 115352 165834 7423 210828 238755 30345 4376 163502 +cat_boundaries=0 1 2 3 +cat_threshold=3 2 3 is_linear=0 shrinkage=0.1 Tree=95 num_leaves=31 -num_cat=3 -split_feature=3 3 2 3 3 0 7 10 0 3 0 0 3 1 11 7 8 1 8 11 4 4 0 2 7 11 8 9 8 8 -split_gain=2957.92 1971.66 498.348 346.95 324.6 283.542 169.106 127.445 109.419 108.04 105.331 102.812 97.9624 92.6848 84.2814 83.5728 80.663 70.5425 70.4533 70.3534 69.9559 56.3376 52.1208 49.2124 49.21 48.1791 47.9559 47.6566 46.2983 46.0615 -threshold=0.98913714132130448 0.12230334144234294 0.039144451947456881 0.99686702585834996 0.30692700075300744 0.082075828296617581 0.43875000000000003 1.0000000180025095e-35 0.0092588374090391626 0.044111037925337951 0.0013445536481739206 0.00029561080885979243 0.055168332788642034 0.00023861473188478038 0 0.48074074074074075 118.50000000000001 0.000125216287689798 118.50000000000001 1 0.33687943262411352 0.4188596491228071 0.0040113765134204204 0.001637121027538761 0.25403225806451618 2 175.50000000000003 1.0000000180025095e-35 94.500000000000014 73.500000000000014 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 -left_child=1 5 6 11 8 9 17 10 -4 -1 -6 -2 23 29 -13 20 22 -3 -10 -19 25 -20 -11 -7 -16 -15 -9 -25 -8 -12 -right_child=3 2 4 -5 7 12 28 26 18 16 13 14 -14 15 24 -17 -18 19 21 -21 -22 -23 -24 27 -26 -27 -28 -29 -30 -31 -leaf_value=-0.021225507953435592 0.032843668312266455 0.013376418865844036 0.00050906883062586355 0.046421828703712469 0.0080440256042048509 -0.0681442386282433 0.012121320968515134 -0.0051614165549658374 -0.0048366303805736852 0.00075486050411058194 0.0054706428805488738 0.00060869760035303427 -0.016840216240126261 -0.0024573336927699511 0.017350686146986569 0.0027211202284387632 -0.015429311992505383 0.0069359313499325649 -0.0094374544669644511 -7.9552037106528231e-05 -0.0087644450425796057 -0.027839701950669427 -0.0075750059327633155 -0.023025740729712307 0.02957039399287233 0.00071364116357918871 -0.054113156038920064 -0.038855074126422723 0.023310474539616932 0.018770603149379016 -leaf_weight=6309.902716204524 7285.1168751884252 7873.5724259382114 29712.397800534964 8431.5611029565334 21071.816180020571 278.90604981780052 21476.88250830397 30982.869418814778 83150.56284725666 10715.045343562961 13452.101354368031 2258.1624749787152 41565.480442225933 69892.717551529408 9940.5717087555677 107118.19970607758 9545.3043296784163 27430.340287274681 27198.67673613131 29847.211008496583 10171.937591128051 1772.0175400972366 25125.620853409171 11226.89357945323 4930.0121046081185 152323.71599826962 201.42802613973618 2289.8706416785717 4467.2262366823852 3229.0320238023996 -leaf_count=37402 185097 88829 99265 336489 107622 3597 192184 107192 288196 45927 61050 48675 202309 242450 212442 392627 45982 222966 100779 206253 34928 7031 111585 77681 118217 545590 687 14887 41774 17455 -internal_value=0 -0.00172772 0.000369248 0.028933 -0.000764896 -0.0142906 0.00722025 0.000666326 -0.00488644 -0.00896487 0.00117418 0.0228931 -0.0192637 0.000767769 0.018661 0.000410205 -0.0072603 0.00450137 -0.00631626 0.00328137 -0.000654999 -0.010563 -0.00508468 -0.0265653 0.0213875 -0.00028379 -0.00547761 -0.0257074 0.0140479 0.00804517 -internal_weight=0 748430 641373 32845.4 550277 107057 91095.2 408444 141834 51695.9 377260 24413.9 55361.2 356188 17128.7 339507 45386 65151.1 112121 57277.6 232388 28970.7 35840.7 13795.7 14870.6 222216 31184.3 13516.8 25944.1 16681.1 -internal_count=4197168 3296248 2756878 900920 2004872 539370 752006 1509601 495271 240896 1401722 564431 298474 1294100 379334 1215595 203494 518048 396006 429219 822968 107810 157512 96165 330659 788040 107879 92568 233958 78505 -cat_boundaries=0 1 2 3 -cat_threshold=4 56 3 +num_cat=0 +split_feature=3 3 0 3 0 1 3 7 3 3 0 0 0 7 7 0 10 8 8 8 8 7 8 2 2 0 1 8 0 1 +split_gain=2157.86 1259.77 323.287 249.735 221.615 181.241 124.497 100.205 84.4381 82.0917 73.5137 64.6218 60.4445 59.9146 57.5079 50.5164 48.9874 48.4589 48.3194 44.9544 52.6432 41.8909 41.0828 44.4159 39.3393 41.1027 38.3772 36.7257 36.5803 36.4926 +threshold=0.99065520000000007 0.13325770000000001 0.0017733500000000001 0.99702130000000011 0.082685850000000019 0.00039715000000000003 0.27546290000000001 0.43875000000000003 0.035131550000000004 0.068375250000000012 0.00046775000000000001 0.25874335000000004 0.0051345500000000007 0.25357142857142861 0.80322580645161301 0.80545445000000016 1.0000000180025095e-35 79.000000000000014 33.000000000000007 386.00000000000006 81.000000000000014 0.43019480519480524 31.000000000000004 0.060952800000000008 0.0014907000000000002 0.9014118000000001 9.6450000000000013e-05 93.000000000000014 0.0013035500000000003 3.9050000000000007e-05 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 4 10 13 8 14 11 16 28 24 -3 17 -10 -2 26 -11 21 -7 29 20 -18 -8 -9 -24 -6 -26 -4 -25 -1 -12 +right_child=3 2 5 -5 9 6 7 22 12 15 18 -13 -14 -15 -16 -17 19 -19 -20 -21 -22 -23 23 27 25 -27 -28 -29 -30 -31 +leaf_value=0.026769092587776835 0.018735679497389857 0.017740010995211344 0.018563716930114889 0.046498378498867891 -0.073201294359467928 -0.0010100199442425104 -0.0010261960981309331 -0.0081331463008747686 -0.0020745227435473726 -0.017395164453470741 0.031215152110332496 -0.009366639464671386 -0.010172923152146976 0.031770754007186923 0.015866104375499884 -0.0048104947031373559 -0.0072643058602300404 -0.0080714200704222715 0.01290161911322002 -0.12509606921518898 0.018650243323426314 -0.076781359750562189 0.0087744942580548334 0.002352264343363383 -0.028657825221959466 -0.016001289986754447 0.003559404779053232 -0.019695561149986995 -0.029039656011392741 0.0043712323137243981 +leaf_weight=123.66906252503395 10263.280873866752 6426.3571549281478 1831.9482356645167 6530.2881823200732 170.49946361780167 35132.889809504151 158385.45098541304 3380.1503090970218 14773.458717674017 22331.488239571452 513.48632793501019 23331.787300005555 24501.385151766241 5371.7887879926711 5473.0315780974925 3721.2044654637575 18670.421874001622 13434.570672392845 9005.1118818931282 31.839967682957649 818.24393791332841 73.02907557785511 11778.797122716904 62308.915979847312 8487.430820055306 3677.758449010551 24536.747792690992 764.78100794553757 2334.4303995892406 36811.259739529341 +leaf_count=662 227925 78323 14973 263943 2339 119864 579113 12435 63527 104086 6404 86320 112991 134605 29858 18725 70997 48582 74206 119 3228 249 68834 212989 51516 30020 119163 2655 13967 245494 +internal_value=0 -0.00182129 0.000406377 0.0300741 -0.0132961 -0.000665109 -0.00136413 -0.000332249 -0.00825197 -0.0187797 0.00771707 -0.00504124 -0.00712666 0.0232142 0.00653795 -0.0155976 -0.00164341 -0.00296332 0.0063268 -0.00637024 -0.00617627 -0.00106111 0.00265063 0.0031376 -0.0255001 -0.0248315 0.00460182 0.00208493 -0.0262319 0.00474053 +internal_weight=0 492830 412709 22165.4 80121.3 359953 328111 256212 41732.9 38388.4 52756.2 71899.2 39274.8 15635.1 31841.7 26052.7 177979 48567.5 46329.9 19520.5 19488.7 158458 78232.6 74852.5 12335.7 12165.2 26368.7 63073.7 2458.1 37324.7 +internal_count=2798112 2171639 1773806 626473 397833 1369379 1205385 950619 191147 206686 404427 254766 176518 362530 163994 122811 653706 168446 326104 74344 74225 579362 296913 284478 83875 81536 134136 215644 14629 251898 is_linear=0 shrinkage=0.1 Tree=96 num_leaves=31 -num_cat=3 -split_feature=0 0 0 3 4 3 10 0 1 8 9 11 11 2 3 2 10 2 11 0 0 3 1 8 8 8 0 3 8 1 -split_gain=5486.64 701.941 601.144 258.802 219.377 155.214 150.925 142.934 138.287 148.428 137.14 111.524 107.192 98.1235 97.7394 102.566 85.1421 85.134 83.3672 81.7745 68.5239 77.1735 65.2065 110.061 66.5146 64.1561 62.8494 57.0021 55.155 54.2946 -threshold=0.0075304637768320434 0.024261486362520103 0.0015989199742153816 0.98302003946873462 0.10960960960960962 0.94962632577663153 1.0000000180025095e-35 0.0034964886990419778 0.0021174941753325841 124.50000000000001 1.0000000180025095e-35 0 1 0.95268957704345614 0.91883611914952035 0.85095039501429082 1.0000000180025095e-35 0.79466548006524318 2 0.9037305792543332 0.000428695964045014 0.96778413736806501 0.0030392575083699499 97.500000000000014 46.500000000000007 46.500000000000007 0.099166848876623456 0.19440876076710989 100.50000000000001 0.001374524572574372 -decision_type=2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 5 16 7 6 11 8 -4 -3 12 -8 28 -10 25 15 -9 20 19 -17 22 -1 -22 -6 24 -24 -13 -14 -26 -2 -27 -right_child=1 4 3 -5 17 -7 10 14 9 -11 -12 13 26 -15 -16 18 -18 -19 -20 -21 21 -23 23 -25 27 29 -28 -29 -30 -31 -leaf_value=-0.061612660545742895 -0.023176545465294501 -0.0037993911931723766 -0.038022744855600352 0.0072501459064771723 0.0016471805635416129 0.013133544490629477 0.014830190552742907 -0.032211499734900263 0.0065865747196764413 0.022543270594373194 0.0022883251442465569 0.013590778543347446 -0.0036932231709732189 0.040349586544524391 -0.01032447444440756 0.016374079794976678 -0.013306351879833559 0.030972001777855709 -0.025167423678915363 0.026898699298400115 -0.057411249074167885 -0.03932035990183428 0.024720990921429608 0.020126090288567881 0.010848292932919347 -0.016082000834786378 0.0028101748799165393 0.00039909380234944117 -0.0065369540053108136 -0.0055189046608863368 -leaf_weight=4890.6492236348568 8357.7780703753233 24587.167068529874 9677.9352566218004 2203.7758451183327 7985.1740566454828 2920.2318622283638 23398.441061586142 8959.0868009328842 72089.509477701038 4317.1060090214014 13896.415992900729 1315.2350262664258 19170.416706781834 430.30607995763421 4607.5191419534385 857.59169583581388 592.70424620690756 2221.7379935011268 1082.8096917755902 2988.2053397074342 4127.8787867419887 5499.6797273247503 2119.7053227499127 10619.593357931823 11580.902528878301 7425.0029336772859 66090.565946981311 9505.9119558148086 2615.4267773870379 14118.978922018781 -leaf_count=632913 158270 178665 370092 106565 39808 60227 95655 229404 338942 19836 58128 16871 179954 4507 142834 17196 55790 14303 26935 17634 201411 462088 8060 40456 40539 115879 265678 48080 45945 204503 -internal_value=0 0.00388585 -0.0344451 -0.0256112 0.00565628 -0.00899715 0.00435037 -0.0284867 0.00318767 0.0042503 0.010157 -0.0108834 0.00374841 -0.0069569 -0.0225352 -0.027697 -0.0504568 0.0118649 -0.0068528 0.0109173 -0.0519735 -0.0470769 0.00977516 0.0116939 0.00783521 -0.00785045 0.00134777 0.00613781 -0.0191931 -0.00915941 -internal_weight=0 307754 42499.6 27388.7 270571 37183 223550 25184.9 186255 161668 37294.9 34262.7 157350 23289.5 15507 10899.5 15110.9 47021.2 1940.4 44799.5 14518.2 9627.56 41811.3 33826.1 23206.5 22859.2 85261 21086.8 10973.2 21544 -internal_count=4197168 1951940 2245228 893026 1345738 606202 1136858 786461 983075 804410 153783 545975 784574 341760 416369 273535 1352202 208880 44131 194577 1296412 663499 176943 137135 96679 337253 445632 88619 204215 320382 -cat_boundaries=0 1 2 3 -cat_threshold=48 7 3 +num_cat=0 +split_feature=0 0 0 3 4 3 10 9 1 8 2 0 3 8 10 7 8 10 8 7 8 8 2 3 0 2 3 8 8 1 +split_gain=3801.04 504.392 351.895 197.552 126.033 93.8011 92.4753 103.615 85.8054 95.8333 80.7299 76.4483 62.3829 59.117 58.74 58.0547 54.0718 52.5523 52.2401 69.0495 47.8896 45.9375 45.3261 56.4049 44.7328 55.5844 44.3817 43.9925 43.7916 71.5211 +threshold=0.0059149000000000016 0.022430050000000003 0.0014622500000000002 0.96447525000000012 0.10960960960960962 0.96006965000000011 1.0000000180025095e-35 1.0000000180025095e-35 0.0021955500000000005 83.000000000000014 0.93645295000000017 0.0033408500000000007 0.042252600000000008 31.000000000000004 1.0000000180025095e-35 0.64400921658986188 31.000000000000004 1.0000000180025095e-35 57.000000000000007 0.12771739130434787 67.000000000000014 77.000000000000014 0.8604925000000001 0.84700560000000014 0.00041645000000000001 0.030363050000000006 0.98339625000000008 21.000000000000004 65.000000000000014 0.0041639000000000008 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 5 14 11 6 10 8 -8 -3 16 13 -4 -6 -2 24 17 -10 -15 19 -18 -17 -20 23 -13 -1 -26 -5 -28 -14 -30 +right_child=1 4 3 26 12 -7 7 -9 9 -11 -12 22 28 15 -16 20 18 -19 21 -21 -22 -23 -24 -25 25 -27 27 -29 29 -31 +leaf_value=-0.060600671372029048 0.0085886983716036615 -0.0027389822653358536 -0.04097671488448229 -0.015746698749371273 0.028073845601140169 0.013706672120549055 0.015272637090089343 0.0017713047650173527 0.0129974853566798 0.023128937002705793 0.015853916329240082 -0.037034744641493061 0.0076302971357740433 -0.011550466551168211 -0.015005493684586197 -0.026988471364434288 0.0039792843522082214 0.0067399592563691093 0.017132498066771498 -0.003375828898862461 -0.0051876880819399958 0.005433080878944477 -0.0055065280942618727 -0.017316516189826901 -0.039090841814172793 -0.057721465217176041 0.26819102515975896 0.0050888772614388145 0.0048887727851576 0.022485555517527511 +leaf_weight=3566.488379226299 1407.2484783865511 18579.999662913382 5948.7146729994565 2258.5509074162692 2158.3724715858698 1763.2130301520228 15328.583129003644 9034.4075096771121 6448.0483556315303 2730.8819790706038 1143.5196514390409 3469.5859586726874 18903.150277655572 16337.32336431928 459.11917488789186 4074.4691852703691 44123.015912670642 1737.9972215071321 3825.5493454113603 17959.025806192309 1338.6766610220075 27350.777446579188 972.43511874228716 2493.1563874650747 3915.6719653185573 2709.4941593399271 6.3812122363597146 1559.3966554787476 3705.5968784838915 6131.8718142956495 +leaf_count=471975 19495 128794 214279 83123 11833 32451 61276 36729 28641 12021 13253 88320 82892 266233 41027 70453 214606 19690 17099 92240 21716 119215 22842 70243 314271 134179 269 68385 17303 23259 +internal_value=0 0.0039033 -0.0357902 -0.0267353 0.00587765 -0.00861487 0.00464494 0.010266 0.00351332 0.00464735 -0.0101263 -0.0326595 0.0116776 -0.0113197 -0.0499948 -0.0125124 0.00414116 -0.00979179 0.00352882 0.00185161 -0.0215971 0.00686868 -0.0255253 -0.0287901 -0.0515711 -0.0467102 -0.00677707 0.00616113 0.0104462 0.0158572 +internal_weight=0 204082 27359 16708.2 176279 27802.4 145380 24363 121017 102437 26039.2 12883.9 30899 24895.7 10650.8 23488.5 99706.4 18075.3 93258.4 62082 5413.15 31176.3 6935.18 5962.74 10191.7 6625.17 3824.33 1565.78 28740.6 9837.47 +internal_count=2798112 1289199 1508913 547461 845908 443291 710621 98005 612616 483822 410840 395684 135287 397587 961452 378092 471801 285923 443160 306846 92169 136314 181405 158563 920425 448450 151777 68654 123454 40562 is_linear=0 shrinkage=0.1 Tree=97 num_leaves=31 -num_cat=3 -split_feature=1 1 3 1 3 1 3 3 1 1 3 1 11 1 11 8 0 2 2 2 8 8 3 8 5 7 0 11 0 5 -split_gain=2303.9 291.175 247.682 189.399 106.09 53.4793 44.622 39.781 55.472 47.2183 38.5297 71.3512 36.2639 34.7892 34.4069 30.7036 30.0635 31.305 28.5533 27.4642 27.3293 26.9595 63.028 25.4555 25.3551 27.1979 24.5176 24.1592 24.1006 23.7454 -threshold=0.003900811069118645 0.00057590345489272408 0.92180138740876971 0.0123545269494908 0.89209142122455076 0.0014731593653562038 0.97702388399825313 0.91262929911222035 0.048572423354899981 0.63414676870345377 0.96118147580274782 0.00019652965349108921 0 0.0016844658420012506 1 82.500000000000014 0.11988279031002896 0.015323723475828306 0.81387133466728434 0.015323723475828306 85.500000000000014 292.50000000000006 0.037535029648553549 73.500000000000014 0.13961038961038963 0.10263157894736843 0.0031050087009554831 2 0.00077172324678339774 0.77500000000000013 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 -left_child=1 10 5 4 16 -3 13 8 18 15 -1 29 -8 -4 -11 -10 -2 -18 19 21 -17 -5 -23 27 25 -21 -7 -6 -14 -12 -right_child=3 2 6 7 23 26 12 -9 9 14 11 -13 28 -15 -16 20 17 -19 -20 24 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.062367529610783838 -0.0067504456630717692 -0.044974170729568858 -0.028103082874836805 0.026923248708654375 -0.0066783769994984274 -0.0036821831772699434 -0.0098030412351596766 0.020889748496811841 0.0088971784595488681 -0.0014150549972620674 -0.058393579887881741 -0.027244226059266127 0.041713080269126332 0.00029981552404184994 0.0081504753882578815 0.062328973054754933 0.021398973940802923 -0.021468071821302451 0.024691171786459749 0.0023627091717101267 0.014242437826470521 1.1218576318420825 -0.008064444085748055 0.0298338692295958 0.023785458629352125 -0.0080525261871675601 -0.030244596857379021 0.015240295514622576 0.0097327038098563665 -0.21863029194016168 -leaf_weight=2500.5961522539146 4901.4895480982959 3062.338497503195 866.02547807525843 324.47618906758726 857.18459217622876 373.98114429460838 650.49801490339451 2340.4881426729262 31822.403677541763 6467.8756193071604 1576.5050281160511 1230.6407734090462 350.09602576098405 858.9613918447867 8975.0475532710552 119.29771781340241 180.25386444525793 3103.6214222600684 516.13236716575921 7771.1771565303206 12729.783554293215 0.75064326543360893 1.4420571811497209 581.35072213597596 428.22372253797948 3701.4700818760321 4905.6750283646397 1195.7971313139424 720.82808071235195 9.3027220498770458 -leaf_count=448846 257796 402233 122003 11659 44307 35778 113977 47218 229612 20679 691905 369229 55738 71274 28662 730 15955 200044 13367 195485 79223 27 44 25901 7881 106301 463950 51177 85221 946 -internal_value=0 -0.0339064 -0.0251442 0.00627713 -0.00609347 -0.034461 -0.00259289 0.00805703 0.00764479 0.00891524 -0.0533333 -0.0453122 0.00879755 -0.0139598 0.00414856 0.0105631 -0.011711 -0.0191151 0.00165185 0.00067935 0.0146889 0.0292848 0.37875 0.0113612 -0.000105846 -0.000997604 -0.0283631 0.00613026 0.0200007 -0.0593336 -internal_weight=0 17105.4 11788.4 86018.3 10819.7 8341.99 3446.41 75198.6 72858.1 60114.4 5317.04 2816.45 1721.42 1724.99 15442.9 44671.5 8185.36 3283.88 12743.7 12227.5 12849.1 326.669 2.1927 2634.33 11900.9 11472.6 5279.66 2052.98 1070.92 1585.81 -internal_count=4197168 2861100 1350174 1336068 595180 901961 448213 740888 693670 358906 1510926 1062080 254936 193277 49341 309565 473795 215999 334764 321397 79953 11730 71 121385 309667 301786 499728 95484 140959 692851 -cat_boundaries=0 1 2 3 -cat_threshold=48 10 48 +num_cat=0 +split_feature=1 1 3 1 3 0 3 1 3 1 1 2 5 3 1 3 1 8 2 0 0 1 2 6 8 8 0 5 3 0 +split_gain=1583.09 163.166 192.16 147.288 82.1948 37.6541 32.8163 61.9681 31.5691 31.081 24.5097 24.0867 23.8492 24.3556 33.4195 23.5288 20.1052 18.7555 19.0398 18.5119 18.948 18.3737 18.7746 17.9747 32.9609 68.259 75.0859 17.9718 17.8492 17.0526 +threshold=0.0032450500000000006 0.00052315000000000011 0.92320885000000008 0.011733500000000003 0.66514975000000021 0.0018230500000000003 0.96157435000000013 0.00015125000000000002 0.97891850000000014 0.0013466500000000002 0.0015109500000000003 0.012848450000000003 0.033060109289617494 0.90097270000000018 0.033432150000000008 0.023572400000000004 0.65175950000000016 51.000000000000007 0.0098395000000000028 0.0057457500000000009 0.0041960500000000006 0.0064273500000000009 0.88961685000000013 0.051315789473684217 25.000000000000004 23.000000000000004 0.00054145000000000007 0.41428571428571431 0.042252600000000008 0.0043229500000000008 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 6 9 4 11 23 -1 -8 27 -3 -7 -2 13 14 -5 19 -16 -12 -19 20 -11 -13 -23 -4 25 -25 -27 -6 -24 -17 +right_child=3 2 5 12 8 10 7 -9 -10 15 17 21 -14 -15 16 29 -18 18 -20 -21 -22 22 28 24 -26 26 -28 -29 -30 -31 +leaf_value=-0.064006005045169789 0.02561273917563749 -0.046391795620152818 0.017005564783719049 -0.0002526546671370097 0.00019686445952409303 -0.029458135988937741 -0.061650051194059134 -0.026991317656527288 0.027844433863805848 0.057623125102667087 -0.0095551747447772117 -0.023193970314931131 0.01501211591559368 0.018493222638071467 0.0094057719545185148 -0.014050856522277203 0.0038870451696042135 0.10650744495186633 0.012904919468683411 0.016214349332132848 0.40557384911469518 -0.01214642181539502 -0.031565161588692346 -0.075462241440601624 -0.02066391027534498 3.4767301969827926 0.44123196535477049 0.07154256816818122 0.062961276151445214 -0.034785014811589805 +leaf_weight=1495.078175925184 138.11949014849961 2131.4066919130273 909.98359962576069 5454.9389397092164 2780.53904310707 565.44812206574716 1045.6383987477748 1018.2181112915277 523.51673641242087 3.7304421197623006 430.494330143556 2198.2952466057613 4747.294306688942 1947.0615014843643 28549.132168242708 466.36462429119274 8586.7973167896271 28.513402299955487 91.363437904044986 29.344280258752406 2.6961925234645605 1991.8536522369832 28.928487199358642 0.57868627202696998 178.78797983983532 0.14075760939158499 0.19352844869717956 35.760708360932767 64.550544919446111 2653.8544676154852 +leaf_count=280527 11469 284502 119083 154790 122482 73515 475395 309347 23306 217 33816 155587 29416 32505 214199 46738 27377 2377 7212 2689 141 100199 1183 82 24698 20 25 1377 2684 261154 +internal_value=0 -0.0350934 -0.0267194 0.00625785 -0.00654631 -0.00192389 -0.0527238 -0.0445509 0.00529455 -0.0370622 -0.0148362 -0.0154899 0.00827429 0.0075561 0.00705611 -0.0307615 0.0081297 0.0001862 0.0351688 0.0498803 0.2036 -0.0168152 -0.0100909 0.0112982 -0.0176035 0.581724 1.71939 0.0011028 0.0337087 -0.031686 +internal_weight=0 11051.8 7492.9 57046.8 7761.56 2205.5 3558.93 2063.86 3339.82 5287.4 1115.82 4421.75 49285.2 44537.9 42590.9 3155.99 37135.9 550.371 119.877 35.7709 6.42663 4283.63 2085.33 1089.68 179.701 0.912972 0.334286 2816.3 93.479 3120.22 +internal_count=2798112 1921538 856269 876574 418287 260828 1065269 784742 147165 595441 116920 271122 458287 428871 396366 310939 241576 43405 9589 3047 358 259653 104066 143908 24825 127 45 123859 3867 307892 is_linear=0 shrinkage=0.1 Tree=98 num_leaves=31 -num_cat=2 -split_feature=2 2 2 1 1 6 8 0 3 8 2 0 8 1 8 2 6 2 1 11 3 11 2 8 8 2 5 0 8 1 -split_gain=1699.7 401.077 338.762 303.415 251.578 127.262 110.563 106.016 112.727 87.4708 78.4003 78.1434 75.0835 73.4264 71.7031 67.2097 66.567 66.4965 60.8292 56.3646 55.6366 53.1651 52.0967 50.0287 49.0563 52.092 48.3886 46.5069 45.4381 40.9804 -threshold=0.014829034692746603 0.12954664950918007 0.003511745325062723 0.0036156340303318325 0.011864571144066258 0.25186567164179113 115.50000000000001 0.012151601271849591 0.14997222360328968 49.500000000000007 0.0017203158920416509 0.086035785256769054 145.50000000000003 0.0013124389586386177 235.50000000000003 0.0063611636604093561 0.26393188854489169 0.034721250163656021 0.088930298978742925 0 0.076270869379919268 1 0.055494693887553577 115.50000000000001 40.500000000000007 0.94206848107866581 0.052289815447710192 0.00048917063851764211 346.50000000000006 0.0010200150525609697 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 -left_child=2 4 10 15 7 12 17 23 19 18 -1 -10 13 -3 16 -4 26 -6 -5 -9 -8 -15 -22 27 -18 29 -7 -2 -14 -26 -right_child=1 5 3 9 6 14 20 8 11 -11 -12 -13 28 21 -16 -17 24 -19 -20 -21 22 -23 -24 -25 25 -27 -28 -29 -30 -31 -leaf_value=-0.04870286357376935 -0.0066601991988413283 0.0050340194245793715 -0.016469188601695498 -0.017445095558937057 -0.015826133128662819 0.070035771270138908 0.0043275892201892268 0.015951280449561341 -0.0033196973590881246 -0.048799267512320818 -0.029342842031733752 -0.013818256814459551 -0.01579136505864176 0.0033295799629525246 0.066015075647602964 -0.0048359067493549237 -0.012101597148802471 -0.0045013979477759756 -0.041616935175233231 -0.0024912047572695009 -0.036358304259966917 0.00057852657472314505 -0.01694563495189522 -0.0036113659449364499 0.010770533310362351 0.02282409296751459 -0.053425365127361547 0.0038363906830404834 0.061828774620936201 0.0054454212628637678 -leaf_weight=3227.5497047235258 4512.1311260890216 115057.79517182708 7307.9374518766999 3420.1026517096907 6438.0320203267038 254.18169318139553 781.59115059301257 3682.4844994917512 23083.51309133321 2198.2444510012865 5943.8846180101391 10232.578692123294 2692.1529438048601 149445.65351186693 205.1062667965889 15498.54405909637 1371.3974276930094 26638.385232612491 1496.7080681994557 3007.8583247661591 2180.1266591139138 132575.52646937966 3778.1411554068327 12931.049908739515 18387.05716958642 2021.8946590125561 36.276130631566048 65433.186893399805 77.591049268841743 67522.222828477621 -leaf_count=220138 49854 411368 253715 59821 63364 881 7678 20494 157925 38834 297903 58939 9983 522649 761 344049 4770 155268 21229 17837 24853 462017 27822 134467 67214 10229 126 520730 268 231982 -internal_value=0 0.00212529 -0.0193419 -0.0141881 -0.00217625 0.0035546 -0.00908436 6.21071e-05 -0.00416545 -0.0322169 -0.0361559 -0.00654419 0.0027906 0.00290504 0.0069565 -0.00856359 0.0068213 -0.00670566 -0.0248032 0.00767999 -0.020758 0.00203647 -0.0240487 0.00210285 0.00666585 0.00695855 0.0546163 0.00315926 -0.0136169 0.00658515 -internal_weight=0 652346 39093 29921.5 162699 489647 39816.3 122883 40006.4 7115.06 9171.43 33316.1 399849 397079 89798.1 22806.5 89593 33076.4 4916.81 6690.34 6739.86 282021 5958.27 82876.4 89302.6 87931.2 290.458 69945.3 2769.74 85909.3 -internal_count=4197168 2961479 1235689 717648 1239231 1722248 278985 960246 255195 119884 518041 216864 1406285 1396034 315963 597764 315202 218632 81050 38331 60353 984666 52675 705051 314195 309425 1007 570584 10251 299196 -cat_boundaries=0 1 2 -cat_threshold=19 50 +num_cat=0 +split_feature=2 2 2 1 1 6 6 2 2 0 3 0 1 9 8 10 1 8 8 8 3 8 8 8 3 8 2 8 1 2 +split_gain=1220.04 264.205 263.199 198.394 196.621 89.8452 89.2747 84.2335 82.5297 71.3854 94.0313 63.9299 51.1468 46.2287 73.0544 61.4226 51.8994 41.398 39.9702 38.7827 38.4189 41.0246 37.4847 63.2037 43.0791 57.1783 34.6594 34.4417 33.9958 33.5378 +threshold=0.01369765 0.0023496500000000004 0.12387090000000002 0.0073830000000000015 0.0048181500000000011 0.32916666666666672 0.32037735849056609 0.0054186500000000014 0.042905050000000007 0.0059149000000000016 0.16291010000000003 0.055529200000000008 0.0018204500000000001 1.0000000180025095e-35 67.000000000000014 1.0000000180025095e-35 0.0071217500000000005 109.00000000000001 19.000000000000004 67.000000000000014 0.10922170000000002 77.000000000000014 99.000000000000014 105.00000000000001 0.23083375000000003 103.00000000000001 0.0012430000000000002 29.000000000000004 0.0010679500000000002 0.039015600000000004 +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 26 4 7 9 6 12 -3 19 29 -11 -12 22 15 16 -14 -15 28 -13 -6 -10 -22 27 24 25 -24 -1 -4 -7 -2 +right_child=2 3 5 -5 8 17 -8 -9 20 10 11 18 13 14 -16 -17 -18 -19 -20 -21 21 -23 23 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.055373162400130384 6.1954582493305011e-05 -0.020371086963499829 -0.0055592296319139879 -0.03709452141523685 -0.012932859849982818 0.011362716582827621 -0.12260228896703394 -0.0064778050918006388 0.0049264684028617611 0.014365938352443855 -0.0023951619173071688 0.11492443376051116 0.0019369940665851127 0.0035933500863276763 -0.030347606950124541 -0.0057268994806292557 0.018423072487640805 0.040304095450422676 -0.015143336926221315 -0.028735544428160856 -0.004778030893227145 -0.017147005150696316 -0.055152902733123954 -0.0015905265618610239 -0.030344751286585554 -0.23715946907758606 -0.036221868948467371 0.0051212509081712647 0.0056379368747932826 0.0055837969918969025 +leaf_weight=1426.1262926966883 18966.953438859433 6758.7321158440318 3111.9444166123867 3567.1582644525915 8509.2771797813475 13835.740149572492 56.683239907026291 12315.878865612671 3279.5795168802142 2705.4945334941149 17928.013478688896 23.726077169179916 142457.5872387439 5234.6007588356733 464.16701059043407 11286.025738537312 4297.2390202581882 377.38476319611073 5622.7502504214644 1899.7376164644957 16815.893722787499 3190.2120635583997 43.809704288840294 713.3560769110918 128.34336113929749 28.482522338628769 2800.9816871965304 101398.231082201 41447.566145181656 26183.981643810868 +leaf_count=99951 220147 260463 10743 58908 73925 52326 212 263027 18446 14834 123547 123 497169 17453 1747 39885 14226 1372 33319 22252 93569 24342 160 2573 474 111 177448 363617 142629 169114 +internal_value=0 -0.0197333 0.00223133 -0.0154486 -0.00211789 0.00363867 0.00288252 -0.0114006 -0.00841474 0.000852391 -0.00329125 -0.00531765 0.00290895 0.00180285 0.00839253 0.0013744 0.010279 0.007296 -0.0145968 -0.015817 -0.00510583 -0.00675041 0.00462688 -0.0155366 -0.0651214 -0.126862 -0.0426831 0.00480322 0.00707068 0.00326419 +internal_weight=0 26868.9 430007 22641.8 105126 324881 269220 19074.6 33694.7 71430.9 26280 23574.5 269164 163740 9996.01 153744 9531.84 55660.7 5646.48 10409 23285.7 20006.1 105424 913.992 200.636 72.2922 4227.11 104510 55283.3 45150.9 +internal_count=2798112 859797 1938315 582398 793618 1144697 948370 523490 232534 561084 171823 156989 948158 570480 33426 537054 31679 196327 33442 96177 136357 117911 377678 3318 745 271 277399 374360 194955 389261 is_linear=0 shrinkage=0.1 @@ -2087,20 +2051,20 @@ shrinkage=0.1 Tree=99 num_leaves=31 num_cat=2 -split_feature=0 3 3 3 1 0 3 7 11 3 11 2 3 0 0 1 8 2 10 7 8 3 4 8 1 8 1 2 10 8 -split_gain=2293.03 1560.82 669.67 292.482 232.345 198.449 145.488 138.009 104.194 102.609 98.3974 88.4268 86.0343 85.0677 84.4946 71.0163 68.3454 64.9282 64.2771 61.5292 59.8314 54.9545 53.7095 49.5307 45.7344 45.2986 45.0945 44.367 45.2047 43.3341 -threshold=0.001056572891662834 0.12230334144234294 0.99321822029638607 0.31565933714301425 0.00023861473188478038 0.082075828296617581 0.99744695158218633 0.43875000000000003 0 0.037535029648553549 1 0.036992254768914885 0.055168332788642034 0.17746221267216769 0.00047325686246088978 9.8031235273480477e-05 118.50000000000001 0.029709209751876568 1.0000000180025095e-35 0.35805860805860812 139.50000000000003 0.17843162673628021 0.093073593073593086 118.50000000000001 0.00081126792251008108 112.50000000000001 0.0017234559159803595 0.001637121027538761 1.0000000180025095e-35 109.50000000000001 -decision_type=2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 5 14 8 15 9 19 10 -3 -2 17 -9 27 23 -1 -5 -11 -6 -12 -4 -13 -15 -19 -10 29 -17 -22 -7 -29 -16 -right_child=1 3 6 4 7 12 -8 11 13 16 18 20 -14 21 24 25 -18 22 -20 -21 26 -23 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=0.018116611852670803 -0.024809824401831222 0.0020579240838761847 0.022834040626382942 0.019488866733917903 0.0071934493850433672 -0.066230432848965709 0.047437205048500762 0.01054130588313569 -0.0015719619853742047 -0.0054358217523280085 -0.0018081907901060083 0.0025768767573611088 -0.015312679666057902 -0.012520475372714751 0.0046752884515416648 0.0052195754324619627 -0.015044914732781231 0.00095576430666796544 -0.0087789923050730547 0.037141919308328296 0.001975055474668118 -0.0056688113360240395 -0.0068469128396239174 -0.0073903336762400282 0.015337761223031189 0.016802324046880195 -0.035008778588029477 -0.019623143491983439 -0.032071432111816178 0.016245377680210293 -leaf_weight=12713.621558852494 3688.5997565761209 24542.245984569192 8282.4707722999156 5991.8198212049901 15774.132316317409 250.47002843022346 5492.732919793576 14789.694788077846 59170.027943059802 35224.17115482688 127988.7704598885 115095.05896420777 40968.343449808657 19023.334981486201 21172.379092685878 19038.383163942024 9371.1485628858209 129007.92157307267 14752.608009245247 4717.5202235933393 589.82206662744284 30433.365025252104 9469.4929556325078 19437.133225038648 7522.6253254711628 4104.373427266255 747.51261207461357 8810.6547879204154 4361.1484389528632 3821.3606083057821 -leaf_count=180700 23101 84028 238583 56961 151220 3597 251970 135835 199374 158364 512759 426924 202309 76183 189059 118414 46248 478206 65024 149092 2426 104322 33568 69810 69728 31498 2675 62748 29820 42622 -internal_value=0 -0.0020402 0.0177594 -0.000120089 0.00114483 -0.0134469 0.0337917 0.000556911 -0.00391095 -0.00878085 -0.0006364 0.00325771 -0.0175892 -0.0050546 0.0112044 0.00978593 -0.00745505 0.00111457 -0.00252846 0.0280262 0.00233252 -0.00830428 0.000422194 -0.00301067 0.00850177 0.00727378 -0.0186973 -0.0245376 -0.0237447 0.00644427 -internal_weight=0 712630 63722.7 609956 457350 102675 18492.7 428215 152606 48283.9 296993 131222 54390.6 128064 45230 29134.6 44595.3 154252 142741 13000 116432 49456.7 138477 78607.2 32516.4 23142.8 1337.33 13422.3 13171.8 24993.7 -internal_count=4197168 3075414 1121754 2549227 2015510 526187 639645 1808637 533717 227713 1240777 567860 298474 449689 482109 206873 204612 662994 577783 387675 432025 180505 511774 269184 301409 149912 5101 96165 92568 231681 +split_feature=3 3 2 0 3 1 0 7 3 11 3 7 3 8 8 8 8 1 11 8 1 8 2 0 9 0 8 8 8 3 +split_gain=1669.93 1046.71 303.76 192.513 180.491 148.066 128.129 90.0186 89.6774 77.7086 75.7462 70.8664 66.0476 53.4183 50.6869 48.9869 48.7079 45 41.8378 40.1752 39.2401 38.9111 36.4812 35.609 34.945 33.0862 32.0292 29.847 29.8195 29.5251 +threshold=0.99248650000000016 0.13325770000000001 0.03337455000000001 0.028393600000000001 0.99758685000000014 0.0022990000000000003 0.012107100000000001 0.41728855721393038 0.057237950000000003 0 0.24499635000000003 0.25357142857142861 0.030517350000000002 133.00000000000003 49.000000000000007 73.000000000000014 63.000000000000007 3.6550000000000008e-05 1 83.000000000000014 0.00030605000000000004 63.000000000000007 0.0014907000000000002 0.80545445000000016 1.0000000180025095e-35 0.0035418500000000005 79.000000000000014 31.000000000000004 386.00000000000006 0.89316875000000007 +decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 3 7 12 11 9 19 17 22 15 26 -2 -1 18 25 -4 23 -3 -12 -7 -17 -9 -5 -10 -24 -14 -8 -19 -29 -15 +right_child=4 2 5 8 -6 6 10 21 16 -11 13 -13 14 29 -16 20 -18 27 -20 -21 -22 -23 24 -25 -26 -27 -28 28 -30 -31 +leaf_value=-0.028171542500319165 0.018838759614388381 0.026591009977760757 0.0023873151922148448 -0.072255711979562862 0.047966667439074614 0.0030481674616648045 -0.0061298931216920939 0.011149964677196282 -0.012838062044452392 -0.00060647669941644089 -0.00067572047187408743 0.034262184335359679 0.0018632970872130676 -0.043368475360222307 -0.012343744087626923 0.020117949744630964 -0.018983639127312685 -0.0074593528551400142 -0.0045299202627011792 -0.025323177190880172 0.0064204686136840597 0.023927755767953886 -0.021117560142181708 -0.0020851124760959527 -0.037316672971482799 -0.0058488229078237312 -0.013028715273924397 0.0049021582968359814 -0.091778420406876268 -0.24794159249592795 +leaf_weight=1295.1309445202351 8466.5177379176021 918.19609785825014 66179.836511611938 157.27261343225837 4261.2199431471527 37275.346404314041 26301.73118378222 13927.328036282212 21205.24642329663 84015.644919656217 59785.128182604909 4596.336533067748 9127.0481758564711 234.83754971623421 7379.3114880174398 2388.5496297180653 12248.072233989835 2082.1641171947122 53262.304292604327 505.88565017282963 16814.656090341508 2875.2079286128283 8313.9664764143527 3602.936763972044 1585.6758905798197 14245.294080346823 9043.6762097626925 39557.327304143459 31.928048674017191 7.2734601795673361 +leaf_count=7807 225162 13690 264252 2339 197967 139011 95301 138152 97338 328817 192396 137563 38788 752 34952 13667 64032 16124 171093 2005 65237 29630 59691 18371 10653 63862 35017 334278 132 33 +internal_value=0 -0.00149122 0.000517921 -0.0120295 0.0300954 -0.000587137 -0.00253173 0.00713826 -0.0160967 0.00155281 -0.00385351 0.0242657 -0.00605009 -0.00259258 -0.00511843 0.00367715 -0.0138238 0.00469293 -0.00249209 0.00266828 0.0081242 0.0133365 -0.0244714 -0.0112764 -0.0237123 -0.00283719 -0.00789506 0.00421042 0.00482419 -0.0495142 +internal_weight=0 494367 415207 79160 17324.1 355815 186416 59392.2 47113.2 169399 148635 13062.9 32046.8 113290 30751.7 85383 37056.3 42589.6 113047 37781.2 19203.2 16802.5 10056.9 24808.2 9899.64 23372.3 35345.4 41671.4 39589.3 242.111 +internal_count=2798112 2237420 1839587 397833 560692 1307581 635608 532006 252424 671973 494592 362725 145409 364274 137602 343156 179741 364224 363489 141016 78904 167782 72683 115709 70344 102650 130318 350534 334410 785 cat_boundaries=0 1 2 -cat_threshold=8 56 +cat_threshold=12 12 is_linear=0 shrinkage=0.1 @@ -2108,41 +2072,39 @@ shrinkage=0.1 Tree=100 num_leaves=31 num_cat=2 -split_feature=0 0 0 3 8 8 3 2 10 1 4 10 0 9 0 3 3 8 3 10 11 11 3 3 0 3 8 2 7 0 -split_gain=4706.86 719.215 445.14 250.914 187.522 227.194 167.35 156.02 129.875 127.817 117.336 115.487 109.184 89.0185 84.4463 84.2005 94.8789 77.6276 74.8648 74.6284 73.6355 72.5082 70.6293 65.4035 61.795 73.0897 60.5174 58.9183 57.908 57.2925 -threshold=0.0061665671950567932 0.024261486362520103 0.0015089678389560662 0.98237130801581796 46.500000000000007 49.500000000000007 0.90624730114059637 0.85927092440190056 1.0000000180025095e-35 0.0030392575083699499 0.11237373737373739 1.0000000180025095e-35 0.068406455436827912 1.0000000180025095e-35 0.0031050087009554831 0.8044747186217468 0.18916502320757575 46.500000000000007 0.087283101757160433 1.0000000180025095e-35 0 1 0.91883611914952035 0.040999996234582288 0.000428695964045014 0.96778413736806501 55.500000000000007 0.85095039501429082 0.46862745098039221 0.87453036761691083 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 -left_child=2 6 19 11 -3 8 7 21 12 18 26 14 15 -10 -4 16 -6 -8 -7 24 -9 -2 27 -14 -1 -26 -11 -16 -19 -25 -right_child=1 4 3 -5 5 9 17 20 13 10 -12 -13 23 -15 22 -17 -18 28 -20 -21 -22 -23 -24 29 25 -27 -28 -29 -30 -31 -leaf_value=-0.060279078578960324 -0.022985346656709663 0.01488077119963826 -0.039893203683765963 0.0046206852307431314 0.0029316418924459093 0.013666256063054497 0.04173268433574695 0.016247980546182626 0.012356488784039586 0.034355547106147903 0.018656663299621522 0.0018598064226983204 0.014999026244476755 0.001649223614598393 -0.035549397239521378 0.0067847325966210702 -0.012351276296859882 0.0057931783193718263 -0.0013821068471168636 -0.012995941332226792 -0.0073693311309381213 -0.011902359348452645 -0.014633199862211574 0.0020114039666535928 -0.05677980539126834 -0.038021359007105758 0.0079460310726313498 -0.013049998370716496 -0.012804371083857844 -0.012210172219220975 -leaf_weight=4472.7998939584941 8754.1894992664456 18127.492005698383 7607.6161914123222 2347.4804960577749 5631.2932277880609 4090.4493724480271 489.28167741186917 2386.4301762990654 18229.713871926069 881.17064544185996 13670.406250882894 1082.4937889371067 3778.1609893888235 13525.775751367211 6558.7865049280226 4686.2393185123801 14578.235123746097 6198.2803893387318 17238.076295036823 545.41054985392839 2931.3394698314369 18442.731357274577 3570.1830114368349 96670.855949796736 3541.3029242272023 5023.7881729863584 56671.937482077628 1414.9724337272346 2293.9039869923145 2918.2211588472128 -leaf_count=632913 167772 83017 317635 118454 52361 21164 9070 26488 74131 3800 55842 28314 18379 55893 187510 53671 145399 122439 102487 53890 49433 292992 123387 416697 184998 447814 251168 37016 51305 11729 -internal_value=0 0.00317714 -0.0349315 -0.0263269 0.00505637 0.00435125 -0.00908187 -0.0124195 0.00207031 0.00829491 0.0103285 -0.0299173 0.00065276 0.00779589 -0.0317134 -0.0052923 -0.00809276 0.00300116 0.00150391 -0.0492362 0.00324599 -0.0154826 -0.0263229 0.00208462 -0.0507522 -0.0457772 0.00835038 -0.0315568 0.000769619 0.00159467 -internal_weight=0 312194 36164.8 22581.5 270698 252571 41496.2 32514.7 160018 92552 71223.5 20234.1 128263 31755.5 19151.6 24895.8 20209.5 8981.47 21328.5 13583.3 5317.77 27196.9 11543.9 103367 13037.9 8565.09 57553.1 7973.76 8492.18 99589.1 -internal_count=4197168 2065237 2131931 812316 1345738 1262721 719499 536685 828260 434461 310810 693862 698236 130024 665548 251431 197760 182814 123651 1319615 75921 460764 347913 446805 1265725 632812 254968 224526 173744 428426 +split_feature=0 0 0 3 8 8 3 2 3 7 0 1 3 7 4 10 0 2 11 8 8 8 11 3 1 3 0 3 0 3 +split_gain=3267.5 440.895 305.835 181.182 126.661 131.979 100.792 99.1037 89.1767 88.2909 98.5655 82.2681 139.09 65.6581 58.1696 57.9687 51.0242 50.919 52.3599 47.729 46.7054 47.661 46.1447 44.7484 44.3541 68.4945 43.4724 65.4208 42.1917 41.7122 +threshold=0.0055865500000000009 0.018583000000000006 0.0014622500000000002 0.92855905000000016 31.000000000000004 33.000000000000007 0.88521380000000016 0.87551745000000014 0.07352595000000002 0.45584415584415588 0.10838450000000001 0.006647300000000001 0.10019345 0.45584415584415588 0.12701612903225809 1.0000000180025095e-35 0.0034357500000000004 0.73516160000000008 0 117.00000000000001 79.000000000000014 51.000000000000007 1 0.96852330000000009 0.0023519500000000007 0.61486625000000006 0.00049635000000000011 0.98828925000000012 0.010599350000000002 0.98580685000000012 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 +left_child=2 6 15 8 -3 9 7 28 -4 17 -11 12 20 29 -13 26 -10 24 -19 -14 21 -7 -9 -8 25 -6 -1 -28 -2 -5 +right_child=1 4 3 13 5 11 23 22 16 10 -12 14 19 -15 -16 -17 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 +leaf_value=-0.058057678772119752 -0.022853385788036518 0.014951453607195695 -0.00095095402576789818 -0.010714838640114951 -0.0095678894541505882 0.0031569163099835953 -0.0026110266796642492 -0.021376965134213412 -0.044910834619853492 -0.011010503376031797 0.0015815303611870009 0.0095350136951081691 -0.00036170957280381045 -0.028793217835366189 0.020623736094177548 -0.012946710770088682 -0.02956763236122948 0.020622717097067193 0.0029998253932196311 0.040558012747222677 0.010204666878951954 0.034525690831276455 0.0093367861090595163 0.019217302792593163 0.0042476794125389647 0.0062252563610204134 -0.050880036680549384 -0.02672913440530357 -0.011926937290766479 0.013388799598415263 +leaf_weight=3880.3756021222216 6446.8295897878706 12142.515223778784 732.90661364793777 3364.8361953590065 6241.3253867551684 643.69331931695342 5473.7852527070791 604.06934966892004 4356.5346009768546 9274.3898752145469 18852.560692481697 27181.94198756665 21702.09854561463 1702.1473026750609 5727.6255787685513 444.19956082710996 4313.3811056073755 3542.2131336554885 3234.0749317444861 288.84121154248714 4942.0241678319871 1956.7691583707929 2399.8836925551295 1133.6586021333933 60303.595523830503 4903.6779141575098 4129.6320095664123 1539.8626280067256 7821.7323292903602 912.69821989652701 +leaf_count=535748 130813 55108 19369 119706 33102 2773 98353 10656 157729 80956 72009 117361 119899 71442 22683 41027 117198 21131 23699 1513 23567 9987 31600 22582 277617 38951 239015 145662 116161 40695 +internal_value=0 0.00340126 -0.03464 -0.0257912 0.00508679 0.00437716 -0.00936995 -0.0133882 -0.0344459 0.00223455 -0.00257048 0.00802641 0.00419483 -0.0121819 0.0114649 -0.0482598 -0.0372774 0.00396228 0.0122468 0.000175753 0.0159129 0.026761 0.00312043 0.00113412 0.00317656 -0.00261908 -0.0499023 -0.0443205 -0.0168637 -0.00557184 +internal_weight=0 204817 25376.6 15382.5 180937 168795 23880 17272.5 9402.82 106352 28127 62443 29533.4 5979.68 32909.6 9994.07 8669.92 78224.9 6776.29 21990.9 7542.49 2600.46 3003.95 6607.44 71448.6 11145 9549.87 5669.49 14268.6 4277.53 +internal_count=2798112 1310521 1487591 526139 900356 845248 410165 289230 294296 547465 152965 297783 157739 231843 140044 961452 274927 394500 44830 121412 36327 12760 42256 120935 349670 72053 920425 384677 246974 160401 cat_boundaries=0 1 2 -cat_threshold=3 48 +cat_threshold=3 8 is_linear=0 shrinkage=0.1 Tree=101 num_leaves=31 -num_cat=2 -split_feature=1 1 3 1 3 1 6 3 1 5 11 3 3 0 1 1 10 8 8 0 2 0 0 5 7 5 2 1 1 11 -split_gain=1996.96 236.984 217.593 202.129 113.187 41.5006 40.7445 40.4481 66.3022 39.5439 35.6113 31.8358 31.1686 31.0518 29.7121 37.6271 32.4299 32.0436 31.3784 29.0129 33.2245 25.5762 27.7399 24.8362 78.0902 23.8066 23.6753 23.5449 22.6353 21.5317 -threshold=0.0032718732424237046 0.00054933569583976447 0.95151961640741767 0.01093800148981444 0.91262929911222035 0.0013124389586386177 0.17902930402930406 0.96118147580274782 0.00019652965349108921 0.014558022622538754 0 0.98170197876724552 0.91262929911222035 0.0031962595632271363 0.037966338457433656 0.63414676870345377 1.0000000180025095e-35 31.500000000000004 40.500000000000007 0.13153682083793664 0.015323723475828306 0.84141358868483651 0.099166848876623456 0.031754032258064523 0.31311274509803927 0.095564253098499682 0.0041872681600179486 0.01716091012828792 0.00539447746930971 1 -decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 -left_child=1 7 5 4 19 -3 9 -1 -9 12 -4 -12 14 -7 21 16 18 -18 -16 25 -21 22 -5 24 -11 28 -6 -8 -2 -17 -right_child=3 2 10 6 26 13 27 8 -10 23 11 -13 -14 -15 15 29 17 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.062179755459356945 -0.017721589552144774 -0.043441448513049541 -0.022462227835470784 0.0053679874734099036 0.040098087711740359 -0.0047282524380578552 -0.015373750546705723 -0.0578494906402863 -0.025609070244151634 0.67713192715339732 -0.0072736386353951174 0.018007114231773411 0.019036263007544282 -0.03091285509766914 -0.011468082685613959 -0.0019402894695928668 0.14284385985072498 -0.0027161194655410882 0.010615595680894693 0.021136429335782223 -0.023040903122951067 0.024493826779628816 -0.006292323165536096 0.015906472701047916 0.037718105621500936 0.033286052755010828 0.0082580145411976433 0.0027136294744566237 -0.0042489838952819428 0.0066147086015732916 -leaf_weight=2225.128067292273 2012.7459426727146 2819.0306230792776 545.7563919571694 4714.6618347205222 261.37058622995391 505.360956330318 780.04832097422332 1464.123315487639 1130.2828489721287 2.3441955922171465 936.90247444831766 1063.6094664393459 2219.0036800131202 4362.1232301336713 655.4837522637099 5050.005923435092 15.220093835145233 2387.7172218635678 34933.181660305709 180.81388310156763 2910.8397230580449 462.07743967138231 3596.7405200228095 5525.2128987358883 10.311837155371903 134.12846610508859 2192.6363207073882 9300.9356262525544 3278.04780066479 7032.8679195791483 -leaf_count=428211 147376 406585 93413 121749 15022 52025 31865 692851 356020 22 106562 162989 46055 448621 5764 16081 149 21184 255319 17060 204170 17163 119107 33319 155 6651 109993 99969 159346 22372 -internal_value=0 -0.0340045 -0.0253932 0.00542266 -0.00727328 -0.0337862 0.00723892 -0.0522877 -0.0438036 0.00813568 -5.7213e-05 0.00613667 0.00740192 -0.0281943 0.00696322 0.00790376 0.00944967 -0.00179415 0.0102089 -0.0127257 -0.0204572 0.00159508 0.000322014 0.016227 0.156153 -0.00831953 0.0116492 0.00131406 -0.00937429 0.00304304 -internal_weight=0 15052.3 10232.8 87656.4 10970.6 7686.51 76685.8 4819.53 2594.41 66604.8 2546.27 2000.51 61067 4867.48 58848 50074.5 37991.6 2402.94 35588.7 8516.58 3091.65 8773.48 8311.4 5537.87 12.656 5424.92 2454.01 10081 5290.79 12082.9 -internal_count=4197168 2747277 1270195 1449891 659618 907231 790273 1477082 1048871 658439 362964 269551 624943 500646 578888 320869 282416 21333 261083 534603 221230 258019 240856 33496 177 313373 125015 131834 306722 38453 -cat_boundaries=0 1 2 -cat_threshold=16 10 +num_cat=0 +split_feature=1 1 3 1 3 1 3 1 3 8 2 7 0 0 1 3 2 3 8 1 8 0 8 2 1 2 3 0 0 0 +split_gain=1375.84 146.949 173.405 133.538 82.0794 34.8612 34.3504 58.6359 31.0929 26.9179 28.4056 26.0452 22.953 22.0208 20.2371 19.2505 18.0077 17.6997 27.6558 15.9574 23.0155 24.7954 21.2961 16.0523 17.6909 15.5523 15.1552 15.1037 14.5177 16.1721 +threshold=0.0030804500000000006 0.00051055000000000013 0.96006965000000011 0.0093938500000000022 0.6552724000000002 0.0013466500000000002 0.95675315000000005 0.00015125000000000002 0.97972600000000021 45.000000000000007 0.23193825000000004 0.05495169082125604 0.0090471500000000021 0.00079625000000000008 0.65175950000000016 0.99098565000000016 0.0021883500000000004 0.042252600000000008 195.00000000000003 0.73778450000000018 43.000000000000007 0.011328250000000002 27.000000000000004 0.011271000000000002 0.32698405000000003 0.0013058500000000001 0.023572400000000004 0.28980735000000007 0.18805855000000002 0.83898855000000017 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 6 5 4 16 -3 -1 -8 -6 10 19 27 26 -4 17 -9 25 18 -11 23 21 22 -21 24 -5 -2 -7 -12 -18 -30 +right_child=3 2 13 9 8 12 7 15 -10 14 11 -13 -14 -15 -16 -17 28 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 +leaf_value=-0.064150196705748938 -0.013824564798775169 -0.043523523588229585 0.02097773026346492 0.023047917042173086 0.00019847902338090067 0.099296855919606408 -0.060575993554376241 -0.038174936926142169 0.028128735150290907 0.042627946682710249 0.0067233270507606191 -0.0073832329180419098 -0.033565497668942172 -0.004561478424838933 0.0041315371984558926 -0.010196264063534247 -0.012842692400248521 0.012306422601082672 0.53920451144289372 -0.058355872896293376 -0.079942769559348301 -0.0019936198411310843 0.018448987338323522 0.0075002404476799418 0.0061507181679045855 0.17912079120790023 -0.016794856728393474 -0.0092031134293391516 -0.030109015706336478 -0.0019580534682503074 +leaf_weight=1292.4775701935869 8.0916084502823669 2333.4155566971749 488.73273713770323 1470.9146734625101 2433.9670324362814 11.364639756269751 982.78083270683419 575.70804837089963 476.62594016920775 154.66462885122746 4634.1396505944431 2699.9366312343627 2066.3706335299648 1091.8513868122827 3516.5697867274284 429.28799790039193 2117.6851922608912 12093.385741545819 1.1297285864129651 37.431486308574677 34.195805639028549 3165.3324936628342 1015.8219647705555 20315.67303633038 1070.5979540795088 8.6364625156857056 1067.9042320349254 683.23965467326343 1284.0746183265001 242.63066060701385 +leaf_count=257161 836 332398 69971 21379 117002 574 481076 138512 22334 2947 76380 51120 211693 125614 11564 176632 132717 128649 32 120 108 10052 3371 188922 3530 867 105763 15185 91690 19913 +internal_value=0 -0.0339706 -0.0258444 0.00565311 -0.00776191 -0.0342621 -0.0514595 -0.0432079 0.00477222 0.00738536 0.00584463 0.000615498 -0.0273921 0.00333551 0.0108182 -0.0262237 -0.0177265 0.0127379 0.0462288 0.00739106 0.00176646 0.00242879 0.0157194 0.00843756 0.0159301 0.0857903 -0.0155724 0.00467691 -0.0182017 -0.0256351 +internal_weight=0 10339.9 7059.64 57464.7 6571.71 5479.06 3280.25 1987.78 2910.59 50893 35127.3 8017.32 3145.64 1580.58 15765.7 1005 3661.12 12249.2 155.794 27110 4252.78 4218.59 1053.25 22857.2 2541.51 16.7281 1079.27 5317.38 3644.39 1526.71 +internal_count=2798112 1899394 846013 898718 385359 650428 1053381 796220 139336 513359 370167 142685 318030 195585 143192 315144 246023 131628 2979 227482 13651 13543 3491 213831 24909 1703 106337 91565 244320 111603 is_linear=0 shrinkage=0.1 @@ -2150,62 +2112,62 @@ shrinkage=0.1 Tree=102 num_leaves=31 num_cat=1 -split_feature=2 2 1 2 1 6 0 8 2 3 8 8 8 6 7 8 0 1 1 4 3 0 3 8 7 2 9 11 1 8 -split_gain=1342.43 418.651 336.2 198.461 164.421 152.02 91.2106 89.7654 89.1064 77.5073 77.3184 74.334 66.0867 65.5837 76.6875 64.2714 61.5483 57.5449 57.1884 55.9544 57.1994 54.4609 56.0717 51.6457 50.2923 49.1238 47.2927 41.8407 47.3289 41.4718 -threshold=0.0091082709046188901 0.069437899836299347 0.022479227097539963 0.0020496917125500552 0.0041102074776659349 0.37689393939393945 0.012151601271849591 100.50000000000001 0.25003072383215624 0.16356378963496132 115.50000000000001 115.50000000000001 46.500000000000007 0.3816526610644258 0.41277890466531447 73.500000000000014 0.041039463253664019 0.0021174941753325841 0.0013124389586386177 0.53589743589743599 0.090149170212289673 0.071782454800452838 0.14579383346309926 166.50000000000003 0.25403225806451618 0.019822284246409503 1.0000000180025095e-35 0 5.3251832326110996e-05 49.500000000000007 -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 1 2 2 -left_child=3 2 6 -1 15 8 10 25 11 17 27 21 -10 14 -7 24 -11 23 -14 20 -15 -3 -23 -8 -5 -4 -19 28 -2 -28 -right_child=1 5 7 4 -6 13 9 -9 12 16 -12 -13 18 19 -16 -17 -18 26 -20 -21 -22 22 -24 -25 -26 -27 29 -29 -30 -31 -leaf_value=-0.042650724347885832 -0.017058548448203439 0.0027496986396043648 -0.025422276911810562 -0.0063002243265855981 -0.037989563352007483 -0.069102870129246721 0.029547147501125789 -0.031285012247679919 -0.0026011062180348954 -0.0055894478460591411 -0.0078010162838604187 -0.0044690906916448232 0.0055439439681364763 0.012793109956737513 0.10013921741034469 -0.025395036409591117 -0.018437367033383761 -0.003659243924668642 0.0025679186809038582 -0.060148687959336325 0.0056546593456388182 0.0048176566292393551 -0.00355445723263391 0.37390973446897507 -0.019400786475487798 -0.010367277028281868 0.041602180989461474 -0.00047571109262963375 0.0060813989588670144 -0.049847577526146436 -leaf_weight=3959.8699412446003 922.0654913187027 81673.482000432909 2668.2213537208736 8608.4551770286635 3479.6732302363962 33.00558514893055 585.88122174143791 3398.1707167848945 19232.590449526906 8874.1072341389954 9958.6342283161357 28134.434286370873 91282.818245276809 13764.72841091454 141.79879948496819 3896.4998082770035 6430.5762873999774 4888.0511264540255 220655.27020189166 124.40787939727306 60834.535112321377 10444.585748121142 34174.811075098813 4.3877557665109626 4442.6711527425796 11546.069070152938 395.61377888172865 33341.64279589802 21352.565133079886 56.695914547890425 -leaf_count=286337 13658 385870 35417 296747 72527 128 3460 40346 62709 79667 142185 156212 311250 55196 522 153299 47186 37114 722551 463 219895 43985 155979 46 177664 88358 2265 396317 209355 460 -internal_value=0 0.00172674 -0.00408667 -0.0221617 -0.0181899 0.0028098 -0.00153088 -0.0166839 0.00216301 -0.00722696 0.000313705 0.000179292 0.00308803 0.00700319 0.0681839 -0.0141246 -0.0109878 0.00247822 0.0034388 0.00686007 0.00697181 0.00121482 -0.0015947 0.032107 -0.0107597 -0.0131933 -0.000796637 0.00176672 0.00512121 0.0301392 -internal_weight=0 664919 104423 24387.2 20427.3 560496 86810.2 17612.5 485598 21235.3 65574.9 154427 331171 74898.5 174.804 16947.6 15304.7 5930.63 311938 74723.7 74599.3 126293 44619.4 590.269 13051.1 14214.3 5340.36 55616.3 22274.6 452.31 -internal_count=4197168 3210594 1095834 986574 700237 2114760 931713 164121 1838556 170198 761515 742046 1096510 276204 650 627710 126853 43345 1033801 275554 275091 585834 199964 3506 474411 123775 39839 619330 223013 2725 +split_feature=2 2 1 2 1 6 0 2 3 8 8 8 7 6 7 8 3 0 3 1 11 1 0 0 7 10 0 2 4 8 +split_gain=949.794 269.692 210.665 166.759 133.937 114.99 75.8126 79.7884 64.7021 54.7166 49.1469 48.8459 44.9794 42.4897 58.8382 39.013 38.7285 38.6334 69.8626 43.3775 36.7244 36.6906 41.8574 34.4442 32.4736 32.2586 29.4565 29.4319 29.3914 29.0296 +threshold=0.0089131000000000019 0.051222600000000007 0.0052824500000000002 0.0021883500000000004 0.0062267000000000008 0.37689393939393945 0.041871700000000005 0.16728140000000002 0.15383465000000002 67.000000000000014 57.000000000000007 51.000000000000007 0.11324786324786326 0.3816526610644258 0.41277890466531447 27.000000000000004 0.091824900000000001 0.0087346500000000018 0.13721455000000002 0.0017370500000000002 0 0.0024072000000000004 0.0010364500000000002 0.40692765000000003 0.40967365967365971 1.0000000180025095e-35 0.030902650000000004 0.0012430000000000002 0.53589743589743599 231.00000000000003 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 +left_child=3 2 10 27 11 6 21 8 -8 20 17 12 -5 14 -7 -15 28 25 19 -19 -4 22 -3 -9 -18 -2 -20 -1 -17 -24 +right_child=1 5 9 4 -6 13 7 23 -10 -11 -12 -13 -14 15 -16 16 24 18 26 -21 -22 -23 29 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.053220586064352704 0.0012788123596798682 -0.0020537574566673283 -0.0030368038609109331 -0.0049254651005157879 -0.04129344210750778 -0.074672912057544158 0.003532443563180011 0.00069994537653160222 -0.0075293346431333482 -0.028119862524512259 -0.0088864607472940553 -0.025180631372181239 -0.01927674578832661 -0.015331436717581163 0.10264268125270259 0.013602286328996196 0.0080085713853534062 0.054429142793178224 -0.0059384970533373493 0.0053888876078763094 -0.015668028292416578 0.001400853007900327 0.0047301100084628104 0.0057707042620093697 0.00197354067376044 0.016653772284186161 -0.022488638453080079 -0.034258360462889291 -0.07344742390281149 0.090452314198751022 +leaf_weight=1294.825835440075 25873.862573731691 9734.4061764627695 3181.8584265597165 6405.1080286642537 1949.7224734965712 23.372362554073334 7181.2007348239422 89119.847634240985 20054.119789130986 2665.6313024759293 6645.3592697191052 2629.9434912737925 3313.7704230900854 767.91302455961704 93.892040625214577 9178.6019841507077 27566.289289779961 228.23473265022039 2681.7965177483857 860.0122535340488 8490.5568719357252 67796.539282001555 123255.4829974398 15765.609872207046 13178.447054721415 1440.6175326630473 1795.3744256794453 2225.2753283784259 38.951500579714775 39.517861858010292 +leaf_count=99951 298228 46819 27922 202479 38324 93 35872 298686 108146 32655 95540 97489 124326 2834 349 37146 101149 1273 24270 5915 78017 259140 490839 56897 49691 15364 13379 155033 156 130 +internal_value=0 0.00181677 -0.0048095 -0.021736 -0.0169361 0.00274673 0.0020703 0.000209889 -0.00461265 -0.0151929 -0.00104284 -0.0130904 -0.00981871 0.00717603 0.0673013 0.00703704 0.00738084 0.000542438 -0.00705144 0.015674 -0.0122408 0.00329423 0.00425917 0.00146214 0.00605661 0.00208972 -0.0125752 -0.0412334 0.0132344 0.00475759 +internal_weight=0 437657 53863.3 17818.6 14298.5 383794 332947 132121 27235.3 14338 39525.3 12348.8 9718.88 50847.5 117.264 50730.2 49962.3 32879.9 5565.42 1088.25 11672.4 200826 133029 104885 40744.7 27314.5 4477.17 3520.1 9217.55 123295 +internal_count=2798112 2080510 592563 717602 462618 1487947 1296529 499601 144018 138594 453969 424294 326805 191418 442 190976 188142 358429 44837 7188 105939 796928 537788 355583 150840 313592 37649 254984 37302 490969 cat_boundaries=0 1 -cat_threshold=3 +cat_threshold=2 is_linear=0 shrinkage=0.1 Tree=103 num_leaves=31 -num_cat=3 -split_feature=0 3 2 3 0 1 0 11 7 3 3 11 9 6 3 1 3 0 8 1 10 4 7 8 0 11 1 8 0 6 -split_gain=1774.39 1350.82 356.113 254.475 221.923 183.178 136.637 124.521 109.505 103.529 90.9562 83.0947 67.4237 60.5546 59.4431 58.6398 58.426 56.8007 53.2329 54.0626 58.4806 56.0987 52.779 52.4598 52.3878 51.2126 50.0383 48.1787 47.2401 46.5328 -threshold=0.00048917063851764211 0.13729915481756161 0.029709209751876568 0.99576608160751778 0.13153682083793664 0.0023253963490163076 0.014202038114938479 0 0.43875000000000003 0.055168332788642034 0.08172007879325334 1 1.0000000180025095e-35 0.37689393939393945 0.20576745267893676 6.2123103526064553e-05 0.9978693148626302 0.0063367975189271295 79.500000000000014 0.010118751614546534 1.0000000180025095e-35 0.25320512820512825 0.47673160173160178 124.50000000000001 0.19472169661559699 2 0.00021393129052012249 46.500000000000007 0.87453036761691083 0.3816526610644258 -decision_type=2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 -left_child=3 4 8 -1 9 13 23 24 11 -2 12 -3 18 26 -9 -13 -5 -11 19 20 21 -6 -16 -7 -8 -12 -4 -10 -21 -15 -right_child=1 2 5 16 10 6 7 14 27 17 25 15 -14 29 22 -17 -18 -19 -20 28 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.017847840252224283 -0.015395776851512853 0.010333387889388661 0.0069590605456454459 0.032248969808485344 0.001354255448655326 0.0025341574311788986 -0.0048941312485773587 -0.0060108554847246379 -0.011907942495665059 -0.00058397986780674052 -0.002585370488771041 0.018277737017787461 -0.033498472122312238 -0.095608751726649802 -0.0020635121144648486 0.00091553665443795717 0.048810742635874767 -0.0075065052894843238 -0.024977455129987759 -0.025411421437405397 -0.021887983204601811 -0.025080328948881039 0.0020648118571476369 -0.021338635937389935 -0.011055041627370608 -0.013731978002593468 0.0018013501656871081 0.014260624026903002 -0.0074906781991283021 -0.0024522910697291861 -leaf_weight=17841.339406238869 12081.878827430308 17561.358615022153 20803.704551063478 5770.7943970840424 4569.1150773912668 62772.418389350176 46662.116594031453 26360.09813554585 729.62102974765003 18048.004467487335 5002.9341298937798 2065.3570464067161 3216.7670861259103 53.723103515803814 106400.91690166295 33459.952005265281 3376.2916397806257 34530.715472623706 7486.4513960853219 5640.1239868327975 2432.9473824799061 973.92113697528839 43681.535089284182 934.19177086651325 19599.058326750994 23906.175327673554 196274.46180158854 19689.999467467889 1989.9282403551042 28150.878658160567 -leaf_count=320012 71088 203273 112503 224985 27431 246784 152547 97953 8266 75934 22421 30544 20691 206 348631 331868 174194 153415 51588 30311 15889 7013 145409 3914 66889 110193 774575 243361 15163 110117 -internal_value=0 -0.00130065 0.000563838 0.0248007 -0.0110245 -0.000307322 -0.00193763 -0.00301953 0.00710223 -0.00704841 -0.0156804 0.00470844 -0.0199348 0.00172928 -0.0016311 0.00192439 0.0383621 -0.0051303 -0.0180454 -0.01472 -0.00896326 -0.00329035 -0.000861962 0.00218409 -0.00671542 -0.0118086 0.00229564 0.0133256 -0.0207377 -0.00262973 -internal_weight=0 745078 625199 26988.4 119879 551693 306410 242704 73506.3 64660.6 55218.4 53086.7 26309.3 245283 176443 35525.3 9147.09 52578.7 23092.5 15606 7975.98 5543.04 150082 63706.6 66261.2 28909.1 217078 20419.6 7630.05 28204.6 -internal_count=4197168 3477977 2876840 719191 601137 2059528 1062127 811429 817312 300437 300700 565685 168086 997401 591993 362412 399179 229349 147395 95807 50333 34444 494040 250698 219436 132614 887078 251627 45474 110323 -cat_boundaries=0 1 2 3 -cat_threshold=3 48 8 +num_cat=1 +split_feature=0 3 3 2 0 11 0 1 3 3 7 0 1 8 0 3 8 1 10 9 2 3 8 1 7 3 0 3 8 0 +split_gain=1292.27 853.039 277.656 181.565 154.071 111.225 81.6956 80.2229 71.438 65.8377 65.5046 60.514 49.4547 47.7385 45.9889 44.2335 44.1336 42.1322 42.03 39.715 40.0347 36.9791 41.7372 34.6884 34.6005 33.6685 33.3925 32.8757 50.4258 32.6808 +threshold=0.0005918500000000001 0.13325770000000001 0.9964531000000002 0.03337455000000001 0.082685850000000019 0 0.17800870000000002 0.0031588500000000004 0.038792750000000008 0.076138600000000015 0.43875000000000003 0.0051345500000000007 0.0022990000000000003 49.000000000000007 0.00023255000000000001 0.9979205000000001 77.000000000000014 8.7650000000000016e-05 1.0000000180025095e-35 1.0000000180025095e-35 0.0014907000000000002 0.3177185500000001 79.000000000000014 0.00036965000000000007 0.05495169082125604 0.24499635000000003 0.9014118000000001 0.038792750000000008 49.000000000000007 0.83898855000000017 +decision_type=2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 4 14 10 8 7 18 16 -2 19 17 -9 -8 -10 -1 24 -5 -3 21 20 -6 22 -7 -18 -4 -13 -22 -28 -29 -11 +right_child=1 3 15 5 9 6 12 11 13 29 -12 25 -14 -15 -16 -17 23 -19 -20 -21 26 -23 -24 -25 -26 -27 27 28 -30 -31 +leaf_value=0.025990238188716125 -0.021435451901282404 0.014992079546089804 0.023968776490933062 0.0020202952977023568 -0.0712668210429548 -0.0019568760916592863 0.0029124390978191197 0.0093100456695578045 -0.0035349046209451826 -0.013455577512515311 0.011438325510324416 -0.005482173041156729 -0.0095365034598145753 -0.01174289506033661 0.013201004731346173 0.048839376121695866 0.016940262824681945 0.0026344103467586671 -0.0077227692972467073 -0.034007052977332516 -0.021452925203821298 -0.00020832642683673411 -0.010963280427704197 0.0055176159951308744 0.044023183314996953 -0.00060233284395272684 -0.021243390745258984 0.010198385853990978 -0.023596084109367643 0.0012771555252160671 +leaf_weight=3431.4376248847693 3108.3604278415442 2986.5622715912759 2112.5551864169538 73799.592639282346 144.46499168500304 19009.316637486219 3758.3790914267302 5301.1779516413808 27473.708473026752 20781.775259539485 14525.906352166086 18352.550586894155 21142.545623287559 9548.6461502835155 15567.212569678202 2855.7025366704911 3103.9252536222339 36198.33411158435 9995.9777733460069 2021.3963505402207 9221.8143321499228 110772.37604655325 7055.0830524414778 18529.804171018302 1451.4008679129183 61579.80287411809 1458.7689040116966 1285.1803244873881 672.61029300838709 1623.2646312266588 +leaf_count=79540 19091 38975 84648 286429 2334 63474 12566 22413 121090 98230 149522 67543 72719 46530 245323 149310 16463 308256 35146 13413 55480 414766 24841 70228 60958 201595 14581 9170 5266 8212 +internal_value=0 -0.00154659 0.0215863 0.000286519 -0.0111722 -0.00053896 -0.00236107 0.00119312 -0.00687441 -0.0158074 0.00570254 -0.00103655 -0.00765754 -0.00565187 0.0155109 0.0395662 0.00318462 0.00357628 -0.00146302 -0.0209822 -0.0189225 -0.00100574 -0.00439472 0.00715649 0.0321358 -0.00172275 -0.0183242 -0.00987935 -0.0014119 -0.0123882 +internal_weight=0 483451 25418.3 406111 77340 352401 171734 180667 40130.7 37209.3 53710.8 85233.5 24900.9 37022.4 18998.7 6419.66 95433.3 39184.9 146833 14804.2 12782.8 136837 26064.4 21633.7 3563.96 79932.4 12638.4 3416.56 1957.79 22405 +internal_count=2798112 2178333 619779 1784936 393397 1288183 623512 664671 186711 206686 496753 291551 85285 167620 324863 294916 373120 347231 538227 100244 86831 503081 88315 86691 145606 269138 84497 29017 14436 106442 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 Tree=104 num_leaves=31 -num_cat=4 -split_feature=0 0 0 3 4 1 11 3 2 10 2 8 8 0 11 0 3 11 4 8 8 0 11 2 2 10 8 8 3 5 -split_gain=4047.67 520.224 469.476 216.353 175.754 136.089 132.359 127.262 118.176 110.847 95.607 86.2873 86.8594 81.3462 78.1537 77.6514 105.499 77.2697 67.4283 67.3853 78.3031 65.7186 59.5065 59.1284 61.0191 57.5782 52.4038 56.361 46.4925 45.0132 -threshold=0.0075304637768320434 0.0019039742849653897 0.021870817281779188 0.96398003320386305 0.33687943262411352 0.0019796965329767664 0 0.94962632577663153 0.93352035918738296 1.0000000180025095e-35 0.70078020149616149 46.500000000000007 124.50000000000001 0.0037955813799122632 1 0.00054011089276648206 0.96778413736806501 2 0.34549071618037142 85.500000000000014 46.500000000000007 0.10904609234046993 3 0.0024062950151574479 0.8231928146988815 1.0000000180025095e-35 85.500000000000014 46.500000000000007 0.044111037925337951 0.03509852216748769 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 -left_child=1 9 7 8 5 -4 10 11 13 15 26 -2 17 -3 -5 -1 -17 -13 -6 20 -8 -22 -15 -20 29 -19 27 -7 -12 -25 -right_child=2 3 4 14 18 6 19 -9 -10 -11 28 12 -14 22 -16 16 -18 25 23 -21 21 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.057129958484574729 0.011689239943063565 -0.036994567773914459 -0.0027258999705550707 -0.020165013760395707 0.1147134172154356 0.013654131565404695 0.0099442991501140152 0.012035236097962632 0.0091035325196167898 -0.0055723788461353053 0.033660451890575691 -0.02035283686318828 0.019387881444017749 -0.034257353226588939 0.0062318572898712541 -0.052595422223961755 -0.031430935049376864 -0.010651193080230749 0.059548481342611537 0.0058794761643785444 -0.0055287083350442677 0.0013340281276087405 -0.018419956459349629 0.0095081579974198513 0.038657062287522505 0.0085297631859099828 0.0097188071084662684 0.0035398965958087589 0.013738787946809808 0.026499165674667514 -leaf_weight=5160.4784438230563 1701.1157779023051 6830.6107741259038 29849.449601575732 1722.1883469792083 64.116628229618073 6100.1786847263575 8176.6995069049299 2822.3178680576384 882.8986219894141 666.68620427395217 1358.3599192723632 8590.1243861820549 881.67647291347384 3440.7566991839558 3174.2040056316182 4647.343513250351 4775.3045634466689 16936.954360859469 259.27305585891008 35040.842905726284 18531.03651644662 56492.923535093665 8039.6220406666398 22920.7360169366 804.15038512274623 1724.344007294625 27997.347659282386 56899.823336552829 8514.5936435908079 1673.0057138800621 -leaf_count=745445 24678 254447 217904 86770 264 25553 37830 58535 20619 61674 6533 171495 14156 103560 118953 242145 402379 270172 2804 162330 178978 221991 209236 95846 4956 18678 119056 263261 49939 6981 -internal_value=0 -0.0309935 0.003074 -0.0218441 0.00442162 0.00360857 0.00447151 -0.00826118 -0.0266306 -0.0454467 0.00713238 -0.0101812 -0.0115037 -0.0283536 -0.00308106 -0.0472696 -0.0418695 -0.0125031 0.0122913 0.00220077 0.000651702 -0.000361079 -0.0232124 0.0120353 0.0115503 -0.00887408 0.006119 0.00451924 0.0164797 0.010664 -internal_weight=0 39340.1 307339 24090.3 274683 248961 219112 32656.5 19193.9 15249.8 100870 29834.2 28133.1 18311 4896.39 14583.1 9422.65 27251.4 25721.3 118242 83200.7 75024 11480.4 25657.2 25397.9 18661.3 90997.3 63000 9872.95 24593.7 -internal_count=4197168 2245228 1951940 793585 1394226 1283375 1065471 557714 587862 1451643 464342 499179 474501 567243 205723 1389969 644524 460345 110851 601129 438799 400969 312796 110587 107783 288850 407870 288814 56472 102827 -cat_boundaries=0 1 2 3 4 -cat_threshold=7 48 48 48 +num_cat=2 +split_feature=0 0 0 3 11 10 3 1 8 2 3 4 0 8 7 10 9 8 11 3 3 8 2 0 2 3 8 0 8 8 +split_gain=2810.36 364.258 284.514 169.67 107.109 99.8401 87.0394 87.0197 82.9316 75.3443 68.7177 65.3979 59.8039 59.2575 56.3707 56.1429 56.0139 56.1172 52.6803 46.9371 46.1263 43.5311 42.9568 41.572 59.2767 41.1759 37.1487 42.0015 36.9383 36.4263 +threshold=0.0055865500000000009 0.021594050000000004 0.0014622500000000002 0.96447525000000012 0 1.0000000180025095e-35 0.94128390000000006 0.0030804500000000006 57.000000000000007 0.8604925000000001 0.07352595000000002 0.11237373737373739 0.0033408500000000007 29.000000000000004 0.56330128205128216 1.0000000180025095e-35 1.0000000180025095e-35 31.000000000000004 1 0.75398090000000006 0.75398090000000006 119.00000000000001 0.16286895000000004 0.00041645000000000001 0.030363050000000006 0.035131550000000004 83.000000000000014 0.15191525000000003 31.000000000000004 31.000000000000004 +decision_type=2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 6 15 10 26 7 9 -6 13 14 -4 -10 -12 -9 20 23 17 19 -11 -7 -2 29 -18 -1 -25 -15 27 -3 -5 -22 +right_child=1 4 3 28 5 16 -8 8 11 18 12 -13 -14 25 -16 -17 22 -19 -20 -21 21 -23 -24 24 -26 -27 -28 -29 -30 -31 +leaf_value=-0.057791152884578305 -0.014054063281833588 -0.0042526282143171583 -0.00065829540011996866 0.038396653273750081 -0.00013160211606835849 0.029670690611757696 0.007011576443828979 0.017646946146079385 0.0086653325029058207 -0.020221492610314241 -0.04006902417248568 0.021284465317101764 -0.025056266118757484 0.024062982838129108 -0.021776095970427185 -0.011358657807071168 -0.0046519248953387085 0.014115002172940311 0.0087294020573152331 0.092974673678140621 0.027718554284046765 0.13511578650189801 0.010713357913409915 -0.035126128864112829 -0.055421500091194044 0.0030668790979374821 0.016849616611610437 0.0022252943615709651 -0.0077885032382845228 -0.0052041526006497488 +leaf_weight=3010.8260221466771 8766.4566798340529 15062.674713388085 730.18357316963375 182.36675924435258 26169.392372515053 1132.1156879141927 3489.6626126803458 3115.6555832400918 22498.706581331789 778.7751877643168 5175.9032182460651 5023.8372973836958 5444.639152770862 951.3960899040103 4837.3119011856616 433.32720584468916 2688.0930324271321 12688.192667342722 3088.4827435798943 130.64219763875008 356.34560734406114 22.793729552999139 5630.8694002777338 3539.9095276134321 2424.9085179222748 51199.083299197257 1356.3452448621392 29832.653833791614 3433.8202564239036 5904.9397661834955 +leaf_count=471975 142702 112250 19369 6820 159262 4044 63806 13327 96874 13553 203684 20100 154110 5597 87373 41027 11521 50878 39676 722 5210 332 21809 314271 134179 244394 6384 109377 142156 101330 +internal_value=0 0.00303055 -0.0328889 -0.0243229 0.00468323 0.00614146 -0.00773541 0.00489492 0.0064838 -0.00990176 -0.0303325 0.0109688 -0.0323727 0.00425028 -0.0123852 -0.0465148 0.012243 0.0161158 0.00286965 0.03622 -0.00936693 -0.00282826 0.0057484 -0.0482121 -0.0433769 0.00344992 0.00054439 5.19092e-05 -0.00545935 -0.00333044 +internal_weight=0 204724 24375.9 14966.9 177480 131228 27244.8 108958 82788.7 23755.1 11350.7 27522.5 10620.5 55266.1 19887.8 9408.97 22269.9 13951 3867.26 1262.76 15050.5 6284.08 8318.96 8975.64 5964.82 52150.5 46251.7 44895.3 3616.19 6261.29 +internal_count=2798112 1310521 1487591 526139 856539 628528 453982 539554 380292 390176 377163 116974 357794 263318 336947 961452 88974 55644 53229 4766 249574 106872 33330 920425 448450 249991 228011 221627 148976 106540 +cat_boundaries=0 1 2 +cat_threshold=8 8 is_linear=0 shrinkage=0.1 @@ -2213,41 +2175,41 @@ shrinkage=0.1 Tree=105 num_leaves=31 num_cat=2 -split_feature=1 1 1 3 3 3 3 1 5 6 0 1 2 1 11 2 0 8 8 8 5 8 2 1 3 10 8 11 0 5 -split_gain=1734.26 213.039 187.334 178.839 124.239 46.043 42.6388 64.6054 41.0253 49.8573 37.7686 30.0281 44.2256 33.172 37.8997 32.7383 40.9432 32.8172 29.4898 39.5495 50.6787 122.411 33.4884 31.7784 29.1348 27.3412 31.2208 26.6796 25.7594 25.5917 -threshold=0.0026905215087951327 0.009379422297638813 0.00054933569583976447 0.88052459584666576 0.92760023388755874 0.98364732073892003 0.96118147580274782 0.00019652965349108921 0.033060109289617494 0.057189542483660136 0.039390829476267986 0.72339695550557503 0.010353895171379933 0.10002272257413615 0 0.097866966779162221 0.20464055779332538 58.500000000000007 70.500000000000014 109.50000000000001 0.04083333333333334 103.50000000000001 0.0011603390176325411 0.0049671310468796604 0.022992613841957579 1.0000000180025095e-35 267.00000000000006 1 0.00077172324678339774 0.085144927536231887 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 -left_child=2 4 6 24 10 -5 -1 -8 9 11 -2 12 -3 14 -14 -16 17 -17 -6 20 22 29 23 -20 -4 26 -15 -7 -29 -22 -right_child=1 8 3 5 18 27 7 -9 -10 -11 -12 -13 13 25 15 16 -18 -19 19 -21 21 -23 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.061288651528894227 -0.0067075488886354055 0.018905688686949425 0.058097547990068103 -0.015853224430340582 0.0060710374211190308 -0.011400688164173769 -0.056393985788154105 -0.023683402208392695 0.01361588611083866 -0.00094434548154650089 -0.020073317144480449 0.0010154538464599986 -0.00211706640336781 0.0098071330187526513 0.014462367894943436 0.0035283990156557074 -0.0072719732870269215 0.020393665330378147 1.2691934943735652 0.017775074733826994 0.64075389761531909 1.9543199894637373 0.062871770072524938 -0.076184290298258392 -0.037543209842672898 -0.0038658586384199157 -0.054153295250699722 0.043664005062345412 0.0052741504028153653 0.13724696940384876 -leaf_weight=2086.4581764484756 3854.2026801635511 3268.8294775597751 32.045358734903857 2111.6432837177999 1772.1207870012149 403.37427525245585 1355.7534506439697 1088.6317262172233 7291.69649560377 9645.8006212459877 4683.0096946619451 7859.1611465066671 7152.1413901774213 29158.770811788738 4008.0995575143024 4341.7770434077829 2491.9938267329708 1571.3074109014124 0.44612746872007747 393.61177228391171 1.2554528303444374 0.44321237411350001 115.13736658683047 0.28949390444904566 5256.8317492539063 1579.9716753214598 76.517293073236942 292.43591516185552 434.44491200800985 5.151820485945791 -leaf_count=428211 243026 36031 4153 282855 102753 87232 692851 356020 49432 145911 351234 25430 163815 149486 78575 101929 64855 31227 38 21612 73 23 6776 15 652748 9531 308 51317 59429 272 -internal_value=0 0.00465738 -0.0343557 -0.0256279 -0.00849277 -0.00713436 -0.0507886 -0.041826 0.00647213 0.00574005 -0.0140392 0.0067883 0.00763397 0.00690263 0.00368235 0.00701987 0.00347915 0.00801007 0.0121985 0.0332288 0.0827938 0.347083 0.0671689 0.739738 -0.0369637 0.00894727 0.00963973 0.00915501 0.0204378 0.235905 -internal_weight=0 89271.7 13061.6 8530.78 10825.7 3241.9 4530.84 2444.39 78446.1 71154.4 8537.21 61508.6 53649.4 50380.6 19565.3 12413.2 8405.08 5913.08 2288.46 516.335 122.723 6.85049 115.873 0.735621 5288.88 30815.3 29235.3 1130.26 726.881 6.40727 -internal_count=4197168 1582352 2614816 1137734 725822 480833 1477082 1048871 856530 807098 594260 661187 635757 599726 440401 276586 198011 133156 131562 28809 7197 368 6829 53 656901 159325 149794 197978 110746 345 +split_feature=1 1 3 1 3 1 0 2 1 1 3 3 0 3 1 8 8 2 11 2 11 5 2 6 0 3 8 8 2 5 +split_gain=1195.02 138.655 180.718 112.199 78.7328 45.711 28.8568 27.637 49.1327 27.4981 25.3886 22.1294 21.044 21.0379 19.3333 24.6806 22.8454 21.3928 20.7936 16.0251 15.8716 14.9549 14.8613 17.5435 14.533 18.9527 18.0253 55.5106 14.6636 13.7447 +threshold=0.0030804500000000006 0.00042515000000000006 0.96006965000000011 0.015981700000000005 0.66514975000000021 0.00096985000000000007 0.0018787500000000002 0.013235650000000003 0.00011305000000000001 0.0064273500000000009 0.83591765000000018 0.030517350000000002 0.00066545000000000005 0.023572400000000004 0.65175950000000016 55.000000000000007 57.000000000000007 0.15041495000000002 0 0.73516160000000008 1 0.41428571428571431 0.0027927500000000005 0.96428571428571441 0.029647800000000005 0.19947455000000003 23.000000000000004 21.000000000000004 0.011656600000000001 0.25543478260869573 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 +left_child=1 7 5 4 9 -3 -6 8 -1 22 13 -5 -4 -7 15 17 -17 -13 19 -19 -16 -8 23 -2 25 26 27 -11 -26 -18 +right_child=3 2 12 11 6 10 21 -9 -10 24 -12 14 -14 -15 20 16 29 18 -20 -21 -22 -23 -24 -25 28 -27 -28 -29 -30 -31 +leaf_value=-0.061913588118149676 0.062016374863507466 -0.048250199674431761 0.021774409363080817 0.036844172596626389 0.024641158101282909 0.039902907586203296 0.0013458045560787134 -0.060742417025748709 -0.02091247985770699 0.018703158809208163 -0.013161357773639604 0.0086783437210310767 -0.0034032806100124276 -0.03338864054905627 -0.00320570074653885 0.058322192988344346 0.010814736103700949 0.0058809590883546299 -0.0019108169034503489 0.030613142081959779 0.0056340790857029284 0.055758400117560683 -0.021321480345906169 0.77632912563372658 0.025758327205304167 -0.006108720381628541 0.023025885626411474 0.85004299469649125 -0.011914927777039681 0.026521197885467942 +leaf_weight=553.62709601270035 14.535069990437474 1590.5248676917981 449.90313819143921 250.59836248680949 674.45252327620983 39.674607066437602 3574.5681967884302 1506.0115482981782 619.09394633956254 3.1415759846568099 876.43343213619664 16620.173373112455 1266.415670733666 3047.3485660795122 2821.0861387699842 106.10406321845949 10010.847880307585 5043.4887545909733 4818.8278870154172 276.33972528763115 7210.0804557204247 51.234778853133321 2306.4294776022434 0.35215625725686628 108.10811688844115 514.69299536198378 277.89029621146619 1.0790702924132345 2331.646727678366 589.99615706317127 +leaf_count=332579 1580 265320 73622 3715 27207 3441 148540 363080 269353 107 93037 130688 158082 340880 9122 1110 87657 65719 62741 4756 23139 1733 173991 36 6672 19250 10339 39 117573 3004 +internal_value=0 -0.0323306 -0.0251648 0.0052006 -0.00451212 -0.0339292 0.00564774 -0.0517792 -0.0402686 -0.012373 -0.0281822 0.00720592 0.00319661 -0.0324467 0.00704955 0.00809349 0.012151 0.00646997 0.0028498 0.00715223 0.00315047 0.00211469 -0.0206786 0.0789134 -0.00641612 0.00530942 0.0261411 0.231247 -0.0102456 0.0116889 +internal_weight=0 9949.03 7270.3 57605.7 9858.13 5553.98 4300.26 2678.73 1172.72 5557.88 3963.46 47747.5 1716.32 3087.02 47496.9 37465.8 10706.9 26758.8 10138.7 5319.83 10031.2 3625.8 2321.32 14.8872 3236.56 796.804 282.111 4.22065 2439.75 10600.8 +internal_count=2798112 1899394 934382 898718 507067 702678 177480 965012 601932 329587 437358 391651 231704 344321 387936 355675 91771 263904 133216 70475 32261 150273 175607 1616 153980 29735 10485 146 124245 90661 cat_boundaries=0 1 2 -cat_threshold=20 48 +cat_threshold=12 2 is_linear=0 shrinkage=0.1 Tree=106 num_leaves=31 -num_cat=2 -split_feature=2 2 1 2 1 6 8 0 2 3 2 11 3 8 1 6 7 0 3 11 2 8 8 4 3 7 3 8 2 10 -split_gain=1060.75 326.428 305.548 170.586 153.345 130.807 100.345 82.8152 98.8417 85.0351 58.6237 58.2836 58.0009 55.9465 54.0986 52.185 66.5724 51.8218 69.1772 62.21 51.5059 51.0185 49.7998 48.7154 49.5308 43.7182 43.3186 41.9475 39.7404 38.5222 -threshold=0.0088180304355853466 0.058824340616308458 0.005553360524629708 0.0017203158920416509 0.0030392575083699499 0.37689393939393945 100.50000000000001 0.023446933044462426 0.21557842490452858 0.10844812046708716 0.0040399333140823676 0 0.060667487772122074 85.500000000000014 0.10002272257413615 0.3816526610644258 0.41277890466531447 0.0084596428177776285 0.084512930347267742 1 0.027105100372202845 115.50000000000001 49.500000000000007 0.53589743589743599 0.10844812046708716 0.40967365967365971 0.076270869379919268 151.50000000000003 0.026277872057148443 1.0000000180025095e-35 -decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 -left_child=3 2 13 -1 10 7 14 11 9 -9 -5 12 -3 17 -4 16 -7 29 19 -19 -8 -11 -6 24 -17 -26 -22 -14 -16 -2 -right_child=1 5 6 4 22 15 20 8 -10 21 -12 -13 27 -15 28 23 -18 18 -20 -21 26 -23 -24 -25 25 -27 -28 -29 -30 -31 -leaf_value=-0.043761104801199296 0.0018583914418770497 0.01842304519999971 -0.0065516921010005755 -0.020561533312077301 -0.027386317144066214 -0.065820464197108519 -0.039263629587176344 0.006807887523636297 0.0018281438327445946 -0.0024523227825494058 -0.0082311258309104955 0.0039656152301419199 -0.00068160240049366949 -0.0068199197517271022 -0.026671942686852163 0.010912629294486781 0.090816640938689464 0.03248803622078663 -0.0083157409827756528 -0.012058956694187833 0.010644293954262474 -0.009812522895899083 -0.051986929935536656 -0.055829696928881567 0.0067951639958278428 0.00095226618518809642 -0.023469246613388228 -0.044705170560855496 -0.011533604765385848 0.016159370511865216 -leaf_weight=2741.5904617030174 40707.857261745259 1612.6120144277811 13175.558595992625 6264.7063952824101 2519.0037780422717 33.56009966135025 1914.4200401045382 8577.5774828866124 193086.17732769251 51111.052113927901 10027.784730835818 193025.20218545198 39584.90159253031 11172.056661237031 2784.8531121835113 17775.42483920604 141.69159795343876 834.93970293179154 9330.1198097616434 494.91748956218362 446.51839870214462 11545.096529409289 1222.1003769207746 126.44047909229994 39079.893752217293 19047.159699894488 2237.6302801892161 217.62913426011801 4596.002429023385 1974.9412129633129 -leaf_count=220138 491271 7304 121616 338623 57116 134 28590 40379 639367 247741 325199 763821 160265 162958 33624 70055 527 5423 80541 3718 4223 68905 28868 490 142625 71188 23630 996 34755 23078 -internal_value=0 0.00158153 -0.00403024 -0.0203663 -0.0171647 0.00245672 -0.0133786 0.00186715 0.000653591 -0.00253015 -0.0129724 0.00323537 -0.000169006 -0.000385226 -0.0103913 0.00631552 0.0608212 0.00096245 -0.00527442 0.0160631 -0.0267322 -0.00380852 -0.0354226 0.00618988 0.00629319 0.00488055 -0.0177943 -0.000922311 -0.0172454 0.0025201 -internal_weight=0 664634 89669.8 22775.2 20033.6 574964 25155 498760 264320 71233.7 16292.5 234440 41415.1 64514.8 20556.4 76204.2 175.252 53342.8 10660 1329.86 4598.57 62656.1 3741.1 76028.9 75902.5 58127.1 2684.15 39802.5 7380.86 42682.8 -internal_count=4197168 3227224 1013427 969944 749806 2213797 246438 1928778 996392 357025 663822 932386 168565 766989 189995 285019 661 604031 89682 9141 56443 316646 85984 284358 283868 213813 27853 161261 68379 514349 -cat_boundaries=0 1 2 -cat_threshold=8 19 +num_cat=1 +split_feature=2 2 1 2 1 0 6 8 3 0 11 6 1 8 1 9 8 10 8 1 2 8 5 1 8 8 2 3 8 1 +split_gain=747.18 193.548 183.917 158.931 158.206 77.3873 74.6879 67.5957 55.3811 57.4225 56.5563 50.7267 47.4383 47.2071 47.3736 46.419 60.8893 43.7714 43.5998 41.3904 38.8028 38.7129 37.7469 37.0194 34.5184 35.182 33.4476 31.5702 80.8117 30.3442 +threshold=0.01369765 0.0023496500000000004 0.017891300000000002 0.09657060000000002 0.064847800000000025 0.0060994000000000005 0.25186567164179113 49.000000000000007 0.12624060000000001 0.058306650000000008 0 0.26393188854489169 0.0019528500000000001 47.000000000000007 0.00039715000000000003 1.0000000180025095e-35 33.000000000000007 1.0000000180025095e-35 79.000000000000014 0.0019528500000000001 0.0047586500000000006 109.00000000000001 0.052289815447710192 0.0071217500000000005 95.000000000000014 149.00000000000003 0.0012430000000000002 0.30936190000000002 79.000000000000014 0.036264550000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 26 7 4 5 19 12 20 10 13 -7 22 24 14 -10 17 23 27 -6 -2 -3 -13 -8 -17 -5 -26 -1 28 -14 -29 +right_child=3 2 -4 6 18 8 11 -9 9 -11 -12 21 15 -15 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 29 -30 -31 +leaf_value=-0.051018949894380855 0.0037439326673275632 -0.014226810157462844 -0.038169185276964453 0.0038272774957564316 -0.010771471363707957 -0.015299069663928914 0.073150752117750947 -0.020505716421406292 -0.011662900544848075 -0.012838693820953909 0.010192101621703267 0.005566278269951189 0.00048927039976784034 -0.012168754640912948 0.002761236140864395 0.004100955662307045 -0.018272672784957599 -0.0053168177047710234 -0.028308292540741395 -0.0047155676497713916 -0.0028307310801119053 0.036066210241165624 -0.054973136478342989 0.016712725884053096 -0.018683319530161255 0.041805045393777947 -0.030551249661398425 0.00053912029703516819 0.0080205755284783065 -0.0048359579248678482 +leaf_weight=1182.7441415647045 35604.053016233258 4098.2427921127528 2433.3457601424307 115159.64355485141 8559.9453170076013 1079.5856128670275 173.70294702798128 4021.2900511391927 2844.743965420872 8400.5781938768923 4335.716032255441 61526.043955795467 52053.022241175175 4210.8249619044363 11408.383812177926 5103.5590006411076 838.55353246629238 11616.52502951026 1699.1001319512725 6905.5324981920421 11026.9608730115 418.99145425856113 26.50271737575531 4278.6847230643034 1082.1445038020611 105.53364583849907 2457.0291071196552 59210.106530457735 19616.551484435797 12767.547322258353 +leaf_count=99951 329910 170885 41980 424038 62537 7639 618 126994 22186 54083 27861 221378 173743 37896 77394 17261 3158 42327 17873 57237 242539 1575 96 14306 4106 387 177448 220675 67343 52688 +internal_value=0 -0.0158712 -0.0122734 0.00183997 -0.00203077 -0.000433372 0.00279701 -0.00898226 -0.00412478 -0.00598446 0.00510079 0.005935 0.00210507 -0.00286597 -0.000117639 0.00101722 0.00754494 0.000587511 -0.0136759 0.00236972 -0.00591855 0.00577258 0.05619 0.00985244 0.00365235 -0.0133085 -0.0372022 0.00106498 0.00255065 -0.000414322 +internal_weight=0 25219.6 21579.8 429026 85048.5 74789.4 343977 19146.5 32279.8 26864.5 5415.3 62145.2 281832 18464 14253.1 165485 10220.8 155264 10259 42509.6 15125.2 61945 200.206 9382.24 116347 1187.68 3639.77 143647 71669.6 71977.7 +internal_count=2798112 859797 582398 1938315 694616 614206 1243699 540418 227059 191559 35500 223667 1020032 137476 99580 591501 34725 556776 80410 387147 413424 222953 714 31567 428531 4493 277399 514449 241086 273363 +cat_boundaries=0 1 +cat_threshold=4 is_linear=0 shrinkage=0.1 @@ -2255,20 +2217,20 @@ shrinkage=0.1 Tree=107 num_leaves=31 num_cat=2 -split_feature=0 3 3 1 3 11 0 7 2 3 4 0 1 7 0 1 4 0 8 2 0 3 8 11 8 0 2 7 10 8 -split_gain=1382.01 1063.79 443.783 190.489 161.568 156.387 139.738 110.034 105.659 103.11 99.2148 69.8375 87.3767 69.2703 62.857 55.7973 52.6194 58.2811 55.4646 51.1384 49.064 48.6362 47.6272 47.5332 46.6201 44.2985 39.8072 37.0615 37.7992 44.5137 -threshold=0.001056572891662834 0.12230334144234294 0.99433223361527079 0.00020785179400933807 0.040999996234582288 0 0.030217252782945205 0.43875000000000003 0.039144451947456881 0.9978693148626302 0.093073593073593086 0.19472169661559699 0.0023253963490163076 0.11324786324786326 0.00040033171895863593 0.00010917321114347805 0.14434523809523811 0.87453036761691083 82.500000000000014 0.015323723475828306 0.0051995035694138332 0.093023926079970884 235.50000000000003 1 118.50000000000001 0.019672920317438402 0.001557080858703322 0.40967365967365971 1.0000000180025095e-35 64.500000000000014 -decision_type=2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 -left_child=2 4 14 15 26 11 24 10 -9 13 22 27 -13 23 -1 -3 17 21 19 -19 -12 -8 25 -4 -6 -7 -2 28 -5 -30 -right_child=1 3 9 5 6 7 16 8 -10 -11 20 12 -14 -15 -16 -17 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 -leaf_value=0.016479858699987911 -0.065719625962490411 0.015957075905931106 0.0070798600546541539 -0.002438617767707481 -0.0025576536322041792 0.0017186053264172095 -0.014996829851031844 0.012659703449624946 0.0023261726830208266 0.045369579283509043 0.0066005833574477833 0.0062452959080349429 -0.010052943573543499 0.035353499580678141 0.0075608881970225918 0.005508361786752531 -0.019079569828828236 0.030876852360091453 -0.018651342932490225 -0.00063956893691305807 -0.0088653320052639682 -0.0082284780415696947 -0.033555899261549497 0.025051038905482527 -0.012066299772321753 -0.00093576853528798106 -0.02196107739718068 0.00025645562179699518 -0.011977625528654622 0.0054588471026660035 -leaf_weight=10086.168273512274 212.15353386476636 7290.1763618569821 2318.1291916370392 100923.47593921609 25618.550887390971 111748.16169354133 25969.093799643219 10880.692360412329 109207.83997777104 3286.9387247189879 2315.8166720476002 3870.3901599049568 21912.224826693535 4038.9079910181463 36485.297169765458 17095.803604003042 10573.119893461466 779.90165668725967 950.85516958683729 1514.8457451984286 17952.633949376643 17958.824949651957 418.04060432501137 4154.3522178065032 6455.5886991098523 143753.17223148048 10347.687583837658 50111.879241919145 8237.999094851315 1780.574650445953 -leaf_count=174641 3390 68492 82598 403264 114133 550450 137656 99330 401593 184918 13728 13164 76732 156909 376726 110000 61308 5334 6714 9011 64936 80474 1731 145962 31571 491148 76596 210048 35946 8665 -internal_value=0 -0.00160281 0.0141594 -2.70109e-05 -0.0111395 -0.000389134 -0.00976388 0.000735367 0.00326245 0.0299109 -0.0003634 -0.00277407 -0.00760631 0.025077 0.00949251 0.008632 -0.0127034 -0.0112743 0.00165681 0.0100717 -0.00709824 -0.0122298 0.000169989 0.0186643 -0.00447147 0.00022517 -0.0228402 -0.00200066 -0.00302019 -0.00887869 -internal_weight=0 707880 60369.8 607499 100381 583113 89820.8 396276 120089 13798.3 276188 186837 25782.6 10511.4 46571.5 24386 57746.6 47173.5 3245.6 2294.75 20268.5 43927.9 255919 6472.48 32074.1 255501 10559.8 161054 110942 10018.6 -internal_count=4197168 3075414 1121754 2549227 526187 2370735 446201 1622916 500923 570387 1121993 747819 89896 385469 551367 178492 300497 239189 21059 14345 78664 218130 1043329 228560 145704 1041598 79986 657923 447875 44611 +split_feature=3 3 0 0 3 1 3 7 4 8 10 7 7 8 4 8 0 11 0 0 1 1 0 0 11 8 8 8 0 0 +split_gain=1005.61 704.001 188.994 150.822 142.619 120.443 89.4227 88.0815 82.4341 61.9681 82.7229 61.4584 50.9346 47.7397 47.4765 47.3366 46.2579 45.0006 37.209 36.3383 35.3726 34.3156 33.6477 31.9158 31.6337 29.5926 29.2004 28.8772 28.4977 28.3546 +threshold=0.99248650000000016 0.12274470000000001 0.0017733500000000001 0.0051345500000000007 0.99758685000000014 0.00032055000000000001 0.038792750000000008 0.43875000000000003 0.093073593073593086 79.000000000000014 1.0000000180025095e-35 0.25357142857142861 0.68857758620689669 75.000000000000014 0.14434523809523811 157.00000000000003 0.9014118000000001 0 0.00046775000000000001 0.007969900000000002 3.9050000000000007e-05 0.00086645000000000005 0.19864990000000002 0.34450655000000002 1 31.000000000000004 55.000000000000007 49.000000000000007 0.010599350000000002 0.00064695000000000009 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 +left_child=1 3 13 -1 11 12 -5 8 15 10 14 24 28 18 16 17 -8 -7 -3 -10 -20 -22 -9 -12 29 -6 -18 -14 -4 -2 +right_child=4 2 5 6 25 7 9 22 19 -11 23 -13 27 -15 -16 -17 26 -19 20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.0010925640639695899 0.025688103418944876 0.011673433021279741 0.0024851308221523474 -0.025778767371534519 -0.010718002111428248 5.6200311636065217e-05 -0.0066440403281372911 0.0022747498291967663 0.0014680711566845456 -0.017740255230818541 -0.011620323629163083 0.029306649237721118 0.012135269027703356 0.013119963309371686 -0.016583525505648972 -0.035512104996682683 0.023527790685018295 -0.0028044681999588104 0.02685138153175223 -0.010258721043040046 0.0013367525625552869 0.0078632196437552395 -0.0027950310945201412 -0.02565573231898205 0.0075172247961930562 0.043786660798202676 -0.025428142774738222 0.03223881049779858 0.012704907047487097 0.0075303715323407037 +leaf_weight=13764.561056956649 2912.1782100759447 6509.9255821630359 15434.019401200116 4833.0974764712155 102.56460866890848 111195.75812752545 26369.604130916297 88327.594361145049 3174.0600013621151 12277.527632348239 2798.4048705250025 4136.5303735416383 3434.9371903315187 7755.2153945192695 4873.6566895470023 406.56352437660098 791.10305307805538 108788.39422617108 640.17482800036669 15777.092496544123 28870.552927907556 11174.55408745259 15368.986252173781 3847.9288893640041 3738.6797015480697 3461.4156930651516 144.01644985377789 902.17889704182744 3314.4672484621406 1220.4025126565248 +leaf_count=61592 86656 90586 86292 39403 5645 409763 126088 340378 14003 68197 14270 137563 19582 78072 26687 1568 5313 404397 9431 55526 211785 74640 53533 22861 108703 192322 1111 6340 16002 29803 +internal_value=0 -0.00116073 0.000380194 -0.0104699 0.0246517 -0.000440566 -0.0127774 -0.000911083 -0.00196582 -0.0115478 -0.00958956 0.0194379 0.00655104 0.00584876 -0.00749175 -0.00142161 -0.00586894 -0.00135861 0.00465394 -0.00829464 0.00353077 0.00315796 0.00152335 -0.0197462 0.0142516 0.0422181 0.0159882 0.0163171 0.00429184 0.0202768 +internal_weight=0 490774 421074 69699.9 15571.8 366124 55935.3 343038 239342 51102.2 38824.7 12007.8 23085.6 54950.4 32178.4 220391 27304.7 219984 47195.2 18951.2 40685.3 40045.1 103697 6646.33 7871.26 3563.98 935.12 4337.12 18748.5 4132.58 +internal_count=2798112 2237420 1871898 365522 560692 1407384 303930 1279168 885257 264527 196330 362725 128216 464514 159199 815728 132512 814160 386442 69529 295856 286425 393911 37131 225162 197967 6424 25922 102294 116459 cat_boundaries=0 1 2 -cat_threshold=3 12 +cat_threshold=12 3 is_linear=0 shrinkage=0.1 @@ -2276,18 +2238,18 @@ shrinkage=0.1 Tree=108 num_leaves=31 num_cat=1 -split_feature=0 0 0 3 10 8 3 9 2 8 1 4 7 0 8 8 7 3 8 0 8 8 7 10 3 2 11 10 3 3 -split_gain=3498.66 518.861 361.882 237.783 155.041 150.132 138.593 119.715 114.333 110.433 106.869 99.0706 97.0249 92.6355 83.2839 83.3646 83.848 80.7761 76.1534 74.9574 74.6566 71.7663 69.5694 68.2721 65.9731 79.5954 63.1665 62.7031 60.8587 59.5728 -threshold=0.0058233944893070566 0.021870817281779188 0.0013049870448905486 0.9810081315935999 1.0000000180025095e-35 85.500000000000014 0.93724911927414156 1.0000000180025095e-35 0.90499276603118495 46.500000000000007 0.0043308924422556317 0.10960960960960962 0.45584415584415588 0.0030222126812408869 46.500000000000007 100.50000000000001 0.58919961427193834 0.073605989979258185 124.50000000000001 0.078237077907738276 46.500000000000007 166.50000000000003 0.18465909090909094 1.0000000180025095e-35 0.87233117386479397 0.85927092440190056 0 1.0000000180025095e-35 0.040999996234582288 0.78473734413934759 -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 1 2 2 2 -left_child=2 6 23 13 5 9 8 20 14 -3 17 18 28 -4 -2 16 27 21 -12 -14 22 -7 -6 -1 25 -15 -10 -16 -11 -30 -right_child=1 4 3 -5 7 10 -8 -9 26 12 11 -13 19 24 15 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 -leaf_value=-0.048755254429262401 0.0090884129960970093 0.0095322377042322826 -0.037169753393665322 0.0020013690623781042 0.021735306349236885 0.017760500523583286 0.006272059898010717 0.0027180914052026012 0.022212066735722128 0.015251724456270902 0.005709061162251769 0.018261254583960575 -0.011761006460032791 -0.03530516804001485 -0.015663470218899866 -0.0049534465889650697 -0.02830477672239004 -0.0010626737654871215 0.020931380197850125 -0.0015527655686689635 0.011572445029639854 -0.063940994352450042 0.064499198176057607 -0.0090512355181697635 -0.013735478139841004 -0.0074228196084852767 -0.0065829310899417461 0.0066558875600980913 0.00073282435427157624 0.010833634458568549 -leaf_weight=10338.162748656352 1635.3416648283601 13906.630557712168 7721.0605125250295 2897.6796780442819 2159.076732352376 3430.8217984810472 5450.3385292496532 17608.404033455998 1482.1835391186178 3285.5932854153216 39040.882835093886 9545.2408722788095 9477.5950658507645 4944.1336359363049 14052.912565832958 7314.7797056939453 5239.8226810526103 22181.08944831416 3588.5361641384661 29840.835929140449 26331.239041414112 110.99103833734989 461.78537369519472 452.02244931133464 4590.9521681573242 1291.2191299144179 1552.1408913414925 1382.5424676686525 87642.021811220795 6255.736955858767 -leaf_count=1189207 25929 67716 358077 158948 8234 18549 120869 73091 16030 17902 172573 38702 100153 146905 265711 127115 102900 127311 16224 127370 109002 569 1932 49136 162495 34441 27707 17472 450709 64189 -internal_value=0 0.00244485 -0.0321548 -0.0246391 0.00396095 0.00288841 -0.00848994 0.00922007 -0.0109535 0.00104295 0.00645171 0.00905244 0.000178076 -0.0288012 -0.012847 -0.0141286 -0.0173747 0.00117658 0.00699047 -0.00401343 0.0131745 0.0152002 0.0292701 -0.047092 -0.022833 -0.0295313 0.00753414 -0.0136643 0.00187388 0.00140577 -internal_weight=0 312977 32235.2 21445 274866 228306 38110.1 46560.5 32659.7 150408 77897.6 52174.7 136502 18547.4 29625.4 27990.1 20675.3 25722.9 42629.4 39318.4 28952.1 3541.81 2620.86 10790.2 10826.3 6235.35 3034.32 15435.5 97183.4 93897.8 -internal_count=4197168 2097959 2099209 860866 1394226 1201967 703733 192259 582864 828039 373928 227499 760323 701918 539127 513198 386083 146429 188797 227523 119168 19118 10166 1238343 343841 181346 43737 283183 532800 514898 +split_feature=0 0 0 3 8 8 3 2 2 7 0 1 3 7 10 1 8 2 0 3 1 8 11 2 4 0 3 8 3 8 +split_gain=2420.19 309.622 261.988 159.357 96.1516 103.662 79.575 79.1641 75.2111 72.3411 75.2214 61.8496 112.355 60.6103 59.3165 46.36 50.2692 46.2993 44.8853 76.3253 41.3158 41.0279 40.8471 39.3107 36.6413 36.0304 74.8746 35.8937 35.8732 34.7794 +threshold=0.0055865500000000009 0.018583000000000006 0.0015932500000000003 0.92320885000000008 31.000000000000004 33.000000000000007 0.88521380000000016 0.89620385000000014 0.83449990000000007 0.45584415584415588 0.097212550000000023 0.010231450000000001 0.083790900000000015 0.33687943262411352 1.0000000180025095e-35 0.22640575000000004 135.00000000000003 0.73516160000000008 0.00049635000000000011 0.99193210000000021 0.0012255500000000004 355.00000000000006 0 0.044176700000000006 0.21320346320346323 0.078503950000000003 0.79199550000000007 17.000000000000004 0.96852330000000009 37.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 +left_child=2 6 14 8 27 9 7 20 -4 17 23 12 -7 -5 18 16 29 25 -1 -20 -2 -14 -19 -11 -22 26 -6 -3 -8 -13 +right_child=1 4 3 13 5 11 28 -9 -10 10 -12 15 21 -15 -16 -17 -18 22 19 -21 24 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.055017862855158819 -0.022456694837701741 -0.018099844343344308 -0.036252691787548509 -0.0028994887676047024 -0.0067266959150520146 0.015634412940300612 -0.0021788086661901989 0.0050087179391566016 -0.013148929938161366 0.014601411892839367 0.00067351488910818709 0.046470577478880858 0.0012085770624176049 -0.02583936763502059 -0.0089807015867995471 0.0020564937791939155 0.0638531039239911 0.018332929578362082 -0.045417703896653283 -0.013930960343355987 -0.012487715687725488 0.18976811261142867 0.002827746641133287 -0.012401234406526768 0.012710728823207404 0.0035616220518864179 0.0085594677711136186 0.013639090101292604 0.017213921647611537 0.01150210925242804 +leaf_weight=3313.0237089993316 4523.6743180863559 367.35762972384691 6512.5530588142574 4021.1008334525395 10276.314905401319 6727.9472978152335 5443.7922755051404 2419.3681792728603 1798.0287918411195 578.22696672379971 19488.605486482382 288.32507089525461 28843.924223035574 1614.091548755765 461.15710819838569 5387.8686440326273 188.43248119205236 3599.6044473126531 4836.5209390748059 915.60549580870429 9306.1808160580695 11.544000267982481 3236.1999546587467 7974.7589654438198 615.21125130727887 56635.800070881844 4656.2227477394044 11852.720262486488 1156.5255567841232 21032.027503557503 +leaf_count=535748 86215 1612 218225 149693 88419 33127 98353 33031 55229 5701 75749 1234 150768 69284 43070 23719 764 21131 313555 102787 159732 48 23699 71515 10252 218738 42513 53496 22582 88123 +internal_value=0 0.00271896 -0.0311835 -0.0224517 0.00411902 0.00349936 -0.00808935 -0.0117325 -0.0312541 0.00160148 -0.00275762 0.00673273 0.00399732 -0.00947017 -0.0439662 0.0103516 0.0124295 0.00316053 -0.045746 -0.0404057 -0.0145364 0.00128401 0.0110234 -0.0105757 -0.0109252 0.00240951 -0.00196021 0.012685 0.00121924 0.011975 +internal_weight=0 204611 23472.1 13945.8 181146 168926 23464.8 16864.4 8310.58 106446 28041.6 62480.1 35583.4 5635.19 9526.31 26896.7 21508.8 78404.1 9065.15 5752.13 14445.1 28855.5 6835.8 8552.99 9921.39 71568.3 14932.5 12220.1 6600.32 21320.4 +internal_count=2798112 1310521 1487591 492431 900356 845248 410165 289230 273454 547465 152965 297783 183943 218977 995160 113840 90121 394500 952090 416342 256199 150816 44830 77216 169984 349670 130932 55108 120935 89357 cat_boundaries=0 1 cat_threshold=3 is_linear=0 @@ -2297,186 +2259,182 @@ shrinkage=0.1 Tree=109 num_leaves=31 num_cat=0 -split_feature=1 1 1 3 2 0 3 1 3 8 2 0 2 1 2 1 1 8 1 6 6 4 5 5 5 8 8 5 1 8 -split_gain=1506.63 179.071 176.438 166.6 109.04 47.7268 44.6438 63.0446 41.7695 37.5385 42.5138 34.5846 34.2566 30.9249 26.3514 26.155 25.6721 24.2696 23.2349 23.1117 23.9113 70.6283 23.7269 22.9893 22.7935 30.3213 56.8778 28.2071 22.4714 22.3196 -threshold=0.0026905215087951327 0.0084096564321017031 0.00054933569583976447 0.88052459584666576 0.050963973039007501 0.17746221267216769 0.96118147580274782 0.00016047291369394241 0.98364732073892003 79.500000000000014 0.36588067198065527 0.0015541765677351284 0.81387133466728434 0.63414676870345377 0.014362738944116766 0.0013124389586386177 0.0016844658420012506 97.500000000000014 0.032812538942198551 0.17902930402930406 0.17712418300653598 0.36914203316510458 0.24662162162162166 0.030776515151515155 0.17156862745098042 130.50000000000003 139.50000000000003 0.18465909090909094 0.72339695550557503 37.500000000000007 +split_feature=1 1 3 1 0 3 1 3 1 5 3 0 1 1 3 0 0 0 5 4 4 6 6 6 8 2 4 6 2 3 +split_gain=1032.67 130.479 140.031 94.5556 67.3124 43.5952 66.7657 28.1662 24.5887 21.974 20.8903 21.1865 26.6624 21.8207 20.3352 19.8088 19.6921 18.1976 16.7749 15.6653 29.6652 24.323 33.2014 20.5249 15.5063 15.5026 22.8785 42.9307 27.1839 15.2997 +threshold=0.0030804500000000006 0.00057335000000000014 0.95153605000000019 0.0093938500000000022 0.033671750000000007 0.96006965000000011 0.00015125000000000002 0.97972600000000021 0.0016964500000000002 0.033060109289617494 0.030517350000000002 0.0029930500000000006 0.039515050000000003 0.65175950000000016 0.98782955000000017 0.064227150000000024 0.0090471500000000021 0.00079625000000000008 0.050641025641025648 0.30330086580086585 0.16441441441441443 0.26006441223832533 0.29893617021276603 0.048003072196620589 49.000000000000007 0.0047586500000000006 0.77411873840445278 0.072299651567944254 0.0036529500000000007 0.63543185000000013 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 15 11 24 -1 -8 16 10 19 -2 18 14 17 -4 -5 -11 -12 20 22 -22 28 -16 -6 27 -27 -26 -3 -21 -right_child=1 9 3 8 5 -7 7 -9 -10 13 12 -13 -14 -15 23 -17 -18 -19 -20 29 21 -23 -24 -25 25 26 -28 -29 -30 -31 -leaf_value=-0.060357918322341809 0.033549176649593788 0.0066225481421899801 -0.043917545686006691 -0.022782397684190776 -0.01082321449221138 -0.028485519041506008 -0.057207849112023326 -0.024125015139360627 0.0090824976607001232 0.048811366273724399 -0.011499572921517411 0.0037190250063032122 0.018453109574580805 0.0023209551543143803 0.0088168917068253277 -0.029393059875999567 0.00069950424067301005 0.017456280486918541 0.00014111839455885596 -0.048725119104322034 -0.093062438318959342 0.51898419058488166 0.01534231196366749 0.022869426386090259 0.68860857125390851 1.5855380798474896 -0.076174715310383667 0.029377498126106356 -0.0003124332988259864 0.00045377032730943605 -leaf_weight=1958.6306744844187 483.81038417760283 34567.533946119249 2132.6344177071005 1370.1552952339407 5249.1998401046731 1881.8198858299293 1096.9007734854822 1213.0462113319081 1131.1547460121801 299.25372178666294 2846.9052509944886 1976.2487916960381 715.97894324176013 5110.1592444032431 15131.132509387098 2961.4290942018852 705.21491507533938 1409.8832755992189 4311.4757589809597 93.762109700590372 4.1717664757743469 3.4402417065575719 2717.0959403784946 1261.2084780586883 0.65382347349077363 0.3610717598348846 0.47955988440662622 89.03003789158538 5402.6530729234219 5855.9162465641275 -leaf_count=428211 31431 391992 322952 212182 362679 151486 610632 438239 197978 2978 100642 125148 19421 16756 189866 333949 70673 15715 52462 1294 45 28 14959 9597 37 21 29 5045 17213 73508 -internal_value=0 0.00424538 -0.03273 -0.0242337 -0.00859723 -0.0147913 -0.0492518 -0.0398347 -0.00637713 0.00580484 0.00441431 0.00958561 -0.00240245 0.00919071 0.0111301 -0.0354737 -0.0148032 0.0229463 -0.00448841 0.00551777 0.00633146 0.183552 0.00629986 0.00989808 -0.00996522 0.0397867 0.637571 0.0341835 0.00568517 -0.000321249 -internal_weight=0 89412.2 12569.2 8300.59 9681.6 7221.54 4268.58 2309.95 3206.52 79730.6 56518.9 2460.06 7874.36 23211.6 18101.5 5094.06 2075.37 1709.14 7158.38 48644.6 42694.9 7.61201 42687.3 16392.3 5339.72 90.5245 0.840632 89.6839 39970.2 5949.68 -internal_count=4197168 1582352 2614816 1137734 675876 519297 1477082 1048871 480833 906476 671564 156579 172525 234912 218156 656901 282855 18693 153104 499039 424237 73 424164 199463 367811 5132 50 5082 409205 74802 +left_child=1 5 8 4 7 -1 -7 -2 25 10 -5 -12 15 -14 -8 24 -10 -4 19 20 23 -21 -23 -11 -13 26 28 -28 -3 -17 +right_child=3 2 17 9 -6 6 14 -9 16 18 11 12 13 -15 -16 29 -18 -19 -20 21 -22 22 -24 -25 -26 -27 27 -29 -30 -31 +leaf_value=-0.06080298570505141 -0.0010594322406973326 -0.075309027643457885 0.019569180466367062 0.033413714363410826 -0.018027865728904215 -0.05809541675652357 -0.035113672171122566 0.024691104318902927 -0.0095367001193707758 0.30552426731415427 0.017405573537264723 0.0012036615284816603 0.0074735916365886741 0.0016821489444420687 -0.006379517117179029 -0.0072846612238631307 -0.029787428997328877 -0.0038359485320939644 0.011659711256636672 -0.032693348607049429 0.15775295891304253 0.4317301440193626 -0.0052693193487671486 0.0055030068486321788 0.015070205749071579 -0.03799188755722617 -0.075304225875358066 2.5863721458073043 1.0206830464798793 0.011882180892156828 +leaf_weight=1362.5866617944557 3084.6633160393685 1.3064268815796811 466.37235195748508 266.08590800873935 2893.002427559346 828.76144940999802 457.19274667627178 492.6051329607144 700.41056950157508 2.4310754071921101 1404.857246607542 3326.7018779534847 27754.010201793164 8497.6183312237263 533.91923313925508 3642.1637478424236 1527.2170250792988 1154.6311800025869 4731.4374806862324 34.061474011279643 28.839969062246382 2.8918788079172364 4.3594687841832638 36.747807331383228 1064.485919104889 2560.8988108914346 0.13106041122227896 0.1127119748853147 0.27372179203666736 470.23965264484286 +leaf_count=303749 157721 245 61258 5352 205304 477213 112613 22334 66276 19 19820 78756 195384 27206 216435 119699 159793 130326 29924 461 307 20 47 454 22772 371388 25 23 50 13138 +internal_value=0 -0.0307241 -0.0225077 0.00470538 -0.00668592 -0.0472768 -0.0371493 0.00248653 -0.0311047 0.00614305 0.00547453 0.00531348 0.00493391 0.00611604 -0.0196344 -0.000105627 -0.0234202 0.00289785 0.0125546 0.0512799 0.0807801 0.00270996 0.169009 0.0241195 0.00456511 -0.0377843 0.253653 1.15536 0.114545 -0.005093 +internal_weight=0 9593.81 6411.35 57737.2 6470.27 3182.46 1819.87 3577.27 4790.35 51266.9 46426.2 46160.1 44755.2 36251.6 991.112 8503.59 2227.63 1621 4840.77 109.332 68.0189 41.3128 7.25135 39.1789 4391.19 2562.72 1.82392 0.243772 1.58015 4112.4 +internal_count=2798112 1899394 789384 898718 385359 1110010 806261 180055 597800 513359 482127 476775 456955 222590 329048 234365 226069 191584 31232 1308 780 528 67 473 101528 371731 343 48 295 132837 is_linear=0 shrinkage=0.1 Tree=110 num_leaves=31 -num_cat=2 -split_feature=2 2 1 2 1 2 6 8 8 6 8 0 3 8 0 11 1 9 1 8 10 8 0 8 7 5 11 2 5 1 -split_gain=835.094 265.265 289.56 137.544 136.689 134.477 94.5006 81.8095 60.8097 59.9642 60.1508 59.9384 85.2256 65.745 60.2718 55.6809 49.0071 76.4571 63.5334 61.1636 48.8855 48.4241 48.0188 47.4931 47.482 46.4241 45.6704 45.1239 45.8544 44.0603 -threshold=0.0080002855578559361 0.083764009784770457 0.0043308924422556317 0.0017203158920416509 0.0030392575083699499 0.02883138674005848 0.25186567164179113 100.50000000000001 136.50000000000003 0.26393188854489169 163.50000000000003 0.0087159764097386964 0.16356378963496132 166.50000000000003 0.041039463253664019 0 0.003900811069118645 1.0000000180025095e-35 0.0078508568755950945 43.500000000000007 1.0000000180025095e-35 115.50000000000001 0.46297564746339631 73.500000000000014 0.05495169082125604 0.052289815447710192 1 0.14719390642647259 0.033908045977011504 0.10002272257413615 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 1 2 2 2 -left_child=3 2 11 -1 15 7 8 29 16 25 -11 21 13 -13 -14 -5 19 27 -19 -3 26 -2 -22 -17 -15 -8 -21 -18 -29 -4 -right_child=1 6 5 4 -6 -7 9 -9 -10 10 -12 12 14 24 -16 23 17 18 -20 20 22 -23 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.041088888166993964 0.0032498062839361555 -0.0061761557569949832 -0.0097157346321590267 0.0017506432865035653 -0.035238289363485158 -0.0059761448721524701 0.063722008355196494 -0.035694608781841296 -0.0097933916564517803 0.0048739585646097048 0.035647569459839844 0.012216511838163337 -0.002811516203434325 0.073529840134397978 -0.015751032053285898 -0.011421740760658446 -0.003620558626526175 -0.00017325515333921191 0.014655423593234559 0.00045916579696954254 -0.0049300216078443752 -0.0044143041498835292 0.011892579081579795 -0.02641638119049013 0.42351005636711447 -0.053269051425447501 0.00417805967098133 0.0011656939178499852 -0.0083920753516945525 -0.024055014920785916 -leaf_weight=2534.1600745511241 54670.742483889684 7287.278345182538 6310.4373497832566 2434.4224350701552 3089.6036493852735 28797.46540216729 271.5424879193306 2272.4978742152452 4502.3104573786259 95682.57755485177 639.40631658583879 2341.8286685235798 12064.39889562875 9.5893059670925158 5130.7087067402899 9182.4837634628639 26162.603224471211 4941.0635653138161 6958.1846663579345 40492.363481633365 12139.030439436436 9707.8937242785469 1972.4891518205404 2743.3962837413419 6.5070003345608702 38.760228529572487 179313.99408856779 155660.0426338613 5186.8493321835995 3244.6481283940375 -leaf_count=220138 620568 26200 77886 108315 76011 207719 971 35149 17929 349228 2442 15401 102749 90 35579 388970 135516 16885 23916 152394 45158 142686 7441 126616 59 140 660684 542358 18607 39363 -internal_value=0 0.00142777 -0.00273307 -0.0193189 -0.0161573 -0.00966336 0.0023853 -0.0186409 0.00176929 0.00521963 0.00507824 0.000621367 -0.00422765 0.0136009 -0.00667243 -0.0120521 0.00188757 0.000725556 0.00849794 0.00284583 0.00312689 0.00209411 -0.00257858 -0.0148586 0.215011 0.0491085 0.00349318 0.000231006 0.000857483 -0.014585 -internal_weight=0 665805 124557 19984.1 17449.9 40625 541248 11827.6 444616 96632.3 96322 83931.7 19553 2357.92 17195.1 14360.3 440114 198909 11899.2 241205 233918 64378.6 14111.5 11925.9 16.0963 310.303 219806 187009 160847 9555.09 -internal_count=4197168 3277118 1277249 920050 699912 360117 1999869 152398 1647088 352781 351670 917132 153878 15550 138328 623901 1629159 737282 40801 891877 865677 763254 52599 515586 149 1111 813078 696481 560965 117249 -cat_boundaries=0 1 2 -cat_threshold=4 8 +num_cat=0 +split_feature=2 2 1 2 1 6 0 0 2 3 8 8 8 6 7 4 3 3 1 0 8 10 7 0 8 1 0 9 0 3 +split_gain=587.091 181.192 192.827 114.136 102.713 83.8832 69.2667 50.9995 55.0155 54.746 48.027 43.1609 40.7318 36.6956 50.6346 32.7117 32.8945 32.6207 54.8955 36.8413 36.1117 32.0572 31.7375 31.6751 28.8771 27.5185 27.3066 26.7693 25.2526 24.6336 +threshold=0.0077732000000000009 0.051222600000000007 0.052604400000000009 0.0018862000000000002 0.0073830000000000015 0.37689393939393945 0.0060994000000000005 0.041871700000000005 0.16728140000000002 0.18790095000000004 77.000000000000014 51.000000000000007 67.000000000000014 0.3816526610644258 0.41277890466531447 0.53589743589743599 0.065702100000000013 0.076138600000000015 0.0029327500000000005 0.028393600000000001 111.00000000000001 1.0000000180025095e-35 0.10582306830907055 0.45729435000000007 27.000000000000004 0.0011974500000000003 0.0010364500000000002 1.0000000180025095e-35 0.0033408500000000007 0.30000145000000006 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=3 2 6 -1 11 7 10 25 9 -9 21 22 -4 14 -7 16 -15 18 20 -19 -8 -2 -5 -10 -18 26 -3 -20 -27 -21 +right_child=1 5 12 4 -6 13 17 8 23 -11 -12 -13 -14 15 -16 -17 24 19 27 29 -22 -23 -24 -25 -26 28 -28 -29 -30 -31 +leaf_value=-0.03880329889329797 0.0015610422220044802 -0.0013655004798093248 -0.015713847740039991 -0.0040903290561385593 -0.041063241298877437 -0.070644590198311791 0.027259501784017717 0.002668583078408835 0.00055483413152169884 -0.0069722389911442972 -0.008470011601105323 -0.023828368407564193 -0.034910373452399161 0.013889868647286391 0.094980473241665142 -0.055404433441749161 -0.015767716080019804 -0.0048964487173298139 -0.0086208550351651123 -0.0080447159318788753 0.36890685990595834 0.016902892471834151 -0.017002538896388822 0.0060298302290898269 0.0054836895997008202 -0.0023560526709446622 0.0044495253074628635 0.038553769721287177 0.0021707484729416786 -0.022232099122299381 +leaf_weight=2409.6084538437426 27819.546689782292 8909.8520329520106 5442.3127961233258 5636.3225161703303 1343.5108682345599 23.01906880736351 603.70501259341836 8669.5247129648924 92952.593350306153 18372.487354919314 4810.5784312509932 2323.6958242070395 1387.0237143151462 4792.9303029999137 93.166285067796707 86.883908808231354 648.59776569902897 6733.0377932712436 1801.7429673448205 2123.8237085305154 3.1097294129431239 1432.0902584642172 2874.3435410000384 11922.304402187467 45134.210103549063 14245.755345970392 86226.262208923697 128.89249400794506 91311.529444552958 2888.0629040524364 +leaf_count=209850 341625 43168 52787 205036 29452 93 4279 43739 312104 100279 79412 100995 18628 20684 349 341 2369 66307 17671 15793 34 16325 126676 43479 167582 58046 351295 920 344419 24375 +internal_value=0 0.00147444 -0.0038836 -0.0189179 -0.0149833 0.00224552 -0.00166166 0.00166757 0.000140245 -0.00388144 0.000789388 -0.0117492 -0.0196126 0.0060312 0.0621662 0.00590247 0.00600779 -0.0075072 0.00277468 -0.00972856 0.0290103 0.00231214 -0.00845122 0.00117724 0.00518262 0.00267149 0.00390493 -0.0054714 0.00155982 -0.0162201 +internal_weight=0 438563 55173.9 14587.5 12177.9 383389 48344.6 332610 131917 27042 34062.2 10834.4 6829.34 50778.8 116.185 50662.6 50575.7 14282.4 2537.45 11744.9 606.815 29251.6 8510.67 104875 45782.8 200693 95136.1 1930.64 105557 5011.89 +internal_count=2798112 2126103 638156 672009 462159 1487947 566741 1296529 499601 144018 437362 432707 71415 191418 442 190976 190635 129379 22904 106475 4313 357950 331712 355583 169951 796928 394463 18591 402465 40168 is_linear=0 shrinkage=0.1 Tree=111 num_leaves=31 -num_cat=2 -split_feature=0 3 2 3 0 3 3 7 8 11 11 7 8 9 8 8 10 8 4 2 1 7 9 8 8 2 8 8 3 5 -split_gain=1075.53 904.359 223.705 184.659 162.244 149.165 122.96 103.231 83.9931 85.7792 76.0211 74.6171 71.6765 95.909 70.3102 70.0733 64.9999 91.8164 59.1448 56.2975 54.9802 53.4038 51.9803 50.4352 45.7307 43.3701 41.9881 41.6862 41.2957 40.031 -threshold=0.00048917063851764211 0.12230334144234294 0.029709209751876568 0.99734014943338833 0.0056640730922888185 0.2817097656164354 0.040999996234582288 0.43875000000000003 46.500000000000007 0 1 0.43019480519480524 118.50000000000001 1.0000000180025095e-35 175.50000000000003 73.500000000000014 1.0000000180025095e-35 121.50000000000001 0.14434523809523811 0.63756515340203634 9.0598459725585171e-05 0.11324786324786326 1.0000000180025095e-35 139.50000000000003 181.50000000000003 0.0094160813048275675 118.50000000000001 37.500000000000007 0.79153353705335838 0.06458333333333334 -decision_type=2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 4 8 21 -2 10 -6 11 -3 -10 -4 14 13 18 16 19 -7 -18 25 27 -11 -1 -14 -9 -16 -8 28 -12 -22 -13 -right_child=1 2 5 -5 6 7 12 23 9 20 15 29 22 -15 24 -17 17 -19 -20 -21 26 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.012346026148120512 -0.00092543368725107552 -0.0098834520209353516 0.0022388860863161355 0.039288569265571671 -0.022452596106412596 0.00011208099490513058 0.014854962231382385 0.00308062431833174 0.010124069048144885 0.015295714157018315 0.017746986095753252 -0.094568406027132623 -0.016244814313192271 -0.022995703787016791 -0.087865767205277889 -0.0082140795459436262 -0.0062154744003596182 0.026180331876151677 -0.015285157441597724 -8.6247809148206326e-05 0.0081165796256087806 0.022860587046511588 0.041596536687511725 -0.014885493939892028 -0.019729413377984964 -0.0064142231098893226 0.0095163443818009393 -0.0061746863411613912 -0.0015970725231370512 0.12026078442097275 -leaf_weight=13057.550359159708 17182.557149685919 3351.1793944463134 20566.18222309649 4174.6891641821712 9268.5843410901725 276447.31369680166 980.0386765524745 133275.78392337263 32040.998449806124 3353.3474849741906 744.78857526183128 113.95777010172606 17887.509691312909 4235.4503551051021 112.23269806057215 33184.326894655824 25327.313820376992 906.16946545988321 7993.9474509432912 39113.264230743051 5416.6394471228123 7666.6560043543577 156.72943782061338 1581.0552015528083 805.21206580847502 44060.003043182194 5943.2308395858854 33238.159161821008 22794.501208322123 9.3884003609418851 -leaf_count=283755 78129 35062 71621 246582 73712 1044702 5870 521102 381314 53145 2724 397 98872 23191 446 125767 88391 3215 44332 133594 18126 188854 905 6461 3043 211770 64920 119128 268000 38 -internal_value=0 -0.00102947 0.000366275 0.0201009 -0.00978436 -0.000305916 -0.011584 0.000567582 0.00557991 0.00632501 -0.00332608 -0.000454721 -0.0102465 -0.00851481 -0.000423127 -0.00440274 -0.000339344 -0.00509644 -0.00735832 -0.00267306 0.00307614 0.0162358 -0.0157424 0.00286999 -0.0280647 -0.00595142 0.0018773 -0.00565041 0.000267983 -0.0782168 -internal_weight=0 740090 638325 24898.9 101765 565425 84582.3 438578 72899.9 69548.7 126847 303722 75313.7 57269.4 303598 106281 302681 26233.5 53034 73096.2 37507.7 20724.2 18044.2 134857 917.445 45040 34154.4 33982.9 28211.1 123.346 -internal_count=4197168 3477977 2941196 719191 536781 2120629 458652 1667795 820567 785505 452834 1140232 384940 285163 1139797 381213 1136308 91606 261972 255446 404191 472609 99777 527563 3489 217640 351046 121852 286126 435 -cat_boundaries=0 1 2 -cat_threshold=56 8 +num_cat=1 +split_feature=0 3 3 2 0 3 7 0 10 1 3 8 3 0 7 8 7 0 2 3 0 1 8 0 11 8 10 8 8 10 +split_gain=775.685 594.488 156.959 148.379 115.705 114.564 78.2371 69.1871 56.1197 53.7227 44.3659 44.1256 42.279 41.6533 40.3159 39.1527 38.0551 36.7261 35.668 35.3433 33.6833 33.6324 42.7965 34.7563 33.3695 31.2238 30.5 30.1538 29.3169 28.5451 +threshold=0.00048235000000000004 0.10623690000000001 0.9964531000000002 0.021865350000000002 0.028393600000000001 0.27546290000000001 0.40967365967365971 0.28980735000000007 1.0000000180025095e-35 6.3350000000000008e-05 0.030517350000000002 39.000000000000007 0.030517350000000002 0.83898855000000017 0.24837662337662339 31.000000000000004 0.50373134328358227 0.18805855000000002 0.0012430000000000002 0.057237950000000003 0.0064670000000000005 0.0015109500000000003 87.000000000000014 0.007969900000000002 0 23.000000000000004 1.0000000180025095e-35 63.000000000000007 21.000000000000004 1.0000000180025095e-35 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 +left_child=2 4 -1 9 10 7 8 20 24 -3 -2 -10 -6 17 18 29 -11 -14 -4 -19 -5 23 -23 -8 -7 -9 -15 -18 -21 -12 +right_child=1 3 14 5 12 6 21 25 11 16 15 -13 13 26 -16 -17 27 19 -20 28 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.013910430278888154 -0.02395038938861007 0.021075281743525187 0.04500034177035471 0.001847634961953914 -0.03211457774356493 0.0012854683171224159 0.0030666542209186205 0.024316021322999579 -0.0081258936502166118 0.0033456069707646185 0.01627295644458079 0.0048866859406902739 -0.011368054882212654 -0.0024840216097847074 0.045594957452060367 -0.0054553889600359295 0.0080558553642338087 -0.02967182811989711 0.021401861576471462 0.037648798192595652 -0.003152352052508424 0.0016640054945287969 -0.021214112133279905 0.0093991218190118443 -0.0013890604953669481 -0.0081366922625604274 -0.019032678926424018 0.023141082539103429 -0.017178782517316079 -0.032602799350700783 +leaf_weight=13262.861120704561 1216.8245897516608 2229.939192764461 866.20869258604944 18629.978881552815 1330.5607090778649 93619.26854878664 26030.506606861949 299.8223492205143 15020.904151983559 28605.227264869958 1286.7012535631657 3152.9270496889949 11042.138351798058 4610.4029175303876 1973.445381606929 20135.723900869489 6903.500870719552 2568.0886251479387 2457.8933578766882 98.351186811923981 48677.195141941309 52005.9313506037 830.71059176325798 12994.003935776651 92964.532110355794 26529.197608560324 1468.4382328093052 1639.8206882402301 11620.06213542074 131.72703789174557 +leaf_count=260656 7781 38113 54749 64104 14714 361292 129895 1177 52858 301652 5516 11580 59426 31494 106686 97353 87967 17445 120737 507 178472 183986 2984 49902 358034 104798 10393 21496 61797 548 +internal_value=0 -0.00110786 0.0197223 0.000149017 -0.0108473 -0.000440589 0.000524018 -0.00348002 -0.000563792 0.0059997 -0.00537297 -0.00586838 -0.0146549 -0.0139153 0.0342729 -0.0043242 0.00509475 -0.0156994 0.0275513 -0.019047 -0.0017684 0.00294873 0.00130431 0.00517518 -4.71091e-05 -0.00777402 -0.00648161 0.0109513 -0.0167186 0.0117339 +internal_weight=0 485642 18560.4 430133 55509 390755 296619 94136.2 204758 39378.5 22771 18173.8 32738 31407.5 5297.55 21554.2 37148.5 25328.6 3324.1 14286.5 67307.2 91861.2 52836.6 39024.5 186584 26829 6078.84 8543.32 11718.4 1418.43 +internal_count=2798112 2255284 542828 1948310 306974 1499082 1150531 348551 783764 449228 111198 64438 195776 181062 282172 103417 411115 139175 175486 79749 242576 366767 186970 179797 719326 105975 41887 109463 62304 6064 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 Tree=112 num_leaves=31 -num_cat=4 -split_feature=0 0 0 3 4 3 2 7 8 3 0 1 8 8 0 2 3 2 0 7 8 10 11 11 7 2 11 8 2 11 -split_gain=3024.25 460.179 315.149 221.131 143.181 136.655 119.118 100.03 90.9938 88.814 88.5758 82.9372 82.2638 79.8521 72.1872 72.0938 69.8542 70.9601 93.0788 67.4926 67.2443 65.4677 59.9927 57.4761 56.8905 55.3398 52.7248 50.0892 49.2683 49.1077 -threshold=0.0055086343636900686 0.018407675514871217 0.0013049870448905486 0.95812366525343096 0.053489702517162473 0.8884333798939642 0.85095039501429082 0.12771739130434787 106.50000000000001 0.073605989979258185 0.094441262256253003 0.0013124389586386177 46.500000000000007 46.500000000000007 0.0031050087009554831 0.79466548006524318 0.79153353705335838 0.73338365718382004 0.078237077907738276 0.45584415584415588 124.50000000000001 1.0000000180025095e-35 0 1 0.46862745098039221 0.0024062950151574479 2 25.500000000000004 0.95268957704345614 3 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 1 2 2 1 -left_child=2 5 21 9 7 6 29 11 10 -4 -9 -3 -7 -5 -11 25 17 18 -13 26 -17 -1 -19 28 -14 -6 -15 -20 -8 -2 -right_child=1 4 3 13 15 12 23 8 -10 14 -12 16 24 19 -16 20 -18 22 27 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.047096191533929278 -0.024535809406527071 -0.0043916409198092353 -0.0010542103300162761 0.043470011924716882 0.051229697763773618 0.038994305523766433 0.0065262753632693172 -0.010724818684482881 0.0046447373900654612 -0.041525786215519209 -0.00065793427853669218 -0.0033715382337410624 0.0035655124741723063 0.0082806998632898726 -0.026349838388358068 0.021000856786382898 0.013005262872704018 0.020190805749924535 -0.037043710513930628 -0.027929227596426118 0.10289211907213672 -0.00782867110475155 0.0055489722512633514 -0.0090690819139152817 -0.014214183323440571 0.0071071836765127993 -0.014025380974322658 0.0042220827268782454 0.047149278565786087 -0.013332432996740598 -leaf_weight=9747.5082425582223 5682.2465431075543 12039.49029520154 932.45306977629662 287.1151001052931 285.97799821197987 536.6829239577055 1713.1687590070069 12707.775639582425 18580.252745971084 5597.2894308157265 27994.796147853136 19250.827146202326 6575.4704643059522 1929.0313320513815 7123.1895619574934 2598.6993416696787 8556.9851843975484 4518.4798116087914 294.87293636798859 1617.5850825742818 104.29648508876562 443.91668287850916 7394.1817469261587 2431.0574293956161 2477.8281340505928 47340.28070474416 2329.6092641740106 119366.8986030519 361.56395680084825 12972.701917599887 -leaf_count=1189207 125826 104540 27782 14060 3387 10572 22380 130718 95041 250309 114205 171723 142622 88018 230092 17666 81678 26201 1089 94027 600 49136 52212 46547 61955 213297 124880 465042 3437 238919 -internal_value=0 0.00213387 -0.0310957 -0.0237463 0.00344118 -0.00908416 -0.0132407 0.00238692 -0.00115391 -0.0308439 -0.00380092 0.00361145 0.00095435 -0.00802396 -0.0330276 0.00827377 0.00421599 0.00371734 0.00308215 -0.01054 0.0241607 -0.0453858 0.0111242 0.00135158 -0.00130067 0.00737212 -0.00393491 0.00412039 0.0135404 -0.0167653 -internal_weight=0 313785 30007.7 19816.3 281034 32750.7 23160.7 230705 59282.8 13652.9 40702.6 171422 9589.98 6163.34 12720.5 50329.3 159382 150825 138913 5876.23 2703 10191.4 11912.7 4505.79 9053.3 47626.3 4258.64 119662 2074.73 18654.9 -internal_count=4197168 2129657 2067511 829168 1477399 652258 437109 1242449 339964 508183 244923 902485 215149 320985 480401 234950 797945 716267 637854 306925 18266 1238343 78413 72364 204577 216684 212898 466131 25817 364745 -cat_boundaries=0 1 2 3 4 -cat_threshold=3 3 13 48 +num_cat=2 +split_feature=0 0 0 3 11 3 1 4 10 0 2 3 3 1 8 0 2 3 2 0 0 3 11 2 0 3 0 2 8 1 +split_gain=2089 343.226 177.334 182.347 103.313 101.35 84.1341 92.5355 70.7703 65.9966 53.0153 54.6333 42.7672 40.8258 40.6098 51.1577 39.8659 41.8763 39.6918 38.5697 37.657 48.9777 36.3699 33.6445 33.0657 43.984 33.7365 32.8103 72.6565 70.7189 +threshold=0.0043229500000000008 0.015486050000000001 0.00097635000000000007 0.97620555000000009 0 0.96006965000000011 0.0024072000000000004 0.054093567251461992 1.0000000180025095e-35 0.0024750500000000008 0.84357925000000011 0.84183245000000018 0.048558600000000007 0.00054775000000000017 83.000000000000014 0.048216050000000003 0.92178260000000012 0.83591765000000018 0.78741325000000006 0.0090471500000000021 0.091994450000000019 0.81845195000000015 1 0.91537550000000001 0.00022515000000000002 0.99193210000000021 0.0006856500000000001 0.0015489500000000001 77.000000000000014 0.00190985 +decision_type=2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 +left_child=2 5 24 9 14 8 -6 18 10 -4 11 19 -9 -7 15 -3 17 -11 20 -2 21 -8 -12 -16 -1 -26 -27 28 -15 -30 +right_child=1 4 3 -5 6 13 7 12 -10 16 22 -13 -14 27 23 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 26 -28 -29 29 -31 +leaf_value=-0.06099126628821222 -0.026798226732286073 -0.0090047922057260362 -0.040888720044458371 -0.0037516375144418268 -0.00011009522331959252 -0.0094014466650962324 -0.0018521120544774808 0.027271121624119873 0.0073445547568573941 -0.035715914342448966 0.0079684554110840949 -0.0079633607506479544 0.010871185239709584 0.022864526951972247 0.015000572112158189 0.00042333231097177671 0.009100122149604874 -0.017597728656904104 0.013454999246421726 -0.014347299885543577 0.0054387274222468971 0.011340831667862572 -0.013772696385877831 0.21127301655972042 -0.050221467524677224 -0.037022597207644843 -0.0023045577085217773 0.018234178786197725 1.3774258545092857 0.27707969953728467 +leaf_weight=1237.7949046707363 4801.386964911595 6728.5921609140933 4646.20703673549 2918.0232963525923 26421.712409384549 719.89551264932379 16162.866638924927 1739.4677595421672 1779.0315353237092 2600.8688464649022 1740.179862305522 5545.6237656101584 18518.686657197773 5.9612614400684816 1413.5033317059278 39783.159330554307 328.70225861668587 2503.6634209565818 5010.352566935122 5163.6204486899078 66095.441341333091 3407.1195899136364 1363.4604360200465 8.7879455499351007 3006.3873497302411 1554.4319098029518 341.35629778401926 1586.9893294249196 0.89339577406644854 1.6870458107441662 +leaf_count=254921 115454 73983 232146 165476 180940 17001 127433 9036 22891 85944 26847 121077 78510 154 7043 170937 8414 90809 30942 88988 245225 31302 27809 77 254458 259872 37237 33126 25 35 +internal_value=0 0.00214396 -0.0323816 -0.0257654 0.00356606 -0.00945956 0.00496079 0.00616899 -0.0117106 -0.0321384 -0.0135318 -0.015919 0.0122794 0.0103669 -0.000431504 -0.000940581 -0.0246557 -0.0268293 0.00480386 -0.0203465 0.00429787 0.000444769 -0.00160135 0.0162133 -0.0463871 -0.0426996 -0.0307713 0.0192862 0.21475 0.65804 +internal_weight=0 207998 19137.4 12997.5 185290 22708.7 137356 110934 20393.3 10079.4 18614.3 15510.6 20258.2 2315.43 47934 46511.8 5433.23 5104.53 90675.8 9965.01 85665.4 19570 3103.64 1422.29 6139.97 4902.18 1895.79 1595.53 8.5417 2.58044 +internal_count=2798112 1408835 1389277 582789 955428 453407 703388 522448 403066 417313 380175 325519 87546 50341 252040 244920 185167 176753 434902 204442 403960 158735 54656 7120 806488 551567 297109 33340 214 60 +cat_boundaries=0 1 2 +cat_threshold=8 3 is_linear=0 shrinkage=0.1 Tree=113 num_leaves=31 -num_cat=2 -split_feature=1 1 1 3 2 3 1 0 3 8 2 1 11 1 3 0 2 5 8 11 0 8 1 1 0 8 0 0 8 8 -split_gain=1315.07 162.83 158.062 152.795 110.369 46.2899 60.8659 44.6325 38.9854 34.322 36.3247 41.0362 29.2481 27.6761 27.4178 24.9547 24.8103 56.0289 60.7312 24.8048 23.6677 22.6121 21.9917 21.3386 21.261 20.7769 20.4914 19.9396 19.6437 19.5507 -threshold=0.0025554139124603706 0.0075753861488676794 0.00054933569583976447 0.88052459584666576 0.02883138674005848 0.96118147580274782 0.00016047291369394241 0.059913150215792556 0.98170197876724552 79.500000000000014 0.15097391776113331 0.032812538942198551 0 0.8086606972296565 0.58846200274010341 0.0098420744038845206 0.0014778925072002878 0.044127190136275148 118.50000000000001 1 0.00077172324678339774 70.500000000000014 0.0016844658420012506 0.0013124389586386177 0.11988279031002896 258.00000000000006 0.001123929421987764 0.0031962595632271363 579.00000000000011 97.500000000000014 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 5 16 21 -1 -7 -6 22 10 13 24 14 -3 -11 -15 17 18 -4 -10 28 -2 -5 -18 -12 26 -16 -25 -21 -14 -right_child=1 9 3 8 7 6 -8 -9 19 12 11 -13 29 15 25 -17 23 -19 -20 20 -22 -23 -24 27 -26 -27 -28 -29 -30 -31 -leaf_value=-0.059404754136371252 0.0075438969805940439 0.0065946232538408771 0.06579711899817875 -0.022456981090417515 -0.0078305673563988081 -0.055772341990973952 -0.022373164446842238 -0.023809205439749657 -0.019689326044504577 0.01234842903683912 -0.0017130903026283493 0.0035985568375582291 0.016796392997152004 0.013438791376520079 0.19001582474408923 -0.0076861615459514355 -0.042560510254743111 2.3207890341257076 2.3126328305030999 0.034766161141447705 0.0029343562244690969 0.034433019486751731 0.00081741679655662378 -0.0021038012158210505 -0.013761432453083769 -0.076871054091854671 0.034390766146492772 -0.031757079598389852 1.1202878413873305 0.0059491092204102597 -leaf_weight=1842.7688335722778 1238.5080621899106 34602.748627664521 2.8355100946500897 1269.4292982066981 4340.0156497512944 1019.9319882660056 1173.3379023658345 2927.1595626045018 247.50923775706906 2988.3752247896045 3911.6725749885663 13296.943302601576 1830.6275173109025 716.73916092514992 8.5603964980691654 2543.9430467188358 2039.4007475781254 0.12520582322031248 0.12563100783154357 370.54113469552249 582.73556131566875 418.39398184511811 596.86063226871192 250.66826377809048 2341.2617286946625 16.61759571172297 727.39512624684721 2377.6994044058956 0.16677896352484722 17992.748976616189 -leaf_count=428211 83705 330132 602 201750 302413 610632 438239 245052 56499 31928 130601 139847 17143 2509 210 8547 322881 27 23 67412 84369 29558 60490 28572 97403 107 11554 279550 9 187193 -internal_value=0 0.00386342 -0.031678 -0.0233103 -0.00895649 -0.0477212 -0.0379047 -0.0142666 -0.00596978 0.00527622 0.00395728 0.000456762 0.00848976 0.00576469 0.0166002 -0.00304263 -0.0346974 0.248735 0.161123 0.00808433 0.0153399 0.0143338 -0.0150136 -0.0348848 -0.0062243 0.0337042 0.0362009 -0.028929 0.0352545 0.00694732 -internal_weight=0 89901.7 11774.1 7738.1 8924.08 4036.04 2193.27 7267.18 3067.24 80977.6 57413.3 19549.9 23564.3 37863.4 3740.95 3260.68 4670.85 3.08635 2.96114 1200.95 953.443 1656.9 1866.29 4667.77 6252.93 752.573 735.956 2628.37 370.708 19823.4 -internal_count=4197168 1617902 2579266 1102184 660728 1477082 1048871 547465 470529 957174 709039 367851 248135 341188 43799 11056 631655 652 625 208289 151790 113263 262240 631003 228004 11871 11764 308122 67421 204336 -cat_boundaries=0 1 2 -cat_threshold=32 16 +num_cat=1 +split_feature=1 1 1 3 0 3 1 1 3 3 8 6 3 1 5 5 2 2 11 1 9 2 1 8 3 5 6 6 7 10 +split_gain=899.311 112.412 97.4418 148.127 73.0309 30.6467 47.5672 27.3291 22.9267 22.0842 21.9645 24.3006 21.0466 18.9592 17.8725 17.5446 16.4581 21.8738 23.5519 20.3863 21.5734 19.1365 38.248 16.0495 15.2454 15.2218 20.3153 17.0584 24.0448 15.1186 +threshold=0.0023519500000000007 0.0079750500000000026 0.00042515000000000006 0.95675315000000005 0.013433850000000002 0.98634335000000006 0.00011305000000000001 0.00096985000000000007 0.97972600000000021 0.71126065000000016 45.000000000000007 0.18065268065268067 0.98686355000000014 0.55594615000000014 0.24662162162162166 0.25543478260869573 0.34011750000000007 0.80731020000000009 0 0.043297350000000005 1.0000000180025095e-35 0.92178260000000012 0.012301300000000003 31.000000000000004 0.023572400000000004 0.324561403508772 0.39791666666666675 0.12660256410256412 0.42365967365967372 1.0000000180025095e-35 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 4 5 7 8 -1 -7 -4 -2 24 11 14 -5 15 16 -12 -3 29 19 21 -21 -19 -23 -6 -9 26 27 28 -17 -18 +right_child=1 10 3 12 23 6 -8 9 -10 -11 13 -13 -14 -15 -16 25 17 18 -20 20 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.058568601805981328 -0.00057917727753413494 0.0055294065055702972 -0.045846950708000843 -0.0091635226487629621 -0.041915098973840145 -0.059282615982473578 -0.015776264572370507 0.041285684011845208 0.02175499660955953 -0.016082712344432645 0.0098369744747608592 -0.0025168499269934506 0.014222774844080835 0.0031494360910061881 0.014702073060609198 0.39870949384587706 -0.0012318543848456782 0.037453104338720365 0.0081943751893634367 0.10317475746955936 0.35949590348073429 0.86149814856148632 -0.00065367912869665576 -0.015471134011088988 -0.036522727521327389 0.024745287947280023 0.34896366636497694 -0.019258032690939206 0.037057731862211979 -0.020323095264003093 +leaf_weight=1366.2946289967513 2234.3694374770857 25190.166697023436 1425.1493918350898 830.19320963067003 244.93839552626014 461.97539458528627 551.08452005893923 25.564919179305434 578.65519843390211 912.62038249755278 11007.897319677286 4780.7952521732077 717.32436202466488 4633.9828923940659 1838.6344555607066 3.0596360452473226 3485.1711556725204 58.237968338653445 392.19485051929951 11.903850682079794 4.5343658328056327 0.85270028561353628 1.2976195365190504 3644.3846873627044 1679.936292529339 544.46687678620219 3.093067403882741 9.4696913044899684 4.6058586873114109 470.84370995312929 +leaf_count=373493 131754 235800 261028 100888 18905 329335 262184 2304 30919 113346 136716 66839 122415 15124 10690 24 66116 1584 9307 130 50 30 31 278298 215226 3370 27 67 34 12078 +internal_value=0 0.0039358 -0.031847 -0.0246337 -0.00825902 -0.0487961 -0.035616 -0.0347037 0.00401509 -0.028638 0.00549438 0.00412568 0.00167678 0.00855452 0.00513531 0.0107189 0.00454136 -0.00108322 0.0193359 0.0664913 0.173879 0.04827 0.341229 -0.0171365 -0.0353564 0.0279099 0.113089 0.0705111 0.181409 -0.00350409 +internal_weight=0 59143.6 7970.14 5590.79 6702.35 2379.35 1013.06 4043.27 2813.02 2618.12 52441.2 36234.6 1547.52 16206.6 31453.8 11572.6 29615.2 4425.04 469.021 76.8265 16.4382 60.3883 2.15032 3889.32 1705.5 564.695 20.2283 17.1352 7.66549 3956.01 +internal_count=2798112 1017893 1780219 815207 459876 965012 591519 591904 162673 330876 558017 402655 223303 155362 335816 140238 325126 89326 11132 1825 180 1645 61 297203 217530 3522 152 125 58 78194 +cat_boundaries=0 1 +cat_threshold=8 is_linear=0 shrinkage=0.1 Tree=114 num_leaves=31 -num_cat=3 -split_feature=2 2 1 2 1 6 8 0 2 3 11 8 1 8 8 6 7 11 3 0 1 6 8 4 3 8 3 11 8 0 -split_gain=664.175 215.368 274.719 113.896 120.165 101.143 86.3268 64.8308 90.0975 85.3528 60.4321 47.0338 46.6623 45.8473 45.2141 43.1856 62.5374 42.9489 44.466 42.384 43.5886 41.9891 41.6786 41.5113 40.7251 39.7769 39.5285 37.8192 37.1208 35.4683 -threshold=0.0074783270561342837 0.049426046585737578 0.005553360524629708 0.0013188303615532309 0.0030392575083699499 0.37689393939393945 100.50000000000001 0.023446933044462426 0.18512808093579677 0.10844812046708716 0 40.500000000000007 0.11250486456015091 64.500000000000014 85.500000000000014 0.3816526610644258 0.41277890466531447 1 0.055168332788642034 0.0031962595632271363 0.00044587225083732676 0.31643132220795894 118.50000000000001 0.53589743589743599 0.090149170212289673 49.500000000000007 0.20021188208614524 2 166.50000000000003 0.35404545533873744 -decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 -left_child=3 2 14 -1 10 7 12 17 9 -9 -5 -7 -4 -12 19 16 -13 18 -3 -2 -21 -16 -11 24 -17 -6 -14 -26 -23 -10 -right_child=1 5 6 4 25 11 -8 8 29 22 13 15 26 -15 21 23 -18 -19 -20 20 -22 28 -24 -25 27 -27 -28 -29 -30 -31 -leaf_value=-0.04529767618330989 0.0033560869252902228 0.01893793838136389 -0.0066094195873033328 0.0021788924522618412 -0.026638170905838289 -0.014433489366515926 -0.027170720087550809 0.0063810273966938436 0.00081310278787867203 -0.0031782209763487669 -0.011431033479354875 -0.063142574523106135 -0.0094013914366856879 -0.025922280707706948 -0.0085739923110483944 0.010587493478733286 0.087388712920929257 0.0032257792591793757 -0.00082177749263394491 -0.011195023512608069 0.00030086244630091099 0.0081690239738947245 -0.010652829563278388 -0.052089879475424143 -0.0011396380369305735 -0.052460384348193924 -0.025682867357948166 0.0055926688651971824 0.09291173226268612 0.0044589362576302879 -leaf_weight=1423.7227526481729 31177.399403635412 1171.166698589921 11029.549146283418 2454.1956159195397 1817.7192398039624 1188.2822366952896 3780.3823771066964 8485.9390866309404 173779.58317521214 45652.635266281664 8543.1500500291586 34.800411634147167 2965.4845638237894 2932.7168729382101 8683.7603967245668 13461.954077370465 133.36056210845709 200156.50688004494 41273.830220527947 4590.845966424793 11714.656967736781 1001.7841440439224 8917.0670097619295 124.93871910125017 9923.3519463837147 887.96111784502864 2999.3221281170845 52501.985684372485 54.50305825099349 31524.27650617063 -leaf_count=134424 444119 5536 113476 122595 47528 4423 52414 42217 580253 235857 402419 147 30024 154198 145071 55291 505 816840 172295 48126 114254 16021 57955 505 37507 24622 31417 195649 963 110517 -internal_value=0 0.00128406 -0.00365355 -0.0181514 -0.0158282 0.00193866 -0.0135032 0.00142845 0.000357462 -0.00294878 -0.0120825 0.00530819 -0.0104629 -0.0151212 -7.76435e-05 0.00561613 0.0562367 0.00261315 -0.000276491 0.00119546 -0.00293583 -0.00628405 -0.00439962 0.00550414 0.00559896 -0.0351126 -0.0175883 0.00452319 0.0125416 0.00137292 -internal_weight=0 666327 77997.7 18059.5 16635.7 588330 20774.7 510961 268360 63055.6 13930.1 77368.7 16994.4 11475.9 57222.9 76180.4 168.161 242602 42445 47482.9 16305.5 9740.05 54569.7 76012.2 75887.3 2705.68 5964.81 62425.3 1056.29 205304 -internal_count=4197168 3311382 995885 885786 751362 2315497 227331 2021470 1026799 336029 679212 294027 174917 556617 768554 289604 652 994671 177831 606499 162380 162055 293812 288952 288447 72150 61441 233156 16984 690770 -cat_boundaries=0 1 2 3 -cat_threshold=4 8 8 +num_cat=4 +split_feature=2 2 1 2 2 1 6 1 9 8 2 8 7 8 8 6 7 11 11 4 8 3 0 3 11 0 3 11 8 1 +split_gain=463.975 170.647 213.312 79.2342 75.5128 77.1298 73.2825 43.01 54.2876 61.1401 51.3909 38.5576 35.38 34.6856 32.9675 31.8508 45.3523 31.3688 28.6017 28.1641 28.1719 28.6956 27.5986 39.3145 40.2652 27.5684 44.3936 27.2471 26.4782 26.4668 +threshold=0.0054186500000000014 0.046807450000000007 0.0046759500000000008 0.016783750000000004 0.0012430000000000002 0.0013787500000000002 0.37689393939393945 0.0030035500000000002 1.0000000180025095e-35 53.000000000000007 0.14645260000000002 65.000000000000014 0.10582306830907055 29.000000000000004 49.000000000000007 0.3816526610644258 0.41277890466531447 0 1 0.53589743589743599 27.000000000000004 0.065702100000000013 0.0087346500000000018 0.13721455000000002 2 0.026171450000000002 0.40463745000000007 3 231.00000000000003 0.0012255500000000004 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 1 2 2 1 2 2 +left_child=4 2 14 11 -1 12 7 13 10 18 -9 -4 27 -3 22 16 -8 -5 -10 20 -17 -22 -2 24 29 28 -27 -6 -15 -24 +right_child=1 6 3 17 5 -7 15 8 9 -11 -12 -13 -14 25 -16 19 -18 -19 -20 -21 21 -23 23 -25 -26 26 -28 -29 -30 -31 +leaf_value=-0.046691169643579666 0.0022555444109459213 -0.0055218085015115541 -0.020878003699817647 -0.0042684152322201713 -0.00016806123630280369 -0.037437348109094597 -0.066803184768291432 -0.0040034854958445869 0.014965659578335453 -0.025513146314730978 0.00069639554252730622 -0.04395734293940181 -0.022782758382520377 0.0034619418596931956 -0.0063240656735044799 -0.013519702136790816 0.089256854043273492 -0.015442504670830727 0.0038308076219564047 -0.051468365590013547 0.013262609391978156 0.005025067207123258 0.078444770035226374 -0.010998343894070192 -0.022697820328344085 0.003200885076250506 -0.0033157989182448014 -0.015612380247816155 0.082411194321206235 0.016808902313292365 +leaf_weight=1009.742788513191 28466.692963518202 5207.9850867763162 3310.5173551682383 5272.1886210255325 2247.3000195301138 1628.5331278666854 23.307878099381924 28928.617275170982 4580.2486794069409 531.7234083712101 118845.93368215859 926.45148483105004 2536.1607378479093 130327.64745067805 7313.0647531952709 767.08140550553799 92.616125479340553 4835.2678510770202 4684.7628880664706 86.931160569190979 4661.8551761582494 45526.064711809158 77.73670357465744 3583.9870819374919 252.21735697984695 25990.945985175669 17486.922235153615 2324.9129653975833 42.49467995017767 671.22871224209666 +leaf_count=99951 397403 19966 50795 46391 123091 51040 98 163251 15954 2244 410962 16960 158436 535388 128097 2872 350 45300 16138 352 20330 170350 420 32744 2126 85836 76924 119407 148 4788 +internal_value=0 0.00125748 -0.00397081 -0.0144454 -0.0207997 -0.0178074 0.0019951 0.0014592 0.000254256 0.00746319 -0.000223662 -0.0259245 -0.0133102 0.00251956 -0.000248469 0.00552143 0.0578792 -0.00963345 0.00935572 0.00540252 0.00549954 0.00579024 0.00109582 -0.00610425 0.0114154 0.00276046 0.000579856 -0.00805582 0.00348768 0.0229005 +internal_weight=0 442494 54709.4 14344.4 9746.65 8736.91 387785 336627 157571 9796.73 147775 4236.97 7108.37 179056 40364.9 51157.9 115.924 10107.5 9265.01 51041.9 50955 50187.9 33051.9 4585.17 1001.18 173848 43477.9 4572.21 130370 748.965 +internal_count=2798112 2246187 725024 159446 551925 451974 1521163 1326811 608549 34336 574213 67755 400934 718262 565578 194352 448 91691 32092 193904 193552 190680 437481 40078 7334 698296 162760 242498 535536 5208 +cat_boundaries=0 1 2 3 4 +cat_threshold=3 10 3 12 is_linear=0 shrinkage=0.1 Tree=115 num_leaves=31 -num_cat=4 -split_feature=3 0 3 2 0 3 7 4 11 8 1 7 3 9 8 1 11 4 0 7 11 11 1 8 8 1 7 5 6 2 -split_gain=868.792 699.899 206.642 155.184 146.679 125.999 110.144 83.8567 82.0915 74.7306 72.4392 73.1103 67.6081 58.9707 71.4793 57.7845 56.3387 54.2057 54.1194 54.0462 52.0814 51.5332 53.1339 68.7267 50.588 50.1449 49.0841 51.7736 45.5982 48.5182 -threshold=0.19440876076710989 0.00040033171895863593 0.06584418049825895 0.021131085204205577 0.011787538038820588 0.99734014943338833 0.40967365967365971 0.093073593073593086 0 118.50000000000001 3.2438067296621465e-05 0.27842377260981915 0.029463672593579859 1.0000000180025095e-35 73.500000000000014 0.044591114278853324 1 0.14434523809523811 0.0029382497215850959 0.11324786324786326 2 3 0.00020785179400933807 154.50000000000003 40.500000000000007 0.0047000671677472662 0.42206477732793529 0.28869047619047622 0.084523809523809543 0.011457117203295042 -decision_type=2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 1 1 2 2 2 2 2 2 2 2 -left_child=2 5 12 10 21 19 7 20 -6 17 -3 16 -1 14 15 24 -12 -10 -9 -2 25 22 23 -4 -14 -5 27 -8 29 -26 -right_child=1 3 4 6 8 -7 26 18 9 -11 11 -13 13 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 28 -27 -28 -29 -30 -31 -leaf_value=-0.026482921252482111 0.011887107465378723 0.03394180360564171 0.027398006148701515 -0.00043834532959231723 -0.00043645719217095787 0.037199637220031036 0.044738898766619156 0.0097193946951680023 -0.0051050437915993365 -0.013084259214534256 0.0087440669340548855 0.011310567836439557 0.020626238286058446 -0.025503556159028121 -0.018950461103532684 -0.02089278945991789 0.00039458133631283757 -0.013775433289875051 -0.0077568779637574208 0.024399376597275112 0.00064035089687513366 -0.0024410010861451916 0.0040244315108606656 0.2248847034807438 0.024966609557594027 -0.0049722262730703456 0.0024517491730096414 -0.2167956302525782 -0.014064443881510336 -0.0045449836186308027 -leaf_weight=3578.1317750066519 9298.1745182424784 913.56866552866995 663.21846103668213 69431.236631825566 16991.51431401819 3684.9358700104058 356.76157546788454 1927.70846285671 53186.343558140099 21886.07472807169 11975.521138750948 15451.252131607383 711.03262519091368 2922.7292802482843 7524.6286673173308 2825.5680899322033 24826.057060994208 8341.3965524435043 21932.514407895505 5490.7478678487241 229277.65544940531 20500.495760157704 13525.286965966225 18.102765962481499 585.9606803432107 37607.252022109926 159844.37321946397 7.7332807928323737 5555.6817129850388 11303.503320515156 -leaf_count=32618 227828 19799 2597 283839 72412 234411 1327 10249 220683 104295 171754 242774 4202 19471 50362 16693 314795 38533 76849 153769 892647 80742 52552 73 4837 125106 642043 28 35606 64274 -internal_value=0 0.00149679 -0.0066115 0.000879715 -0.00483746 0.020655 0.000353948 -0.000616347 -0.00677463 -0.0080647 0.00602585 0.00553778 -0.0134585 -0.0119757 -0.0105887 -0.00758995 0.00311405 -0.0062805 -0.00634494 0.0165326 -0.000209928 0.000766625 0.00539323 0.0326452 -0.00551969 -0.0020311 0.00253533 0.0391901 -0.00658535 -0.00309053 -internal_weight=0 592025 170120 573552 135112 18473.9 520385 360176 100405 83413.8 53166.4 52252.8 35007.2 31429.1 28506.4 20981.7 36801.6 61527.7 23860.2 14788.9 336316 34707.1 14206.6 681.321 18156.2 107038 160209 364.495 17445.1 11889.5 -internal_count=4197168 3397218 799950 2781210 571887 616008 2032088 1388690 435923 363511 749122 729323 228063 195445 175974 125612 486549 259216 87098 381597 1301592 135964 55222 2670 108919 408945 643398 1355 104717 69111 -cat_boundaries=0 1 2 3 4 -cat_threshold=8 48 3 10 +num_cat=3 +split_feature=0 3 2 3 1 0 7 0 7 3 9 8 8 7 3 7 6 8 11 0 8 8 8 11 8 11 2 10 2 8 +split_gain=594.996 482.358 165.564 125.208 80.6793 76.8495 68.0848 66.9949 51.0781 42.8245 41.1142 40.5448 38.6154 37.5437 36.3052 36.2423 35.721 35.1179 42.6594 34.7571 33.9171 86.7344 31.8464 31.7323 31.3483 30.6047 29.3496 32.4132 29.283 30.1013 +threshold=0.0005918500000000001 0.094632500000000022 0.0034078000000000003 0.27546290000000001 0.00012725000000000003 0.038399950000000009 0.43875000000000003 0.25874335000000004 0.43019480519480524 0.9984736500000001 1.0000000180025095e-35 63.000000000000007 157.00000000000003 0.57979626485568769 0.030517350000000002 0.10582306830907055 0.078461538461538485 79.000000000000014 0 0.00022515000000000002 93.000000000000014 95.000000000000014 49.000000000000007 1 21.000000000000004 2 0.019786150000000006 1.0000000180025095e-35 0.039015600000000004 31.000000000000004 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 1 2 2 2 2 +left_child=2 5 9 7 13 14 8 17 12 15 11 16 23 -5 -2 -1 -7 -3 -19 -4 -12 -22 25 -6 -9 -16 -25 -28 29 -8 +right_child=1 3 19 4 6 10 28 24 -10 -11 20 -13 -14 -15 22 -17 -18 18 -20 -21 21 -23 -24 26 -26 -27 27 -29 -30 -31 +leaf_value=0.018829879332440035 -0.022629534878134232 -7.4003302691516779e-05 0.020667581771916532 0.0067329087294477081 0.00096903818884192341 -0.0074869786971586754 -0.016192262098401803 0.030653403702868676 -0.075871353498798297 0.047469013967478879 -0.027550920684794401 -0.01960298602290074 -0.034077087454617044 0.0221164047314064 0.00093369126785594636 0.036441653806426347 -0.018211372965800041 -0.00032343562743390367 -0.0097224191973525071 0.008358303162052716 0.37768595796061649 -0.059703979314162527 -0.012831721605030306 0.003546249465464306 -0.0070698659061930519 -0.0083511745051227416 -0.0013939260474723565 -0.0076516663435963464 0.0021567456049252729 0.0081172322809615529 +leaf_weight=3019.1586279645562 1272.4720839038491 54875.582835689187 2733.5308401845396 7836.0336289517581 109398.07021490112 11414.127584815025 530.0808550324291 221.8063338547945 89.45371375232935 1100.0307540949434 2555.4098051451147 6901.885978743434 337.77891270071268 1989.1750182397664 8466.3406374901533 1906.1510959602892 4266.863633915782 9652.2334683984518 9666.4921764135361 14263.740956217051 7.2871291637420681 11.998792216181753 4214.2038354948163 10706.978705849499 32233.394965469837 6104.4066868275404 91242.415021620691 9103.083133161068 83091.638445645571 13037.445047022775 +leaf_count=144849 8389 196639 69360 81486 467499 67741 4835 891 339 76126 17031 47387 1450 24418 40860 100632 27396 37930 37941 228812 42 95 22586 114847 131218 30852 345087 32414 308174 130786 +internal_value=0 -0.00107077 0.0153869 -4.67565e-05 0.000922705 -0.0109001 0.000646558 -0.00302253 -0.000322107 0.02963 -0.0145812 -0.0132162 -0.000291497 0.00984739 -0.00628292 0.0256458 -0.0104051 -0.00136486 -0.0050316 0.0103379 -0.0265538 0.105563 -0.00517562 -0.00023973 -0.00681206 -0.00296129 -0.00143045 -0.00196161 0.00286007 0.00716746 +internal_weight=0 479227 23022.6 434012 327362 45215 317537 106650 220878 6025.34 25157.6 22582.9 220788 9825.21 20057.4 4925.31 15681 74194.3 19318.7 16997.3 2574.7 19.2859 18785 220451 32455.2 14570.7 111052 100345 96659.2 13567.5 +internal_count=2798112 2178333 619779 1915954 1511335 262379 1405431 404619 961636 321607 159692 142524 961297 105904 102687 245481 95137 272510 75871 298172 17168 137 94298 959847 132109 71712 492348 377501 443795 135621 +cat_boundaries=0 1 2 3 +cat_threshold=12 12 3 is_linear=0 shrinkage=0.1 Tree=116 num_leaves=31 -num_cat=3 -split_feature=0 0 0 3 10 8 0 3 9 8 0 1 3 2 4 2 2 8 8 11 11 3 11 3 7 3 10 8 8 0 -split_gain=2613.92 387.214 294.427 225.173 134.571 130.646 116.92 114.916 112.172 98.4073 100.208 87.5207 99.7623 86.9293 81.0898 80.1819 70.7605 69.6566 67.9158 66.8948 64.7699 57.6089 57.4528 70.5862 57.1399 56.1807 52.1509 51.0951 227.774 89.1881 -threshold=0.0055086343636900686 0.017228718723459956 0.00090144943705980547 0.98024791428059566 1.0000000180025095e-35 85.500000000000014 0.0024040475631748339 0.93724911927414156 1.0000000180025095e-35 46.500000000000007 0.059913150215792556 0.0066758705219622455 0.070916477678786269 0.94206848107866581 0.10960960960960962 0.062304141683118049 0.77420079586410118 46.500000000000007 46.500000000000007 0 1 0.25872573248468683 2 0.99806716947506957 0.18465909090909094 0.19440876076710989 1.0000000180025095e-35 139.50000000000003 136.50000000000003 0.094441262256253003 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 1 2 2 2 2 2 2 2 -left_child=2 7 -1 6 5 9 -4 13 18 -3 15 12 27 17 21 -11 -17 -2 24 -8 -19 -13 -5 -24 -6 -10 -21 28 -7 -30 -right_child=1 4 3 22 8 11 19 -9 25 10 -12 14 -14 -15 -16 16 -18 20 -20 26 -22 -23 23 -25 -26 -27 -28 -29 29 -31 -leaf_value=-0.047266219622592844 0.0092832770319988909 0.0082825748613705192 -0.039681915814317167 0.010818438758086323 0.020142040354285313 0.016478078123666806 -0.034681844054402049 0.0048468651200508422 0.0061883762953901375 0.0072150120794268555 0.00095635694700143192 0.0031470787098618227 -0.00034913278391864911 0.018084452142757664 0.017625487966798897 -0.010508138728895023 0.0025499928479919454 -0.02214714969595705 0.010185525358921475 -0.019919538818462625 -0.010540843791579216 0.011280909522787451 -0.013555887078740534 1.4576797488299174 0.058530426587421053 -0.0052341252293402543 0.012652869229226491 -0.028092083399422575 0.60230055834452823 0.091863619947878394 -leaf_weight=7038.1223638884258 1351.1840604655445 14374.024121299386 6165.0332495241892 1824.6329169988167 2213.3079269677401 4433.3312072865665 3351.2154323803261 5101.9781054928899 10947.362279064953 4169.4928578808904 112091.89410948008 21963.417321480811 31144.862379439175 948.40855583548546 7770.0318740084767 19748.399139743298 5253.821385640651 6942.7588558550924 26972.36475398764 7935.7166505027562 15892.280417151749 14427.554347675294 2141.5094522552099 0.32615286251529951 470.0924624055624 7097.5827829651535 524.00015777722001 256.86310234665871 9.167265657335518 5.4630804657936087 -leaf_count=1037111 23355 72951 348071 111031 8581 24149 134131 120539 39088 52201 496457 87493 179623 13131 31593 229621 55773 163952 114791 274245 298458 76594 150229 54 2000 37859 12639 1349 73 26 -internal_value=0 0.00192057 -0.0294691 -0.0237606 0.00306847 0.00208798 -0.0285191 -0.00883643 0.00791225 0.000399743 -0.000402361 0.00537195 0.00170117 -0.011614 0.00835187 -0.00562321 -0.00776418 -0.0127785 0.011695 -0.0226924 -0.0140839 0.00637181 -0.00219509 -0.0132699 0.0268671 0.00169559 -0.0178808 0.0152737 0.0177781 0.4117 -internal_weight=0 313586 28980.6 21942.4 283349 235648 17976 30236.6 47700.7 155638 141264 80010.7 35849.7 25134.6 44161 29171.7 25002.2 24186.2 29655.8 11810.9 22835 36391 3966.47 2141.84 2683.4 18044.9 8459.72 4704.82 4447.96 14.6303 -internal_count=4197168 2129657 2067511 1030400 1510222 1307903 769086 619435 202319 907003 834052 400900 205220 498896 195680 337595 285394 485765 125372 421015 462410 164087 261314 150283 10581 76947 286884 25597 24248 99 -cat_boundaries=0 1 2 3 -cat_threshold=48 48 13 +num_cat=1 +split_feature=0 0 10 0 3 3 11 10 8 10 8 9 8 8 2 1 3 2 3 8 0 1 3 0 7 3 1 8 0 8 +split_gain=1803.08 286.682 173.997 140.538 111.601 88.1559 87.5336 76.6866 72.2865 61.071 54.5379 51.4982 49.1789 46.2388 45.0142 44.4467 69.6581 44.2082 43.7968 41.819 41.173 36.9315 36.1957 36.1331 35.8694 41.2811 34.4612 34.3829 42.117 33.6487 +threshold=0.0043229500000000008 0.015486050000000001 1.0000000180025095e-35 0.00119625 0.97972600000000021 0.96006965000000011 0 1.0000000180025095e-35 57.000000000000007 1.0000000180025095e-35 31.000000000000004 1.0000000180025095e-35 31.000000000000004 31.000000000000004 0.83449990000000007 0.0086558500000000014 0.068375250000000012 0.13865015000000003 0.84700560000000014 91.000000000000014 0.0025395500000000002 0.32698405000000003 0.75398090000000006 0.0082034500000000028 0.43875000000000003 0.23765865000000003 0.00042515000000000006 83.000000000000014 0.048216050000000003 83.000000000000014 +decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 5 3 -1 20 9 27 8 10 12 -8 13 -2 22 18 16 -10 -13 23 21 -5 -17 -9 -14 -12 -26 -7 28 -3 -16 +right_child=1 6 -4 4 -6 26 7 11 15 -11 24 17 14 -15 29 19 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 +leaf_value=-0.044828910840752453 0.0090212819105955459 -0.0083071590426817138 0.0064698998098329423 -0.037960878333442243 -0.0023276902152913705 -0.011183337021620582 0.0099485608732846342 0.025142039483955499 0.021580230911408971 0.0067432911766365042 0.0021902312443709193 -0.007652119329275316 -0.027892408760629591 0.011597331351194909 -0.0044759016089400373 0.011304477313271147 0.0019387169150112517 0.0081517108672599908 -0.0087218813776955197 0.031980273528049864 -0.024442065581617625 -0.0017824324804732246 0.076210681972940189 -0.01515437583240343 0.0015664795096935096 -0.0075896171307784019 0.016735072373760776 0.014793934368851031 0.00027981728240490249 0.061453746299415628 +leaf_weight=6524.5300744430569 994.4680407885462 6670.2900464460254 1177.9638093009125 4120.3974845511839 1653.7551888793241 592.65325660025701 7057.9583180546761 1155.1273666098714 1991.0141311883926 1790.2118301652372 47803.995357524604 2477.4530212208629 3721.770694585517 13163.661840196699 2935.8550571799278 14955.086989555508 19389.004519063979 6198.6653029024601 5086.2035306375474 861.98400895297527 4970.5699458904564 2519.6754949092865 157.73880836367607 5544.2902291286737 10141.483086593449 9571.5455701798201 1740.7777695162222 1429.0962926335633 39751.764645271003 79.508115969598293 +leaf_count=847463 17895 73983 68388 208269 89820 14360 34065 4166 11338 22891 261849 11569 95082 54966 52823 63560 106125 24588 112759 3772 175337 11541 872 100246 46985 67992 35981 7120 170937 1370 +internal_value=0 0.00190636 -0.0307158 -0.0332523 -0.0262226 -0.00875656 0.00320032 0.00448258 0.00341977 -0.0108872 0.00158445 0.00973102 -0.0126061 0.0133821 -0.0138444 0.00686589 0.00376783 0.00363895 -0.016178 0.0104781 -0.0305693 0.00941748 0.0312779 -0.0202707 0.0007101 -0.00287921 0.00964425 -0.000483607 -0.000954028 -0.00273749 +internal_weight=0 207781 18447.2 17269.3 10744.7 22485.7 185296 137444 114292 20152.3 74575 23152.6 18362.1 14476.5 17367.6 39716.8 21380 8676.12 14352.3 18336.7 9090.97 17474.8 1312.87 9266.06 67517 19713 2333.43 47851.2 46422.1 3015.36 +internal_count=2798112 1408835 1389277 1320889 473426 453407 955428 703388 607227 403066 410891 96161 380175 60004 362280 196336 117463 36157 308087 78873 383606 75101 5038 195328 376826 114977 50341 252040 244920 54193 +cat_boundaries=0 1 +cat_threshold=8 is_linear=0 shrinkage=0.1 Tree=117 num_leaves=31 -num_cat=4 -split_feature=1 1 1 3 3 3 1 3 3 1 1 3 11 11 8 5 11 6 0 0 0 11 2 2 0 3 6 4 5 5 -split_gain=1144.86 156.271 131.432 136.412 107.596 47.2459 57.7892 33.105 32.8169 50.0186 38.5537 31.9527 27.6369 26.324 24.3051 24.1467 23.5776 23.2364 22.3678 21.0051 20.5426 28.1579 20.3722 19.5695 24.6259 20.7851 45.2175 19.734 43.8161 79.767 -threshold=0.002272279542627331 0.0073369277500766675 0.00053703460107403411 0.97524093841415849 0.89209142122455076 0.96118147580274782 0.00013755236174905482 0.8336130782311536 0.90291226430769533 0.023923340047244914 0.63414676870345377 0.040999996234582288 0 1 67.500000000000014 0.095564253098499682 2 0.11293260473588344 0.0015541765677351284 0.00077172324678339774 0.094441262256253003 3 0.0077188397318014189 0.014829034692746603 0.17746221267216769 0.079082293125928502 0.52506265664160412 0.59545454545454557 0.044127190136275148 0.075498575498575513 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 -left_child=2 4 5 7 23 -1 -7 -4 9 15 11 22 -12 -5 20 17 -16 -3 -6 -15 -13 -22 -11 25 -25 27 -27 -2 -29 -30 -right_child=1 8 3 13 18 6 -8 -9 -10 10 12 14 -14 19 16 -17 -18 -19 -20 -21 21 -23 -24 24 -26 26 -28 28 29 -31 -leaf_value=-0.058755107161932087 -0.0025100243429662587 -0.00086525956191682921 -0.035623040495272068 -0.022143735929034854 0.025318795610999617 -0.056347661299520124 -0.022338777001807079 -0.01902562485883973 0.013645727359742912 0.051587219708275782 0.0059305677305396274 0.0072318345216214434 -0.0026883762529020926 0.030273975693577815 0.0039600254098063068 0.025392775598211598 0.012219189468349498 -0.013416251749884846 0.0031668250265309509 0.00158147184250186 0.010605110544130434 0.00055862928421957804 0.016298786695790449 -0.012603278610587238 -0.026183264048598043 0.14547127474983446 1.5147215257974833 0.069362185824437247 1.9996204709227827 0.1703841158546909 -leaf_weight=1692.9339308287017 112.25805544294417 7360.0765288867988 3674.4387344515417 276.38052053644788 580.81698169978335 844.50752691802336 1223.5435251611634 1785.7997000254691 3971.3294534077868 228.84940434247255 6317.0053171217442 17849.94160544686 9021.2855545431376 400.36863235174678 5169.8548278622329 301.20106216939166 10622.274010417983 1844.7996614263393 2118.165154304821 703.41167214419693 3430.4185002073646 14775.581410989165 573.74915380775928 4597.231591461692 1882.0086917351 5.8766283094882956 0.25150135904550541 17.266543019562963 0.33729416225105413 0.81295674992725253 -leaf_count=418545 12463 288157 527073 63802 41653 547268 495096 269877 93286 3743 20244 146418 29097 72566 39597 9309 80255 80987 134275 103645 34488 141720 5948 366043 168424 477 21 2536 42 113 -internal_value=0 0.00337675 -0.0313512 -0.023095 -0.00889307 -0.0463674 -0.0362266 -0.0301948 0.00477971 0.00432536 0.00527533 0.00656061 0.00086341 0.00499336 0.00625411 -0.00246898 0.00952564 -0.00338067 0.0079339 0.0118813 0.00482122 0.00245774 0.0263608 -0.0157576 -0.0165478 0.0216712 0.201666 0.0132302 0.109173 0.706781 -internal_weight=0 90781.4 10601.4 6840.4 9315.03 3760.98 2068.05 5460.24 81466.4 77495 67989 52650.7 15338.3 1380.16 51848.1 9506.08 15792.1 9204.88 2698.98 1103.78 36055.9 18206 802.599 6616.04 6479.24 136.803 6.12813 130.675 18.4168 1.15025 -internal_count=4197168 1699296 2497872 1036963 726047 1460909 1042364 796950 973249 879963 501510 452169 49341 240013 442478 378453 119852 369144 175928 176211 322626 176208 9691 550119 534467 15652 498 15154 2691 155 -cat_boundaries=0 1 2 3 4 -cat_threshold=52 16 12 32 +num_cat=0 +split_feature=1 1 1 3 3 3 1 0 1 3 1 1 3 0 0 0 3 6 5 3 8 8 1 8 8 2 2 10 1 2 +split_gain=781.561 94.6523 91.2573 137.824 65.2354 31.7311 45.8873 31.1875 24.8449 20.1536 24.0156 21.2011 22.4719 18.994 17.6873 24.2772 16.3966 16.3264 16.0656 15.2972 14.7558 15.8866 14.6165 14.5606 16.0077 29.9527 14.5556 14.0639 15.3481 29.0925 +threshold=0.0023519500000000007 0.0083040500000000021 0.00042515000000000006 0.92320885000000008 0.78506700000000007 0.98468335000000018 0.00011305000000000001 0.0018230500000000003 0.00096985000000000007 0.95504095000000011 0.020131650000000004 0.65175950000000016 0.042252600000000008 0.0018787500000000002 0.17800870000000002 0.83898855000000017 0.95675315000000005 0.051315789473684217 0.44949494949494956 0.99411255000000021 55.000000000000007 57.000000000000007 0.00099465000000000035 117.00000000000001 113.00000000000001 0.13865015000000003 0.031331250000000005 1.0000000180025095e-35 0.0026551000000000001 0.66095400000000015 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 4 5 8 14 -1 -7 17 -4 10 18 12 -12 -6 27 -16 26 -5 -3 -15 -14 -22 -9 24 -23 -26 -11 -2 29 -29 +right_child=1 9 3 7 13 6 -8 22 -10 16 11 -13 20 19 15 -17 -18 -19 -20 -21 21 23 -24 -25 25 -27 -28 28 -30 -31 +leaf_value=-0.057991845316026372 -0.012574268511443505 -0.0024076084577569021 -0.046620698825677889 0.015257933230106952 0.020676437785187438 -0.058194268846491731 -0.015298661223610672 -0.032356441011221836 -0.028946240436615367 0.061931167723800744 0.026718766399204359 0.0014434578037361826 0.0050329290870002579 0.00027289115744020333 -0.028952839714468437 0.005036660033936346 0.016418601828700238 -0.018123125064520511 0.047056720519259264 0.57757496806615682 0.04853854316625026 0.0095965641285781379 -0.0055940601595071667 -0.010399658427315168 0.045438837904197726 0.34467877343669306 0.32097968348020905 -0.034675658643878164 0.0043038883480976458 0.199313608370425 +leaf_weight=1234.3783753272146 2451.3544611302204 4975.5172292236239 1213.0408876175061 885.25969942915253 600.46153215924278 444.16416725999443 568.6741357985884 331.25211401609704 2309.6138461299706 53.384782982990146 548.76768728159368 10034.595431432128 25433.518321966752 2007.1392038571648 1306.9241757993586 250.40199210727587 846.81705855764449 175.57752018596511 66.53988544177264 0.45909800101071496 103.26665160432458 9835.6155585311353 531.55605783918872 368.44850647635758 34.398136831820011 3.7053273357450953 2.2609045617282382 9.7871242268010992 261.84293421637267 11.625039580743758 +leaf_count=353788 179297 180043 227434 139708 31244 337601 273623 59504 303547 1013 6864 32436 225964 107200 108937 24130 18878 30022 1691 38 922 76477 54992 2124 204 34 65 1033 18324 975 +internal_value=0 0.00360734 -0.030273 -0.0232771 -0.00740132 -0.047228 -0.0341098 -0.00175005 -0.0350325 0.00505954 0.00479946 0.00551226 0.00663616 0.00507208 -0.014981 -0.0234877 0.0198739 0.00973309 -0.00175483 0.000404909 0.00632814 0.00951231 -0.0158688 0.00911883 0.00984718 0.0745381 0.0724564 -0.0101365 0.0109604 0.0923612 +internal_weight=0 59206.8 7693.52 5446.3 6900 2247.22 1012.84 1923.65 3522.65 52306.8 51404.4 46362.3 36327.7 2608.06 4291.94 1557.33 902.463 1060.84 5042.06 2007.6 35779 10345.4 862.808 10242.2 9873.72 38.1035 55.6457 2734.61 283.255 21.4122 +internal_count=2798112 1017893 1780219 815207 471178 965012 611224 284226 530981 546715 526759 345025 312589 138482 332696 133067 19956 169730 181734 107238 305725 79761 114496 78839 76715 238 1078 199629 20332 2008 is_linear=0 shrinkage=0.1 @@ -2484,83 +2442,83 @@ shrinkage=0.1 Tree=118 num_leaves=31 num_cat=1 -split_feature=2 1 2 6 1 2 3 2 0 8 0 6 7 2 1 8 8 11 8 8 2 1 7 7 6 6 4 4 6 9 -split_gain=522.369 170.96 199.089 110.69 104.093 111.567 85.226 81.8546 104.736 66.4921 60.2254 59.4284 68.4179 58.063 49.4663 47.9182 47.1534 44.9549 43.2291 38.3063 45.2013 38.5548 47.0858 45.3183 35.806 79.5552 64.7008 70.8714 88.3017 47.9891 -threshold=0.0074783270561342837 0.12813527001423566 0.033643544031260186 0.37689393939393945 0.0019796965329767664 0.0017203158920416509 0.076270869379919268 0.058824340616308458 0.022611242841299936 115.50000000000001 0.80717297168996105 0.3816526610644258 0.41277890466531447 0.10861735845092139 0.00161254744127799 163.50000000000003 49.500000000000007 0 40.500000000000007 46.500000000000007 0.77420079586410118 0.0010445476673847226 0.89564428312159727 0.88562091503267981 0.3585714285714286 0.33712121212121215 0.43288288288288296 0.35388994307400384 0.35147058823529415 1.0000000180025095e-35 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=4 3 -3 7 5 -1 -4 8 9 -2 -10 12 -5 -8 -12 18 -6 -7 -13 20 -9 -21 23 24 25 -23 27 28 -27 -28 -right_child=1 2 6 11 16 17 13 19 10 -11 14 15 -14 -15 -16 -17 -18 -19 -20 21 -22 22 -24 -25 -26 26 29 -29 -30 -31 -leaf_value=-0.034130025283447524 0.0011846353173819309 -0.024908160320276377 0.017332665511419168 -0.059822451918583819 -0.02398286510883333 0.004283998618379998 -0.010755859522529637 -0.0001288497156471137 -0.014861310290283064 -0.0080732361161806512 0.043693161569156258 -0.014046045019261169 0.094418869738012293 -0.00093298620054330485 -0.0036031504568365849 0.034016897782065111 -0.04932732920555602 -0.011708564289301417 0.00497010484268922 0.0032794733812012856 -0.010516557171760543 0.00067643654309693666 0.0037236889198426579 -0.036915506198216874 -0.014559527762415604 0.087797314818943983 0.15159641244511751 -0.13210219306431198 -0.0026449447075322747 -0.11562324164741378 -leaf_weight=2048.7438926314935 52159.477707544342 4665.4832625687122 1985.6256108097732 36.142344616353512 2291.1016383683309 2132.7363085164689 8909.0946320742369 21782.634522557259 8759.6313789337873 9113.4600381590426 230.26938202604651 1213.8835104219615 140.76948526501656 18540.901010274887 5573.8049588985741 560.72071274369955 1080.1864379961044 9965.5889247432351 78717.514511577785 120961.70136708021 5186.403883010149 264803.69648636878 59912.757603183389 321.23493237793446 1535.4797787442803 183.76477366685867 67.643953368067741 27.028298631310463 261.66117525845766 7.4619307667016974 -leaf_count=210463 648172 60226 10329 175 66532 101211 60619 83106 76077 147685 1278 5131 589 73890 49480 2887 34055 473525 350127 495433 17489 991435 228392 1275 5615 669 225 98 952 28 -internal_value=0 0.00118093 -0.00571582 0.00155332 -0.0163128 -0.0125499 -0.00267388 0.00104671 -0.00200413 -0.000192339 -0.00962678 0.00501292 0.062908 -0.00412107 -0.00172673 0.00488567 -0.0321034 -0.00889547 0.00468131 0.00153375 -0.00212651 0.00175405 0.00118998 0.000621882 0.000667063 0.000755173 0.0388328 0.0251273 0.0346679 0.125048 -internal_weight=0 665658 34101.1 631557 17518.4 14147.1 29435.6 550888 75836.6 61272.9 14563.7 80669 176.912 27450 5804.07 80492.1 3371.29 12098.3 79931.4 475051 26969 448082 327121 267208 266887 265351 547.56 472.454 445.426 75.1059 -internal_count=4197168 3311382 205064 3106318 885786 785199 144838 2747409 922692 795857 126835 358909 764 134509 50758 358145 100587 574736 355258 1824717 100595 1724122 1228689 1000297 999022 993407 1972 1719 1621 253 +split_feature=2 1 2 2 1 6 3 2 0 8 6 7 2 9 11 1 8 8 8 2 8 8 8 2 1 8 1 1 0 4 +split_gain=363.784 118.838 159.693 77.7712 86.8159 75.2538 58.3054 54.4892 79.457 46.2629 44.2841 53.2385 41.2116 35.8794 34.3621 34.1165 33.6894 31.7164 31.2892 30.655 29.5438 29.1093 28.841 25.7014 38.0965 25.6407 25.5982 25.5933 25.1099 24.8135 +threshold=0.0064026500000000002 0.12074455000000002 0.031331250000000005 0.0016775500000000001 0.0016964500000000002 0.37689393939393945 0.094632500000000022 0.11109435000000002 0.0060994000000000005 33.000000000000007 0.3816526610644258 0.41277890466531447 0.21968705000000002 1.0000000180025095e-35 0 0.0019528500000000001 33.000000000000007 77.000000000000014 109.00000000000001 0.022584200000000002 23.000000000000004 19.000000000000004 91.000000000000014 0.53081085000000006 0.010697250000000002 165.00000000000003 0.0010430500000000002 0.0010430500000000002 0.00029445000000000008 0.53589743589743599 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=3 5 -3 -1 14 7 -4 8 15 13 11 -7 17 19 -5 -2 -6 -8 28 -10 21 -9 27 -23 -25 -24 -15 -22 -12 -30 +right_child=1 2 6 4 16 10 12 20 9 -11 18 -13 -14 26 -16 -17 -18 -19 -20 -21 22 23 25 24 -26 -27 -28 -29 29 -31 +leaf_value=-0.036392752010913847 0.0026344171117900113 -0.025836524625786658 0.012218729674404426 -0.0017194979285890186 -0.023918563500185452 -0.063706890361025989 -0.005756505687215736 0.0050629918390597047 -0.013553326321365522 -0.010910662370408105 -0.028546671480418728 0.10091351779603262 0.0019375017407445606 -0.0092811108803331887 -0.015116784996353558 -0.0044146185505564489 -0.053246907257090595 -0.020313107565192487 0.033886305926202911 -0.0024620007139562988 0.0035669123112157045 -0.0037888466113058538 -0.010310803546989288 -0.038279637416091382 0.013935274198255496 0.031120398820042562 0.016488403569455801 0.0013747656275500729 0.0049800933462991409 -0.045888956268564172 +leaf_weight=1746.7702866257168 42288.064418419264 3403.0505608357489 2409.1745088845491 3651.176242145244 1264.5530011691153 24.88774985447526 8563.7978584766388 989.0795666128397 2782.5171853154898 8839.1852637268603 225.58955910429358 93.263112306594849 6329.5629915446043 513.25525067001581 4040.5924902976258 8196.889944544062 567.4107093764469 1813.8273006230593 371.03108922019601 23860.42792686075 72921.660335108638 831.92050187289715 2744.4774622917175 723.39821091294289 173.1845046877861 157.97216001152992 1548.3470353744924 197508.74569261819 52654.800027545542 96.066529367119074 +leaf_count=175755 482807 43556 12047 184778 35048 123 45674 3409 33440 78383 4854 388 21952 3685 194969 78810 16732 13921 1939 147294 269412 3086 10348 2288 530 586 9336 691568 230937 457 +internal_value=0 0.0011983 -0.00587779 -0.0169962 -0.0134387 0.00157993 -0.00232478 0.00106547 -0.00110093 -0.00458484 0.0050832 0.0662372 -0.00442196 -0.00263688 -0.00877917 0.00148991 -0.0330024 -0.00830074 0.00494776 -0.00362035 0.00175631 -0.00861882 0.00185946 -0.0164478 -0.0281938 -0.00805582 0.0100728 0.00196588 0.00474508 0.00488745 +internal_weight=0 440064 22519.4 11270.5 9523.73 417545 19116.4 364079 88028.7 37543.7 53465.6 118.151 16707.2 28704.5 7691.77 50485 1831.96 10377.6 53347.5 26642.9 276050 2717.58 273333 1728.5 896.583 2902.45 2061.6 270430 52976.5 52750.9 +internal_count=2798112 2190830 137150 607282 431527 2053680 93594 1814982 833755 272138 238698 511 81547 193755 379747 561617 51780 59595 238187 180734 981227 9313 971914 5904 2818 10934 13021 960980 236248 231394 cat_boundaries=0 1 -cat_threshold=4 +cat_threshold=12 is_linear=0 shrinkage=0.1 Tree=119 num_leaves=31 -num_cat=2 -split_feature=3 0 0 0 3 2 1 11 9 8 11 8 8 8 1 8 7 7 1 8 6 3 7 8 4 8 1 10 2 3 -split_gain=701.3 583.696 150.81 137.699 110.574 108.994 101.162 80.479 65.827 83.574 64.8617 64.4107 59.661 86.7547 58.1404 56.7779 53.3921 48.6612 47.0735 54.0833 46.7704 46.3374 43.5283 42.4874 43.2028 42.1841 53.5991 43.5931 41.1927 44.6831 -threshold=0.10508000042060364 0.00040033171895863593 0.0026891310826627365 0.010458926350996166 0.26617967461516506 0.0030440055289223805 0.00030909877588812307 0 1.0000000180025095e-35 73.500000000000014 1 118.50000000000001 124.50000000000001 142.50000000000003 3.2438067296621465e-05 46.500000000000007 0.43875000000000003 0.25403225806451618 0.020165193323678565 70.500000000000014 0.23845060412224592 0.99860376228963876 0.83045977011494265 31.500000000000004 0.14434523809523811 112.50000000000001 0.0011177395395782625 1.0000000180025095e-35 0.027105100372202845 0.033685729546901112 -decision_type=2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 5 14 15 10 17 22 -8 9 18 -4 23 -10 -14 -3 -1 -9 21 19 20 28 -2 -6 -12 -25 26 27 -16 29 -5 -right_child=1 2 4 8 6 -7 7 16 12 -11 11 -13 13 -15 25 -17 -18 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=0.01840100569408739 0.017530407918987485 0.028603634125525246 0.0021435136404575716 -0.012246264382558563 0.004836412372494203 0.013561943369212938 -0.0020942732753589598 5.6780715944813859e-05 -0.023634870501949626 -0.016131231779198847 0.022210654200272031 -0.0080488193813922256 0.24119798659359712 -0.044586321036387606 0.0015709760598156754 -0.0032743656743053282 0.0031083105597781379 0.043191121132088617 -0.013126037984115206 0.060403267540110439 -0.013142933982073078 0.047897955547238816 0.016384056807218807 -0.0018845779591646732 -0.0092855704308584235 0.0078803401426743146 0.0066608273687822038 -0.013593790045088231 -0.0050153827901532949 0.01917234197462879 -leaf_weight=1291.1872551143169 2659.5856723617762 926.97700130287558 20963.221447110176 649.57201183959842 19680.601822756231 12652.704628966749 124523.71770444326 190806.7941952683 4807.5624108426273 17767.327259819955 690.24671323597431 28156.136406585574 20.81528402119875 21.691740036010742 64998.204379545525 18870.750312790275 81970.045144706964 1957.8499914007261 11767.488081775606 123.77708863466978 6625.0737803801894 619.51759370416403 3913.3340670987964 71036.26876975596 8872.4953017234802 17962.134632539004 23717.916414219886 1952.5435352027416 18088.779625818133 1493.200103007257 -leaf_count=5588 150354 20189 76096 7094 107597 301149 459134 730148 30523 112566 2499 113770 117 159 576670 91767 322496 119306 62683 717 40167 45354 23205 257739 34476 180170 187928 32589 94471 10447 -internal_value=0 0.000760382 0.000277399 -0.00905609 -0.000396797 0.0185836 0.000389919 1.2119e-05 -0.0114118 -0.0104523 -0.00294944 -0.00393097 -0.022592 0.0953595 0.00366575 -0.00188626 0.000973737 0.0307161 -0.00784832 -0.00554644 -0.00585039 0.0232677 0.00675173 -0.00249294 -0.00270633 0.00345295 0.00257585 0.00112871 -0.00346236 0.00964793 -internal_weight=0 678060 660171 81527.2 550613 17889.7 420894 397301 61365.3 56515.2 129718 108755 4850.07 42.507 109558 20161.9 272777 5236.95 38747.9 26980.4 26856.6 3279.1 23593.9 80599 79908.8 108631 90668.7 66950.7 20231.6 2142.77 -internal_count=4197168 3740869 3124706 456299 2127160 616163 1642580 1511778 358944 328145 484580 408484 30799 276 997546 97355 1052644 315014 215579 152896 152179 195708 130802 294714 292215 977357 797187 609259 112012 17541 -cat_boundaries=0 1 2 -cat_threshold=3 8 +num_cat=3 +split_feature=0 3 3 3 7 1 0 0 4 7 1 2 9 11 0 10 8 8 8 3 11 2 11 6 1 2 3 3 8 8 +split_gain=459.27 401.692 112.678 99.8671 74.9944 77.1341 68.2377 60.8647 45.8339 44.7407 42.8734 37.8013 37.6962 36.6987 34.4749 34.0985 31.7889 31.4291 32.0357 30.8207 30.8096 30.1903 30.0305 29.867 30.3977 34.1855 29.1674 28.6595 28.5069 28.4151 +threshold=0.00048235000000000004 0.094632500000000022 0.9979205000000001 0.27546290000000001 0.40967365967365971 0.00020365000000000002 0.038399950000000009 0.010256900000000001 0.37668918918918926 0.11324786324786326 3.6550000000000008e-05 0.0014907000000000002 1.0000000180025095e-35 0 0.0007725500000000001 1.0000000180025095e-35 63.000000000000007 39.000000000000007 386.00000000000006 0.030517350000000002 1 0.012435350000000001 2 0.23845060412224592 0.014377850000000003 0.021169850000000004 0.99633385000000019 0.038792750000000008 49.000000000000007 21.000000000000004 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 +left_child=2 6 9 7 10 -6 19 20 21 13 -5 -8 16 -1 -7 -12 23 -17 -19 22 -3 -9 -2 24 25 27 -11 -13 -21 -23 +right_child=1 3 -4 4 5 14 11 8 -10 26 15 12 -14 -15 -16 17 -18 18 -20 28 -22 29 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.015224948986837052 -0.012534818386555589 -0.0043056298783715752 0.03806146023122417 0.025063043719362584 0.014405784517974205 0.014182512149969156 -0.069112378100265298 0.013990092229799224 -0.013155080117020044 0.016321782622462241 0.00024106831923490906 -0.0076307133587317222 -0.024706912294294309 0.0029856282605943991 0.0021953262534015932 -0.0056721169458774749 -0.017539346537527079 0.004954070806300644 -0.091716565228628741 -0.002468252331809776 0.0033437253311034104 0.020709366057665789 -0.051228158208101143 -0.01783391726426049 -0.013295175359842868 -0.0060372882074949119 0.034408300443668979 0.024155875032667688 -0.011776591739419619 -0.003785465682754115 +leaf_weight=4615.6075749611482 1000.6831985488534 7036.8025460988283 1990.0583612108603 676.08473919704556 5776.2440295126289 2462.8400117745623 121.07002038881183 986.23081678152084 5140.8167172968388 4437.9656331483275 207574.02072500251 452.38936610892415 2512.7368963696063 5244.3938292749226 92865.559078847989 18053.748281720094 6698.8454883396626 3970.7987406579778 34.578907761722803 14744.120921470225 20830.248989239335 476.71786579489708 249.12535462528467 3239.2629306539893 4750.8007798530161 6286.6861070916057 1115.8182425182313 760.45660619437695 4235.1119892001152 72110.75189768523 +leaf_count=111180 6384 24707 145072 12147 65997 34232 2339 4059 21770 97004 964769 4989 17163 128752 401853 86062 45778 20943 132 72782 73421 1783 2021 20658 28014 35434 60820 5317 22915 279615 +internal_value=0 -0.000866619 0.0156681 5.82306e-05 0.000914543 0.00318493 -0.00985814 -0.00260446 -0.00402633 0.012777 -8.21441e-05 -0.0133715 -0.0130983 0.0087335 0.00250502 -0.000156176 -0.0117837 -0.00389421 0.0041195 -0.00554701 0.00141182 -0.00338848 -0.0207578 -0.00929453 -0.00703653 -0.0030718 0.0199556 0.0122995 -0.00454536 -0.0036246 +internal_weight=0 483047 17403.8 437995 331414 101105 45051.3 106582 78714.5 15413.8 230309 24822.2 24701.2 9860 95328.4 229633 22188.4 22059.1 4005.38 20229 27867.1 73573.7 1249.81 15489.6 12250.3 7499.53 5553.78 1212.85 18979.2 72587.5 +internal_count=2798112 2255284 542828 1991490 1586135 502082 263794 405355 307227 397756 1084053 159692 157353 239932 436085 1071906 140190 107137 21075 104102 98128 285457 8405 94412 73754 45740 157824 10306 95697 281398 +cat_boundaries=0 1 2 3 +cat_threshold=3 1 3 is_linear=0 shrinkage=0.1 Tree=120 num_leaves=31 -num_cat=3 -split_feature=0 0 0 3 3 8 8 1 11 8 0 11 2 2 2 11 3 3 3 7 8 0 3 3 8 8 8 7 3 0 -split_gain=2265.62 376.908 234.242 205.756 133.566 119.618 118.114 97.8732 111.512 87.8325 85.1185 79.5089 75.3312 66.5818 65.418 60.6544 59.6666 58.1709 78.9534 54.1611 51.9921 50.0078 53.8765 48.2417 80.6505 48.5031 47.8572 51.1606 46.087 59.7502 -threshold=0.0047665753892598859 0.017228718723459956 0.00090144943705980547 0.98237130801581796 0.95151961640741767 124.50000000000001 46.500000000000007 0.0015046515990509665 0 46.500000000000007 0.0020207195343515737 1 0.65817727007109861 0.85095039501429082 0.78463709009343097 2 0.044111037925337951 0.93008830171011214 0.12971985069174216 0.56330128205128216 25.500000000000004 0.050362718542042349 0.89963883305841874 0.8496122951674806 178.50000000000003 181.50000000000003 46.500000000000007 0.2253968253968254 0.88430355727447163 0.16087931935757374 -decision_type=2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 10 9 6 20 -8 12 -2 -4 -11 28 19 -7 -12 -14 18 -17 23 -3 22 -10 -13 -25 -26 -5 -28 29 -9 -right_child=1 5 3 26 -6 14 7 8 21 11 15 13 16 -15 -16 17 -18 -19 -20 -21 -22 -23 -24 24 25 -27 27 -29 -30 -31 -leaf_value=-0.045577175989749766 0.011422037874516591 -0.019614327728639996 -0.039968917973921096 0.052335192515326784 0.0083245412378463342 0.012292790375893016 -0.004656496165548126 -0.0005028610413259539 -0.0070899893469537692 -0.020732938061957969 -0.035893341469876862 -0.01259195220162479 0.028392616980411279 0.0040735764911365799 0.051909423956548142 0.0004090244120777985 0.0090028149618559955 -0.0060760233903387403 -0.030498058965167447 -0.021830686625092282 0.010893720793465008 0.0010985708469890372 0.01401537531057971 0.00028913469621397035 0.61129336211327356 0.14667626445337514 0.0042310269029365083 -0.024057064686068136 0.020177473096310312 0.0050489704422916563 -leaf_weight=6645.6826349421171 1644.7301699481905 575.94565776735544 4602.2875786256045 159.60527984285727 4084.1859700456262 8298.0165841244161 21322.805998738855 27505.414964437485 13162.009299006313 8008.4686403423548 2996.1820503938943 7947.0276975631714 1805.5831310302019 3300.0068052764982 438.85795510560274 1014.930658726953 13111.144780263305 2396.6725879227743 4452.3815923873335 3863.2630177009851 18557.941476538777 109943.98878460377 1331.9188368804753 3748.3180601205677 2.8814356178045264 10.202728718519209 2253.3722032867372 892.5805551125668 1668.5854634009302 65661.406076706946 -leaf_count=1037111 28914 2697 286693 9945 106682 40807 185203 190599 159204 199540 135239 156398 8819 51957 2853 32841 77455 98700 165491 83598 88895 484476 19350 75714 33 187 147139 70764 16420 233444 -internal_value=0 0.00159204 -0.0294433 -0.0237304 -0.00858911 0.00276359 0.00239715 0.00182966 0.00242022 -0.0110108 -0.0285716 -0.0123834 0.00474354 -0.00882451 0.0142828 -0.0237416 0.0113498 -0.019042 -0.0247606 -0.0115636 0.0099754 0.000370678 -0.00515051 -0.0081759 0.00115427 0.248996 -0.00108478 -0.00379497 0.00370493 0.00340992 -internal_weight=0 315993 25413.7 18768 32609.1 283384 274647 255513 234190 28524.9 15462.5 26880.2 109752 18871.7 8736.87 10860.2 14916.7 7863.98 5467.31 15571.7 19133.9 124438 14493.9 11708.4 3761.4 13.0842 3305.56 3145.95 94835.4 93166.8 -internal_count=4197168 2213245 1983923 946812 703023 1510222 1466562 1374970 1189767 596341 718964 567427 526737 367887 43660 432271 86274 297032 198332 315930 91592 663030 178554 232332 75934 220 227848 217903 440463 424043 -cat_boundaries=0 1 2 3 -cat_threshold=7 48 48 +num_cat=2 +split_feature=0 0 10 0 3 1 4 3 10 2 11 0 8 1 5 4 11 2 8 8 8 0 3 1 0 8 2 3 8 7 +split_gain=1563.11 271.189 143.185 109.075 112.885 83.8152 79.696 79.2918 62.1337 60.0207 51.7217 48.2886 46.8791 47.7345 42.9481 58.6517 38.2689 37.5031 36.7846 35.5781 34.9165 34.1769 58.7276 35.3722 34.1179 33.5207 33.2778 30.8891 29.6671 29.2824 +threshold=0.0038519000000000005 0.013911150000000002 1.0000000180025095e-35 0.00079625000000000008 0.97209670000000015 0.0015109500000000003 0.11237373737373739 0.96303440000000007 1.0000000180025095e-35 0.81670920000000014 0 0.0018787500000000002 31.000000000000004 0.00057335000000000014 0.011210487625581968 0.12310606060606062 1 0.78741325000000006 83.000000000000014 83.000000000000014 17.000000000000004 0.074450300000000011 0.81845195000000015 0.018939650000000006 0.73915565000000016 81.000000000000014 0.0016116500000000003 0.99131505000000009 149.00000000000003 0.49626865671641796 +decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 7 3 -1 11 16 10 8 12 14 -7 -5 -2 -14 26 -16 24 21 -15 -11 29 22 -12 -23 -3 -25 -8 -22 -28 -6 +right_child=1 5 -4 4 20 6 9 -9 -10 19 17 -13 13 18 15 -17 -18 -19 -20 -21 27 23 -24 25 -26 -27 28 -29 -30 -31 +leaf_value=-0.046260242560269116 0.0086476294018769818 0.0022509671409156151 0.0051898102728166993 -0.044723219596247088 0.20935591296279221 -0.00069904905176511691 0.06497455308367675 0.0085817869778572493 0.0072844723699772591 0.027078732648497358 -0.0034255778476748491 -0.02825995533781497 -0.024936086563867383 -0.012345277730104508 0.16536020520115807 0.016627213139107189 -0.0084225259340432648 0.010894783900630721 0.020447708827580888 0.11794614949082871 -0.016846841045870111 0.0023491048788842552 0.0098393303144579513 0.0060051757071953064 -0.025428191466455585 0.021971557330114772 0.0054478249346171922 0.0076993249772562156 0.071275073096607328 1.1284644727405657 +leaf_weight=4376.6714241288137 954.01593504846096 8669.682256873697 1053.9939364835154 2717.9127213163301 2.1003544847480948 36977.946085482836 94.872868649661541 2278.2023793633562 1669.1646325178444 1110.3817866072059 15449.064434930682 5171.6945722196251 3287.9537625331432 12923.058962883428 26.720085702836514 3428.3480686843395 8749.4522299394011 6697.33689282462 351.36204170435667 44.828552946448326 2433.2475272434531 46174.410571329296 4257.3469849452376 29748.807803273201 469.43669451773167 1375.7289863079786 24225.778035167605 649.51861799648032 68.658230431377888 0.41515099303796876 +leaf_count=703379 18183 70281 65392 163125 117 187741 1295 52480 22527 7115 134921 210780 81908 282086 97 15445 83878 43805 7338 234 144064 178271 41386 113102 1767 4934 104451 57681 299 30 +internal_value=0 0.00159138 -0.0304644 -0.0329123 -0.0275893 0.00280982 0.00349618 -0.00905633 -0.0111508 0.00826954 0.00251221 -0.0339314 -0.0129075 -0.0141491 0.00734288 0.0177775 -0.0037006 0.00365698 -0.0114773 0.0306049 -0.0113712 0.00315766 -0.000559845 0.00410539 0.000828303 0.0067109 0.00586469 -0.0116751 0.00563386 0.361043 +internal_weight=0 209033 16405.6 15351.6 10974.9 187569 169680 21463.8 19185.6 28999.6 140681 7889.61 17516.4 16562.4 27844.4 3455.07 17888.6 103703 13274.4 1155.21 3085.28 97005.4 19706.4 77298.9 9139.12 31124.5 24389.3 3082.77 24294.4 2.51551 +internal_count=2798112 1453544 1344568 1279176 575797 989022 833096 464522 412042 128936 704160 373905 389515 371332 121587 15542 155926 516419 289424 7349 201892 472614 176307 296307 72048 118036 106045 201745 104750 147 +cat_boundaries=0 1 2 +cat_threshold=8 3 is_linear=0 shrinkage=0.1 Tree=121 num_leaves=31 -num_cat=2 -split_feature=1 1 3 1 3 3 1 11 5 7 3 2 0 2 8 11 3 1 8 3 0 6 5 3 0 3 1 10 8 2 -split_gain=997.72 163.136 122.028 96.9136 134.301 36.8893 48.117 34.8653 30.4593 35.136 32.6325 29.4866 29.1543 27.8674 25.7972 26.4487 24.7529 22.9978 22.1725 22.0986 21.8061 21.0905 20.4606 19.6792 19.5525 18.9998 21.6737 18.9242 20.3388 18.6406 -threshold=0.0018466190894299861 0.0068863626981749476 0.87233117386479397 0.00042577360300779577 0.97702388399825313 0.98593699473788632 0.00010917321114347805 0 0.033060109289617494 0.084119496855345921 0.20576745267893676 0.12006445469762647 0.004907137874509541 0.81387133466728434 40.500000000000007 1 0.8336130782311536 0.45786295823014506 67.500000000000014 0.029463672593579859 0.20464055779332538 0.43019480519480524 0.06458333333333334 0.098818615517316188 0.025127174002739238 0.96118147580274782 0.030681017085899012 1.0000000180025095e-35 346.50000000000006 0.0023110085432641579 -decision_type=2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 2 29 5 16 -1 -7 -6 9 10 13 -11 -4 14 -3 -16 -5 23 -13 -17 -20 -9 -19 -10 -15 26 -12 -21 -29 -2 -right_child=1 8 12 4 7 6 -8 21 17 11 25 18 -14 24 15 19 -18 22 20 27 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.055730303161515629 0.073244081451204687 -0.022213590732320668 0.015157241379817166 -0.038022896141914841 -0.029022885425942002 -0.056962678749297425 -0.015380386903010329 0.015589696322363289 0.031223552612439864 0.0036179437878879695 0.0014419465278946652 -0.0071491937423673324 -0.0039439156890274064 0.036854458933279093 0.010637410205821859 0.029756247349967502 -0.022922091551325643 0.055357404356290052 0.010298459580246305 0.00072073334576160369 -0.0084774773255057168 -0.039965091377991036 0.0032321060106657246 0.012397595145682797 0.0027384238381241424 0.022229932499822257 0.0078742974464100744 -0.015787774010097923 0.059871364586856962 -0.017295569034379919 -leaf_weight=1818.1677641673014 22.81737936870195 457.8234433317557 1796.9438839168288 3042.1100018615834 253.84537757874932 478.98460346384672 664.11960509530036 979.66436481731944 665.32941762916744 11078.0178358946 6561.3194417888299 6587.9948919937015 1438.9329448775388 381.0259279506281 2881.7010827697814 250.81721076974645 1687.6994332668837 77.01882192492485 1737.3686173949391 15727.110041261651 960.52139761671424 73.458979530842043 3383.1551425307989 3356.2200009571388 300.46016527060419 794.42004670202732 25979.709385506809 1014.3910825364292 36.820268054492772 6673.5222100750543 -leaf_count=538878 3311 5829 135073 491620 68517 380877 376321 184941 7820 118011 214492 138308 98660 9658 33555 5962 294841 261 30807 131183 20541 14526 11296 34691 9788 23724 189720 20066 162 603729 -internal_value=0 0.00282388 -0.00928186 -0.0320627 -0.024794 -0.0468804 -0.0328042 0.00358029 0.00428606 0.00367717 0.00500383 0.000134071 0.00666332 0.00192129 0.00125576 0.00179541 -0.0326346 0.0103694 -0.00402217 0.000292734 0.00361372 0.0116044 0.00439235 0.0155122 0.0218131 0.00695035 0.00657733 -0.000147538 -0.0131377 -0.0169871 -internal_weight=0 92163.4 9932.22 8998.05 6036.78 2961.27 1143.1 1306.97 82231.2 74749.5 54385.6 20363.9 3235.88 21050.1 20368.7 19910.8 4729.81 7481.72 9285.88 17029.1 2697.89 1053.12 3460.17 4021.55 681.486 33335.4 32541 16778.3 1051.21 6696.34 -internal_count=4197168 1846647 840773 2350521 1054445 1296076 757198 267984 1005874 951806 644139 307667 233733 216203 196757 190928 786461 54068 189656 157373 51348 199467 11557 42511 19446 427936 404212 151411 20228 607040 -cat_boundaries=0 1 2 -cat_threshold=16 32 +num_cat=1 +split_feature=1 1 3 1 3 3 1 0 1 11 3 8 0 1 0 0 10 1 2 0 5 8 1 2 7 0 1 0 3 3 +split_gain=678.379 83.4541 125.427 82.6044 59.8583 32.5448 44.2787 28.5156 22.879 19.5736 30.7145 15.8565 16.2752 15.5281 14.7598 21.4926 17.1317 14.5265 26.8786 22.2824 14.7828 14.3832 14.2806 27.0007 32.904 35.7685 13.7525 14.8539 13.6492 13.9447 +threshold=0.0022990000000000003 0.00042515000000000006 0.92320885000000008 0.006878050000000001 0.85759630000000009 0.98634335000000006 0.00010955000000000002 0.0018230500000000003 0.00096985000000000007 0 0.75398090000000006 31.000000000000004 0.95172865000000006 0.026598600000000003 0.14345950000000005 0.83898855000000017 1.0000000180025095e-35 0.072968400000000017 0.025760150000000002 0.22103985000000004 0.24662162162162166 83.000000000000014 0.0028593500000000005 0.66095400000000015 0.79705882352941193 0.091994450000000019 0.73778450000000018 0.011328250000000002 0.71126065000000016 0.023572400000000004 +decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 5 8 4 14 -1 -7 -4 -3 10 13 -11 17 -5 16 -16 -2 18 -13 -20 -21 -12 23 -18 -25 -26 -19 -28 29 -10 +right_child=3 2 7 9 -6 6 -8 -9 28 11 21 12 -14 -15 15 -17 22 26 19 20 -22 -23 -24 24 25 -27 27 -29 -30 -31 +leaf_value=-0.056412276801445595 -0.013237362824231319 -0.045207621060625147 0.0093167290835672358 -0.011077197737286604 0.0065008095014704812 -0.057205035689325848 -0.012699598418885308 -0.015411577409888688 0.041845048818572692 -0.0028390496935407571 0.010900879583992443 0.014316086210110058 0.070053838425060494 0.00047662739701405935 -0.028369129527392629 0.0068306150397363791 -0.015120730315960718 0.0083039701674961271 0.0040575786648947157 -0.0075627769410514358 0.037284769068203147 0.058127121278570164 0.0037830063214114779 0.10742858182208881 0.35102349887686857 1.5157131042308145 0.011823598020462393 -0.0013823483833295793 -0.01536059382600093 -0.034061863565264069 +leaf_weight=1211.4618563657859 2276.6950447312556 1156.6513740916271 1056.6154314003652 1314.958449607715 1903.8736901809461 386.16783126600785 530.84601199801546 834.73538220464252 24.593690379755571 2117.3968005506322 1984.7709872461855 1790.614218221046 39.691284018568695 10081.353265549988 1205.4448544913903 202.62112336466089 19.859965002164245 21967.854379747063 6970.1845394140109 2811.2512896498665 75.471899375319481 66.655207879841328 205.93111992394552 19.064875777345154 1.6400938844308246 0.31419584434479464 1162.569252461195 3185.5502116531134 627.57805356243625 1518.4142372747883 +leaf_count=373493 176488 227434 168839 49820 103316 321654 269865 113276 2213 27411 31255 38275 2365 64424 107235 20778 2111 116427 170408 85006 1376 834 14626 1398 131 28 4036 10394 84141 209055 +internal_value=0 -0.0289659 -0.0221594 0.00324483 -0.00805342 -0.0456541 -0.0314415 -0.00159695 -0.033848 0.00447561 0.00117027 0.00558182 0.00605246 -0.000856506 -0.0151014 -0.0233039 -0.0105245 0.00598555 0.00304526 0.000997793 -0.00639026 0.0124354 0.0145002 0.0684887 0.147487 0.538273 0.00728693 0.00214856 -0.0277947 -0.032852 +internal_weight=0 7347.06 5218.59 59403.8 5835.44 2128.48 917.014 1891.35 3327.24 53568.3 13447.7 40120.6 38003.2 11396.3 3931.57 1408.07 2523.51 37963.5 11647.5 9856.91 2886.72 2051.43 246.81 40.8791 21.0192 1.95429 26316 4348.12 2170.59 1543.01 +internal_count=2798112 1769970 804958 1028142 426111 965012 591519 282115 522843 602031 146333 455698 428287 114244 322795 128013 194782 425922 295065 256790 86382 32089 18294 3668 1557 159 130857 14430 295409 211268 +cat_boundaries=0 1 +cat_threshold=2 is_linear=0 shrinkage=0.1 @@ -2568,41 +2526,41 @@ shrinkage=0.1 Tree=122 num_leaves=31 num_cat=1 -split_feature=2 1 1 2 2 3 6 8 6 8 7 2 8 2 0 1 8 8 3 11 8 8 8 10 8 2 1 8 9 8 -split_gain=415.37 139.769 130.216 168.933 127.668 107.495 82.7285 64.5387 58.9825 55.2864 55.0758 53.1779 53.0478 46.6602 95.5785 46.5592 45.4972 46.008 83.0412 44.3227 44.2145 38.7298 38.1933 41.8861 66.0954 63.5355 43.3445 37.8087 37.6907 39.0247 -threshold=0.01003443635797264 0.0041102074776659349 0.041098522490902706 0.053982237606540785 0.0029356870181937457 0.10508000042060364 0.37689393939393945 85.500000000000014 0.3816526610644258 97.500000000000014 0.41277890466531447 0.00098130508688392044 49.500000000000007 0.1032352625748353 0.0065175396653288746 0.0019796965329767664 136.50000000000003 139.50000000000003 0.047151847267993166 0 163.50000000000003 76.500000000000014 43.500000000000007 1.0000000180025095e-35 49.500000000000007 0.64786427543554548 0.0023253963490163076 196.50000000000003 1.0000000180025095e-35 142.50000000000003 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 6 9 11 -5 13 -7 10 -4 -8 -1 -3 14 15 -2 22 18 -18 -6 -10 -21 -15 -24 25 -25 -26 -11 29 -19 -right_child=2 12 3 5 19 7 8 -9 20 27 -12 -13 -14 16 -16 -17 17 28 -20 21 -22 -23 23 24 26 -27 -28 -29 -30 -31 -leaf_value=-0.051268964855351519 0.0032236767183781985 -0.02234092490013494 -0.011185989650576484 0.01040511622184296 -0.017634188689015513 -0.00064711997212586693 -0.052705018893446046 -0.009083056554204225 0.0043930044714200409 -0.033315700409922315 0.092291727173683072 -0.019180465311694712 -0.048463477191300265 -0.0035166336435648992 -0.0039776776766876536 -0.0038592176702710482 -0.24156826899027153 0.021550604859036017 -0.031226508178504142 0.00075274048053057237 0.032979208508305359 -0.013038694334746789 0.0023136178165806594 0.003599834795098616 0.0033936088275820261 -0.0067959333834772089 -0.016537856221173347 0.023842895454033133 -0.076967845149538666 -0.0080411439598817008 -leaf_weight=585.14238480781205 51462.350713052787 2467.3841875912622 8110.1450983919203 7399.3236712366343 2147.5063130483031 42512.859747432172 32.52722354978323 11528.058253899217 75207.184499088675 1869.2514737173915 134.59875563532114 4399.6479315629695 1134.9745640475303 13041.34469948709 48099.828620180488 11322.72818864882 19.87750032544136 514.28322419524193 336.58280557394028 9841.0234442353249 544.98918598145247 2567.4688848033547 349096.36763387918 20335.554490327835 1482.6923088878393 8269.7810284942389 4130.9300010949373 123.36267637833953 72.300683692097664 3339.6280330121517 -leaf_count=64871 557491 57869 80426 29841 81137 174561 155 55948 326372 26233 559 358982 30506 45581 357414 110588 77 1839 1308 340518 2635 101665 1254192 74478 5628 25798 15540 1949 256 12751 -internal_value=0 -0.0124715 0.00115866 -0.00286938 -0.00913482 -0.000898924 0.00164923 -0.00244668 0.00472959 -0.0148528 0.0640714 -0.0229472 -0.0305712 0.00119204 -0.00062339 0.00194634 0.0016945 -0.00855733 -0.0429559 -0.00440468 0.00459866 -0.00209918 0.00180527 0.00198634 -0.0013525 0.000594426 -0.0112735 -0.029777 -0.00543428 -0.00409229 -internal_weight=0 23143.1 658987 71543 19540.8 61440.2 587444 54040.9 75919.3 10102.8 167.126 4984.79 3602.36 511524 110885 62785.1 400639 4282.67 356.46 14556 75752.2 12408.5 396357 383315 34219 28605.3 5613.62 1992.61 3926.21 3853.91 -internal_count=4197168 1035548 3161620 368958 947173 260350 2792662 230509 329721 108608 714 423853 88375 2462941 1025493 668079 1437448 16231 1385 523320 329007 442183 1421217 1375636 121444 100276 21168 28182 14846 14590 +split_feature=2 1 2 1 2 6 3 2 0 8 8 6 7 2 11 6 6 6 4 7 4 4 4 3 1 9 4 8 8 8 +split_gain=291.711 104.845 153.976 68.5814 64.8509 63.3655 49.2239 45.3691 66.4904 46.078 38.9378 38.2007 45.8044 35.4453 30.8007 29.0673 70.1469 70.6055 39.6805 35.9726 49.4109 42.3718 32.0601 28.1985 43.712 30.108 27.9062 27.786 27.2448 27.1786 +threshold=0.0054186500000000014 0.12074455000000002 0.031331250000000005 0.0013787500000000002 0.0012430000000000002 0.37689393939393945 0.097257400000000008 0.039015600000000004 0.016076550000000005 77.000000000000014 355.00000000000006 0.3816526610644258 0.41277890466531447 0.21968705000000002 0 0.3585714285714286 0.33712121212121215 0.35147058823529415 0.58459595959595967 0.34891304347826091 0.43405797101449278 0.1731634182908546 0.16843971631205676 0.19947455000000003 0.0029327500000000005 1.0000000180025095e-35 0.37321428571428578 77.000000000000014 65.000000000000014 37.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=3 5 28 4 -1 7 -4 8 9 -2 -11 12 -7 27 -6 16 -9 19 -19 20 -18 22 -21 24 -10 -26 -17 -8 -3 -5 +right_child=1 2 6 29 14 11 13 15 23 10 -12 -13 -14 -15 -16 26 17 18 -20 21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 +leaf_value=-0.039939128893098835 0.0011174585148654647 -0.020280439110416479 0.010761982583104953 -0.027188232019318154 -0.0029384415525507538 -0.060118581038887765 -0.0053280379246756059 0.0013458078221626234 0.019814441275270375 -0.0099243372907031561 0.53785291499903998 0.0045176375278452455 0.093881369963980665 0.0018511502268622267 -0.0164833876906103 -0.0079479834912260221 -0.052746045217424431 -0.0045975100613207731 0.12972271088363191 0.089601321631312666 0.14956021077852563 0.19279885815436384 -0.13227999316645231 -0.01892977486620475 -0.012755591229266366 0.037227410188667001 -0.052511294532647516 -0.019142970034233386 -0.041656238315938808 -0.055565374803215155 +leaf_weight=798.96803647186607 27171.271404795349 2671.4686163440347 2586.8825651779771 1106.7707257941365 3335.3325717851985 24.408701859414577 8457.7316578552127 325413.32451306283 567.7928445674479 4537.1660462548025 1.2980402596294869 53469.251043763012 92.527204602956772 6257.2941357195377 3402.4583877100376 1286.2129073664546 36.637298353016376 259.86548701673746 24.026991754770279 102.80353471636772 18.006036475300789 42.853170692920685 6.9525474086403838 2897.6378463990986 2739.4022318907082 126.05968123674393 157.7580893933773 1758.6139612607658 767.5881010312587 485.59500891529024 +leaf_count=95501 401764 33155 12832 37476 202918 123 45299 1300238 4442 89295 26 242669 396 21717 198016 4987 143 1017 84 401 63 155 31 29123 30094 998 627 13746 12762 18014 +internal_value=0 0.00107406 -0.00557603 -0.0169855 -0.0130015 0.00143118 -0.00206212 0.000960223 -0.00230854 -0.000440478 -0.00976767 0.0046425 0.0617361 -0.00407591 -0.00980721 0.00134008 0.0014028 0.0391663 0.00677056 0.0835416 0.0139178 0.108471 0.0755462 -0.0116652 -0.00553391 -0.0105567 -0.0128167 -0.0077061 -0.0250515 -0.0358419 +internal_weight=0 441475 22499.6 9129.12 7536.76 418975 19060.5 365389 38040.6 31709.7 4538.46 53586.2 116.936 16473.6 6737.79 327348 325904 491.145 283.892 207.253 54.6433 152.609 109.756 6330.89 3433.25 2865.46 1443.97 10216.3 3439.06 1592.37 +internal_count=2798112 2246187 139511 551925 496435 2106676 93594 1863488 555742 491085 89321 243188 519 80762 400934 1307746 1302132 1894 1101 793 206 587 432 64657 35534 31092 5614 59045 45917 55490 cat_boundaries=0 1 -cat_threshold=32 +cat_threshold=12 is_linear=0 shrinkage=0.1 Tree=123 num_leaves=31 -num_cat=2 -split_feature=3 0 0 1 0 11 3 7 2 4 3 7 8 8 9 8 8 0 11 8 1 0 1 7 8 4 3 1 8 1 -split_gain=579.126 464.857 150.346 120.74 117.264 105.489 65.1934 61.3575 73.6924 68.8994 60.0413 57.4248 52.5605 44.1816 44.1425 67.4194 56.203 52.3912 53.084 52.0558 44.1987 42.7274 69.2262 40.9229 39.9374 37.2125 36.1835 35.036 34.2417 33.9236 -threshold=0.10508000042060364 0.00029561080885979243 0.001123929421987764 0.00010917321114347805 0.010458926350996166 0 0.99860376228963876 0.43875000000000003 0.050963973039007501 0.093073593073593086 0.033685729546901112 0.25403225806451618 49.500000000000007 46.500000000000007 1.0000000180025095e-35 82.500000000000014 124.50000000000001 0.87453036761691083 1 142.50000000000003 0.0090206622788592244 0.19472169661559699 0.0023253963490163076 0.43019480519480524 235.50000000000003 0.18634259259259262 0.079082293125928502 0.00070744068915444514 31.500000000000004 3.2438067296621465e-05 -decision_type=2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 -left_child=4 6 12 -4 13 21 11 9 -9 24 -6 -2 27 -1 15 17 -16 20 -19 -18 -12 -5 -23 -11 -7 -25 -22 29 -20 -3 -right_child=1 2 3 5 10 7 -8 8 -10 23 14 -13 -14 -15 16 -17 19 18 28 -21 26 22 -24 25 -26 -27 -28 -29 -30 -31 -leaf_value=0.016113753655270249 0.013010284474641424 0.023123618168399133 0.013303261339019136 -0.0015204754261868892 -0.021879586729189559 0.00037792397543648658 0.048980036155655687 0.009168684336445564 0.0016545647067159747 -0.0052460212668321952 -0.0043132053253574542 0.028122518775175812 0.01243536444384351 -0.0028823271886779496 -0.020744622660724459 -0.014177261082990118 0.19910561873425181 0.021384616422636893 0.10496757475269668 -0.033207610145360736 -0.016604098725424784 0.0062167306154442062 -0.0078267160062220707 0.091772750395718417 -0.029633722111256491 -0.084752847299625844 -0.0067116686518626824 0.0095602358800118137 -0.0057993310622410192 0.0017322145903344082 -leaf_weight=1309.6234748661518 6807.0390169033781 762.84210521262139 6684.6465123873204 168505.69231493585 4275.6690267659724 269212.85496601276 755.42622034531087 14801.154549596831 110422.15813013911 21244.878839978948 18026.417741052806 3987.3105640392751 9653.2799134077504 18808.861754275858 4054.2745975404978 16168.464610420167 22.456568613648415 1280.1317982003093 28.283879399299622 16.907397277653217 7441.7241596281528 4119.6235482543707 23725.26475648582 13.493196066468952 444.1361839864403 103.87174870818853 7348.726749882102 8922.7997741261497 2102.444570414722 26313.166686278768 -leaf_count=5588 245149 17932 64013 701848 40572 1113994 60226 126923 403377 84286 95077 161594 179065 91767 25261 98978 106 8864 198 117 41279 14465 86600 55 1889 399 33920 108163 14572 370891 -internal_value=0 0.000690149 0.000344663 -6.36054e-05 -0.00826309 -0.000209465 0.0205801 0.000691821 0.00254272 -0.000104583 -0.010454 0.0185926 0.00588288 -0.00164577 -0.00958918 -0.00880782 -0.0195901 -0.00641144 0.0053843 0.0993237 -0.00763744 -0.00212002 -0.005749 -0.00557133 0.000328494 -0.0644581 -0.011689 0.0041258 -0.00430876 0.0023349 -internal_weight=0 676480 664930 619278 80884 612593 11549.8 416243 125223 291019 60765.5 10794.3 45652.1 20118.5 56489.8 52396.2 4093.64 36227.7 3410.86 39.364 32816.9 196351 27844.9 21362.2 269657 117.365 14790.5 35998.8 2130.73 27076 -internal_count=4197168 3740869 3273900 2597849 456299 2533836 466969 1730923 530300 1200623 358944 406743 676051 97355 318372 292888 25484 193910 23634 223 170276 802913 101065 84740 1115883 454 75199 496986 14770 388823 -cat_boundaries=0 1 2 -cat_threshold=3 10 +num_cat=1 +split_feature=3 3 0 1 3 8 11 7 0 8 3 4 0 1 0 2 1 8 2 7 6 3 4 0 1 7 10 8 10 8 +split_gain=373.662 308.034 103.617 85.9645 81.6184 66.2971 64.7651 60.8406 45.6507 43.5961 42.9571 40.864 36.4369 37.9134 35.8557 31.8826 35.944 38.1394 30.6241 30.4133 28.9724 25.0263 24.9858 24.7508 24.3016 24.1513 23.5648 21.846 21.8017 26.9804 +threshold=0.14955305000000005 0.99467700000000014 0.0051345500000000007 0.00041555000000000004 0.051534100000000006 75.000000000000014 0 0.10582306830907055 0.0020469500000000005 79.000000000000014 0.99823895000000007 0.14434523809523811 0.016076550000000005 0.00010605000000000002 0.0012321500000000002 0.010177500000000001 0.0041639000000000008 23.000000000000004 0.0014907000000000002 0.40967365967365971 0.67543859649122817 0.9979205000000001 0.11583184257602865 0.00040505000000000006 0.039515050000000003 0.42365967365967372 1.0000000180025095e-35 79.000000000000014 1.0000000180025095e-35 81.000000000000014 +decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 3 22 5 18 12 8 10 -5 11 27 15 13 -2 -8 24 17 -17 -4 -10 -19 -9 -1 -15 -6 -21 -18 -3 29 -16 +right_child=1 7 4 6 9 -7 14 21 19 -11 -12 -13 -14 23 28 16 26 20 -20 25 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.0019232610844170024 0.007604592016993106 0.006725695970126175 -0.068187731673560695 0.0066468525635426509 0.043204321296418463 0.011461579208438585 0.0052676886875261276 0.025747785108453054 -0.00010163035838383086 -0.011143132164412475 0.03269223530326721 -0.012418484685578787 0.012490250013051636 0.0099886811878522105 -0.0010994609632361794 0.042462695139853561 -0.0052881699118395679 0.00035558097039617339 -0.015737326723013152 0.046521684146228072 -0.016097528536878632 0.047609538320424194 -0.011699101535702064 -9.3683003071863135e-05 0.0052749956332129276 0.0028261003558138118 -0.014174282019643998 0.025036188390867572 -0.0054110400290128544 -0.0078572013953873612 +leaf_weight=15579.53200660646 9386.5661634355783 4280.4236861197278 112.59036384150386 14733.063942523673 227.85649468749762 9930.6448713820428 7626.0637659914792 2513.676536841318 108103.48226541653 15342.713382169604 949.96676390245557 6292.1983956620097 3458.6658815965056 2601.5439852699637 141416.12114288285 205.17997452616692 18620.156423583627 13458.060908809304 9850.5243815742433 126.83470081537962 1162.7243672758341 661.41310465801507 1473.81759506464 37988.625340478495 653.09229405224323 46940.940768256783 3553.8661384657025 768.58520780038089 14773.183037232608 6165.6460671275854 +leaf_count=67487 129830 174696 2339 112095 1507 97604 67209 117834 394956 81854 74919 33278 15118 46975 536432 867 84846 61397 75346 456 5794 52086 6643 244636 3209 174869 18033 32541 59066 24190 +internal_value=0 0.000989117 -0.00623873 0.000576906 -0.0079531 0.00395841 -5.35195e-05 0.0191081 0.00132715 -0.00655078 0.0131836 -0.00495571 0.00256399 0.00187704 -0.00143356 -0.00371611 -0.00416376 -0.000352022 -0.0163301 0.000822148 -0.00095286 0.0303019 0.000745963 0.000552526 0.0150854 0.00294385 -0.00671236 0.00951301 -0.00174842 -0.00138178 +internal_weight=0 412425 86532.3 403251 69479 63366 339885 9174.07 169904 59515.8 5998.98 44173.1 53435.4 49976.7 169981 37880.9 37000 14826 9963.11 155171 14620.8 3175.09 17053.3 40590.2 880.949 47067.8 22174 5049.01 162355 147582 +internal_count=2798112 2355512 442600 1903436 368470 534163 1369273 452076 682376 290785 282156 208931 436559 421441 686897 175653 170937 68058 77685 570281 67191 169920 74130 291611 4716 175325 102879 207237 619688 560622 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 @@ -2610,314 +2568,304 @@ shrinkage=0.1 Tree=124 num_leaves=31 num_cat=2 -split_feature=0 0 0 3 3 3 4 7 8 1 10 11 3 2 8 8 8 0 6 6 4 10 2 8 11 0 3 7 3 0 -split_gain=1958.28 320.982 215.308 189.896 119.335 109.782 107.187 100.046 93.9347 90.0867 87.7565 86.2004 69.6673 67.3854 63.9983 57.2562 54.4418 53.7976 52.569 55.3006 50.3678 49.9121 47.8008 92.9298 47.3282 46.6416 52.2293 46.3301 43.5593 56.3233 -threshold=0.0047665753892598859 0.014623776590740602 0.00090144943705980547 0.91569757780148586 0.96398003320386305 0.076270869379919268 0.37668918918918926 0.45584415584415588 124.50000000000001 0.0015046515990509665 1.0000000180025095e-35 0 0.99154702845883447 0.63756515340203634 46.500000000000007 106.50000000000001 46.500000000000007 0.0022041885580681843 1.0000000180025095e-35 0.13423423423423428 0.38278388278388281 1.0000000180025095e-35 0.90499276603118495 139.50000000000003 1 0.050362718542042349 0.89963883305841874 0.64400921658986188 0.8496122951674806 0.10904609234046993 -decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 -left_child=2 4 -1 5 10 -4 8 12 9 -3 14 13 16 28 -2 27 -5 -7 -8 20 -20 24 -10 -24 -18 26 -13 -16 29 -11 -right_child=1 6 3 7 -6 17 18 -9 22 11 -12 25 -14 -15 15 -17 21 -19 19 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.043849148400271459 0.0092872615977507202 -0.0045524499713400319 0.0012807735951319394 0.03203759643675673 0.012515792503751065 -0.048858317801509392 0.0049724680855187673 -0.028971772084929133 0.011690073118205141 -0.0021568173745780722 0.0090771495157305586 -0.0067109363154295018 0.021550585589483567 0.0098854364268515463 -0.013962171539558558 -0.0051640207206235522 -0.0046309165485565072 -0.031094031654524418 0.24715456780187603 0.011516603309337408 0.032345334158850957 0.017146134818138554 0.2166306357214059 -0.012445294471643846 -0.023852626030682215 0.00098988499948707525 0.011881550595158219 -0.026368883668217453 0.014168571206767872 0.0039366361822747685 -leaf_weight=6286.6689185763244 1242.922895796597 22721.755863390863 847.10006774775684 295.28167516551912 2359.1957627758384 2466.4424058021978 15361.92789561674 2671.5583434039727 7997.7651108726859 19421.803340490907 1998.0802108924836 14481.68299164623 801.7562510445714 16965.063113357872 12158.171912943944 5429.5910132247955 2401.6526335899252 5520.4411563221365 11.015246644616125 8588.1750880368054 1206.5925099179149 532.85944841615856 33.079487700015306 38.112684186547995 2777.919016440399 107412.42961453646 1686.9133248515427 4000.1694382522255 3380.214689143002 69277.319811798632 -leaf_count=1037111 24294 212862 29932 14839 65728 132037 70520 182300 41754 154571 29820 182739 63059 99837 280077 120693 127522 208542 45 37656 5417 21296 243 343 167285 475613 25619 99581 32784 253049 -internal_value=0 0.00141032 -0.0278815 -0.0224005 -0.00897692 -0.0329494 0.00238892 -0.0125717 0.00179321 0.00145752 -0.0110191 0.00204455 -0.0061374 0.00409365 -0.0127779 -0.0140483 -0.00983249 -0.0365798 0.00862388 0.0143443 0.0342886 -0.0119968 0.0124162 0.093995 -0.0149949 0.000236129 -0.00477113 -0.0170336 0.00302699 0.0026024 -internal_weight=0 315772 24601.7 18315 27188.1 8833.98 288584 9481.03 263416 255347 24828.9 232625 6809.47 109044 22830.9 21587.9 6007.71 7986.88 25167.7 9805.78 1217.61 5712.43 8068.96 71.1922 5179.57 123581 16168.6 16158.3 92079.3 88699.1 -internal_count=4197168 2213245 1983923 946812 620193 370511 1593052 576301 1479414 1437074 554465 1224212 394001 540241 524645 500351 330942 340579 113638 43118 5462 316103 42340 586 294807 683971 208358 379658 440404 407620 +split_feature=0 0 10 0 3 3 2 8 8 11 7 0 2 1 2 3 3 8 0 2 1 7 4 11 8 3 2 8 3 1 +split_gain=1353.71 243.45 121.089 92.6885 108.628 77.4167 82.9411 75.3645 78.5983 66.1383 60.9631 62.5567 49.6263 56.5183 61.0287 47.0743 57.833 43.014 40.6349 37.85 37.794 36.2225 35.2518 34.642 33.5171 33.1465 31.3268 29.6252 29.546 68.0883 +threshold=0.0036378500000000002 0.014917500000000002 1.0000000180025095e-35 0.00079625000000000008 0.98580685000000012 0.90097270000000018 0.80731020000000009 31.000000000000004 33.000000000000007 0 0.45584415584415588 0.061186750000000005 0.86831430000000009 0.0071217500000000005 0.046807450000000007 0.91743345000000009 0.07352595000000002 31.000000000000004 0.0084662500000000033 0.73516160000000008 0.00099465000000000035 0.41728855721393038 0.40824915824915831 1 23.000000000000004 0.75398090000000006 0.045521700000000005 37.000000000000007 0.70241250000000011 0.0023519500000000007 +decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 +left_child=2 5 3 -1 15 6 18 25 10 -8 19 26 13 14 -10 16 -5 -7 -2 28 -16 -19 27 -21 -6 -3 -12 -15 29 -9 +right_child=1 7 -4 4 24 17 9 8 12 -11 11 -13 -14 22 20 -17 -18 21 -20 23 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.044527323567576022 -0.022136103926868794 0.0084798522220578387 0.0042384964096052226 -0.0008331606065297573 0.18047321630397428 0.032147252982265326 0.010898157071589474 -0.0086584512505409623 0.016520548093552707 -0.014601993025623339 0.010339967492153622 -0.00095484965809178074 0.023757233238104136 0.033402104974593443 -0.012508545689667128 -0.022730861635183897 -0.040864183536817804 0.0030498145073359277 -0.010594461285744332 0.014941312671303412 0.0010809985798443575 -0.013590100689829571 0.017929613816649561 0.0012473573861613257 -0.0021418141491974167 0.026782429714682428 -0.014039253102592778 0.0059317204044327101 0.0060849250061067485 0.0015248615113436104 +leaf_weight=4134.2100762861082 5887.9255011286587 11511.018744271249 990.598608617438 393.32992856111377 10.12424906156957 405.20901711471379 2413.539252448827 7444.6136676184833 2430.1150991283357 1742.670055931434 576.28791557252407 22050.785078309476 1355.9819859601557 397.98692944645882 2223.8663069829345 3880.4808712860104 4376.639565221034 4882.091974563431 6329.8738489933312 3994.7083087079227 25660.204468291253 1787.071698050946 2863.3359225615859 3446.5200939252973 1382.2319444864988 1082.5513000711799 6172.7316882275045 28917.072068121284 10360.977275408804 55627.277160532773 +leaf_count=703379 158115 50348 63858 16054 583 7671 38376 43649 16262 37742 6733 93157 11261 1734 21227 223985 206651 106471 113835 24181 128264 46948 11415 26713 107594 8189 66838 126208 87727 242944 +internal_value=0 0.0013738 -0.0295631 -0.031925 -0.0267371 -0.00822864 -0.0120055 0.0025836 0.00204149 0.000197207 0.000417611 -0.00353325 0.00483085 0.00442018 0.00132176 -0.0309096 -0.0375632 0.000513027 -0.0161565 0.00182454 -2.822e-06 -0.00140902 0.00733909 0.0086205 -0.000813964 0.0100532 -0.0119576 0.00630466 0.00113588 0.000322887 +internal_weight=0 209564 15167.6 14177 10042.8 23448.4 16374 186116 173522 4156.21 109674 28799.8 63848.6 62492.6 30314.2 8650.45 4769.97 7074.37 12217.8 80874.1 27884.1 6669.16 32178.4 7441.23 1392.36 12593.6 6749.02 29315.1 73432.9 63071.9 +internal_count=2798112 1476008 1322104 1258246 554867 509158 348068 966850 908313 76118 591942 166728 316371 305110 165753 446690 222705 161090 271950 425214 149491 153419 139357 50894 108177 58537 73571 127942 374320 286593 cat_boundaries=0 1 2 -cat_threshold=7 13 +cat_threshold=3 3 is_linear=0 shrinkage=0.1 Tree=125 num_leaves=31 -num_cat=3 -split_feature=1 1 3 1 3 3 1 1 2 1 0 0 3 3 11 0 6 7 3 8 11 5 5 11 10 8 0 2 8 10 -split_gain=868.534 136.858 108.354 91.2538 100.241 49.7102 54.1855 31.7468 43.0294 37.1256 39.7912 30.2626 22.9916 22.0787 22.1822 25.7465 96.8037 190.499 21.4829 20.5599 19.9225 19.8258 19.0035 18.3943 19.7446 18.392 17.4703 27.3733 18.6794 23.2788 -threshold=0.0018466190894299861 0.0068863626981749476 0.82829401882220999 0.00053703460107403411 0.97702388399825313 0.96118147580274782 0.00019652965349108921 0.72339695550557503 0.011457117203295042 0.041098522490902706 0.017228718723459956 0.004907137874509541 0.060667487772122074 0.99368772667282579 0 6.4205619695019244e-05 0.12310606060606062 0.5674242424242425 0.8336130782311536 46.500000000000007 1 0.13961038961038963 0.014558022622538754 2 1.0000000180025095e-35 279.00000000000006 0.19472169661559699 0.050963973039007501 73.500000000000014 1.0000000180025095e-35 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 -left_child=3 2 -2 5 18 -1 -7 8 12 10 22 -4 25 -8 -15 16 -16 -18 -5 -12 -6 -13 -10 24 -9 -3 28 -28 -21 -30 -right_child=1 7 11 4 20 6 13 23 9 -11 19 21 -14 14 15 -17 17 -19 -20 26 -22 -23 -24 -25 -26 -27 27 -29 29 -31 -leaf_value=-0.056784829242655037 -0.01670117532621691 0.027816423323980589 0.013801114202455082 -0.03482856415667334 -0.023040529843848745 -0.048787200679391851 -0.025279295336540848 0.0027727307061829317 0.0064340324599524963 0.0053268579135511271 -0.018752410792501562 -0.0058983194244833313 0.010592456264782141 -0.045570029604019541 -0.075084595648511235 0.021583677587942891 -0.075081034402427513 10.54535423391493 -0.019756528109154275 -0.0020240198217852169 0.010261226073714779 0.068429549994520888 0.035673857947088987 -0.0046578619229672713 0.04167681336555501 0.20562876920267226 0.011887755879738407 -0.0099392848828734805 0.0061692201144513247 0.046285334327070944 -leaf_weight=1514.1801630402915 6160.608885089634 785.40369081916288 1893.1239550062455 2684.2551447483711 212.56632759980857 979.90460340713616 630.39761370944325 3631.6536216586828 4351.7278452608734 49948.701253555715 772.5001207087189 1741.3377962000668 4321.8398200990632 51.924795217928477 0.2171944126021107 227.68875258974731 0.042002558475360274 0.028247445123270154 1460.0966080832295 5257.7590245418251 928.94898773008026 36.641292840242386 234.23567670583725 6327.8215075284243 135.31508636474609 5.8604737007990471 673.08587918803096 3925.2297935560346 1880.7077392339706 156.70421689469367 -leaf_count=418545 572261 17806 141491 434914 55600 692851 196345 12055 121109 341690 28622 124899 45398 29339 151 123626 30 22 244651 171761 154447 2122 5286 20784 445 110 24515 154274 57358 4661 -internal_value=0 0.00255456 -0.00859726 -0.030515 -0.0222912 -0.0432837 -0.0324684 0.00388503 0.00461836 0.0039455 -5.38889e-05 0.0050022 0.0134617 -0.0149019 0.00847037 0.0218206 0.968597 4.19538 -0.0295185 -0.00294371 0.00394802 -0.00436654 0.0079275 -0.00136819 0.00415918 0.0291334 -0.00191691 -0.00674432 0.00112592 0.00925469 -internal_weight=0 92240.3 9831.71 8690.25 5285.87 3404.38 1890.2 82408.5 72313.8 67200.7 17252 3671.1 5113.1 910.299 279.901 227.976 0.287444 0.07025 4144.35 12666 1141.52 1777.98 4585.96 10094.8 3766.97 791.264 11893.5 4598.32 7295.17 2037.41 -internal_count=4197168 1846647 840773 2350521 889612 1460909 1042364 1005874 972590 909276 567586 268512 63314 349513 153168 123829 203 52 679565 441191 210047 127021 126395 33284 12500 17916 412569 178789 233780 62019 -cat_boundaries=0 1 2 3 -cat_threshold=16 16 52 +num_cat=0 +split_feature=1 1 3 1 3 3 1 3 1 0 1 5 6 7 1 5 8 0 10 8 3 2 8 8 8 1 8 3 0 0 +split_gain=588.205 78.9218 118.215 67.8708 53.4446 33.0911 42.7019 32.4711 19.4867 18.6321 18.4815 18.7418 18.0157 17.4833 15.2083 14.5839 14.0578 14.2477 14.3725 21.4133 17.8169 16.4552 13.9275 17.7638 14.3457 29.1845 23.0634 19.3806 13.8519 13.7331 +threshold=0.0023519500000000007 0.00042515000000000006 0.86726935000000005 0.0076681500000000012 0.92320885000000008 0.98634335000000006 8.7650000000000016e-05 0.98526745000000016 0.00096985000000000007 0.041871700000000005 0.81796065000000018 0.033060109289617494 0.11324786324786326 0.73798627002288331 0.0015109500000000003 0.050641025641025648 17.000000000000004 0.9014118000000001 1.0000000180025095e-35 133.00000000000003 0.9496403000000001 0.80731020000000009 113.00000000000001 117.00000000000001 101.00000000000001 0.55594615000000014 95.000000000000014 0.87661830000000018 0.83898855000000017 0.064227150000000024 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 5 8 4 9 -1 -7 14 -3 -2 11 12 16 -14 -4 -13 -5 18 19 21 -21 22 24 29 26 -26 -18 -28 -11 -24 +right_child=3 2 7 10 -6 6 -8 -9 -10 28 -12 15 13 -15 -16 -17 17 -19 -20 20 -22 -23 23 -25 25 -27 27 -29 -30 -31 +leaf_value=-0.055257499659409154 -0.0057565787465137181 -0.045898378042643816 -0.018885845033828449 -0.045186608128220097 0.0095289635108806101 -0.060466103076100133 -0.013744282561467395 0.01268439690652326 -0.028433826976407874 -0.02069193140578186 -0.00331032987165545 0.046971120854323881 0.00082240328579525354 -0.016377085026240214 0.0031530829867631293 0.0099311515895572598 0.0050912373263141781 0.028758528426457347 -0.0020238482266867592 -0.023652592438741082 0.18521145117521221 0.02469079167403871 0.073394488134290684 0.012467577763989643 0.0078172872697192496 -0.096714040623827172 0.036297700421545093 0.18605453392131846 0.005165056470240615 0.25293939235440061 +leaf_weight=1142.0604181804229 2391.5331458230503 949.34452878893353 1060.1815673233941 56.198822069913149 1517.5062023475766 294.49111014249502 582.63846687640762 787.66401164990384 1953.6502860162873 2172.5905220443383 3130.0400171726942 109.00609055999666 5443.2096271375194 662.99259818531573 444.3451240635477 4281.2766292477027 35081.333038438112 247.96189118456095 2930.4127029636875 306.79777286574244 4.1392828784883013 440.57533841952682 31.934823591262102 74.517075262963772 73.767235099337995 41.868551462888718 124.46969070937485 9.2862946949899179 229.02187930652872 4.915901029482483 +leaf_count=373493 163808 190916 176654 835 76250 265577 325942 131128 272645 185946 11167 1424 83853 9692 43864 29630 360504 9449 47566 1462 61 10798 136 622 784 133 963 119 22619 72 +internal_value=0 -0.0272616 -0.020741 0.00297753 -0.00682639 -0.0440385 -0.0294309 -0.0037651 -0.0341451 -0.0120045 0.00414367 0.004611 0.00400938 -0.00104506 -0.0123769 0.0108508 0.00479215 0.00486349 0.00471205 0.00525742 -0.0208721 0.00548384 0.00524509 0.0405531 0.00513379 -0.0300306 0.00524926 0.0466949 -0.0182262 0.0973458 +internal_weight=0 7214.38 5195.19 59365.4 6310.65 2019.19 877.13 2292.19 2902.99 4793.15 53054.7 49924.7 45534.4 6106.2 1504.53 4390.28 39428.2 39372 39124 36193.6 310.937 35882.7 35442.1 111.368 35330.7 115.636 35215.1 133.756 2401.61 36.8507 +internal_count=2798112 1780219 815207 1017893 448623 965012 591519 351646 463561 372373 569270 558103 527049 93545 220518 31054 433504 432669 423220 375654 1523 374131 363333 830 362503 917 361586 1082 208565 208 is_linear=0 shrinkage=0.1 Tree=126 num_leaves=31 -num_cat=1 -split_feature=2 1 2 6 1 2 3 2 1 11 8 2 0 6 7 0 4 1 0 0 8 0 6 6 6 4 7 4 4 5 -split_gain=337.028 137.568 197.246 79.0532 70.1816 69.6527 66.4932 55.005 96.8602 53.7238 53.1203 48.6595 44.655 43.8246 52.0727 39.9074 40.3097 35.4217 33.6464 42.1038 39.6289 36.6404 33.1779 87.8608 83.835 59.3865 46.2222 70.8289 64.9622 46.6048 -threshold=0.0055404943769021423 0.12813527001423566 0.026277872057148443 0.37689393939393945 0.0020245044897483442 0.00098130508688392044 0.14579383346309926 0.040384417575753555 0.0031956362415680294 0 49.500000000000007 0.088173736024139318 0.048278367296914142 0.3816526610644258 0.41277890466531447 0.51626450568370374 0.52012882447665065 0.0033542041728258339 0.0031050087009554831 0.84141358868483651 85.500000000000014 0.037814444418972644 0.3585714285714286 0.33712121212121215 0.35147058823529415 0.58459595959595967 0.34698996655518399 0.43288288288288296 0.17445652173913045 0.048809523809523817 -decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=4 3 -3 7 5 -1 12 8 18 -7 -10 -8 -4 14 -5 16 17 -15 20 21 -2 -20 23 -9 26 -26 27 -25 29 -28 -right_child=1 2 6 13 -6 9 11 22 10 -11 -12 -13 -14 15 -16 -17 -18 -19 19 -21 -22 -23 -24 24 25 -27 28 -29 -30 -31 -leaf_value=-0.048288081413425082 0.0035422699043934033 -0.027410770664514528 0.023468200454175289 -0.053915258817932105 -0.033426586646681404 0.0047862594860486841 -0.01362474295013409 0.0012045672264033545 -0.0060460510951225038 -0.014277508696592176 -0.020941293782753716 -0.0027976011346764144 0.002021248831607952 0.005367808473190662 0.082241449433152078 0.012855217905104474 -0.059788939158100435 0.00094593156437398429 -0.0042019759181238245 0.019566986507855967 -0.0061173201322689509 -0.025995923889418071 -0.01112986479937427 -0.056238909712313337 -0.0044812338673102699 0.12866464396985591 0.050217551939548855 0.14195905557125385 0.19399224159783438 0.21042168676361564 -leaf_weight=518.57801606273279 26097.254757966846 3587.0747533012182 1112.8284855894744 35.282266339287162 1924.3195886258036 1824.6107287632767 5584.4609660990536 494767.99396013469 10721.268623678014 7768.8540083547123 3082.6226715203375 16169.593895241618 7607.7778376378119 45912.173943636939 137.76707270182669 4894.6839108262211 100.37855646945536 29922.304735232145 9978.2497710650787 691.39894831180573 5072.6623664377257 836.05141061544418 2172.1321237981319 54.008468233048916 392.02605713903904 36.629037693142891 158.11502067744732 27.066976383328438 53.765636719763279 20.514624118804932 -leaf_count=63507 446188 53929 5236 183 68382 116534 43268 1990967 127816 487439 47659 68752 39941 232204 603 24577 383 113358 125327 5909 116174 7423 8533 214 1549 125 626 94 193 75 -internal_value=0 0.000960967 -0.00523033 0.00129299 -0.0159223 -0.0125912 -0.00261954 0.000866457 -0.00209097 -0.0106616 -0.00937239 -0.00557703 0.00475807 0.00421099 0.0544811 0.00410336 0.00353923 0.00362305 0.00026429 -0.00435729 0.00197025 -0.00588686 0.00120208 0.00125614 0.0356383 0.00689622 0.0749416 0.00992933 0.0976224 0.0686161 -internal_weight=0 669226 34061.7 635164 12036.4 10112 30474.7 554162 56479.5 9593.46 13803.9 21754.1 8720.61 81002.6 173.049 80829.5 75934.9 75834.5 42675.6 11505.7 31169.9 10814.3 497682 495510 742.126 428.655 313.471 81.0754 232.395 178.63 -internal_count=4197168 3461306 211126 3250180 735862 667480 157197 2878872 876496 603973 175475 112020 45177 371308 786 370522 345945 345562 701021 138659 562362 132750 2002376 1993843 2876 1674 1202 308 894 701 -cat_boundaries=0 1 -cat_threshold=4 +num_cat=0 +split_feature=2 2 1 8 1 6 2 6 4 7 0 2 3 0 2 6 7 4 4 8 1 8 0 7 6 8 3 8 1 9 +split_gain=228.482 98.595 180.794 59.1647 54.1527 51.7913 45.4769 37.2553 47.9864 40.2748 36.4221 59.2077 51.9685 37.1807 37.5331 29.9484 34.2813 42.554 32.6819 29.4538 27.9867 27.095 28.5877 26.6829 25.2676 25.1138 24.35 36.8987 24.1306 24.2418 +threshold=0.0038998500000000003 0.028366750000000007 0.0044033500000000012 53.000000000000007 0.0013787500000000002 0.43534002229654406 0.00098095000000000018 0.46770833333333339 0.11583184257602865 0.089572192513368995 0.041871700000000005 0.072932700000000017 0.10922170000000002 0.51191015000000017 0.24394055000000003 0.49285714285714294 0.23226773226773231 0.29289215686274517 0.15504807692307696 35.000000000000007 0.09277015000000001 57.000000000000007 0.0029930500000000006 0.50373134328358227 0.25186567164179113 149.00000000000003 0.11247565000000002 79.000000000000014 0.0030035500000000002 1.0000000180025095e-35 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=4 2 21 20 6 10 -1 8 23 -10 28 12 -12 14 -13 16 -9 18 -18 -8 -4 22 -2 -7 -23 -17 27 -26 -3 -30 +right_child=1 5 3 -5 -6 7 19 15 9 -11 11 13 -14 -15 -16 25 17 -19 -20 -21 -22 24 -24 -25 26 -27 -28 -29 29 -31 +leaf_value=-0.046749437465876668 0.0030128545737333639 0.0024183844926819781 -0.0072348103944969268 -0.032076202818586468 -0.042008374443671309 -0.017358251242357622 -0.0069732382633604902 -0.12413319010062017 -0.11996725089141247 0.054260640764094682 0.0029890661150187318 -0.0037435986273933091 -0.012051338271465137 0.0047886164685256227 0.00063484599100758121 0.0040993920099787655 0.0038014341627692644 0.17067660660565601 -0.10384041209903348 -0.024335208522986363 -0.020701390056162509 -0.0098597465922009124 -0.0057539900163819145 0.026116430858148805 0.00057369107622059871 0.053569814089782897 0.0056931936424926702 0.15800932445122423 -0.00033675708657495752 0.0090698189142053472 +leaf_weight=411.1686047562398 18473.282758604735 158228.44204429165 4139.7684086430818 1951.0791721008718 857.41356981545687 281.83668774366379 3327.6600971315056 36.010814599692822 13.703357972204683 417.41225291788578 3318.8821583464742 25269.207296542823 7463.5685398764908 16092.522720724344 86932.545745402575 46767.785938363522 86.932359330356121 11.372988820075987 41.753711335361004 1383.2873636672739 2460.4893586747348 4052.6656230627559 4657.3044518083334 282.86746154725552 32.19678682461381 102.84302998334169 473.8911201916635 27.690036464482546 59522.208321627229 2871.8810285776854 +leaf_count=53123 368385 701926 56166 34725 36529 1151 242175 139 57 1577 21580 121649 53652 67818 282909 184793 336 42 160 110710 32554 97782 56952 1158 444 459 11927 374 246428 10432 +internal_value=0 0.00093017 -0.00406626 -0.0167774 -0.0187486 0.0013746 -0.014855 0.00445844 0.023599 0.0487227 0.000962711 -0.000304679 -0.00742184 0.000293481 -0.000351233 0.0040533 -0.0371119 -0.0147377 -0.0311242 -0.0120713 -0.012255 -0.00014458 0.00124767 0.00441877 -0.00716602 0.00420794 0.0132859 0.0733676 0.00176165 9.62097e-05 +internal_weight=0 444010 36268.4 8551.34 5979.53 407742 5122.12 48042.5 995.82 431.116 359699 139077 10782.5 128294 112202 47046.7 176.07 140.059 128.686 4710.95 6600.26 27717 23130.6 564.704 4586.44 46870.6 533.778 59.8868 220623 62394.1 +internal_count=2798112 2355575 659309 123445 442537 1696266 406008 189872 3943 1634 1506394 547608 75232 472376 404558 185929 677 538 496 352885 88720 535864 425337 2309 110527 185252 12745 818 958786 256860 is_linear=0 shrinkage=0.1 Tree=127 num_leaves=31 -num_cat=3 -split_feature=3 0 3 7 2 0 11 7 4 10 8 3 9 8 7 3 5 8 1 8 8 11 8 9 0 0 9 1 11 7 -split_gain=480.169 366.782 118.122 109.416 95.2895 88.6512 82.1362 72.2995 66.3501 57.3451 65.9188 57.3099 57.2504 54.4742 52.5135 48.0782 45.4318 44.7451 43.3405 42.1558 41.7769 41.4817 41.2736 41.0992 39.6099 39.5992 39.504 38.8919 38.6095 39.2195 -threshold=0.093023926079970884 0.00029561080885979243 0.24462640252872095 0.43875000000000003 0.039144451947456881 0.010458926350996166 0 0.43019480519480524 0.10620300751879701 1.0000000180025095e-35 58.500000000000007 0.99860376228963876 1.0000000180025095e-35 118.50000000000001 0.25403225806451618 0.022992613841957579 0.06458333333333334 52.500000000000007 3.2438067296621465e-05 82.500000000000014 223.50000000000003 1 46.500000000000007 1.0000000180025095e-35 0.87453036761691083 0.0053504455914294572 1.0000000180025095e-35 0.0075753861488676794 2 0.32882882882882886 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 -left_child=5 11 6 7 17 22 25 9 13 18 23 14 15 -8 -2 -7 -9 -5 -4 24 21 -20 -1 -11 27 -3 -12 -17 -25 -30 -right_child=1 2 3 4 -6 12 8 16 -10 10 26 -13 -14 -15 -16 19 -18 -19 20 -21 -22 -23 -24 28 -26 -27 -28 -29 29 -31 -leaf_value=0.016571074737970277 0.011302483485128046 0.011799974193013164 0.021914385026579556 0.006156163587055799 0.0020156050252540395 -0.030802497851352497 -0.001196877257746439 -0.088280779705141532 -0.0097710166380486595 -0.0091355507075023927 0.0015124395081312896 0.046409562408333702 -0.021591131882497994 -0.0065412294701603715 0.026009056524947418 -0.0048606820329978742 0.11488598298800752 0.01557073176999841 0.0014687574689251379 -0.013688324747496273 -0.028199618494085837 -0.00074363435495211671 -0.0033599638904528994 -0.0097355613016027309 0.0021868105107898336 0.0011197277361662925 0.021560802419818038 -0.012456609023065687 0.0035253569701223053 -0.044158486910701233 -leaf_weight=1114.5821862369776 6635.7236630721018 4235.1345888823271 933.75697486381978 19687.392886873335 136644.63198306412 1030.0452161543071 76085.590775355697 130.73254033736885 14485.906661652029 16573.131769461557 5130.5143992044032 691.42235130816698 4241.4829489476979 25452.229165121913 3829.0321540432051 14735.381526477635 12.018507657572625 6789.1912093907595 172789.91508017667 13199.642982203513 512.11241965088993 166310.77627249621 15320.073907822371 3793.1497416449711 4120.3629285544157 19254.732024252415 1215.7366119269282 12423.692917905748 7903.7059501409531 176.33641006425023 -leaf_count=4842 245153 14907 21809 266175 516077 13384 283977 522 60794 83066 28371 60226 28637 106013 161598 82877 74 107555 867105 86522 2791 841685 77603 19171 30740 73041 6359 66970 38374 750 -internal_value=0 0.00054122 0.000245341 0.00091706 0.00307951 -0.00837593 -0.00234788 -2.23759e-05 -0.00343948 4.68552e-06 -0.00386238 0.0185259 -0.0104794 -0.00253653 0.0166836 -0.00944381 -0.0711757 0.00857027 0.000399771 -0.00894919 0.000340617 0.000383719 -0.00200826 -0.0059183 -0.00694931 0.00304404 0.00535306 -0.00833538 -0.00142752 0.00248165 -internal_weight=0 689273 678117 538603 163121 66185.3 139514 375482 116024 375339 34792.6 11156.2 49750.6 101538 10464.8 45509.1 142.751 26476.6 340547 44479.1 339613 339101 16434.7 28446.3 31279.4 23489.9 6346.25 27159.1 11873.2 8080.04 -internal_count=4197168 3805593 3338616 2799884 889807 391575 538732 1910077 450784 1909481 176091 466977 309130 389990 406751 280493 596 373730 1733390 267109 1711581 1708790 82445 141361 180587 87948 34730 149847 58295 39124 -cat_boundaries=0 1 2 3 -cat_threshold=8 56 10 +num_cat=4 +split_feature=3 0 0 2 11 1 3 1 0 8 7 0 3 3 3 8 8 3 7 8 11 11 8 11 1 0 8 3 3 8 +split_gain=311.031 250.395 76.9625 75.5248 71.2721 48.025 46.1322 39.01 36.4595 36.1605 35.4106 33.9581 48.3576 33.2594 32.2746 43.8266 32.2667 30.8411 28.8967 28.5707 27.8649 27.8354 27.1678 28.2659 27.0226 25.7419 24.4818 23.9824 23.8046 48.3295 +threshold=0.11247565000000002 0.00031195000000000002 0.082685850000000019 0.019786150000000006 0 0.0031588500000000004 0.9979205000000001 3.6550000000000008e-05 0.0084662500000000033 75.000000000000014 0.43875000000000003 0.80545445000000016 0.023572400000000004 0.030517350000000002 0.3177185500000001 79.000000000000014 57.000000000000007 0.057237950000000003 0.10582306830907055 23.000000000000004 1 2 49.000000000000007 3 0.00024415000000000005 0.0037427000000000003 133.00000000000003 0.083790900000000015 0.19947455000000003 127.00000000000001 +decision_type=2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 1 2 2 2 2 2 2 +left_child=2 6 13 7 5 9 16 -3 -7 -5 -9 17 -13 20 15 -6 18 -4 21 -14 -1 -2 23 25 -17 -15 28 -25 29 -10 +right_child=1 3 11 4 14 8 -8 10 26 -11 -12 12 19 22 -16 24 -18 -19 -20 -21 -22 -23 -24 27 -26 -27 -28 -29 -30 -31 +leaf_value=-0.011663304711799057 0.016490506575439157 0.022719886974292957 -0.02228487207227399 0.001698167052245193 -0.001863807182796453 0.0049332966099120369 0.032886721582411224 0.002098524560701255 -0.0046960500009725192 0.0061297597767533633 0.0089250233345015383 -0.038177703511395329 0.044645088482969879 0.0073116476521500511 -0.00070103504775503487 0.11075889349376758 0.028884104273260325 -0.011469733574263681 0.020200863560604482 -0.0045165100842507423 -0.048042545900188777 -0.00055295983858939899 -0.0083409491627762043 -0.0096785843013515796 -0.0087436339757826533 -0.0018045142798001135 -0.036015363276056964 0.00010062220943203014 -0.00022753509007183631 0.1993830529630799 +leaf_weight=1093.0756624564528 1546.4236446591094 1140.4575283881277 3160.3538611754775 81468.316808864474 36274.893583610654 11196.198979459703 1546.6420796504244 27977.996954216622 15821.969831347466 23789.163979545236 10431.930869678967 430.7813217677176 120.07022222876549 5050.4338916614652 142024.35796288028 18.949217706918716 1207.0100501440465 15913.977091126144 2218.3658798029646 7645.8960152827203 258.53287767618895 2500.1247406518087 7329.9164288118482 5624.3209709152579 13287.038785293698 8010.5980487912893 200.91610504686832 4525.6278415173292 65793.075038023293 11.612718239426611 +leaf_count=7222 48985 27744 22846 343551 128910 47646 129351 365275 63730 103363 174641 6852 842 22582 567332 64 45956 86252 79544 55012 2228 71959 39235 30411 51338 39032 717 19000 216436 56 +internal_value=0 0.000676253 -0.00704807 0.00032994 -9.24385e-05 0.00123662 0.0171666 0.00449373 -0.000418791 0.00269975 0.00395257 -0.0109484 -0.00556543 -0.00371289 -0.00146779 -0.00366447 0.0139127 -0.0132617 0.0110283 -0.00375642 -0.0190636 0.00599973 -0.00303353 -0.00135748 -0.00857345 0.0017192 -0.0011511 -0.00531303 -0.00106528 -0.00454637 +internal_weight=0 438455 59163.6 429437 389886 198281 9018.57 39550.4 93023.8 105257 38409.9 27271.1 8196.75 31892.5 191605 49580.9 7471.92 19074.3 6264.91 7765.97 1351.61 4046.55 30540.9 23211 13306 13061 81827.6 10149.9 81626.7 15833.6 +internal_count=2798112 2466598 331514 2090803 1523143 775499 375795 567660 328585 446914 539916 171804 62706 159710 747644 180312 246444 109098 200488 55854 9450 120944 150260 111025 51402 61614 280939 49411 280222 63786 +cat_boundaries=0 1 2 3 4 +cat_threshold=12 3 3 3 is_linear=0 shrinkage=0.1 Tree=128 num_leaves=31 -num_cat=3 -split_feature=0 0 10 0 3 3 10 9 8 2 7 1 8 2 8 2 3 0 2 11 8 3 3 8 3 1 2 11 11 8 -split_gain=1700.88 305.382 196.993 155.209 128.767 111.119 96.8537 102.446 100.682 96.7753 81.7248 69.2075 83.8144 69.5705 66.5159 65.3876 64.3431 56.7727 56.5205 55.6623 54.7397 49.9765 63.0578 49.0145 48.3249 76.3113 57.0478 69.1259 50.4193 47.9684 -threshold=0.0042500053823182537 0.015606753917525125 1.0000000180025095e-35 0.001056572891662834 0.97871946736534732 0.89963883305841874 1.0000000180025095e-35 1.0000000180025095e-35 85.500000000000014 0.85095039501429082 0.45584415584415588 0.009379422297638813 118.50000000000001 0.045368238813811128 46.500000000000007 0.89084734653625663 0.25872573248468683 0.059913150215792556 0.042878684528247273 0 46.500000000000007 0.073605989979258185 0.91569757780148586 28.500000000000004 0.78473734413934759 0.002755814676574203 0.61737499230012916 1 2 178.50000000000003 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 1 2 -left_child=2 5 3 -1 21 9 8 20 10 -2 24 12 13 -10 -7 29 -13 -12 -9 -11 23 -5 -23 -8 25 28 -27 -28 -3 -14 -right_child=1 6 -4 4 -6 14 7 18 11 19 17 16 15 -15 -16 -17 -18 -19 -20 -21 -22 22 -24 -25 -26 26 27 -29 -30 -31 -leaf_value=-0.042627108178177817 -0.015594296528320584 0.0001933469318023662 0.0087342285857098419 -0.0011175415839930396 -0.0048560676852643248 0.034765486767427696 -0.030669811389014701 -0.019830231386781992 0.034618643374004547 0.013457703382563954 -0.010383249972629139 0.0040772822403523064 -0.0015773589401810594 0.0071732933063194705 -0.0013029639179776404 0.029597646451104145 0.012519592776665436 -0.0018056431000379458 0.0019155268780616753 -0.0094566342947569257 0.0085395491402605883 -0.036853157796122665 -0.021082025689994698 0.026740075514536783 0.0084882870150598359 0.0010125559668115825 0.017206887644338056 0.00096482704140973341 -0.010549539969600574 0.029409057574827192 -leaf_weight=6640.0306321993703 17156.552107755095 8588.2738054618239 1399.0324778372888 613.43127591069788 2794.4630444990471 542.41222537308931 157.86907327920198 1286.1497333757579 1083.9902311787009 1984.0340032875538 9893.7946985960007 23220.300820473582 34279.340034406632 6242.4560787901282 8912.0461193155497 706.79333188012242 14770.218936923891 35059.466163016856 16910.498585648835 2253.6863592937589 27273.555355973542 6273.9807397378609 4254.2907221107744 2564.3851104713976 8747.0302965864539 75914.455969201401 5101.7864355668426 5391.4342373460531 8891.1721754856408 506.9774190671742 -leaf_count=1079279 395156 62032 90830 22776 190553 11909 624 7696 8273 28390 124432 92543 192149 33429 234795 6502 76448 157697 70758 49255 117253 286000 248278 10140 98276 363365 31604 38798 64964 2964 -internal_value=0 0.00119178 -0.0275759 -0.0300447 -0.0240497 -0.00826196 0.00220938 0.00629812 0.00138284 -0.0122517 -8.87833e-05 0.00425264 0.00149613 0.011234 0.000766321 -0.00051395 0.00735954 -0.00369349 0.000378524 0.00128094 0.00988918 -0.0288637 -0.0304803 0.0234108 0.00134989 0.000748853 0.00196785 0.00887901 -0.0052771 -0.00112576 -internal_weight=0 317439 21975.2 20576.2 13936.2 30848.7 286590 48192.5 238397 21394.3 157587 80810.1 42819.6 7326.45 9454.46 35493.1 37990.5 44953.3 18196.6 4237.72 29995.8 11141.7 10528.3 2722.25 112634 103887 86407.7 10493.2 17479.4 34786.3 -internal_count=4197168 2279452 1917716 1826886 747607 719505 1559947 206471 1353476 472801 941168 412308 243317 41702 246704 201615 168991 282129 78454 77645 128017 557054 534278 10764 659039 560763 433767 70402 126996 195113 -cat_boundaries=0 1 2 3 -cat_threshold=3 11 21 +num_cat=2 +split_feature=0 0 10 0 3 3 4 8 1 2 2 3 7 8 3 3 7 0 11 0 5 7 2 8 8 1 2 11 3 0 +split_gain=1170.42 204.615 110.037 87.7827 97.2241 73.7362 68.5944 55.09 50.3246 48.2642 46.621 62.2055 43.1212 46.4465 43.1168 50.719 42.266 41.5968 38.5724 36.8322 35.9603 34.9599 34.0476 33.5901 44.1693 33.2361 29.192 29.1315 29.0631 45.0956 +threshold=0.0036378500000000002 0.013433850000000002 1.0000000180025095e-35 0.00119625 0.98580685000000012 0.96979445000000009 0.10960960960960962 31.000000000000004 0.0011178500000000003 0.81670920000000014 0.8604925000000001 0.83030515000000016 0.12771739130434787 71.000000000000014 0.92320885000000008 0.10019345 0.41728855721393038 0.097212550000000023 0 0.80545445000000016 0.011210487625581968 0.40192307692307699 0.9093842000000002 119.00000000000001 121.00000000000001 0.0012255500000000004 0.0018161500000000001 1 0.74608520000000011 0.061186750000000005 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 +left_child=2 5 3 21 14 7 8 -2 -3 20 11 25 19 17 15 -5 23 -14 -12 22 26 -1 28 -13 -25 -9 -8 -21 29 -10 +right_child=1 6 -4 4 -6 -7 9 10 12 -11 18 16 13 -15 -16 -17 -18 -19 -20 27 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 +leaf_value=-0.034329575634095458 0.011441483342013628 -0.0054205096374256041 0.0041837712674964583 -0.0067148628422868221 0.0078790961364959815 0.011406061581084724 0.057239078766921053 -0.027242177592494428 -0.002488911006653164 0.023555181883916844 0.01045751907629152 -0.0016508978497416474 -0.0090447465087349545 0.0041276556522758714 -0.018234627120333965 -0.038390287669036571 -0.018581124927330123 -0.00059513020085167744 -0.01375073681112159 0.0088929910080717319 0.014949262651880586 -0.051046013983720363 0.022060264281756101 0.58425409432257769 0.080665778991755518 -0.014345216628414321 0.0041300123365322211 -0.0067313185123096019 0.0086783303078416616 0.0036660776450135723 +leaf_weight=3756.6863329854095 1134.9734474420547 10107.858264014125 991.22844669385813 587.542929652147 873.4808192262426 1768.417643958237 103.90061867237091 3132.8997245691717 14124.027931071818 1575.4119258001447 1637.3244832772762 4769.1486706808209 8591.8556970022619 12225.368291296065 2972.4205946535803 3620.3463876470923 1958.2193628996611 18099.939834423363 1086.2147523984313 1466.8492667749524 3625.646667715162 1875.7429662137292 970.6344642713666 1.9595028776675487 15.668229624629019 5516.9093511793762 26632.760258987546 6237.4764994084835 8935.9261473156512 75719.170783445239 +leaf_count=543163 20976 99983 63858 25038 55071 42510 1559 79003 127289 10892 25208 107886 82512 60460 158378 172296 52352 70408 24536 6457 16687 304300 6902 32 296 122796 121438 26154 75244 294428 +internal_value=0 0.00122179 -0.0279897 -0.0303199 -0.0236224 -0.00813583 0.00226583 -0.00993075 0.00140383 0.00648921 -0.0112696 -0.0134031 0.00187509 -0.000976969 -0.0274546 -0.0339675 -0.00620468 -0.00331499 0.000790577 0.00290803 0.00560371 -0.0398966 0.00342257 -0.00114161 0.136645 -0.0190164 0.0043364 -0.00375375 0.00323943 0.00269847 +internal_weight=0 209439 14677.4 13686.2 8053.79 21021.7 188417 19253.3 156479 31937.7 18118.3 15394.8 146371 38917.2 7180.31 4207.89 6745 26691.8 2723.54 107454 30362.3 5632.43 99749.8 4786.78 17.6277 8649.81 26736.7 7704.33 98779.1 89843.2 +internal_count=2798112 1476008 1322104 1258246 410783 475595 1000413 433085 849837 150576 412109 362365 749854 213380 355712 197334 160566 152920 49744 536474 139684 847463 503863 108214 328 201799 122997 32611 496961 421717 +cat_boundaries=0 1 2 +cat_threshold=3 4 is_linear=0 shrinkage=0.1 Tree=129 num_leaves=31 -num_cat=5 -split_feature=1 1 3 3 1 0 6 1 0 11 7 1 2 1 0 0 11 3 0 8 2 7 8 11 0 8 11 2 11 8 -split_gain=770.258 141.085 102.333 76.4772 102.412 72.9695 65.5639 55.3207 136.285 44.1637 37.6558 29.7887 39.4831 43.6948 59.3939 29.0202 27.9239 23.8844 23.1163 22.9558 22.3832 21.5798 19.9905 19.5508 23.9027 19.5078 18.9024 18.7731 22.3941 21.1511 -threshold=0.0015046515990509665 0.0058917127556804274 0.91262929911222035 0.97610473474271153 0.00023861473188478038 6.4205619695019244e-05 0.14007994186046516 0.00053703460107403411 0.00010557690945800799 0 0.5674242424242425 0.72339695550557503 0.044102351956392005 0.079565020566175246 0.20464055779332538 0.00077172324678339774 1 0.06584418049825895 0.041039463253664019 70.500000000000014 0.014829034692746603 0.17028985507246377 37.500000000000007 2 0.0038952294501845247 49.500000000000007 3 0.0053506340718278726 4 232.50000000000003 -decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 1 2 1 2 -left_child=3 2 18 7 -5 6 -6 8 -1 -7 -8 12 17 14 16 -11 -14 22 25 21 -20 -18 -3 -19 -25 -2 -21 28 -4 -30 -right_child=1 11 27 4 5 9 10 -9 -10 15 -12 -13 13 -15 -16 -17 19 23 20 26 -22 -23 -24 24 -26 -27 -28 -29 29 -31 -leaf_value=6.7829673284173824 -0.005694861457158501 -0.050624134570597883 0.053419698442484842 -0.043590853708396354 -0.075092377536074395 -0.036649256502983812 -0.075097166468901425 -0.030853542426073799 -0.053235138264386875 0.023047775347055807 -2.2521804408464203 -0.0016612237380517706 -0.0056447575652830966 0.0051451516695094346 -0.0085204362866912516 -0.0072249351830821155 0.0056348546785720014 0.0015432527338360529 0.020864923227787227 0.0180505622622644 -0.023645811850468795 -0.0047232363558882082 0.018096549917369576 0.020525961911181324 0.0071166839473932892 -0.022518019459057084 0.0023076568450580222 0.0029404622641466512 0.0055276330588582964 0.23129160452806519 -leaf_weight=0.029162521124816432 2494.496073650429 43.066948413383216 163.96767426934093 925.45253583759768 0.48142752901185204 274.24577435979154 0.10302887775469571 3087.0221925496589 1747.1058858914766 596.4676031669369 0.34711711492855102 10081.313916698098 3184.4068534756079 30231.745190672576 6753.0830467827618 675.04011929489207 6226.3247508415952 5531.8683930560946 117.14787295483984 2001.8922177329659 3173.6393144545145 2971.1520833335817 2473.94019226823 1500.2681293739006 11667.928906285204 952.45920795714483 1248.9095597704872 2273.5298106251284 324.74379555601627 4.2034786227159193 -leaf_count=12 243085 843 17976 704203 312 93901 64 553456 524041 184260 41 33284 92693 178538 221109 143308 168711 52957 14822 49725 327531 93242 39963 29361 98314 92651 30957 179169 28443 196 -internal_value=0 0.00212982 -0.00941758 -0.031585 -0.0172782 -0.0015342 -0.886306 -0.0389013 -0.053121 -0.00100098 -1.75389 0.00343766 0.00413385 0.00266542 -0.000683424 0.00692164 0.00270205 0.00777551 -0.0160666 0.0048379 -0.0220613 0.00228878 0.0169207 0.00654457 0.00863786 -0.0103434 0.012065 0.00677614 0.0244679 0.00816438 -internal_weight=0 93420.1 9504.19 7306.29 2472.14 1546.69 0.931574 4834.16 1747.14 1545.75 0.450146 83915.9 73834.6 52617.5 22385.8 1271.51 15632.7 21217.1 6737.74 12448.3 3290.79 9197.48 2517.01 18700.1 13168.2 3446.96 3250.8 2766.44 492.915 328.947 -internal_count=4197168 1993570 903873 2203598 1126089 421886 417 1077509 524053 421469 105 1089697 1056413 834975 656437 327568 435328 221438 678089 342635 342353 261953 40806 180632 127675 335736 80682 225784 46615 28639 -cat_boundaries=0 1 2 3 4 5 -cat_threshold=16 16 12 42 17 +num_cat=0 +split_feature=1 3 1 1 0 1 3 2 1 1 0 2 5 5 7 4 5 3 7 5 0 2 1 2 4 8 8 0 2 0 +split_gain=511.75 73.3558 111.904 72.6413 65.5694 54.6484 22.0564 20.7382 16.5734 15.886 30.6858 19.6968 15.1528 51.8553 25.9711 14.658 45.1453 14.5505 14.0029 21.4083 39.4786 58.8281 13.3612 13.8267 13.2324 13.188 17.8486 13.1539 12.9672 22.9497 +threshold=0.0019528500000000001 0.95675315000000005 0.00021455000000000004 0.0062267000000000008 0.0072896500000000008 0.00057335000000000014 0.98686355000000014 0.22582780000000002 0.81796065000000018 0.028629600000000002 0.015486050000000001 0.015134200000000002 0.022233201581027671 0.024404761904761908 0.43875000000000003 0.71307506053268777 0.088932806324110686 0.83591765000000018 0.67156862745098056 0.24662162162162166 0.00084365000000000015 0.0047586500000000006 8.7650000000000016e-05 0.0046106500000000009 0.093073593073593086 165.00000000000003 125.00000000000001 0.0068591000000000008 0.82608820000000016 0.04590505000000001 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 5 22 4 7 -1 -4 24 9 10 -5 -12 -6 -14 15 28 -17 -7 -8 -20 -21 -22 -3 -24 -2 26 -10 -27 -15 -30 +right_child=3 2 6 8 12 17 18 -9 25 -11 11 -13 13 14 -16 16 -18 -19 19 20 21 -23 23 -25 -26 27 -28 -29 29 -31 +leaf_value=-0.056647995694593237 0.015055052560001288 -0.060409977017171261 -0.012282904866270337 0.008333153841287003 -0.016642222020169854 -0.033540391414384189 0.016246355643586945 -0.011271193920767329 -0.0038542368131481014 0.0049778101188046441 0.020354042938758768 -0.0047311304707610292 1.4104076652905271 0.04363918747572746 -0.031223840010393557 0.91306724923429106 -0.076545204880556481 -0.016382200018434642 -0.015727925675981972 0.072718332135421768 -0.075294087055589931 3.0237874887337739 -0.010668304520488349 -0.047366429649832953 -0.02026609970488305 0.076477310895129491 -0.068875633713295914 0.0077884506887799833 0.092419619124325808 0.60062508910196066 +leaf_weight=1002.6126556156669 1404.4873531907797 354.60763594787568 897.36738460813649 3324.8438745774329 3763.0118600507267 1941.8717857263982 721.64665927772876 489.99156417883933 2945.3673321306705 41357.128806354478 329.63286206685007 6208.1696321396157 0.26917757326736946 37.683177710045129 47.184986808337271 0.80806981306522985 1.0732198110781608 662.97291108919308 201.31378691620193 0.67565133143216272 0.11657314631156623 0.1290697786025703 158.37984050647356 291.86102945299353 114.72815638268366 38.387852981686592 42.831339329481125 101.84418557584286 3.5697233635000876 1.1830756994895635 +leaf_count=292403 84472 307430 152848 88696 329990 321606 171320 40600 10463 282256 13959 237437 27 3223 4057 39 68 111769 57158 183 27 27 136443 143200 7253 156 154 394 332 122 +internal_value=0 -0.0275537 -0.0148394 0.00254529 -0.00802886 -0.0368093 -0.00111669 0.00661791 0.00368621 0.00411779 0.000511438 -0.00346635 -0.0156631 0.0244846 0.0204075 0.0753799 0.348523 -0.0291734 0.00972907 -0.0135269 0.467423 1.55308 -0.0458917 -0.0344572 0.0123877 -0.0033797 -0.00478622 0.0265917 0.0632709 0.218923 +internal_weight=0 6233.55 2626.1 60212.2 5863.99 3607.46 1821.25 2009.21 54348.2 51219.8 9862.65 6537.8 3854.78 91.7714 91.5023 44.3173 1.88129 2604.84 923.882 202.235 0.921294 0.245643 804.849 450.241 1519.22 3128.43 2988.2 140.232 42.436 4.7528 +internal_count=2798112 1694414 968636 1103698 470183 725778 381563 132325 633515 622348 340092 251396 337858 7868 7841 3784 107 433375 228715 57395 237 54 587073 279643 91725 11167 10617 550 3677 454 is_linear=0 shrinkage=0.1 Tree=130 num_leaves=31 -num_cat=4 -split_feature=2 1 2 6 1 3 2 2 2 1 8 6 4 7 6 4 11 8 9 11 0 0 2 3 0 10 11 11 3 2 -split_gain=275.093 119.805 192.365 70.424 64.8217 60.6894 56.8163 53.5739 43.9901 93.3254 46.7274 41.623 62.3709 56.6502 43.8213 41.361 40.9595 54.4546 36.9392 36.6822 35.7863 35.3494 65.8304 66.7988 51.6789 41.8489 41.8446 36.1446 34.7944 34.7585 -threshold=0.0046648998113185741 0.12813527001423566 0.026277872057148443 0.43019480519480524 0.0020245044897483442 0.076270869379919268 0.00098130508688392044 0.10861735845092139 0.023232473449623568 0.0033542041728258339 49.500000000000007 0.46770833333333339 0.11583184257602865 0.084119496855345921 0.49242424242424249 0.15470085470085473 0 532.50000000000011 1.0000000180025095e-35 1 0.4384879806401259 0.013322705554401603 0.15097391776113331 0.16845236787848122 0.10904609234046993 1.0000000180025095e-35 2 3 0.047151847267993166 0.012611930216109374 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 1 1 2 2 -left_child=4 3 29 8 6 -4 -1 -7 9 16 -11 12 -5 -14 15 -13 -2 18 -18 -8 -16 26 23 27 25 -25 28 -23 -10 -3 -right_child=1 2 5 11 -6 7 19 -9 21 10 -12 14 13 -15 20 -17 17 -19 -20 -21 -22 22 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.046174947789991261 -0.0058272524788958446 -0.039891629951269901 0.013614575937962904 0.0030605252601807534 -0.036399042866476168 -0.0096019533782677746 -0.0039982684689030051 -0.00042489019176521707 0.02204481301391335 -0.0085247037762827202 -0.027957329310136583 0.0040438528348942255 -0.11532311008650618 0.048357006321343571 0.0032395471231659711 -0.073739268213889056 0.0018241655255730278 0.68015396739245115 0.030610403484876522 -0.017805924622242515 0.011681033680317527 -0.0040441912112769282 0.0010341178382000972 -0.0035298881707849284 -0.0090511929007095048 0.0068957706383560224 0.0029096801895565042 0.0077812593784747077 -0.00031484164716968108 -0.019412424900389892 -leaf_weight=481.70412603116711 8414.4589876498794 1296.1089182645082 2212.475976973772 916.79169651679695 1363.472636972554 9703.2774270810187 3949.9813118854072 18469.775320157409 703.27241365611553 5367.9086589533836 1608.0892936997116 132.11196406371891 21.850029867142439 655.40272611007094 66474.273863436654 141.67346645332873 18264.04230702389 1.1859886441379774 456.92883153818548 3778.5974733567273 5432.4308603517711 3790.8743876367807 250992.70936340094 26581.861302189529 15748.732545237988 4502.2606003545225 151771.74342149496 8090.2316532097757 66863.618177023716 2298.5064344443381 -leaf_count=63507 202047 24754 12378 4480 54012 70929 276492 73890 3645 83951 32319 593 101 2721 309589 604 383203 27 7624 258293 25162 21937 860047 170230 90292 29777 718900 45079 339229 31356 -internal_value=0 0.000864382 -0.0049211 0.00117304 -0.0162073 -0.00233322 -0.012854 -0.00358563 0.00079245 -0.00268813 -0.0130043 0.00407823 0.0200618 0.0430762 0.00372525 -0.0362059 -3.61645e-05 0.00256831 0.00252676 -0.0107772 0.00387729 0.00101688 0.000328974 -0.0026854 -0.0043843 -0.00201982 0.0019882 0.00401129 -8.20982e-05 -0.0267966 -internal_weight=0 670913 33980.1 636932 9573.76 30385.5 8210.28 28173.1 563158 34112.6 6976 73774.5 1594.04 677.253 72180.5 273.785 27136.6 18722.2 18721 7728.58 71906.7 529045 309707 58714 46832.9 31084.1 219339 11881.1 67566.9 3594.62 -internal_count=4197168 3544864 213307 3331557 652304 157197 598292 144819 2988307 709171 116270 343250 7302 2822 335948 1197 592901 390854 390827 534785 334751 2279136 1217362 357315 290299 200007 1061774 67016 342874 56110 -cat_boundaries=0 1 2 3 4 -cat_threshold=48 28 40 36 +num_cat=1 +split_feature=2 1 2 2 1 6 2 6 4 7 3 2 0 8 4 3 1 2 11 6 7 10 4 4 0 0 8 7 1 1 +split_gain=181.355 78.7589 154.992 55.5323 52.4225 46.0712 42.1486 31.9467 37.6235 36.237 30.441 27.8277 55.5513 35.6499 26.636 28.0629 28.2776 26.1969 25.6732 24.5035 32.4046 37.5586 30.1549 28.0787 24.0869 24.4854 31.7534 23.5699 22.9448 22.8797 +threshold=0.0038998500000000003 0.09277015000000001 0.026612800000000002 0.24394055000000003 0.0013787500000000002 0.43534002229654406 0.00091015000000000009 0.46770833333333339 0.11583184257602865 0.089572192513368995 0.07352595000000002 0.039015600000000004 0.0064670000000000005 57.000000000000007 1.0000000180025095e-35 0.068375250000000012 0.0031588500000000004 0.0083287000000000031 0 0.49285714285714294 0.23226773226773231 1.0000000180025095e-35 0.15504807692307696 0.23606811145510839 0.48365800000000009 0.023296750000000001 99.000000000000014 0.50373134328358227 0.55594615000000014 0.0011974500000000003 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 +left_child=4 5 17 28 6 11 -1 8 27 -10 -5 12 13 -2 15 16 -14 -3 -8 20 -9 22 -22 -23 25 26 -21 -7 -4 -13 +right_child=1 2 3 10 -6 7 18 19 9 -11 -12 29 14 -15 -16 -17 -18 -19 -20 24 21 23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.048864499241601245 0.001849258171088353 -0.046331541691232825 -0.0072211489802386161 0.027800537006845955 -0.040369530061695733 -0.015490106434140028 -0.003559729918626766 -0.1185363336346294 -0.11382490867009201 0.049238469115653549 0.0031581594772138693 0.0022991567670723723 0.032568332971858169 -0.007434215119611654 -0.020340146476771223 -0.0088670841392229048 -0.0010269694886321206 -0.021446908445545892 -0.018437086931930684 0.0049245807981016486 0.0039537028870959114 -0.066367294594637347 -0.099256981154640489 0.22430042766880978 0.01254208217620697 0.00049575211587947487 0.041295771111986158 0.025038910151291695 0.0029376128010533131 0.00052783619022996259 +leaf_weight=308.79853077000007 26009.233008082956 506.85014257393777 12211.433322422206 533.87415601313114 820.09106128569692 284.96486452408135 2437.9184719866607 35.618680234998465 14.085674136877058 419.63057682849467 8214.9470900297165 109354.66312238574 325.5579474195838 4918.8424855126068 1563.1782361175865 6356.2509476728737 1087.3749689422548 2558.5722733624279 2232.1352852478158 25498.616111019626 86.60133420675993 4.8062708564102641 42.054635496810079 10.771894983947275 2993.5385066270828 18476.369462225586 242.31607653945684 289.02949844487011 2718.2335625626147 218876.72425343096 +leaf_count=42716 438116 10891 69608 1688 36529 1400 192909 150 68 1752 27743 477360 2638 112450 18808 68783 14117 35252 170383 140581 391 28 193 40 14665 64637 1769 1409 18133 832905 +internal_value=0 0.000857135 -0.00440347 -0.00166435 -0.0169425 0.00119461 -0.0130837 0.00409531 0.0217141 0.0439427 0.0046619 0.000813625 -0.00166765 0.000372802 -0.00842986 -0.00603348 0.00671382 -0.0255614 -0.0107177 0.00372066 -0.0331202 -0.0120267 -0.0297835 0.134622 0.00386101 0.0032733 0.00526697 0.0049179 -0.00537155 0.00111798 +internal_weight=0 443634 26743.9 23678.5 5798.94 416890 4978.85 48398.4 1007.71 433.716 8748.82 368492 40260.4 30928.1 9332.36 7769.18 1412.93 3065.42 4670.05 47390.7 179.853 144.234 128.656 15.5782 47210.8 44217.3 25740.9 573.994 14929.7 328231 +internal_count=2798112 2355575 163315 117172 442537 2192260 406008 227083 4629 1820 29431 1965177 654912 550566 104346 85538 16755 46143 363292 222454 802 652 584 68 221652 206987 142350 2809 87741 1310265 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 Tree=131 num_leaves=31 -num_cat=1 -split_feature=3 0 0 1 11 0 3 2 7 9 3 0 7 2 8 8 8 8 8 1 2 7 8 1 0 1 2 7 5 8 -split_gain=396.98 294.538 95.8499 97.8417 84.6639 76.0687 60.2618 52.3227 49.8911 46.4487 45.9579 51.04 45.4775 44.4854 42.9856 58.5044 42.7595 41.3069 39.6626 38.8004 51.2001 35.7746 35.7693 35.3655 33.8783 53.9987 38.6403 32.8099 40.4018 32.2221 -threshold=0.093023926079970884 0.00029561080885979243 0.001123929421987764 0.00010917321114347805 0 0.005049783711097002 0.029463672593579859 0.0012440377246433873 0.25403225806451618 1.0000000180025095e-35 0.18372157608722781 0.16087931935757374 0.40967365967365971 0.050963973039007501 139.50000000000003 142.50000000000003 82.500000000000014 37.500000000000007 73.500000000000014 0.020165193323678565 0.021131085204205577 0.42206477732793529 49.500000000000007 0.00046719979643998808 0.21490439486673943 0.0025554139124603706 0.081611015109517959 0.36515151515151517 0.24662162162162166 85.500000000000014 -decision_type=2 2 2 2 1 2 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=5 7 22 -4 24 18 -7 -2 29 16 11 -6 27 -14 -11 -16 19 -13 -1 20 -8 -15 23 -3 -5 26 -26 -12 -29 -9 -right_child=1 2 3 4 10 6 9 8 -10 14 12 17 13 21 15 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 28 -30 -31 -leaf_value=0.0031786295680212026 0.041282672082898528 0.00081918837683653148 0.012028541939935506 -0.0013976648058246547 0.00059360122828922457 -0.022985576236179101 0.01340930777065194 0.0063131266902617979 0.024226516436786114 -0.019653565513998404 0.00038089527263159635 0.025720188031513071 0.0080227358013175952 0.041278802818111859 0.26169106964642003 -0.030572748393429057 -0.012165030582848011 -0.0057356845363887897 -0.011810855563100799 -0.011213362881327675 -0.0047709287259362076 0.0018498115477279418 0.01012816110022903 0.0073157895407864604 0.018698450605815587 -0.0071623304575859281 -0.0014215107760069822 -0.0089061690434473293 -0.080117639171555705 0.025181199276534158 -leaf_weight=8487.5581848472357 811.30413955822587 22639.08260774333 6592.0147001910955 173287.91606332734 34303.149250410497 2977.0551252625883 1658.793895047158 5281.7934709684923 3635.4888325687498 3922.9255844578147 251002.71644518897 424.20046904683113 13754.588191019371 230.66549405455589 12.837692081928255 14.682726509869097 13943.918234333396 26288.478473082185 2228.8091064244509 9028.8755845278502 23419.185336902738 96298.956764064729 9483.0713578024879 13303.078832602128 1392.8544668257236 22742.874653764069 3033.1042638868093 2326.885664889589 82.495656717568636 1092.2797131920233 -leaf_count=40862 74404 337509 64041 721255 133351 30463 12603 190396 156732 26125 1042891 1773 124018 802 57 113 90124 113197 11636 50003 129589 348103 179517 160903 4603 86020 11340 8982 311 45445 -internal_value=0 0.000489872 0.000228324 -9.0693e-05 -0.000218483 -0.00764634 -0.00914868 0.0168579 0.0148783 -0.00835652 0.000581013 -0.00195866 0.0010071 0.00270216 -0.0187799 0.105762 -0.00749957 -0.00523616 6.10898e-05 -0.00559219 -0.00356839 0.00194403 0.00466512 0.00322374 -0.00191233 -0.00519564 0.00491026 0.000269414 -0.0113444 0.00954641 -internal_weight=0 688007 677186 631761 625169 65694.6 54978.3 10820.9 10009.6 52001.2 424712 61015.8 363696 110284 3950.45 27.5204 48050.8 26712.7 10716.4 34106.9 25078 96529.6 45425.2 35942.2 200457 27168.8 4425.96 253412 2409.38 6374.07 -internal_count=4197168 3805593 3338616 2660687 2596646 391575 339077 466977 392573 308614 1773428 248321 1525107 472923 26295 170 282319 114970 52498 192195 142192 348905 677929 498412 823218 101963 15943 1052184 9293 235841 -cat_boundaries=0 1 -cat_threshold=3 +num_cat=2 +split_feature=3 0 1 0 0 11 7 3 9 8 8 2 7 8 1 4 4 8 7 11 8 6 0 3 2 7 8 6 0 2 +split_gain=257.444 199.076 65.9543 55.4761 52.8153 51.6533 39.4403 36.7381 35.4715 38.6618 36.2468 32.6782 31.7967 30.8657 28.3591 28.324 27.5939 27.5183 27.1475 26.1496 25.5409 28.1615 24.9528 27.6922 24.4276 24.2545 23.8944 23.5622 22.5953 25.3197 +threshold=0.094632500000000022 0.00029445000000000008 0.00023215000000000003 0.0011298500000000002 0.010599350000000002 0 0.24837662337662339 0.9979205000000001 1.0000000180025095e-35 81.000000000000014 95.000000000000014 0.0014907000000000002 0.40967365967365971 31.000000000000004 2.6750000000000003e-05 0.37668918918918926 0.093073593073593086 93.000000000000014 0.33687943262411352 1 63.000000000000007 0.078461538461538485 0.9014118000000001 0.038792750000000008 0.016223500000000005 0.42365967365967372 157.00000000000003 0.063508064516129045 0.0093358000000000017 0.40975695000000006 +decision_type=2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 +left_child=4 7 6 -4 13 12 14 18 11 -10 17 -6 16 -1 -3 -7 26 -11 19 -2 21 22 -13 -24 -25 -14 -5 -17 29 -16 +right_child=1 2 3 5 8 15 -8 -9 9 10 -12 20 25 -15 28 27 -18 -19 -20 -21 -22 -23 23 24 -26 -27 -28 -29 -30 -31 +leaf_value=0.015598771352685906 0.018716849222425742 0.027576188168988155 0.0049248635334597952 0.00036295220317731605 -0.066335881821457221 -0.0012916782482086516 0.010184493240592696 0.030663405134338226 -0.021811263570998624 0.049539760842470949 -0.048526705149436807 -0.0057185394221259756 0.041514938547544719 -0.0034861268270412592 -1.3763802785766713e-05 -0.0038457354907319909 -0.0050870214252080629 0.29356783558720251 0.021917388876984498 0.0025939879143178132 -0.013262607444327773 -0.012606665370621148 -0.0084860809640379085 0.030894462825247299 -0.0027149035033143289 0.0025495947328746911 -0.03168183331164949 -0.015338830055089611 0.013153750786051677 0.012743341316104577 +leaf_weight=910.2176993265748 1561.8793781194836 438.49056552350521 20645.378727933392 126640.45912411995 97.929725868627429 184683.10870659165 9022.0233043730259 1422.6724235489964 2716.6574106775224 8.734485380351547 11.304603219032286 13246.898021578789 160.17198941297829 12281.681140072644 19311.947453684174 6290.5643786042929 10262.17395783402 9.8124230653047562 2237.0870875529945 2826.0358674768358 7997.047861803323 5646.7949820198119 634.54452478513122 591.04156682640314 341.02782015502453 60341.970203498378 233.1204459220171 2489.8014240693301 1653.9200476035476 1692.1243969649076 +leaf_count=4004 53325 11350 244712 495315 2334 738774 126306 126323 18824 58 98 73202 628 62176 228726 25123 40110 47 87019 87560 54869 36844 6924 4337 2230 241302 959 9886 9242 5505 +internal_value=0 0.000495838 0.000213225 -0.000127229 -0.00747645 -0.000393918 0.00457772 0.0160832 -0.00971311 -0.0205676 0.0926164 -0.00866911 0.000743099 -0.0021693 0.00238758 -0.00155543 -9.93552e-05 0.178645 0.0129522 0.00838149 -0.00847066 -0.0065977 -0.00430713 0.00762744 0.0185974 0.00265275 0.000304072 -0.00710477 0.00190011 0.00101397 +internal_weight=0 451913 443865 411747 44493.7 391101 32118.5 8047.67 31301.8 2746.51 29.8515 28555.3 197638 13191.9 23096.5 193463 137136 18.5469 6625 4387.92 28457.4 20460.3 14813.5 1566.61 932.069 60502.1 126874 8780.37 22658 21004.1 +internal_count=2798112 2532165 2177938 1796809 265947 1552097 381129 354227 199767 19027 203 180740 778314 66180 254823 773783 536384 105 227904 140885 178406 123537 86693 13491 6567 241930 496274 35009 243473 234231 +cat_boundaries=0 1 2 +cat_threshold=12 3 is_linear=0 shrinkage=0.1 Tree=132 num_leaves=31 -num_cat=2 -split_feature=0 0 10 3 0 3 11 8 8 7 10 0 8 8 8 1 3 8 2 8 3 2 11 2 3 8 2 3 3 3 -split_gain=1475.42 302.767 145.215 125.396 118.44 120.057 94.866 93.5084 107.82 82.0511 79.2668 75.8243 61.3464 62.258 61.9816 56.987 54.845 52.7387 52.1096 50.2788 81.8161 49.8652 48.2588 47.8335 55.6974 63.452 46.9421 46.1524 66.97 45.6521 -threshold=0.0035932786317410008 0.014623776590740602 1.0000000180025095e-35 0.9625874942094006 0.00079614068361806534 0.98646205905476014 0 46.500000000000007 49.500000000000007 0.45584415584415588 1.0000000180025095e-35 0.059913150215792556 58.500000000000007 175.50000000000003 166.50000000000003 0.00095221373403676761 0.66383426860960881 124.50000000000001 0.79466548006524318 139.50000000000003 0.049971173866109199 0.74326077887099717 1 0.88309789110949655 0.8496122951674806 178.50000000000003 0.0023110085432641579 0.91569757780148586 0.08172007879325334 0.8044747186217468 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 -left_child=2 3 4 6 -1 27 -2 -3 9 21 23 -11 -10 14 15 -14 -15 26 -19 20 -20 29 -23 24 -8 -26 -17 28 -6 -9 -right_child=1 7 -4 -5 5 -7 10 8 12 11 -12 -13 13 16 -16 17 -18 18 19 -21 -22 22 -24 -25 25 -27 -28 -29 -30 -31 -leaf_value=-0.043491058079758595 -0.01977467980568547 0.0086418976300984759 0.0060984319847958227 0.0093460386477154621 -0.0039505667429158182 -0.0012343733928383423 -0.015267667425739533 9.0562948701547962e-05 0.021476613881131021 -0.011440645124055421 0.013945668036088175 -0.0015235768176594612 -0.008413356783751956 0.013772629761528214 -0.031790968240902245 0.043568263010342709 0.059364860536457897 0.010710248576741131 0.19955022424468677 -0.0016170177298513314 0.048244159073259463 0.016894400590226101 0.0025911610201143766 0.0041594383293938131 -0.0033399022648470896 0.17499624797667224 0.0033074750386323016 -0.022387151736580273 -0.039242318597389365 0.0073124657928775628 -leaf_weight=4866.4365993884858 8089.4018908683211 19536.01880672574 1173.8584247613326 3529.987783796154 602.7144984183833 1802.4485398647375 10104.952689586207 106845.35773455165 1995.4167439192533 9899.7282321415842 1669.0903458967805 34852.156606666744 3777.7914416827261 1237.6105525195599 496.93759509176016 290.60987144336104 335.34103239700198 6196.5501176342368 45.196716375648975 116.42549321427941 170.75973109900951 3800.3116815797985 6226.2035840041935 2445.3948345631361 5366.0487796328962 20.025544829666615 83315.671847140417 5266.4437592776958 4984.0509503353387 9534.0660464055836 -leaf_count=936286 232002 95855 84482 108944 26563 162345 237710 533534 9605 125823 24100 155265 37895 5975 2448 3809 2254 29632 220 681 1125 23526 53011 44970 136146 404 409622 355275 254889 102772 -internal_value=0 0.000949872 -0.0279515 -0.0084042 -0.0302326 -0.0251344 -0.0106666 0.00196168 0.00147677 -3.75882e-05 -0.00689499 -0.00371737 0.00412221 0.00376142 0.00343268 0.00361907 0.0234925 0.00412338 0.0127793 0.0513533 0.0799104 0.00126518 0.0080319 -0.00883818 -0.01089 -0.00267684 0.00344742 -0.0291036 -0.035435 0.000682198 -internal_weight=0 319897 18696 31224.9 17522.1 12655.7 27694.9 288672 269136 171158 19605.5 44751.9 97978.3 95982.9 94409.9 93913 1572.95 90135.2 6528.93 332.382 215.956 126406 10026.5 17936.4 15491 5386.07 83606.3 10853.2 5586.77 116379 -internal_count=4197168 2377328 1819840 784276 1735358 799072 675332 1593052 1497197 993931 443330 281088 503266 493661 485432 482984 8229 445089 31658 2026 1345 712843 76537 419230 374260 136550 413431 636727 281452 636306 -cat_boundaries=0 1 2 -cat_threshold=48 3 +num_cat=1 +split_feature=0 0 10 0 3 3 8 8 1 8 11 0 7 10 3 8 2 8 3 10 2 9 2 8 3 2 3 3 2 3 +split_gain=1016.31 183.027 94.2586 75.0339 92.8585 68.0214 66.5095 72.6424 56.4439 51.7013 50.5479 46.9747 42.7959 48.9809 41.3922 39.6194 36.3294 41.2608 59.0801 35.2983 34.0468 33.068 36.6165 31.4088 30.7017 32.8811 30.6066 32.8532 29.9093 28.6532 +threshold=0.0034357500000000004 0.013433850000000002 1.0000000180025095e-35 0.00054145000000000007 0.98782955000000017 0.96979445000000009 83.000000000000014 31.000000000000004 0.0015109500000000003 31.000000000000004 0 0.0018787500000000002 0.47673160173160178 1.0000000180025095e-35 0.030517350000000002 33.000000000000007 0.80731020000000009 93.000000000000014 0.048558600000000007 1.0000000180025095e-35 0.78741325000000006 1.0000000180025095e-35 0.18149390000000001 17.000000000000004 0.81845195000000015 0.83449990000000007 0.91743345000000009 0.086302850000000014 0.059201500000000011 0.76179110000000005 +decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 5 3 -1 11 9 7 23 -9 -2 -10 28 13 24 -12 19 -8 18 -18 -16 -14 -21 -23 -3 25 -11 27 -13 -5 -25 +right_child=1 6 -4 4 -6 -7 16 8 10 12 14 26 20 -15 15 -17 17 -19 -20 21 -22 22 -24 29 -26 -27 -28 -29 -30 -31 +leaf_value=-0.044864493147853589 0.010926738532771997 -0.019351414134089841 0.0035392229643591566 -0.029326212909321987 -0.0032797159095931533 0.010342803608783121 0.010769958828610943 -0.0044359194491564507 -0.0012908616358456879 -0.017737923847749131 0.019605432158941803 0.0011571556393237864 -0.022358878841548496 0.011250888006250993 0.00013952179372913771 0.0051615971868333539 0.23892852933175887 0.009069604465191717 0.058367410159168888 0.0097780075334900768 -0.0035634784678391534 -0.011940092284767091 0.0051820254882560856 0.008365289475636117 -0.0031564471761229861 -0.0022487909819849257 -0.013014503692719951 -0.03381046557019278 -0.046427912551988304 0.025386286661524322 +leaf_weight=2510.6227145605662 1170.4193940870464 379.54309625551105 933.76730650733225 2168.1018272734946 1579.952656634734 1905.048089729622 5543.5535590425134 16251.723590016365 40098.163226947188 5260.7920905146748 1453.6553882025182 304.53953574318439 4271.8512106612325 1246.1157020945102 58200.557756572962 39679.088212050498 21.248657241463661 142.34416834637523 123.13060187548399 8284.2060605436563 1244.5523413456976 1793.1288154125214 4115.9384341165423 11319.524385645986 4510.4662874229252 1853.3876864612103 1914.3838542476296 2282.2323168711737 1935.6694346629083 1083.6999726854265 +leaf_count=566976 21806 1748 62356 179213 159419 46569 27415 146212 202678 126909 9492 11386 112984 17096 311788 183750 111 896 881 33007 25797 7524 16409 50167 109363 37357 90674 106273 123521 8335 +internal_value=0 0.00105473 -0.0271248 -0.0293802 -0.0255633 -0.00769509 0.00205104 0.00171544 0.0011684 -0.00945211 0.00176127 -0.0296548 -0.0107493 -0.00759089 0.00283916 0.00262195 0.0125652 0.0472746 0.084941 0.00122997 -0.0181185 0.00570142 -1.37459e-05 0.00898534 -0.00961065 -0.0137027 -0.0225999 -0.0296937 -0.0373928 0.00985246 +internal_weight=0 209952 13629.3 12695.5 10184.9 21462.6 188490 182659 169876 19557.6 153625 8604.93 18387.2 12870.8 113527 112073 5830.28 286.723 144.379 72393.8 5516.4 14193.3 5909.07 12782.8 11624.6 7114.18 4501.16 2586.77 4103.77 12403.2 +internal_count=2798112 1498294 1299818 1237462 670486 497881 1000413 971110 910860 451312 764648 511067 429506 290725 561970 552478 29303 1888 992 368728 138781 56940 23933 60250 273629 164266 208333 117659 302734 58502 +cat_boundaries=0 1 +cat_threshold=8 is_linear=0 shrinkage=0.1 Tree=133 num_leaves=31 -num_cat=4 -split_feature=1 1 0 1 3 1 3 1 0 6 7 1 8 1 2 11 2 3 7 11 11 1 0 8 8 11 8 8 8 8 -split_gain=674.477 96.5243 90.0926 88.1731 107.578 36.4515 34.7288 37.8051 57.0257 36.7624 44.6083 38.1875 31.4096 31.2271 28.9013 27.7379 27.6775 27.1433 25.3286 23.1989 21.4309 21.2807 21.2776 20.3791 20.0418 18.8455 18.2892 30.8234 20.3476 21.2839 -threshold=0.0018466190894299861 0.01093800148981444 0.012933399442740559 0.00042577360300779577 0.95151961640741767 0.63414676870345377 0.98593699473788632 0.00010917321114347805 6.4205619695019244e-05 0.12310606060606062 0.71240601503759404 0.00023861473188478038 67.500000000000014 0.0043308924422556317 0.0020496917125500552 0 0.15097391776113331 0.97524093841415849 0.045115332428765274 1 2 0.00099703301847129506 0.00077172324678339774 73.500000000000014 109.50000000000001 3 279.00000000000006 148.50000000000003 169.50000000000003 229.50000000000003 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 1 2 2 2 2 1 2 2 2 2 -left_child=3 2 17 6 21 12 -1 -8 9 -9 -11 14 16 -4 -12 -6 -3 19 -18 -2 26 -5 -17 -19 -25 -14 27 -7 -29 -30 -right_child=1 5 13 4 15 20 7 8 -10 10 11 -13 25 -15 -16 22 18 23 -20 -21 -22 -23 -24 24 -26 -27 -28 28 29 -31 -leaf_value=-0.0526219513996301 -0.01013960498431399 0.0051304319213403482 -0.020098283191830262 -0.039036884560483071 -0.026891833455821142 -0.0047924384648587968 -0.052874139702138979 -0.021061729073303944 -0.010643110228158656 -0.29094574557252989 -2.0996814938271595 -0.3920709987429114 0.01493565516756981 -0.0074594425463029388 -0.55718083921070105 0.02171480508765369 0.0026938629129286459 0.009501973960391371 -0.0053233836548747353 0.0056289750489356173 0.0022802725627345745 -0.023852281187297791 -0.0035508725563096486 0.078519105180216764 0.023176233798139583 0.0065093364936349768 0.032963195615099021 -0.098924810348936826 0.0071869807613059739 -0.069518739983652267 -leaf_weight=1553.4241426053923 1416.4717376460321 26468.94717827253 3056.5229709285777 1670.0061663675588 334.33634400472511 6092.8314444571733 396.84351612144383 1.851963233668356 610.1927891196101 1.7280486071977068 0.41520437726285297 0.41161416649993043 3213.0314227361232 5423.7430211054161 0.1717010181164369 490.07188526935352 11844.2236477267 1126.1382610751316 5905.2936791218817 2687.0285768951289 8861.4446720480919 2063.2184643717483 1042.0906710453564 87.87244842434302 256.27350064227358 15619.173027318902 122.4567656815052 51.471229374408722 83.867284938693047 63.610777661204338 -leaf_count=538878 102249 253525 328712 367298 88920 19571 380877 1919 373876 411 44 11 34909 345991 60 103538 185641 78122 104217 179147 28662 319662 175027 5758 16395 162640 448 165 285 210 -internal_value=0 0.00210721 -0.00552379 -0.0278777 -0.0208444 0.00347644 -0.0432321 -0.0288131 -0.0132813 -0.364881 -0.598414 -1.13052 0.00453828 -0.0120148 -1.64842 -0.00124209 0.00308169 0.00435203 2.65118e-05 0.000174886 -0.00090633 -0.0306449 0.00450114 0.0160103 0.0373072 0.00795837 -0.005304 -0.00605722 -0.0447912 -0.025898 -internal_weight=0 92380.4 14054.1 8164.76 5599.72 78326.4 2565.04 1011.61 614.771 4.57853 2.72657 0.99852 63050.7 8480.27 0.586905 1866.5 44218.5 5573.78 17749.5 4103.5 15275.7 3733.22 1532.16 1470.28 344.146 18832.2 6414.24 6291.78 198.949 147.478 -internal_count=4197168 1846647 1056374 2350521 1054445 790273 1296076 757198 376321 2445 526 115 740932 674703 104 367485 543383 381671 289858 281396 49341 686960 278565 100275 22153 197549 20679 20231 660 495 -cat_boundaries=0 1 2 3 4 -cat_threshold=16 48 10 32 +num_cat=0 +split_feature=1 3 1 1 0 1 5 0 3 1 1 3 3 0 1 1 3 3 5 4 4 3 1 6 5 5 2 10 2 1 +split_gain=445.317 67.1428 96.4904 66.976 58.4379 50.1445 21.2048 20.4315 17.1861 27.0269 19.8177 18.6645 15.2824 16.4033 25.6497 14.9563 17.601 14.7357 14.6461 14.8196 100.23 16.2335 13.7017 13.5876 52.8054 13.38 13.0011 12.521 13.0928 13.0311 +threshold=0.0018204500000000001 0.96006965000000011 0.00021455000000000004 0.0052824500000000002 0.0051345500000000007 0.00057335000000000014 0.61250000000000016 0.00052525000000000011 0.90446325000000016 0.020131650000000004 0.65175950000000016 0.042252600000000008 0.091824900000000001 0.021594050000000004 0.0049624500000000011 0.0036177000000000002 0.076138600000000015 0.76949730000000016 0.10263157894736843 0.39696969696969703 0.40824915824915831 0.90446325000000016 8.7650000000000016e-05 0.65686274509803932 0.24662162162162166 0.55050505050505061 0.0046106500000000009 1.0000000180025095e-35 0.81670920000000014 0.09277015000000001 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 5 22 4 17 -1 -6 -4 9 -5 11 -11 15 14 -14 -8 -17 -2 -7 23 -21 -22 -3 -20 -25 27 -24 28 29 -13 +right_child=3 2 7 8 6 18 12 -9 -10 10 -12 25 13 -15 -16 16 -18 -19 19 20 21 -23 26 24 -26 -27 -28 -29 -30 -31 +leaf_value=-0.0550533492788726 -0.011230513069945505 -0.059471003435143194 0.017607307010874113 -0.0032695985473876082 -0.015800232142038097 -0.029005828283942738 0.081295080237348744 -0.0074794647914477961 0.01030541532591165 0.02277672461994484 -0.00026295543806852806 0.0012657792951436902 0.13148776599274567 -0.075756600737276913 0.98553589123027552 0.36266014961846238 1.3746709772335641 0.013039781415409735 0.017420667344488737 3.0090731096020358 -0.075343490774831587 0.89835250686027912 -0.0091245924669954015 2.3176188472718073 -0.075341853366740319 0.016709608896721947 -0.045552766908463216 -0.0030538289536511018 0.030034267962940217 0.0057772330760163908 +leaf_weight=978.42745766264852 316.40385237708688 326.96882965136319 437.46545862883795 6396.1224907366559 3682.1427888963372 2333.0875919903629 0.63704792456701287 1258.8418815491023 3257.8050434123725 566.73306651413441 10001.633788913488 8886.0815381482244 5.3015893222764117 4.025174860842526 0.37663743551820505 0.45612013386562467 0.27575621847063303 1194.8802116364241 26.950638775015257 0.12968385219573875 1.0292200176045296 0.20539456629194308 154.67561360797845 0.12536951922811468 0.34871502686291933 872.82641945034266 267.25323898822535 2241.3614002857357 202.34610524587333 22907.606041099876 +leaf_count=303749 28607 305941 128975 287024 340763 406327 60 236083 70336 6864 32436 141523 356 333 16 34 19 77711 4706 22 174 32 136443 24 62 4131 138980 24401 3151 118829 +internal_value=0 -0.0268 -0.0142088 0.0022392 -0.0086063 -0.036017 -0.0153847 -0.00100977 0.00325932 0.00281851 0.003671 0.00477383 0.122795 0.0786683 0.188137 0.435583 0.743965 0.00795853 -0.0281311 0.0427588 0.364436 0.0866438 -0.0441057 0.0267563 0.557466 0.00448324 -0.0321985 0.00417155 0.0046777 0.00451632 +internal_weight=0 5785.51 2445.21 60537 5204.5 3340.3 3693.22 1696.31 55332.5 52074.7 45678.6 35677 11.0723 9.7034 5.67823 1.36892 0.731876 1511.28 2361.88 28.789 1.3643 1.23461 748.898 27.4247 0.474085 35110.2 421.929 34237.4 31996 31793.7 +internal_count=2798112 1661518 946422 1136594 447899 715096 341581 365058 688695 618359 331335 298899 818 705 372 113 53 106318 411347 5020 228 206 581364 4792 86 292035 275423 287904 263503 260352 +is_linear=0 +shrinkage=0.1 + + +Tree=134 +num_leaves=31 +num_cat=1 +split_feature=2 1 1 2 2 2 3 6 6 7 8 11 6 6 6 4 7 4 4 5 5 4 7 7 6 4 7 4 7 4 +split_gain=144.979 64.4806 60.2912 123.082 45.9363 37.652 36.0337 35.86 34.93 38.0923 26.4341 26.3755 24.6586 66.1049 60.6847 47.6249 28.5056 57.1929 38.2614 31.2782 29.0788 27.3246 23.3939 37.5046 24.1232 57.3237 29.3274 26.4821 59.7949 23.6241 +threshold=0.0054186500000000014 0.0013787500000000002 0.09277015000000001 0.060952800000000008 0.0012430000000000002 0.012435350000000001 0.10321540000000001 0.37689393939393945 0.3816526610644258 0.41277890466531447 37.000000000000007 0 0.3585714285714286 0.33712121212121215 0.35147058823529415 0.58459595959595967 0.34891304347826091 0.43405797101449278 0.1731634182908546 0.048809523809523817 0.027402402402402406 0.12701612903225809 0.47140522875816998 0.45584415584415588 0.36515151515151517 0.56125000000000014 0.43875000000000003 0.37321428571428578 0.37321428571428578 0.54356060606060608 +decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 4 7 5 -1 -4 -5 12 9 -9 -3 -6 13 -2 16 -16 17 -15 19 20 -18 -14 23 24 29 26 27 28 -26 -23 +right_child=2 10 3 6 11 -7 -8 8 -10 -11 -12 -13 21 14 15 -17 18 -19 -20 -21 -22 22 -24 -25 25 -27 -28 -29 -30 -31 +leaf_value=-0.033241808519411269 0.00077942766130452293 -0.022840061939550359 -0.033676992421650807 0.011096788368656125 0.00067981225776823874 -0.012444912767201026 -0.00150606217932536 -0.055535181811947422 0.0034410731577457099 0.087798204097751464 -0.052467237531909787 -0.012200136547078163 -0.0010037521142452573 -0.050762938413058178 -0.0043219658027037955 0.14248216094241983 0.064457399565753706 0.16482404638524706 0.17868724370178415 0.20766129532432737 -0.13825345919549609 -0.038156189928242559 -0.13916469076623025 0.22749395985354287 0.08791581193872923 0.15176303590061752 -0.12121312434858585 -0.058976083932344769 -0.025418919610989882 -0.12345906424379825 +leaf_weight=673.45275368145667 358912.38272885629 1020.4092834158801 980.05323543399572 2612.2893958762288 3179.017894636956 5651.9263502880931 17247.207813836634 23.263086680322886 52968.129864878953 91.351071609184146 427.24101712880656 3176.6502277309773 919.57840666361153 39.213142812252045 273.4974441640079 24.040683645755053 91.233128206804395 17.932946499437094 43.838421836495399 14.155964732170103 7.671606581658124 160.74589911103249 18.45611422508955 5.8322939574718466 62.634104929864407 20.093960624188185 27.405933957546949 93.235774260014296 181.30260918661952 40.682727869600058 +leaf_count=95501 1835233 37476 19096 10563 202918 55479 75359 120 240610 396 18014 198016 4351 183 1250 90 406 68 165 52 41 710 79 20 244 80 137 413 808 234 +internal_value=0 -0.0123654 0.000837675 -0.00378727 -0.00840737 -0.0155825 0.000151698 0.00113359 0.0035604 0.058706 -0.0315838 -0.00577589 0.000776703 0.000830629 0.0367517 0.00753961 0.0773586 0.0168902 0.0993826 0.0686328 0.048734 -0.0118917 -0.0282948 -0.0248379 -0.0273489 -0.0126682 -0.0217309 -0.0136449 0.00368133 -0.0553849 +internal_weight=0 8476.77 440528 26491.5 7029.12 6631.98 19859.5 414037 53082.7 114.614 1447.65 6355.67 360954 359424 511.583 297.538 214.045 57.1461 156.899 113.061 98.9047 1529.97 610.389 591.933 586.101 384.672 364.578 337.172 243.937 201.429 +internal_count=2798112 551925 2246187 160497 496435 74575 85922 2085690 241126 516 55490 400934 1844564 1837488 2255 1340 915 251 664 499 447 7076 2725 2646 2626 1682 1602 1465 1052 944 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 -Tree=134 +Tree=135 num_leaves=31 num_cat=3 -split_feature=2 1 2 3 1 8 6 2 2 6 4 8 8 7 11 11 2 0 7 3 0 4 0 11 1 6 6 4 4 6 -split_gain=219.36 101.299 200.643 76.6233 62.2216 61.9183 53.9147 48.3788 48.2602 43.5494 46.5001 36.5125 35.3884 35.045 34.0463 32.7172 31.7386 35.1105 30.1427 29.386 28.1486 32.457 27.9895 27.3962 30.7455 27.3349 69.6605 87.2378 76.2589 100.5 -threshold=0.0046648998113185741 0.041098522490902706 0.031583798630130701 0.10508000042060364 0.00079333651184721572 85.500000000000014 0.37689393939393945 0.0010735533915711421 0.015323723475828306 0.3816526610644258 0.30901856763925734 40.500000000000007 163.50000000000003 0.05495169082125604 0 1 0.18986552818223615 0.013322705554401603 0.52223320158102771 0.23798882683105185 0.70325040902418612 0.52012882447665065 0.062710232501275318 2 0.002272279542627331 0.3585714285714286 0.33712121212121215 0.43288288288288296 0.35388994307400384 0.35147058823529415 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 -left_child=4 6 8 22 7 15 25 -1 -3 10 -8 18 20 14 -9 -5 -17 -18 -11 -7 21 23 -4 -13 -25 26 -2 28 29 -28 -right_child=1 2 3 5 -6 19 9 13 -10 11 -12 12 -14 -15 -16 16 17 -19 -20 -21 -22 -23 -24 24 -26 -27 27 -29 -30 -31 -leaf_value=-0.038784253674418387 0.00086385163422704491 -0.031688919656279672 0.019190554317934694 0.0033751908165029851 -0.028686818037860613 -0.0027854671463562364 0.069961460316736279 0.015950175554034954 -0.013202824565061569 -0.010687431906433906 -0.1364312233126887 0.0053385800705765003 0.028885486387308451 -0.0172575097849633 -0.0065378964893363471 -0.006105910695208756 0.020823360039118097 -0.00069777410685791495 -0.089725752030523465 -0.012847201088297481 0.015149819436636217 -0.051704792506687192 0.004818635658321334 0.0039942483536661378 -0.0019098225315395006 -0.010243979876652626 0.075496532414030398 0.12860197872184037 -0.12175202172325456 -0.0058719704943831254 -leaf_weight=535.13436646567425 518481.99390076683 2291.8841473981738 1680.94347525388 13340.780595950782 2356.782213664148 4828.711073923856 152.28317440673709 837.80001419712789 3679.3340751938522 1086.967155886814 11.758954983204601 36838.452653473243 560.63781916350126 2340.0591939816368 3263.050320811104 13928.020245946944 792.86362273991108 17272.268275797367 50.492447601631284 7277.0816046856344 2076.0069535449147 106.96036776900291 6990.1020782962441 20538.523353567347 15459.03685406968 2207.3610010426491 257.61755172349513 82.237203203141689 36.182966900989413 369.52255307324231 -leaf_count=75931 2778650 43941 6445 58215 111356 24012 702 56844 45617 4736 63 172740 3172 185263 222910 77755 2646 59574 246 40245 12522 421 33454 107769 58005 10567 1108 309 171 1779 -internal_value=0 0.000798405 -0.0027431 -0.0011575 -0.014639 -0.00248024 0.00122507 -0.0098931 -0.0202982 0.00369724 0.0551667 0.00358718 0.00385481 -0.00749272 -0.00192065 -0.000783604 -0.00251804 0.000246771 -0.014196 -0.00883382 0.00366775 0.00334097 0.00760473 0.0034218 0.00145836 0.000860566 0.000907774 0.0314528 0.0194084 0.0275527 -internal_weight=0 670398 72082 66110.8 9332.83 57439.7 598316 6976.04 5971.22 76881.1 164.042 76717.1 75579.6 6440.91 4100.85 45333.9 31993.2 18065.1 1137.46 12105.8 75019 72943 8671.05 72836 35997.6 521435 519228 745.56 663.323 627.14 -internal_count=4197168 3544864 391904 302346 652304 262447 3152960 540948 89558 360376 765 359611 354629 465017 279754 198190 139975 62220 4982 64257 351457 338935 39899 338514 165774 2792584 2782017 3367 3058 2887 +split_feature=3 0 2 1 3 0 8 11 8 7 9 8 2 2 8 0 11 8 6 3 8 7 8 11 0 8 9 1 6 8 +split_gain=214.965 159.237 58.9595 55.3607 45.3411 44.8447 44.1525 38.8216 37.0551 35.338 31.6922 35.8575 29.596 29.1543 29.0307 28.9926 31.174 28.7112 27.2408 26.5031 32.878 26.0619 25.5133 28.9576 24.5445 25.204 26.2809 23.936 22.114 24.5953 +threshold=0.091824900000000001 0.00023255000000000001 0.019786150000000006 0.0022990000000000003 0.19947455000000003 0.010599350000000002 133.00000000000003 0 79.000000000000014 0.25357142857142861 1.0000000180025095e-35 81.000000000000014 0.6501435000000001 0.0014907000000000002 57.000000000000007 0.0051345500000000007 1 95.000000000000014 0.71825396825396837 0.99702130000000011 31.000000000000004 0.33687943262411352 45.000000000000007 2 0.036797400000000008 41.000000000000007 1.0000000180025095e-35 2.6750000000000003e-05 0.11324786324786326 79.000000000000014 +decision_type=2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 +left_child=5 14 9 7 8 22 15 -4 12 24 13 -12 -5 -7 21 -6 -17 -13 -9 -11 -21 -2 23 -1 27 -26 -27 -3 29 -15 +right_child=1 2 3 4 6 10 -8 18 -10 19 11 17 -14 28 -16 16 -18 -19 -20 20 -22 -23 -24 -25 25 26 -28 -29 -30 -31 +leaf_value=0.0041058568132651763 0.0090183901403490616 0.02278030879198507 0.0035155858404594498 -0.0047878215299865566 0.0036260592396549331 -0.065081268014665489 -0.034627471228650557 0.00058802822578823391 -0.0091187562115936718 0.0073333893116691003 -0.020898827465030384 0.16046871975540089 0.0013619637037357716 -0.0042964961895367217 0.034099180770773251 0.0015453053040834115 -0.0017051582706464877 -0.045001244475131541 -0.0055304765341998956 -0.14475778233972689 0.034783541041871202 0.025510306062225013 -0.010938417295205314 -0.0073430988991183502 0.022784410483994558 -0.0065170302010655427 0.12839491048496807 0.00085340999472252935 -0.012465267543174575 -0.013194253588871078 +leaf_weight=6603.3021998107433 2962.2940610582009 506.85812945105135 49175.925508033484 20397.083918899298 15988.640781491995 89.625558760017157 378.2777947857976 136137.03122795746 11040.1896385625 11885.284496580251 2599.9137622229755 19.570889398455623 12696.727278843522 15143.111275870353 897.09029592294246 40027.40984467417 112175.25560759008 10.422400102019308 7687.5102998055518 10.419563532806931 482.78837464097887 1416.376542055048 2547.4632002040744 3307.3634720444679 1079.6693019121885 564.73596760630608 14.817941457033156 28010.689990924671 7723.7850646190345 3908.462817683816 +leaf_count=32297 138307 14693 213352 85569 70369 2334 1328 592215 51009 198165 18456 100 48360 91288 52572 133584 374092 95 31529 717 36039 75634 13891 16970 4247 2453 60 418923 53214 26250 +internal_value=0 0.000438828 0.000235548 -0.000135888 -0.00124861 -0.00704309 -0.000501553 0.00109043 -0.00410201 0.00377666 -0.00916793 -0.0196447 -0.0024284 -0.00814233 0.0177107 -0.000424801 -0.000850337 0.0890697 0.000260972 0.00827598 0.0309905 0.0143531 -0.00201247 0.000281872 0.00193105 0.0137545 -0.00306762 0.00124313 -0.00795174 -0.00612189 +internal_weight=0 453535 448259 405704 212704 41953 168570 193000 44134 42555.3 29494.9 2629.91 33093.8 26865 5275.76 168191 152203 29.9933 143825 12378.5 493.208 4378.67 12458.1 9910.67 30176.8 1659.22 579.554 28517.5 26775.4 19051.6 +internal_count=2798112 2543217 2276704 1601407 764311 254895 579373 837096 184938 675297 191737 18651 133929 173086 266513 578045 507676 195 623744 234921 36756 213941 63158 49267 440376 6760 2513 433616 170752 117538 cat_boundaries=0 1 2 3 -cat_threshold=4 10 50 +cat_threshold=4 8 3 is_linear=0 shrinkage=0.1 -Tree=135 +Tree=136 num_leaves=31 num_cat=2 -split_feature=3 0 3 7 11 0 1 7 8 7 9 0 8 2 8 3 11 10 1 8 8 5 6 1 8 10 8 3 8 4 -split_gain=327.22 231.587 79.9038 79.8035 73.8845 65.6001 61.7346 60.9612 58.6725 46.9581 44.6553 44.5793 42.8433 42.813 41.0866 40.765 39.0797 38.7929 52.1979 50.8988 38.1373 36.8193 35.0706 32.4293 35.031 32.3579 42.4837 32.1874 32.1451 32.1445 -threshold=0.090149170212289673 0.00029561080885979243 0.25163748829196936 0.43875000000000003 0 0.010458926350996166 0.000125216287689798 0.43019480519480524 118.50000000000001 0.25403225806451618 1.0000000180025095e-35 0.001056572891662834 46.500000000000007 0.001557080858703322 532.50000000000011 0.99734014943338833 1 1.0000000180025095e-35 0.0044481451079654054 31.500000000000004 46.500000000000007 0.06458333333333334 0.084523809523809543 0.00017001228982268707 154.50000000000003 1.0000000180025095e-35 58.500000000000007 0.99860376228963876 118.50000000000001 0.14434523809523811 -decision_type=2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=5 9 4 7 23 20 -5 14 17 27 13 -8 -13 -7 16 -11 -4 19 -19 -6 -1 -9 28 24 -3 -18 -27 -2 -15 -21 -right_child=1 2 3 6 8 10 11 21 -10 15 -12 12 -14 22 -16 -17 25 18 -20 29 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 -leaf_value=0.016715521628101866 0.0084228953635893788 0.029489729698460716 0.0010173693999011521 0.014207713752938373 0.026347413878356998 -0.06011238739596908 0.0086331016358013202 -0.080767271847063005 -0.0066395827821432779 0.018358862166459333 -0.019149835199211412 -0.0061642538193191002 0.0022158882480441426 -0.0043016400547056825 -0.059347448721303236 0.042973740942158618 -0.00060937095524012542 0.0053251030369114213 -0.012597895413591948 -0.00047703400643195722 -0.0028753085596740623 0.10898362134262318 -0.012284760584840224 0.0027193061731750033 0.20161558416002323 -0.0075318208111874625 0.0055857130237306233 0.037211666249220864 -0.012400268484178023 -0.006856089493181651 -leaf_weight=1067.2974763214588 6362.5299682905897 262.95513415336609 188804.04182677995 4478.253170825541 678.06291897594929 157.61209120973945 10377.232004083693 129.74364268500358 30886.8711559847 2870.7349302386865 3995.2209300808609 6379.1563283074647 139764.19493007567 23308.409710463136 116.65437647514045 878.76329786516726 165417.4555192627 2182.8885926380754 6357.0291235893965 73436.148968875408 14405.325400657952 11.100984914228318 12725.834158044308 24678.287189900875 12.380597501993178 13903.682537012734 3002.0839755479246 413.61131657939404 6206.024660166353 8851.5444774329662 -leaf_count=4643 245155 913 957964 77254 2481 3380 166880 516 131453 104124 28062 26393 614568 138142 430 75654 852460 8690 26201 273022 74081 73 86004 92651 42 70331 16710 42046 40927 35918 -internal_value=0 0.000429058 0.000201124 0.000771515 -0.00185978 -0.00716255 0.00263103 -3.46018e-05 -0.00287078 0.0151487 -0.00904309 0.0022998 0.0018501 -0.00809071 -9.64695e-06 0.0241278 9.00438e-06 -0.00159897 -0.0080166 -0.000938379 -0.00152394 -0.0658116 -0.0078966 0.00309885 0.0372294 -0.0010352 -0.00520244 0.0101801 -0.00600455 -0.00116322 -internal_weight=0 690255 679730 532384 147346 61865.7 160999 371385 122393 10525.6 46393.1 156521 146143 42397.9 371244 3749.5 371127 91505.7 8539.92 82965.8 15472.6 140.845 42240.3 24953.6 275.336 182323 16905.8 6776.14 29514.4 82287.7 -internal_count=4197168 3821929 3354950 2783579 571371 375239 885095 1898484 477765 466979 296515 807841 640961 268453 1897895 179778 1897465 346312 34891 311421 78724 589 265073 93606 955 939501 87041 287201 179069 308940 +split_feature=0 0 7 3 0 8 8 3 2 1 3 11 2 3 11 8 3 8 8 3 2 2 7 7 3 1 0 0 8 8 +split_gain=880.774 162.313 88.326 63.3211 106.247 62.3529 65.5866 62.1419 74.1987 57.4693 55.1526 41.9879 41.5682 39.117 38.5185 38.0848 53.3565 36.7002 35.5957 32.6635 32.2702 30.6189 30.2238 28.7575 26.8151 25.6718 24.91 24.5816 23.58 22.7051 +threshold=0.0032530000000000002 0.0109598 0.45584415584415588 0.91743345000000009 0.00070665000000000018 83.000000000000014 31.000000000000004 0.86726935000000005 0.8604925000000001 0.0014110500000000003 0.99131505000000009 0 0.80731020000000009 0.030517350000000002 1 93.000000000000014 0.054424250000000007 31.000000000000004 33.000000000000007 0.076138600000000015 0.61691350000000011 0.018519750000000005 0.37668918918918926 0.47673160173160178 0.75398090000000006 0.0014437500000000004 0.00092275000000000007 0.006665400000000001 17.000000000000004 31.000000000000004 +decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 7 3 19 29 6 24 8 27 -8 17 -11 -7 -13 -10 16 -14 -6 20 -1 -15 -9 -22 -23 28 -25 -4 -2 -3 -5 +right_child=1 5 26 4 10 12 9 21 14 11 -12 13 15 18 -16 -17 -18 -19 -20 -21 22 23 -24 25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.00092705636663552825 -0.023540551153390678 -0.018765443497790531 -0.049413165297649352 0.01740632042909929 0.035834162476893673 0.0098304770007233439 -0.0048317685579289307 0.010041906549500587 0.012145374159241846 -0.0012702498997068908 0.019963130386514608 0.018384613483667753 0.18985117637124982 2.8720443835417904e-05 -0.013286390570630642 0.010788394652163226 0.050772323611418341 -0.013214134295103637 0.0046152523101405099 -0.037032479212002936 0.0089293394037983417 -0.00032016114079416437 -0.0021113655906120211 -0.027811928810860309 0.021922215602147365 -0.0012200682263782152 -0.03277466656724775 -0.012510259218460343 0.0075350296929488671 -0.034971481301837103 +leaf_weight=279.3237366816029 3848.0732216062024 351.35776187106967 1390.5728096151724 86.241124244173989 160.62050902238116 5668.4191668480635 15845.028797291219 1844.2646945689339 1489.1533545069396 40923.783368442208 715.46997022023425 1520.9178542867303 35.058120254427195 62454.388741713017 978.41928139701486 150.36304374784231 129.39687688648701 3037.179842508398 40812.608435474336 2433.5407005352899 8466.7724110223353 3827.4064762331545 3506.2286936491728 867.80892411991954 1292.8292648531497 624.15506541915238 2549.5122044817545 4253.8265494648367 11444.174390047789 2051.2521978433069 +leaf_count=13264 120529 1561 277214 16326 8905 29132 158387 45588 25335 214379 61615 10039 175 318473 24177 989 961 190537 195179 133042 51385 96129 24780 27460 10337 18381 161830 94544 51729 415730 +internal_value=0 0.000903237 -0.0262112 -0.0206202 -0.0149286 0.00174615 0.00142398 -0.00825176 -0.0131253 0.000909123 -0.00513509 0.001486 0.0117948 0.00245194 0.00205678 0.0471631 0.0804208 -0.0107505 0.00224188 -0.033315 0.000940426 -0.00106125 0.00569613 -0.0049108 0.00825012 -0.0166874 -0.0386469 -0.0177492 0.00675161 -0.0328582 +internal_weight=0 210334 12703.7 8763.63 6050.76 192601 186618 17733.1 10569.5 173530 3913.27 157685 5983.24 116761 2467.57 314.818 164.455 3197.8 115240 2712.86 74427.4 7163.64 11973 5319.37 13088.4 1491.96 3940.09 8101.9 11795.5 2137.49 +internal_count=2798112 1519649 1278463 839419 693113 1067506 1036249 452143 264585 972622 261057 814235 31257 599856 49512 2125 1136 199442 589817 146306 394638 187558 76165 141970 63627 45841 439044 215073 53290 432056 cat_boundaries=0 1 2 -cat_threshold=8 56 -is_linear=0 -shrinkage=0.1 - - -Tree=136 -num_leaves=31 -num_cat=5 -split_feature=0 0 3 0 2 3 2 11 8 2 1 11 7 7 8 3 0 11 1 2 0 7 8 11 3 8 1 11 4 3 -split_gain=1287.05 224.981 156.474 151.892 86.267 84.0419 103.567 77.4665 75.0986 70.2107 74.0883 80.96 65.5978 63.7655 63.7327 54.1966 55.4719 54.1504 51.5485 50.5091 81.0498 73.9028 44.9154 42.508 41.0592 40.8683 44.413 40.2021 40.0873 39.7234 -threshold=0.0061665671950567932 0.0015089678389560662 0.91883611914952035 0.030217252782945205 0.84150779656813202 0.90624730114059637 0.80465605807389573 0 46.500000000000007 0.78463709009343097 0.0044481451079654054 1 0.45584415584415588 0.24837662337662339 49.500000000000007 0.69121454457782472 0.12548830460420399 2 0.0003505188079461906 0.017996644841659304 0.000428695964045014 0.23669467787114848 46.500000000000007 3 0.99270352084019342 202.50000000000003 0.14692370883149389 4 0.44058823529411767 0.98302003946873462 -decision_type=2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 1 2 2 -left_child=1 13 4 5 -3 6 14 -6 -4 10 15 -12 29 19 17 16 -5 -2 -7 20 21 -1 -20 -18 -22 -13 -27 -11 -16 -10 -right_child=3 2 8 9 7 18 -8 -9 12 27 11 25 -14 -15 28 -17 23 -19 22 -21 24 -23 -24 -25 -26 26 -28 -29 -30 -31 -leaf_value=-0.039350770832907174 -0.019271576266024375 -0.028188878490592463 0.035798318388702656 -0.0080646512492291555 0.014487492042920892 -0.011454622741146369 0.0036908415829037598 -0.0230371474491399 -0.0067218028187473952 -0.0042629680214247142 1.3158601862049621e-05 0.0043399426780452279 -0.022221248672875955 -0.046303382730494655 -0.0029561106173446317 0.004980913245671916 -0.0049827802441347255 -0.0083556403464353068 0.036379447071185435 -0.040314260380584083 -0.018987711925131035 2.4596284545096143 0.0056656333714455989 0.0015418121034370656 0.010111701955511877 0.06377432537229881 -0.0029431413297043474 0.011611307118100465 0.03363606728342964 0.011937913913381774 -leaf_weight=1457.3724463399922 6718.2926251832396 8080.9390729395673 428.89805911295116 12777.154221978039 1009.0497598871589 1723.652332784608 8391.762717962265 1187.8983182860538 4182.4700214611366 1862.2592327743769 63846.049755342305 114880.98466585577 2116.9927328340709 3037.7210162143383 8242.7250659950078 12635.946428269148 14864.272657841444 14217.810739951208 507.83876232616603 2197.4569786235224 1339.4462733152322 0.1183507910463949 7626.2240850254893 30371.564529683441 760.02035290794447 239.26613826304674 171.14815928786993 11101.372443117201 310.66873059794307 1568.8001159601845 -leaf_count=376632 138630 326431 18238 96693 31034 35790 119165 45158 192059 14382 289940 503834 122155 495696 131971 96087 57066 230456 7881 187225 143093 33 150715 117248 116936 984 764 69238 4393 77241 -internal_value=0 -0.0214034 -0.0151655 0.00121833 -0.0234119 -0.00397061 -0.00611097 -0.00584114 -0.00495036 0.00216111 0.00178871 0.00287027 -0.00717157 -0.0345822 -0.00890025 -0.000953692 -0.00224632 -0.0118717 0.00425438 -0.0283946 -0.0210308 -0.0391478 0.00758321 -0.000602897 -0.00845354 0.00445209 0.0359523 0.00933659 -0.00162704 -0.00163191 -internal_weight=0 27367.2 18575 310489 10277.9 47739 37881.3 2196.95 8297.16 262750 249786 179137 7868.26 8792.14 29489.5 70648.9 58013 20936.1 9857.72 5754.41 3556.96 1457.49 8134.06 45235.8 2099.47 115291 410.414 12963.6 8553.39 5751.27 -internal_count=4197168 2131931 812316 2065237 402623 819001 624615 76192 409693 1246236 1162616 795522 391455 1319615 505450 367094 271007 369086 194386 823919 636694 376665 158596 174314 260029 505582 1748 83620 136364 269300 -cat_boundaries=0 1 2 3 4 5 -cat_threshold=3 24 48 34 32 +cat_threshold=8 3 is_linear=0 shrinkage=0.1 Tree=137 num_leaves=31 -num_cat=3 -split_feature=1 1 3 3 1 1 11 1 2 0 1 8 5 0 0 0 6 11 2 8 4 5 11 7 3 3 8 5 5 2 -split_gain=589.862 101.568 88.9925 73.3391 85.2851 53.8617 33.8532 29.7393 35.4679 37.0425 39.5344 26.0116 23.6619 22.3034 22.2325 21.0996 19.3973 19.2621 19.1934 24.7067 27.9175 34.8847 19.0406 17.9645 17.607 17.3033 18.252 16.1067 15.9953 15.9864 -threshold=0.0015046515990509665 0.0068863626981749476 0.82829401882220999 0.97610473474271153 0.00021976899152960803 0.00053703460107403411 0 0.63414676870345377 0.044102351956392005 0.20464055779332538 0.079565020566175246 31.500000000000004 0.5634920634920636 0.00084907734074509647 0.004907137874509541 6.4205619695019244e-05 0.11293260473588344 1 0.0023110085432641579 115.50000000000001 0.81534090909090928 0.044127190136275148 2 0.47140522875816998 0.77807447221747073 0.06584418049825895 37.500000000000007 0.13961038961038963 0.24662162162162166 0.0011603390176325411 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 -left_child=3 2 18 5 -5 -1 15 8 25 11 28 -10 23 -8 16 -6 -4 -12 19 -2 29 -22 -9 -13 -7 26 -3 -16 -11 -21 -right_child=1 7 14 4 6 24 13 22 9 10 17 12 -14 -15 27 -17 -18 -19 -20 20 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.051019637177885296 0.01465484088744547 -0.054346606989097081 0.014604935567160922 -0.041253451400827507 -0.25084963846389163 -0.0348243285605409 0.022797425552334979 0.0031693324865004128 -0.035255429700723949 -0.0083200861555698547 0.0118125080003973 0.0056605206693688889 0.022917330172149385 -0.0060543907578890967 -0.0052914193185433162 -0.020705284696606017 -0.011417906660716242 0.00047824460087136862 -0.015084857710753873 -0.076320420248080251 0.3037336130216185 1.461796581489577 -0.004004195873188926 0.00034207774201526882 -0.019099490177337843 0.0064622463395243319 0.016931533413308907 0.05811778279544786 0.022433859755698279 0.28879669343890396 -leaf_weight=1579.5574991987887 17.75275085633621 36.509960549417883 1913.3656400109176 788.97680185444187 4.0155292801427995 1659.8952197090257 565.46376311406493 6276.0047414153814 164.51254505384713 6293.7617165222764 1810.1464007049799 23338.204720232636 690.92819442320615 509.20750452717766 1879.1516692321748 500.79546647274401 336.86957487976179 8529.4460057020187 6471.789840932237 1.9902946094516654 0.79081644467078127 0.38761306740343571 8987.0467080920935 8725.5770513098687 1246.9712823037989 15606.673571160063 2242.7654434973374 40.931647792458534 173.78814727440476 3.016930062090978 -leaf_count=524053 2751 772 152441 676714 527 311896 173851 20244 2983 198136 11448 335729 4589 105469 146408 169528 28465 56432 654505 230 112 6 29097 149564 241560 157523 36410 2404 2947 374 -internal_value=0 0.00174979 -0.00743537 -0.0286403 -0.0144044 -0.0361557 -0.000992876 0.00293192 0.00383196 0.00245833 -0.00136141 0.00440853 0.00460775 0.00904253 0.00396462 -0.0220982 0.0107092 0.00247441 -0.0147543 0.0746229 0.24673 0.684648 -0.00105506 0.0042132 -0.0280788 0.00765089 0.0157898 -0.00393968 -0.0074937 0.143668 -internal_weight=0 93541.4 10666 6854.88 2368.46 4486.42 1579.48 82875.4 67612.3 49726.4 16807.1 32919.2 32754.7 1074.67 4170.32 504.811 2250.24 10339.6 6495.73 23.9384 6.18565 1.17843 15263.1 32063.8 2906.87 17885.9 2279.28 1920.08 6467.55 5.00722 -internal_count=4197168 1993570 987696 2203598 1126089 1077509 449375 1005874 956533 761828 268963 492865 489882 279320 329718 170055 180906 67880 657978 3473 722 118 49341 485293 553456 194705 37182 148812 201083 604 -cat_boundaries=0 1 2 3 -cat_threshold=48 32 52 +num_cat=0 +split_feature=1 2 1 1 0 1 3 0 8 0 6 6 4 7 7 5 3 0 1 8 8 6 5 1 2 0 10 2 4 3 +split_gain=388.231 65.1681 80.0584 60.6196 56.6323 45.0213 18.261 17.4592 16.7442 21.0348 18.0869 17.771 59.9218 16.4683 21.7143 16.2906 15.7458 15.397 14.8949 14.181 14.0862 14.9927 13.7609 13.697 13.4521 13.6414 14.8297 20.0927 15.1646 18.6856 +threshold=0.0016964500000000002 0.020483000000000005 0.00013485000000000003 0.0052824500000000002 0.0051345500000000007 0.00062715000000000004 0.83591765000000018 0.0018230500000000003 45.000000000000007 0.0032530000000000002 0.18065268065268067 0.17727639000805803 0.36754385964912284 1.0000000180025095e-35 0.20169491525423733 0.61250000000000016 0.19947455000000003 0.00070665000000000018 0.55594615000000014 17.000000000000004 29.000000000000004 0.3585714285714286 0.033060109289617494 0.020131650000000004 0.028366750000000007 0.14345950000000005 1.0000000180025095e-35 0.61691350000000011 0.065942028985507259 0.038792750000000008 +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 17 -3 -7 -4 10 -10 11 19 -13 20 -15 24 23 -2 22 -5 -12 -22 -11 -16 -6 26 -26 -28 29 -29 +right_child=3 5 7 8 15 6 -8 -9 9 18 13 12 -14 14 16 -17 -18 -19 -20 -21 21 -23 -24 -25 25 -27 27 28 -30 -31 +leaf_value=-0.049542416372799554 0.034330914657987009 -0.048739208387510696 0.0057393618449369469 -0.043762908011953636 0.0038760674125895879 -0.031907362710074758 -0.012655609490606113 -0.020899147417977472 0.024370148041074235 0.0058005693472737187 -0.04126586044076095 -0.098557652417169753 0.54580902335251535 -0.047486780887598529 -0.021145424984382946 0.095215887853515063 -0.012226753086881682 0.0039811880872445719 7.6430999993378588e-05 0.0027213850699226469 0.05044810495312823 0.004209829037322383 0.018500745412340657 0.005755948814672486 -0.015632453457530452 -0.026716063670089114 -0.011550983122661045 -0.014101200051256391 -0.058706564769401871 0.093226136708311202 +leaf_weight=419.23590966162737 189.33651732327417 1313.0809067434166 1148.1105811713496 65.758755677379668 336.06102072563954 1439.3421115342062 749.14019385562278 313.14576407417189 575.58404123038054 10952.22280783765 64.638402568176389 3.3847035858780137 2.5159104438498616 131.73795909853652 223.3096478600055 13.405186608899383 1847.777953485027 1426.9762307265773 4578.8426192700863 33236.93720264174 73.547694455366582 1507.0724253919907 925.22584346216172 1241.5616212449968 2153.5800675344653 1029.9562698998488 157.36468580225483 22.608915105462074 11.760940233711151 57.415791208855808 +leaf_count=409799 12453 423652 359149 1018 27897 258207 120138 57486 8042 160853 1098 37 35 2434 11776 864 33925 105481 15054 411538 1042 23605 7875 10363 203547 109081 13934 1617 1076 5036 +internal_value=0 -0.0260365 -0.0110211 0.00198432 -0.00813126 -0.0341005 -0.0253173 3.07561e-05 0.0029695 0.00557916 0.00181196 0.00266034 0.176188 -0.00374019 -0.00767154 -0.0148269 -0.00608816 0.00753639 0.00492191 0.0026296 0.00449018 0.00636134 0.00678988 0.00165502 -0.0152183 -0.0170876 -0.0129603 0.0101372 0.0473211 0.0629036 +internal_weight=0 5382.06 1880.49 60828.6 5398.47 3501.56 2188.48 1461.26 55430.1 17031.9 38398.2 33308.6 5.90061 5089.65 3444.39 3782.15 3312.65 1616.31 16456.3 33302.7 1645.26 1580.62 11877.4 1464.87 3768.75 3432.69 2402.73 249.15 91.7856 80.0247 +internal_count=2798112 1628431 826434 1169681 480986 801997 378345 416635 688695 191824 496871 412628 72 84243 58498 363052 56064 117934 183782 412556 25745 24647 168728 22139 362188 334291 225210 21663 7729 6653 is_linear=0 shrinkage=0.1 Tree=138 num_leaves=31 -num_cat=2 -split_feature=2 1 2 2 1 6 11 5 2 3 6 4 7 10 4 6 6 4 10 4 4 6 7 11 7 4 0 1 2 7 -split_gain=177.453 87.4205 161.102 62.4133 60.8339 50.8939 44.6618 41.6281 41.0924 38.0697 34.9817 52.8931 48.7146 64.798 41.427 41.0821 37.9536 36.4925 34.7623 95.4401 43.4597 33.6611 32.9653 31.2024 33.0717 30.6365 30.0382 29.6449 72.8349 47.9801 -threshold=0.0040399333140823676 0.12813527001423566 0.015323723475828306 0.088173736024139318 0.0013124389586386177 0.43019480519480524 0 0.032522474881015347 0.00098130508688392044 0.084512930347267742 0.46770833333333339 0.11583184257602865 0.2253968253968254 1.0000000180025095e-35 0.55277777777777792 0.45080645161290328 0.49242424242424249 0.15470085470085473 1.0000000180025095e-35 0.35147058823529415 0.23669467787114848 0.41042780748663105 0.51112723754233202 1 0.05495169082125604 0.050641025641025648 0.39378468375816994 0.0010445476673847226 0.021131085204205577 0.89564428312159727 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 -left_child=4 5 -3 6 8 7 -4 27 -1 -5 11 22 13 15 -15 -13 17 -12 -19 20 -20 -9 -7 -10 -25 -24 -18 -2 -29 -30 -right_child=1 2 3 9 -6 10 -8 21 23 -11 16 12 -14 14 -16 -17 26 18 19 -21 -22 -23 25 24 -26 -27 -28 28 29 -31 -leaf_value=-0.041224196204640094 0.0018785322013199443 -0.034133334228916956 -0.0025894986360396003 0.01492912149896071 -0.034432981886333196 -0.016228975311833729 -0.015790411769509637 -0.0042621578832836206 -0.019681388417121949 -0.00081072738392890019 0.0034838474634341049 -0.079729170816869047 0.054472764318921355 0.18074640214320403 -0.094512090058641196 0.03603132711243686 0.0026366142686935021 -0.10832157127934511 -0.10179709344884552 -0.11327376742314084 0.24535364478245691 -0.048095302813239926 0.016967372195048486 0.0028900626582287004 -0.015959046087937353 0.16501538309463376 0.0098527848837623878 -0.0078269739094528213 -5.8711914909380577e-06 0.0029511678383569093 -leaf_weight=409.81275289139012 173274.0845429888 1711.2417566739023 5248.8381544984877 1664.0243825018406 1295.0021849665791 465.70392454601824 5025.1769802905619 13237.366202267352 1730.9560605580336 20077.191623307765 132.08695077523589 86.013665536418557 513.23913580365479 24.862008128315214 7.009119573980569 47.635542390868068 65706.496192969382 87.523710738867521 4.6973184440284976 31.725414112210274 15.52504139021039 177.54543249867857 436.08363309688866 2670.4245090163313 1428.9249242823571 14.440507523715494 6323.6224151626229 10718.356144642457 299409.90157549828 67184.067899812013 -leaf_count=62339 1279007 33460 45616 6296 62358 2283 44800 73456 135543 84221 603 352 2146 110 39 197 311828 387 30 135 60 882 2195 198165 125099 54 28174 203965 1213618 279750 -internal_value=0 0.00072262 -0.00423911 -0.00264124 -0.0147093 0.000984953 -0.00906416 0.000661636 -0.010616 0.000393966 0.00345261 0.0181015 0.039259 -0.00791537 0.120211 -0.0384696 0.00312945 -0.0341851 -0.0698595 -0.0050571 0.164716 -0.00484229 0.00242756 -0.00846457 -0.00367128 0.0217127 0.00327013 0.000795737 0.000298483 0.000536052 -internal_weight=0 671624 33726.5 32015.2 7535.12 637898 10274 564001 6240.12 21741.2 73896.7 1594.99 678.759 165.52 31.8711 133.649 72301.7 271.558 139.471 51.9478 20.2224 13414.9 916.228 5830.31 4099.35 450.524 72030.1 550586 377312 366594 -internal_count=4197168 3613664 214393 180933 583504 3399271 90416 3050678 521146 90517 348593 7376 2844 698 149 549 341217 1215 612 225 90 74338 4532 458807 323264 2249 340002 2976340 1697333 1493368 -cat_boundaries=0 1 2 -cat_threshold=11 34 +num_cat=1 +split_feature=2 1 2 9 8 2 1 8 6 2 0 6 4 1 11 0 8 0 8 8 2 8 3 8 1 0 3 2 8 8 +split_gain=117.663 58.497 167.188 56.5664 53.568 49.3397 46.0046 43.8828 35.4719 34.7248 32.1304 31.1558 30.8039 29.8362 28.1798 26.9068 24.5469 22.5428 30.9022 21.2886 21.1529 19.4512 19.2961 25.6775 18.9224 18.452 34.38 29.1309 28.3265 21.6326 +threshold=0.0035292500000000007 0.0039355500000000003 0.016783750000000004 1.0000000180025095e-35 53.000000000000007 0.13122400000000004 0.0012847500000000001 69.000000000000014 0.37689393939393945 0.00091015000000000009 0.32563280000000006 0.3816526610644258 0.23606811145510839 0.0071217500000000005 0 0.9014118000000001 35.000000000000007 0.80545445000000016 79.000000000000014 109.00000000000001 0.048266900000000008 197.00000000000003 0.21799425000000003 79.000000000000014 2.1050000000000003e-05 0.026171450000000002 0.5744653500000001 0.051222600000000007 27.000000000000004 19.000000000000004 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=6 8 7 5 13 14 9 -3 21 -1 -7 12 -10 15 -4 -5 -11 19 -19 -13 -20 24 23 -12 -2 -26 28 -28 -27 -29 +right_child=1 2 3 4 -6 10 -8 -9 11 16 22 17 -14 -15 -16 -17 -18 18 20 -21 -22 -23 -24 -25 25 26 27 29 -30 -31 +leaf_value=-0.045490651878971694 -0.02616510403776294 -0.014665184516024566 0.00079673117634783278 0.0011158883132366595 -0.022924963947471587 -0.00047553008265227418 -0.039595507579384598 -0.039108855004668007 0.095543798284319234 -0.003546969680466631 0.0031544940422120887 0.0039793485017821989 -0.078283515588894598 0.013602144135646532 -0.0057011628781636122 0.10211424386966386 -0.02105325102899696 0.018843880860404612 0.17265083377301582 0.031035954029714125 0.028603303323804598 0.05737496700534598 -0.0010322775371748546 0.012274044572904805 0.0017169710439698127 -0.016503787632317756 -0.018853305720085804 0.059232161435026735 0.0014542946018866892 -0.0033408157891989046 +leaf_weight=274.4003556962125 252.81201688013971 3671.6286300402135 9042.7286956124008 3520.0145257636905 556.03324017673731 99810.863478802145 657.22199447266757 918.1005451194942 64.761465271934867 2733.5778347011656 11368.403887242079 34813.644243847579 12.099216466769574 5581.7907292880118 25500.75650408864 26.576659433543682 1132.9032771419734 271.9998918864876 23.935272425413132 293.25312102213502 17.757380083203316 61.608943319879472 6022.7372284680605 4238.6553360000253 178219.57665723958 896.48611367493868 1280.3703888133168 55.471338972449303 43440.85239505209 13876.521084800363 +leaf_count=42570 9110 65245 60191 12319 2524 345150 33576 20581 319 227427 39778 179076 54 19985 177942 150 105900 1691 258 1790 100 542 24457 16192 1177983 3259 11756 248 152148 65791 +internal_value=0 0.000727235 -0.000728032 -0.000206451 0.00720943 -0.000666873 -0.015017 -0.0195547 0.00163289 -0.011116 0.000281675 0.00458183 0.0681803 0.00904499 -0.00400158 0.00187273 -0.00867642 0.00444383 0.0311321 0.00420536 0.111299 0.00119322 0.0037758 0.00563123 0.00117868 0.00120775 -0.000316241 -0.00441828 0.00109119 -0.00309168 +internal_weight=0 443839 170258 165669 9684.42 155984 4798.1 4589.73 273581 4140.88 121441 35497.5 76.8607 9128.38 34543.5 3546.59 3866.48 35420.6 313.693 35106.9 41.6927 238084 21629.8 15607.1 238022 237769 59549.7 15212.4 44337.3 13932 +internal_count=2798112 2388639 784514 698688 34978 663710 409473 85826 1604125 375897 425577 183288 373 32454 238133 12469 333327 182915 2049 180866 358 1420837 80427 55970 1420295 1411185 233202 77795 155407 66039 +cat_boundaries=0 1 +cat_threshold=2 is_linear=0 shrinkage=0.1 @@ -2925,20 +2873,20 @@ shrinkage=0.1 Tree=139 num_leaves=31 num_cat=2 -split_feature=3 0 0 2 4 6 11 3 1 0 11 1 10 8 1 8 1 8 7 7 8 8 1 0 2 6 7 3 0 2 -split_gain=270.478 178.86 75.4394 67.6721 61.8645 54.7492 53.2342 71.7266 52.9141 44.9415 47.9995 43.7989 40.6277 62.789 40.6225 41.4379 40.5659 40.17 39.5827 41.6798 39.1468 61.0914 42.2266 38.7637 38.3513 38.0686 37.8488 36.5977 36.1387 39.4955 -threshold=0.098818615517316188 0.0002490607771725937 0.13153682083793664 0.021131085204205577 0.37668918918918926 0.063508064516129045 0 0.70041566085806051 0.0026905215087951327 0.011787538038820588 1 0.023923340047244914 1.0000000180025095e-35 40.500000000000007 4.7036644669501215e-05 118.50000000000001 0.01803632077951384 124.50000000000001 0.49626865671641796 0.47673160173160178 112.50000000000001 88.500000000000014 0.00025820737810995116 0.032582147861227539 0.0012440377246433873 0.057189542483660136 0.25403225806451618 0.029463672593579859 0.73747358317378942 0.001557080858703322 -decision_type=2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 24 27 6 8 -6 -3 11 20 17 -11 -8 13 16 -9 25 -4 -10 19 -7 21 -5 -22 -24 -2 -16 -26 -1 -15 -30 -right_child=1 3 12 4 5 18 7 14 9 10 -12 -13 -14 28 15 -17 -18 -19 -20 -21 22 -23 23 -25 26 -27 -28 -29 29 -31 -leaf_value=-0.018139734632452706 0.038819265812685425 0.0078959239862804887 0.041388266446374111 0.00071669942742800033 -0.001967751294066599 -0.01192261077900399 0.044387635641318368 0.013059803172761961 0.0022776700571518842 -0.0047483367072439289 -0.00075192417513161381 0.009085925832786312 -0.016077637183291492 -0.011847551068447447 -0.0042214413078837483 0.0073494317833231182 -0.0068982647250660587 -0.020935755125278441 -0.091590426087650903 0.13377116580948253 0.011471224629123686 -0.012893454428318053 0.00088467263359159973 0.0065930898306087284 0.0079446829011542222 0.0059915828965380787 0.023030116570589527 -0.0024568415318580081 -0.058119195812446803 -0.003335198157224563 -leaf_weight=1549.0117416083813 642.7876920774579 18655.579865586013 422.07131950557232 212845.96819161251 18608.627191960812 7168.7745100483298 372.79680688679218 2131.5085171340033 50795.47740380466 34845.416091516614 218254.91587458551 6139.6503405570984 7438.9457692019641 13918.25642798841 23819.919086292386 4852.8027149969712 295.99882187694311 756.56195772439241 62.279639378190041 19.689517438411713 5780.8123071193695 3349.9312365204096 41744.869645707309 16636.688739985228 4656.8519661398605 4310.1071925675496 2587.1611230010167 37774.688556551933 133.31467280723155 10202.506135884672 -leaf_count=11295 67741 312464 2784 915108 71922 27690 1463 55001 212296 120274 758471 21490 52992 78817 402122 96007 1842 3371 227 72 41490 15795 185311 60494 191230 86869 126569 197942 3123 74896 -internal_value=0 0.00043794 -0.00601872 0.000262006 -5.3433e-05 -0.00483995 0.0034585 0.00146756 0.000158146 -0.000754197 -0.00130234 0.0111067 -0.00959074 -0.00765837 -0.000319744 -0.00118439 0.0214839 0.001937 -0.0122113 -0.0115235 0.00114955 0.000505812 0.00331862 0.00251137 0.0154096 -0.00265659 0.0133324 -0.00307461 -0.00852116 -0.00404182 -internal_weight=0 679039 71734.8 671152 610870 25859.4 60282.4 41626.8 585011 304652 253100 6512.45 32411.1 24972.1 35114.3 32982.8 718.07 51552 7250.74 7188.46 280358 216196 64162.4 58381.6 7886.8 28130 7244.01 39323.7 24254.1 10335.8 -internal_count=4197168 3773477 423691 3387937 2412521 99911 975416 662952 2312610 1094412 878745 22953 214454 161462 639999 584998 4626 215667 27989 27762 1218198 930903 287295 245805 385540 488991 317799 209237 156836 78019 +split_feature=3 0 1 0 4 6 7 3 11 11 8 2 0 3 1 8 8 2 8 0 8 2 7 7 7 0 1 3 10 7 +split_gain=181.069 126.429 51.894 43.3597 43.0078 45.1758 37.3186 36.0847 34.525 34.246 30.4862 36.235 35.4214 27.3165 47.2303 28.8331 25.2393 24.8611 40.6199 30.7879 25.2165 23.9314 23.9171 26.7097 23.8371 22.718 24.5661 21.3805 21.1057 20.4084 +threshold=0.081212250000000014 0.00022515000000000002 0.00023215000000000003 0.0011298500000000002 0.37668918918918926 0.063508064516129045 0.25357142857142861 0.030517350000000002 0 1 49.000000000000007 0.83449990000000007 0.9014118000000001 0.14138485000000003 0.0086558500000000014 21.000000000000004 57.000000000000007 0.40975695000000006 103.00000000000001 0.0015511500000000001 105.00000000000001 0.005987150000000001 0.49626865671641796 0.47673160173160178 0.33687943262411352 0.0039625000000000007 2.6750000000000003e-05 0.048558600000000007 1.0000000180025095e-35 0.40967365967365971 +decision_type=2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=7 16 6 -4 9 -6 17 -1 10 13 11 12 -9 14 15 -5 24 25 19 -19 -20 -10 23 -7 -2 26 -3 -23 -14 -15 +right_child=1 2 3 4 5 22 -8 8 21 -11 -12 -13 28 29 -16 -17 -18 18 20 -21 -22 27 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.019542414231949558 0.0079149327440152361 0.02104008685283848 0.0042140781090364262 0.054660818874708639 -0.0019664589165074979 -0.012697115168144686 0.0092445724884932783 -0.011419072072649049 0.021565399393555031 -0.001105783872179855 -0.011445952560697872 0.0034033363617554692 0.017789518543736206 0.00048501500271902259 -0.0087405550709471255 0.00054872936908512116 0.032570280784295601 0.032495039869522284 0.22189880445335156 0.0033978312423116365 0.017004434827274279 -0.017984615900328151 -0.085435227655569393 0.13114037000634529 0.02442480527529986 0.0075502370665440815 -0.0011965960017114214 -0.0085143715857934916 -0.014359585434119596 0.0028479566137531633 +leaf_weight=2253.2345959674567 2736.1798218684271 511.02063082251698 21708.711332059465 99.166794180870056 13042.492175104097 5169.0972855314612 9495.5760691417381 4256.9220352992415 235.85670835152268 188996.78040665574 3595.4485597573221 7579.7540009394288 761.20893089100718 118928.21004899964 7868.7628753483295 14007.848318122327 806.96058394759893 497.13623340427876 14.947501331567766 1354.2584318965673 10.041730910539625 3038.0831074118614 45.151558723300695 12.942285507917402 1285.3152168961242 4229.0343623049557 17873.38357721176 11071.94578564167 279.06624103710055 52769.283868713304 +leaf_count=22521 132495 15237 270881 386 52630 21076 154476 26583 2382 761016 24247 39008 5761 460375 36796 61913 50187 1714 56 4456 35 23025 168 49 72185 25271 255828 65459 2317 209579 +internal_value=0 0.000333704 0.000163497 -0.000138798 -0.000374482 -0.00511451 0.00392289 -0.00732623 -0.00643306 -0.000148181 -0.00330248 -0.00103125 -0.0073767 0.000786316 -0.00253326 0.000929116 0.0164303 0.00185949 0.0129204 0.011211 0.139564 -0.0100184 -0.0129693 -0.0123379 0.0131917 0.000941693 -0.000578496 -0.0105534 0.00916514 0.00121124 +internal_weight=0 461462 456634 422648 400940 18269.7 33985.4 33071.5 30818.3 382670 16472.4 12877 5297.2 193673 21975.8 14107 4828.46 24489.8 1876.38 1851.39 24.9892 14345.9 5227.19 5182.04 4021.5 22613.4 18384.4 14110 1040.28 171697 +internal_count=2798112 2586809 2331942 1874869 1603988 73923 457073 211303 188782 1530065 97916 73669 34661 769049 99095 62299 254867 302597 6261 6170 91 90866 21293 21125 204680 296336 271065 88484 8078 669954 cat_boundaries=0 1 2 -cat_threshold=48 2 +cat_threshold=3 12 is_linear=0 shrinkage=0.1 @@ -2946,83 +2894,83 @@ shrinkage=0.1 Tree=140 num_leaves=31 num_cat=2 -split_feature=0 0 10 3 0 3 4 11 7 8 10 0 2 3 8 11 1 2 6 3 0 8 0 5 4 4 4 1 1 0 -split_gain=1129.51 234.503 123.427 113.713 94.1714 102.367 89.2293 82.4206 63.9583 64.7729 63.5327 61.9774 54.271 49.9436 49.3659 47.1414 45.3373 49.582 44.7695 43.6421 46.4579 43.4732 41.0666 40.7197 49.9395 101.084 44.1786 40.48 48.4274 39.4817 -threshold=0.0033921887431656258 0.012151601271849591 1.0000000180025095e-35 0.9625874942094006 0.00077172324678339774 0.97230932558333871 0.053489702517162473 0 0.060915275200989494 106.50000000000001 1.0000000180025095e-35 0.094441262256253003 0.79466548006524318 0.063156205091988563 175.50000000000003 1 0.0013124389586386177 0.91151360386890479 0.88194444444444453 0.76403575806687962 0.039390829476267986 124.50000000000001 0.6706440626980037 0.011210487625581968 0.11237373737373739 0.11882352941176472 0.077935222672064791 0.12813527001423566 0.00063025340738331632 0.73747358317378942 -decision_type=2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 4 7 -1 13 8 -2 14 11 27 -10 18 -6 16 -7 29 19 23 20 -18 -14 -22 26 -25 -26 -8 28 -9 -3 -right_child=1 6 -4 -5 5 15 12 10 9 -11 -12 -13 21 -15 -16 -17 17 -19 -20 -21 22 -23 -24 24 25 -27 -28 -29 -30 -31 -leaf_value=-0.040646227306691561 -0.02046346962784748 -0.0031692776976462128 0.0066269423372227387 0.0084246545943337629 0.0091212856975841864 0.0021046738732646481 0.029114766637404806 -0.017474333125058243 -0.0094298903481805484 0.0027639888017429522 0.013870644540499086 -0.0014299717714936263 0.015623231438189817 -0.031746221501367959 0.025015887212735028 -0.020007739720387961 -0.0045173349480373392 0.023193829049292236 0.33056052165154182 0.0074596558763386864 0.002707568814871877 0.073889126529311552 -0.0019342628722685004 -0.014596162878596629 0.18789000518657636 0.014231656076819952 0.0029809595058568339 -0.029911109368012175 -0.0041557223550765963 -0.047867174810886037 -leaf_weight=4310.529925698298 6463.5902561284602 14287.034712217748 1098.2993707300629 3509.3238209439442 311.83130440395325 1747.557810226921 656.99858019687235 3710.2674421668053 14812.254276826978 19420.944062326103 1326.0373047217727 27972.337291687727 2971.3699267059565 7287.8795738222543 903.01319575682282 2146.2301848528441 12099.685633599758 1101.3644748590887 4.2105743810534468 13020.023378338665 115838.95432956889 133.82115245983005 22812.914810702205 622.68830786272883 33.731973025947809 5311.0350394789129 41896.692354658619 869.31847312115133 10333.914042079821 200.38776805996895 -leaf_count=920717 204238 147916 82370 113367 13422 136100 3818 103270 176215 107976 20538 114232 21786 444554 4831 189382 145292 8945 20 135211 508359 711 83462 3430 133 25443 201248 21943 257539 700 -internal_value=0 0.000735245 -0.0257887 -0.00832795 -0.0280414 -0.0233141 0.00154303 -0.0109175 0.000739258 -0.00202552 -0.00710104 -0.00419959 0.00531772 -0.0300693 0.00169333 -0.0101295 0.00157591 0.0020472 0.00449757 0.00190498 0.00142524 0.0181343 0.00194383 0.00446928 0.0122052 0.0153277 0.00338445 -0.0089705 -0.0076743 -0.00378753 -internal_weight=0 320312 16902.3 26212.5 15804 11493.5 294099 22703.1 242469 62205.5 16239.5 42784.6 51630.5 7599.71 180263 3893.79 179360 164873 48525.4 163772 150752 3105.19 138652 48521.1 5967.46 5344.77 42553.7 14913.5 14044.2 14487.4 -internal_count=4197168 2410623 1786545 720895 1704175 783458 1689728 607528 1433139 398423 403290 290447 256589 457976 1034716 325482 1029885 881269 234092 872324 737113 22497 591821 234072 29006 25576 205066 382752 360809 148616 +split_feature=0 0 7 3 10 9 8 3 0 1 10 3 3 0 2 8 1 2 8 7 11 1 2 3 2 8 0 11 1 8 +split_gain=768.918 167.947 74.7982 68.4571 56.4056 80.3912 61.4852 54.2363 75.4134 52.1657 52.1331 51.7998 45.8126 39.2112 57.6868 38.21 39.2692 37.9801 34.9295 44.1396 32.2388 30.9897 30.572 29.2831 55.7255 42.9529 30.8335 30.2137 28.8092 28.1167 +threshold=0.0026105000000000004 0.0109598 0.45584415584415588 0.97620555000000009 1.0000000180025095e-35 1.0000000180025095e-35 83.000000000000014 0.91743345000000009 0.00070665000000000018 0.0010912500000000002 1.0000000180025095e-35 0.99131505000000009 0.81259965000000012 0.091994450000000019 0.78741325000000006 31.000000000000004 0.00054775000000000017 0.0012430000000000002 31.000000000000004 0.18465909090909094 0 0.015981700000000005 0.036688200000000011 0.84183245000000018 0.80731020000000009 123.00000000000001 0.0057457500000000009 1 0.0014762500000000003 57.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 +left_child=2 3 7 10 6 18 9 -1 -9 -3 15 -10 13 14 29 -2 -17 -15 19 28 -12 -19 -14 24 26 -25 -18 -26 -6 -11 +right_child=1 4 -4 -5 5 -7 -8 8 11 12 20 -13 22 17 -16 16 23 21 -20 -21 -22 -23 -24 25 27 -27 -28 -29 -30 -31 +leaf_value=-0.036008730498335959 0.008286790771640613 -0.0065108556039130561 -0.040052640027994822 0.010943002521168284 0.066840961789709954 -0.0010005580957062575 0.011931562394108879 -0.031241399593927518 -0.013193303332085324 -0.0065639030983894722 0.019377593326965408 0.018327980286042971 0.021083194948593401 0.062954960177367972 0.0051309700518074111 -0.022014187906943164 -0.029257081375539874 -8.0268972212189956e-05 0.0079597848186548029 0.056333737338263856 -0.0099817532056282604 0.0034003486904200446 0.0052614375321240444 -0.0038213323307302936 0.015577234439827045 0.20476126427854471 -0.013512478267277498 -0.0086030693104495407 0.011651086446227232 0.00059991717430033301 +leaf_weight=1912.7160396031104 911.23342434316874 10009.504364168271 3168.5504180449061 1717.70109242131 101.35137030482292 12229.403854496777 4827.4388865455985 2059.6605292166932 2522.6893245934043 19399.185898371041 920.70291319303215 657.14495752425864 1590.8073244169354 100.58475438505411 7989.5346495509148 3551.1337635125965 1983.3345468752086 57193.565210159868 18295.660523883998 317.57493372261524 619.0325880125165 46278.769630294293 5257.5710635669529 4203.3698360603303 747.24019395560026 9.8959567174315435 3335.883193127811 1617.399846454151 1416.2631161957979 7634.8982748240232 +leaf_count=115332 21243 112870 410609 49469 539 53010 26093 432056 174531 184936 14244 58797 17316 1713 67271 115346 72125 225676 79775 1382 11412 172847 57671 120826 15652 228 79488 39248 5328 61079 +internal_value=0 0.000688401 -0.0272624 -0.00812641 0.00158602 0.00539424 0.000817157 -0.0215961 -0.0163346 0.000472014 -0.0099564 -0.00667911 0.000952574 0.000558061 -0.00233442 -0.0116121 -0.0127858 0.00153617 0.00927905 0.0224313 0.00763504 0.00147646 0.00893667 -0.0100313 -0.013705 -0.00333142 -0.019383 -0.000932457 0.0153369 -0.00454071 +internal_weight=0 212259 10320.8 19616.9 192642 32360.3 160282 7152.21 5239.49 155454 17899.2 3179.83 145445 138597 35023.6 16359.5 15448.3 103573 20130.8 1835.19 1539.74 103472 6848.38 11897.1 7683.86 4213.27 5319.22 2364.64 1517.61 27034.1 +internal_count=2798112 1606787 1191325 539281 1067506 140034 927472 780716 665384 901379 489812 233328 788509 713522 313286 464156 442913 400236 87024 7249 25656 398523 74987 327567 206513 121054 151613 54900 5867 246015 cat_boundaries=0 1 2 -cat_threshold=48 13 +cat_threshold=3 1 is_linear=0 shrinkage=0.1 Tree=141 num_leaves=31 -num_cat=2 -split_feature=1 1 0 3 1 1 5 5 4 2 0 1 5 6 7 11 11 7 7 2 4 6 2 10 2 4 4 0 1 2 -split_gain=517.012 112.266 96.4937 63.5158 67.6259 33.6726 29.6776 46.3796 81.985 27.8289 26.1301 25.0995 30.235 27.4494 24.8689 23.4692 21.9238 21.3496 21.1514 33.5843 20.8971 26.7764 36.1261 20.4406 44.8918 26.0012 20.215 19.6789 22.5847 19.4846 -threshold=0.0011428137120446347 0.00539447746930971 0.0036935101813469671 0.97610473474271153 0.00010917321114347805 0.0003505188079461906 0.17156862745098042 0.18465909090909094 0.057189542483660136 0.013444773291638694 6.4205619695019244e-05 0.8086606972296565 0.033060109289617494 0.11293260473588344 0.73798627002288331 0 1 0.51112723754233202 0.71240601503759404 0.83261909627057429 0.74709302325581406 0.077935222672064791 0.095363683006646452 1.0000000180025095e-35 0.8231928146988815 0.031754032258064523 0.68743942624539656 0.37298946324653626 0.27317485067352615 0.0072455450537276004 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 2 -2 5 -5 -1 9 8 -8 16 -6 12 13 29 18 -12 17 -4 -15 -20 26 -22 27 -11 25 -25 -14 -23 -29 -3 -right_child=1 11 6 4 10 -7 7 -9 -10 23 15 -13 20 14 -16 -17 -18 -19 19 -21 21 22 -24 24 -26 -27 -28 28 -30 -31 -leaf_value=-0.055386803389210683 0.008381107203030945 0.012081658110738002 0.06306774192359603 -0.051888806182712612 -0.19831124026168256 -0.032778066972540564 1.743236468909104 0.035581170630010858 -0.076158739539312501 -0.018890384139575708 -0.034210748297042577 -0.0043064668324794423 0.0092794258947508767 -0.0013857020146718208 -0.016809196377529652 -0.0010299136452456459 -0.006537093839435024 -0.039463010478415758 0.028937292003627341 0.37279126982976757 0.043857032943738376 0.20698487380234176 -0.085799054404851027 -0.0012586391221489537 0.07268658130799871 -0.049127160115331463 -0.094717093751984116 0.9303062231358038 0.31729192021363828 0.0028406224795844751 -leaf_weight=898.99585437763744 2459.0619021595921 2370.3289984781295 110.76415903423913 426.32508067865274 7.1163532510472569 2465.1066432953812 0.43962393281981238 86.180852602235973 0.56724824290722609 5902.2193428475875 243.26181054807967 4978.4537518173456 6760.6267924797721 8723.4005699721165 1077.2631103126332 1365.1663582106121 279.65857062418945 24.868296617176384 159.19163129944354 2.8920567268505684 27.231393186375499 2.2168042026460162 2.0117054926231503 672.77362517733127 72.729929695371538 136.49528993130662 18.742971346713603 1.1874500806443395 1.2168986201286314 60989.364002379589 -leaf_count=338131 251356 35399 11307 425650 2529 581635 22 7707 42 656850 116044 17552 54169 172924 20452 541871 25369 2671 3182 122 290 10 22 72367 7369 16624 194 34 6 835268 -internal_value=0 0.00141908 -0.00874751 -0.0303752 -0.016462 -0.0388198 -0.014528 0.0434646 0.718232 -0.0152303 -0.00711329 0.00258318 0.0030112 0.0024191 -0.00246029 -0.00626735 0.00989846 0.0412289 -0.00072065 0.0350727 0.00938333 0.0877425 0.267916 -0.0167685 -0.00256907 -0.00933238 0.00899191 0.421897 0.620045 0.00318634 -internal_weight=0 94859.9 9745.76 5405.97 2041.87 3364.1 7286.7 87.1877 1.00687 7199.51 1615.54 85114.1 80135.7 73322.4 9962.75 1608.43 415.291 135.632 8885.48 162.084 6813.23 33.8643 6.63286 6784.22 881.999 809.269 6779.37 4.62115 2.40435 63359.7 -internal_count=4197168 2191308 1051684 2005860 1086094 919766 800328 7771 64 792557 660444 1139624 1122072 1067347 196680 657915 39347 13978 176228 3304 54725 362 72 753210 96360 88991 54363 50 40 870667 -cat_boundaries=0 1 2 -cat_threshold=16 17 +num_cat=1 +split_feature=1 2 1 1 3 1 0 0 1 3 1 3 8 8 0 1 7 2 6 0 2 3 11 7 0 3 1 10 8 8 +split_gain=336.758 61.1352 72.7711 51.3159 55.1484 43.513 19.5465 17.4357 17.2402 16.9534 16.189 14.3253 13.7958 14.5235 14.7116 14.3788 18.5683 13.8947 13.6187 13.1448 15.4931 42.0781 12.8041 12.6846 12.2017 16.2118 34.1454 12.0162 12.3342 39.53 +threshold=0.0016964500000000002 0.020483000000000005 0.00015125000000000002 0.0062267000000000008 0.76949730000000016 0.00049935000000000008 0.007726300000000001 0.00033055000000000004 0.81796065000000018 0.83591765000000018 0.00042515000000000006 0.023572400000000004 45.000000000000007 101.00000000000001 0.0032530000000000002 0.030923250000000003 0.094788858939802351 0.01369765 0.11324786324786326 0.00023255000000000001 0.0037736500000000004 0.9929903000000001 0 0.089572192513368995 0.0033408500000000007 0.97620555000000009 0.0015109500000000003 1.0000000180025095e-35 79.000000000000014 65.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 +left_child=1 2 -1 4 11 -3 18 -4 12 -7 -9 -2 15 14 -14 16 17 -5 19 20 -6 -22 -17 -19 25 26 -12 28 29 -10 +right_child=3 5 7 8 6 9 -8 10 27 -11 24 -13 13 -15 -16 22 -18 23 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.045639583330872438 0.034997736784305074 -0.050872943876375198 0.02554366101085695 0.016066628482413386 0.00029958975133950386 -0.031802835741746659 -0.0080425632055763259 -0.021918860866019359 -0.0059893364852155696 -0.014401852253564147 0.025041584487481006 -0.015669895009753184 0.023657548415880292 -0.0064063957581339025 0.0058574508128184594 -0.00059009511045053783 -0.0089450563858085013 -0.00028756122091905836 -0.011051453988324402 0.013303305187258955 0.15657432502225788 1.2011546828675899 0.0043686374110438533 0.38045855397713219 -0.024228116643234172 0.0083114090953892387 1.0934443259841171 0.027719885805284374 0.0058420987286633705 -0.062371349986912399 +leaf_weight=438.41641716304002 56.695202868897468 944.07480049703736 240.1328673742828 591.75094927474856 2.6284785252064458 1567.6005528105889 876.63563650241122 353.53730155027006 2155.4728354811668 870.98942151525989 0.99507282208651193 3538.4354841725435 479.89792868494987 936.48449438251555 14301.129646010697 6894.8288925159723 2433.4808414205909 4587.4842225806788 256.96533816726878 1501.7500780713744 2.1501420298591261 0.46991070918738831 21304.93749804236 0.87516022380441327 131.54431596328504 687.32675588515121 0.42770540434867144 111.81790307164192 710.45324645936489 131.96293559670448 +leaf_count=441382 4857 344831 102624 15439 205 303587 64317 148430 7575 153579 129 354834 6316 6739 159044 47678 89318 150984 17553 94224 136 40 146794 36 18475 115352 42 397 2708 487 +internal_value=0 -0.0246478 -0.0100445 0.00178321 -0.0068112 -0.0326446 0.00416189 0.000992183 0.00276402 -0.0255877 -0.00403036 -0.0148709 0.00320038 0.00567023 0.00643537 0.00211643 -0.00173984 0.00164499 0.0102271 0.0138554 0.171835 0.343922 0.00315757 -0.00021494 0.00367938 0.00900943 0.346217 -0.0044668 -0.00566733 -0.00924203 +internal_weight=0 5235.05 1852.38 60876.3 6235.73 3382.66 2640.6 1413.96 54640.6 2438.59 1173.83 3595.13 51530.9 15717.5 14781 35813.4 7613.59 5180.11 1763.96 1507 5.24853 2.62005 28199.8 4588.36 820.294 688.75 1.42278 3109.71 2997.89 2287.44 +internal_count=2798112 1628431 826434 1169681 536166 801997 176475 385052 633515 457166 282428 359691 622348 172099 165360 450249 255777 166459 112158 94605 381 176 194472 151020 133998 115523 171 11167 10770 8062 +cat_boundaries=0 1 +cat_threshold=2 is_linear=0 shrinkage=0.1 Tree=142 num_leaves=31 -num_cat=1 -split_feature=2 1 2 3 8 1 6 6 7 9 2 5 2 2 8 11 8 7 8 8 6 2 8 8 7 3 8 8 4 4 -split_gain=143.541 74.9098 170.909 63.1577 64.1944 58.6134 39.8297 37.7399 43.4766 38.8537 37.678 36.9203 36.0493 35.4294 32.3724 31.4467 29.4164 26.4447 25.5465 35.1514 28.8142 34.0272 44.541 24.831 24.7894 28.7225 24.5383 26.2769 24.3611 42.2678 -threshold=0.0039063423628604502 0.041098522490902706 0.017996644841659304 0.14152168730524053 85.500000000000014 0.0020245044897483442 0.37689393939393945 0.3816526610644258 0.54257246376811608 1.0000000180025095e-35 0.00098130508688392044 0.036375661375661381 0.073350654541185153 0.065805729447857148 148.50000000000003 0 40.500000000000007 0.52223320158102771 136.50000000000003 247.50000000000003 0.15047169811320757 0.85927092440190056 139.50000000000003 103.50000000000001 0.6198686371100165 0.8884333798939642 214.50000000000003 193.50000000000003 0.18634259259259262 0.16843971631205676 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=5 6 23 11 12 10 18 8 9 -8 -1 -4 -5 -6 16 -12 17 -9 -2 20 26 -22 -23 -3 25 -10 27 -20 29 -18 -right_child=1 2 3 4 13 -7 7 14 24 -11 15 -13 -14 -15 -16 -17 28 -19 19 -21 21 22 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.040013394670813419 0.00079086845884013832 -0.021111016218184425 0.0055085215820671806 -0.0083905784083316316 -0.026146901785192675 -0.038109893275572043 -0.011917201121452871 -0.0098641099992883459 0.11268722935824958 0.19275533438263326 0.0020811003861237994 -0.011502027907292493 -8.9494374575239879e-05 -0.0079268142785770806 0.022788173731659065 -0.013507185821988047 0.0025121224359984837 -0.084391071044145269 -0.011089070358480385 0.023885121261034536 0.018417051328514063 -0.19990544282640255 -0.012599495594399022 -0.042934858435416522 -0.11585632083534603 0.37828840730981084 -0.039248591100050918 0.018979553373496525 0.0078208891836662429 -0.052231638795945792 -leaf_weight=398.73329038615339 517148.09184803441 2172.6567226462066 14880.140507858247 6128.6622791960835 1200.8569639250636 862.91907051950693 88.139784760773182 1086.8993398118764 55.228817012161016 10.365782499313353 1960.5353279241826 1395.6046677790582 35737.741561979055 9591.8786180019379 822.1087534641847 3807.6737895209808 65307.177879736759 49.792620327323675 4088.5192092731595 370.68646628269926 633.14083370193839 16.134865835309029 59.56177918612957 685.95451416820288 4.3181050485000005 4.3956285268068305 284.61572509352118 312.87562576681376 9467.9257513098419 141.34470067732036 -leaf_count=63507 2826221 39725 73693 51732 15636 41466 419 4787 252 36 153284 8415 143103 46169 4909 309544 314967 249 28483 3421 4836 54 255 15484 46 21 2245 2351 41252 606 -internal_value=0 0.000664505 -0.00238818 -0.00139462 -0.0030774 -0.0136995 0.00102981 0.0031526 0.0513013 0.00962058 -0.0102838 0.00404991 -0.00130466 -0.00995408 0.00305086 -0.00822875 0.00283751 -0.0131288 0.000717067 -0.00590263 -0.00794938 0.0108413 -0.0525241 -0.0263479 0.115512 0.132268 -0.0107918 -0.00895163 0.00307976 0.0023939 -internal_weight=0 671745 71793.5 68934.9 52659.1 7029.86 599951 77037.7 162.448 98.5056 6166.94 16275.7 41866.4 10792.7 76875.2 5768.21 76053.1 1136.69 522914 5765.53 5394.85 708.837 75.6966 2858.61 63.9426 59.6244 4686.01 4401.39 74916.4 65448.5 -internal_count=4197168 3629367 393957 338748 256640 567801 3235410 367544 774 455 526335 82108 194835 61805 366770 462828 361861 5036 2867866 41645 38224 5145 309 55209 319 273 33079 30834 356825 315573 -cat_boundaries=0 1 -cat_threshold=20 +num_cat=2 +split_feature=2 1 2 1 3 8 2 6 6 4 0 2 11 0 4 2 3 1 7 7 1 2 2 0 6 6 0 0 8 11 +split_gain=94.6664 49.1423 123.275 43.3722 40.7311 37.6186 32.0725 26.0638 29.3309 30.9037 24.7604 24.154 23.7735 22.9029 26.3202 22.743 21.1189 20.6246 20.4015 46.931 29.7302 37.0353 29.8729 30.755 23.6944 38.9161 23.0564 31.9529 21.058 20.9096 +threshold=0.0035292500000000007 0.039515050000000003 0.022584200000000002 0.0012847500000000001 0.15821550000000004 71.000000000000014 0.00091015000000000009 0.37689393939393945 0.3816526610644258 0.30901856763925734 0.041871700000000005 0.0089131000000000019 0 0.63874180000000014 0.51732377538829166 0.083913700000000022 0.21799425000000003 0.00094855000000000015 0.8973684210526317 0.88562091503267981 0.0012255500000000004 0.029335150000000004 0.77723160000000002 0.0034357500000000004 0.046536796536796543 0.059714795008912663 0.83898855000000017 0.28980735000000007 33.000000000000007 1 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 +left_child=3 7 11 6 10 -6 -1 18 9 -9 -4 -3 -8 14 17 -7 -17 -10 19 20 26 28 23 -23 -20 -26 27 -2 -22 -24 +right_child=1 2 4 -5 5 15 12 8 13 -11 -12 -13 -14 -15 -16 16 -18 -19 24 -21 21 22 29 -25 25 -27 -28 -29 -30 -31 +leaf_value=-0.04380017772005057 0.0017394727115845367 -0.038367558556895637 0.014995262711828581 -0.038000007601629651 -0.0012531231510735643 -0.025274279040572639 -4.1786135037994841e-05 0.070100218138046164 0.0057731332792259286 -0.13419732126257772 0.0020537798124328748 -0.017108742010291181 -0.015890872256853258 0.013697509811004671 -0.058143692601011369 0.0053411263657920293 -0.010877679943576865 0.0013324430881977167 0.0021776791596544256 -0.035348905299035054 -0.0045428837468327217 -0.0049259286565556913 0.0002270623717112846 0.00086877271150725272 0.20407145000205557 0.02168751483175799 0.049171524078064299 -0.030002524393124244 -0.017525272561191747 -0.0056453858646493948 +leaf_weight=259.86834185011685 108941.43893349194 695.50798816047609 1744.2572183534503 630.67417694302276 24414.06530521065 853.25429682433605 2024.6561128897592 100.5695815756917 15085.12992110569 7.9927656203508368 9699.2652963548899 2308.0573489908129 1775.0939761371119 1934.9485256709158 71.214275259524584 1005.7016209289432 3980.3381207659841 34103.929396655411 64433.951404444873 367.68769244290888 5782.1988504314795 9849.7253184132278 10169.179228320718 130631.75273017958 12.100699333474038 352.59130468778312 102.17953447625041 318.05934599786997 1593.8065941426903 15023.3577516675 +leaf_count=42570 769779 16496 6906 33576 110771 9638 178664 471 101206 43 47408 34678 154663 10960 280 4207 18963 131791 373508 2432 78707 46549 35380 503726 97 2210 501 1525 29242 51165 +internal_value=0 0.000679287 -0.00246489 -0.0136025 -0.00105544 -0.00297767 -0.00981225 0.00103164 0.00313565 0.0550591 0.00402636 -0.0220315 -0.00748779 0.00302554 0.00260635 -0.010188 -0.00760629 0.0026943 0.000721077 0.000354332 0.000400816 -0.000414835 -0.000106157 0.000462483 0.00232154 0.0277391 0.00169147 0.00164707 -0.00734812 -0.00327707 +internal_weight=0 443582 44700.4 4690.29 41696.9 30253.4 4059.62 398882 51303.8 108.562 11443.5 3003.57 3799.75 51195.2 49260.3 5839.29 4986.04 49189.1 347578 282779 282412 173050 165674 140481 64798.6 364.692 109362 109259 7376.01 25192.5 +internal_count=2798112 2388639 249067 409473 197893 143579 375897 2139572 244751 514 54314 51174 333327 244237 233277 32808 23170 232997 1894821 1519006 1516574 744769 636820 550275 375815 2307 771805 771304 107949 86545 +cat_boundaries=0 1 2 +cat_threshold=12 12 is_linear=0 shrinkage=0.1 Tree=143 num_leaves=31 -num_cat=3 -split_feature=3 0 3 7 11 3 1 0 2 8 2 8 7 5 4 6 0 1 1 9 7 6 11 2 7 8 6 8 11 0 -split_gain=228.116 141.187 65.5118 67.5078 65.9239 49.0327 48.7991 48.2758 45.9792 46.3472 45.4879 41.2975 38.5555 69.6592 42.1543 42.8528 36.9945 39.866 35.2292 34.1785 33.7665 47.7346 33.1125 32.7308 32.2137 31.1749 31.0107 30.9493 28.7749 28.4947 -threshold=0.08172007879325334 0.0002490607771725937 0.22472274792984226 0.40967365967365971 0 0.029463672593579859 0.000125216287689798 0.17746221267216769 0.85095039501429082 73.500000000000014 0.030604512301228213 37.500000000000007 0.42206477732793529 0.28869047619047622 0.37321428571428578 0.077935222672064791 0.0010228437565126117 0.27317485067352615 0.00017001228982268707 1.0000000180025095e-35 0.36515151515151517 0.17902930402930406 1 0.0012440377246433873 0.25403225806451618 172.50000000000003 0.077935222672064791 46.500000000000007 2 0.80717297168996105 -decision_type=2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 -left_child=5 23 4 20 18 -1 -5 -6 10 28 26 -9 13 14 -8 -16 -14 27 -3 25 22 -22 -4 -2 -25 -11 -7 -18 -10 -13 -right_child=1 2 3 6 7 8 12 11 9 19 -12 29 16 -15 15 -17 17 -19 -20 -21 21 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.018603566054626923 0.036178030731583787 0.038048531239706973 0.00092263543896857622 0.012381034893102334 -0.0011153431784779956 0.0020414337102290696 0.052665010406689305 0.018349808754209954 0.00465394824887098 -0.010599467397234139 -0.011216516341854367 -0.0063192969473356278 0.0077525279759164461 -0.23599186129923899 0.088099199759738511 -0.14353351539549944 -0.005427648374263864 0.010994187213645602 0.0025783533092398996 0.11856734656580735 -0.043110642503893938 -0.0057570918563710737 -0.00094163558616375221 0.0069144593037730462 0.021025909274419583 -0.083730641516625848 -0.013320052083675019 0.0015996778337436014 -0.0035872147316057569 0.0047646988782522126 -leaf_weight=3189.1219988018274 601.74950893456116 283.39373451471329 193983.25519275479 4684.2385435821488 68411.748298279941 5269.9559989087284 323.52197811659425 725.07229125499725 7491.8562547564507 4919.7869901880622 18888.068206891418 42124.807826898992 10317.601462723687 9.2897536307573301 12.272312775254248 22.872610271908343 6556.0548654291779 4357.3542514890432 23463.286892399192 20.295993469655514 383.94828958436847 3139.7880103820935 187212.48807664588 4591.6345644071698 2497.6610447922722 58.989776700735092 1750.7245775982738 142225.57559776492 9724.4758049473166 2454.524963028729 -leaf_count=32618 67741 1003 990759 90242 265553 37243 1575 3055 38947 29552 119642 181303 181205 36 64 92 27096 13746 91662 107 1695 14635 980752 191237 126569 401 14065 627979 53686 12908 -internal_value=0 0.000312633 0.000162595 0.000648061 -0.00179119 -0.00659547 0.00231717 -0.00279181 -0.00579971 -0.00246164 -0.00866193 -0.00532397 0.00202942 0.0343632 0.0413656 -0.0626493 0.00195663 0.00156614 0.00300039 -0.010938 -8.30179e-05 -0.00982716 7.05594e-06 0.0137867 0.0118861 -0.0114659 -0.00178921 0.00129002 -3.71986e-07 -0.00570902 -internal_weight=0 698382 690691 553228 137463 51313.3 168509 113716 48124.2 22215.4 25908.7 45304.4 163825 367.957 358.667 35.1449 163457 153139 23746.7 4999.07 384719 3523.74 381196 7691.05 7089.3 4978.78 7020.68 148782 17216.3 44579.3 -internal_count=4197168 3870907 3485360 2929876 555484 326261 942035 462819 293643 122693 170950 197266 851793 1767 1731 156 850026 668821 92665 30060 1987841 16330 1971511 385547 317806 29953 51308 655075 92633 194211 -cat_boundaries=0 1 2 3 -cat_threshold=8 56 3 +num_cat=2 +split_feature=3 0 0 3 7 1 7 5 0 7 5 1 4 11 2 8 11 8 8 8 3 2 6 7 0 0 8 7 3 0 +split_gain=149.701 99.6286 45.7223 45.8957 42.0418 49.4048 42.6427 52.7134 39.9775 37.8852 34.0073 33.377 32.3767 32.0877 29.8751 32.2025 29.5257 27.458 28.1612 25.6666 23.1904 22.9695 22.277 22.0785 22.0159 21.3667 21.2953 20.9345 20.6806 26.663 +threshold=0.078741500000000006 0.00022515000000000002 0.17800870000000002 0.17732055000000002 0.40967365967365971 0.00013095000000000004 0.42365967365967372 0.28991596638655465 0.73915565000000016 0.36515151515151517 0.24662162162162166 0.0022990000000000003 0.37321428571428578 0 0.83449990000000007 49.000000000000007 1 157.00000000000003 143.00000000000003 21.000000000000004 0.045468150000000006 0.00083315000000000006 0.16271373414230558 0.25357142857142861 0.00074955000000000009 0.73915565000000016 71.000000000000014 0.37321428571428578 0.038792750000000008 0.9014118000000001 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=13 21 4 8 9 -6 7 12 -4 17 27 -5 -7 14 28 -16 -13 18 -3 -10 25 -2 -14 -23 -8 -15 -18 -11 -1 -30 +right_child=1 2 3 11 5 6 24 -9 19 10 -12 16 22 20 15 -17 26 -19 -20 -21 -22 23 -24 -25 -26 -27 -28 -29 29 -31 +leaf_value=-0.021782360952138605 0.055455714212648312 7.9392197454937449e-06 -0.0073845226550268116 0.0071968369792973514 0.013406061322475375 0.06088505341788264 0.0080221920450391591 -0.2598296628685352 0.06979285131784585 -0.081315292337345399 -0.074249505308977046 0.0010620559327789967 0.054360309368409604 -0.024987960121951636 0.0021600653470440186 -0.012995573376154349 -0.0022141831193758402 -0.023358667493163648 0.041271068210310714 0.0014589353845360468 -0.008268399681197235 0.0086557931956519098 -0.12519267332050241 0.023413526446278615 0.0013722827807229859 -0.0082913104950453793 -0.010067231185459914 -0.0089352809621369555 -0.0098115696103485764 0.0074447835193413407 +leaf_weight=1066.0973334293813 134.77694493439049 261737.36156916805 21444.882395394146 5330.4302584379911 3764.8409105781466 230.61890947259963 5214.5817058803514 5.6683684922754756 55.522514313459396 40.636117625050247 85.642345116473734 24141.980307012796 11.674969052895905 1837.6905647143722 8188.0833348855376 1691.6216782927513 12815.37745192647 502.73821913916618 165.50109035614878 5485.8712163716555 10728.277692243457 3045.558617153205 16.92995772510767 1519.5452841250226 109998.52905909624 1314.8042342718691 4726.6853517889977 2401.7540179956704 4918.6902602687478 1094.6550203189254 +leaf_count=11786 15751 1371342 99471 17034 81569 1137 103010 26 252 186 394 79401 58 14031 44018 10251 42403 3060 1028 27266 65637 149806 70 89311 486679 14528 16415 11634 32032 8526 +internal_value=0 0.000283797 0.000135208 -0.00214091 0.000573638 0.00213293 0.0017654 0.0418419 -0.005428 -0.000128177 -0.0123114 -0.000254118 0.0484384 -0.00691172 -0.00398544 -0.000434912 -0.00120692 -1.08035e-05 3.40141e-05 0.00214361 -0.0104765 0.0147693 -0.051909 0.0135681 0.00167326 -0.0180243 -0.00432771 -0.0101395 -0.008946 -0.00667026 +internal_weight=0 462877 458177 74000.7 384176 119243 115478 264.892 26986.3 264934 2528.03 47014.5 259.224 30839.9 16959.1 9879.71 41684 262406 261903 5541.39 13880.8 4699.88 28.6049 4565.1 115213 3152.49 17542.1 2442.39 7079.44 6013.35 +internal_count=2798112 2597303 2342435 282242 2060193 672549 590980 1291 126989 1387644 12214 155253 1265 200809 106613 54269 138219 1375430 1372370 27518 94196 254868 128 239117 589689 28559 58818 11820 52344 40558 +cat_boundaries=0 1 2 +cat_threshold=3 12 is_linear=0 shrinkage=0.1 @@ -3030,146 +2978,140 @@ shrinkage=0.1 Tree=144 num_leaves=31 num_cat=3 -split_feature=0 0 3 10 11 8 8 0 3 7 0 8 8 8 3 8 2 3 3 2 8 2 1 8 2 11 11 3 0 0 -split_gain=986.14 219.914 109.662 106.659 86.9278 86.744 91.7183 75.9787 110.873 66.7366 66.3363 54.4469 54.6411 54.0998 50.6523 48.2912 47.4201 67.4647 46.368 45.8093 44.1604 43.8036 43.4776 41.746 40.3765 52.1669 37.8083 36.1939 95.5381 45.8116 -threshold=0.0030222126812408869 0.011787538038820588 0.97005249170174912 1.0000000180025095e-35 0 46.500000000000007 49.500000000000007 0.00054011089276648206 0.99185963469390426 0.45584415584415588 0.059913150215792556 58.500000000000007 124.50000000000001 46.500000000000007 0.94171345138930196 46.500000000000007 0.85095039501429082 0.81679101471297744 0.076270869379919268 0.04807149736837172 178.50000000000003 0.77420079586410118 0.00091098045958804149 25.500000000000004 0.73338365718382004 1 2 0.8044747186217468 0.08993417544003264 0.77245734214085149 -decision_type=2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 -left_child=3 2 4 7 -2 23 9 -1 14 24 19 -8 22 -6 18 -16 17 -15 -9 -11 -19 -14 -13 -3 27 -26 -17 28 -7 -30 -right_child=1 5 -4 -5 13 6 11 8 -10 10 -12 12 21 16 15 26 -18 20 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 29 -31 -leaf_value=-0.04237504402657287 -0.019934382821265129 -0.01837461581560761 0.010354073575335231 0.0064000431393388714 0.016424214666124766 -0.0064990606149074445 0.019526259624976082 -0.0032819343045810846 0.0065214268762996304 0.0089293810816188438 -0.0016119226222164121 -0.0086714594193228883 0.0085350608109777178 -0.017123638834840995 0.024095829630330932 -0.007513696847405338 0.0042231253647374099 -0.0034498617337744676 -0.03771273779129472 -0.012729774913766404 0.12295636481751804 0.036794244634746523 0.0026935517787570716 0.008545680499059698 0.015017616347870822 0.0010579810595023496 -0.027718398921126892 0.00567002788882343 0.0019595212511299164 -0.0048294025749994014 -leaf_weight=2873.7001272029593 6742.9782142331824 593.66523982957006 2872.9656392275356 970.59055407927372 969.61120386794209 20708.721481289715 2036.7448288779706 428.77626137761399 1066.6076551419683 1084.9112618360668 34799.560964621603 3504.7240043561906 8648.2083512358367 6988.2667760588229 232.02982742339373 1272.8102856148034 2686.6243760753423 6350.0470191985369 4455.2143039884977 9771.7670301999897 27.758165555074811 585.66419677436352 85096.037132523954 19405.675104571506 4331.1940894834697 7001.7974600661546 3667.2472894652747 10823.763051178306 75157.887584164739 11454.601293094456 -leaf_count=745445 227383 2953 98412 78097 21198 214515 10155 21509 144934 17036 155265 39459 45458 188071 17542 108769 55402 180704 279916 132729 605 3864 435578 98513 27795 61674 323253 125280 291085 44569 -internal_value=0 0.000602137 -0.00809951 -0.0256569 -0.0103303 0.00138788 0.000925449 -0.0278799 -0.0241349 -0.00045364 -0.00374098 0.00334382 0.00300693 -0.00651041 -0.0273865 -0.0204898 -0.00789975 -0.0103365 -0.03469 -0.0105654 -0.0028997 0.0103274 0.00224399 0.00774657 0.000705534 0.0064072 -0.022584 0.000158605 -0.000397243 0.00106168 -internal_weight=0 321643 26638.3 14967 23765.3 295005 275006 13996.4 11122.7 175134 45656.2 99871.4 97834.6 17022.3 10056.1 5172.09 16052.7 13366.1 4883.99 10856.7 6377.81 9233.87 88600.8 19999.3 129478 11333 4940.06 118145 107321 86612.5 -internal_count=4197168 2477703 771775 1719465 673363 1705928 1604462 1641368 895923 1069948 305030 534514 524359 445980 750989 449564 424782 369380 301425 149765 181309 49322 475037 101466 764918 89469 432022 675449 550169 335654 +split_feature=0 0 10 3 2 11 7 0 2 1 3 0 8 8 11 3 0 3 4 8 6 1 7 2 1 8 8 11 4 3 +split_gain=668.524 144.944 71.512 65.1563 80.6144 60.067 56.3671 52.6046 47.9327 39.4481 41.1973 55.0034 38.4545 38.1066 37.4203 37.1571 52.5915 43.8789 32.8061 32.1306 31.7447 31.681 29.4858 28.6469 28.6297 30.5953 31.756 28.2383 26.366 27.485 +threshold=0.0026105000000000004 0.017267150000000005 1.0000000180025095e-35 0.84700560000000014 0.80731020000000009 0 0.44590643274853808 0.006665400000000001 0.73516160000000008 0.0045347500000000006 0.69317635000000011 0.10266690000000002 99.000000000000014 31.000000000000004 1 0.88521380000000016 0.00049635000000000011 0.99390675000000017 0.33687943262411352 55.000000000000007 0.62019230769230782 0.015981700000000005 0.45080645161290328 0.040235400000000011 0.00064155000000000017 145.00000000000003 159.00000000000003 2 0.059714795008912663 0.94348155000000011 +decision_type=2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 +left_child=2 3 6 4 7 21 15 -2 9 10 11 -3 19 -5 -11 -1 -17 -18 -10 27 28 -6 -15 -21 -24 -26 -27 -12 -16 -30 +right_child=1 8 -4 13 5 -7 -8 -9 18 14 12 -13 -14 22 20 16 17 -19 -20 23 -22 -23 24 -25 25 26 -28 -29 29 -31 +leaf_value=-0.036407142611805214 -0.024344331387696844 -0.0098945526270404691 0.0053362541877508031 0.022241836459438197 0.011701999225333834 -0.012496348067777113 -0.03966546461119845 -0.0099871464123784982 0.0053773843690942229 -0.00079683268292771398 0.011845415867419461 -0.00077716413972560327 0.045711848593605539 0.0013965927986829604 0.0028981530688963961 -0.035745162863070563 -0.016259545017115296 0.018913540453916536 0.021219065300246698 0.027911847547298696 -0.0049177267789292586 -0.035462810875335829 -0.024699769987087488 -0.0081455258477175392 -0.0041638887098848819 0.60578777990017019 0.077070576801288065 0.00025284745253490571 0.0075135715355350713 0.15825499768798579 +leaf_weight=1544.4469070192426 3696.6055963607505 8228.5133671164513 686.32217123825103 707.76054656971246 2931.9002770911902 2102.7893386436626 2906.6385943273781 8242.193010462448 15531.454062201083 30466.524256765842 4575.3460216224194 33781.987894270569 218.26195377111435 8170.7552533829585 63089.060500692576 1311.2920123062504 3177.7191403264296 399.23881756077753 1427.3646670244634 238.72628835588694 4437.0781501308084 149.68863304145634 938.11105922795832 2860.5683853253722 1987.4480912145227 1.6097190529108036 3.8602073267102242 3890.3205482661724 14388.713083665818 12.105846188962458 +leaf_count=95120 128033 72157 55410 14090 48588 49733 398958 158179 103615 139643 37013 131645 1440 195635 288795 339015 251554 51268 7457 2281 19766 1977 31605 24237 56608 42 87 34336 59692 133 +internal_value=0 0.000607364 -0.0258187 -0.00597005 -0.00991106 0.00050123 -0.0281082 -0.0144326 0.00164644 0.00112965 -0.00109735 -0.00256297 0.004128 -0.000255799 0.00219553 -0.022886 -0.0186139 -0.0123337 0.00671072 0.0033432 0.003308 0.00938052 -0.00169007 -0.00536817 -0.0102947 -0.00351387 0.232664 0.00653245 0.00377944 0.00764029 +internal_weight=0 212079 10025.7 28932.7 17123.2 5184.38 9339.34 11938.8 183146 166187 53793.7 42010.5 11783.2 11809.5 112393 6432.7 4888.25 3576.96 16958.8 11565 81927 3081.59 11101.8 3099.29 2931.03 1992.92 5.46993 8465.67 77489.9 14400.8 +internal_count=2798112 1606787 1191325 684577 386510 100298 1135915 286212 922210 811138 303109 203802 99307 298067 508029 736957 641837 302822 111072 97867 368386 50565 283977 26518 88342 56737 129 71349 348620 59825 cat_boundaries=0 1 2 3 -cat_threshold=48 3 12 +cat_threshold=3 8 3 is_linear=0 shrinkage=0.1 Tree=145 num_leaves=31 -num_cat=2 -split_feature=1 1 3 3 1 1 11 1 8 2 2 3 0 5 5 2 7 4 4 3 10 2 7 11 0 6 2 0 5 5 -split_gain=452.973 97.8413 88.5352 60.6254 57.5245 37.2808 28.4137 24.9951 33.4488 29.2928 27.9003 21.0778 20.3594 20.3579 81.785 119.994 36.3298 25.4508 68.5952 18.8286 17.9121 46.6705 21.6441 18.6844 18.4617 17.8101 34.5814 17.2054 16.7812 16.6029 -threshold=0.0011177395395782625 0.0058917127556804274 0.87233117386479397 0.98484788595855932 0.00010917321114347805 0.00035937869647158737 0 0.63414676870345377 67.500000000000014 0.4000045589291687 0.81387133466728434 0.90291226430769533 0.0016942162091335723 0.022497472194135493 0.024404761904761908 0.44686186268685185 0.43875000000000003 0.71307506053268777 0.71825396825396837 0.88052459584666576 1.0000000180025095e-35 0.70078020149616149 0.87083333333333346 1 0.074859727669806295 0.12310606060606062 0.14719390642647259 6.4205619695019244e-05 0.075498575498575513 0.13961038961038963 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 -left_child=3 2 13 5 -5 -1 27 8 9 -3 -11 -10 -4 20 15 -15 17 -16 -19 -7 -2 22 -22 -23 -25 -24 -27 -6 -20 -13 -right_child=1 7 12 4 6 19 -8 -9 11 10 -12 29 -14 14 16 -17 -18 18 28 -21 21 23 25 24 -26 26 -28 -29 -30 -31 -leaf_value=-0.051990835864490416 -0.017791477484363914 0.0028503748122646268 0.015171627621838636 -0.048853759602612075 -0.18000226943640985 -0.036519483503472436 0.0074138189813796641 -0.0012473774620663503 0.005820434523928603 -0.0061304156483789601 0.012656714270855018 0.016890202943718 -0.00059792530944107088 3.4694191212176122 0.054791658455121156 -0.075549498493985734 -0.028577733587456619 1.6918991533579875 0.51055159609097156 -0.018705824607844129 -0.019772753097805382 -0.0019092227966023825 0.039528016965821589 0.11132077861272283 0.025548092636641453 -0.075452667609587742 1.8884680086361916 -0.023250945907215437 -0.014949447816992404 0.071283683954380561 -leaf_weight=1069.6875162447177 5609.3462902859319 41092.058730287012 1165.2046953295358 344.12985283855232 7.1433000298638936 1549.3728841730626 856.49983946622524 15257.145624235272 19368.404530064669 6693.2129342509434 896.33412336744368 1112.2338670678437 2753.1086976851802 0.16925840452313323 74.307328122202307 0.21907290210947394 84.838974047685042 0.33936217753216569 0.96700036525726352 961.61102310544811 595.48488391912542 65.343334939097986 58.230863259639591 59.278248148038983 43.515646970830858 0.2170821730978777 0.15274645341560245 354.81303997081704 1.6353998919948933 59.098166510462761 -leaf_count=442205 649974 562244 117376 388160 2413 369080 373474 49341 254273 169480 28778 24696 241751 22 7514 24 8878 34 6 239247 68566 6364 6664 5454 4577 29 17 175490 152 885 -internal_value=0 0.00128434 -0.0078136 -0.0291853 -0.0127503 -0.0363574 -0.00255362 0.00241647 0.00322403 0.00179617 -0.00391163 0.00660822 0.00409153 -0.0148879 0.0200707 1.46956 0.016598 0.0662123 0.354693 -0.0296975 -0.015771 -0.00198699 -0.0140663 0.0450037 0.0683605 0.0439215 0.735685 -0.0256362 0.180316 0.0196346 -internal_weight=0 94990.8 10512.4 5143.26 1562.59 3580.67 1218.46 84478.5 69221.3 48681.6 7589.55 20539.7 3918.31 6594.05 162.476 0.388331 162.088 77.2491 2.94176 2510.98 6431.57 822.223 654.086 168.137 102.794 58.6007 0.369829 361.956 2.6024 1171.33 -internal_count=4197168 2207099 1117402 1990069 939537 1050532 551377 1089697 1040356 760502 198258 279854 359127 758275 16630 46 16584 7706 192 608327 741645 91671 75276 16395 10031 6710 46 177903 158 25581 -cat_boundaries=0 1 2 -cat_threshold=48 5 +num_cat=0 +split_feature=1 1 0 3 1 1 3 1 8 4 5 2 5 4 4 3 1 2 4 6 2 4 0 3 0 1 3 0 8 2 +split_gain=295.088 57.6798 56.1982 55.8864 61.7987 29.1173 17.393 15.7965 15.0558 33.2702 17.5219 16.8554 14.4569 14.8326 18.7491 14.7339 19.0824 15.1065 13.5617 15.3359 50.9083 15.0789 12.7607 12.7228 12.2788 17.1672 12.1546 11.9282 18.547 14.4548 +threshold=0.0012847500000000001 0.0046759500000000008 0.0037427000000000003 0.97804150000000012 0.00011305000000000001 0.00049935000000000008 0.023572400000000004 0.81796065000000018 77.000000000000014 0.81534090909090928 0.044466403162055343 0.0012430000000000002 0.033060109289617494 0.050641025641025648 0.046536796536796543 0.91121095000000019 0.016884750000000004 0.81670920000000014 0.74709302325581406 0.078461538461538485 0.06287245000000001 0.68790584415584421 0.016652550000000006 0.87219045000000006 0.00033055000000000004 0.0002906500000000001 0.83591765000000018 0.80545445000000016 231.00000000000003 0.015134200000000002 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=3 2 -2 5 -5 -1 8 12 -4 -10 11 -11 13 14 15 16 -3 27 21 -20 -21 -14 -15 -8 -6 -26 -7 -18 29 -29 +right_child=1 7 6 4 24 26 23 -9 9 10 -12 -13 18 22 -16 -17 17 -19 19 20 -22 -23 -24 -25 25 -27 -28 28 -30 -31 +leaf_value=-0.049297736496460402 0.0081752978575220098 -0.0034451661194959981 0.027262021348658228 -0.050641663947156357 0.017475953225801515 -0.033935902394426391 -0.018082528366446936 -0.0045327809829416085 0.11051201615199123 -0.076450931201219943 1.5646812547533355 1.3120828746337652 0.0081296141883909646 -0.015128403310104495 0.17968509001029975 0.0097856586003635462 0.0027049296057764243 0.024030547702917335 0.047498316612622653 0.62884626507162722 -0.089424038418251556 -0.10108022450792264 -0.00079605941155117389 -0.0043123257342424235 -0.029300962163560512 0.0011891110154532336 -0.016771293639964172 0.031062468983930794 0.40065110595931031 0.0018122110199826188 +leaf_weight=908.8495123249013 1511.8974259444512 4977.1068590218201 45.421488403109834 315.39190504082944 276.14430878369603 1049.7318417527713 3148.7556746790651 3107.6142306625843 3.7616602799389502 0.22216852428391565 0.24331574887037277 0.14414372714236379 4495.2904877997935 738.70360102318227 5.9960529310628763 2857.6409160718322 35082.026184368879 343.50834330543876 18.13017159327865 1.9479642128571861 1.9997690478339789 12.67850957252085 3905.7732517109253 852.66027973173186 245.53900348162279 744.85161117138341 679.64718777919188 314.74693978205323 1.2516946662217368 364.71729931421578 +leaf_count=348899 129988 245135 3831 360000 144527 223508 366680 11167 463 25 4 20 35565 12442 137 64749 269356 5448 194 26 18 127 74782 67259 131705 159025 130093 6013 24 6902 +internal_value=0 0.00143603 -0.00827727 -0.0258951 -0.011034 -0.0348061 -0.0144173 0.00239703 0.0443206 0.221574 0.906873 0.469937 0.00280242 0.00229872 0.0028667 0.00284257 0.00235963 0.0031598 0.00820537 0.0863893 0.264998 0.00782247 -0.00307562 -0.0151482 -0.00117086 -0.00637003 -0.0271902 0.00295933 0.0160702 0.0153618 +internal_weight=0 61792.2 5563.11 4220.16 1581.93 2638.23 4051.21 56229.1 49.7928 4.37129 0.609628 0.366312 53121.5 48591.5 43947 43941 41083.4 36106.3 4530.05 22.0779 3.94773 4507.97 4644.48 4001.42 1266.53 990.391 1729.38 35762.7 680.716 679.464 +internal_count=2798112 1300355 568270 1497757 795257 702500 438282 732085 4343 512 49 45 720918 684988 597764 597627 532878 287743 35930 238 44 35692 87224 433939 435257 290730 353601 282295 12939 12915 is_linear=0 shrinkage=0.1 Tree=146 num_leaves=31 -num_cat=5 -split_feature=2 1 2 1 2 3 11 11 1 0 0 2 2 10 1 8 3 11 11 8 2 6 8 8 11 8 8 2 6 3 -split_gain=115.953 62.2098 153.493 55.9184 55.8936 55.942 41.747 35.8827 42.6754 50.8755 36.6034 61.6239 36.5465 36.6848 59.1244 43.6366 35.5905 35.5205 33.3113 33.1584 31.3018 28.1995 27.0431 26.7124 25.8156 25.8127 118.856 69.2465 33.0648 25.6367 -threshold=0.0040399333140823676 0.037966338457433656 0.015323723475828306 0.00079333651184721572 0.069437899836299347 0.10508000042060364 0 1 0.0010445476673847226 0.0017436928087472593 0.0098420744038845206 0.15921943746128381 0.79466548006524318 1.0000000180025095e-35 0.01093800148981444 46.500000000000007 0.068402047414194769 2 3 85.500000000000014 0.0008912670298628862 0.21370023419203749 64.500000000000014 115.50000000000001 4 151.50000000000003 157.50000000000003 0.71158331319719936 0.24837662337662339 0.23798882683105185 -decision_type=2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 1 2 2 2 2 2 -left_child=3 7 -3 20 6 -6 -4 21 10 -10 17 16 -11 15 -15 -14 -12 -9 -18 24 -1 -2 -22 -8 -7 -19 27 -27 -28 -21 -right_child=1 2 4 -5 5 19 23 8 9 12 11 -13 13 14 -16 -17 18 25 -20 29 22 -23 -24 -25 -26 26 28 -29 -30 -31 -leaf_value=-0.041107033688788992 0.0018727599394705655 -0.027934698875987426 -0.0017386464099084819 -0.027970173033729229 0.0081707037198753101 0.0039387883458475662 -0.010682717819592034 0.0046085914296737102 -0.0068507078172956107 0.00059973922291650791 0.085766515400761217 0.0019083235855410407 -0.015049018777911073 -0.016181541109834267 0.012599241841225335 -0.00066292684269446129 -0.00029914544304974631 0.0014447236713585755 -0.010890805991710023 -0.00014148470936896595 -0.0011500506861456814 0.0061344501582768496 -0.017187733044147561 -0.029076020367107741 -0.0014841578486075578 -0.045246447992632229 -0.01063176232753384 -0.19153771596658212 0.050326320207315714 -0.0098078368911718242 -leaf_weight=259.98766303426237 81204.661731933244 2229.5936978738755 5982.8894024640322 1700.1870196782984 7236.4157176166773 12371.245846360922 4839.8543518148363 56064.017215604894 10663.977444885299 271718.97374695539 41.63916490226984 27509.579731568694 2240.8685202300549 3854.6748019307852 875.98149515688419 35682.733379662037 4820.968387292698 73672.597754884977 7751.9961549192667 4552.5843836739659 3820.7730472750554 19197.245506755076 1450.5919328211457 943.49768751114607 30156.416509523988 84.476035140454769 362.28192333038896 52.443709790706635 117.95334030594677 6905.3200100362301 -leaf_count=45071 455819 46778 55953 93697 27278 48915 43770 436187 101169 1161037 220 97077 7690 12326 2832 132219 35144 609930 49922 19551 311956 94629 132780 12983 120513 1167 4879 189 1234 34253 -internal_value=0 0.000621497 -0.00208843 -0.0121092 -0.00129889 -8.57271e-05 -0.00761122 0.000963549 0.000614205 -5.78736e-05 0.00189564 -0.000745464 0.000172549 -0.00254877 -0.0108522 -0.00151299 -0.00653277 0.0027086 -0.00683845 -0.00119245 -0.007234 0.00268734 -0.00556335 -0.0136598 9.39479e-05 0.00127395 -0.019092 -0.10128 0.0043405 -0.00596709 -internal_weight=0 671135 75217.8 7231.54 72988.2 61222 11766.2 595917 495515 325037 170478 40124.2 314373 42654.3 4730.66 37923.6 12614.6 130354 12573 53985.6 5531.35 100402 5271.36 5783.35 42527.7 74289.8 617.155 136.92 480.235 11457.9 -internal_count=4197168 3613664 409994 583504 363216 250510 112706 3203670 2653222 1417273 1235949 182363 1316104 155067 15158 139909 85286 1053586 85066 223232 489807 550448 444736 56753 169428 617399 7469 1356 6113 53804 -cat_boundaries=0 1 2 3 4 5 -cat_threshold=11 16 5 40 10 +num_cat=2 +split_feature=2 1 2 9 8 8 2 1 0 8 8 11 0 0 2 1 6 4 8 11 3 2 2 6 7 0 0 8 0 2 +split_gain=78.1357 41.8804 140.273 46.2811 45.4081 42.4461 39.17 28.8976 27.5011 46.7271 27.8138 27.7909 26.7088 25.5662 65.9551 25.4575 25.2938 25.2763 24.0171 23.7219 22.6117 25.8868 22.3622 21.543 25.015 21.5316 21.3385 19.1393 19.689 26.5049 +threshold=0.0023496500000000004 0.0039355500000000003 0.016783750000000004 1.0000000180025095e-35 53.000000000000007 55.000000000000007 0.13122400000000004 0.0012847500000000001 0.87149980000000016 79.000000000000014 195.00000000000003 0 0.32563280000000006 0.026171450000000002 0.06287245000000001 0.0071217500000000005 0.37689393939393945 0.18634259259259262 33.000000000000007 1 0.076138600000000015 0.016223500000000005 0.00083315000000000006 0.3816526610644258 0.54446640316205541 0.25874335000000004 0.9014118000000001 33.000000000000007 0.63874180000000014 0.24394055000000003 +decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 +left_child=7 8 5 6 15 -3 19 22 10 11 13 18 -8 16 -15 26 -2 27 -10 -4 -11 -22 -1 24 -18 -19 -5 28 29 -16 +right_child=1 2 3 4 -6 -7 12 -9 9 20 -12 -13 -14 14 17 -17 23 25 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.047198331621112241 0.0014068063969866779 -0.012530064149232259 0.00084240541402702822 0.00090210433006950486 -0.02134939257971016 -0.035170314118311695 -0.00042582542925965387 -0.048506877224857109 0.025307581892181259 0.060799185409363257 0.056506564858970411 -0.01242524331693017 0.0034483677942037461 -0.014884498254629184 -0.0046355286400137658 0.012423409466249593 -0.016019990251173798 0.002145390520138873 -0.021896461459223405 -0.0051256578220118861 0.53554397262668141 0.12567409804661953 -0.010494408953685044 0.0046573305227025829 0.12264342348967334 0.013195823753701701 0.08784816278106633 -0.0028340856829931829 0.011261318374122945 0.0019764305852855925 +leaf_weight=181.27072366885841 180219.40309274138 3538.6578358104452 9036.0004037134349 3523.2338901534677 550.5857632085681 1081.0667040729895 99778.660789564252 266.34404375730082 801.36420809663832 127.84158802591264 91.167553962208331 405.17225214280188 21657.1178150177 3009.4567444771528 7971.7137165442109 5595.3587925843894 21.555577302351594 6203.886832088232 124.53658747300506 25344.159754153341 2.1062015220522872 5.7417077645659447 1969.4654364259914 25069.695762193762 32.816618816927075 2463.4208159521222 28.454885736107826 21844.872928261757 1754.7375292181969 25316.90609651804 +leaf_count=31742 1300208 66755 60191 12319 2524 26172 345150 18115 5243 1551 971 3800 80427 23689 37525 19985 128 22341 1292 177942 22 50 227542 155384 179 9014 150 78484 6849 82368 +internal_value=0 0.000592526 -0.000641069 -0.000161353 0.00654147 -0.0178281 -0.000578522 -0.0174357 0.00135442 0.0150108 0.00128131 0.00931208 0.000265107 0.00126293 -0.000409002 0.0082203 0.0018212 0.000255524 0.0187559 -0.00355834 0.0709135 0.235674 -0.0135879 0.0047937 0.067671 0.00528614 0.00159869 -0.000510924 0.000937258 0.000393047 +internal_weight=0 445600 170133 165514 9697.63 4619.72 155816 2417.08 275466 1466.76 274000 1331.07 121436 273908 68565 9147.05 205343 65555.5 925.901 34380.2 135.689 7.84791 2150.74 25124.1 54.3722 8667.31 3551.69 56888.2 35043.4 33288.6 +internal_count=2798112 2520713 791615 698688 34978 92927 663710 277399 1729098 11958 1717140 10335 425577 1716169 260270 32454 1455899 236581 6535 238133 1623 72 259284 155691 307 31355 12469 205226 126742 119893 +cat_boundaries=0 1 2 +cat_threshold=3 2 is_linear=0 shrinkage=0.1 Tree=147 num_leaves=31 -num_cat=4 -split_feature=3 0 7 4 2 7 4 0 0 3 6 5 8 8 8 0 11 8 8 8 4 6 4 7 1 11 11 11 3 2 -split_gain=191.397 107.937 53.3758 61.9308 56.1243 65.906 49.8441 49.6886 47.4062 46.0443 39.5106 36.8167 36.6509 35.9566 33.8152 31.2373 40.687 31.1173 31.1003 40.151 29.9697 44.9713 31.2703 29.5117 29.2775 30.3204 29.2164 28.997 28.4777 28.4103 -threshold=0.090149170212289673 0.0002490607771725937 0.40967365967365971 0.093073593073593086 0.036992254768914885 0.42206477732793529 0.37321428571428578 0.005049783711097002 0.0034964886990419778 0.040999996234582288 0.057189542483660136 0.24662162162162166 235.50000000000003 94.500000000000014 73.500000000000014 0.87453036761691083 0 85.500000000000014 214.50000000000003 205.50000000000003 0.20942982456140355 0.41042780748663105 0.29289215686274517 0.11324786324786326 0.0043308924422556317 1 2 3 0.15880257157815278 0.0065639598987745152 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 1 1 2 2 -left_child=7 17 3 12 13 6 11 14 -5 -9 -8 20 18 -4 -1 24 -17 23 19 27 21 -6 -22 26 25 -11 -2 -3 -7 -10 -right_child=1 2 4 8 5 28 10 9 29 15 -12 -13 -14 -15 -16 16 -18 -19 -20 -21 22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.0038255753362966809 0.015860335195259017 0.00075066081059552148 0.0041022970267513793 0.0060791708549350447 -0.073097240763884311 -0.0026274236687488083 0.16713982783749778 -0.013571951535664983 0.037529087585410584 -0.0099691795387201118 -0.096474589402770136 -0.15450288003999557 -0.022232295839813579 0.013710189073596427 -0.010600744886625513 0.016504318924235654 -0.0044428792222100831 0.026024890778429816 0.033707478624366322 -0.058842002858826951 0.11906341773806138 0.051050942712569693 0.035766523250801832 0.018713870847035213 -0.0087916111256326462 -0.00056010756608658842 -0.0020232077402735737 -0.00087511340163713117 0.0012612913630371675 -0.0061586091175197637 -leaf_weight=8011.3774899989367 1388.898558138404 223816.02118528541 22574.766219425946 3702.050345281139 35.598414078354836 21376.267443068326 6.6397400945425025 8375.1717715486884 149.62143022194505 4768.7735370099545 39.56468078494072 8.5096840411424619 745.49919728655368 4707.3553608204238 2038.1708050370216 1414.626146722585 2649.1217092871666 1345.8444050773978 272.89306284673512 116.17665083426982 108.98121331632137 161.77699722349644 76.849207282066345 2144.9566147513688 21467.852525040507 12107.497209876776 2631.955079655163 215161.36125964113 158209.59980926663 28989.200471680611 -leaf_count=39044 69698 1100896 330264 35451 137 90053 27 74571 1257 26871 148 31 4392 76065 10958 10097 19605 79239 1581 641 418 611 290 116818 124795 69298 119785 1084736 598222 111169 -internal_value=0 0.000327132 0.00019549 -0.000390961 0.00153343 0.000892898 0.0396397 -0.00552486 -0.00458004 -0.00679624 -0.0585923 0.0512266 -7.83746e-05 0.00576008 0.000899742 -0.0054581 0.0028787 0.0122487 -4.07847e-05 -6.1759e-05 0.0557952 0.0286597 0.0846164 0.00924164 -0.00634164 -0.00322509 0.00418861 -4.62027e-05 0.000798414 -0.00593428 -internal_weight=0 687770 680259 472953 207306 180024 437.92 60832.6 32840.9 50783 46.2044 391.716 440112 27282.1 10049.5 42407.9 4063.75 7511.65 439366 439094 383.206 197.375 185.83 6165.81 38344.1 16876.3 4020.85 438977 179586 29138.8 -internal_count=4197168 3821929 3436389 2340123 1096266 689937 1662 375239 147877 325237 175 1487 2192246 406329 50002 250666 29702 385540 2187854 2186273 1456 748 708 306301 220964 96169 189483 2185632 688275 112426 -cat_boundaries=0 1 2 3 4 -cat_threshold=10 17 35 56 +num_cat=1 +split_feature=3 0 4 6 9 8 1 8 1 0 8 8 0 11 8 6 2 8 3 1 8 8 8 7 6 1 7 3 1 8 +split_gain=126.251 79.8194 37.9195 38.1668 30.4194 37.0722 29.7791 30.9964 28.7443 28.1483 27.2857 26.6719 24.818 27.6702 23.5243 22.7581 24.5748 22.1764 21.229 40.1376 25.847 20.9414 29.5026 20.6818 46.3449 22.9289 32.5435 22.6927 20.4231 27.7568 +threshold=0.076138600000000015 0.00022515000000000002 0.37668918918918926 0.063508064516129045 1.0000000180025095e-35 49.000000000000007 0.018939650000000006 27.000000000000004 0.00023215000000000003 0.0013035500000000003 157.00000000000003 79.000000000000014 0.0011298500000000002 0 47.000000000000007 0.084523809523809543 0.016223500000000005 57.000000000000007 0.14138485000000003 0.0079750500000000026 21.000000000000004 93.000000000000014 95.000000000000014 0.41277890466531447 0.15894736842105264 0.006647300000000001 0.50373134328358227 0.69317635000000011 0.32698405000000003 155.00000000000003 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=4 17 8 -4 5 6 7 9 11 -1 12 -3 -10 18 15 16 -9 -2 19 20 -14 -6 -23 -5 25 26 -25 -26 -15 -30 +right_child=1 2 3 23 21 -7 -8 14 10 -11 -12 -13 13 28 -16 -17 -18 -19 -20 -21 -22 22 -24 24 27 -27 -28 -29 29 -31 +leaf_value=0.10656729569455839 0.010300229308087189 0.0020175420544676775 -0.0013970615468477182 -0.0098381143582666301 -0.018313653662885492 -0.012214063990920657 -0.011963629355003613 0.016438921827944198 0.0034476616439983901 0.014744527830366606 -0.01813617482462072 0.010282489247828265 0.049795196674173037 -0.0011452110831781084 0.052667051823090408 -0.0086968574415193494 -0.0016948711538376012 0.029110167577150178 0.0011613443049723238 -0.0074532465794771982 0.0007393376386176753 0.19809856968193063 -0.048976120117737776 0.024129898680222684 -0.11290683550645478 -0.056858501904865612 -0.16045631708445274 -0.33447809385893734 0.0037054767962522786 0.17497425843107117 +leaf_weight=35.313014268875122 3848.0649285521358 28588.228598683607 14063.814075570554 5340.73441556748 2347.1844461038709 6428.4341625925153 3415.1744443718344 806.80247278511524 21231.913060043007 611.46696635894477 820.40101580694318 4522.2123875240795 108.18466791510582 181769.09345167596 76.694795679301023 4669.1994781531394 10138.25581009686 748.73703599441797 171212.12880694028 8664.142390191555 14923.581357456744 10.629983007907869 8.8618140183389169 106.36739767808467 26.080677434802059 104.84200066328049 10.49367664195597 5.6180087178945533 8389.1873423010111 9.4733394533395749 +leaf_count=144 204681 373318 66440 24682 17338 48781 22643 7515 264321 3705 3997 74184 416 737440 486 31894 57056 50187 668564 41267 67040 41 88 579 102 418 40 25 30682 38 +internal_value=0 0.000252099 0.000121042 -0.00417606 -0.00659934 -0.00561791 -0.00347124 -0.00169602 0.00031292 0.0197579 8.2485e-05 0.00314637 0.000119271 -6.4246e-05 -0.00258035 -0.00285172 -0.000358159 0.013364 0.000773047 -0.00203222 0.0010924 -0.0174564 0.0857677 -0.0111626 -0.0390766 -0.0229059 0.00755476 -0.152176 -0.000922403 0.00389866 +internal_weight=0 464493 459896 19658 28548 26181.3 19752.9 16337.7 440239 646.78 407128 33110.4 406308 385076 15691 15614.3 10945.1 4596.8 194908 23695.9 15031.8 2366.68 19.4918 5594.14 253.402 221.703 116.861 31.6987 190168 8398.66 +internal_count=2798112 2608421 2353553 92286 189691 172224 123443 100800 2261267 3849 1813765 447502 1809768 1545447 96951 96465 64571 254868 777287 108723 67456 17467 129 25846 1164 1037 619 127 768160 30720 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 Tree=148 num_leaves=31 -num_cat=4 -split_feature=0 0 3 10 2 0 3 4 11 7 0 11 0 1 2 2 3 8 0 3 3 0 1 11 5 4 4 11 8 1 -split_gain=857.481 183.113 104.848 95.2058 88.6049 73.0366 96.2446 69.993 64.6678 51.2092 49.6589 48.0652 56.9471 45.9407 44.9008 42.5527 42.0725 43.7833 42.686 39.1748 46.0012 37.9025 37.8903 37.3647 36.1138 51.6463 45.6369 35.6147 35.2624 33.9353 -threshold=0.0031050087009554831 0.013322705554401603 0.86805371941859011 1.0000000180025095e-35 0.80465605807389573 0.000428695964045014 0.98987421612315696 0.053489702517162473 0 0.43875000000000003 0.0013049870448905486 1 0.80717297168996105 0.0036156340303318325 0.85927092440190056 0.21557842490452858 0.15880257157815278 49.500000000000007 0.13153682083793664 0.91569757780148586 0.15880257157815278 0.0084596428177776285 0.00091098045958804149 2 0.011210487625581968 0.057189542483660136 0.060661764705882359 3 46.500000000000007 0.01716091012828792 -decision_type=2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 -left_child=3 2 4 5 21 -1 10 11 -6 -4 -7 15 22 -14 24 -3 -17 18 -18 20 -12 -2 -13 -8 25 -9 -26 -21 -24 -19 -right_child=1 7 9 -5 8 6 23 14 -10 -11 19 12 13 -15 -16 16 17 29 -20 27 -22 -23 28 -25 26 -27 -28 -29 -30 -31 -leaf_value=-0.043227763864502167 -0.021414921820617484 0.0012803586590561698 0.0041297895442895093 0.00573418768314866 0.011838671635965864 -0.037142217693593424 0.021741533463671889 0.10011819316824391 -0.01116386945611287 -0.010536680889685696 -0.0087293627903149203 -0.0052010348774711983 -0.019794287293450501 -0.0018136359736759902 0.022172211693659773 0.00060879757917575933 -0.010702202912128719 -0.002911844213220638 -0.0028382303042742913 0.0028722025172230408 -0.036430894117801038 -0.010376966605118443 0.010107998838666228 -0.010495625164728215 -0.08500936195093152 0.0030376923987633264 0.012148777468147701 -0.020477437282206825 0.0026253790554399202 0.0080891125479719654 -leaf_weight=2119.3527783773025 6808.6895997440442 56585.744764760137 8868.3836426641792 1004.9924046304077 2267.5516322590411 3212.9594048445579 482.78466748073697 54.867935687303543 2627.5915424749255 3254.2354961354285 786.97974617173895 5777.5414607264102 1889.9148564860225 5726.8018374741077 1423.4565491341054 27641.072047740221 13681.97949237749 10156.54951621592 13929.91042856127 877.57385759148747 2515.8369449293241 5728.1779691856354 6749.4557382836938 1320.5573852681555 48.735227722674608 43843.73341335915 6048.5345290433615 2579.5410301610827 94164.935358639807 3873.5105260685086 -leaf_count=632913 220141 343886 255899 79063 39946 337712 64541 304 68003 114476 40689 57248 7430 25246 11519 140104 144378 63207 60010 57123 146291 122291 31224 195943 290 210464 29151 180906 497461 19309 -internal_value=0 0.000550682 -0.00694969 -0.0239884 -0.0119167 -0.0261381 -0.0230625 0.00131088 -0.000507144 0.000192674 -0.0269068 0.000594021 0.00207838 -0.00627513 0.00465929 -0.000754113 -0.00241584 -0.00442354 -0.00673491 -0.0220419 -0.0298303 -0.0163716 0.00267493 -0.00180284 0.00416067 0.00315903 0.0113722 -0.0146012 0.00312584 0.000125372 -internal_weight=0 321151 29554.6 14900.6 17432 13895.6 11776.2 291597 4895.14 12122.6 9972.89 240177 114309 7616.72 51419.3 125869 69283 41641.9 27611.9 6759.93 3302.82 12536.9 106692 1803.34 49995.9 43898.6 6097.27 3457.11 100914 14030.1 -internal_count=4197168 2461987 820756 1735181 450381 1656118 1023205 1641231 107949 370375 762721 1389503 618609 32676 251728 770894 427008 286904 204388 425009 186980 342432 585933 260484 240209 210768 29441 238029 528685 82516 -cat_boundaries=0 1 2 3 4 -cat_threshold=3 56 12 12 +num_cat=2 +split_feature=0 1 7 8 8 7 0 2 3 0 3 0 3 2 11 8 2 3 8 8 8 4 8 2 3 8 8 11 8 8 +split_gain=580.21 119.71 67.5346 58.4959 59.6191 55.8175 59.6999 54.64 47.4567 66.4842 46.8468 43.5752 39.8836 34.9015 44.1956 32.4346 41.2036 32.3917 30.1589 28.8533 29.9429 26.8427 31.8133 26.7913 25.8163 25.4778 32.7356 25.3683 25.9719 24.4881 +threshold=0.0027529500000000001 0.0012540500000000003 0.45584415584415588 31.000000000000004 33.000000000000007 0.45584415584415588 0.048216050000000003 0.10211365000000001 0.91743345000000009 0.00070665000000000018 0.29130310000000004 0.024210950000000005 0.99131505000000009 0.61691350000000011 0 83.000000000000014 0.80731020000000009 0.98406160000000009 39.000000000000007 93.000000000000014 91.000000000000014 0.50555555555555565 87.000000000000014 0.0014907000000000002 0.076138600000000015 105.00000000000001 121.00000000000001 1 63.000000000000007 17.000000000000004 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 +left_child=2 7 8 29 5 13 -7 17 24 -10 27 -12 -11 -5 -15 18 -17 21 -6 20 -18 22 -2 -20 -1 -21 -27 -9 -29 -3 +right_child=1 3 -4 4 15 6 -8 10 9 12 11 -13 -14 14 -16 16 19 -19 23 25 -22 -23 -24 -25 -26 26 -28 28 -30 -31 +leaf_value=0.001401707964164074 -0.0032033679796812965 -0.017114753717139268 -0.036262926532390105 -2.8374853944298774e-05 0.017356376752878429 -0.012146907181648533 -0.0016465943507103056 0.011300150748151513 -0.02828415690860149 -0.010579279607688709 -0.020416314853430588 -0.006665288290598541 0.016440687492043023 0.010870058273985985 -0.00057545802440939556 0.0085877751315406627 0.056628417354747954 0.026599910131708933 0.053228183502331716 -0.027434492110633826 0.17333026127367379 0.031934233232055256 0.039845371317325629 0.0022257988330612083 -0.035817280175583166 0.1203004061610775 -0.020411206342220097 -0.011141322019838487 0.0053822933182941148 0.0086945359586142659 +leaf_weight=208.72867387719452 7843.7898945948109 378.80192834697664 3053.0263605032815 68366.644954081625 1365.8550124801695 7131.8265091469511 22487.966070275754 1062.2006997149438 1930.873515141895 2609.3770055493806 5084.0952360443771 4214.9822245165706 690.94747025379911 7215.7857884019613 6334.8802904859185 5401.3005296485499 130.59874544106424 438.8020725492388 103.18214531242847 72.266934247687459 26.435914618894458 236.3217764524743 175.50862100813538 56531.98465245124 1739.459486620035 37.435287041589618 29.611183945089579 2984.5468567032367 1396.2704735100269 12457.181640464813 +leaf_count=11632 140418 1943 417471 420457 7516 121086 98194 15853 432056 180685 130087 33591 59610 53069 46694 29887 1044 13561 1900 542 126 2939 3084 322734 110958 198 277 54011 20200 66289 +internal_value=0 0.000576813 -0.0238048 0.00141663 0.000939318 -0.000454598 -0.00417485 -0.00616251 -0.018507 -0.0135454 -0.00987059 -0.0141834 -0.00492245 0.000890576 0.00552692 0.00338008 0.0105797 0.000124851 0.00267284 0.0468848 0.0762745 -0.00128235 -0.00226121 0.00231872 -0.0318296 0.0137566 0.0581549 -0.0025024 -0.00586147 0.00793288 +internal_weight=0 211508 10232.4 188072 175236 111537 29619.8 23436.5 7179.39 5231.2 14742.1 9299.08 3300.32 81917.3 13550.7 63698.7 5697.65 8694.42 58001 296.348 157.035 8255.62 8019.3 56635.2 1948.19 139.313 67.0465 5443.02 4380.82 12836 +internal_count=2798112 1585700 1212412 1171956 1103724 739500 219280 413744 794941 672351 253742 163678 240295 520220 99763 364224 32074 160002 332150 2187 1170 146441 143502 324634 122590 1017 475 90064 74211 68232 +cat_boundaries=0 1 2 +cat_threshold=3 1 is_linear=0 shrinkage=0.1 Tree=149 num_leaves=31 -num_cat=3 -split_feature=1 1 0 3 1 1 8 1 11 5 4 5 1 8 7 8 2 6 7 8 6 4 7 0 2 11 2 11 0 5 -split_gain=397.054 64.9489 68.9691 63.5095 65.6413 47.9579 32.6517 28.1444 25.7707 23.7216 28.1447 28.766 23.2986 22.8145 20.4881 34.272 20.284 18.7657 19.2693 18.7001 18.5031 34.8186 17.6499 17.3727 24.3815 21.4214 17.4901 18.9521 16.7159 15.9814 -threshold=0.0015046515990509665 0.011370457420560686 0.012933399442740559 0.97610473474271153 0.00021976899152960803 0.00053703460107403411 46.500000000000007 0.63414676870345377 0 0.042572463768115944 0.71307506053268777 0.088932806324110686 0.0031956362415680294 67.500000000000014 0.045115332428765274 127.50000000000001 0.025485826973102307 0.17902930402930406 1.0000000180025095e-35 46.500000000000007 0.17712418300653598 0.36914203316510458 0.21583850931677021 0.20464055779332538 0.027105100372202845 1 0.29668135194831624 2 0.00077172324678339774 0.17156862745098042 -decision_type=2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 -left_child=3 2 16 5 -5 -1 -4 13 -6 12 -11 -12 -8 17 15 28 19 20 -19 -2 23 -22 -20 -3 25 -25 27 -26 -10 -7 -right_child=1 7 6 4 8 29 9 -9 14 10 11 -13 -14 -15 -16 -17 -18 18 22 -21 21 -23 -24 24 26 -27 -28 -29 -30 -31 -leaf_value=-0.047253343796920151 -0.031269558403006173 0.004406657808612633 -0.034350708368328604 -0.036557744105776301 -0.028934584217958234 -0.024986954083418864 -0.019323032119307446 -0.0013447602896640204 0.026609539961783307 0.017766050676120092 0.44316309990995512 -0.030169034791624638 -0.0066984188330860631 0.0063426391197468875 -0.011748672091899509 0.13279317334469828 -0.00088790663207324405 0.0051714584554947178 -0.041014662249119899 0.012856335731524499 -0.086969967293388531 0.32327637760447359 -0.0056767869063194054 0.022169189149529075 0.0066326843557787812 -0.00039494440270950435 -0.011778611419642929 -0.0034409543504495699 -0.0014716107370515638 0.05857431840673169 -leaf_weight=1370.170392466247 100.47555156913586 26409.947735336609 530.82951913774014 698.54484966526798 242.53309285827345 2667.9170326486928 1909.6989557342604 15248.114991515875 393.09926042798907 219.38352436060086 3.1551107559353104 2.1649648998863995 6233.0450264969841 18973.670290521346 435.87535945726995 23.935521335515659 4051.831838517217 1938.3426433363929 146.68444541050121 2176.0346007540356 3.5719493916258198 4.9161966871470213 3878.611651469022 836.62902415450662 2713.3581388406456 845.01213281136006 1560.5312994783744 5933.5799466772005 460.09291876060888 23.085952702444047 -leaf_count=524053 6864 294299 45301 676714 98265 549027 248837 49341 116557 14867 91 152 440930 193199 132307 4964 312769 26975 2345 149527 41 30 59511 9615 31249 9470 34064 64093 97282 4429 -internal_value=0 0.0013522 -0.00462481 -0.0245532 -0.0110926 -0.0320242 -0.0103005 0.00251167 0.000343091 -0.00877475 0.0232773 0.250544 -0.00965924 0.00344144 0.00592639 0.0147773 0.00335575 0.00219805 -0.00302 0.0109088 0.00301038 0.150638 -0.00696452 0.00297766 -0.000196643 0.0109604 -0.00203472 -0.000276215 0.0114665 -0.0242701 -internal_weight=0 93719.6 15226.6 6315.25 2254.08 4061.17 8898.28 78493 1555.54 8367.45 224.704 5.32008 8142.74 63244.9 1313 877.128 6328.34 44271.2 5963.64 2276.51 38307.5 8.48815 4025.3 38299.1 11889.1 1681.64 10207.5 8646.94 853.192 2691 -internal_count=4197168 1993570 1219338 2203598 1126089 1077509 750178 774232 449375 704877 15110 243 689767 724891 351110 218803 469160 531692 88831 156391 442861 71 61856 442790 148491 19085 129406 95342 213839 553456 -cat_boundaries=0 1 2 3 -cat_threshold=16 42 34 +num_cat=0 +split_feature=1 3 1 1 3 1 3 1 3 4 0 1 5 0 2 0 1 0 6 6 4 0 1 3 1 0 3 10 7 7 +split_gain=256.956 52.6206 55.9449 50.4815 48.3631 27.6359 15.8248 14.8207 14.5919 14.0307 13.2918 17.8919 15.3166 13.18 21.5488 11.9027 12.2907 11.8905 11.4045 17.629 20.6345 36.8249 54.9441 96.0721 29.5746 39.9557 58.957 12.6103 11.7167 12.5313 +threshold=0.0012540500000000003 0.97804150000000012 0.00011305000000000001 0.0045347500000000006 0.88521380000000016 0.00035245000000000008 0.023572400000000004 0.81796065000000018 0.86726935000000005 0.19522921108742006 0.0036378500000000002 0.024768400000000006 0.41428571428571431 0.17800870000000002 0.024907550000000004 0.0018787500000000002 0.00024415000000000005 0.00055775000000000009 0.16823899371069184 0.15894736842105264 0.080540540540540564 0.00021865000000000003 0.00036045000000000006 0.99657875000000018 0.00077245000000000015 0.00084365000000000015 0.9929903000000001 1.0000000180025095e-35 0.60791925465838526 0.59761904761904772 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 5 -3 4 6 -1 -2 10 -7 17 -5 12 13 -12 -15 16 -4 -6 19 28 21 22 23 -21 -22 26 -26 -23 29 -18 +right_child=3 2 15 7 9 8 -8 -9 -10 -11 11 -13 -14 14 -16 -17 18 -19 -20 20 24 27 -24 -25 25 -27 -28 -29 -30 -31 +leaf_value=-0.053521787458267439 0.037870645710355463 -0.049189067570978962 -0.014780878269470882 0.009168089012633716 0.033498757396398203 -0.034701200318026086 -0.015739305078602248 -0.0045340762092738254 -0.016674030787359045 -0.028729937945567104 0.0002009468118537916 0.0030837044492791101 0.033057568084413333 0.014419041800857299 -0.011690000718259609 -0.025387512950675553 0.019912743389487411 0.004542803724235221 -0.020527364460926067 6.3387672529747405 0.22230827143641482 -0.075656496683485397 -0.075202338118390055 -0.075084011136329773 3.223002339602477 -0.075336174826056687 0.51178053603477569 1.2179846546414561 -0.0097659723349639033 0.41023485601289428 +leaf_weight=550.60838784696534 55.952646411722526 297.71503017543 285.99455817084527 2888.6372673520818 155.19084320822731 1232.9384060914163 3457.4916620617732 3106.8596031963825 706.18972731113899 116.78100352780893 6409.6922366926447 41246.490614771843 124.44195939041674 365.87193772662431 2324.2959551033564 171.62448208546266 501.2686541484436 1645.4272712175734 109.4633790437365 0.046773523674345951 1.3445430370047686 2.9473812255309899 0.1239604854490608 0.046642267378047109 0.15158755471929897 0.17896281206049025 0.17032620520330966 0.077329435851424821 170.822947103763 0.8238799748942246 +leaf_count=241447 4514 360000 191986 51909 11951 293876 413637 11167 157465 9685 239902 291729 3317 19960 125447 38644 120367 128703 31375 23 464 817 42 32 21 32 32 28 49323 217 +internal_value=0 -0.0247579 -0.0102465 0.0012943 -0.00791426 -0.0337502 -0.0148856 0.00217997 -0.0281361 0.00485994 0.0025709 0.00219331 -0.00178807 -0.00226459 -0.00813908 -0.00093486 0.00297462 0.00703845 0.00942312 0.0142586 0.199708 0.0477655 1.30494 3.13635 0.466646 1.12254 1.78848 -0.0425834 0.0128565 0.0205532 +internal_weight=0 4032.54 1542.8 61897.1 5430.84 2489.74 3513.44 56466.3 1939.13 1917.4 53359.4 50470.8 9224.3 9099.86 2690.17 1245.09 1073.46 1800.62 787.466 678.003 5.08751 3.24209 0.217376 0.0934158 1.84542 0.500877 0.321914 3.02471 672.915 502.093 +internal_count=2798112 1486191 793403 1311921 568490 692788 418151 743431 451341 150339 732264 680355 388626 385309 145407 433403 394759 140654 202773 171398 1491 942 97 55 549 85 53 845 169907 120584 is_linear=0 shrinkage=0.1 Tree=150 num_leaves=31 -num_cat=2 -split_feature=2 1 2 9 8 8 2 2 1 8 1 3 8 3 8 8 0 8 11 7 8 10 2 6 6 11 6 8 8 8 -split_gain=97.1848 54.4552 197.575 84.0434 77.845 73.3206 43.0243 45.1398 42.8639 38.1851 37.4555 37.3949 41.6334 36.6634 65.6027 37.6754 36.5244 45.6879 39.7323 35.5698 35.4604 41.0269 35.0518 31.5943 63.9047 31.4201 28.7152 28.65 39.4636 29.5708 -threshold=0.0027129036973806094 0.0045713250446715644 0.02883138674005848 1.0000000180025095e-35 49.500000000000007 76.500000000000014 0.14719390642647259 0.79466548006524318 0.00079333651184721572 292.50000000000006 0.0084096564321017031 0.084512930347267742 115.50000000000001 0.23798882683105185 118.50000000000001 67.500000000000014 0.73747358317378942 166.50000000000003 0 0.05495169082125604 112.50000000000001 1.0000000180025095e-35 0.55655732240476607 0.33712121212121215 0.35147058823529415 1 0.47213622291021679 232.50000000000003 295.50000000000006 292.50000000000006 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 -left_child=8 9 4 6 -3 10 11 13 -1 16 -5 -4 -13 14 15 -8 23 18 -18 -19 -15 22 -22 -2 -25 -9 -14 -6 29 -29 -right_child=1 2 3 5 27 -7 7 25 -10 -11 -12 12 26 20 -16 -17 17 19 -20 -21 21 -23 -24 24 -26 -27 -28 28 -30 -31 -leaf_value=-0.010057007227561275 0.00079264132645425573 -0.0083435135694879502 0.0051215298097465533 0.0028077090443062269 -0.028652343502652323 -0.022026231559504911 0.0017023021202188897 0.00041555895532876109 -0.036272368875587921 0.054348942822954854 0.01393753066589652 -0.002477277212917091 -0.012349931463935229 0.00060257664883291628 0.0081809301177799675 -0.0081971892301451778 0.016012215405422504 0.037919216598841607 -0.0028156314071963334 0.25768329596071871 -0.00491223465139111 -0.024414579059324398 0.0059579980122508834 0.060007137503926826 0.0031737210158888428 -0.0087465748228035701 0.0091723272551954629 0.048579794970174506 -0.038069236203300647 0.25188020429860208 -leaf_weight=3080.3677957586478 353329.92697323347 9067.1624410329387 5287.8153394386172 4993.3935350254178 2982.5095057021827 780.86580127477646 42010.735158920288 6500.4014636799693 782.055489808321 135.42910436075181 7665.4481646344066 41777.258209444582 7062.913555432111 81606.05106562376 16260.567092448473 4231.6727770194411 3041.4984079003334 17.046587448567156 1773.1962283886969 12.967494985088704 17087.401620835066 937.40059997141361 3589.5874929130077 198.56959147565067 54218.295785583556 8826.5416705012321 679.56689503788948 56.924959166906774 60.454959277063608 8.1831092573702318 -leaf_count=348244 2242418 137751 32344 17547 60750 3385 136085 22883 54348 1543 27540 250102 58501 289636 55367 14569 18160 173 12391 94 67577 3792 10872 924 291829 30412 4988 1332 1440 171 -internal_value=0 0.000542745 -0.000586384 2.10962e-05 -0.013025 0.00771281 -0.000417195 0.000325914 -0.015365 0.00125808 0.00954727 -0.00287197 -0.00372553 0.000806107 0.00271753 0.000796393 0.00124065 0.00987228 0.00910555 0.132868 -0.000351315 -0.00395277 -0.00302513 0.00113809 0.00338111 -0.0048662 -0.0104609 -0.0266824 0.0201102 0.0741316 -internal_weight=0 674200 261473 249298 12175.2 13439.7 235858 181050 3862.42 412727 12658.8 54807.6 49519.7 165723 62503 46242.4 412592 4844.71 4814.69 30.0141 103220 21614.4 20677 407747 54416.9 15326.9 7742.48 3108.07 125.563 65.1081 -internal_count=4197168 3794576 1227044 1025600 201444 48472 977128 631193 402592 2567532 45087 345935 313591 577898 206021 150654 2565989 30818 30551 267 371877 82241 78449 2535171 292753 53295 63489 63693 2943 1503 -cat_boundaries=0 1 2 -cat_threshold=19 44 +num_cat=0 +split_feature=2 1 2 3 1 8 8 8 1 0 8 2 0 2 8 1 2 8 8 7 8 0 3 2 7 0 3 2 2 7 +split_gain=64.1526 35.1635 89.8947 31.4098 27.5134 24.0259 26.9278 30.969 30.0377 29.8268 29.7156 26.445 57.0515 23.9557 22.5256 21.9808 43.7062 36.4607 30.5975 30.1994 28.9458 27.8723 40.086 26.1405 23.1524 22.6243 37.271 21.4763 20.7908 19.5626 +threshold=0.0023496500000000004 0.12074455000000002 0.031331250000000005 0.062812200000000012 0.0012847500000000001 65.000000000000014 139.00000000000003 197.00000000000003 0.73778450000000018 0.091994450000000019 172.00000000000003 0.0086274500000000018 0.013911150000000002 0.21968705000000002 355.00000000000006 0.0011974500000000003 0.016223500000000005 77.000000000000014 33.000000000000007 0.8973684210526317 41.000000000000007 0.48365800000000009 0.19947455000000003 0.94500335000000013 0.88562091503267981 0.091994450000000019 0.26770345000000001 0.064859800000000009 0.00083315000000000006 0.6198686371100165 +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=4 14 5 -4 28 -3 -7 8 -8 10 -10 12 -12 -5 15 17 18 20 -17 21 25 24 29 -22 -18 -2 -27 -24 -1 -23 +right_child=1 2 3 13 -6 6 7 -9 9 -11 11 -13 -14 -15 -16 16 19 -19 -20 -21 23 22 27 -25 -26 26 -28 -29 -30 -31 +leaf_value=-0.045595797973162357 0.002279303739453517 -0.014342191069969056 0.019591731962867863 -0.00443243484647935 -0.047096660108943894 -0.042651740108049944 -0.01582194400111504 -0.053811495301987089 0.029716070787037169 0.66025805805277493 1.0586664504636722 0.15720228292178776 0.12215909462829525 0.0030477375127733186 0.060157333526933365 -0.0045105177653977429 -0.0004326647696405681 -0.0014726361981111588 -0.022168805695933397 0.0028837797070393606 0.0082080594703601659 0.0060395310327518281 -0.01761223608096182 0.053963739371884679 -0.034614037524032644 0.015250531131255129 -0.01550016820412113 -0.0014590408955909766 -0.009276467840464913 -0.0067682330174213788 +leaf_weight=171.60231456486508 117092.54041047767 2498.9444754421711 731.76571083068848 11079.17639618367 253.69826965453103 605.7188738938421 20.824406834319234 33.419800469651818 13.966562844812875 1.0826107896864403 1.1446924488991483 7.2206853087991476 1.5067228507250545 6977.9314853399992 63.818816720508039 4169.1033282727003 198423.82851764932 29485.943206132622 1283.3206418128684 40683.720796015114 5948.2914162874222 17838.814515855163 1067.791273213923 127.53750827908516 198.35888350754976 519.72516082972288 1631.2801345512271 3591.4747048616409 1933.5243885925738 1277.9978380575776 +leaf_count=31742 890531 35293 3776 65733 18115 12085 417 789 346 19 34 143 46 24085 346 84198 771481 233945 33108 167085 71125 83681 7749 730 847 1867 7844 16982 227542 6428 +internal_value=0 0.000548751 -0.00335173 -0.000718737 -0.0159863 -0.0188899 -0.0354833 0.0193645 0.0728236 0.146897 0.123583 0.256381 0.526476 -0.00154182 0.000751168 0.000742213 0.000195109 0.00169125 -0.0086667 0.000378771 0.00243567 -7.94746e-05 0.0031562 0.00916852 -0.000466801 0.00209261 -0.00807019 -0.00516096 -0.0122371 0.00518331 +internal_weight=0 445376 21972.7 18788.9 2358.82 3183.83 684.884 79.1655 45.7457 24.9213 23.8387 9.8721 2.65142 18057.1 423404 423340 268534 154805 5452.42 263082 125319 222398 23776.1 6075.83 198622 119244 2151.01 4659.27 2105.13 19116.8 +internal_count=2798112 2520713 142766 93594 277399 49172 13879 1794 1005 588 569 223 80 89818 2377947 2377601 1171559 1206042 117306 1054253 972097 887168 114840 71855 772328 900242 9711 24731 259284 90109 is_linear=0 shrinkage=0.1 @@ -3177,83 +3119,83 @@ shrinkage=0.1 Tree=151 num_leaves=31 num_cat=2 -split_feature=3 0 3 11 0 7 7 8 6 4 3 4 1 3 8 11 4 8 10 8 0 1 0 8 8 1 2 0 1 0 -split_gain=165.987 85.037 51.2066 70.9781 46.3981 46.3807 57.7155 40.8539 37.7855 44.7825 73.2202 39.8621 37.3525 36.7098 35.7437 32.9768 30.9378 32.3832 48.7805 46.529 32.9104 31.4639 40.8471 43.1901 31.6019 30.2766 38.7126 29.8891 29.4979 29.1791 -threshold=0.073605989979258185 0.00029561080885979243 0.21195072676701321 0 0.16087931935757374 0.43875000000000003 0.43019480519480524 37.500000000000007 0.15849282296650721 0.24795081967213117 0.91883611914952035 0.060661764705882359 0.00010917321114347805 0.029463672593579859 85.500000000000014 1 0.14434523809523811 73.500000000000014 1.0000000180025095e-35 70.500000000000014 0.16886318869758535 0.0084096564321017031 0.4384879806401259 46.500000000000007 70.500000000000014 0.0028901651951811582 0.064018043864392846 0.84141358868483651 0.27317485067352615 0.30251845618472167 -decision_type=2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=13 14 3 25 -5 6 -4 -6 -8 11 -11 -10 -7 -1 15 -2 17 18 21 29 -21 22 23 -15 -24 -3 -27 -9 -14 -20 -right_child=1 2 5 4 7 12 8 27 9 10 -12 -13 28 16 -16 -17 -18 -19 19 20 -22 -23 24 -25 -26 26 -28 -29 -30 -31 -leaf_value=-0.016734072747193074 0.015088842078738464 0.0074401470291179149 -4.8965009669315393e-05 -0.00097664206389610282 0.017614402243881305 0.012349811278903427 0.10826433851769508 -0.0059812015842518928 -0.16288932113969781 -0.094740195192141177 -0.46093635775659608 0.049406391901709562 0.0014730800540115 0.019446908972728411 0.02284565884547176 0.0018152243374025528 -0.011679420091668858 -0.010027512733120381 -0.0032096817617757057 0.34128827180559879 0.050386053816845716 -0.0063420598983719842 0.015741043607281437 -0.001560519279013747 0.210444579270327 0.011363277761001702 -0.0022397821830147792 0.0074244641308121272 0.0096026027076615318 -0.019506808034501385 -leaf_weight=3108.8267880799249 2976.1053453204222 10172.48296558857 391092.96797516476 65895.540640071034 779.07787334173918 3359.6388565283269 12.026921335607765 44312.997372560203 11.532306998968123 84.066198334097862 5.8394074086099854 37.949954248033464 160643.96688752994 1072.372972689569 1669.6306467168033 5042.4713365426287 6573.2872872054577 7221.2809324674308 1936.9598308056593 6.0153516158461597 11.001886934041975 6018.813678406179 1722.828419201076 11200.881629131734 8.3766714483499509 2564.0096250623465 11366.392555512488 1728.0221901461482 4590.9081723093987 2538.3561547994614 -leaf_count=32618 146047 39927 1967241 262792 3381 64065 80 198528 38 280 63 168 835148 5291 95481 225510 48784 49046 12055 33 76 36395 10794 63183 51 10551 46812 9764 14532 18434 -internal_value=0 0.000230192 0.0001008 -0.00163345 -0.0026866 0.000524632 -7.28633e-05 -0.0050938 -0.0618003 -0.0764741 -0.118525 -7.11234e-05 0.0019112 -0.00628326 0.00953448 0.00676283 -0.00543519 -0.0041419 -0.00240824 -0.0118257 0.153216 -0.000295386 0.00230334 0.000275 0.0166831 0.00329127 0.000263977 -0.00547806 0.00169895 -0.0124533 -internal_weight=0 706346 696657 136819 112716 559839 391244 46820.1 151.415 139.388 89.9056 49.4823 168595 41419 9688.21 8018.58 38310.2 31736.9 24515.6 4492.33 17.0172 20023.3 14004.5 12273.3 1731.21 24102.9 13930.4 46041 165235 4475.32 -internal_count=4197168 3920408 3453370 571755 474465 2881615 1967870 211673 629 549 343 206 913745 276760 467038 371557 244142 195358 146312 30598 109 115714 79319 68474 10845 97290 57363 208292 849680 30489 +split_feature=3 0 7 4 7 5 4 1 2 3 4 6 1 3 11 4 5 3 8 8 8 8 11 0 1 2 2 8 8 3 +split_gain=104.382 62.9449 33.8346 48.2525 47.5902 50.8426 44.3284 41.685 34.4711 30.0382 29.3412 40.5021 28.6531 27.976 26.2801 23.7283 22.8608 22.5833 22.3285 22.8416 29.419 21.2242 22.5981 21.1591 31.0982 21.1074 20.0022 27.0244 51.9915 19.5591 +threshold=0.076138600000000015 0.00023255000000000001 0.40967365967365971 0.07634032634032635 0.42365967365967372 0.23443223443223446 0.34698996655518399 0.00013095000000000004 0.040235400000000011 0.11919950000000001 0.20942982456140355 0.41042780748663105 0.0079750500000000026 0.030517350000000002 0 0.29289215686274517 0.081666666666666679 0.43533370000000005 157.00000000000003 143.00000000000003 137.00000000000003 57.000000000000007 1 0.80545445000000016 0.0028593500000000005 0.007062800000000001 0.87551745000000014 103.00000000000001 105.00000000000001 0.14955305000000005 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 +left_child=13 21 3 18 5 6 10 -6 -5 -9 11 -4 -8 -1 -15 17 -17 -12 19 20 23 22 -2 26 -25 -16 -3 -28 -29 -10 +right_child=1 2 4 8 7 -7 12 9 29 -11 15 -13 -14 14 25 16 -18 -19 -20 -21 -22 -23 -24 24 -26 -27 27 28 -30 -31 +leaf_value=-0.016923717297766303 0.020458297308900589 -0.00028285152303744076 -0.078420398218897097 0.0052101416842411808 0.011881943676143335 -0.18095024002284377 -0.084878622625218503 -0.0040089906594513985 -0.012677232690191645 0.0014665494767336187 0.18530496518111139 0.055852156637540264 0.052927671976613716 -0.002211650757589573 0.015934256328201491 -0.024850748659355885 0.12428947565401081 0.08379525726460238 -0.021023630412654811 0.035435056956885085 -0.060639868956738223 0.026863000907915959 0.0039009566507630608 0.046138789737409702 0.0058267013675143099 -0.0093023954003273578 0.0045722668885929511 0.21302391321041206 -0.019094568078813948 -0.0048122699033423784 +leaf_weight=2173.1482318080962 1156.4463783851825 286298.3552982714 27.66859638504684 2958.9308920316398 3633.1724129281938 10.303487353026865 38.644356963224709 10890.032623238862 3930.8001674488187 125246.81803607335 36.263445615768433 119.4464718522504 24.75214010477066 14256.540300145745 341.15834666416049 26.071150064468384 16.966371528804302 55.396724076010287 509.98493858240545 180.96933447569609 80.254738850519061 768.10653603542596 2865.5791140296496 219.73145577311516 1482.3909717351198 11603.341759819537 7264.1014974713326 17.948836907744408 20.869684100151062 16165.852482505143 +leaf_count=22521 64721 1440867 132 28790 79189 45 184 51830 20362 617832 142 612 104 87512 3323 116 81 354 3021 1065 442 52572 149223 966 7536 76335 30855 68 95 57217 +internal_value=0 0.00022723 0.000108284 -0.000460474 0.00140361 0.0379445 0.0444779 0.00131067 -0.00486692 0.00102854 0.0614741 0.0305989 -0.0310744 -0.00602072 -0.00511641 0.0951956 0.0339437 0.123955 -0.000117341 -8.12677e-05 -0.000103027 0.0116311 0.00872223 -8.6575e-05 0.0110307 -0.00857441 -0.000151026 0.00501696 0.088232 -0.00635062 +internal_weight=0 464046 459256 319130 140126 355.513 345.209 139770 23055.6 136137 281.813 147.115 63.3965 28374.2 26201 134.698 43.0375 91.6602 296075 295565 295384 4790.13 4022.03 295303 1702.12 11944.5 293601 7302.92 38.8185 20096.7 +internal_count=2798112 2608421 2341905 1591284 750621 1770 1725 748851 106369 669662 1437 744 288 189691 167170 693 197 496 1484915 1481894 1480829 266516 213944 1480387 8502 79658 1471885 31018 163 77579 cat_boundaries=0 1 2 -cat_threshold=8 35 +cat_threshold=3 3 is_linear=0 shrinkage=0.1 Tree=152 num_leaves=31 -num_cat=5 -split_feature=0 0 11 7 3 10 9 8 2 0 3 0 3 2 2 2 3 1 8 7 1 11 11 3 3 1 0 11 11 8 -split_gain=747.166 165.154 93.9516 90.9294 82.8905 74.8031 90.7076 80.8381 72.9788 82.6773 60.7268 57.3036 58.0537 53.6215 51.3252 49.9346 42.8973 42.5733 42.4596 50.8152 38.4357 45.1276 38.1282 37.8193 37.0726 36.5176 48.9469 35.4679 34.6528 34.2924 -threshold=0.0029382497215850959 0.010458926350996166 0 0.45584415584415588 0.94386509177857814 1.0000000180025095e-35 1.0000000180025095e-35 124.50000000000001 0.086025323511293675 0.00054011089276648206 0.99185963469390426 0.037814444418972644 0.91883611914952035 0.042878684528247273 0.85927092440190056 0.0013188303615532309 0.18372157608722781 0.023923340047244914 46.500000000000007 0.18465909090909094 0.0043308924422556317 1 2 0.8496122951674806 0.90945545820666018 0.001374524572574372 0.014623776590740602 3 4 46.500000000000007 -decision_type=2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 1 1 2 -left_child=3 2 24 8 14 7 18 11 9 -1 27 12 16 -8 23 -13 -3 -15 19 22 -17 -22 -7 -4 -2 28 -27 -11 -9 -18 -right_child=1 5 4 -5 -6 6 13 25 -10 10 -12 15 -14 17 -16 20 29 -19 -20 -21 21 -23 -24 -25 -26 26 -28 -29 -30 -31 -leaf_value=-0.031212173545465596 -0.024211061627661432 0.0014560037268137802 -0.014808326324254507 -0.035393460181933671 0.0091153241051309779 0.027239316358332849 -0.01951303333585977 0.011230166023639005 -0.032454397987757011 0.0027528379851883382 0.015364028897044199 0.057164344641851605 0.0081165289517775522 0.0025581758210269888 0.0054601476409208739 -0.0015985793067733282 0.0077198901590391032 -0.012513832331728729 0.0068130488496832009 0.049002193729210317 -0.00079869231379748598 0.0028241107096686007 0.00149937057154705 -0.0019500637375004821 -0.0091197210599228383 0.072622335507405142 0.012014675494007233 -0.017367015745819902 -0.026133542131704053 -0.0077368526864531051 -leaf_weight=1796.3915637537866 3774.5338222766295 8274.8231496401131 6968.4130093045533 4250.9656776853808 3916.1784452088177 1071.7061840519309 1420.2256474494934 491.81597635522485 2522.5565489996225 1228.5963119694497 1033.0529796150513 156.77424873784184 3871.1988580357283 15188.557580143213 2466.9612111737952 53359.898480329663 1525.7978322636336 2137.904467727989 28081.675357688218 489.13588672503829 53549.684028599411 96053.678530849516 1244.9829735606909 3405.2267607515678 2862.0647120564245 136.06597767397761 6440.445284884423 3063.5658516990952 484.24957000464201 24217.384449671954 -leaf_count=484638 130410 103380 203449 590658 114366 4247 9745 4881 158604 95942 117539 2589 65706 65044 52289 285099 18454 9789 127110 2193 244447 420703 4987 102910 120365 2466 31084 255790 4408 363876 -internal_value=0 0.0004755 -0.00761542 -0.0232089 -0.00361809 0.00111023 0.00465457 0.000402477 -0.0178382 -0.012661 -0.00640296 8.32339e-05 -0.00348697 -0.000832749 -0.0075044 0.000749205 -0.00480743 0.000698447 0.00798502 0.0197145 0.000705629 0.00152748 0.0135308 -0.0105875 -0.0176762 0.0105898 0.0132686 -0.0116419 -0.00745956 -0.00682073 -internal_weight=0 321589 23393.4 13895.1 16756.8 298196 49634.2 248562 9644.16 7121.61 5325.22 241009 37889.2 18746.7 12840.6 203120 34018 17326.5 30887.5 2805.83 202963 149603 2316.69 10373.6 6636.6 7552.58 6576.51 4292.16 976.066 25743.2 -internal_count=4197168 2493997 723789 1703171 473014 1770208 223115 1547093 1112513 953909 469271 1504254 551416 84578 358648 952838 485710 74833 138537 11427 950249 665150 9234 306359 250775 42839 33550 351732 9289 382330 -cat_boundaries=0 1 2 3 4 5 -cat_threshold=48 24 21 12 42 +num_cat=3 +split_feature=0 1 10 0 3 4 3 11 8 7 8 2 0 0 10 2 8 2 0 11 3 11 2 8 2 8 3 0 8 8 +split_gain=506.753 84.3909 82.2947 70.4627 67.2899 50.3904 49.8393 46.5237 42.4491 39.3676 41.1199 38.3309 36.0194 34.6167 32.5017 31.122 31.4441 30.1609 44.2648 38.1817 34.893 28.457 27.4539 26.4755 25.0846 46.6168 22.5171 48.8676 37.0942 37.3302 +threshold=0.0040793500000000007 0.0012540500000000003 1.0000000180025095e-35 0.00119625 0.92320885000000008 0.054093567251461992 0.15383465000000002 0 31.000000000000004 0.11324786324786326 71.000000000000014 0.73516160000000008 0.80545445000000016 0.097212550000000023 1.0000000180025095e-35 0.95492530000000009 77.000000000000014 0.037844800000000005 0.00025495000000000004 1 0.99193210000000021 2 0.027503300000000005 31.000000000000004 0.82608820000000016 79.000000000000014 0.73795090000000008 0.040085800000000012 129.00000000000003 135.00000000000003 +decision_type=2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 +left_child=2 14 3 17 6 9 7 -5 -6 12 13 -7 15 22 -2 26 -17 18 -1 20 -20 -10 -11 -16 -12 -26 27 -3 -28 -30 +right_child=1 5 -4 4 8 11 -8 -9 21 10 24 -13 -14 -15 23 16 -18 -19 19 -21 -22 -23 -24 -25 25 -27 28 -29 29 -31 +leaf_value=-0.047624318446618567 -0.0067487936040968727 -0.0044248412651570895 0.0072864977506950437 0.013941267727929522 0.038615486955095826 0.0038460818019407325 -0.030368407475032978 -0.029502355927765674 0.0021606968652655894 0.010459452408533652 0.0016640052265551597 0.015428688149199361 -0.0050844255825125825 -0.0014764949785871413 0.038702804742823872 0.029875189180435153 0.2442874770229535 -0.046885514704454782 -0.0199563887884407 -0.030667749347310026 0.016633014295466222 -0.015624479108352355 -0.010213587027553374 0.0021688475781501439 0.098730551013756385 0.012549038755111827 0.0055124253814030234 0.002329983075822183 0.33083277091909591 0.058003414042716486 +leaf_weight=805.89852764550596 18432.260458461707 12344.747861012816 1097.7575913963374 566.23702319618315 199.04113919101655 29749.459850847721 3290.6187765561044 421.50224789883941 1468.7965248278342 688.73618931509554 11567.214936930686 3160.7342835096642 7546.9021584019065 17192.694415528327 216.53292131796479 275.83066361770034 7.013653013855218 970.26683313213289 715.27634136239067 1638.6584041777824 410.04237179079792 2318.916487707058 9544.9958679657429 2363.269657002762 70.099699687212706 599.81258335709572 12793.886875247583 80880.831427283585 5.4652270488440982 60.887940526008606 +leaf_count=292385 295782 160916 66890 24580 9577 145994 178119 21613 86333 12157 63772 21350 32413 66872 1598 1989 79 89710 96516 278802 90050 132247 118980 22935 644 5517 150759 329113 40 380 +internal_value=0 0.000730579 -0.0189903 -0.0212429 -0.015745 0.00140751 -0.0244551 -0.00475516 -0.00639789 0.000646578 -0.00206673 0.00495849 0.00159131 -0.00421746 -0.00527742 0.00206495 0.0351919 -0.0312516 -0.0270024 -0.0209896 -0.00656564 -0.0087633 -0.00882228 0.00523529 0.00275358 0.0215671 0.00197663 0.00143552 0.0058992 0.0804752 +internal_weight=0 207501 13903 12805.3 8265.11 186489 4278.36 987.739 3986.75 153579 39663.6 32910.2 113916 27426.4 21012.1 106369 282.844 4540.14 3569.88 2763.98 1125.32 3787.71 10233.7 2579.8 12237.1 669.912 106086 93225.6 12860.2 66.3532 +internal_count=2798112 1431290 1366822 1299932 452469 1110975 224312 46193 228157 943631 267942 167344 675689 198009 320315 643276 2068 847463 757753 465368 186566 218580 131137 24533 69933 6161 641208 490029 151179 420 +cat_boundaries=0 1 2 3 +cat_threshold=3 12 12 is_linear=0 shrinkage=0.1 Tree=153 num_leaves=31 -num_cat=2 -split_feature=1 1 3 3 1 1 11 1 5 1 0 3 5 6 4 6 5 3 11 0 0 0 8 2 0 5 5 7 4 6 -split_gain=349.368 74.2954 74.4303 54.616 49.1684 35.3385 23.2547 22.1918 27.4741 22.8617 34.7364 18.9495 18.133 32.4517 71.1828 36.0611 50.2579 17.5968 17.5557 19.2657 16.431 16.1588 24.5394 70.0152 15.9397 15.6788 23.1889 67.0194 39.399 25.8999 -threshold=0.0011177395395782625 0.0045713250446715644 0.87233117386479397 0.98484788595855932 0.00010917321114347805 0.00035937869647158737 0 0.8086606972296565 0.033060109289617494 0.022479227097539963 0.012933399442740559 0.022992613841957579 0.037386443046820407 0.14007994186046516 0.20294117647058826 0.2561121049493143 0.033908045977011504 0.88052459584666576 1 0.00087441659771974147 0.0098420744038845206 0.00050540279666717251 37.500000000000007 0.011833573451832486 0.1041489267472484 0.038711288711288719 0.045983086680761107 0.31866537717601556 0.11237373737373739 0.36939571150097467 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 2 11 5 -5 -1 -6 8 9 10 18 -2 13 14 -10 -15 -17 -7 -3 -20 -9 22 23 -4 -23 -14 27 -27 29 -29 -right_child=1 7 21 4 6 17 -8 20 12 -11 -12 -13 25 15 -16 16 -18 -19 19 -21 -22 24 -24 -25 -26 26 -28 28 -30 -31 -leaf_value=-0.049606763491014727 0.043083778569509443 -0.0077286096581039333 0.029256458014145222 -0.046000169803107401 -0.022966868653628736 -0.033829026049964121 0.007390467385543927 0.0058440009477133126 -0.082609556882578913 0.0026534164842290792 -0.004965097746609165 -0.016136432047352565 -0.085554230494003833 -0.063304195373639849 0.58871749203329304 -0.07878396833687612 0.54001212834285273 -0.016147289138337143 0.0423258767964277 0.0070582911922362733 -0.0077178399215792701 0.0020893844434910032 0.029227843701758151 1.7065638206374212 0.87052104083101678 0.5418949727669764 0.007760096800742404 0.29427519688205239 0.0081610872420739416 -0.079498170736221702 -leaf_weight=971.79719396730798 54.62091701477766 796.12296489439905 0.95420001610182115 312.46416033303831 346.10875442398537 1449.2580773636 856.50036232418643 1167.696890681982 2.8608774086460498 60300.877014761791 10188.486660842784 5019.3793036662973 17.836424071807414 12.995114970486613 3.5262541491538286 2.4935673018917432 2.771196074783802 920.21778886893298 162.18972306232899 3443.1555502498522 3802.5697466731071 3041.1775327161886 188.86855865793768 0.33667622366920114 0.21136816870421071 2.8540123533457509 6794.8920183284208 8.83329865708947 49.970058640930802 2.3463032431900492 -leaf_count=442205 6735 34450 113 388160 177903 369080 373474 4340 50 489245 507235 639178 320 308 31 66 18 239247 6419 124691 13212 301080 22898 37 19 42 55657 116 778 61 -internal_value=0 0.00109119 -0.00794417 -0.0264071 -0.0106584 -0.0335482 -0.00147584 0.00195612 0.00235036 0.001794 -0.00175802 -0.0154989 0.00838779 0.0940079 0.288022 0.0261437 0.24693 -0.0269621 0.0056657 0.00862092 -0.00453167 0.0039179 0.0321977 0.466719 0.00214974 0.00808092 0.00832442 0.0682348 0.0461279 0.21583 -internal_weight=0 95068 8305.55 4856.35 1515.07 3341.27 1202.61 86762.5 81792.2 74890.8 14590 5074 6901.38 24.647 6.38713 18.2599 5.26476 2369.48 4401.47 3605.35 4970.27 3231.55 190.159 1.29088 3041.39 6876.73 6858.9 64.0037 61.1497 11.1796 -internal_count=4197168 2207099 970060 1990069 939537 1050532 551377 1237039 1219487 1162040 672795 645913 57447 473 81 392 84 608327 165560 131110 17552 324147 23048 150 301099 56974 56654 997 955 177 -cat_boundaries=0 1 2 -cat_threshold=48 16 +num_cat=1 +split_feature=1 1 3 3 1 1 0 0 6 11 3 10 2 3 2 4 8 3 0 8 8 0 2 3 5 0 0 6 2 6 +split_gain=229.87 46.8371 55.3885 41.9799 46.3111 27.8792 20.3916 16.7449 18.1993 14.415 24.9591 14.3798 37.2237 22.0893 24.0486 20.4469 13.3574 13.0754 16.6991 16.1369 34.3564 36.8673 39.9591 18.8784 16.5147 26.8544 13.6703 26.7459 37.4859 50.756 +threshold=0.0011435500000000003 0.0042830000000000012 0.77740595000000001 0.95675315000000005 0.00013485000000000003 0.00049935000000000008 0.007726300000000001 0.0018787500000000002 0.051315789473684217 0 0.84700560000000014 1.0000000180025095e-35 0.67117330000000008 0.023572400000000004 0.0036529500000000007 0.24795081967213117 83.000000000000014 0.038792750000000008 0.0068591000000000008 43.000000000000007 35.000000000000007 0.061186750000000005 0.76666165000000008 0.30000145000000006 0.088932806324110686 0.070825950000000013 0.11459555000000002 0.49285714285714294 0.73516160000000008 0.78174603174603186 +decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=3 2 11 5 -5 -1 -4 8 -6 10 -3 -2 13 14 -13 -16 -12 18 -14 20 24 -22 -23 -21 26 -26 -19 -28 29 -29 +right_child=1 9 6 4 7 -7 -8 -9 -10 -11 16 12 17 -15 15 -17 -18 19 -20 23 21 22 -24 -25 25 -27 27 28 -30 -31 +leaf_value=-0.052945519241779426 -0.019759125465003316 -0.0022601598155744286 0.0088828171617023038 -0.044811327571457456 0.0051092357327365365 -0.026588026087450353 -0.011639309604677885 -0.026373665580601086 -0.027343021479894172 0.0028851849923478895 0.0094918987093741795 -0.075705898615523848 0.12130831098459677 -0.022420952706215708 0.62960049175091815 -0.075546165404073426 0.062713022987051517 0.11565047391069661 -0.040403139011115426 -0.037817568048408086 -0.075722268245971308 0.42165505266521547 2.4161892797347022 0.95656558643743539 -0.075648609506318854 1.2974234531135538 -0.029883766186617602 1.9386102498202804 -0.075516019083016431 0.19075539972799296 +leaf_weight=612.70615259069018 2555.0207505848957 12669.410087158438 1779.17125422135 393.42684451511013 964.09174001548672 1163.0812354171649 665.20673780050129 324.39450048049912 210.54857501073275 42600.529102373868 1508.5007161581889 1.5393630752805614 8.5255127600394172 256.34216705826111 1.5596403419040146 0.55845899693667878 48.679465850815177 40.768582633696496 25.442974102450535 13.234115810366344 0.28081187140196462 0.20112784160301089 0.20065699703991413 0.19371775817126113 0.27899687830358644 0.29101215209811926 15.312256237957628 0.2979039680212725 0.7158042574301362 0.37562862364575267 +leaf_count=250577 329269 153268 151878 444586 318764 274629 66842 76746 76961 579840 31066 180 289 32507 138 64 801 4033 2236 1498 24 22 19 14 28 16 1650 38 82 47 +internal_value=0 0.00112194 -0.00780901 -0.0246387 -0.014276 -0.0356822 0.00329798 -0.00626185 -0.000707674 0.00196518 -0.000791167 -0.0171032 0.00143154 -0.0189393 0.22508 0.443681 0.0111557 0.0513416 0.000183686 0.0754267 0.0980414 0.803356 1.41775 -0.023472 0.0897464 0.625359 0.084434 0.00823456 0.428347 0.963833 +internal_weight=0 62192.6 5365.52 3668.25 1892.46 1775.79 2444.38 1499.03 1174.64 56827.1 14226.6 2921.14 366.119 260 3.65746 2.1181 1557.18 106.119 33.9685 72.1506 58.7228 0.682597 0.401785 13.4278 58.0402 0.570009 57.4702 16.7016 1.38934 0.673533 +internal_count=2798112 1355849 590874 1442263 917057 525206 218720 472471 395725 764975 185135 372154 42885 32889 382 202 31867 9996 2525 7471 5959 65 41 1512 5894 44 5850 1817 167 85 +cat_boundaries=0 1 +cat_threshold=2 is_linear=0 shrinkage=0.1 Tree=154 num_leaves=31 -num_cat=1 -split_feature=2 6 6 1 2 2 7 7 6 4 9 8 1 2 8 1 8 2 3 8 10 8 10 0 11 8 7 1 6 1 -split_gain=81.5032 46.6208 146.858 65.4432 92.6772 45.9344 38.791 68.2391 38.9821 56.4003 42.4642 38.6887 37.3662 102.941 49.6997 44.4516 43.8503 34.9274 33.6213 61.0864 50.6327 35.1763 46.0143 34.0943 32.8066 32.1533 31.6588 30.0855 29.7028 29.4411 -threshold=0.0020496917125500552 0.32916666666666672 0.32037735849056609 0.19986569843036534 0.015323723475828306 0.24387126850470461 0.89564428312159727 0.88562091503267981 0.044466403162055343 0.031754032258064523 1.0000000180025095e-35 163.50000000000003 0.0017234559159803595 0.023969369160783374 579.00000000000011 0.022479227097539963 49.500000000000007 0.79466548006524318 0.32463780157820338 49.500000000000007 1.0000000180025095e-35 118.50000000000001 1.0000000180025095e-35 0.16087931935757374 0 49.500000000000007 0.93933823529411775 0.23363929123040048 0.30094339622641514 0.0016844658420012506 -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 1 2 2 2 2 2 -left_child=29 2 3 6 -5 24 7 12 -8 10 26 27 28 14 16 -16 -14 18 21 23 -21 25 -23 -20 -6 -15 -10 -3 -2 -1 -right_child=1 11 -4 4 5 -7 8 -9 9 -11 -12 -13 13 17 15 -17 -18 -19 19 20 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.01462304835102133 0.0011628703351173541 0.0020217802198393641 -0.10799214908649402 -0.030787752985174045 0.00028281339730216131 0.0055909916104633908 0.0019409180371046401 -0.034046518190303923 0.018558823232686077 0.32861797802918252 0.35099451269399529 0.025205404728361899 -0.0076585048025704996 0.001007885327325211 0.13740364311016759 0.94162521390854514 -0.024384059981318176 -0.0039747557208423181 0.00092510150844225857 -0.0038458404505666102 -0.019528106496567506 0.0058483393783800566 -0.012371058071635951 -0.0042629248435589228 -0.0094804300893947414 -0.0058858394188244434 0.16840780336386876 0.014205050836962255 -0.024863739453183993 -0.052532931579509883 -leaf_weight=2072.1297075960319 181420.88660898001 102060.37298756931 125.59165608230978 1339.0128025952727 5232.3712348677218 4259.4748711884022 105199.59084130591 589.49780783616006 568.47793815331534 6.1618105396628371 3.9564966037869445 740.30581599799916 6982.3264691215008 67482.487483404577 2.2966624638065691 0.98078629747033108 2021.2863721800968 24557.645236045122 83534.03568732366 28100.378838378936 2221.5620540753007 22424.166036311537 1477.5326319374144 14931.299796521664 10077.444268722087 7519.7029305137694 14.457524023950098 2067.9541702494025 439.55518074333668 227.33048005891033 -leaf_count=269980 1358367 518073 817 29170 36099 14566 662120 4399 4057 27 18 5863 125190 237679 44 21 48099 84882 367193 134659 11979 81070 6116 64648 70694 29622 119 12311 2929 16357 -internal_value=0 0.000487811 0.000131613 0.000155419 -0.00533574 -0.0035942 0.000364357 -4.59064e-05 0.00208504 0.0276512 0.0244913 0.00242569 -6.7384e-07 -0.000766829 -0.0112716 0.378069 -0.0114133 -0.000391741 -5.29526e-06 -0.00107018 -0.00499481 0.00138134 0.00472207 0.000138388 -0.0061497 0.000316722 0.0222753 0.00226374 0.00109996 -0.0183709 -internal_weight=0 675401 570532 570407 20908.3 19569.3 549498 443706 105793 593.054 586.892 104869 443116 261256 9006.89 3.27745 9003.61 252249 227691 128787 30321.9 98903.9 23901.7 98465.3 15309.8 75002.2 582.935 104128 181860 2299.46 -internal_count=4197168 3910831 3374584 3373767 150529 121359 3223238 2556897 666341 4221 4194 536247 2552498 1191202 173354 65 173289 1017848 932966 578479 146638 354487 87186 431841 106793 267301 4176 530384 1361296 286337 -cat_boundaries=0 1 -cat_threshold=10 +num_cat=3 +split_feature=2 1 1 2 8 9 8 0 8 0 2 2 11 1 4 2 3 8 2 11 11 6 8 3 8 2 8 8 2 8 +split_gain=53.5613 40.1431 30.1952 95.7621 37.194 34.0023 47.2706 30.5308 30.6463 27.6193 51.8105 24.9951 24.0653 23.2301 22.4848 21.8834 27.0454 33.8232 25.1288 27.2093 24.9586 21.418 25.3346 20.8285 51.209 29.2946 25.4858 19.8426 30.8207 19.734 +threshold=0.0038998500000000003 0.0014110500000000003 0.0030035500000000002 0.025760150000000002 33.000000000000007 1.0000000180025095e-35 53.000000000000007 0.87149980000000016 79.000000000000014 0.026171450000000002 0.059201500000000011 0.00091015000000000009 0 0.0071217500000000005 0.093073593073593086 0.14645260000000002 0.15821550000000004 77.000000000000014 0.79745355000000007 1 2 0.37689393939393945 99.000000000000014 0.21155695000000005 79.000000000000014 0.61691350000000011 35.000000000000007 75.000000000000014 0.5098187500000001 17.000000000000004 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 +left_child=1 11 7 4 -4 15 13 9 -9 21 -11 -1 -13 -7 -12 16 20 -18 23 -20 -5 -2 -23 24 25 -17 -27 -25 -29 -22 +right_child=2 -3 3 5 -6 6 -8 8 -10 10 14 12 -14 -15 -16 18 17 -19 19 -21 29 22 -24 27 -26 26 -28 28 -30 -31 +leaf_value=-0.038811868175562092 0.0013760788049795162 -0.032592366971972424 -0.0070464261835968718 -0.0070118662599153933 -0.022550434527096565 0.0021281734686567264 -0.021256100750276893 0.013401566186849909 0.078339108727406903 -0.015773341302038345 -0.0010511030772520891 -0.017908866828535434 -0.00036709050840678443 0.011434539556894222 0.0046736883633041173 0.0030263324807722142 -0.002364562514452058 -0.011733654000810717 0.0018327102950816115 -0.0068760473998808738 0.12191321638372432 0.0042545504810247003 0.036069343219186055 0.00073221494329731929 0.0084390622031998552 -0.0019625547677014884 -0.018093378012654395 -0.0056806175435464741 0.0033157549843308744 0.0052369869923072146 +leaf_weight=224.67900579283014 168167.39039168158 666.70404915465042 6156.1702170167118 2087.5489461161196 2066.8270804937929 5184.5200256705284 629.29197200387716 983.94731451384723 78.471168849617243 2213.2374486587942 43542.094733290374 1020.4422846660018 3258.2068892874522 5557.1779709905386 8143.9139922708273 17445.738986492157 25724.882352989167 4532.0152134895325 5847.8962915241718 9268.5744882822037 14.52737685292959 23290.429604779929 253.01646418776363 63767.860890522599 11149.129375562072 10236.627128615975 1083.0876380205154 12820.208904877305 5417.2097373008728 6723.0963402017951 +leaf_count=42744 1114372 35934 90304 13403 41572 18101 2805 6604 788 18172 159716 86107 277752 19531 29638 58535 153082 37373 20160 31473 79 134607 1890 222606 37394 31164 3293 51229 16536 41148 +internal_value=0 -0.00969113 0.000546558 -0.000380955 -0.0109433 8.22939e-05 0.00538221 0.00128246 0.0181979 0.00120929 -0.000790647 -0.00630067 -0.00459345 0.00694279 -0.000149075 -0.000259892 -0.00234719 -0.00376791 0.000335395 -0.00351035 0.0025237 0.00177156 0.00459646 0.000812217 0.00268569 0.000455753 -0.00350598 -9.96617e-05 -0.00300835 0.00548043 +internal_weight=0 5170.03 442385 195712 8223 187489 11371 246673 1062.42 245610 53899.2 4503.33 4278.65 10741.7 51686 176118 39082.1 30256.9 137036 15116.5 8825.17 191711 23543.4 121920 39914.6 28765.5 11319.7 82005.3 18237.4 6737.62 +internal_count=2798112 442537 2355575 889788 131876 757912 40437 1465787 7392 1458395 207526 406603 363859 37632 189354 717475 245085 190455 472390 51633 54630 1250869 136497 420757 130386 92992 34457 290371 67765 41227 +cat_boundaries=0 1 2 3 +cat_threshold=2 12 4 is_linear=0 shrinkage=0.1 @@ -3261,270 +3203,260 @@ shrinkage=0.1 Tree=155 num_leaves=31 num_cat=1 -split_feature=3 0 3 11 8 10 1 8 4 7 1 9 8 1 2 0 1 7 5 4 6 6 1 7 5 1 0 4 8 9 -split_gain=141.272 68.2185 51.2688 60.9004 52.3291 47.5572 53.3473 46.9091 41.7155 41.4779 37.9702 34.1981 40.5755 31.9056 31.5051 29.4202 31.984 28.3382 53.2874 35.0822 35.0646 27.755 27.4798 27.1059 46.4974 26.1112 25.9984 25.7024 25.034 24.7588 -threshold=0.060667487772122074 0.0002069687648107867 0.21195072676701321 0 118.50000000000001 1.0000000180025095e-35 0.0029616329974148305 37.500000000000007 0.14434523809523811 0.40967365967365971 0.00010917321114347805 1.0000000180025095e-35 124.50000000000001 0.010498071532058379 0.0013188303615532309 0.77245734214085149 0.0028901651951811582 0.42206477732793529 0.28869047619047622 0.37321428571428578 0.077935222672064791 0.33712121212121215 2.5625387157868932e-05 0.36515151515151517 0.24662162162162166 0.27317485067352615 0.001056572891662834 0.41042780748663105 46.500000000000007 1.0000000180025095e-35 -decision_type=2 2 2 1 2 2 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=14 -2 3 15 5 7 -7 -5 -9 22 -11 -6 -13 -14 -1 16 -3 18 19 -12 -21 -10 -4 -24 27 26 -19 -25 -28 -16 -right_child=1 2 9 4 11 6 -8 8 21 10 17 12 13 -15 29 -17 -18 25 -20 20 -22 -23 23 24 -26 -27 28 -29 -30 -31 -leaf_value=-0.062026026806664539 0.011466266686176715 0.0059517153454117398 0.021512321801467275 0.01596599178125185 -0.0063968870528529663 0.010023689263306136 -0.011043227372475399 -0.00010975200282164705 -0.0045836280025525295 0.01169109616234317 0.045673608633926367 0.0069244664930523912 0.16412936137378692 -0.0011475524127468047 -0.0060136095803032955 0.018743087790540899 -0.0011057970487109905 0.0058759103028871188 -0.2053989533168239 0.079828808395553771 -0.12955034487142753 -0.0185189667032526 -2.3077066034080628e-05 -0.0041947630094763232 -0.070483089439357979 0.0089235091561010848 -0.0050273954355068932 -0.036695936648666494 0.0012262036520942015 -0.016180259257000867 -leaf_weight=104.53522015828639 5280.0092424238101 11578.908043667674 589.01843414222822 1678.4505358412862 30083.268040381372 1406.181224539876 8278.9202481508255 72721.009439252317 7682.3244417533278 3790.6513084620237 325.13005626527593 131.31534028798342 35.940112821757793 17.303280167281628 24177.521781243384 1098.7955580726266 14416.396364249289 11526.83783786837 9.4351898021996004 12.087595470249651 23.643007323145866 1755.9213054105639 388200.6763264779 3235.1628451100551 117.92002509254962 4618.2950813025236 6698.4398697577417 263.10750104440376 144320.9443767257 2658.7982461489737 -leaf_count=2737 303170 47216 17974 6702 144855 6310 39760 297095 35288 87215 1676 632 154 87 171683 5817 60775 215676 36 65 96 8551 2027504 15370 511 14616 27583 1136 635941 20937 -internal_value=0 0.000141344 5.76691e-05 -0.00157954 -0.00251934 -0.00134988 -0.00798452 -0.000583436 -0.000921528 0.000495874 0.00179404 -0.00613361 0.036781 0.110417 -0.0072343 0.00271426 0.00203778 0.0015701 0.0292033 0.0353373 -0.0587178 -0.0071762 -7.09074e-05 -0.000103353 -0.00872108 0.00150889 0.00129823 -0.0066392 0.000948826 -0.00702087 -internal_weight=0 719896 714616 150885 123791 93522.8 9685.1 83837.7 82159.3 563731 171325 30267.8 184.559 53.2434 26940.9 27094.1 25995.3 167535 370.296 360.861 35.7306 9438.25 392406 391817 3616.19 167165 162546 3498.27 151019 26836.3 -internal_count=4197168 4001811 3698641 653242 539434 393706 46070 347636 340934 3045399 982904 145728 873 241 195357 113808 107991 895689 1873 1837 161 43839 2062495 2044521 17017 893816 879200 16506 663524 192620 +split_feature=3 0 0 7 7 5 4 1 0 3 4 0 6 8 1 8 7 4 6 5 8 8 11 3 7 1 3 1 1 8 +split_gain=88.4459 50.7504 40.4049 35.126 32.6224 42.7879 31.9156 31.6488 31.162 29.794 27.7896 30.7302 27.4713 25.1075 31.1396 21.3543 20.834 18.5528 27.937 18.4316 18.1879 19.3851 18.6773 25.7548 23.5196 18.3685 17.9466 17.9169 20.0185 31.8528 +threshold=0.10623690000000001 0.00022515000000000002 0.091994450000000019 0.40967365967365971 0.42365967365967372 0.28991596638655465 0.34698996655518399 0.00013095000000000004 0.80545445000000016 0.023572400000000004 0.093073593073593086 0.0059149000000000016 0.057189542483660136 27.000000000000004 0.0058347500000000005 31.000000000000004 0.25357142857142861 0.20942982456140355 0.41042780748663105 0.057189542483660136 49.000000000000007 65.000000000000014 0 0.030517350000000002 0.06015377657168703 0.015150000000000002 0.057237950000000003 0.32698405000000003 0.0017370500000000002 81.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 +left_child=2 16 20 10 5 6 17 -6 26 -10 -3 -12 -8 14 -11 -15 -2 18 19 -5 22 25 24 -24 -1 -22 -4 28 -9 -30 +right_child=1 3 8 4 7 -7 12 27 9 13 11 -13 -14 15 -16 -17 -18 -19 -20 -21 21 -23 23 -25 -26 -27 -28 -29 29 -31 +leaf_value=0.0055779196722493202 0.0061982390763781394 -9.7950928881737975e-05 -0.016927099932182402 -0.17760606214049743 0.010730956711638038 -0.19129331961009816 0.168969849324204 0.0024742690180580831 -0.0298527610952634 0.075954210770598246 0.003867703473404341 -0.00577750464436649 -0.052898883785098133 -0.023377707315040443 0.00016047559777376688 -0.00012212776605920089 0.020806093228041202 0.08325993436571355 0.050420039535907138 0.0030328020696535011 -0.030245952593216531 -0.0043226148055864012 -0.039888454439822668 -0.002830731754087757 -0.0031257691186155241 0.012753387761183047 -0.0080899984089922664 0.0077994920257060162 0.00034389120610652717 -0.010836491085692746 +leaf_weight=8145.7209111079574 2971.1913613593206 281963.14929508371 2800.9707595296204 9.4822115898132342 3625.9322879756801 8.2354967221617681 6.2782045677304259 54753.586890205275 362.32301567867398 94.985112901777029 4113.2517651254311 16774.420205891132 50.229934787377715 419.9795552007854 126.25933417677879 6598.7069325204939 1454.1792481523007 120.43281755596399 107.90168441226706 13.971414249390362 540.82745348662138 6002.3106662631035 191.472919549793 9136.8649139329791 5016.9215732365847 121.70191607624292 12799.45694758743 4053.9625385850668 66910.83094871603 2649.0946580842137 +leaf_count=40035 161161 1422729 21913 38 81444 33 28 349103 6852 714 32368 62033 221 3253 885 49823 93704 623 562 71 3144 34257 1836 46745 25652 653 73555 14005 259640 11032 +internal_value=0 0.000343525 -0.00400439 0.000235171 0.00159445 0.0336593 0.0396684 0.00151755 -0.00711838 -0.0018686 -0.000358672 -0.00387815 -0.0282487 -0.000468135 0.0327004 -0.00151368 0.0109984 0.0549109 0.0289191 -0.0699988 -0.00152623 -0.00611439 -0.000166606 -0.00358753 0.00225881 -0.0223473 -0.00967665 0.00125731 0.00104396 -8.18984e-05 +internal_weight=0 439586 52358.5 435161 132310 316.532 308.296 131993 23202.7 7602.25 302851 20887.7 56.5081 7239.93 221.244 7018.69 4425.37 251.788 131.355 23.4536 29155.8 6664.84 22491 9328.34 13162.6 662.529 15600.4 128367 124314 69559.9 +internal_count=2798112 2488795 309317 2233930 716800 1576 1543 715224 156995 61527 1517130 94401 249 54675 1599 53076 254865 1294 671 109 152322 38054 114268 48581 65687 3797 95468 633780 619775 270672 cat_boundaries=0 1 -cat_threshold=8 +cat_threshold=3 is_linear=0 shrinkage=0.1 Tree=156 num_leaves=31 -num_cat=3 -split_feature=0 1 8 0 3 11 0 2 3 3 0 3 11 11 10 3 3 0 2 3 8 1 8 3 1 0 8 8 2 8 -split_gain=649.883 116.998 111.571 94.5781 87.8094 77.9094 71.968 70.4651 63.3595 53.5093 66.9263 50.226 49.4054 43.6368 41.1432 40.4907 39.6729 35.0485 34.8109 41.3659 39.8569 35.1137 33.6377 32.5432 42.2837 33.215 29.4996 30.9511 29.2503 83.1803 -threshold=0.0041273887758968607 0.00095221373403676761 46.500000000000007 0.0014267586133044779 0.98237130801581796 0 0.018407675514871217 0.63756515340203634 0.93959111919257265 0.9625874942094006 0.00028602097216696277 0.044111037925337951 1 2 1.0000000180025095e-35 0.86351098553883687 0.99270352084019342 0.025127174002739238 0.23804373552032301 0.14997222360328968 94.500000000000014 0.01716091012828792 43.500000000000007 0.77129420725655129 0.0044481451079654054 0.16886318869758535 46.500000000000007 76.500000000000014 0.0017203158920416509 115.50000000000001 -decision_type=2 2 2 2 2 1 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 14 -1 9 13 7 15 8 17 -4 -11 -9 16 -5 28 -7 -12 -3 -8 -20 -21 -22 -16 24 -19 -26 -17 -28 29 -2 -right_child=1 5 3 4 -6 6 18 11 -10 10 12 -13 -14 -15 22 26 -18 23 19 20 21 -23 -24 -25 25 -27 27 -29 -30 -31 -leaf_value=0.016269681916841066 -0.021740334065124198 -0.0040315817410311768 -0.045006445690350005 -0.030998557405701052 0.0052820186112300478 -0.013180074619107902 0.0017525054173422963 0.019337071571218677 0.018299658437951213 -0.045455098154974935 -0.013750111984223235 0.0059028102942231472 -0.025408070668651264 -0.014594356001082373 0.06891607227861328 0.031994732320511907 0.026130340661955354 -0.0019417878962845942 0.0014247575103444889 -0.0054904683097042346 -0.0020580895545208263 0.0091251548224893144 0.0039194607818791955 0.0090022167920587367 -0.00080704446662403751 0.0040626237895719066 -0.0076497034654656086 0.013907939820376088 -0.0080087969976468769 1.1808362161731787 -leaf_weight=859.69919234524423 2.078386764042079 10640.192617092282 1723.0502850898774 2210.5538126896136 1825.4841714655049 6649.1647756677121 68362.128817450255 3198.7880936488509 2271.881892317906 1187.9192792585964 754.99162059370428 21405.769091693684 2823.30746113637 6381.4182670563459 82.653748417273164 261.43740329891443 372.52366941038053 25635.72736261785 30806.594250973314 29082.490570824593 10370.306977991015 3849.9662476032972 2172.3021895680577 6229.1422997415066 18991.22609532997 53365.661385986954 2922.5449192440137 862.56233127787709 19588.16071153339 0.79524225741624821 -leaf_count=72276 77 195287 159336 141721 109506 160906 356167 19160 43610 435894 101837 159810 468961 334460 688 5903 76781 112520 140094 190339 55523 18015 24788 44175 113287 187642 86878 24191 357306 30 -internal_value=0 0.000571633 -0.0188911 -0.0206405 -0.014636 0.00109472 -0.000468889 0.00278424 0.00176254 -0.0297563 -0.0246428 0.00764937 -0.018385 -0.0188679 -0.00648967 -0.00838018 -0.000568827 0.00143544 0.000125 -0.00137629 -0.00336902 0.000969638 0.00630186 0.00199358 0.00154806 0.0027845 -0.000493141 -0.00273708 -0.007962 0.311058 -internal_weight=0 316752 18138.9 17279.2 10417.5 294906 153167 141738 117134 6861.79 5138.74 24604.6 3950.82 8591.97 21846 10695.7 1127.52 114862 142471 74109.4 43302.8 14220.3 2254.96 104222 97992.6 72356.9 4046.54 3785.11 19591 2.87363 -internal_count=4197168 2296396 1900772 1828496 585687 1913507 1038016 875491 696521 1242809 1083473 178970 647579 476181 382889 277878 178618 652911 760138 403971 263877 73538 25476 457624 413449 300929 116972 111069 357413 107 -cat_boundaries=0 1 2 3 -cat_threshold=7 12 48 +num_cat=0 +split_feature=0 0 7 3 10 9 8 8 3 0 1 3 1 3 0 8 8 4 8 3 2 2 2 1 2 8 7 1 10 7 +split_gain=445.239 101.045 58.2212 52.9044 47.3461 64.6674 45.1531 43.7077 42.0582 50.9348 37.7009 33.6634 31.7719 46.0258 32.6996 43.4673 34.9483 34.4384 34.1597 32.1449 30.4746 28.9154 27.5425 27.4582 31.5594 27.0522 38.0821 25.8583 25.8868 25.527 +threshold=0.0026105000000000004 0.0099322000000000004 0.45584415584415588 0.97620555000000009 1.0000000180025095e-35 1.0000000180025095e-35 83.000000000000014 31.000000000000004 0.91743345000000009 0.00070665000000000018 0.00054775000000000017 0.99131505000000009 0.00080895000000000012 0.81259965000000012 0.040085800000000012 53.000000000000007 79.000000000000014 0.069047619047619066 71.000000000000014 0.045468150000000006 0.0012430000000000002 0.037844800000000005 0.034443100000000011 0.015981700000000005 0.66095400000000015 31.000000000000004 0.18465909090909094 0.017891300000000002 1.0000000180025095e-35 0.58919961427193834 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 3 8 7 6 25 12 -2 -1 -10 -9 -11 -3 14 15 29 18 -18 -17 -20 -16 -15 -7 24 -22 26 -6 28 -12 -14 +right_child=1 4 -4 -5 5 22 -8 10 9 11 27 -13 13 21 20 16 17 -19 19 -21 23 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.030436227984955821 0.012129676391193188 -0.006602043404990929 -0.034183423946211815 0.0099507827213866432 0.013002016099193048 -0.019760900082803203 0.0098491437909663093 -0.019379903356877535 -0.025373540624025588 -0.0098282252626213651 -0.0070022161069762572 0.015411302323416663 -0.0044521523721568913 0.018546982403826996 0.059935011653329963 -0.00015839354817490808 -0.0031712360259722977 0.026143072356285508 0.16466423178920336 0.034522749888927742 -0.0017579948978390511 0.0044320037786859555 6.8553933929970989e-05 0.0022409118878347445 0.0037428738272136247 0.0068925164970808908 0.050842440386221377 -0.019642541008672052 0.01124710013968625 -0.014691557915375573 +leaf_weight=1683.0576366921887 949.49067911319435 6737.4641935955733 2725.4395947684534 1691.440354143735 1537.4482987597585 745.58027515932918 4915.6244150735438 3322.441709802486 1818.8885410607327 2395.6439293174772 9069.929662456736 677.99450847273692 9952.3381954077631 1908.8871869668365 86.444378612563014 381.00745110958815 3536.8761920239776 451.97174958884716 19.780998755246401 468.29042795300484 57561.875237472355 6054.9734922163188 11574.233269367367 53761.878778774291 12737.44153476879 18478.475280743092 321.58474736660719 1471.7712819734588 850.15160823613405 3223.2595953606069 +leaf_count=115332 21678 86234 410609 48656 5939 4695 26953 114197 432056 174531 265789 58797 119870 21247 1722 4541 40108 4654 191 5141 245525 68810 49279 221509 68553 81353 1411 41109 14219 43404 +internal_value=0 0.000460204 -0.0218942 -0.00685083 0.00111272 0.00458591 0.000411689 -0.00866513 -0.0168006 -0.0121099 -0.010007 -0.0042608 0.000115983 0.000417442 3.0736e-06 -0.00397597 0.00410941 0.000150334 0.0222805 0.0397972 0.000581065 0.00781528 -0.0011315 0.000539708 -0.0007613 0.00804933 0.0195478 -0.00727337 -0.00543825 -0.00695711 +internal_weight=0 211811 9301.02 17355.2 194455 32657.3 161798 15663.8 6575.58 4892.53 14714.3 3073.64 156882 150145 142181 18033.5 4857.93 3988.85 869.079 488.071 124148 7963.86 12319.8 124061 70299.3 20337.5 1859.03 11391.9 9920.08 13175.6 +internal_count=2798112 1606787 1191325 505648 1101139 142677 958462 456992 780716 665384 435314 233328 931509 845275 755218 217909 54635 44762 9873 5332 537309 90057 53974 535587 314078 88703 7350 321117 280008 163274 is_linear=0 shrinkage=0.1 Tree=157 num_leaves=31 -num_cat=3 -split_feature=1 1 0 3 1 1 11 0 0 1 2 1 0 11 8 10 8 3 2 8 8 2 1 3 0 3 2 1 11 3 -split_gain=305.304 69.8695 66.548 53.5596 50.9476 23.4114 22.7607 22.5269 22.4294 21.041 26.3683 26.5591 23.1678 23.5624 20.4697 19.3085 25.6188 24.3789 54.2756 22.7982 45.6217 75.4407 51.6518 63.67 48.6339 25.2791 24.0923 18.8746 17.9361 17.6544 -threshold=0.00099703301847129506 0.0045713250446715644 0.0036935101813469671 0.96118147580274782 9.8031235273480477e-05 0.0003505188079461906 0 0.00054011089276648206 0.029159141387301406 0.72339695550557503 0.012219096091829142 0.020165193323678565 0.21490439486673943 1 46.500000000000007 1.0000000180025095e-35 61.500000000000007 0.14997222360328968 0.83261909627057429 82.500000000000014 76.500000000000014 0.012611930216109374 0.00161254744127799 0.98951699994901121 0.0087159764097386964 0.049971173866109199 0.0065639598987745152 0.00030133382997534717 2 0.12591913124549686 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 -left_child=3 2 -2 5 -5 -1 -6 -8 15 10 29 12 13 -12 -10 28 17 18 -17 20 25 22 23 -22 -24 -18 -26 -9 -4 -3 -right_child=1 9 8 4 6 -7 7 27 14 -11 11 -13 -14 -15 -16 16 19 -19 -20 -21 21 -23 24 -25 26 -27 -28 -29 -30 -31 -leaf_value=-0.054622349886650816 0.0061691609588658807 0.019528275767798059 0.0029109989696643073 -0.049741320778337567 -0.025484485884286024 -0.031070466262616649 0.016289415987219221 -0.035057946114324223 -0.054650639618774033 -0.0025048848837578457 -0.0096142668058116446 0.0027240973639779996 -0.010044851653197509 0.0025346959036331822 -0.017678154856060998 1.5796020025670512 0.99522338731013515 -0.0097435007655048925 0.074716003221826241 0.047472150586366495 3.4252866586593869 -0.075678917234299925 0.17936309881581369 0.59720799689362347 2.0446618904539213 0.02350551974208304 0.79830034217514423 -0.0010465418910426333 -0.014695182664185831 0.0060063835625909301 -leaf_weight=570.49861461749242 2489.3841893902281 1197.3100276687182 783.69717844785191 351.04680496605579 516.93549661926954 1622.1396959217964 481.99165171065397 232.81206495664082 158.6380901648663 10039.61486338079 1999.8383621717803 57882.838211627677 2975.7644829293713 7750.4719904894009 2671.3148006629199 0.2416514409706022 0.28011811710893919 227.57888669753447 29.096455321647227 56.809700299520046 0.17138820909895036 1.1668862351216374 0.78350769355893113 0.14865495380945504 0.28294299403205514 6.0487558180466294 0.34322981629520655 545.42289518937469 2217.8829748090357 4988.4052936723456 -leaf_count=253998 282170 26790 98532 410701 252167 456410 276877 122092 21185 33284 93520 505443 181366 334026 347206 22 23 22983 2499 5757 21 117 57 19 21 595 29 135465 271183 62610 -internal_value=0 0.000946836 -0.00762716 -0.0262296 -0.0149288 -0.0371984 -0.00805219 -0.000693859 -0.0132075 0.00180033 0.00236316 0.00181471 -0.00232152 3.56208e-05 -0.0197507 -0.00763777 0.0155958 0.00131665 0.0871114 0.0711502 0.216957 0.545665 0.964829 2.11169 0.704454 0.0665141 1.36148 -0.0112212 -0.0101376 0.00862369 -internal_weight=0 95478.1 8643.87 4320.85 2128.21 2192.64 1777.16 1260.23 6154.49 86834.2 76794.6 70608.9 12726.1 9750.31 2829.95 3324.53 322.952 256.917 29.3381 66.0352 9.22548 2.89661 1.72972 0.320043 1.40968 6.32887 0.626173 778.235 3001.58 6185.72 -internal_count=4197168 2289458 1052419 1907710 1197302 710408 786601 534434 770249 1237039 1203755 1114355 608912 427546 368391 401858 32143 25504 2521 6639 882 264 147 40 107 618 50 257557 369715 89400 -cat_boundaries=0 1 2 3 -cat_threshold=48 16 12 +num_cat=0 +split_feature=1 1 3 3 1 1 0 1 1 8 6 7 3 2 3 8 0 2 2 3 7 6 2 1 1 8 0 1 0 1 +split_gain=200.781 47.0446 46.5259 45.2915 42.055 17.7052 16.9671 15.6896 14.5642 17.1838 17.2478 14.4563 13.7329 19.7705 13.5769 13.0705 12.7349 22.17 14.3081 11.6599 15.6067 17.925 14.379 13.6241 13.5526 13.5041 12.055 12.5594 11.5087 11.3119 +threshold=0.00096985000000000007 0.0046759500000000008 0.95675315000000005 0.87219045000000006 9.9750000000000012e-05 0.00038815000000000003 0.00066545000000000005 0.00029825000000000007 0.65175950000000016 45.000000000000007 0.11324786324786326 0.73030303030303034 0.97620555000000009 0.014638700000000001 0.023572400000000004 79.000000000000014 0.22103985000000004 0.026612800000000002 0.26460320000000009 0.068375250000000012 0.59761904761904772 0.36939571150097467 0.20251990000000003 0.19233625000000001 0.012301300000000003 117.00000000000001 0.18805855000000002 0.052604400000000009 0.0035418500000000005 0.0049624500000000011 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 3 5 14 -4 -1 -6 -8 9 10 16 -12 19 -14 -2 -15 -3 -18 -19 20 -11 22 -22 24 -23 26 -21 -28 -5 -24 +right_child=1 8 4 28 6 -7 7 -9 -10 12 11 -13 13 15 -16 -17 17 18 -20 25 21 23 29 -25 -26 -27 27 -29 -30 -31 +leaf_value=-0.05622267624159355 0.032118501438494727 0.0036288599146594054 -0.050014998416035739 0.0091993520347396773 0.0046636309120071922 -0.031414137337841118 -0.041128772129665203 -0.0086900512342442462 -0.0016145206183221248 0.010118344588572302 -0.0022882225234458252 -0.020419777100543705 0.03236489731453597 0.64925614706193002 -0.014847004310993554 0.14467034543895912 0.010722684988638773 -0.0013445050801165035 -0.013533535687158905 0.0073551222434239663 0.055119953383981547 0.12445545438024652 0.38070737905641 0.021382452555697082 0.7870880197468717 -0.013814198631263049 -0.0079383960317726873 0.004092483464564472 -0.0048123468175510333 -0.039802115999798403 +leaf_weight=402.00983646535315 62.577184745809063 20117.983567022718 271.60468555087573 1419.1620758906938 660.92061289178673 1011.4496745022479 201.78889921528753 571.0566905947635 9973.3424666970968 635.25315838726237 4549.4859520392492 486.78225803654641 132.91908218152821 0.82660477235913221 3757.5745574302273 1.3546749372035263 1283.6573341512121 4913.0590777480975 1197.8357077855617 8171.4951934786513 126.79017475433648 0.49896031804382734 0.65733163617551582 0.85682386159896839 0.80928006209433079 390.08492000820115 1184.0988599229604 3247.4013241194189 998.7411933732219 23.866140590980649 +leaf_count=182558 5078 288165 348213 122062 320347 284425 103132 125481 32436 12502 87573 9721 3843 31 487721 50 18501 67749 35584 101676 2072 33 56 4 21 3059 47254 21032 87010 723 +internal_value=0 0.000942023 -0.0250542 -0.00729871 -0.0139347 -0.0384701 -0.00709987 -0.0171598 0.00185285 0.00259708 0.00133961 -0.00404073 0.00553804 0.0372654 -0.0140777 0.335885 0.0023245 -0.00122419 -0.00373376 0.00522702 0.0170325 0.0456506 0.0415627 0.33135 0.534361 0.00451038 0.00507756 0.000877827 0.00341167 -0.0285307 +internal_weight=0 62677.1 3118.83 6238.06 1705.37 1413.46 1433.77 772.846 56439.1 46465.7 32548.8 5036.27 13916.9 135.1 3820.15 2.18128 27512.5 7394.55 6110.89 13781.8 788.732 153.479 151.314 2.16506 1.30824 12993.1 12603 4431.5 2417.9 24.5235 +internal_count=2798112 1433956 1364156 701871 897173 466983 548960 228613 732085 699649 507293 97294 192356 3924 492799 81 409999 121834 103333 188432 15411 2909 2851 58 54 173021 169962 68286 209072 779 is_linear=0 shrinkage=0.1 Tree=158 num_leaves=31 -num_cat=2 -split_feature=2 1 11 2 11 1 0 8 2 1 8 6 6 8 9 7 8 7 1 4 6 5 2 1 9 0 3 0 2 8 -split_gain=67.8977 74.2662 46.3325 38.8685 37.3698 51.8727 57.3733 44.7041 41.1156 55.4623 35.6126 32.5031 32.8878 29.9922 28.3436 39.3096 27.9059 24.0457 23.563 23.3381 23.1413 26.5307 22.8731 31.2669 32.6984 27.6096 23.2843 26.1596 54.6056 25.6259 -threshold=0.0072455450537276004 0.0030392575083699499 0 0.0017203158920416509 1 0.00093226326874224093 0.0019039742849653897 112.50000000000001 0.069437899836299347 0.0042184046156630017 88.500000000000014 0.24837662337662339 0.23557158712541623 49.500000000000007 1.0000000180025095e-35 0.53518518518518532 85.500000000000014 0.89564428312159727 3.5407077025342689e-05 0.063508064516129045 0.36939571150097467 0.162280701754386 0.74326077887099717 0.0031956362415680294 1.0000000180025095e-35 0.0031050087009554831 0.21195072676701321 0.014623776590740602 0.046676421566517586 49.500000000000007 -decision_type=2 2 1 2 1 2 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 11 7 -7 10 9 -8 -6 12 22 -3 -12 -16 19 -10 -9 -5 -11 -22 26 24 25 -24 -2 -28 -29 -30 -right_child=4 13 3 16 5 6 8 18 17 20 14 -13 -14 -15 15 -17 -18 -19 -20 -21 21 -23 23 -25 -26 -27 27 28 29 -31 -leaf_value=0.0091475236202235768 0.0042405189834594202 -0.016048688455743063 -0.023791442019902041 8.3488918689101854e-05 0.0024656818402411114 -0.0080176665754870102 0.0018311634779501547 0.052632843375136379 -0.00044124307617943138 -0.0081690487858019079 0.017058736600614764 0.004153962863207003 -0.050025749795332558 -0.042410891695710745 0.063706527031654733 0.4647189811595217 -0.015719542081961965 0.002126117457466103 -0.0022396110199730834 -0.021535986025291311 0.0019456589529786566 0.070543407574617772 -0.0046821712355561707 -0.0061077310797236148 -0.032683516222738233 0.0040046338047723326 0.002436916909594489 -0.014131076074999992 0.001431729020260897 -0.0031648362581262928 -leaf_weight=2350.3768771914765 26426.964665368199 1420.1004405054264 1142.5466545531526 6750.2095652141143 97623.728692103177 10276.184520008042 10717.052709585056 78.506854608654976 234418.75928484648 17737.070483854041 1409.060018831864 40696.821279115975 126.10122170858085 619.9715690263547 9.5528495665639621 3.2850710656493893 1707.1413672686904 43204.288182295859 24568.191073358059 539.20073118997971 1507.9848351981491 58.57029090821743 5181.7726280391216 9841.4194586575031 285.1639434248209 12448.779771640897 62180.902022402734 2787.5174844712019 44546.989093370736 16666.363545525819 -leaf_count=152992 115470 47027 163469 349108 615925 84441 100429 2293 869775 182032 11918 187362 661 25382 112 39 102020 163231 165037 29793 13768 594 19725 32547 925 44435 436700 30083 177462 72413 -internal_value=0 -0.00637044 -0.00348096 -0.00641111 0.00054007 8.64103e-06 -0.000667381 0.00174619 -0.000421861 -0.00393744 0.00269453 0.00160102 0.00102547 -0.0240601 0.0184064 0.166321 -0.00421096 -4.1705e-05 -0.00206483 -0.00151571 -0.00714007 0.00451039 0.00106117 -0.00157934 0.00090818 0.00145151 0.00154143 0.000976147 -0.000443083 0.000180237 -internal_weight=0 14529.5 12489.5 10139.1 662801 441612 317920 123692 307644 30020.7 99045.6 221189 180492 2040.07 1421.9 12.8379 8996.55 277623 24646.7 7289.41 19303.6 1566.56 180366 27757.1 17915.7 17630.6 152609 126182 64000.9 61213.4 -internal_count=4197168 869791 797382 644390 3327377 2209594 1414270 795324 1329829 296823 627994 1117783 930421 72409 12069 151 480921 1033006 167330 378901 196394 14362 929760 97632 65085 64160 832128 716658 279958 249875 -cat_boundaries=0 1 2 -cat_threshold=4 18 +num_cat=0 +split_feature=2 5 2 6 6 1 2 8 8 3 8 6 4 4 4 2 0 1 6 8 8 2 4 4 6 8 7 4 8 8 +split_gain=46.9887 28.7268 26.1821 21.8145 67.5002 26.178 71.4687 27.9666 23.9925 23.6682 20.1504 19.9561 27.7813 52.7108 34.7801 24.1152 19.5516 19.1832 19.0244 18.6651 17.5555 26.9334 17.4755 22.4618 17.2036 16.8241 18.2698 18.4365 16.6872 21.3372 +threshold=0.0018862000000000002 0.014558022622538754 0.044176700000000006 0.32916666666666672 0.32037735849056609 0.12074455000000002 0.079484900000000011 79.000000000000014 109.00000000000001 0.076138600000000015 27.000000000000004 0.30602006688963218 0.40312500000000007 0.36474501108647456 0.56125000000000014 0.30852235000000006 0.0052824500000000002 0.00077245000000000015 0.31142241379310348 95.000000000000014 355.00000000000006 0.024907550000000004 0.3133928571428572 0.15707236842105265 0.31643132220795894 59.000000000000007 0.6858552631578948 0.036375661375661381 139.00000000000003 197.00000000000003 +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=17 3 -3 4 5 11 7 16 10 -8 -5 19 13 22 -14 -15 -7 -1 -16 -2 -21 -22 23 25 -25 -13 27 -27 -9 -30 +right_child=1 2 -4 8 -6 6 9 28 -10 -11 -12 12 14 15 18 -17 -18 -19 -20 20 21 -23 -24 24 -26 26 -28 -29 29 -31 +leaf_value=-0.012487752167717395 0.000598734188703341 -0.015489260236983169 -0.0024033928500554213 -0.012047476078531566 -0.1109192933543498 -0.033860453720301116 0.019161458119761211 -0.030932553927108586 0.024726939984203958 3.0952239436934829e-05 0.0023077232197056072 -0.043575529541909672 -0.11307589779019032 0.20763060127150412 -0.030363478492624649 0.042929337800205025 -0.0076123361121617251 -0.044256193831853904 0.1596170677748015 -0.0083070394447837034 0.24948454988614502 0.024164831999553577 -0.13851133847282512 0.0062015782035671728 0.13106223834698588 -0.12419311829008378 0.1017151795894802 0.012152441418898704 0.059385568967905672 -0.050091631228762305 +leaf_weight=1301.4650033614598 345266.66235469747 1797.2064052980859 10244.293188694865 992.62458670511842 54.568792534992099 301.67414003238082 687.37702425569296 944.28270035609603 471.68529695970938 10932.163462370634 65632.818813404534 238.83516477281228 58.687844384461641 14.17815080936998 17.026416678912941 23.834469839930534 4785.0227389466017 222.58444270072505 7.6344618499279013 2948.1138179586269 6.0687498711049548 42.158647924661636 11.720843641087411 149.93054461386055 11.911621999926863 12.448932278901337 16.959735791198909 48.768145945854485 46.961919311434031 28.672266883775592 +leaf_count=190377 2021936 32547 42237 4609 372 4796 2609 14368 3721 46756 336138 1374 264 84 84 80 46212 19473 26 26919 118 169 62 743 59 65 105 295 849 665 +internal_value=0 0.000461421 -0.00435647 0.000595171 0.0002918 0.000308354 -0.00344051 -0.0121993 0.00225296 0.00116266 0.00209385 0.000498832 -0.017544 -0.00908309 -0.0712017 0.10436 -0.00916902 -0.0171275 0.0284503 0.000530535 -0.00732803 0.0525182 -0.0178734 -0.0149205 0.0153914 -0.0303955 0.00987048 -0.0155744 -0.0273125 0.0178837 +internal_weight=0 445794 12041.5 433753 366656 366601 17726.2 6106.61 67097.1 11619.5 66625.4 348875 611.936 528.588 83.3487 38.0126 5086.7 1524.05 24.6609 348263 2996.34 48.2274 490.575 478.854 161.842 317.012 78.1768 61.2171 1019.92 75.6342 +internal_count=2798112 2588262 74784 2513478 2169010 2168638 116255 66890 344468 49365 340747 2052383 3241 2867 374 164 51008 209850 110 2049142 27206 287 2703 2641 802 1839 465 360 15882 1514 is_linear=0 shrinkage=0.1 Tree=159 num_leaves=31 -num_cat=3 -split_feature=3 1 11 7 3 11 2 0 0 7 7 2 11 0 1 0 1 3 8 8 8 3 1 2 0 8 3 6 0 0 -split_gain=120.027 53.6498 44.3106 34.5987 32.9801 39.351 32.6462 33.0389 31.6231 29.9408 38.3034 32.4152 28.5662 28.0928 40.0343 30.454 34.1161 29.7159 54.2097 42.9994 29.13 28.0579 27.3215 31.7909 26.2921 25.6309 32.0897 46.3567 84.7083 25.2174 -threshold=0.06584418049825895 0.000125216287689798 0 0.39208074534161497 0.14997222360328968 1 0.0053506340718278726 0.001056572891662834 0.00070117921540527588 0.43875000000000003 0.43019480519480524 0.050963973039007501 2 0.80717297168996105 0.0028226534646218489 0.2481428885185131 0.0025554139124603706 0.88052459584666576 118.50000000000001 130.50000000000003 37.500000000000007 0.022992613841957579 0.00024521503567647763 0.68992338124627284 0.77245734214085149 46.500000000000007 0.99734014943338833 0.32916666666666672 0.00040033171895863593 0.0032894392044595174 -decision_type=2 2 1 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=21 3 8 12 5 24 -5 -8 -3 10 -6 25 -2 15 20 17 -17 29 -19 -20 -15 -1 -7 -24 -4 26 -11 -28 -29 -10 -right_child=1 2 4 6 9 22 7 -9 13 11 -12 -13 -14 14 -16 16 -18 18 19 -21 -22 -23 23 -25 -26 -27 27 28 -30 -31 -leaf_value=-0.020493724474017261 -0.0038786789490253357 0.0050822986673522662 0.00150931157750848 0.024719636351383679 0.00034288357085919996 -0.02121583260414649 -0.00048045262606214887 0.016860754327459884 0.0028055171258405715 -0.010607286793753716 -0.05705227178127871 0.0014945467849448769 0.0052129879420927195 0.22988028088654888 0.004061257748945459 0.003902513668006511 -0.0063340137543430111 -0.0047409640403868435 0.0070977859736916149 -0.019134416090892718 0.036923365962455268 -0.0054734135258167789 -0.0056435175370821086 -0.0001936963845751194 0.018944068354000122 0.0067285183410526143 -0.13571560598716076 -0.14486183358854246 -2.3312087208499865 -0.00090260659135876949 -leaf_weight=1295.7321465867572 4812.8519297447056 7857.8802498099394 16367.295370027423 1424.8053504289128 282329.49733260134 826.59697429835796 2441.7455909904093 1997.4053399022669 21588.453894972801 736.89411535765976 116.32309287507087 103704.58763276786 12204.517738331109 8.0119651257991773 1779.5884544029832 3845.6162889748812 21226.678597308695 38995.594461734407 6643.5864254198968 689.75096251256764 333.21282061189413 30938.930965602398 20962.724187061191 21871.832643054426 913.21664495766163 18251.975508289412 3.7849657102487972 0.45363199897110451 0.29081600252538919 121870.00040642172 -leaf_count=16395 106055 171082 71976 107494 1370104 3506 50057 20821 75805 7948 486 380868 265278 38 10171 14265 85148 277926 57418 6270 1697 211668 103853 97716 4714 260344 351 46 21 417647 -internal_value=0 0.000161147 3.37906e-06 0.00492511 0.00055959 -0.0016093 0.0115494 0.00732226 -0.00114961 0.000885848 0.000319246 0.00219014 0.00264247 -0.00137535 0.0100775 -0.0014884 -0.00476392 -0.00105568 -0.00325757 0.00463047 0.041454 -0.00607718 -0.00320754 -0.00286077 0.00242927 0.00598813 -0.0122383 -0.277596 -0.998951 -0.000344587 -internal_weight=0 713805 690924 22881.3 466085 60941.7 5863.96 4439.15 224838 405144 282446 122698 17017.4 216980 2120.81 214860 25072.3 189787 46328.9 7333.34 341.225 32234.7 43661.2 42834.6 17280.5 18993.4 741.424 4.52941 0.744448 143458 -internal_count=4197168 3969105 3419400 549705 2301933 281765 178372 70878 1117467 2020168 1370590 649578 371333 946385 11906 934479 99413 835066 341614 63688 1735 228063 205075 201569 76690 268710 8366 418 67 493452 -cat_boundaries=0 1 2 3 -cat_threshold=3 8 20 +num_cat=2 +split_feature=3 1 11 4 6 11 7 6 2 0 0 3 8 1 1 6 8 1 10 1 8 7 6 7 7 6 6 1 7 5 +split_gain=78.4191 39.7778 33.6504 25.6474 28.9161 23.3591 22.0223 20.2504 19.2977 19.1278 23.0986 49.1989 31.624 30.6343 29.0138 31.656 23.6685 20.6221 20.4945 20.7387 23.0991 18.7536 36.2991 22.7392 27.8034 47.5342 28.2901 19.2931 27.5458 18.6913 +threshold=0.065702100000000013 0.00012725000000000003 0 0.37668918918918926 0.063508064516129045 1 0.25357142857142861 0.078461538461538485 0.0047586500000000006 0.83898855000000017 0.17800870000000002 0.17732055000000002 21.000000000000004 0.0046759500000000008 0.0041639000000000008 0.19836065573770495 23.000000000000004 0.0018204500000000001 1.0000000180025095e-35 0.13992520000000006 29.000000000000004 0.41277890466531447 0.15894736842105264 0.33687943262411352 0.36515151515151517 0.23845060412224592 0.23557158712541623 0.006647300000000001 0.50373134328358227 0.03509852216748769 +decision_type=2 2 1 2 2 1 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=5 2 8 9 -5 7 -4 -1 -2 10 18 12 14 -13 -12 -16 -15 -11 -3 20 -20 23 27 -6 25 -25 29 28 -23 -26 +right_child=1 3 6 4 21 -7 -8 -9 -10 17 11 13 -14 16 15 -17 -18 -19 19 -21 -22 22 -24 24 26 -27 -28 -29 -30 -31 +leaf_value=-0.00063888538407702946 0.019322606479322033 0.00061630871875444006 -0.0026253930392894399 -0.0011113154190541699 -0.010528438112364496 -0.010153106781586511 0.0087214199137240749 -0.009874446500578735 0.0070451371875043566 0.055905400896891423 0.11770846312724639 0.0046147501089426534 -0.0053959205183133994 0.025392768498239893 -0.0057175373916798144 0.1052441630375639 -0.0015249149938719858 0.0075381438308289184 -0.017090858473286917 0.0099780528951617427 -0.0022636277920369463 0.021574406687914775 -0.13350962516993198 0.08512688381350611 0.002239273679610727 -0.14167037320734471 0.16404957955974594 -0.052401320887128788 -0.14579222991291282 -0.080585075382194227 +leaf_weight=8312.5386756770313 1559.8321641329676 336264.18421326578 6340.5864561898634 14170.334123583511 4892.1426142370328 8606.0423156041652 2342.3468823786825 3323.3076312839985 7142.1487025283277 92.214251786470413 34.943694531917572 12561.028113305569 25223.779138505459 330.17204096913338 125.54217548668385 32.331883862614632 30700.587667971849 2000.8188350871205 1098.5854858299717 1313.6326296031475 24101.457784063648 107.65753717254847 33.180418513715267 83.643642803654075 461.71927936840802 10.38907218724489 10.3963311817497 106.2453331425786 10.822244096547363 28.956040435470641 +leaf_count=53805 104598 1695288 159352 65571 22666 66287 83656 25413 100791 418 144 40576 120768 1100 563 148 101965 11168 5221 4524 130133 559 142 384 2165 43 43 441 41 139 +internal_value=0 0.000151257 0.00484555 -2.85816e-05 -0.00353756 -0.00620526 0.000435073 -0.00327384 0.00923526 0.000132484 8.62565e-05 -0.00159072 -0.00508752 0.000448117 0.0352567 0.0170069 -0.00123851 0.00966909 0.000405255 -0.00227147 -0.00291001 -0.00952187 -0.0358754 -0.00828323 0.0101739 0.0600695 0.000810273 -0.0214598 0.00628671 -0.00264841 +internal_weight=0 471180 17384.9 453795 19915.5 20241.9 8682.93 11635.8 8701.98 433879 431786 69008.4 25416.6 43591.8 192.818 157.874 31030.8 2093.03 362778 26513.7 25200 5745.15 257.906 5487.25 595.104 94.0327 501.072 224.725 118.48 490.675 +internal_count=2798112 2652607 448397 2204210 92194 145505 243008 79218 205389 2112016 2100430 265264 121623 143641 855 711 103065 11586 1835166 139878 135354 26623 1183 25440 2774 427 2347 1041 600 2304 +cat_boundaries=0 1 2 +cat_threshold=3 3 is_linear=0 shrinkage=0.1 Tree=160 num_leaves=31 -num_cat=2 -split_feature=0 0 11 7 3 3 0 8 8 7 3 2 2 3 1 3 8 8 0 8 4 8 3 8 3 7 8 3 0 11 -split_gain=570.507 139.254 88.744 82.3221 74.7494 68.461 64.7338 64.6551 70.2964 74.0118 66.1378 58.596 50.7146 48.2441 47.9472 68.5136 64.3687 56.6004 42.904 42.2139 40.9518 40.8108 38.3559 47.6698 36.2416 35.3683 34.5286 32.7937 32.6111 56.9101 -threshold=0.0025492999607199872 0.010458926350996166 0 0.45584415584415588 0.94386509177857814 0.90624730114059637 0.00070117921540527588 46.500000000000007 100.50000000000001 0.45584415584415588 0.18372157608722781 0.89084734653625663 0.85927092440190056 0.99154702845883447 0.010118751614546534 0.23798882683105185 118.50000000000001 175.50000000000003 0.80717297168996105 166.50000000000003 0.14434523809523811 97.500000000000014 0.69121454457782472 181.50000000000003 0.044111037925337951 0.58919961427193834 25.500000000000004 0.90945545820666018 0.73747358317378942 1 -decision_type=2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 -left_child=3 2 27 5 12 -1 -7 26 9 21 -11 14 25 -8 16 -16 18 19 -10 -18 -17 28 -19 -24 -13 -4 -3 -2 -9 -30 -right_child=1 7 4 -5 -6 6 13 8 11 10 -12 24 -14 -15 15 20 17 22 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 29 -31 -leaf_value=-0.033182165548795231 -0.02280790060901523 -0.017343431778629723 -0.0066609699275549748 -0.034834004195697814 0.008104760328144861 -0.025304324152529381 -0.0095661668269865965 0.0012406363212976136 0.0057637364504115642 0.00039631201166954945 -0.0069764223205088811 0.051743608217980387 0.0056039788912097066 0.017517082763749744 0.0015217325476082895 0.008134368137401508 -0.0012639241088485834 0.0092983068440286587 0.026568801567545264 -0.036112482652695087 0.022889745913330303 -0.031717347039645516 0.12770704225536933 0.031507247438215299 0.013634280834538754 -0.019983082188950313 0.007089441418571151 -0.0088865460341393185 0.003159774654266723 -0.0091871183343801548 -leaf_weight=1911.1051794387895 3790.400855910033 595.90791813656688 8088.4205780094489 3545.2034122596233 4416.9969400381669 2223.5352731948369 3257.1924735233188 124955.71103049442 5891.6930827219039 21056.90828563273 28820.519637063146 352.10739309713244 2607.9128174297512 824.14159583649598 21715.411018356681 14290.87535106577 39854.184387363493 481.50526132620871 1191.6794890500605 350.663285844028 2166.0127747636288 389.17925208434463 69.598964404314756 198.19614011235535 856.68526345863938 2644.3254373548552 19688.799705885351 3056.651117336005 6736.5753017887473 8356.756762880832 -leaf_count=132484 139206 3023 245834 563487 136360 567026 274369 787385 32434 104901 239978 2808 57840 82937 87252 76737 241618 2460 7669 1882 9358 2224 431 1516 8883 89411 101607 138006 25734 32308 -internal_value=0 0.000324547 -0.00690597 -0.0220978 -0.00316897 -0.016602 -0.0115763 0.000921504 0.000523444 -0.000554799 -0.00386385 0.00287084 -0.00690399 -0.00409726 0.00256427 0.00520985 0.000462009 -0.00106035 0.0092639 -0.00156787 0.0100764 0.00062043 0.0261712 0.0565092 0.0247351 -0.00994326 0.00637167 -0.016569 0.000710293 -0.00368035 -internal_weight=0 322624 24604.7 11761.2 17757.7 8215.97 6304.87 298019 277734 190316 49877.4 87418.6 13340.7 4081.33 86209.8 38172.3 48037.5 40954.1 7083.37 40204.8 16456.9 140438 749.3 267.795 1208.79 10732.7 20284.7 6847.05 140049 15093.3 -internal_count=4197168 2576865 806657 1620303 529445 1056816 924332 1770208 1665578 1192530 344879 473048 393085 357306 461357 173347 288010 247907 40103 243500 86095 847651 4407 1947 11691 335245 104630 277212 845427 58042 -cat_boundaries=0 1 2 -cat_threshold=48 52 +num_cat=3 +split_feature=0 0 8 7 8 3 11 10 3 0 3 2 3 8 8 1 11 2 1 8 9 2 8 7 3 0 2 3 1 11 +split_gain=388.133 91.307 59.3029 47.2039 46.4782 41.3268 39.3727 40.2621 36.8856 41.6413 37.1081 34.6633 43.4721 32.3899 36.2348 33.1294 32.1823 28.118 27.4413 26.9309 26.6755 30.1247 26.3961 27.0057 24.2941 24.032 56.1078 30.5173 36.8766 30.8341 +threshold=0.0024106500000000007 0.0096221500000000012 31.000000000000004 0.41728855721393038 31.000000000000004 0.97209670000000015 0 1.0000000180025095e-35 0.87661830000000018 0.00048235000000000004 0.99193210000000021 0.8604925000000001 0.83030515000000016 57.000000000000007 79.000000000000014 0.010231450000000001 1 0.88961685000000013 0.13992520000000006 31.000000000000004 1.0000000180025095e-35 0.13865015000000003 31.000000000000004 0.18465909090909094 0.26006850000000009 0.041871700000000005 0.064859800000000009 0.70241250000000011 0.015150000000000002 2 +decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 +left_child=2 4 -1 8 -2 11 -3 13 -4 -10 -11 12 -6 19 18 17 -13 -16 -15 -8 22 -22 23 -9 -17 26 -21 28 29 -27 +right_child=1 6 3 -5 5 -7 7 20 9 10 -12 16 -14 14 15 24 -18 -19 -20 25 21 -23 -24 -25 -26 27 -28 -29 -30 -31 +leaf_value=0.01651620294948616 0.013638168693697862 -0.001432642587763927 -0.034410359847054837 -0.035024543484539185 -0.017985769906342323 0.0051443119051708865 0.0055750090597968061 0.014960304471033168 -0.03101860796811446 -0.014472844508256004 0.010271341624668813 0.011248753474666728 -0.0059031928481493865 0.011899099537162533 -0.0012653790637746536 0.0022643900156011816 -0.013581451037172124 0.022363775971005861 -0.006550660064867069 0.0082967270831488093 -0.0077138623524703499 0.0049432994482040728 0.006777874930972207 0.052180585103460603 0.010727542345495059 0.0021331914171623307 -0.0071140982731246419 0.0085055902927217066 0.0023976756534512637 -0.0051419316853035454 +leaf_weight=393.42638714949135 1065.8631512075663 49689.553698416799 1138.8224106887355 2395.2039105806034 6006.6052415203303 2106.6280362571124 7556.2935437560081 1161.3978050351143 1124.3778929033433 2674.3893707356183 783.66188326157862 1346.2275880668312 5905.3337630396709 6575.4001207798719 19516.167185571045 8426.1663518175483 838.83393059205264 516.94252594560385 918.81476639956236 2913.2072852738202 2652.0561460144818 6462.6255702152848 13828.904752679169 234.25741282105446 5677.0765735693276 8379.4219311438501 12497.387608563527 4153.0902176648378 24763.312015287578 19088.717078134418 +leaf_count=43696 25207 289681 80067 391475 194777 64412 39348 4448 331777 224229 88133 26789 190110 35315 117126 34014 25460 4791 4303 39340 13604 26283 60800 1014 28819 35979 161446 27716 102525 85428 +internal_value=0 0.000380029 -0.0214003 -0.0232382 -0.00658923 -0.00791978 0.000997203 0.00182801 -0.0183038 -0.014301 -0.00886533 -0.00987205 -0.0119958 0.00108156 0.00334055 0.00195822 0.00170589 -0.000655643 0.0096371 -0.000103594 0.00553913 0.0012605 0.00810067 0.0212076 0.00567112 -0.000701256 -0.00420085 0.000255226 -0.000400787 -0.00292368 +internal_weight=0 212280 8509.88 8116.46 17269.5 16203.6 195011 145321 5721.25 4582.43 3458.05 14097 11911.9 120982 41630.6 34136.4 2185.06 20033.1 7494.21 79351.4 24339.2 9114.68 15224.6 1395.66 14103.2 71795.1 15410.6 56384.5 52231.5 27468.1 +internal_count=2798112 1638735 1159377 1115681 526755 501548 1111980 822299 724206 644139 312362 437136 384887 716150 224368 184750 52249 121917 39618 491782 106149 39887 66262 5462 62833 452434 200786 251648 223932 121407 +cat_boundaries=0 1 2 3 +cat_threshold=8 3 1 is_linear=0 shrinkage=0.1 Tree=161 num_leaves=31 -num_cat=2 -split_feature=1 2 1 1 1 3 1 11 8 8 0 2 0 2 4 0 3 8 11 8 6 8 0 7 6 0 8 2 6 8 -split_gain=270.137 54.1185 57.0177 44.2982 31.2082 46.6058 23.7416 21.4786 21.6009 44.713 94.0764 33.4021 284.792 23.5473 20.291 21.9273 20.1983 19.4883 18.7081 18.3136 18.4868 24.8283 40.3877 62.7705 115.617 18.2663 18.2858 31.9293 43.4699 78.85 -threshold=0.001890386185166375 0.013444773291638694 0.00054933569583976447 8.7165793531824163e-05 0.011370457420560686 0.63560950776179859 0.63414676870345377 0 130.50000000000003 133.50000000000003 0.1041489267472484 0.038041709392801847 0.013748717534325111 0.027105100372202845 0.17712418300653598 0.0089821419894824898 0.79811363031852856 67.500000000000014 1 64.500000000000014 0.17519181585677754 37.500000000000007 0.0004146634892217476 0.49626865671641796 0.49242424242424249 0.001228543405472355 157.50000000000003 0.004506374820293149 0.051315789473684217 145.50000000000003 -decision_type=2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 3 -3 -1 5 -2 17 -7 14 10 11 12 13 -10 15 -9 -4 -6 -18 20 -5 22 23 -22 -25 26 27 -11 29 -29 -right_child=4 2 16 19 6 7 -8 8 9 25 -12 -13 -14 -15 -16 -17 18 -19 -20 -21 21 -23 -24 24 -26 -27 -28 28 -30 -31 -leaf_value=-0.046777218105446106 -0.008971592689080472 -0.041084329596728628 -0.024362484149074194 -0.0010355812435655293 0.0016911052255320317 -0.0048752025172560803 -0.0015558269881199322 0.014142315178993864 -0.076345115274290914 0.036896407188538059 1.5016942148526196 0.058336141012744563 3.2018771709321285 0.67971126644848334 -0.018999577865690193 -0.00060152897114941267 0.00631843458050822 0.0055108772863598386 -0.016751436803657732 0.017671300488404453 -0.075162600117390635 -0.040145257424817199 0.039275610886254128 -0.075163435408655208 4.8600027569673578 0.010013977188172783 0.040301352882071401 0.27978218097447211 -0.076224924990373213 1.6301546960182027 -leaf_weight=224.25103885065982 6911.1408564234152 1474.1124487868656 2033.9288684278727 1114.2971591259738 44455.550531761255 2460.357039690949 15241.984530344605 2277.1742736289743 1.8615995272994013 2.6507581952027959 0.57046745624393302 6.6579974070191383 0.33558100648224343 0.52899665012955654 308.13656247779727 1810.8330641044304 517.11148734437302 19093.334961889312 1074.7580547302496 455.54787413670056 0.17517259827582055 164.87078442124402 0.87114317057421431 0.089339952857699245 0.10128822788828984 69.069984175264835 7.6108965435996652 1.1232801005244257 0.82163040386512864 0.70304834283888329 -leaf_count=314259 600410 654814 408469 426048 531692 170954 49341 137856 102 167 40 381 22 24 20199 121183 94220 193199 209308 185663 96 74002 223 51 34 3875 393 61 51 31 -internal_value=0 -0.0190735 -0.0245015 -0.00495145 0.00121889 -0.00315708 0.00198863 0.00262623 0.00673437 0.054723 0.254856 0.17906 0.473898 0.0909568 0.00574612 0.00761135 -0.0177595 0.00283876 -0.00932283 0.000451621 -0.00567487 -0.0367965 0.409553 1.29136 2.54708 0.0304212 0.139606 0.282243 0.527849 0.79961 -internal_weight=0 7060.11 5099.91 1960.2 92650.4 13859.6 78790.9 6948.44 4488.08 91.9342 9.95464 9.38417 2.72618 2.3906 4396.14 4088.01 3625.8 63548.9 1591.87 1735.95 1280.4 166.108 1.23694 0.365801 0.190628 81.9796 12.9096 5.29872 2.64796 1.82633 -internal_count=4197168 2367187 1366811 1000376 1829981 1055749 774232 455339 284385 5147 569 529 148 126 279238 259039 711997 724891 303528 686117 500454 74406 404 181 85 4578 703 310 143 92 -cat_boundaries=0 1 2 -cat_threshold=20 10 +num_cat=1 +split_feature=1 3 1 1 3 1 1 0 8 8 2 3 1 11 10 1 0 0 1 0 7 6 8 8 0 4 7 3 2 4 +split_gain=175.942 41.03 42.9354 32.5143 38.3488 27.6424 15.5963 15.2218 15.1434 18.5638 14.3855 17.4937 15.7613 14.4401 19.8096 32.6243 34.8118 63.8371 52.3434 30.7834 13.9877 13.8558 13.5318 17.1803 40.2994 23.0041 22.0733 46.0953 21.3347 26.1239 +threshold=0.0012847500000000001 0.96006965000000011 0.00018815000000000002 0.0093938500000000022 0.69317635000000011 0.00049935000000000008 0.65175950000000016 0.00074955000000000009 55.000000000000007 57.000000000000007 0.69182360000000009 0.023572400000000004 0.0036177000000000002 0 1.0000000180025095e-35 0.0026551000000000001 0.036797400000000008 0.10838450000000001 0.0024072000000000004 0.074450300000000011 0.62382075471698128 0.048003072196620589 47.000000000000007 61.000000000000007 0.00042815000000000003 0.59545454545454557 0.56980519480519487 0.98956575000000002 0.24394055000000003 0.080540540540540564 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 5 -3 4 10 -1 8 20 -5 -10 11 -2 -13 14 -12 16 -16 18 -18 -20 -4 -6 -23 24 26 28 -24 -28 -26 -30 +right_child=3 2 7 6 21 -7 -8 -9 9 -11 13 12 -14 -15 15 -17 17 -19 19 -21 -22 22 23 -25 25 -27 27 -29 29 -31 +leaf_value=-0.049717897178458891 0.048120563194358895 -0.035895707719113684 0.018948303198368262 0.0016317198948363584 0.0046412467372925498 -0.023539228132646278 -0.0015729783798829897 -0.011197954593285986 0.043509436666762935 0.0054063167418761772 0.0074903328347929489 -0.024259502950430899 -0.0098336868906354243 -0.0076082429127756774 -0.075562963949930201 0.037681204658819918 0.41085191827695938 0.069435178743359249 0.66111555445930392 1.7921857350764991 -0.013951355819220412 -0.01844464048947465 0.22958175210727477 -0.00069601982236445949 0.031562895920192499 0.73516098304014443 0.23572501079021163 1.9705056000255727 0.25113804786414307 1.6358131656676358 +leaf_weight=574.56804745685076 44.250845995964482 497.87069524716935 458.80591744778212 30461.157262244262 3792.1012502112426 1353.5398327242583 9972.5260085165501 770.19925808999687 129.2433456601575 11971.951524642296 289.74993824446574 1203.5878382546362 2042.8949488569051 1236.5563084806781 2.0807742020115247 29.033005308359861 1.6434570585843178 2.7574806520715356 0.40707556717097748 0.58846950624138117 179.90220105141634 538.31443214369938 0.65480993315577751 149.87596753542311 27.860503287520267 0.49278553016483684 0.32070980733260512 0.29319443227723241 0.61188167566433449 0.17528348555788398 +leaf_count=261166 4297 543211 136964 357156 251922 321722 32436 172248 1522 122245 31021 163495 156074 123278 251 2115 205 349 28 27 62446 40544 55 11233 1947 34 22 22 60 17 +internal_value=0 -0.0210541 -0.0106527 0.00101896 -0.00440957 -0.0313404 0.00198658 -0.00173251 0.0028206 0.00581327 -0.0105788 -0.0143306 -0.0151819 -0.00267885 0.0157543 0.0856533 0.271921 0.405904 0.757479 1.32969 0.0096816 0.00222858 -0.0105032 0.013209 0.081742 0.0577216 0.633455 1.06424 0.0460685 0.559473 +internal_weight=0 3834.89 1906.78 61899.1 9364.25 1928.11 52534.9 1408.91 42562.4 12101.2 4853.55 3290.73 3246.48 1562.82 326.26 36.5103 7.47726 5.39648 2.639 0.995545 638.708 4510.7 718.6 180.285 30.4092 29.1405 1.26871 0.613904 28.6477 0.787165 +internal_count=2798112 1497757 914869 1300355 786996 582888 513359 371658 480923 123767 481140 323866 319569 157274 33996 2975 860 609 260 55 199410 305856 53934 13390 2157 2058 99 44 2024 77 +cat_boundaries=0 1 +cat_threshold=8 is_linear=0 shrinkage=0.1 Tree=162 num_leaves=31 -num_cat=2 -split_feature=2 5 6 6 4 4 8 8 7 7 1 2 3 2 11 8 8 2 8 6 4 9 11 7 1 2 6 6 9 4 -split_gain=59.1657 38.1157 35.1729 79.762 48.9008 51.9056 42.8953 35.4688 34.5366 49.8555 35.9534 76.3627 43.6071 34.8952 41.4942 53.8773 32.6479 32.4203 30.8338 30.4665 42.0169 30.4429 29.6232 28.7167 27.6363 27.5857 26.9701 68.674 30.5986 48.8941 -threshold=0.0020496917125500552 0.014558022622538754 0.19836065573770495 0.18808962264150947 0.16441441441441443 0.093073593073593086 142.50000000000003 163.50000000000003 0.89564428312159727 0.88562091503267981 0.064218390742371567 0.033643544031260186 0.060667487772122074 0.85095039501429082 0 64.500000000000014 532.50000000000011 0.041620857974084477 118.50000000000001 0.044466403162055343 0.031754032258064523 1.0000000180025095e-35 1 0.78019323671497598 0.00077585016478211939 0.19480419748346245 0.16823899371069184 0.17519181585677754 1.0000000180025095e-35 0.24795081967213117 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 -left_child=24 2 3 6 5 -5 8 22 9 10 13 18 -13 23 15 -15 -8 -3 -12 -10 21 -21 -4 26 -1 -14 -2 -28 -29 -30 -right_child=1 17 7 4 -6 -7 16 -9 19 -11 11 12 25 14 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 27 28 29 -31 -leaf_value=-0.010676874485519383 0.00064120335242950097 -0.014987450329818295 -0.0002859220730243777 -0.083036554817635097 -0.10338131228214927 0.08490433985772794 -0.010622045326818557 0.021498680285345958 0.0017655698181326487 -0.030340416913706526 -0.013350082615045842 0.021245482726694905 -0.0053530577535732381 -0.010516153513008096 0.00015630457036994042 0.0059978799922147316 0.051623600587994291 -0.0024572015019163878 -0.039795031832407374 0.019522753633156802 0.26946833750121363 0.27821417288506806 0.0029762858880149515 -0.0063061493706264909 -0.039604333065235357 0.00076748462040019273 -0.08441519072525272 -0.010164603192762934 -0.041480001519076215 0.17975362347422374 -leaf_weight=1803.2788137085736 346074.3521592489 2375.7505065537989 41547.311050309334 37.150674633681774 119.91589310672134 36.469719978049397 4469.5907680448145 930.23156121512875 107405.29286720697 545.02175353700295 2901.1595646589994 812.57935277372599 14466.281555060297 10397.854968011379 17022.856410086155 2439.0184493362904 85.882129351608455 15780.998188029975 519.91608694009483 586.84342772280797 6.9147681668400756 4.5846089869737616 84359.804184952518 6132.3723069571424 404.30999083328061 14998.64084148407 128.77796978270635 694.17041147500277 18.274807951413095 22.034847393631935 -leaf_count=251455 2049751 45774 214678 228 687 164 42276 7841 673689 4029 43500 3843 88005 38949 67733 9523 737 66758 10493 4036 27 18 438662 41433 34882 52753 845 4200 106 93 -internal_value=0 0.000422975 0.000547926 0.000189899 -0.0639957 0.000157205 0.000213349 0.00204376 0.000297158 -0.00011546 -7.59203e-05 -0.0032074 -0.00160727 0.000199656 -0.00308289 -0.00737273 -0.00944856 -0.00409674 -0.017369 0.00189093 0.0243934 0.0215281 0.00190002 0.000477266 -0.0159748 -0.00223749 0.000597168 -0.0170563 -0.00524611 0.079455 -internal_weight=0 674920 656763 529926 193.536 73.6204 529732 126837 525177 417173 416628 33698.6 30277.5 382930 29859.7 12836.9 4555.47 18156.7 3421.08 108004 598.343 591.428 125907 353070 2207.59 29464.9 346938 863.258 734.48 40.3097 -internal_count=4197168 3910831 3798299 3137118 1079 392 3136039 661181 3093026 2415256 2411227 198594 144601 2212633 116205 48472 43013 112532 53993 677770 4081 4054 653340 2096428 286337 140758 2054995 5244 4399 199 -cat_boundaries=0 1 2 -cat_threshold=3 12 +num_cat=1 +split_feature=2 5 2 2 3 11 8 8 3 1 10 6 6 8 4 4 8 7 7 6 6 1 2 0 0 0 2 8 2 0 +split_gain=40.5382 24.6065 22.7448 20.689 69.328 41.8804 23.0596 20.9358 30.1001 24.7126 22.5987 20.2046 56.052 32.952 32.3782 32.6066 22.8739 20.4673 30.1672 24.6633 38.8464 21.9085 28.4382 23.0291 22.8038 24.5879 21.2903 25.7137 22.9062 22.5721 +threshold=0.0012430000000000002 0.014558022622538754 0.044176700000000006 0.0089131000000000019 0.98339625000000008 0 57.000000000000007 29.000000000000004 0.62541555000000015 0.0051207500000000012 1.0000000180025095e-35 0.19836065573770495 0.18808962264150947 109.00000000000001 0.16441441441441443 0.046536796536796543 97.000000000000014 0.89087301587301593 0.88562091503267981 0.046536796536796543 0.059714795008912663 0.0012255500000000004 0.030363050000000006 0.77306940000000013 0.83898855000000017 0.28980735000000007 0.16728140000000002 33.000000000000007 0.76666165000000008 0.0010670500000000002 +decision_type=2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=-1 3 -3 4 -2 -6 -7 8 9 -5 -11 12 16 -13 15 -14 17 18 21 -19 -21 24 -23 26 25 -9 27 -24 29 -28 +right_child=1 2 -4 7 5 6 -8 11 -10 10 -12 13 14 -15 -16 -17 -18 19 -20 20 -22 22 23 -25 -26 -27 28 -29 -30 -31 +leaf_value=-0.025832640313771804 -0.022187008724291295 -0.014452569814888259 -0.0022359251322333065 -0.011307259628106556 0.0059668977728259062 -0.0034765141225760951 -0.020051267835627804 0.0014618309475197895 0.003928749307897641 -0.0046172850157520191 0.013229621572239598 0.0020275220148755812 -0.11000447827518639 0.026108278926197083 -0.10620803633153673 0.062982417444397421 -0.0092130082981708925 0.0019354022752131926 -0.030657826328831284 0.18456357214980704 0.021061971275878007 -0.0066715342870557999 -0.0011669674743278217 0.0078459874732004151 0.050822306128140197 -0.029067287200174242 -0.029297394990359868 -0.007728611376134337 -0.0027008646916104762 0.00093044379079358685 +leaf_weight=589.54332384478766 1708.1754296738654 1790.5759006913286 10235.471656028181 4873.5845877416432 5211.3829180053435 4790.1853828015737 1017.7089622584172 89245.912509409711 4041.0547665022314 3422.7492578700185 895.04273549467325 79728.470525560901 17.278553310781717 572.33106026984751 77.738219775259495 29.499348431825638 2429.0860832259059 67073.772912835702 318.03063153102994 15.144198589026926 359.09996235184371 7177.159402795136 27956.528872512281 3448.3539763204753 93.350098095834255 264.59360472112894 247.64803221821785 7594.6986222602427 22112.332454115152 99797.734573766589 +leaf_count=99951 44244 34870 42237 16648 272803 225639 58539 516702 24702 13651 3195 355398 90 3145 387 124 15790 337041 1780 76 1884 90057 152469 18239 396 1310 874 54431 75085 336355 +internal_value=0 0.00040718 -0.00405488 0.000530675 -0.00344164 -0.000535792 -0.00636992 0.000650538 -0.0032642 -0.00642663 -0.000917768 0.000777329 0.000429512 0.00219915 -0.0666516 -0.000914491 0.000454968 0.000527071 0.000121957 0.00207824 0.0276782 0.000159907 -0.000512488 -0.000238194 0.0014231 0.00137159 -0.000414958 -0.00256871 0.000211844 0.000855619 +internal_weight=0 446545 12026 434519 12727.5 11019.3 5807.89 421791 13232.4 9191.38 4317.79 408559 328258 80300.8 124.516 46.7779 328133 325704 258256 67448 374.244 257938 168334 161157 89603.9 89510.5 157709 35551.2 122158 100045 +internal_count=2798112 2698161 77107 2621054 601225 556981 284178 2019829 58196 33494 16846 1961633 1603090 358543 601 214 1602489 1586699 1247698 339001 1960 1245918 727510 637453 518408 518012 619214 206900 412314 337229 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 Tree=163 num_leaves=31 -num_cat=0 -split_feature=3 0 10 8 7 9 7 1 8 0 8 8 4 8 9 8 1 2 8 7 7 8 1 1 2 8 1 3 8 9 -split_gain=102.536 43.3679 37.6009 40.2069 47.556 45.5078 35.5511 34.5715 34.1515 47.3783 34.0937 54.4633 33.7252 36.7238 46.9078 58.4632 36.5499 33.1204 37.9758 32.8473 29.2675 28.3628 32.6389 27.9793 26.5479 26.2954 31.0595 26.4201 25.7137 25.2799 -threshold=0.08172007879325334 0.0001992631297990708 1.0000000180025095e-35 61.500000000000007 0.54692082111436957 1.0000000180025095e-35 0.6224318658280924 0.0014731593653562038 106.50000000000001 0.16886318869758535 121.50000000000001 205.50000000000003 0.11237373737373739 73.500000000000014 1.0000000180025095e-35 70.500000000000014 0.010118751614546534 0.49645363071510301 124.50000000000001 0.89564428312159727 0.76696832579185525 40.500000000000007 0.00091098045958804149 3.8399521283441939e-05 0.23259095304281313 70.500000000000014 0.00065993443429093464 0.044111037925337951 85.500000000000014 1.0000000180025095e-35 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=12 28 23 6 5 7 29 -5 9 -9 -10 -12 13 14 16 -16 21 -7 -19 20 -8 22 -1 -3 -24 27 -27 -23 -2 -4 -right_child=1 2 3 4 -6 17 19 8 10 -11 11 -13 -14 -15 15 -17 -18 18 -20 -21 -22 25 24 -25 -26 26 -28 -29 -30 -31 -leaf_value=0.054141885381532119 0.0063537090627539461 0.011828106201474621 -0.0069438723440721191 -0.010329838492239613 -0.0085949098568509318 0.015637040958089796 0.0063509536069048375 0.0046493200996332246 -0.0040753514503988376 0.042904835697046909 0.02301541732726967 -0.029490233196517196 -0.010034120353805352 -0.0086730723521434051 -0.014494826965285094 0.29283371025985672 -0.0062231293613387298 0.036106939367945901 0.13452327282534815 -0.001347834275181585 0.033846765552862645 -0.0057603224988942298 0.051057050927923467 0.00033327281578837285 -0.0016881928754226814 -0.053471217030187847 0.074278909937676482 0.0027869583010156451 0.025737872115847705 -0.0017748636521200231 -leaf_weight=208.59978703409433 3943.3946513966657 2124.6623379122466 22674.101555101108 1498.6973116081208 2703.1157784583047 1346.7242672829889 1318.2817212999798 767.76080124825239 2797.0319559108466 559.77010233700275 1245.9395200312138 234.78414357826114 8935.3106250972487 9604.6489672139287 2853.2604627236724 6.203257404267787 7838.3951964043081 201.47068113088608 48.681701824069023 4512.1915743099526 548.07300141919404 4741.0736250802875 117.9630949832499 631613.65208310587 499.45332278311253 23.902246452867985 93.392463311553001 15245.160602279007 828.03511046804488 16236.88556086598 -leaf_count=930 228101 59253 111172 14304 15745 7303 6213 3817 12262 2124 5213 994 69779 66242 20344 32 48326 723 166 24020 2686 34928 859 3239748 2622 128 543 81528 58969 78094 -internal_value=0 0.000216745 0.000151086 -0.00231624 0.00299082 0.00659019 -0.00365257 0.00316135 0.00676852 0.0207802 0.00242022 0.0146901 -0.00446446 -0.00325747 -0.00161285 -0.0138281 -0.000398679 0.021844 0.0552596 0.00326738 0.0144254 0.00178266 0.0199435 0.00037181 0.00838927 0.00103646 0.0482461 0.000759398 0.00971764 -0.00478693 -internal_weight=0 695203 690432 56693.5 11404 8700.86 45289.5 7103.98 5605.29 1327.53 4277.76 1480.72 50167.4 41232.1 31627.4 2859.46 28767.9 1596.88 250.152 6378.55 1866.35 20929.5 826.016 633738 617.416 20103.5 117.295 19986.2 4771.43 38911 -internal_count=4197168 3870907 3583837 284836 62651 46906 222185 38714 24410 5941 18469 6207 326261 256482 190240 20376 169864 8192 889 32919 8899 121538 4411 3299001 3481 117127 671 116456 287070 189266 +num_cat=1 +split_feature=3 0 0 8 3 0 2 1 8 7 7 5 7 7 6 4 5 7 1 2 6 4 11 0 6 4 6 6 10 1 +split_gain=65.9906 33.9589 24.2071 35.0686 33.6712 32.4981 29.8422 21.0321 27.8517 20.8025 68.7609 26.9422 26.9269 32.7739 29.5555 37.7942 25.3093 24.4839 20.6411 19.7238 19.5361 19.4479 19.2841 19.0108 18.6688 20.5139 19.517 18.6604 19.1969 18.3174 +threshold=0.060108850000000005 0.00022515000000000002 0.17800870000000002 25.000000000000004 0.17732055000000002 0.80545445000000016 0.021169850000000004 0.014377850000000003 63.000000000000007 0.43875000000000003 0.43019480519480524 0.06458333333333334 0.46410256410256417 0.47434210526315795 0.27888888888888896 0.12310606060606062 0.025978407557354928 0.45584415584415588 0.00013095000000000004 0.0014907000000000002 0.15450928381962867 0.41277890466531447 0 0.00119625 0.26393188854489169 0.23205128205128209 0.33712121212121215 0.078461538461538485 1.0000000180025095e-35 0.32698405000000003 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 +left_child=19 -2 9 -4 5 -5 -6 21 -9 10 -3 -12 14 20 17 -16 -17 -11 23 -1 -14 -8 -21 -15 -22 26 -26 28 -24 -20 +right_child=1 2 3 4 6 -7 7 8 -10 12 11 -13 13 18 15 16 -18 -19 29 22 24 -23 27 -25 25 -27 -28 -29 -30 -31 +leaf_value=-0.060398580013387854 0.0089648409438909255 -9.4083865617067283e-05 0.015004619235255968 -0.0056808053606655336 0.025449210531404445 0.0036161280835224421 0.0023347356758198603 -0.00049561844408334266 -0.0087320495029221106 -0.023826369245059677 -0.090772029917337418 0.095925325669060077 -0.14904202483318024 0.0035789682826288475 0.0099979794520531871 0.047307297581681722 0.13449689862708433 0.048802731323977208 0.00093362182836056974 -0.013235035785125117 0.033079416584013498 -0.0088734110701134527 0.0003243609816929846 0.019019907416896104 0.023892903304946242 -0.18037880522683469 -0.056342903831524474 -0.010314969590641772 -0.010746735239923125 0.0079539128331142222 +leaf_weight=67.232424886897206 4299.8883287445642 271111.35595181491 1257.0131386294961 26766.638536311686 451.9709107875824 4374.3964023068547 23248.796354323626 15225.251541867852 5621.4103047698736 215.14152269158512 107.08615539502352 8.330921955406664 14.615716530941425 2295.5194052858278 343.83827625727281 211.05609848350286 39.528203864581883 59.183494351804256 112066.23262603721 3083.8908859826624 38.7827328434214 1658.5611059516668 7347.3311416357756 1221.7328328434378 41.366384160239249 10.341504313051699 113.49161010701209 3842.4486924298108 1990.5195152647793 3844.155376046896 +leaf_count=2339 254880 1422675 4960 131590 1482 25066 75977 50258 19499 1062 461 52 64 67626 1832 1097 187 325 583160 24657 184 5695 49299 13041 225 40 566 31030 15069 13714 +internal_value=0 0.000118332 3.74572e-05 -0.00156409 -0.00183336 -0.00437486 -0.00012049 -0.000373074 -0.00271661 0.000358813 -0.000126936 -0.077296 0.00145202 0.00132465 0.0189939 0.031524 0.0610609 -0.0081572 0.00139546 -0.00634676 -0.0373605 0.00158839 -0.00612332 0.00894245 -0.0293583 -0.0440163 -0.0349099 -0.00444593 -0.00203563 0.00116645 +internal_weight=0 474646 470346 78604 77347 31141 46206 45754 20846.7 391742 271227 115.417 120515 119646 868.748 594.423 250.584 274.325 119428 16331.4 218.598 24907.4 16264.2 3517.25 203.982 165.199 154.858 13180.3 9337.85 115910 +internal_count=2798112 2675718 2420838 314527 309567 156656 152911 151429 69757 2106311 1423188 513 683123 678620 4503 3116 1284 1387 677541 122394 1079 81672 120055 80667 1015 831 791 95398 64368 596874 +cat_boundaries=0 1 +cat_threshold=4 is_linear=0 shrinkage=0.1 Tree=164 num_leaves=31 -num_cat=3 -split_feature=0 1 8 8 7 2 2 0 0 1 11 2 0 11 3 3 3 2 2 7 10 0 11 8 7 8 3 3 8 10 -split_gain=498.332 114.91 71.0623 75.5462 71.0202 66.4433 62.1955 59.9652 58.037 92.4359 74.709 55.2328 49.7861 45.6106 44.5545 42.068 39.0579 38.6593 35.3308 33.4041 34.9763 33.2213 33.4523 32.9937 29.8429 31.9744 34.9355 29.3259 34.6811 55.6588 -threshold=0.0027676633973067345 0.0011177395395782625 124.50000000000001 46.500000000000007 0.45584415584415588 0.01857427485672054 0.07946311758912844 0.000428695964045014 0.021870817281779188 0.026934322483942435 0 0.71158331319719936 0.0092588374090391626 1 0.88430355727447163 0.022992613841957579 0.8884333798939642 0.88309789110949655 0.12954664950918007 0.25403225806451618 1.0000000180025095e-35 0.078237077907738276 2 115.50000000000001 0.58919961427193834 46.500000000000007 0.022992613841957579 0.81107178753290743 175.50000000000003 1.0000000180025095e-35 -decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 -left_child=4 5 3 14 6 -2 7 -1 9 10 -5 27 24 -9 -3 23 17 21 -17 -13 -21 22 -10 -12 25 26 -7 -4 -29 -30 -right_child=1 2 11 8 -6 12 -8 13 16 -11 15 19 -14 -15 -16 18 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 28 29 -31 -leaf_value=-0.029885393958897097 0.015861152997845747 0.0056025420567606139 0.0051334422519849834 -0.01023524041089139 -0.031789582541399068 0.53794551023868242 -0.02972477623952699 0.0086729085007321068 -0.0061005861443365166 -0.018086198842679955 0.0428774107624992 0.018570773874029351 -0.0039763564749968469 -0.011660591911316916 0.029527870591156042 0.0080488401032462863 0.012201371261087229 0.012364488842872622 -0.0019715420415837501 0.045316107836810601 0.13744781002216552 0.00095252316291907866 -4.5678762253127824e-05 0.39240130250899824 -0.023843371857841338 -0.011550685031614275 0.017949980463367831 0.013881321260701622 0.10989664488674261 -0.0017646824476447093 -leaf_weight=1257.9058305516519 1366.7835701704025 19117.266748953611 7300.7634362932295 7098.2981245964766 3674.4900428103138 1.2969429716467846 2203.4334455514327 1569.4650790691376 14265.784544352442 4075.1893888693303 197.62053091824055 545.34653445705771 19565.371814955026 3664.7311065228423 811.38620908092707 5414.101544469595 2911.6625134237111 2736.0573416277766 10051.141306862235 274.08900895249099 48.496300641447306 191513.00372164324 25297.981244120747 2.7381257973611346 2008.3349139280617 5891.4558445783332 340.14406137727201 606.49729953147471 107.36392918042839 76.411130147054791 -leaf_count=411288 43038 98978 36749 207587 579155 23 154823 146548 149179 88889 1424 3508 238504 376366 13577 125348 30735 20858 198328 2036 197 764132 203317 30 76989 205042 10123 8416 1317 664 -internal_value=0 0.000320141 0.000917137 0.000640028 -0.0201334 -0.0056645 -0.0152079 -0.0102808 0.000191146 -0.0042159 -0.00173284 0.00968582 -0.00672256 -0.00556933 0.00657665 0.00212489 0.000690804 0.000547463 0.00153641 0.0336592 0.0591669 0.000407544 -0.00223049 0.047654 -0.0132423 -0.00982642 0.0199252 0.00711419 0.0254129 0.0634694 -internal_weight=0 321625 292451 283492 12370 29173.4 8695.54 6492.1 263564 26839.1 22763.9 8958.97 27806.6 5234.2 19928.7 15665.6 236724 233813 15465.2 867.932 322.585 231077 39563.8 200.359 8241.23 6232.9 341.441 8091.04 790.272 183.775 -internal_count=4197168 2528988 1955269 1902382 1668180 573719 1089025 934202 1789827 621606 532717 52887 530681 522914 112555 325130 1168221 1137486 323676 5741 2233 1116628 352496 1454 292177 215188 10146 47146 10397 1981 -cat_boundaries=0 1 2 3 -cat_threshold=48 12 48 +num_cat=5 +split_feature=0 0 2 0 3 11 3 2 3 11 8 8 8 7 3 2 0 11 11 0 2 1 2 1 3 2 11 1 8 8 +split_gain=337.941 84.8062 52.3354 66.66 47.4189 43.8498 37.7879 35.9154 51.2324 40.8768 35.8052 33.1121 32.4988 45.0133 42.6651 38.7376 36.0084 40.9681 34.572 37.3526 30.9037 29.552 28.3836 28.1128 48.6193 32.498 24.8501 24.8416 33.2808 23.965 +threshold=0.0021645500000000008 0.0087346500000000018 0.037844800000000005 0.00038145000000000003 0.97620555000000009 0 0.07352595000000002 0.83449990000000007 0.83030515000000016 1 31.000000000000004 21.000000000000004 57.000000000000007 0.45584415584415588 0.23765865000000003 0.89620385000000014 0.67191475000000012 2 3 0.12121965000000003 0.58463315000000005 0.0033296500000000004 0.20810055000000002 0.006878050000000001 0.26006850000000009 0.026612800000000002 4 0.27292540000000004 133.00000000000003 99.000000000000014 +decision_type=2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 1 2 2 2 +left_child=2 4 3 -1 7 11 -4 8 -2 -9 -3 -5 13 16 -15 23 18 -18 20 22 -12 -19 -20 25 26 -14 -25 28 29 -26 +right_child=1 10 6 5 -6 -7 -8 9 -10 -11 12 -13 15 14 -16 -17 17 21 19 -21 -22 -23 -24 24 27 -27 -28 -29 -30 -31 +leaf_value=-0.035366843524942126 -0.018078889636570904 0.0058566301683137542 0.0098849244752141768 0.21206089434023881 0.0079515149331813202 -0.017458527396979028 -0.036503594792417736 0.012609943853430309 -0.0048593355610524209 -0.013637342127943559 0.0021886737150881631 0.0033100669059057675 0.015935505488095327 -4.0844049073593365e-05 -0.0073338785677822121 0.024265106535808045 0.0019068340907814748 -0.018909401335462414 0.0010152699523316806 0.0020630437614533692 0.0091098924176117469 -0.0049750746949958867 -0.0074697050084203678 -0.0052840377149845109 0.010634811103056953 -0.00076553022644274612 0.0031455668029989948 -0.0064496678249651926 0.057038631350940533 -0.015245293132051144 +leaf_weight=1253.3588122715009 5431.9479866903275 13435.977447252721 190.01318767433986 7.6365609026979646 1956.4685687331948 2314.8958589115064 2315.4641429735348 1501.0938010574318 6369.0447965171188 967.37709684390575 28134.316343970597 1525.8796180990175 1214.7534180041403 16216.082474539056 15873.598291967064 799.24941196106374 6162.9423209391534 2187.0340330787003 6504.6216833349317 23786.843161001801 8370.6922618001699 5005.2706834301353 10008.795701880008 4715.1065294705331 10795.503667291254 28513.36436570622 13450.622689396143 947.35917466506362 151.01196881011128 370.06950481235981 +leaf_count=448273 188898 67521 13470 591 64022 279109 195834 33290 217551 31725 171861 179076 10728 81362 134908 7887 22503 7548 67672 88608 53988 18340 100141 19042 55682 175584 54581 6066 609 1642 +internal_value=0 0.000300515 -0.0211497 -0.0153371 -0.006648 -0.00881379 -0.0329855 -0.00864972 -0.0109442 0.00231965 0.000873869 0.00432142 0.000508445 -0.000432034 -0.00364844 0.00239459 0.000712741 -0.00407977 0.00154608 -0.000473465 0.00377469 -0.00919943 -0.00412748 0.00210402 0.00424071 -8.30908e-05 0.000956397 0.00910553 0.0104077 0.00977705 +internal_weight=0 212869 7607.25 5101.77 16225.9 3848.41 2505.48 14269.5 11801 2468.47 196643 1533.52 183207 122250 32089.7 60957 90160.5 13355.2 76805.3 40300.3 36505 7192.3 16513.4 60157.8 30429.7 29728.1 18165.7 12263.9 11316.6 11165.6 +internal_count=2798112 1681759 1116353 907049 535486 458776 209304 471464 406449 65015 1146273 179667 1078752 746931 216270 331821 530661 48391 482270 256421 225849 25888 167813 323934 137622 186312 73623 63999 57933 57324 +cat_boundaries=0 1 2 3 4 5 +cat_threshold=12 3 12 3 8 is_linear=0 shrinkage=0.1 Tree=165 num_leaves=31 -num_cat=1 -split_feature=1 3 1 1 0 1 8 11 0 1 5 6 0 4 0 10 2 1 7 7 5 2 0 8 4 4 6 2 2 8 -split_gain=238.64 48.3199 48.2578 44.0579 47.8312 30.1195 20.0228 19.337 20.9818 19.0509 24.4019 21.2039 19.8575 18.3092 18.3074 17.8388 29.2934 17.3182 17.2372 23.9712 21.9674 20.0675 16.6114 16.0356 15.7703 18.4011 16.0544 18.3011 15.7599 19.6276 -threshold=0.0012245644177773555 0.96118147580274782 0.00021976899152960803 0.003900811069118645 0.0036935101813469671 0.00053703460107403411 25.500000000000004 0 0.0002490607771725937 0.8086606972296565 0.033060109289617494 0.057189542483660136 0.00070117921540527588 0.91287878787878796 0.00050540279666717251 1.0000000180025095e-35 0.88309789110949655 7.7321860639310456e-05 0.73798627002288331 0.71240601503759404 0.026671408250355622 0.72238147749379367 0.00023212839122826247 46.500000000000007 0.74709302325581406 0.68743942624539656 0.077935222672064791 0.095363683006646452 0.0072455450537276004 199.50000000000003 -decision_type=2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 5 14 4 -2 -1 -5 8 -4 10 11 13 -13 28 17 -6 23 -3 19 -14 21 -21 -7 -17 25 -12 -26 -28 -8 -30 -right_child=3 2 7 6 15 22 9 -9 -10 -11 24 12 18 -15 -16 16 -18 -19 -20 20 -22 -23 -24 -25 26 -27 27 -29 29 -31 -leaf_value=-0.045449822326470601 0.0063209938770480622 -0.045138759378957956 0.069167932704583657 -0.040044644066269418 -0.01500087144058472 0.85678501116908778 0.010089722626420146 -0.013653593917251997 0.0043390433351385045 -0.0044899743543986128 0.0074683609109142141 0.10261597600495385 -0.0021692809624341744 -0.0078260910128736174 -0.052115923605162866 -0.057098724045778385 0.091754746838551018 -0.0030462905118970865 -0.013831803173128246 0.02299650785828836 0.49569439775044244 0.16005498666637039 -0.023094083926491468 0.0025496377180756428 0.035167146527862674 -0.092557202866330374 0.2606713495454171 -0.084935770112341921 0.0021641262584425696 -0.019026755712598362 -leaf_weight=939.97174279776664 1903.8498743709642 160.30391276525916 53.1141440718784 115.99246617313474 3993.0084373939317 0.2145944144576778 2514.371689511463 737.72463869080457 831.11840984056471 4960.1031281352043 6911.1954829012975 17.857460716739297 9251.7644052663818 1825.7532849423587 295.33662573021138 48.973917835392058 35.075043851044029 250.46687870508686 1276.0914133666083 176.68727108510211 1.0240767151117314 11.370171967893837 1631.9741149871843 565.4136972760316 28.78276917245239 18.440794043242931 7.2080571628175658 1.9457973306998608 60645.058957553469 440.26139472890645 -leaf_count=418545 205031 246981 22364 2217 521970 63 43127 256570 223138 17534 59296 832 211414 30975 224867 6481 3093 265190 27927 3778 6 435 398011 68796 304 202 74 24 935135 2788 -internal_value=0 -0.0217432 -0.0113054 0.000888318 -0.00702697 -0.0311904 0.00147578 -0.00180589 0.00814112 0.00153045 0.00188968 0.00137146 -0.00274781 0.00204733 -0.0331262 -0.0125009 0.00286938 -0.0194729 -0.00292338 -0.00144892 0.0337985 0.0312832 -0.0229784 -0.00220504 0.00755419 0.00720218 0.0718534 0.187207 0.00233077 0.0020114 -internal_weight=0 4900.23 2328.06 94750.2 6546.32 2572.16 88203.9 1621.96 884.233 88087.9 83127.8 76160.2 10734.8 65425.4 706.107 4642.47 649.463 410.771 10716.9 9440.85 189.082 188.057 1632.19 614.388 6967.57 6929.64 37.9366 9.15385 63599.7 61085.3 -internal_count=4197168 2055729 1239110 2141439 805371 816619 1336068 502072 245502 1333851 1316317 1256417 244392 1012025 737038 600340 78370 512171 243560 215633 4219 4213 398074 75277 59900 59498 402 98 981050 937923 -cat_boundaries=0 1 -cat_threshold=11 +num_cat=0 +split_feature=1 3 1 1 3 1 0 10 2 2 7 0 3 0 3 0 3 6 8 0 3 8 8 1 0 6 6 1 2 6 +split_gain=155.092 40.9052 36.2578 35.3839 39.8338 17.9218 16.3623 15.1421 20.3563 16.5406 21.1182 126.296 274.995 101.008 45.7598 14.8629 21.0013 13.6585 14.0228 18.2642 42.7995 12.8508 14.7597 56.0695 310.348 500.244 65.6716 12.3452 15.8282 12.0345 +threshold=0.00096985000000000007 0.9496403000000001 9.9750000000000012e-05 0.0042830000000000012 0.67501920000000015 0.00038815000000000003 0.0019902000000000006 1.0000000180025095e-35 0.68139335000000012 0.20810055000000002 0.97916666666666685 0.67191475000000012 0.40463745000000007 0.57441360000000008 0.34522130000000006 0.0037427000000000003 0.9929903000000001 0.051315789473684217 43.000000000000007 8.0650000000000009e-05 0.9984736500000001 61.000000000000007 59.000000000000007 0.00022635000000000003 0.00015345000000000002 0.27195685670261943 0.96428571428571441 0.00061265000000000007 0.0077732000000000009 0.048003072196620589 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 5 -3 4 7 -1 17 -2 9 10 -9 12 13 14 -12 -6 -17 29 19 20 -19 22 -20 24 25 -24 -26 -25 -29 -4 +right_child=3 2 6 -5 15 -7 -8 8 -10 -11 11 -13 -14 -15 -16 16 -18 18 21 -21 -22 -23 23 27 26 -27 -28 28 -30 -31 +leaf_value=-0.056041805153364092 -0.018581025137947859 -0.047590716501408829 0.0034656181143542727 0.0015703348576600546 0.0079660036329840516 -0.02905492226835913 -0.028282370342853365 0.0050570121196665862 0.03822161386552142 -0.037725840210907802 5.3720838463559231 -0.03537191749723323 -0.075375418454115481 1.28992433604936 2.8336097295136193 -0.0061525756552367264 0.75753754449062793 -0.075063990822290594 0.055562805105665851 -0.040442963182937511 6.1005155439230334 -0.014005330784153086 22.111725680158564 -0.089061253697191478 -0.075066301184933917 -0.075052316562473104 3.7503963733323626 0.17453572789426769 1.43809102851574 0.67577292457512794 +leaf_weight=335.51667872886173 2305.0812046139035 251.30439873956493 973.09216199477669 57012.026502196677 1547.0927392689046 923.15353469178081 278.40157519903732 90.663881646236405 115.17785490071401 124.51388767268509 0.14685611519962438 4.9861890582833439 0.80900953477248549 0.2197254472412169 0.1375040072016418 1513.6703124996275 0.36017578421160479 0.036559881176798537 15.177305344288472 155.14283183633233 0.016192877927096561 37.153402508294675 0.018028756778221022 1.2083526821807025 0.3168059719610028 0.02329065790399909 0.05228115149657242 0.39685076544992615 0.13215255667455494 0.26632466085720707 +leaf_count=165770 325169 351309 392711 764975 141785 274928 83563 12526 10097 16139 20 642 127 31 20 162371 54 42 8134 68301 25 18339 22 412 310 28 47 69 25 121 +internal_value=0 -0.022562 -0.0125039 0.000819092 -0.00669116 -0.0362487 -0.00647041 -0.0156877 0.00412296 -0.0136098 0.0173584 0.194409 1.06695 2.90027 4.14459 0.00107282 -0.0059709 -0.00133743 -0.0244883 -0.0398104 1.82058 0.0191605 0.0902843 0.335646 1.3869 9.60563 0.46681 0.0873135 0.49019 0.00364957 +internal_weight=0 2971.41 1712.74 62714.9 5702.86 1258.67 1461.43 2641.74 336.655 221.477 96.9632 6.29928 1.3131 0.504086 0.28436 3061.12 1514.03 1183.03 209.674 155.196 0.0527528 54.4785 17.3251 2.14776 0.410407 0.0413194 0.369087 1.73736 0.529003 973.358 +internal_count=2798112 1364156 923458 1433956 668981 440698 572149 364771 39602 29505 13366 840 198 71 40 304210 162425 488586 95754 68368 67 27386 9047 913 407 50 357 506 94 392832 is_linear=0 shrinkage=0.1 Tree=166 num_leaves=31 -num_cat=3 -split_feature=2 5 6 6 6 6 2 1 8 8 11 7 6 0 7 2 0 1 1 2 8 2 8 8 11 3 0 2 7 11 -split_gain=51.2656 32.5042 30.2032 59.9226 53.9669 43.5684 30.4955 106.585 44.8063 43.1432 36.6796 32.9883 54.9007 40.6679 37.6794 28.3482 26.8487 27.2542 24.5091 44.6617 51.6971 46.5216 41.3418 41.8147 45.3713 32.3517 30.0438 31.8519 28.4698 27.5929 -threshold=0.0013188303615532309 0.014558022622538754 0.71008403361344552 0.87083333333333346 0.80909090909090919 0.69615384615384623 0.017407380957827151 0.0036156340303318325 79.500000000000014 85.500000000000014 0 0.60565476190476197 0.39009661835748799 0.6706440626980037 0.60188679245283028 0.041620857974084477 0.9037305792543332 0.0066758705219622455 0.0016476527175484838 0.12954664950918007 118.50000000000001 0.72238147749379367 118.50000000000001 106.50000000000001 1 0.8496122951674806 0.08993417544003264 0.15500683229625659 0.11324786324786326 2 -decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 -left_child=-1 2 5 4 16 6 7 9 -9 10 -2 13 -13 14 18 -3 -4 -18 26 20 25 29 23 24 -23 -20 -8 -28 -24 -21 -right_child=1 15 3 -5 -6 -7 11 8 -10 -11 -12 12 -14 -15 -16 -17 17 -19 19 21 -22 22 28 -25 -26 -27 27 -29 -30 -31 -leaf_value=-0.024273369063236461 -0.0079614079022048614 -0.013995892778429081 0.01129806128355821 0.0020819121534242742 0.053814497967805214 -0.068943409878141571 0.0011677962476192964 -0.0097990641810144063 -0.030040503565652771 -0.0084883821886650845 0.0037149524290133792 0.0017846847926434616 0.18129538811928059 0.005145723832999145 -0.11655905888048375 -0.0022689786689835643 0.298558472187403 -0.017500019890705938 -0.0051945766736500604 0.0023721124204908002 -0.011854309684003439 0.00020395895375018339 0.0055173239820963359 -0.024362927001297028 -0.0074090689474845955 0.00055083254672250094 -0.015817457506795359 -0.0014537743758416251 -0.0077401201306596945 -0.00028255052400434367 -leaf_weight=844.94974001660012 3134.9716336228303 2371.4434272695798 2554.2831249441952 34927.071705526672 350.4087695046328 90.798562215641141 155467.75804012269 4909.7429100987501 1406.9846708658151 4749.3841471442138 18630.407547403127 145116.22209498659 17.039148896932602 15230.905969046056 27.785972945392132 15766.116153363138 6.5236072838306409 4.6896912232041359 18700.093262974173 59186.209529288113 6432.4197135083377 13826.95281869173 7587.6740158572793 1052.9839009270072 18048.099908225238 20593.83591645956 2052.5174191743135 6229.4841160327196 2059.4642392098904 115645.74254093319 -leaf_count=134424 110500 49014 12244 177316 1561 444 776127 103278 39397 208078 648236 671986 62 84249 128 66758 78 68 118585 206060 59348 46618 25346 3558 60504 148657 11710 20756 7358 404720 -internal_value=0 0.000373906 0.000489013 0.00323168 0.0170037 0.000321662 0.000331804 -0.00263412 -0.0143076 0.000146908 0.0020312 0.000497614 0.00180576 6.82139e-05 -0.000112936 -0.00380225 0.0119759 0.166375 -0.000105357 -0.000703095 -0.00354385 -0.000105611 -0.00306991 -0.00475659 -0.0041089 -0.00218342 0.000855163 -0.00501351 0.00268713 0.000616257 -internal_weight=0 676178 658040 37843 2915.91 620197 620107 32831.5 6316.73 26514.8 21765.4 587275 145133 442142 426911 18137.6 2565.5 11.2133 426883 263133 45726.3 217407 42575.2 32928 31875.1 39293.9 163750 8282 9647.14 174832 -internal_count=4197168 4062744 3946972 191267 13951 3755705 3755261 1109489 142675 966814 758736 2645772 672048 1973724 1889475 115772 12390 146 1889347 1080754 326590 754164 143384 110680 107122 267242 808593 32466 32704 610780 -cat_boundaries=0 1 2 3 -cat_threshold=32 44 18 +num_cat=0 +split_feature=2 1 2 8 9 8 0 10 8 7 0 2 4 8 8 2 1 8 3 8 8 6 0 0 3 8 2 8 8 2 +split_gain=35.2506 20.9111 90.5366 33.8721 28.5357 41.4548 23.5356 22.7576 27.9995 30.4128 22.4343 51.6566 22.5502 22.5475 25.9529 114.177 204.878 20.8348 20.7261 23.4469 23.0009 20.4169 22.6514 20.3956 19.523 45.1829 33.4284 25.4821 24.4386 26.5953 +threshold=0.0016116500000000003 0.0030035500000000002 0.016223500000000005 55.000000000000007 1.0000000180025095e-35 53.000000000000007 0.87149980000000016 1.0000000180025095e-35 33.000000000000007 0.15504807692307696 0.035162500000000006 0.059201500000000011 0.093073593073593086 215.00000000000003 231.00000000000003 0.0049104500000000011 8.7650000000000016e-05 79.000000000000014 0.15821550000000004 119.00000000000001 79.000000000000014 0.53589743589743599 0.67191475000000012 0.0018787500000000002 0.27546290000000001 79.000000000000014 0.61691350000000011 71.000000000000014 33.000000000000007 0.52021335000000013 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=-1 6 3 -3 7 23 10 24 9 -9 13 -12 -13 -2 15 16 -15 -8 19 20 -10 22 -11 -6 25 26 -4 -28 -26 -30 +right_child=1 2 4 -5 5 -7 17 8 18 21 11 12 -14 14 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 28 -27 27 -29 29 -31 +leaf_value=-0.017680806151389603 0.0013546976673343507 -0.009495355846830162 0.0019024806055998396 -0.029773112935003256 -0.037889954378482062 -0.020047481881134525 0.011572666879342951 0.001093774683212046 -0.017825565645349373 -0.006439265539574932 -0.017974339297886752 -0.0014228950127275451 0.0046847749112452859 -0.075699755269210092 0.042326501863362807 -0.0050960581559102939 3.0307135798759632 0.062674115663763713 -0.019249885468314531 -0.09587118310975723 0.010274340374971621 -0.060974345976964522 -0.037942440473956937 0.0066570917161953864 -9.6163873358901984e-05 0.0053660702960122578 -0.0023695022563576221 -0.019241024767027107 -0.0054169793651556858 0.004132656769371479 +leaf_weight=1082.5908245608443 203544.43079323147 3711.142414635513 31406.003875110298 1058.7817201409489 103.76851307600737 635.37286552786827 1009.9699019389227 7981.6833576783538 476.16526896506548 1897.1817973405123 1740.9953890442848 36419.366535574198 7248.1158350482583 0.47145650954917018 76.266130731906742 2.6352542825043201 0.38625895278528333 86.628983583301306 1877.9015876241028 26.408042166382074 750.28920020163059 82.31287756562233 259.45042018964887 10763.299024593085 68603.285149373114 19012.200367212296 24108.174224093556 929.7388903349638 18619.905441295356 3457.8780181705952 +leaf_count=164786 1545133 76077 137058 29258 419 2962 7264 32868 2144 7935 13956 132786 26103 46 1110 40 27 932 9992 131 3268 309 1550 38154 298064 77725 77323 2955 97217 10520 +internal_value=0 0.000385851 -0.000388243 -0.0139964 -4.8384e-05 0.0047801 0.000991687 -0.000357815 -0.00432987 -0.00179533 0.000927318 -0.00108258 -0.000409118 0.00137553 0.0545342 0.32108 1.32323 0.0156096 -0.0126041 -0.00264272 -0.000635318 -0.0120948 -0.0102292 0.00623172 -3.86064e-05 0.00114976 -0.000270431 -0.002996 -0.00102745 -0.00392129 +internal_weight=0 445890 195761 4769.92 190991 11502.4 250129 179489 13351.4 10220.6 249033 45408.5 43667.5 203624 79.7591 3.49297 0.857715 1096.6 3130.76 1252.86 1226.45 2238.95 2156.63 10867.1 166137 75456.1 56443.9 25037.9 90681.1 22077.8 +internal_count=2798112 2633326 905929 105335 800594 41535 1727397 759059 58197 42662 1719201 172845 158889 1546356 1223 113 73 8196 15535 5543 5412 9794 9485 38573 700862 295061 217336 80278 405801 107737 is_linear=0 shrinkage=0.1 Tree=167 num_leaves=31 -num_cat=2 -split_feature=3 4 6 3 6 10 1 8 2 8 0 2 8 9 10 8 7 8 11 8 0 3 8 11 8 1 8 1 7 2 -split_gain=90.9777 43.7891 50.0125 35.2528 27.8248 28.7628 26.8977 48.0089 46.3964 39.9612 39.6223 39.5033 38.6118 38.4671 34.4062 40.6507 90.3641 39.6661 33.7031 32.1394 42.6326 31.3978 30.8927 41.4254 30.0112 37.7625 29.8955 29.4887 29.232 28.733 -threshold=0.055168332788642034 0.37668918918918926 0.063508064516129045 0.99848649966393932 0.084523809523809543 1.0000000180025095e-35 0.0021174941753325841 112.50000000000001 0.019822284246409503 103.50000000000001 0.37298946324653626 0.64786427543554548 97.500000000000014 1.0000000180025095e-35 1.0000000180025095e-35 94.500000000000014 0.27842377260981915 79.500000000000014 0 88.500000000000014 0.000428695964045014 0.12971985069174216 100.50000000000001 1 199.50000000000003 0.23363929123040048 76.500000000000014 0.041098522490902706 0.84807692307692317 0.02883138674005848 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 -left_child=4 3 -3 6 5 -1 7 10 -8 12 19 -9 14 21 15 -10 -17 26 -13 -2 -21 -11 27 -24 -23 -26 -16 -14 -22 -12 -right_child=1 2 -4 -5 -6 -7 8 11 9 13 29 18 22 -15 17 16 -18 -19 -20 20 28 24 23 -25 25 -27 -28 -29 -30 -31 -leaf_value=-0.0016165702111455599 0.00031996193635788382 -0.00099923994198872147 -0.0098277557676531586 0.023901674858336032 -0.011953883445244109 -0.012132934029429833 0.0038910810085053824 0.0047650511188723731 0.0004029843762593556 -0.0074003900833357564 0.051468317598853543 -0.0075906599200641208 0.021466471121176185 0.017358989008971707 -0.0035998428029649903 -0.034431698484179797 0.022258340872167909 0.019356056886828572 0.0021122881797037683 0.022002051067270673 -0.016483720224060392 -0.0017243058986089238 0.02629507627788992 -0.028108536982275303 -0.035222777063336548 0.022225893174725043 -0.065744905141953233 0.073286576025977421 0.005276324179317479 0.010194299273974763 -leaf_weight=10966.763291658834 234183.4961089436 22048.231318714563 9050.4865973950364 630.52889089332893 6599.2796551459469 3409.2596766650677 24608.395097968169 49185.223083948251 243070.47867181152 12308.580979518592 184.06633877009153 5134.5228127688169 456.02417480200529 963.3247629404068 30747.448067069054 922.28861533105373 404.4986215904355 760.88951981067657 11761.645343109965 411.00788679532707 2951.2579888366163 69937.998652372509 290.92157386988401 251.69080705195665 532.04350787401199 145.76820284128189 77.604693748056889 144.64627415686846 780.66500469483435 2015.8937376216054 -leaf_count=79124 1729022 110320 44881 82990 55532 26744 187384 391396 895953 69827 711 20977 1763 3577 117620 3491 1630 2942 49035 22663 23148 256086 1224 1005 1997 518 304 528 7613 7163 -internal_value=0 0.000102391 -0.00356855 0.000267159 -0.00657821 -0.00411052 0.000245631 0.000944703 -0.000310199 -0.000596578 0.000288818 0.00333203 -1.77258e-05 -0.00250884 -9.36983e-05 0.0003077 -0.0171486 -0.00319953 -0.000839552 0.000165505 -0.00856535 -0.00273964 0.0183217 0.00102653 -0.00192726 -0.022868 -0.0037563 0.0339452 -0.0119318 0.0136476 -internal_weight=0 723960 31098.7 692861 20975.3 14376 692230 306608 385623 361014 240526 66081.4 277126 83887.7 275983 244397 1326.79 31585.9 16896.2 238326 4142.93 82924.4 1143.28 542.612 70615.8 677.812 30825.1 600.67 3731.92 2199.96 -internal_count=4197168 4035768 155201 3880567 161400 105868 3797577 2251728 1545849 1358465 1790320 461408 1026460 332005 1021940 901074 5121 120866 70012 1782446 53424 328428 4520 2229 258601 2515 117924 2291 30761 7874 -cat_boundaries=0 1 2 -cat_threshold=17 21 +num_cat=0 +split_feature=3 2 7 7 5 0 4 7 5 1 3 4 6 7 0 8 10 0 2 2 8 0 2 8 3 8 3 3 2 2 +split_gain=57.2783 27.6884 25.4063 37.406 39.4664 35.0813 29.5827 27.4481 30.1452 25.9221 22.9303 21.3932 30.2964 19.7979 19.7873 24.2966 25.2731 23.4861 20.8457 20.2318 19.9281 19.5282 17.9925 17.6801 23.7713 19.6282 31.9278 19.5639 19.2102 45.2145 +threshold=0.083790900000000015 0.00091015000000000009 0.40967365967365971 0.42365967365967372 0.23443223443223446 0.00040505000000000006 0.34698996655518399 0.36515151515151517 0.24662162162162166 0.0079750500000000026 0.030517350000000002 0.20942982456140355 0.41042780748663105 0.37321428571428578 0.028393600000000001 31.000000000000004 1.0000000180025095e-35 0.87149980000000016 0.011271000000000002 0.012848450000000003 51.000000000000007 0.0032530000000000002 0.0020351500000000008 21.000000000000004 0.41483085000000003 31.000000000000004 0.99657875000000018 0.12959220000000002 0.0013058500000000001 0.0011138500000000002 +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=10 -2 7 4 6 -5 11 -3 13 -8 -1 12 -4 -9 15 16 18 -16 -12 20 -19 -20 -22 24 -7 26 -25 -27 29 -28 +right_child=1 2 3 5 -6 23 9 8 -10 -11 14 -13 -14 -15 17 -17 -18 19 21 -21 22 -23 -24 25 -26 27 28 -29 -30 -31 +leaf_value=-0.014178013522869654 0.026926907728147504 -0.0002090757279476456 -0.068783111104056174 0.011068122913261723 -0.1661325255930507 0.039842417811531777 -0.076589207427203723 -0.065319576710246588 -0.061152378196021422 0.057796116928810974 0.15207451600086738 0.083549012443634135 0.04944121963631963 -0.0065633121615859052 -0.0073590643093773001 -0.0016546368027008712 -0.035757446866083516 0.01871370121888823 0.038955967251080401 -0.0043831760150158019 0.27704000997531852 0.0073367114554220916 -0.0067866416836600942 -0.0046471974851597297 -0.00089958057118618502 -0.0029667953272958692 0.075972618882504561 0.0015256812766605372 -0.11937237303304296 -0.9981680413647066 +leaf_weight=2093.1176334992051 387.66260440321639 313982.37563737482 26.629181258380413 3536.7288276054896 9.5462146997451764 273.24567645788193 36.299795603379607 58.436991242691875 109.01348644401878 23.741857707500458 11.776087835431097 129.4442776190117 116.53167763818055 3074.1658420437016 14508.534890986979 12631.248533923179 89.846686884760857 995.03179129585624 296.52997813373804 2348.9687866717577 2.2433037906885138 572.30862861871719 511.0206203609705 5647.3806329090148 300.92117245774716 10559.220737710595 0.67674163635820039 118240.3299415065 3.0710406955331564 0.9309952137991786 +leaf_count=22521 43584 1691832 133 163681 43 948 184 281 493 99 56 717 658 15261 95795 68319 421 8345 1237 17388 32 2700 5294 24972 1407 48726 42 582703 181 59 +internal_value=0 0.000212972 0.000190268 0.00131812 0.0343398 0.00123657 0.0400929 -0.000303591 -0.00945831 -0.0234501 -0.00403806 0.0540884 0.0274505 -0.00765938 -0.00337413 -0.000483138 0.0147648 -0.0055152 0.0199194 0.00142022 0.0104582 0.0181282 -0.00554613 0.000979051 0.0184895 0.000904274 -0.00486353 0.00115738 -0.265983 -0.546032 +internal_weight=0 456516 456129 138905 342.193 138563 332.647 317224 3241.62 60.0417 34060.6 272.605 143.161 3132.6 31967.5 13601.7 970.461 18365.8 880.615 3857.26 1508.3 868.839 513.264 135026 574.167 134452 5652.06 128800 4.67878 1.60774 +internal_count=2798112 2576004 2532420 824553 1834 822719 1791 1707867 16035 283 222108 1508 791 15542 199587 72733 4414 126854 3993 31059 13671 3937 5326 659038 2355 656683 25254 631429 282 101 is_linear=0 shrinkage=0.1 @@ -3532,228 +3464,222 @@ shrinkage=0.1 Tree=168 num_leaves=31 num_cat=3 -split_feature=0 0 11 7 3 2 4 5 0 7 3 2 3 2 3 7 0 0 11 2 3 8 11 8 2 1 9 1 2 0 -split_gain=434.528 111.691 80.0426 71.4958 59.8343 57.6163 52.2161 53.6949 47.6967 50.3913 43.9801 42.7996 42.8669 37.1262 36.1486 34.9701 42.6508 42.2781 38.7971 45.1404 40.6557 36.4246 32.725 31.6307 30.6794 29.2714 28.3863 28.2311 28.1164 27.9864 -threshold=0.002334572657710482 0.010152888164198534 0 0.32882882882882886 0.96118147580274782 0.092814094751728513 0.10960960960960962 0.011210487625581968 0.000428695964045014 0.31866537717601556 0.99185963469390426 0.85927092440190056 0.8443327296948796 0.85927092440190056 0.88430355727447163 0.060915275200989494 0.80717297168996105 0.086035785256769054 1 0.21557842490452858 0.18372157608722781 106.50000000000001 2 46.500000000000007 0.83261909627057429 0.00056205955096794451 1.0000000180025095e-35 0.0057190153741518484 0.60709846192531691 0.6706440626980037 -decision_type=2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 -left_child=3 2 14 5 11 8 15 13 9 -1 -10 12 -4 -8 -2 16 18 21 28 26 -21 -17 -18 -14 -23 -25 29 -22 -3 -20 -right_child=1 6 4 -5 -6 -7 7 -9 10 -11 -12 -13 23 -15 -16 17 22 -19 19 20 27 24 -24 25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.028331501460839698 -0.023204285199641305 0.0031488525652447899 -0.01320925895947673 -0.032782574824046916 0.0094064080843542612 -0.03261072867246341 0.002014354052931891 0.012794328125479707 -0.0112650419270668 2.537400300456329 0.011789449393812594 0.0060890347083090617 0.032545860956049256 0.0188681589985885 -0.0084824933543574069 -0.008104603044242693 0.0010363804584132307 -4.7853758104872231e-05 0.0040146744554975626 0.0014540998468566058 -0.0059695983488849674 -0.0020998359545649314 -0.0099537636638216357 -0.014906037597120964 0.017016933404995133 0.0022531326039915843 -0.0061045766055757835 -0.00083191548849392513 0.011259671776574671 -0.0021099021509625028 -leaf_weight=1188.5872211389506 3236.0453707417473 21250.819514218703 6854.9215375706553 3267.4073976337531 3295.7000843603164 1463.6518005328253 42449.128447970375 5771.8358731083572 3388.4420556989498 0.076552824117242291 1094.8098284564912 2601.2821591468528 265.70858100056648 1348.5496714245528 3441.9089716197923 15145.538732357323 4815.4431645870209 44237.268527168781 51639.814173091203 38358.866144936532 18529.286692164838 5119.2469429541379 6191.4266895987093 1422.4744632905349 1004.1652869842947 3301.5586902815849 3523.1515573784709 25296.9661584571 5349.93409524858 8720.9600295871496 -leaf_count=399914 124223 116330 222329 576273 106717 111709 209826 28836 332777 27 148501 60150 7171 11184 162957 198534 20703 180962 355521 188567 158021 52408 26466 52835 9391 105452 19740 149411 32815 27418 -internal_value=0 0.000232438 -0.00627002 -0.0205315 -0.00275047 -0.0149217 0.00076394 0.00372808 -0.010357 -0.0281663 -0.00563514 -0.00552584 -0.00807666 0.00253329 -0.0155931 0.00017429 0.000881752 -0.0018094 0.00126649 0.000626576 -0.000923278 -0.00547325 -0.00515374 -0.00102548 0.00103508 -0.00291374 0.00262052 -0.00300407 0.0047783 0.00312979 -internal_weight=0 323172 24419.6 10403 17741.6 7135.57 298752 49569.5 5671.92 1188.66 4483.25 14445.9 11844.7 43797.7 6677.95 249183 183677 65506.2 172670 146069 82185.1 21269 11006.9 4989.74 6123.41 4724.03 63883.9 43826.3 26600.8 60360.8 -internal_count=4197168 2627967 841834 1569201 554654 992928 1786133 249846 881219 399941 481278 447937 387787 221010 287180 1536287 1094992 441295 1047823 898678 495999 260333 47169 165458 61799 158287 402679 307432 149145 382939 +split_feature=0 0 3 2 0 11 2 11 3 2 0 0 3 8 11 3 7 7 1 2 0 3 1 1 1 3 8 8 10 0 +split_gain=294.647 74.6129 46.2747 45.5592 58.2279 46.9843 44.346 45.1524 36.324 33.5432 30.5725 28.2488 49.7013 28.1598 27.8949 26.7889 24.9382 24.5743 24.2476 23.7882 23.4894 23.204 27.1367 22.9491 21.046 20.382 19.4601 22.9995 19.1518 23.648 +threshold=0.0021061500000000006 0.012524850000000002 0.88521380000000016 0.037844800000000005 0.00022515000000000002 0 0.80731020000000009 1 0.07352595000000002 0.73516160000000008 0.004850000000000001 0.074450300000000011 0.83591765000000018 31.000000000000004 2 0.99272715000000011 0.58919961427193834 0.15504807692307696 0.00028365000000000004 0.0012430000000000002 0.00081995000000000017 0.72905090000000017 0.015981700000000005 0.016884750000000004 0.00075465000000000005 0.9979205000000001 117.00000000000001 121.00000000000001 1.0000000180025095e-35 0.80545445000000016 +decision_type=2 2 2 2 2 1 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=3 2 6 4 -1 15 10 23 -5 11 -2 12 -3 -4 -11 -6 -12 -15 -14 -13 -7 22 28 -8 -19 -22 -20 -28 29 -21 +right_child=1 9 13 8 5 20 7 -9 -10 14 16 19 18 17 -16 -17 -18 24 26 21 25 -23 -24 -25 -26 -27 27 -29 -30 -31 +leaf_value=-0.044566670756106992 -0.021790372359589263 -0.0041338475905512246 0.021695740154015548 0.010848706331042436 -0.0068772918777120929 -0.030086290371852811 0.010384535897491646 -0.013151445797892763 -0.035399136462818503 0.011291889800987592 -0.0058006813558534182 0.054968566357995442 -0.01375330803293966 0.0022865747401733119 0.0025918239379531896 0.019099055797968837 -0.019786413162815722 -0.020997552910394218 0.0049919156000042195 -0.00047998931865247615 -0.011414406678248869 0.008048464873101624 0.0025919656812481962 -0.041964222249095962 -0.0020572101015839026 0.2439900774034055 0.16703953101894353 0.029549674131117087 0.0025984051117048219 -0.0067680322965974378 +leaf_weight=578.89985589313437 2579.1779483156279 27521.15688498877 579.81026549637318 184.45182400848716 1221.0513251853408 1160.8291290289199 2365.0443515442312 1573.0966620976105 2142.1607958083041 5046.141796015203 5438.6434001531452 82.129293059930205 708.01903242990375 6195.3108853469603 13671.720849638805 588.27673521626275 1665.3571170065552 969.39690523408353 9235.6375373117626 51182.752221114933 1395.2543117669411 4682.7366284355521 53992.617545578629 86.817995380610228 1485.9617957649752 3.1315867945086202 14.5125938616693 75.271722789853811 17045.575783226639 6772.2191395051777 +leaf_count=254673 119133 264497 13159 13113 145425 259141 46513 46313 189554 31403 130888 1831 10125 177240 100572 117508 44809 40176 95618 199237 125342 24752 202931 1353 50173 541 103 512 59498 31979 +internal_value=0 0.000275015 -0.00511235 -0.0201921 -0.0147649 -0.0108157 -0.00879798 2.40073e-05 -0.0317326 0.000925325 -0.012465 0.000486164 -0.00193728 0.000361147 0.00494469 0.00155992 -0.00907929 -0.0010688 0.00408777 0.00116658 -0.019495 0.00113353 0.000882501 0.00849627 -0.00953502 -0.0108424 0.00544232 0.0517733 -0.000348137 -0.00121477 +internal_weight=0 212969 22938.6 7274.06 4947.44 4368.54 13708.1 4024.96 2326.61 190030 9683.18 171313 37554.6 9230.48 18717.9 1809.33 7104 8650.67 10033.4 133758 2559.22 133676 128993 2451.86 2455.36 1398.39 9325.42 89.7843 75000.5 57955 +internal_count=2798112 1692815 669757 1105297 902630 647957 389009 94179 202667 1023058 294830 891083 370855 280748 131975 262933 175697 267589 106358 520228 385024 518397 493645 47866 90349 125883 96233 615 290714 231216 cat_boundaries=0 1 2 3 -cat_threshold=48 1 52 +cat_threshold=12 3 1 is_linear=0 shrinkage=0.1 Tree=169 num_leaves=31 -num_cat=3 -split_feature=1 1 3 3 1 3 1 1 4 4 4 11 3 0 1 11 1 11 2 8 8 0 0 1 0 10 8 3 8 9 -split_gain=209.731 50.75 50.4685 42.9061 34.5265 18.4244 23.8121 21.0838 18.7384 19.388 18.0608 19.5841 17.9997 25.9618 19.5135 17.8195 17.3861 17.3113 24.3438 16.5634 16.7289 16.4387 19.0653 15.3209 15.2288 17.3309 27.4698 20.6969 17.6719 20.4264 -threshold=0.00086931002266495995 0.003900811069118645 0.77807447221747073 0.97610473474271153 7.7321860639310456e-05 0.91262929911222035 0.020165193323678565 0.63414676870345377 0.10172413793103451 0.060661764705882359 0.16843971631205676 0 0.99243221891280708 0.0041273887758968607 0.0011965265779011534 1 0.0003505188079461906 2 0.023232473449623568 73.500000000000014 85.500000000000014 6.4205619695019244e-05 0.00052166048501774728 0.00023231137288064839 0.77245734214085149 1.0000000180025095e-35 295.50000000000006 0.12230334144234294 37.500000000000007 1.0000000180025095e-35 -decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 2 -2 16 -5 6 15 24 9 -7 11 -4 -13 -14 -15 -3 -1 18 -6 -10 -21 -19 -23 -24 25 26 -8 -28 29 -27 -right_child=1 5 10 4 17 8 7 -9 19 -11 -12 12 13 14 -16 -17 -18 21 -20 20 -22 22 23 -25 -26 28 27 -29 -30 -31 -leaf_value=-0.047216113186712344 -0.01514731834864542 0.0012128641340992594 0.010376111634768866 -0.049558410285314464 -0.036597252392161383 0.008386521968789383 0.0028494572682727756 -0.0016086816131558907 -0.02708127473758834 0.090119980558142104 -0.025071603176940144 -0.0077458234488700433 0.023348942163216552 0.26166273843232918 1.5781957065097776 -0.0066081310064867727 -0.027261149648063195 -0.15336982024140014 2.4362195716399362 0.11756540595574508 0.0034035832563745249 0.013395212972560131 -0.041066255412374894 -0.0039057367069333482 0.011542417572037512 0.094538538778346323 0.088994441932348622 -0.06805034765809384 -0.0055493471144321821 -0.015118201719123576 -leaf_weight=641.02723213208083 3875.4526263164589 5213.8228419316038 1750.9150576384272 208.2081362369936 177.25178073626739 4727.8852356383577 50683.64098530449 15241.872511193156 276.24343216232955 29.201576475054026 247.58172507968266 1639.5289341586176 183.14072633607429 0.29672469641081889 0.18141478439792991 6592.8078105323912 1369.211600418319 7.0747899553898597 0.039820002159102752 14.838418914936481 95.110827626660466 540.22357761024614 141.99654212605674 507.41548684111331 1836.108615023084 38.106324065476656 9.3470605090260488 82.119848804548383 3416.395786056295 30.650807300582528 -leaf_count=338131 576994 280058 193443 305362 115144 140826 429349 49341 9274 924 32234 216877 32939 57 25 353390 431459 1793 29 440 2539 360751 103888 151974 30895 431 41 387 37760 413 -internal_value=0 0.000681288 -0.00710631 -0.0239289 -0.0116104 0.00136022 0.00100093 0.0016894 0.00716845 0.00888825 0.00104792 0.00285726 -0.00439649 0.0252702 0.761179 -0.00315894 -0.0336244 -0.00586001 -0.0341175 -0.0140159 0.0188105 -0.00137709 -0.00048476 -0.012031 0.00258551 0.00228242 0.00275065 -0.0520018 -0.00453915 0.0456554 -internal_weight=0 95985.2 7697.1 3592.45 1582.21 88288.2 83144.9 71338.2 5143.28 4757.09 3821.64 3574.06 1823.15 183.619 0.478139 11806.6 2010.24 1374 177.292 386.193 109.949 1196.71 1189.64 649.412 56096.4 54260.3 50775.1 91.4669 3485.15 68.7571 -internal_count=4197168 2388637 1052569 1808531 1038941 1336068 1182065 548617 154003 141750 475575 443341 249898 33021 82 633448 769590 733579 115173 12253 2979 618406 616613 255862 499276 468381 429777 428 38604 844 -cat_boundaries=0 1 2 3 -cat_threshold=11 13 16 +num_cat=0 +split_feature=1 3 1 1 2 0 5 1 0 1 6 4 8 1 3 5 5 3 8 5 4 8 8 10 8 7 9 1 8 0 +split_gain=146.506 33.1861 45.9251 32.2411 38.212 23.6777 25.3265 16.0954 15.8377 14.4235 13.5476 13.0108 26.1287 40.6908 22.3098 24.6043 14.3727 12.2985 15.1038 11.6501 32.5167 11.2628 19.7681 13.0496 13.0147 25.2178 18.2585 23.5285 92.9644 17.141 +threshold=0.00096985000000000007 0.94128390000000006 0.00021455000000000004 0.010697250000000002 0.012848450000000003 0.22103985000000004 0.17156862745098042 0.00038815000000000003 0.0018787500000000002 0.65175950000000016 0.051315789473684217 0.39696969696969703 61.000000000000007 0.0026551000000000001 0.25228355000000008 0.26969696969696971 0.48333333333333339 0.042252600000000008 195.00000000000003 0.18465909090909094 0.056079664570230614 49.000000000000007 65.000000000000014 1.0000000180025095e-35 63.000000000000007 0.52730883813306861 1.0000000180025095e-35 0.0015832500000000002 53.000000000000007 0.00092275000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 7 -3 4 21 6 -6 -1 10 17 -4 19 14 -14 15 -13 -17 18 -5 20 -8 23 24 -2 26 29 -23 28 -28 -26 +right_child=3 2 8 9 5 -7 11 -9 -10 -11 -12 12 13 -15 -16 16 -18 -19 -20 -21 -22 22 -24 -25 25 -27 27 -29 -30 -31 +leaf_value=-0.055622219009461106 0.010443248364445532 -0.036760369081549893 0.0098126908720380865 0.015107081453595182 -0.0051050559039126399 -0.017795416354514502 0.99073132799772157 -0.028493677811109383 -0.023032386196634877 -0.0016382826024467366 -0.022813145487579817 -0.076924872973699196 1.232362269284955 0.17924769781915414 -0.035854193874382545 1.2107233888143993 0.37651534262969227 0.0023732929745995091 0.3054330280176174 0.027325184181183484 -0.076135816062466666 0.034106275827300185 0.013353131408528552 -0.017669958345218211 -0.076217110757731521 -0.076242459092340453 2.7773729485922996 0.1579189500591936 -0.0754489632487097 0.23139340982530282 +leaf_weight=292.4550197740964 940.99722316698171 572.2724347873434 744.82709823135519 684.96747781522572 7699.709102931316 1567.5121854040772 0.46854819543659576 867.19750846002717 279.1486202662345 9967.3175043612719 153.50435218451662 0.59323073318228015 0.5337284137494861 1.1737868934869764 4.8153882115148008 0.38782184850424528 0.44182513374835253 41133.958958300762 1.7966068107634772 133.09680199204013 0.73200135072693229 59.693745684577152 299.90644096932374 200.24766183481552 2.0697953375056448 4.401980973314493 0.17526217270642463 2.1334448731504381 0.32799911824986339 14.514747505076228 +leaf_count=149710 64162 606042 215496 10874 685524 153311 28 265073 76903 32436 50932 34 35 62 241 11 31 437136 29 8743 52 3952 21562 14341 139 313 21 108 43 768 +internal_value=0 -0.0222163 -0.0135217 0.000738384 -0.00419587 -0.00657538 -0.00433264 -0.0353353 -0.00222731 0.00178015 0.00423768 0.037479 0.161816 0.508426 0.0669437 0.414839 0.766469 0.00259487 0.0158666 0.0301225 0.340239 0.0104912 0.0253241 0.00551039 0.0684147 0.136528 0.0454812 0.303004 0.918054 0.193003 +internal_weight=0 2909.41 1749.75 62722 10933.9 9409.46 7841.95 1159.65 1177.48 51788 898.331 142.243 7.94578 1.70752 6.23827 1.42288 0.829647 41820.7 686.764 134.297 1.20055 1524.47 383.223 1141.24 83.317 20.9865 62.3305 2.63671 0.503261 16.5845 +internal_count=2798112 1364156 949373 1433956 953481 848072 694761 414783 343331 480475 266428 9237 414 97 317 76 42 448039 10903 8823 80 105409 26906 78503 5344 1220 4124 172 64 907 is_linear=0 shrinkage=0.1 Tree=170 num_leaves=31 -num_cat=5 -split_feature=2 1 1 2 1 0 2 11 0 8 11 2 1 9 11 3 11 8 1 2 8 8 0 1 8 8 8 3 11 8 -split_gain=44.208 34.4534 28.4785 82.5127 55.4149 50.3435 52.9609 41.8158 44.3575 34.0163 29.746 26.5163 31.1029 37.8189 25.4475 25.3059 24.0329 22.242 23.6684 21.6872 27.37 135.667 22.5197 24.443 20.7832 28.5468 23.3534 29.4594 20.6967 20.2428 -threshold=0.0029356870181937457 0.00079333651184721572 0.00093226326874224093 0.015846665445715936 0.071274603698661981 0.0098420744038845206 0.16328126613084804 0 0.0016479710266911801 79.500000000000014 1 0.74326077887099717 0.0031956362415680294 1.0000000180025095e-35 2 0.21195072676701321 3 34.500000000000007 0.00034179955055758482 0.64786427543554548 151.50000000000003 157.50000000000003 0.0015989199742153816 0.00020785179400933807 172.50000000000003 124.50000000000001 178.50000000000003 0.95667020470737696 4 115.50000000000001 -decision_type=2 2 2 2 2 2 2 1 2 2 1 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 -left_child=1 16 5 4 9 10 14 11 -9 28 17 15 13 -13 -7 -5 -1 18 -2 -12 22 -22 23 -21 25 -19 27 -26 -4 -8 -right_child=2 -3 3 7 -6 6 29 8 -10 -11 19 12 -14 -15 -16 -17 -18 24 -20 20 21 -23 -24 -25 26 -27 -28 -29 -30 -31 -leaf_value=0.0065025465473359384 0.010372838189314596 -0.028113545177403738 -0.01447466428987533 0.0044287597857617786 -0.024546733433622486 -0.00064995278514399374 0.0023661526066687216 -0.0084319108065617453 -0.00032618060953360005 -0.018467425445247789 0.0018574538004213687 0.0025966423738641112 -0.004969547761819848 -0.032777051759144762 -0.0098677705779835756 0.0012611241066548019 -0.011498570047558589 0.0041221047438898808 -0.034664149613089397 -0.027223925881839819 -0.15990924059908743 0.032426329329565982 0.00049084113666670616 -0.0050444774902613267 0.033988954310706546 -0.01009678428702644 0.018423947847797526 0.20023994555132152 1.6915999936601778e-05 -0.0039441681904235325 -leaf_weight=1118.3186937542632 189.41412717109779 837.21081969095394 1175.1497805053368 33127.689367990941 1839.8248813413084 4517.1568388659507 21258.788506835699 6903.5130809694529 306065.18386637606 1627.231402755715 54407.406640868576 13853.989853069186 12850.173852317035 308.97763618826866 8934.0519897788763 105661.32472414151 2169.5534052071162 68768.802085907198 303.91931896004826 562.98064364492893 61.057884752750397 91.830910623073578 11677.264172494411 4231.9934671148658 27.916556686162949 1441.5686932886019 217.10047667194158 17.241139946505427 5860.7920289174654 6681.2086510062218 -leaf_count=122835 1885 61186 30366 133104 41833 32869 73675 45982 1278372 48734 589060 50879 43218 990 58157 479397 253021 609770 1609 2139 205 385 43881 16279 169 16649 3383 451 132302 24383 -internal_value=0 -0.0100027 0.000381276 -1.70796e-05 -0.0087849 0.00144407 -0.00162475 0.000175264 -0.000504962 -0.00543751 0.0023386 0.0014592 -0.00140721 0.00182493 -0.00678008 0.00201721 -0.00539096 0.00378646 -0.0173723 0.000891441 -0.0022694 -0.0443851 -0.0018785 -0.00764858 0.00393512 0.00383016 0.0320336 0.0974633 -0.00242403 0.000857184 -internal_weight=0 4125.08 672664 489274 10503 183390 41391.2 478771 312969 8663.17 141998 165802 27013.1 14163 13451.2 138789 3287.87 70966 493.333 71032.5 16625.1 152.889 16472.2 4794.97 70472.6 70210.4 262.258 45.1577 7035.94 27940 -internal_count=4197168 437042 3760126 2285177 253235 1474949 189084 2031942 1324354 211402 1285865 707588 95087 51869 91026 612501 375856 633916 3494 651949 62889 590 62299 18418 630422 626419 4003 620 162668 98058 -cat_boundaries=0 1 2 3 4 5 -cat_threshold=18 21 40 20 32 +num_cat=1 +split_feature=2 5 2 2 1 11 8 5 7 7 6 6 1 2 1 0 0 0 2 8 0 0 10 2 8 8 1 10 8 9 +split_gain=29.9826 20.2474 18.761 17.9755 45.7258 20.9654 19.6466 17.5462 16.8813 31.0535 23.0124 33.8869 23.0123 27.3295 23.614 22.7982 22.0632 20.3985 21.4675 44.7792 25.3487 24.3367 24.5748 21.5748 19.6293 37.0406 23.4495 36.5911 28.6987 27.4373 +threshold=0.00098095000000000018 0.014558022622538754 0.086205500000000004 0.0054186500000000014 0.00079065000000000006 0 43.000000000000007 0.20526315789473687 0.89087301587301593 0.88562091503267981 0.046536796536796543 0.059714795008912663 0.0010430500000000002 0.015671650000000006 0.018939650000000006 0.10838450000000001 0.9014118000000001 0.57441360000000008 0.22582780000000002 77.000000000000014 0.0033408500000000007 0.14345950000000005 1.0000000180025095e-35 0.76666165000000008 79.000000000000014 71.000000000000014 0.014377850000000003 1.0000000180025095e-35 49.000000000000007 1.0000000180025095e-35 +decision_type=2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=-1 3 7 4 5 -2 -6 -3 9 12 -10 -12 15 14 -14 -5 -17 18 19 21 -20 22 -15 -22 25 26 27 28 -25 -29 +right_child=1 2 -4 8 6 -7 -8 -9 10 -11 11 -13 13 17 -16 16 -18 -19 20 -21 23 -23 -24 24 -26 -27 -28 29 -30 -31 +leaf_value=-0.032510828971553211 0.005671910401695502 -0.018811400780115863 -0.0014616518011644486 0.0016343671808534098 -0.013135368424979574 -0.0064981239352106882 -0.038965558734877823 -0.0033420194968600729 0.0018080378157351283 -0.030333682702360094 0.16197211274709858 0.019664166986039733 -0.0030147122824349479 -0.00046153487058105255 -0.018695532542530181 -0.013403186763631501 0.060995040020414781 0.003153101217183805 -0.0047852893872158304 -0.0079035558929515543 0.0011775080001046525 -0.004890686218367875 0.0075024166817017944 -0.0025370418095228648 0.0026804734320858481 -0.023776294889714902 0.006400949628882842 -0.02382320601179045 0.01850824207300816 -0.0050564467994565704 +leaf_weight=278.05751186615089 2881.3145336781399 1390.5900090654948 9047.3422351181507 109925.63174429716 1189.7665454293601 2763.3058777357564 391.31412753323093 1551.0564406358419 70304.825650975108 331.6354355700314 17.502773823216558 380.45417776331306 2974.4359969962388 36480.486710954458 1418.2701533734798 1356.7806913927197 41.067140635102987 17662.167019654065 9465.342370249331 10509.039692029357 118342.25006742775 11131.334974486381 4335.0858196541667 17589.016845598817 7723.4538956806064 836.45362991839647 2705.6194501668215 1406.3884718716145 672.7490746229887 1746.4812881797552 +leaf_count=55454 212419 21204 34254 720037 51684 199505 21099 22302 380702 2067 99 2180 52347 207760 29524 6144 188 92278 32208 74613 383567 56485 25006 63095 27743 2997 8735 4364 2551 5501 +internal_value=0 0.000336699 -0.0037173 0.000448538 -0.00449753 -0.000287355 -0.0195283 -0.0106548 0.000532166 0.00025233 0.00194377 0.0259231 0.000280797 -0.000260917 -0.00807757 0.00147299 -0.0112175 -0.00011821 -0.000377371 -0.00195037 0.000234781 -0.000746017 0.000384329 0.000549414 -0.00172505 -0.00308845 -0.00237103 -0.00347932 -0.00176175 -0.0134277 +internal_weight=0 446571 11989 434582 7225.7 5644.62 1581.08 2941.65 427356 356654 70702.8 397.957 356322 244999 4392.71 111323 1397.85 240606 222944 62455.9 160488 51946.9 40815.6 151022 32680.2 24956.7 24120.3 21414.6 18261.8 3152.87 +internal_count=2798112 2742658 77760 2664898 484707 411924 72783 43506 2180191 1797210 382981 2279 1795143 1068774 81871 726369 6332 986903 894625 363864 530761 289251 232766 498553 114986 87243 84246 75511 65646 9865 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 Tree=171 num_leaves=31 -num_cat=2 -split_feature=3 0 7 3 7 5 4 1 4 6 4 3 0 11 0 2 7 11 5 3 8 8 8 6 1 8 8 8 5 1 -split_gain=78.2377 47.8085 35.8363 54.6975 36.8912 49.8225 37.3587 41.167 33.5785 36.3594 31.9377 30.8472 27.9165 33.0275 27.8017 25.2664 24.9467 24.5055 24.3143 24.1455 24.0708 31.4891 75.3543 23.3149 22.9088 22.6975 24.503 39.47 24.6742 26.38 -threshold=0.11527534952400129 0.005049783711097002 0.40967365967365971 0.99661324055617151 0.42206477732793529 0.23303167420814483 0.34833164812942369 0.0035238146733671846 0.20942982456140355 0.41042780748663105 0.4188596491228071 0.033685729546901112 0.87453036761691083 0 0.17746221267216769 0.00067618990444500272 0.21583850931677021 1 0.057189542483660136 0.076270869379919268 67.500000000000014 154.50000000000003 157.50000000000003 0.32916666666666672 0.00010917321114347805 235.50000000000003 214.50000000000003 205.50000000000003 0.081666666666666679 0.63414676870345377 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 16 10 4 5 6 8 -8 9 18 15 -3 14 19 -13 -2 20 -16 -4 -14 -1 -22 -23 -20 -6 26 27 -17 29 -28 -right_child=2 11 3 -5 24 -7 7 -9 -10 -11 -12 12 13 -15 17 25 -18 -19 23 -21 21 22 -24 -25 -26 -27 28 -29 -30 -31 -leaf_value=0.0086165062750030216 0.045785945922010012 -0.012205480310051767 -0.17441742438022922 0.021256563973177656 0.0087737421100676331 -0.16886160832771493 -0.10925511948463873 0.051609494604122064 0.080624496729066075 0.03957781917928857 -0.0042453972398874933 -0.0021037046051991717 0.010743666399275409 -0.0024325260304221734 -0.0024463902423160454 -1.985751218712389e-06 -0.0024228745153109959 -0.0085293949036384532 -0.15823145819735362 0.05004222012845079 -0.006630320717133824 0.21363444429747289 -0.032376314295590715 0.069843057217678292 0.0010619140248263523 -0.017325535988131822 0.026543511848470959 -0.057345117788618616 -0.12933754308795845 0.15142202786330555 -leaf_weight=6677.0413374453783 120.40838182298467 4241.1838307976723 14.063765142112969 1380.2262279894203 3930.190299780108 12.252095445990561 34.427065880969167 29.574706889688969 169.2851485684514 165.99829595722258 18612.258701076265 35211.04856916517 1679.2891627475619 3191.1745627075434 10485.194603301585 437067.50073530944 6405.048705033958 18096.284956917167 6.6155496984720257 172.39526934921741 1758.3245745748281 21.813300132751465 29.009010538458824 13.898259583860634 193642.90848176368 757.33118644868955 257.97147879330441 120.06711178505793 9.4809223432093841 18.103159800171852 -leaf_count=30117 12485 44489 53 130847 87969 49 172 116 863 850 86619 185532 12990 25142 61272 2385688 30685 106473 24 960 8803 82 161 83 975966 5626 1999 935 53 65 -internal_value=0 -0.00287596 0.00029987 0.00141845 0.00128018 0.0300044 0.0356203 -0.0349209 0.0478269 0.020146 -0.000188233 -0.00392832 -0.00341834 0.00374427 -0.00398455 -1.59664e-05 0.00228838 -0.00630167 -0.0731415 0.0143251 0.00584425 -0.00438737 0.0732133 -0.00370926 0.00121532 -2.85509e-05 1.39272e-06 -1.77342e-05 0.0292848 0.0347322 -internal_weight=0 87967.8 656363 199399 198019 446.115 433.863 64.0018 369.861 200.576 456963 73076.6 68835.4 5042.86 63792.5 438351 14891.2 28581.5 34.5776 1851.68 8486.19 1809.15 50.8223 20.5138 197573 438230 437473 437188 285.556 276.075 -internal_count=4197168 506706 3690462 1196992 1066145 2210 2161 288 1873 1010 2493470 436858 392369 39092 353277 2406851 69848 167745 160 13950 39163 9046 243 107 1063935 2394366 2388740 2386623 2117 2064 -cat_boundaries=0 1 2 -cat_threshold=10 12 +num_cat=1 +split_feature=3 0 8 10 8 7 9 8 1 1 2 8 8 1 8 7 3 8 4 1 2 1 11 1 8 8 8 8 8 8 +split_gain=50.2255 25.8676 24.5554 20.9719 19.3369 30.542 31.2241 27.8254 31.4743 26.0489 23.3604 23.3492 21.7397 18.7397 38.0825 20.0526 18.5749 43.804 29.7388 23.6923 19.6528 22.8927 26.533 22.049 37.7216 20.792 17.7414 34.8881 34.1072 20.3457 +threshold=0.051534100000000006 0.00022515000000000002 57.000000000000007 1.0000000180025095e-35 43.000000000000007 0.54692082111436957 1.0000000180025095e-35 81.000000000000014 0.00064155000000000017 0.0023519500000000007 0.62826230000000016 99.000000000000014 101.00000000000001 0.024768400000000006 87.000000000000014 0.7231800766283526 0.16733075000000003 79.000000000000014 0.14434523809523811 0.0016194500000000004 0.010177500000000001 0.012931800000000002 0 0.039515050000000003 65.000000000000014 31.000000000000004 137.00000000000003 81.000000000000014 71.000000000000014 69.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 +left_child=-1 2 -2 16 -5 6 9 -8 -9 11 -10 -6 -13 14 -7 -16 17 18 20 -19 23 25 -23 -3 -25 -22 27 28 29 -11 +right_child=1 3 -4 4 5 13 7 8 10 26 -12 12 -14 -15 15 -17 -18 19 -20 -21 21 22 -24 24 -26 -27 -28 -29 -30 -31 +leaf_value=-0.0067679835121024854 0.0046028988190371291 0.045324502126046877 0.02565082155402065 -0.003252525046062943 -0.0039681303627591225 -0.0071783326535343793 0.013038114855857786 -0.092922222111729291 0.04940800141628067 0.016786003970810742 0.14785619921378548 -0.16491417255623164 -0.032480567171958685 0.012401543999168034 -0.10270627402072302 -0.034173182710522068 0.0005148669118924384 0.00013577498814056909 -0.0060348946022171536 -0.0075809962696909913 0.010510454039523056 -0.010667141044354199 -0.00024610169038507602 0.0020150836181496213 0.090612402350480417 0.0013975233861958048 -0.02767146411736255 0.027531209023905923 -0.0048018388842873986 0.092028993795814418 +leaf_weight=10947.769519107533 3547.8111670254375 192.72277888655663 656.90746248074629 32382.104749358259 1409.1103179627098 1290.2646739273332 879.15949291456491 13.839616370387374 175.51149830594659 738.67596724070609 27.939566552639008 13.414088101126252 163.21043290244415 334.75162036716938 57.82261476572603 163.18399784341455 359340.93711530836 5618.9467941597104 6734.439003072679 13629.233246464282 2713.3358398228884 3212.6249250173569 10116.3576214239 753.32792007923126 51.330689936876297 32403.980685859919 139.43057375401258 758.95940790325403 1720.7284545078874 37.774577051401138 +leaf_count=88550 204702 1190 50197 162495 11313 7737 4661 164 817 3194 103 149 1295 1335 433 1243 1893547 27270 34547 73899 11142 14606 45996 3525 270 142060 591 3201 7742 138 +internal_value=0 8.22194e-05 0.00789124 1.31044e-05 -0.00216904 0.00225884 0.00568044 0.0209579 0.0530014 0.00231768 0.0629277 -0.00826423 -0.0425385 -0.00900627 -0.0137482 -0.0521037 0.000215404 -0.00121128 0.000199331 -0.00532831 0.00104846 0.000762399 -0.00276603 0.0149434 0.00766687 0.00210163 0.00725944 0.00875521 0.00304869 0.0204466 +internal_weight=0 479278 4204.72 475073 40305.9 7923.78 6077.75 1096.45 217.291 4981.3 203.451 1585.73 176.625 1846.02 1511.27 221.007 434767 75426.3 56178.1 19248.2 49443.7 48446.3 13329 997.381 804.659 35117.3 3395.57 3256.14 2497.18 776.451 +internal_count=2798112 2709562 254899 2454663 206611 44116 33368 5745 1084 27623 920 12757 1444 10748 9413 1676 2248052 354505 253336 101169 218789 213804 60602 4985 3795 153202 14866 14275 11074 3332 +cat_boundaries=0 1 +cat_threshold=4 is_linear=0 shrinkage=0.1 Tree=172 num_leaves=31 -num_cat=3 -split_feature=0 8 0 3 1 8 8 3 2 8 7 0 8 11 3 0 11 8 3 8 8 9 3 2 3 3 2 3 0 11 -split_gain=378.816 94.8253 82.1975 75.6727 70.4958 58.6491 64.2694 48.133 46.6134 45.4639 50.1394 57.4862 45.5852 44.5783 43.8616 48.6258 41.2284 40.6898 58.3392 48.1936 48.4754 38.7766 32.5846 39.0501 32.2649 40.5784 33.9336 32.2272 31.3376 41.5129 -threshold=0.0047665753892598859 46.500000000000007 0.0011908199524150998 0.98237130801581796 0.0007254271928928542 124.50000000000001 46.500000000000007 0.75652455599835966 0.78463709009343097 49.500000000000007 0.45584415584415588 0.041039463253664019 58.500000000000007 0 0.9625874942094006 0.00023212839122826247 1 139.50000000000003 0.055168332788642034 157.50000000000003 181.50000000000003 1.0000000180025095e-35 0.97524093841415849 0.0017203158920416509 0.076270869379919268 0.8443327296948796 0.71158331319719936 0.99090731041101543 0.77245734214085149 2 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 -left_child=1 -1 14 13 -2 6 7 -6 -7 10 28 -12 -11 -4 -3 -16 27 18 -10 -19 -21 -9 -14 -24 -15 26 -26 -17 29 -8 -right_child=4 2 3 -5 5 8 9 21 17 12 11 -13 22 24 15 16 -18 19 -20 20 -22 -23 23 -25 25 -27 -28 -29 -30 -31 -leaf_value=0.01645471440714287 -0.0063742856051588444 -0.044085679980945515 -0.026130258938685848 0.0049575870111674067 0.0043243887656295435 0.0067217312528193409 0.0026136923295837881 0.025258675266552705 0.13072056950550157 0.01646967310684486 -0.010539127640307875 -0.0018530719725055511 0.0014915499494696025 0.010821967232628064 -0.044309021594137729 -0.015858828328574895 -0.023629500327032808 -0.035606743640423918 0.034601983183079485 0.10532266597364659 -0.02158723710976692 -0.021223929232043179 0.41061164030550651 0.038309011790402941 -0.028705829977734899 -0.0063950010743954351 -0.0070808701423670161 0.019705455742045595 -0.0048299299858812726 -0.0011097019494841496 -leaf_weight=967.75647345386096 14481.519494986162 1090.2882056873059 2677.3768079825677 2322.8869883641601 18435.729921948165 8744.7195973610505 56849.517303720117 1805.7864211481065 83.842031709849834 2103.5031381361187 9590.8826528629288 37066.074126359075 89394.486837317236 615.30751564074308 765.43394972974784 555.82008124305867 2358.3088494933909 134.98502956703305 255.81090929731727 70.245321670547128 52.660621950402856 199.27349341660738 2.8632746972143641 175.3888799091801 2141.8023036923259 4088.096898959484 1097.4511713213287 470.46787777380086 11415.247496105731 63248.359016936272 -leaf_count=76173 261201 119544 181058 151237 90286 49956 368115 20981 448 11902 187340 180377 526748 22279 342677 86053 486536 969 2019 424 472 1743 67 4901 113157 235868 57707 111634 44560 460736 -internal_value=0 -0.0140466 -0.01567 -0.0113918 0.000440076 0.000769424 0.000518437 0.00592471 0.0085682 0.000108913 -0.000822165 -0.00363859 0.00191844 -0.0149679 -0.0262365 -0.0215472 -0.0163995 0.0355902 0.0583285 0.00564289 0.0509465 0.020639 0.00157672 0.0442893 -0.0111582 -0.0130192 -0.0213793 0.000440156 0.00017702 0.000652929 -internal_weight=0 19151 18183.2 12942.9 314111 299629 290287 20440.8 9342.26 269846 178170 46657 91676.2 10620 5240.32 4150.03 3384.6 597.544 339.653 257.891 122.906 2005.06 89572.7 178.252 7942.66 7327.35 3239.25 1026.29 131513 120098 -internal_count=4197168 1983923 1907750 761306 2213245 1952044 1897756 113010 54288 1784746 1241128 367717 543618 610069 1146444 1026900 684223 4332 2467 1865 896 22724 531716 4968 429011 406732 170864 197687 873411 828851 -cat_boundaries=0 1 2 3 -cat_threshold=48 12 7 +num_cat=2 +split_feature=0 1 8 7 4 2 0 3 2 0 5 3 0 11 0 2 3 11 3 7 3 7 8 10 8 0 8 1 9 4 +split_gain=256.309 67.3249 49.0042 43.7333 41.1368 44.3554 35.0746 46.5447 42.9802 34.2214 31.8531 29.6593 33.1578 29.1331 28.8183 27.3325 26.5648 25.8259 24.1991 20.2534 20.1773 20.1152 19.6997 27.1312 18.2596 35.7451 22.2575 20.5668 20.5871 19.8133 +threshold=0.0023460000000000004 0.00053455000000000006 31.000000000000004 0.41728855721393038 0.10960960960960962 0.8604925000000001 0.025153700000000005 0.82437455000000004 0.67117330000000008 0.004850000000000001 0.011210487625581968 0.87661830000000018 0.00070665000000000018 0 0.77306940000000013 0.064859800000000009 0.99193210000000021 1 0.89316875000000007 0.12771739130434787 0.10019345 0.50373134328358227 119.00000000000001 1.0000000180025095e-35 65.000000000000014 0.061186750000000005 31.000000000000004 0.0035178500000000008 1.0000000180025095e-35 0.18834459459459463 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 15 -1 11 6 10 7 8 9 -3 24 20 -13 -10 18 -2 -14 -16 19 -8 -4 -11 -9 -24 26 -26 -6 28 29 -27 +right_child=1 4 3 -5 5 -7 14 22 13 21 -12 12 16 -15 17 -17 -18 -19 -20 -21 -22 -23 23 -25 25 27 -28 -29 -30 -31 +leaf_value=0.016936086982970094 -0.0016566672658972375 -0.027627848171381798 -0.0032995453089191456 -0.031940095453745716 0.011003471959687927 0.022181709167154551 0.0016921462161678209 0.0017903725675148159 0.0083255999523411377 -0.0059710158089753135 0.01168472026486893 -0.022887058580422646 -0.0097121570856255994 -0.0048138726194471007 0.0052150745510643158 -0.013378970506268401 0.014883826641797566 -0.0060936342828742602 0.013007045957471403 -0.0011700226205458956 -0.037964786984094702 -0.016931502990114485 0.10938975819639979 -0.041254132686280719 0.021496079480338527 0.017386459346703447 -0.00093730443965648464 0.0067134510499954198 0.0636201677331244 -0.0082749769100206646 +leaf_weight=378.72599937860741 3362.3878484582528 1046.127100805752 213.52739279950038 2156.804958743588 1718.292568298988 1269.168274869211 94027.005250960588 10453.502117197728 2465.1073986571282 7112.4161580447108 3824.7104192748666 1590.0776304799074 2148.3009248104645 5293.0155469076708 2505.8065317496657 4870.0536095201969 551.93008460709825 10285.9060867019 1683.6877702325583 33543.187322255224 785.94342200364918 2189.992449875921 37.738899737596512 17.499006050638855 1223.0765164773911 344.90797079727054 17055.93158212956 5480.2623453140259 44.440944615751505 2357.1420711986721 +leaf_count=43203 84426 46545 15435 387970 8268 12941 431239 234491 37729 126822 21095 416292 174491 98501 10716 121116 49295 41866 13485 168672 61850 44305 560 249 14550 1566 99272 20670 188 10304 +internal_value=0 0.000274869 -0.0181538 -0.0199384 0.000632698 0.00384673 5.22589e-06 -0.00318883 -0.00626133 -0.0104798 0.00312065 -0.015045 -0.0114309 -0.00063434 0.000648676 -0.00859121 -0.00468471 -0.00387902 0.00109676 0.00093957 -0.0305589 -0.00855136 0.00210511 0.0616668 0.00196011 0.00554524 0.000155563 0.00317382 -0.00388905 -0.00499938 +internal_weight=0 212211 7825.31 7446.58 203979 33317.9 170661 28615.4 18106.7 10348.5 32048.8 5289.78 4290.31 7758.12 142046 8232.44 2700.23 12791.7 129254 127570 999.471 9302.41 10508.7 55.2379 28224.1 9449.83 18774.2 8226.75 2746.49 2702.05 +internal_count=2798112 1649576 1148536 1105333 1444034 188854 1255180 589202 353902 217672 175913 717363 640078 136230 665978 205542 223786 52582 613396 599911 77285 171127 235300 809 154818 47278 107540 32728 12058 11870 +cat_boundaries=0 1 2 +cat_threshold=1 4 is_linear=0 shrinkage=0.1 Tree=173 num_leaves=31 -num_cat=1 -split_feature=1 3 1 3 1 11 4 3 8 0 1 5 4 4 3 2 1 0 2 8 2 2 8 0 6 8 1 8 6 1 -split_gain=183.538 43.1116 40.1393 47.8222 39.3865 23.3079 18.5247 18.0946 17.7601 17.7162 17.1158 18.6739 17.7635 24.4232 17.5171 17.1724 17.0384 16.7219 28.75 26.4244 21.7935 18.8303 16.3509 15.9094 18.0438 16.0174 18.8801 17.9949 54.7232 78.5297 -threshold=0.00097438479392276945 0.94386509177857814 0.00539447746930971 0.77807447221747073 0.00021976899152960803 0 0.16843971631205676 0.022992613841957579 25.500000000000004 0.00050540279666717251 0.8086606972296565 0.033060109289617494 0.050641025641025648 0.046536796536796543 0.78473734413934759 0.0072455450537276004 0.00054933569583976447 0.23648654652021331 0.027105100372202845 208.50000000000003 0.34122583564388193 0.0097388063639256128 262.50000000000006 0.0002490607771725937 0.051315789473684217 64.500000000000014 0.00027216743683439529 79.500000000000014 0.39791666666666675 0.00061602294623916746 -decision_type=2 2 2 2 2 1 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 16 3 7 9 23 -5 -2 -4 -3 11 12 13 15 -15 -10 -1 19 -19 -17 -20 22 -21 25 -25 -6 -27 28 -28 -30 -right_child=2 4 8 6 5 -7 -8 -9 10 -11 -12 -13 -14 14 -16 17 -18 18 20 21 -22 -23 -24 24 -26 26 27 -29 29 -31 -leaf_value=-0.044424937049685607 0.040131607421141968 -0.017523795026527397 -0.038871963749925076 0.0035059066418575676 0.026429487198465614 -0.016815582089638625 -0.022204806403737967 -0.012791311671142428 0.009971380727529195 -0.049268799947564966 -0.004281984249041108 0.0067397663742946104 -0.0035011738230855162 0.11898563890490832 0.58111418696446449 0.0025964064961028106 -0.024267094162556031 0.0092437405034388517 -0.0015518479271160179 -0.044625766465436756 -0.013725699387564946 -0.035699299820548598 0.059891432697005254 0.011888675326614183 -0.02913052751913834 -0.075098087267091176 0.27218403091335447 0.14917269799009156 0.8975654138977307 5.0487288795966387 -leaf_weight=778.45204029359775 65.445884865708649 399.42081415374923 109.55048097716644 4410.3599969688803 38.371097451657988 646.19776483838541 299.24928480910603 5023.1246201532194 2465.5187850147486 314.00657496362692 4963.8381459116936 6908.0243045622483 6970.6659971578047 8.2938266946002805 0.91025108005851585 48036.441830877215 908.88824157894123 2216.3390946928412 12157.512500786223 22.965292045846581 1672.8582510082051 290.27219482976943 42.983244873583317 624.76400584873045 129.46057098411256 3.0732216716860412 1.7273827994940791 10.445415206486357 0.20561186282429833 0.058548182249069214 -leaf_count=356959 7932 515632 1907 458812 16687 256455 33440 666594 35394 256645 17534 54640 132786 217 29 637539 249188 26480 174377 98 56945 1524 154 189580 44281 1912 726 2597 90 14 -internal_value=0 -0.0215807 0.000674233 -0.00538961 -0.0122507 -0.00280971 0.00187224 -0.0121107 0.00136618 -0.031496 0.00141758 0.00176776 0.00130289 0.00180334 0.164689 0.00178093 -0.0335669 0.00146756 -0.0013299 0.00239518 -0.00302434 -0.0247404 0.0234954 0.00849301 0.00484784 0.0610939 0.146851 0.201696 0.477173 1.81763 -internal_weight=0 3855.07 95664.4 9798.18 2167.73 1454.3 4709.61 5088.57 85866.2 713.427 85756.6 80792.8 73884.8 66914.1 9.20408 66904.9 1687.34 64439.4 16046.7 48392.7 13830.4 356.221 65.9485 808.106 754.225 53.8813 15.5102 12.437 1.99154 0.26416 -internal_count=4197168 1890766 2306402 1166778 1284619 512342 492252 674526 1139624 772277 1137717 1120183 1065543 932757 246 932511 606147 897117 257802 639315 231322 1776 252 255887 233861 22026 5339 3427 830 104 -cat_boundaries=0 1 -cat_threshold=11 +num_cat=0 +split_feature=1 1 3 0 6 0 8 8 1 6 1 1 0 5 5 6 6 5 6 1 0 8 1 2 2 8 6 1 7 7 +split_gain=128.266 39.7735 52.4115 18.9266 18.5652 19.1247 130.313 716.578 4699.24 23434.4 37925.2 18.3626 17.2604 15.296 41.4953 51.0204 38.2324 53.1443 23.5204 16.7609 25.8602 15.8959 14.4964 14.274 18.5295 14.0532 13.9796 13.8709 13.7359 25.3455 +threshold=0.0019528500000000001 0.00029825000000000007 0.86726935000000005 0.00055775000000000009 1.0000000180025095e-35 0.00014715000000000003 59.000000000000007 61.000000000000007 0.00019865000000000003 0.27195685670261943 6.0750000000000006e-05 8.7650000000000016e-05 0.0018230500000000003 0.014558022622538754 0.023532668881506093 0.20722186076772939 0.23145604395604399 0.022233201581027671 0.11324786324786326 0.015981700000000005 0.033671750000000007 31.000000000000004 0.00067165000000000009 0.0021883500000000004 0.0012430000000000002 77.000000000000014 0.051315789473684217 0.81796065000000018 0.267948717948718 0.59761904761904772 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 3 22 4 11 6 -6 8 9 10 -8 -1 -4 19 15 18 -17 -18 -15 20 -2 -22 -3 24 -23 -26 28 -21 -27 -30 +right_child=13 2 12 -5 5 -7 7 -9 -10 -11 -12 -13 -14 14 -16 16 17 -19 -20 27 21 23 -24 -25 25 26 -28 -29 29 -31 +leaf_value=-0.041325116429136451 0.001174492741066172 -0.040794001134822164 0.0069143272835897954 -0.047936553095322521 -0.045777213062162529 -0.03927271024097892 -0.075021602780368513 -0.016171021592840465 -0.1182856109686064 -0.075028405589337821 -371.82989579122494 0.0069516048467936666 -0.011140953006293176 0.32850840411105975 0.0057345225813598315 1.2947014284936604 0.051946700746359945 1.130060341817877 -0.040813759735607642 0.0018033198983784613 -0.030991847236545741 -0.044077220819369718 -0.01917318922357901 -0.0075764930394290027 0.071201798955167442 0.27940243470529658 -0.0011453903048454495 -0.0057766216098531298 1.6177711419540217 0.34858650067375413 +leaf_weight=118.65717625918614 6287.8829012531787 392.85227894870332 1232.0215583065874 489.35404041066067 12.955011607409686 68.479262163756658 0.0063341184286395125 1.6989199130039194 0.32566872672038016 0.047136750799836591 0.0048418947434640813 234.48202733759535 928.50427483476233 2.5126560404896718 5272.3355768644251 0.58152685035020057 1.4978749519214036 0.658108515664935 5.4965911821927875 41857.905109522864 298.40362382819876 9.5360714979469794 1472.3673660429195 4318.3467800093349 11.563355673337357 2.8138134200125928 1.3392601097002623 2561.9648961275816 0.23620298923924554 0.47128729987889528 +leaf_count=212862 337548 147943 252665 310553 13610 68892 17 3642 13 107 34 190928 187346 12 48323 14 83 8 319 355095 23526 1191 305802 327211 919 189 108 9093 21 38 +internal_value=0 -0.0157451 -0.0114468 -0.0344318 -0.0192973 -0.0616972 -0.163813 -0.897963 -4.79944 -30.943 -161.134 -0.0092697 -0.000845082 0.000993619 0.00613465 0.202434 0.575127 0.381038 0.0750498 0.00050292 -0.00300504 -0.00866561 -0.023727 -0.00713206 0.0667977 0.131174 0.273849 0.00136614 0.378437 0.772317 +internal_weight=0 4951.76 4025.75 926.01 436.656 83.5172 15.0379 2.0829 0.383981 0.0583128 0.011176 353.139 2160.53 60633.5 5283.08 10.7468 2.73751 2.15598 8.00925 55350.5 10930.6 4642.71 1865.22 4344.31 25.96 16.4239 4.86056 44419.9 3.5213 0.70749 +internal_count=2798112 1694414 893756 800658 490105 86315 17423 3813 171 158 51 403790 440011 1103698 48759 436 105 91 331 1054939 690751 353203 453745 329677 2466 1275 356 364188 248 59 is_linear=0 shrinkage=0.1 Tree=174 num_leaves=31 -num_cat=0 -split_feature=2 6 6 4 7 6 2 7 6 5 8 2 5 4 8 4 6 7 8 7 7 7 7 1 2 3 6 6 6 2 -split_gain=39.465 27.9203 75.7806 52.7302 90.2863 69.0188 67.4761 67.0959 56.3764 41.8585 56.7642 41.8462 38.0935 33.7447 32.4634 32.3194 31.0254 44.4717 29.4502 26.5077 24.8474 24.0006 44.1483 27.0834 60.5061 36.6422 25.3468 36.6904 26.6813 24.4947 -threshold=0.00098130508688392044 0.25186567164179113 0.26393188854489169 0.68094591975189001 0.48074074074074075 0.25949975949975951 0.12324934430576853 0.40192307692307699 0.2561121049493143 0.014558022622538754 85.500000000000014 0.51680204585110534 0.085144927536231887 0.12701612903225809 163.50000000000003 0.67072655589974672 0.25949975949975951 0.36515151515151517 142.50000000000003 1.0000000180025095e-35 0.81101190476190488 0.89564428312159727 0.88562091503267981 0.064218390742371567 0.015323723475828306 0.15880257157815278 0.044466403162055343 0.059714795008912663 1.0000000180025095e-35 0.85095039501429082 -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 9 3 4 7 6 -6 8 -3 18 20 -5 16 -7 15 -4 17 -10 21 -17 -11 22 23 29 -25 -26 28 -28 -23 -2 -right_child=1 2 14 11 5 13 -8 -9 12 10 -12 -13 -14 -15 -16 19 -18 -19 -20 -21 -22 26 -24 24 25 -27 27 -29 -30 -31 -leaf_value=-0.033706433957115721 0.00039518200963199653 -0.13520162885071557 0.0015069211726443999 0.45256190828774134 0.61103547786030854 0.093628350736205318 0.1659748334215729 -0.11800767219576325 -0.1305523905432695 -0.0011550345824794586 -0.018295346496805986 0.12473270887304576 -0.12800362119211295 -0.010651255165658312 0.021406566110093041 -0.010403244410582914 0.1302873251291041 0.090120673018898409 -0.0076172960905066048 -0.12080658094737172 -0.024720280525924034 0.0014677498169975982 -0.028680235014157059 -0.025463610036950399 0.0032742136203947948 -0.0040644503800339286 0.14824759622402367 0.017177885771885434 -0.12379478169093208 -0.0024938518536964361 -leaf_weight=341.15989364939742 370247.49018802808 18.647243495564908 111288.05165292043 4.6885705813765552 3.8683189600706092 87.528493741992861 28.535599529743195 46.521104322280735 14.282729711849241 10204.787963617127 2752.1823502979241 22.966676741838455 10.229479944799094 48.076575595885515 821.8747575506568 49.36821065377444 47.695348457433283 25.325630867853761 4824.6747947707772 38.870372425764799 467.96044133789837 107712.30624004267 539.82045159488916 1134.3371473578736 9503.3537261933088 23950.974602848291 22.170947180129588 582.00966172246262 17.007187991403043 31873.633986130357 -leaf_count=65810 2328082 139 592225 26 27 480 102 308 69 66530 21034 76 48 314 8034 222 189 135 53851 287 3773 717969 4291 26166 51371 126787 153 4137 138 124395 -internal_value=0 0.000313743 0.00175172 0.0476634 0.0365709 0.087989 0.219105 -0.0165246 0.0241114 2.66829e-05 -0.00549032 0.180312 0.0545702 0.0566577 0.00160507 0.00145895 0.0759626 0.0105462 0.000161247 -0.0590375 -0.00218828 0.000230034 -0.000100105 -6.47772e-05 -0.00274991 -0.00197976 0.00156253 0.0219876 0.00144797 0.000166186 -internal_weight=0 676389 112557 358.366 330.711 168.009 32.4039 162.702 116.18 563833 13424.9 27.6552 97.5332 135.605 112198 111376 87.3037 39.6084 550408 88.2386 10672.7 545583 437250 436710 34588.7 33454.3 108333 604.181 107729 402121 -internal_count=4197168 4131358 602681 1913 1811 923 129 888 580 3528677 91337 102 441 794 600768 592734 393 204 3437340 509 70303 3383489 2661092 2656801 204324 178158 722397 4290 718107 2452477 +num_cat=1 +split_feature=2 6 6 5 5 8 4 4 8 4 4 7 7 8 2 7 7 6 2 4 7 1 2 8 8 11 2 10 3 2 +split_gain=26.2852 17.9828 61.3516 38.4414 29.5426 39.9108 24.99 43.0279 23.5006 26.3475 20.2933 19.9022 27.4159 20.7504 19.4983 18.6824 50.3131 43.1028 43.2056 25.9242 18.0196 17.9899 53.1988 28.6581 27.0524 18.4996 18.1404 17.8572 25.3609 17.5343 +threshold=0.00083315000000000006 0.25186567164179113 0.26393188854489169 0.052289815447710192 0.014558022622538754 57.000000000000007 0.68094591975189001 0.57694128787878796 109.00000000000001 0.67072655589974672 0.20942982456140355 0.8973684210526317 0.88562091503267981 91.000000000000014 0.60587420000000003 0.48074074074074075 0.40967365967365971 0.26006441223832533 0.26460320000000009 0.12701612903225809 1.0000000180025095e-35 0.0012255500000000004 0.030363050000000006 53.000000000000007 81.000000000000014 0 0.0054186500000000014 1.0000000180025095e-35 0.13325770000000001 0.12755085000000002 +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 1 2 2 2 2 +left_child=-1 4 3 6 11 29 7 15 9 -4 -5 12 13 21 -8 16 -3 18 -17 -19 -11 -2 23 25 -24 -23 -25 -26 -29 -6 +right_child=1 2 8 10 5 -7 14 -9 -10 20 -12 -13 -14 -15 -16 17 -18 19 -20 -21 -22 22 24 26 27 -27 -28 28 -30 -31 +leaf_value=-0.04144834364379936 0.00097877225864709152 0.076936679584015122 0.0014732393169215284 0.049043606166469328 -0.008865678829836611 -0.018875544648917074 0.34987685087278442 -0.14699925358351304 0.022421196261334868 -0.016502844643439436 -0.12216313301848961 0.0016572526919876917 -0.027753721524605854 -0.0083162336484614643 0.11668763796130498 0.49230728100642074 -0.11274715283602353 0.11004088167090907 0.14844377457353644 -0.0076927451345247359 -0.12704223921216715 -0.00099996899604470131 -0.00047022821794455005 -0.050561612439221831 0.0093508425105122295 -0.010683287307534279 -0.016263062314813195 0.026198468351574973 -0.032006871368212689 0.0014982844081965492 +leaf_weight=150.76624603330856 103332.10432398517 58.605198019184172 73600.053883802611 11.416176380123945 2563.4093696358505 1819.5579963533783 4.9451938122510937 9.7622191566042584 536.67667866568081 33.709819135256112 17.591480888426304 72017.013880439335 360.64683857746422 3089.995755916927 13.043833702802656 4.6317779198288944 18.36589227989316 46.108431429602206 17.308945581316948 31.466123770456761 26.216196795925498 4362.2944213505834 170470.05072703585 171.78044074401259 4047.1813694685698 3605.8621843489818 1507.1070056930184 108.0237143188715 243.81942514702678 4494.8875633329153 +leaf_count=33313 919865 290 395879 52 30826 14046 23 66 5451 148 98 493200 2975 31629 45 27 140 268 59 209 194 64714 671978 9667 16898 59531 28826 408 1156 16131 +internal_value=0 0.000313203 0.00173216 0.0529386 2.94455e-05 -0.00566994 0.0682383 0.0573672 0.00157118 0.00141927 -0.0547835 0.000168714 -0.000199294 -0.000165137 0.180791 0.0686716 0.0316767 0.0972857 0.221035 0.0622853 -0.0648612 -7.76369e-05 -0.000669244 -0.00789849 -0.000270426 -0.00539666 -0.0197724 0.00747227 -0.0141365 -0.00226567 +internal_weight=0 446624 74429.9 233.245 372194 8877.85 204.238 186.249 74196.7 73660 29.0077 363316 291299 290938 17.989 176.486 76.9711 99.5153 21.9407 77.5746 59.926 287848 184516 9647.04 174869 7968.16 1678.89 4399.02 351.843 7058.3 +internal_count=2798112 2764799 402949 1277 2361850 61003 1127 1059 401672 396221 150 2300847 1807647 1804672 68 993 430 563 86 477 342 1773043 853178 162738 690440 124245 38493 18462 1564 46957 +cat_boundaries=0 1 +cat_threshold=3 is_linear=0 shrinkage=0.1 Tree=175 num_leaves=31 -num_cat=3 -split_feature=3 10 8 3 2 1 3 8 0 8 2 9 1 11 1 0 2 1 2 11 2 8 7 9 8 11 8 8 3 8 -split_gain=71.3854 31.9967 42.5501 31.0481 33.5241 40.9517 34.521 34.0376 30.8557 32.5956 72.8414 158.167 99.376 27.5108 27.1985 29.906 27.6474 26.5229 35.609 26.4534 25.5337 25.3059 108.465 32.637 24.4872 23.6565 22.9093 36.7494 25.2522 21.9683 -threshold=0.060667487772122074 1.0000000180025095e-35 46.500000000000007 0.89963883305841874 0.027929300137172718 0.0058917127556804274 0.17843162673628021 175.50000000000003 0.00030583413598677457 40.500000000000007 0.001637121027538761 1.0000000180025095e-35 0.00016047291369394241 0 0.000125216287689798 0.0017436928087472593 0.0046648998113185741 0.0031956362415680294 0.019822284246409503 1 0.0013188303615532309 121.50000000000001 0.18465909090909094 1.0000000180025095e-35 124.50000000000001 2 205.50000000000003 121.50000000000001 0.52878478634384141 61.500000000000007 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 -left_child=20 14 8 4 6 7 -4 21 9 10 11 12 -3 -7 15 16 -2 -5 -19 -16 -1 -6 23 -23 -24 -18 27 -8 -29 -15 -right_child=1 2 3 17 5 13 26 -9 -10 -11 -12 -13 -14 29 19 -17 25 18 -20 -21 -22 22 24 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.05885070808566354 0.0093620793289137631 -1.1307364909734419 -0.0066567703876474317 -0.008997824861234521 0.0021532449381124539 -0.012630366430795549 0.020252123637840402 -0.045853283549773985 -0.010704663770459755 -0.063551887349219183 -0.14028222382221908 0.075613277188989414 -4.0561963756356061 -0.0040502264927988309 -0.0007287901289100931 0.0099611863578974637 -0.0088189112076049736 0.011425481159199342 -0.009187661280129775 0.00064754324804623589 -0.0050018609501684894 0.033347585480415221 0.050045714156111393 0.095796579180138342 -0.048369546473490753 0.0016576856343026134 -0.029477425750278553 0.13695897813245114 0.04385854746507914 0.0047575543266589774 -leaf_weight=88.352739432826638 3569.644762203563 0.24868494085967396 579.96684651076794 8155.3436240572482 19670.743894807994 3001.2007091641426 994.73118849098682 144.51867128163576 4845.6541643701494 7.131745127029717 2.29898586217314 0.49023721273988485 0.21782210748642683 14141.360717132688 207019.44242804032 5764.1465513939038 2735.108821362257 1751.2895986288786 1607.1078590750694 429058.30628295336 26244.335078744218 431.24923796206713 28.845060437917709 103.83770545572042 204.68587526679039 10022.951579158194 77.615937381982803 45.648533210158348 80.528146862983704 3540.8597986698151 -leaf_count=2737 269453 24 3335 101295 71775 11243 3635 491 22714 374 89 47 21 52291 1030628 48508 43359 15025 8195 2126722 192620 1606 114 356 758 175504 282 152 309 13506 -internal_value=0 0.000118769 -0.00210369 -0.00130532 -7.1578e-05 -0.000650921 0.0133712 0.00250685 -0.0110737 -0.18324 -0.445419 -1.17864 -2.4967 -0.00379349 0.000319399 0.00376879 0.0015827 -0.00591785 0.00156139 0.000199597 -0.00518254 0.00284879 0.0206493 0.0454663 -0.0362136 -0.00059393 0.0230628 0.0267009 0.0775407 -0.00228518 -internal_weight=0 717585 59415.6 54559.5 43045.8 41267.3 1778.49 20583.9 4856.04 10.3875 3.25573 0.956744 0.466507 20683.4 658170 22091.9 16327.7 11513.7 3358.4 636078 26332.7 20439.4 768.618 535.087 233.531 12758.1 1198.52 1120.91 126.177 17682.2 -internal_count=4197168 4001811 307637 284368 159853 152140 7713 75100 23269 555 181 92 45 77040 3694174 536824 488316 124515 23220 3157350 195357 74609 2834 1962 872 218863 4378 4096 461 65797 -cat_boundaries=0 1 2 3 -cat_threshold=2 3 4 +num_cat=1 +split_feature=3 1 2 8 11 7 7 6 4 3 4 5 7 6 4 0 5 3 4 5 6 6 0 4 4 7 6 7 1 5 +split_gain=44.0482 21.8791 20.1079 18.7311 18.4024 17.7242 33.2522 37.3221 33.9293 28.6394 27.7872 45.2125 27.1635 29.2937 25.8283 22.8427 22.5763 21.295 21.1762 37.8621 37.9396 30.8027 20.1249 19.4811 19.2039 48.7649 44.2325 20.4167 17.5997 17.2294 +threshold=0.065702100000000013 2.6750000000000003e-05 0.00091015000000000009 105.00000000000001 0 0.40967365967365971 0.42365967365967372 0.2561121049493143 0.20942982456140355 0.99657875000000018 0.24795081967213117 0.059262510974539072 0.36515151515151517 0.18065268065268067 0.12310606060606062 0.80545445000000016 0.48333333333333339 0.11919950000000001 0.21980676328502416 0.048809523809523817 0.24837662337662339 0.19836065573770495 0.36344485000000004 0.2828166858017605 0.37668918918918926 0.33687943262411352 0.23845060412224592 0.35388994307400384 0.0016964500000000002 0.028991596638655467 +decision_type=2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=3 -2 -3 4 -1 12 7 10 14 17 -7 -12 15 -14 -9 24 -11 -8 29 21 -21 -20 -22 -13 -4 -26 27 -27 -17 -15 +right_child=1 2 5 -5 -6 6 9 8 -10 16 11 23 13 18 -16 28 -18 -19 19 20 22 -23 -24 -25 25 26 -28 -29 -30 -31 +leaf_value=-0.0017841352077544875 0.015252240809903709 0.023882131377172322 -0.00014309051157604177 -0.039131593786352836 -0.0079678620124629985 -0.15928457426429921 -0.0029968132137958609 0.06204316367942371 0.10778051972040588 0.018846000695719508 -0.036594380849112228 -0.056008571283741974 -0.035036542104903062 -0.0075352625538980551 -0.021816328684975975 0.049124564240498936 -0.20079337101239131 0.00120694827336351 0.12752350489681932 -0.022269142314600584 0.10323915573294729 -0.002008651108498136 0.29421034042210137 0.12968038560805778 -0.0044116981689809693 0.1468403592697812 -0.13643941092090475 0.05025226011383746 0.0072867621112763462 -0.032390264197937772 +leaf_weight=11408.25522080058 954.73295250057708 355.21170693793101 305337.39259734703 156.5129957832396 8338.9138540718704 11.516080409259301 13299.012322872863 89.149804170243442 80.634324603714049 993.38051945797633 86.430373003706336 6.9415533347055307 388.39350815443322 1778.5123793142848 62.459119548555464 104.5704400986433 4.7020069262944153 128351.72469303895 18.765664516482502 25.528677240014076 40.805508905090392 845.81742543168366 6.3811460807919493 30.36334206815809 14088.99177613575 34.208369014784694 9.9625398963689786 60.74686469277367 2613.1768151447177 330.76397633552551 +leaf_count=78497 43947 42209 1628212 1482 65526 53 65956 497 499 92218 418 31 1895 9073 355 453 422 677889 105 142 237 4165 31 156 67267 167 43 297 14275 1595 +internal_value=0 0.000129429 9.86471e-05 -0.00467347 -0.00440036 8.06224e-05 0.00100861 0.0310504 0.05537 0.000931212 -0.0107094 0.00311857 -0.00032688 -0.00917252 0.0274951 -0.000232591 0.0178113 0.000812274 -0.00587524 0.00663154 0.0759348 0.000802828 0.129065 0.0951281 -0.000310238 -0.00390589 0.0640173 0.0850489 0.00889655 -0.0114329 +internal_weight=0 470010 469056 19903.7 19747.2 468700 143016 367.495 232.243 142649 135.251 123.735 325684 3434.97 151.609 322249 998.083 141651 3046.57 937.298 72.7153 864.583 47.1867 37.3049 319531 14193.9 104.918 94.9552 2717.75 2109.28 +internal_count=2798112 2652607 2608660 145505 144023 2566451 838494 2009 1351 836485 658 605 1727957 17243 852 1710714 92640 743845 15348 4680 410 4270 268 187 1695986 67774 507 464 14728 10668 +cat_boundaries=0 1 +cat_threshold=3 is_linear=0 shrinkage=0.1 Tree=176 num_leaves=31 -num_cat=4 -split_feature=0 1 7 10 9 8 0 3 3 4 2 11 2 3 1 0 8 0 8 8 3 8 2 11 8 0 11 2 11 2 -split_gain=336.814 90.5554 64.4336 61.6425 80.4132 65.3503 67.5262 80.0955 56.9067 54.2605 52.1721 50.5112 50.3447 45.1922 44.1842 39.9561 38.7839 39.7516 46.2194 37.7295 37.4076 36.1864 34.2922 32.9699 33.614 32.4977 41.0849 32.9023 43.0732 37.9663 -threshold=0.002334572657710482 0.0004152776361891185 0.26568627450980398 1.0000000180025095e-35 1.0000000180025095e-35 124.50000000000001 0.030217252782945205 0.93959111919257265 0.89209142122455076 0.11583184257602865 0.042878684528247273 0 0.092814094751728513 0.82829401882220999 0.023923340047244914 0.00063466155806764333 178.50000000000003 0.029159141387301406 181.50000000000003 154.50000000000003 0.9945405403648403 139.50000000000003 0.0012440377246433873 1 46.500000000000007 0.73747358317378942 2 0.15097391776113331 3 0.58660741400712568 -decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 1 2 -left_child=2 -2 12 5 -5 6 7 9 22 11 -6 -3 15 -7 -12 -1 19 18 -18 21 -17 -15 -8 -9 -25 27 -27 -24 -29 -30 -right_child=1 3 -4 4 10 13 8 23 -10 -11 14 -13 -14 16 -16 20 17 -19 -20 -21 -22 -23 25 24 -26 26 -28 28 29 -31 -leaf_value=-0.021078429120514726 -0.01004644597034024 -0.012553648902441834 -0.030366411258251919 0.0066923327696173131 -0.018295708744569098 0.0064556629273203299 0.054623099896487219 0.026187040445062117 0.020626469117072638 0.0060295156531931836 0.0020074295908086583 -0.0043038761763357662 -0.030107098762472848 0.016644853458902157 -0.01317489853937175 -0.0064156033814321851 0.27820589545928892 0.02161399819267544 0.088368162050390386 -0.039455841464962858 0.025509539214663136 0.082468734871191121 0.0027378068926347697 0.035654109848364077 0.0019283327751455676 -0.012397434398101875 -0.0014004809773854395 -0.0025172283502412716 -0.00021681336882900049 0.004464499813537459 -leaf_weight=1785.1105990428769 8413.4179083490744 10579.007017758675 3113.6565720298968 32188.464100639336 1679.8848461611196 7257.312307481654 115.65918516740203 768.28593393228948 1371.0929854176939 3655.7750050527975 15593.121411025524 24953.354771876708 1382.4050185903907 346.30412717163563 2185.5248254649341 3327.5675393184647 16.104233912192285 65.32810977846384 62.984873369336128 86.660500101745129 412.52462554746307 110.06098885647953 51679.170085005462 315.32282208651304 4707.2261744821444 4145.940998043865 18659.434451986104 51057.650850560516 58297.51552183181 24649.97677225247 -leaf_count=519248 238894 268284 578766 168511 17696 43644 2354 21250 14159 72594 72049 503980 111295 6467 10710 311175 177 406 1218 1733 48717 1827 239231 7982 162974 17954 76213 276524 266702 134434 -internal_value=0 0.000192117 -0.0184231 0.000465975 0.0036244 -0.0001545 -0.000432815 -0.0039491 0.000320408 -0.00557126 -0.00145061 -0.00676482 -0.0130396 0.00877691 0.00014107 -0.00876934 0.0332823 0.0793406 0.127023 0.0210331 -0.00289432 0.0325195 0.000186943 0.00702846 0.00403765 0.000156744 -0.00340574 0.000594282 -0.00023237 0.00117422 -internal_weight=0 322961 10021.3 314547 51647 262900 254955 44979 209976 39188.1 19458.5 35532.4 6907.61 7944.76 17778.6 5525.2 687.443 144.417 79.0891 543.026 3740.09 456.365 208605 5790.83 5022.55 208490 22805.4 185684 134005 82947.5 -internal_count=4197168 2627967 1569201 2389073 268966 2120107 2064635 1037064 1027571 844858 100455 772264 990435 55472 82759 879140 11828 1801 1395 10027 359892 8294 1013412 192206 170956 1011058 94167 916891 677660 401136 -cat_boundaries=0 1 2 3 4 -cat_threshold=48 4 8 48 +num_cat=1 +split_feature=0 1 2 0 10 8 9 0 3 3 11 3 1 2 1 7 2 0 4 1 3 8 0 2 2 1 1 8 4 8 +split_gain=223.307 58.9141 40.958 51.2115 37.2844 50.3868 49.2777 42.4912 42.7338 37.6485 35.0861 32.3769 29.7806 27.606 23.3841 22.1915 21.9074 21.5747 21.8673 22.2597 39.4895 21.2865 20.9499 30.6751 26.1746 22.4654 27.3359 22.6243 23.2755 26.5572 +threshold=0.0021061500000000006 0.00051055000000000013 0.037844800000000005 0.00036005000000000005 1.0000000180025095e-35 83.000000000000014 1.0000000180025095e-35 0.018583000000000006 0.88918865000000014 0.96157435000000013 0 0.07352595000000002 0.015981700000000005 0.099145000000000011 0.013619600000000001 0.17028985507246377 0.0012430000000000002 0.73915565000000016 0.044466403162055343 0.0045347500000000006 0.13721455000000002 31.000000000000004 0.091994450000000019 0.73516160000000008 0.22582780000000002 0.12074455000000002 0.0048181500000000011 63.000000000000007 0.21980676328502416 65.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 13 3 -1 5 7 -6 9 16 14 -5 -4 -8 15 -3 -2 -9 22 19 20 -19 -15 23 24 -18 26 -26 -28 29 -29 +right_child=1 4 11 10 6 -7 12 8 -10 -11 -12 -13 -14 21 -16 -17 17 18 -20 -21 -22 -23 -24 -25 25 -27 27 28 -30 -31 +leaf_value=-0.032103405421037207 0.0011837588340556807 -0.0042582525514060837 0.010887880983630673 0.0044530390730819353 0.0065366507855182353 0.0097298022166455861 0.0008885311902017914 0.055457057792255994 0.014615015493036024 0.0082692509865523178 -0.015258715545117017 -0.03289065472525398 -0.011842330536963229 0.014565977170075742 -0.013393052729059661 -0.015026572472744896 0.00029454133346622832 -0.020324183035074987 0.0027744174751418468 -0.0034574905219653396 0.012843192660566802 -0.016949737861612624 0.0012827736215287227 0.0033506962059460669 -0.0094663120659633244 -0.019624696385626562 -0.0040800535340942178 0.093603912426079697 0.041212259881174419 0.0031799100310309202 +leaf_weight=1063.6630943566852 3279.8982719765045 16285.551887900569 184.36245289770886 1523.7653397429967 21160.156573722139 5107.4892323452514 10557.644223833457 71.353472134098411 2046.5137445256114 2095.623706641607 2201.562389550847 2018.4701375670265 2224.6391506232321 229.35591431334615 3384.7851570928469 1137.3514507208019 11743.443528518081 1973.3532753698528 4073.9360833801329 8876.3799167051911 438.79158672690392 3267.7112420951016 90018.395761333406 9456.967377545312 6845.9237616248429 1117.8377981483936 5425.6348899826407 33.07740256935358 194.32088820636272 1798.1771766617894 +leaf_count=427218 78871 406034 13113 186565 106507 34241 52553 1722 20040 61591 288847 189554 11170 5010 76273 36111 98200 7804 19348 35426 1347 92049 343885 72793 63894 8282 46323 215 1110 12016 +internal_value=0 0.000220879 -0.0179416 -0.0127507 0.00054783 -5.31365e-05 0.00357524 -0.000354356 0.000267641 -0.00447264 -0.00722505 -0.0292267 -0.00132716 -0.00824505 -0.00583013 -0.00299007 6.09638e-05 3.31271e-05 -0.00350585 -0.00577235 -0.0142907 -0.0148828 0.000462455 -0.00155429 -0.00326227 -0.00597193 -0.00490447 -0.000713208 0.00830511 0.00481321 +internal_weight=0 212844 6991.82 4788.99 204930 170988 33942.4 165880 144114 21766 3725.33 2202.83 12782.3 7914.32 19670.3 4417.25 142068 141996 15362.5 11288.5 2412.14 3497.07 126634 36615.4 27158.4 15415 14297.1 7451.21 2025.58 1831.25 +internal_count=2798112 1692815 1105297 902630 1480774 1310544 170230 1276303 732405 543898 475412 202667 63723 212041 482307 114982 712365 710643 63925 44577 9151 97059 646718 302833 230040 131840 123558 59664 13341 12231 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 Tree=177 num_leaves=31 -num_cat=1 -split_feature=1 2 1 3 1 0 8 1 11 5 1 8 8 8 7 7 8 8 7 5 5 6 3 6 6 7 7 7 7 6 -split_gain=163.432 39.1256 39.2958 25.4952 23.571 38.4781 28.2026 23.3287 22.8693 21.0543 19.0267 18.7032 30.519 18.2841 17.8951 54.9334 104.073 18.5998 28.4359 157.155 169.516 50.9332 104.44 21.0042 108.6 34.9933 90.9375 17.0618 18.4118 16.732 -threshold=0.0015046515990509665 0.0088180304355853466 0.00032469777880679335 0.87658281666703342 0.01417180368562233 0.012933399442740559 46.500000000000007 7.7321860639310456e-05 0 0.036375661375661381 0.63414676870345377 82.500000000000014 85.500000000000014 67.500000000000014 0.68857758620689669 0.6858552631578948 94.500000000000014 76.500000000000014 0.54257246376811608 0.17156862745098042 0.20526315789473687 0.42678571428571432 0.99606187545199087 0.25949975949975951 0.24837662337662339 0.58477011494252884 0.57735042735042741 0.41277890466531447 0.40967365967365971 0.091966173361522213 -decision_type=2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 7 -3 -4 5 29 -7 -1 -5 -8 11 -6 -13 -9 15 17 -17 18 -15 21 -21 23 -23 24 25 26 -20 28 -11 -2 -right_child=4 2 3 8 10 6 9 13 -10 27 -12 12 -14 14 -16 16 -18 -19 19 20 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.041327812632723962 0.0053539329606513628 -0.041581005032378868 -0.024596312780948548 -0.025988622577644623 0.0012357358872033552 -0.027927256200855691 -0.0060562983543762895 -0.0050786860959880567 0.0012236047654970883 0.043552407779306329 -0.0016153513648491621 0.045225497497485209 0.004664442662882233 0.087321397752171681 -0.021197486680701923 8.0913306016815074 -0.075097134576821128 0.026340618093867053 -0.075130105447308915 8.9847272308232142 -0.075188449074185176 8.3112870388852667 -0.075101618349327742 -0.07514186242084149 4.5013660402852222 -0.075158551803439513 6.5280370232335772 -0.0023865697048510888 0.6045508243869544 -0.0077361505528057602 -leaf_weight=135.56716030851931 5791.6097047587391 803.46436840033857 1899.9259619546938 432.68148473626934 44227.473289706744 580.11721436772496 9173.4589408650063 872.24980799056539 1025.9248156703907 142.612025401555 15240.859868720174 187.51536020636559 17291.36354161799 19.272897215065317 71.900214023877197 0.024490514508214711 0.043013437592890114 229.4745255200578 0.066974952584131553 0.044150635541882255 0.038802067574579269 0.02384814986726258 0.039355557964881882 1.0907003799220545 0.065551998966839164 0.55498521492700092 0.030288278212537989 150.23687845189124 0.58743442920967837 1174.5025190503802 -leaf_count=246484 393962 501734 509497 117989 480097 49670 749507 424175 247406 8130 49341 1923 158366 9323 44389 22 38 101255 43 25 19 15 37 747 38 342 20 9460 35 93079 -internal_value=0 -0.0169429 -0.0217149 -0.0169623 0.00080396 -0.00256442 -0.00652439 -0.0020152 -0.00701843 -0.00521285 0.00154871 0.00233021 0.00509959 0.00244493 0.022783 0.035393 2.88769 0.034625 0.124181 0.487611 4.74685 0.298845 3.08927 0.201325 0.621416 0.231475 1.98113 0.0211551 0.0458537 0.00314691 -internal_weight=0 5492.48 4162 3358.53 93960.3 17013.1 10047 1330.49 1458.61 9466.9 76947.2 61706.4 17478.9 1194.92 322.67 250.77 0.067504 250.702 21.2276 1.95466 0.0829527 1.8717 0.0632037 1.8085 0.7178 0.652248 0.0972632 293.436 143.199 6966.11 -internal_count=4197168 2203598 1376626 874892 1993570 1303843 816802 826972 365395 767132 689727 640386 160289 580488 156313 111924 60 111864 10609 1286 44 1242 52 1190 443 405 63 17625 8165 487041 -cat_boundaries=0 1 -cat_threshold=20 +num_cat=0 +split_feature=1 1 3 0 1 1 8 6 0 5 5 6 1 0 0 1 1 4 0 3 8 0 5 6 6 7 1 2 3 1 +split_gain=105.81 31.8805 48.567 24.3276 15.9504 15.5153 13.5067 13.1463 13.7561 12.3218 31.4 16.4771 13.9642 11.4736 11.6149 25.9709 13.6719 12.7818 11.8894 11.3095 17.2723 18.4831 15.0528 11.0967 12.4164 33.6433 10.7521 10.2672 16.2618 11.4605 +threshold=0.0022990000000000003 0.00029825000000000007 0.86726935000000005 0.00055775000000000009 6.3350000000000008e-05 0.00067165000000000009 17.000000000000004 0.10620300751879701 0.013433850000000002 0.014558022622538754 0.01712529274004684 0.057189542483660136 0.46963330000000009 0.80545445000000016 0.18805855000000002 0.0073830000000000015 0.73778450000000018 1.0000000180025095e-35 0.012524850000000002 0.20551640000000002 27.000000000000004 0.0068591000000000008 0.023532668881506093 0.57518796992481214 0.52506265664160412 0.31311274509803927 0.012931800000000002 0.015134200000000002 0.086302850000000014 0.0058347500000000005 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 3 5 4 -1 -3 -2 8 -4 11 -11 13 19 14 16 -16 17 -8 -19 23 21 -21 -22 24 -12 -26 -13 28 -15 -30 +right_child=6 2 7 -5 -6 -7 9 -9 -10 10 12 26 -14 27 15 -17 -18 18 -20 20 22 -23 -24 -25 25 -27 -28 -29 29 -31 +leaf_value=-0.050799953258578112 -0.040266747636594387 -0.039354192961610551 0.0050275323761922695 -0.046583029122667742 -0.0035907266974993766 -0.017069884396265424 0.0032281734446011311 -0.017481094459522107 -0.028366628649643844 0.39832059843490353 0.0188756198889766 -0.010749657388342278 -0.00034640907275533967 0.017873127374932463 -0.020626446767267017 -0.00051690613668825124 -0.0029046143623577998 -0.021806607690201679 -0.0010481208888702526 0.32226644501456342 0.20418695839368395 0.056363950522395595 0.004112116616185317 -0.072713201136935038 0.0026673586279821766 0.68498981886061661 -0.0017117314813494277 0.0022646628706480135 0.39116987375576401 0.084659452375834873 +leaf_weight=90.785410288370713 79.2634685668163 377.12096963444492 1896.7999069418292 466.32136619323865 338.09167912390831 1821.5811382534448 28454.569503136445 376.91356338449987 131.93411147268489 2.0357606548350295 1038.9982807256747 1691.8378459920641 2296.5999740362167 472.0952794640325 684.15733512118459 10476.600067571271 4960.8712417930365 372.98284153174609 1060.1475492757745 3.1466866414994028 3.7678804066963485 15.446633521467446 1889.6635469817556 13.214825428556649 2.3807425298728044 1.0375748276710508 5930.1794985095039 554.55717129120603 1.2853549965657318 23.943553018383682 +leaf_count=175179 1727 147943 351638 310553 314926 359815 500588 82095 27821 42 13747 123744 7668 17056 72266 128883 16453 8868 19700 45 74 232 24731 216 46 26 69626 21682 121 601 +internal_value=0 -0.0135064 -0.0101492 -0.0307737 -0.0135841 -0.0208921 0.000985814 -0.000330541 0.00285582 0.00104036 0.00566012 0.000595449 0.00550827 0.00129403 0.00105794 -0.00174963 0.0019571 0.00276407 -0.00645067 0.0100391 0.00545211 0.101365 0.00451026 0.0183472 0.0195016 0.209775 -0.00371785 0.0116206 0.0220533 0.100275 +internal_weight=0 5499.55 4604.35 895.198 428.877 2198.7 60028.8 2405.65 2028.73 59949.5 5266.29 54683.2 5264.26 47061.2 46009.3 11160.8 34848.6 29887.7 1433.13 2967.66 1912.02 18.5933 1893.43 1055.63 1042.42 3.41832 7622.02 1051.88 497.324 25.2289 +internal_count=2798112 1769970 969312 800658 490105 507758 1028142 461554 379459 1026415 46827 979588 46785 786218 746758 201149 545609 529156 28568 39117 25082 277 24805 14035 13819 72 193370 39460 17778 722 is_linear=0 shrinkage=0.1 Tree=178 num_leaves=31 -num_cat=2 -split_feature=2 6 6 6 6 8 3 8 2 1 9 9 1 1 2 0 2 11 10 2 2 0 0 8 0 8 2 11 0 2 -split_gain=35.5876 24.0444 46.4257 47.304 38.4 25.5343 79.8478 94.9427 56.0744 48.2388 34.7005 34.5147 51.9855 44.5612 57.9522 40.762 34.8602 50.3901 49.941 33.5359 30.7421 30.4977 30.046 29.5279 29.4691 27.9129 27.3412 27.2321 28.8083 43.8023 -threshold=0.0017203158920416509 0.71008403361344552 0.87083333333333346 0.80909090909090919 0.69615384615384623 112.50000000000001 0.34276658922325787 118.50000000000001 0.012219096091829142 0.0078508568755950945 1.0000000180025095e-35 1.0000000180025095e-35 0.0078508568755950945 0.0019796965329767664 0.029709209751876568 0.87453036761691083 0.67905648196243251 0 1.0000000180025095e-35 0.044102351956392005 0.58660741400712568 0.028076744355082364 0.0013049870448905486 88.500000000000014 0.054874212430491516 127.50000000000001 0.040384417575753555 1 0.84141358868483651 0.062304141683118049 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 -left_child=-1 4 3 -3 5 11 7 21 -9 24 27 13 15 23 -15 20 -16 -18 -19 -11 -13 -7 -22 -2 -8 -12 -25 -10 29 -29 -right_child=1 2 -4 -5 -6 6 9 8 10 19 25 12 -14 14 16 -17 17 18 -20 -21 22 -23 -24 26 -26 -27 -28 28 -30 -31 -leaf_value=-0.015332804503508244 0.0012507140693903997 0.010160186419841521 0.0017348789621679729 0.049375856183622391 -0.06461164970760723 -0.022681219330473429 -0.0011132157785350468 -0.035289979595534364 0.0076016754654385232 -0.026733264304538824 -0.012911500677844183 0.0028443973062310893 0.010790443653662012 -0.0069025177987698709 0.0003488795190107084 0.030331508986627422 0.0022825204087259031 -0.0038435054392337246 -0.018938480935210385 -0.0073315522082320799 -0.091655530621004774 -0.0063414093579976308 -0.0064575624386707126 -0.0045815175434990221 -0.007493188052169056 -0.076424607667980732 0.015879527618187405 -0.018330413140214018 0.023242251787799515 0.0022195342737979505 -leaf_weight=1458.2934490063926 208313.35880073329 2607.9378365776502 34912.249675959814 348.72492765309289 91.515674782916903 1431.5609396938235 46884.389791969908 389.05555176176131 10666.439794262871 955.51437398884445 414.98436254635453 10194.932171753142 8015.9817659780383 13608.824733160436 204514.32661486045 453.15898737125099 13689.52395015955 27950.634306877851 2378.2469845563173 13174.795789390802 41.806811973452568 5652.7902668006718 4182.8575704693794 879.06456176837673 8561.9818395711482 83.042322859168053 2540.3339768797159 1058.9338404778391 634.17428151704371 50611.065225712955 -leaf_count=220138 1578311 12391 174351 1555 451 5663 411008 11860 40967 19462 1608 62277 31187 231919 855657 2544 45638 92635 7295 66448 143 26039 12983 33171 36978 384 11503 14734 6458 181410 -internal_value=0 0.000305701 0.00275382 0.0147855 0.000160248 0.000169549 -0.00102061 0.00134011 0.0025586 -0.00342765 0.00279061 0.000506208 0.00429891 0.000323015 -0.000548496 0.000800157 -0.000200571 -0.00275338 -0.00502552 -0.00864353 -0.000127913 -0.00964325 -0.00730067 0.00140201 -0.00209841 -0.0235018 0.0106194 0.00299855 0.00205799 0.00179838 -internal_weight=0 675242 37868.9 2956.66 637373 637282 140519 70942 63857.7 69576.7 63468.6 496763 22888.7 473874 262142 14872.8 248533 44018.4 30328.9 14130.3 14419.6 7084.35 4224.66 211733 55446.4 498.027 3419.4 62970.6 52304.2 51670 -internal_count=4197168 3977030 188297 13946 3788733 3788282 823019 289123 257421 533896 245561 2965263 109134 2856129 1233144 77947 1001225 145568 99930 85910 75403 31702 13126 1622985 447986 1992 44674 243569 202602 196144 -cat_boundaries=0 1 2 -cat_threshold=40 16 +num_cat=0 +split_feature=2 6 6 5 5 8 4 4 8 4 4 7 7 7 5 7 6 7 4 2 1 2 8 7 6 5 5 5 6 6 +split_gain=22.7083 15.513 52.8355 31.9747 24.2149 33.9939 21.0171 37.2675 20.461 23.1223 18.0287 17.9893 24.9746 16.8694 16.4271 29.4264 32.5294 29.5358 21.8849 18.3023 16.0713 48.222 20.7069 15.4544 16.5736 35.733 23.0285 33.7914 45.4057 36.4829 +threshold=0.0012430000000000002 0.25186567164179113 0.26393188854489169 0.052289815447710192 0.014558022622538754 57.000000000000007 0.68094591975189001 0.57694128787878796 109.00000000000001 0.67072655589974672 0.20942982456140355 0.8973684210526317 0.83045977011494265 1.0000000180025095e-35 0.051615051615051623 0.48074074074074075 0.26006441223832533 0.40967365967365971 0.12701612903225809 0.19721455000000002 0.0016964500000000002 0.016223500000000005 57.000000000000007 0.81101190476190488 0.19139194139194141 0.067816091954023008 0.038098693759071121 0.026671408250355622 0.16271373414230558 0.13714733542319751 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=-1 4 3 6 11 23 7 14 9 -4 -5 12 20 -11 15 17 19 -3 -18 -17 -2 22 -22 24 26 -26 27 -6 29 -29 +right_child=1 2 8 10 5 -7 -8 -9 -10 13 -12 -13 -14 -15 -16 16 18 -19 -20 -21 21 -23 -24 -25 25 -27 -28 28 -30 -31 +leaf_value=-0.020385294729425168 0.00078295021148128575 0.043080051284431833 0.0013754772789755256 0.045100515889746812 -0.011466611309152865 -0.017387841539749625 0.16582537326190303 -0.14102913550409385 0.020927962931054936 -0.01539531443412942 -0.11815583951762954 0.0015765324439552435 -0.0081965785340758889 -0.12413912387787834 0.1743758378791701 0.36169896480692754 0.10118411419574831 -0.10984196322890774 -0.0069813291450479698 0.14584111531159322 -0.0079072011986133627 -0.00045510060321138254 -0.025742162108012154 -0.02392873313984439 -0.03835831302343843 -0.00097375597876563135 0.00044365020404560124 0.14168891362105182 0.19768966602728749 -0.058041574529275636 +leaf_weight=531.42183673474938 122833.70719717338 46.960420926567167 73565.996653093025 11.472796637099238 56.412847247906029 1803.0462374332128 18.073591478168964 9.4107991112396103 536.36588517576456 33.589295538142323 16.482214626856148 71944.656569128856 3843.8854448286002 24.79724008589983 12.360032647848127 5.0128477960824993 46.358951238449663 17.276774025056511 31.358073396142572 18.150373205542564 3289.0401050890796 160162.05934855714 811.62684243079275 307.25622395426035 351.96958461683244 934.49914102675393 5318.4308417793363 15.665906675159929 25.614797472953796 21.972057458944619 +leaf_count=99951 974625 248 389964 52 375 13881 68 57 5157 147 94 479145 27371 170 42 23 267 139 208 63 70070 665497 24444 2499 2018 5566 35612 101 94 164 +internal_value=0 0.000298525 0.00161668 0.0491701 3.47187e-05 -0.00513799 0.0628535 0.0528953 0.00146733 0.00132555 -0.0511551 0.000160654 -0.000189468 -0.0615797 0.0631782 0.0548544 0.0885414 0.00195125 0.0575404 0.192556 -8.22626e-05 -0.000729258 -0.0114372 -0.00199697 -0.000994875 -0.0112019 0.00141977 0.0448024 0.0949867 0.0250915 +internal_weight=0 446114 74393.7 232.917 371720 8834.87 204.962 186.888 74160.7 73624.4 27.955 362885 290940 58.3865 177.477 165.117 100.88 64.2372 77.717 23.1632 287096 164263 4100.67 7031.82 6724.57 1286.47 5438.1 119.666 63.2528 37.638 +internal_count=2798112 2698161 396699 1261 2301462 60310 1115 1047 395438 390281 146 2241152 1762007 317 990 948 561 387 475 86 1734636 760011 94514 46429 43930 7584 36346 734 359 265 is_linear=0 shrinkage=0.1 @@ -3761,62 +3687,62 @@ shrinkage=0.1 Tree=179 num_leaves=31 num_cat=1 -split_feature=3 0 3 7 3 11 8 9 7 5 4 1 7 4 4 7 5 4 10 0 8 2 8 8 4 2 0 1 4 5 -split_gain=63.1879 38.3488 31.2894 30.3248 41.3339 27.8662 33.058 29.0107 26.7893 42.5578 30.7396 33.148 26.0978 25.9553 27.5049 25.7065 39.6127 25.0542 24.7292 26.6702 28.351 22.0311 22.0138 21.0599 23.9016 26.2454 21.0404 21.0279 20.7524 24.5472 -threshold=0.13729915481756161 0.0026891310826627365 0.040999996234582288 0.40967365967365971 0.99674387764228989 0 118.50000000000001 1.0000000180025095e-35 0.42206477732793529 0.24662162162162166 0.34833164812942369 0.023923340047244914 0.11324786324786326 0.20942982456140355 0.20294117647058826 0.36515151515151517 0.24662162162162166 0.41042780748663105 1.0000000180025095e-35 0.27394974133035993 43.500000000000007 0.00067618990444500272 31.500000000000004 37.500000000000007 0.14434523809523811 0.0085282988453221822 0.87453036761691083 0.0003505188079461906 0.22967032967032971 0.018543956043956047 -decision_type=2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 12 -3 15 8 26 18 -8 9 10 13 27 -1 14 -5 21 17 28 23 20 -20 -2 -14 -7 25 -25 -4 -12 -17 -30 -right_child=3 2 5 4 -6 6 7 -9 -10 -11 11 -13 22 -15 -16 16 -18 -19 19 -21 -22 -23 -24 24 -26 -27 -28 -29 29 -31 -leaf_value=0.0074211146047030718 0.043995005225629241 -0.008719448491420841 -0.00043441477632204017 0.026351712294834503 0.019649384573609006 0.013910628644514703 -0.0085334070819032652 0.040399966680115328 0.001202236911432542 -0.16459013916853174 -0.34137416961917832 0.093294764982148601 0.10233379361892543 0.073194089948193999 -0.16215599131560302 -0.0088969926927145865 -0.059871054539874263 -0.03321275490514846 -0.036435077289658432 -0.013079326542467018 0.0033137338595939101 -6.6700662968892873e-05 -0.002708057158811616 0.019275391614819309 -0.0080888388460888441 -0.0011840094862838242 0.014756616103408499 -0.058957176643073664 0.00017058756138254279 0.036904694559965499 -leaf_weight=6454.8475627377629 113.50802628090605 8427.6748481756076 31411.338669389486 179.05864061508328 1229.8685999107547 875.08585216850042 12980.208851031959 122.29834967851639 190314.73673431203 11.333692014217375 2.8092479072511187 15.407686650753019 20.033662289381027 158.54099972732365 8.08988308906555 2561.1783228092827 141.76402990985662 314.40459834877402 194.97426711767912 4044.0332917049527 2252.2281574383378 436580.60579169355 4848.9498163983226 639.37948141992092 5188.5526391491294 32382.810768470168 939.01625366508961 42.853131348267198 967.39949044818059 224.04203805420548 -leaf_count=28122 12627 77866 160499 934 124498 4137 76576 697 1040428 46 33 54 73 834 28 12796 612 1378 991 26335 11663 2393065 22101 3695 29805 154424 6854 187 4608 1202 -internal_value=0 -0.00226233 -0.00289013 0.000326542 0.00137562 -0.00235045 -0.00364924 -0.00807666 0.00125778 0.0265431 0.0318687 -0.033536 0.00325164 0.0434232 0.0182031 -0.00013021 -0.00790806 -0.00609679 -0.00237724 -0.00809304 0.000146854 -5.52479e-05 -0.00227586 -0.00142798 -0.00177925 -0.000787872 6.52504e-06 -0.0763321 -0.00382494 0.00707817 -internal_weight=0 110781 99457.6 632866 191963 91029.9 58679.6 13102.5 190733 418.093 406.76 61.0701 11323.8 345.69 187.149 440903 4208.79 4067.02 45577.1 6491.24 2447.2 436694 4868.98 39085.8 38210.7 33022.2 32350.4 45.6624 3752.62 1191.44 -internal_count=4197168 603838 553542 3593330 1167042 475676 308323 77273 1042544 2116 2070 274 50296 1796 962 2426288 20596 19984 231050 38989 12654 2405692 22174 192061 187924 158119 167353 220 18606 5810 +split_feature=3 10 8 3 0 9 3 0 1 8 8 0 1 0 2 3 2 3 8 1 8 11 2 2 0 1 8 7 9 8 +split_gain=39.315 20.391 20.0269 20.6847 47.6889 37.0066 46.1526 19.2921 19.0246 49.141 37.77 30.1532 24.308 22.4651 21.92 19.1912 31.1763 21.7158 25.3081 20.8384 26.3071 18.0279 16.6731 16.4745 34.052 21.0787 17.7136 23.7349 17.779 21.5123 +threshold=0.042252600000000008 1.0000000180025095e-35 29.000000000000004 0.99740955000000009 0.00027025000000000004 1.0000000180025095e-35 0.99808780000000008 0.00094965000000000013 0.0014110500000000003 81.000000000000014 77.000000000000014 0.10838450000000001 0.00046595000000000008 0.0043229500000000008 0.38266505000000006 0.96006965000000011 0.015671650000000006 0.10623690000000001 79.000000000000014 0.033432150000000008 43.000000000000007 0 0.091017050000000016 0.80731020000000009 0.0011623500000000001 0.00032795000000000008 43.000000000000007 0.54692082111436957 1.0000000180025095e-35 81.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 +left_child=7 8 3 22 5 6 -5 -1 10 13 -2 12 -12 -10 -14 16 19 18 -18 20 21 -15 -3 26 25 -25 -4 28 -28 -30 +right_child=1 2 23 4 -6 -7 -8 -9 9 -11 11 -13 14 15 -16 -17 17 -19 -20 -21 -22 -23 -24 24 -26 -27 27 -29 29 -31 +leaf_value=0.025414359762464672 0.00031386870331672894 0.0020401525069508541 -0.0031784531553061875 -0.2709125815077732 0.0043942425285337363 -0.2054303750677208 -1.9318672530769363 -0.0089037952704218697 0.0026370770064590484 -0.007073513845195902 0.0069169227568091577 0.018149101934937899 0.0045627492285344679 0.045355964398569239 -0.0018117275193988269 -0.009633448091301124 -0.0016234542349557409 -0.00013177814293086632 -0.0096820766087700461 0.0035315050298829875 -0.004469556710154146 0.01599761161938448 -0.018488852484918342 -0.020982023992088712 0.004938298002215004 0.1129095375775761 0.002643746892035408 -0.0078904790103347059 0.0098699475341278622 0.045304117470143339 +leaf_weight=168.38006685674191 140773.72520113818 584.8166050137952 29857.986410021316 0.28834225051104911 2.7928798627108335 0.71115850936621428 0.39850230515003204 6031.1214649006724 28297.125417133793 10274.268710907549 12300.814264057204 1438.9696443080902 10692.894541459624 313.67635124176741 10886.880261659622 2205.5383150689304 17656.915285877883 195533.45558550209 5000.7996775582433 5618.7480447292328 408.17491298168898 717.30627548694611 1222.8977499604225 15.640812605619429 1885.794530801475 47.365343764424324 4822.1308451001532 1789.6659478410147 879.39850914198905 212.79152566334233 +leaf_count=935 1172262 3527 157232 19 169 54 36 54285 166904 44001 164818 5462 66441 1904 41192 17237 95065 684025 32166 23654 3202 4390 4962 70 8774 178 28042 11162 4858 1086 +internal_value=0 4.26343e-05 -0.0020817 -0.0123619 -0.234268 -0.711059 -1.23459 -0.00797171 0.000241185 -0.000292515 0.00104745 0.0039713 0.00336915 -2.01035e-05 0.00134686 -0.000350677 -0.000259785 -0.000471377 -0.00340208 0.00628148 0.0170179 0.025525 -0.0118475 -0.00161026 0.00735449 0.0796719 -0.00207537 0.00219979 0.00525309 0.0167736 +internal_weight=0 483442 41322.7 1811.91 4.19088 1.398 0.686845 6199.5 442119 266026 176093 35319.6 33880.6 255752 21579.8 227455 225249 218191 22657.7 7057.91 1439.16 1030.98 1807.71 39510.8 1948.8 63.0062 37562 7703.99 5914.32 1092.19 +internal_count=2798112 2742892 220169 8767 278 109 55 55220 2522723 1072548 1450175 277913 272451 1028547 107633 861643 844406 811256 127231 33150 9496 6294 8489 211402 9022 248 202380 45148 33986 5944 cat_boundaries=0 1 -cat_threshold=12 +cat_threshold=2 is_linear=0 shrinkage=0.1 Tree=180 num_leaves=31 -num_cat=4 -split_feature=0 0 8 11 2 0 11 3 4 6 6 4 1 1 5 10 3 8 10 9 0 3 0 2 11 1 3 11 8 8 -split_gain=294.686 83.8655 65.4285 63.5817 61.2782 65.5452 51.9864 45.1628 40.8049 36.2377 43.1606 38.767 34.6757 39.2306 33.6718 32.5744 31.4109 31.3808 30.7178 62.5808 36.0637 43.3587 40.3321 31.6411 47.2463 36.4276 32.0201 31.1933 40.9494 46.313 -threshold=0.0020207195343515737 0.0095330138458488284 46.500000000000007 0 0.032569021375125122 0.00029561080885979243 1 0.9733127569941401 0.37668918918918926 1.0000000180025095e-35 0.13423423423423428 0.38278388278388281 0.00043559824643843567 0.026934322483942435 0.038711288711288719 1.0000000180025095e-35 0.88430355727447163 124.50000000000001 1.0000000180025095e-35 1.0000000180025095e-35 0.037814444418972644 0.93959111919257265 0.70325040902418612 0.23259095304281313 2 0.0051051994669157304 0.23798882683105185 3 46.500000000000007 40.500000000000007 -decision_type=2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 -left_child=4 2 -2 16 5 -1 -7 12 17 14 11 -11 -5 15 -10 -14 -4 18 20 27 21 -3 23 -22 25 26 -25 28 29 -20 -right_child=1 8 3 7 -6 6 -8 -9 9 10 -12 -13 13 -15 -16 -17 -18 -19 19 -21 22 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.035591956899725517 0.015377192052233658 -0.0041119790865638099 -0.02353313466545295 -0.015817207760235898 -0.030666467837392953 0.0084327115634654417 -0.014425484465804814 0.009649273628605062 0.00040767870418272469 0.20831408884589295 0.0066912013167772233 0.025103532146646547 -0.0030499308288129859 -0.021183464835782241 0.022443996106929261 0.017550211990819825 -0.0090034844622080262 0.0061573572472493412 -0.0026285811811495052 -0.0023942969468795407 0.002382538617198361 0.0099543231360844728 -0.0037218970235911131 0.0015554002238762545 -0.0024809992373205272 0.0045176291450073711 -0.0073029139727235808 0.0021135608063917702 0.0071735845824802622 0.039525201039120647 -leaf_weight=1031.1387556679401 1400.6593317128427 35450.104339532554 2773.9202999100089 2750.3651404464617 2815.8763154502958 1396.1408774206939 3419.8893028120365 2204.1347798696079 14985.390376366675 11.662137180566786 8679.8234243635088 1195.2385334596038 9405.4869991093874 1107.214337322861 727.04932282678783 835.81430387496948 3209.32037032675 8671.8599520679563 378.04797296971083 16267.732505653054 66558.697077706456 2335.7594104371965 23522.245836183429 12400.499539829805 52214.008121915147 24560.035442508757 6081.9172334820032 13587.512189678848 11865.798367410898 839.17829064279795 -leaf_count=463821 41446 532998 117184 111542 276777 200734 544365 79659 72809 45 39429 5544 319626 35848 3387 15890 169637 48758 1563 75590 312123 42339 91270 56315 271303 110848 36629 62228 54130 3331 -internal_value=0 0.000141494 -0.00558716 -0.00690474 -0.018547 -0.0127105 -0.00781146 -0.00366007 0.000593308 0.00441185 0.00915496 0.0268739 -0.00574337 -0.00330193 0.00142735 -0.00136871 -0.0157134 0.000237503 4.45543e-05 0.00249392 -0.000426807 -0.00324246 0.000147238 0.000709675 -0.000459208 0.0019935 -0.00135956 0.0054755 0.00895861 0.026433 -internal_weight=0 324019 23686.9 22286.3 8663.05 5847.17 4816.03 16303 300333 25599.2 9886.72 1206.9 14098.9 11348.5 15712.4 10241.3 5983.24 274733 266062 42938.3 223123 37785.9 185337 161815 95256.5 43042.5 18482.4 26670.5 13083 1217.23 -internal_count=4197168 2711471 890832 849386 1485697 1208920 745099 562565 1820639 121214 45018 5589 482906 371364 76196 335516 286821 1699425 1650667 196842 1453825 575337 878488 787218 475095 203792 92944 121252 59024 4894 -cat_boundaries=0 1 2 3 4 -cat_threshold=48 12 11 21 +num_cat=5 +split_feature=0 8 0 3 11 3 0 8 2 3 11 11 2 2 11 0 2 7 1 3 11 1 1 2 8 3 3 4 8 3 +split_gain=195.264 67.8477 57.9833 60.7537 37.2086 33.4549 39.2288 32.6553 28.7135 36.0834 26.4899 26.3102 25.6478 24.9144 35.1487 34.1665 47.7333 26.3046 25.317 24.7126 23.7592 23.739 23.0317 21.6024 22.5469 21.2982 21.0304 20.8268 25.881 20.7253 +threshold=0.0051345500000000007 31.000000000000004 0.00097635000000000007 0.98271750000000002 0 0.9887269500000001 0.00021865000000000003 31.000000000000004 0.92178260000000012 0.84700560000000014 1 2 0.0015489500000000001 0.63928815000000017 3 0.061186750000000005 0.20810055000000002 0.15504807692307696 0.015981700000000005 0.69317635000000011 4 0.0011435500000000003 0.12074455000000002 0.031331250000000005 119.00000000000001 0.023572400000000004 0.98734425000000015 0.21320346320346323 77.000000000000014 0.28322475000000008 +decision_type=2 2 2 2 1 2 2 2 2 2 1 1 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 +left_child=1 -1 5 8 -2 -3 -7 -6 9 29 -8 -11 26 15 -15 16 17 -14 19 -17 23 -18 27 -19 -25 -16 -9 -23 -29 -4 +right_child=4 2 3 -5 7 6 10 12 -10 11 -12 -13 13 14 25 18 21 20 -20 -21 -22 22 -24 24 -26 -27 -28 28 -30 -31 +leaf_value=0.016260124538586395 -0.0018575796958429801 -0.03652247969368818 -0.011893951412822538 0.0068185488354191304 0.0066280156226061733 -0.041745924857147315 0.0086693694100223092 0.047402173041545446 0.0087764833989139295 -6.4474538884230804e-06 -0.01894539853580884 -0.014812914258153951 0.002832569571476133 0.0089860879676295947 0.035416856562168489 -0.00096825692714062384 -0.017595973636267109 0.015030079491775351 0.0031485067521405258 0.0067396100728494383 -0.014441456983736107 -0.0058940746850551168 -0.025251388137701804 -0.0053195533183509735 0.10456466177219526 0.00062590950900971915 0.26284749834674032 3.4403518647524649e-05 0.04303829485442854 -0.027451506779613055 +leaf_weight=844.67638627287124 51646.150250986218 1371.9852186319181 1351.2753708134405 1899.2317711084615 10502.919075539336 449.44260850037836 576.47837173874848 60.133712410926819 576.87138019688427 2057.4543533464894 851.75180954267728 2889.9132169734221 12864.785414437531 8344.2109304051846 177.90192682482302 45969.761358182877 2077.6338354498148 708.29424155130982 37884.14955599606 4573.4052291363478 1903.6174087636173 7607.8583493754268 565.20329133421183 2717.3086068723351 18.802325962111354 16107.78393519856 4.8999757654964915 491.13373235054314 195.71626100130379 2337.5602401592769 +leaf_count=57629 343858 194884 69756 121168 57579 230286 134478 1424 20434 122329 218774 157335 171476 61415 1072 176432 37682 12264 144859 24897 30065 94639 5610 43123 170 128830 57 5543 1709 128335 +internal_value=0 -0.011283 -0.0129029 -0.00946681 0.000462634 -0.0246526 -0.0159795 0.00124703 -0.012824 -0.0142668 -0.00787116 -0.00868533 0.000849878 0.000821166 0.00371315 0.00021536 -0.00275363 0.000382252 0.0011941 -0.00027081 -0.00551204 -0.0079754 -0.00571939 -0.000533548 -0.00456444 0.00100534 0.0636349 -0.00438847 0.0122883 -0.0217525 +internal_weight=0 15206.6 14362 11112.3 204422 3249.66 1877.67 152776 9213.07 8636.2 1428.23 4947.37 142273 142208 24629.9 117578 29150.4 18212.8 88427.3 50543.2 5348.02 10937.5 8859.91 3444.41 2736.11 16285.7 65.0337 8294.71 686.85 3688.84 +internal_count=2798112 1455408 1397779 619357 1342704 778422 583538 998846 498189 477755 353252 279664 941267 939786 191317 748469 402281 257098 346188 201329 85622 145183 107501 55557 43293 129902 1481 101891 7252 198091 +cat_boundaries=0 1 2 3 4 5 +cat_threshold=8 12 12 1 6 is_linear=0 shrinkage=0.1 Tree=181 num_leaves=31 -num_cat=4 -split_feature=1 1 0 3 1 6 11 8 3 1 3 11 5 11 8 4 8 8 11 8 0 8 0 6 7 6 0 0 0 7 -split_gain=166.097 35.2459 42.903 27.4425 33.3594 18.5711 22.0458 16.0757 14.6937 18.272 16.5603 17.7137 16.5035 16.8927 16.3211 23.6292 20.9506 31.2595 26.2038 25.0236 24.5846 19.3355 19.0635 17.1996 16.9741 16.1143 17.2827 19.342 15.8802 15.1859 -threshold=0.00086931002266495995 0.0032718732424237046 0.0047665753892598859 0.94386509177857814 0.00021976899152960803 0.051315789473684217 0 25.500000000000004 0.90291226430769533 0.023923340047244914 0.029463672593579859 1 0.095564253098499682 2 73.500000000000014 0.10172413793103451 109.50000000000001 103.50000000000001 3 145.50000000000003 0.035179445593875945 175.50000000000003 0.01782922684142749 0.11583184257602865 0.71240601503759404 0.11293260473588344 0.84141358868483651 0.21490439486673943 0.0010905571570957368 0.40192307692307699 -decision_type=2 2 2 2 2 2 1 2 2 2 2 1 2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 2 -2 -1 -5 6 -6 -3 9 12 -11 -12 13 -9 15 22 17 -16 19 -18 21 23 -10 24 28 26 27 -15 -21 -14 -right_child=1 7 -4 4 5 -7 -8 8 14 10 11 -13 29 25 16 -17 18 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.032758947608006066 0.0033400459304297036 -0.036861986847109965 -0.01339023634758812 -0.032339512323605574 0.01279306939843935 -0.030668739972138322 -0.015808216995360582 -0.010309875975746247 0.0069966446629006395 0.021221830406154066 0.0035369856123947845 0.00015204925833067718 0.033843023156150169 0.0022534831703197966 0.025966831692082477 -0.023193447591300299 0.020955360396966886 0.12201100807367593 -0.0024167735788894803 0.47867707629135481 0.52479560846487616 0.017929334684420751 -0.015262835608941075 -0.030447329248558908 0.018639000184599033 -0.0091468686807864505 0.019234202728288616 -0.0091206988183318276 0.19917300476771635 -0.003626401491342239 -leaf_weight=1391.6482224934243 2569.1839258039254 111.66172246122733 3799.7091763148783 685.80516739285667 612.58305239595938 233.83487671608418 465.20778037374839 2661.589679651428 3958.9326396821998 419.53476377762854 23320.041867373511 45844.855793301016 234.86394798243418 6071.3578768675216 296.39683753345162 322.97185150394216 352.00915642268956 38.26211139652878 764.02838784828782 2.4925474058836761 1.3296768311411131 20.318846933543682 426.16023327223957 4.1154265580698839 4.1093915789388111 2152.1951432325877 467.28209812333807 1983.5015583583154 11.018974133767186 200.50771052157506 -leaf_count=553274 347763 2392 590983 772277 196991 90161 195828 149075 126108 4509 181513 314618 8173 296349 8272 11722 9327 972 21548 28 58 446 15274 107 119 133102 29364 128664 205 7946 -internal_value=0 0.000546926 -0.00664131 -0.0219784 -0.0144673 -0.00512254 0.000419896 0.00105748 0.00110476 0.000755363 0.00141402 0.00129387 -0.00257272 -0.0031982 0.00580056 0.00291075 0.0149068 0.0369477 0.0085448 0.0290524 0.101446 0.0880605 0.00483338 0.153618 0.196607 -0.00141396 0.000537257 -0.000547398 0.250735 0.0165867 -internal_weight=0 96038.4 6368.89 3389.08 1997.43 1311.63 1077.79 89669.5 89557.9 83355.7 69584.4 69164.9 13771.3 13335.9 6202.15 4708.06 1494.08 334.659 1159.42 395.394 43.3849 42.0552 4385.09 21.7363 17.6209 10674.3 8522.14 8054.86 13.5115 435.372 -internal_count=4197168 2388637 938746 1808531 1255257 482980 392819 1449891 1447499 1253313 500640 496131 752673 736554 194186 153104 41082 9244 31838 10290 963 905 141382 459 352 587479 454377 425013 233 16119 -cat_boundaries=0 1 2 3 4 -cat_threshold=11 48 16 34 +num_cat=1 +split_feature=1 0 1 1 3 4 2 2 10 3 2 8 6 8 2 2 1 5 1 3 11 3 8 0 8 8 0 4 6 6 +split_gain=92.7172 32.13 27.6797 22.1544 31.0844 17.0566 15.7813 14.6949 18.3928 14.3939 13.7259 11.4499 47.2941 49.9791 47.6049 50.6339 37.8373 27.4403 16.806 29.3007 11.1212 18.9953 11.9798 10.7235 15.1174 10.39 13.4678 10.1157 36.8593 161.683 +threshold=0.00096985000000000007 0.0029930500000000006 0.00024415000000000005 0.0037158000000000004 0.69317635000000011 0.17712418300653598 0.0046106500000000009 0.58463315000000005 1.0000000180025095e-35 0.023572400000000004 0.3319566000000001 87.000000000000014 0.96428571428571441 99.000000000000014 0.68139335000000012 0.91537550000000001 0.0024072000000000004 0.24662162162162166 0.0010192500000000002 0.086302850000000014 0 0.84700560000000014 49.000000000000007 0.00062845000000000012 61.000000000000007 31.000000000000004 0.95172865000000006 0.66823899371069195 0.22792207792207794 0.24837662337662339 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 +left_child=1 2 6 4 7 -6 -1 9 11 -2 -4 27 17 14 16 -16 -14 18 19 -13 21 -5 -23 24 -24 -22 -27 -9 -29 -30 +right_child=3 -3 10 20 5 -7 -8 8 -10 -11 -12 12 13 -15 15 -17 -18 -19 -20 -21 25 22 23 -25 -26 26 -28 28 29 -31 +leaf_value=-0.0073032184717777074 0.061672719011288624 -0.034346126420362111 0.0016400641491810875 -0.002595277740680673 0.0035548327689016133 -0.028912796780188328 -0.040425264287472729 -0.013861470118965375 0.03101592357303138 -0.025039252221690352 -0.02859675537327119 2.2956221904472804 0.83679193747644975 -0.075302409106928689 0.14133190046449495 2.4600001459622836 3.2850940039357663 1.469646671968035 -0.0097140059150155559 0.21572033696748535 -0.0046860070032483025 0.0039686223657506492 0.53395469642703031 0.022328907768407336 0.060334384470667572 0.0021986423139810124 0.045653197337868989 0.023732984252892594 2.6171258662533941 -0.075318702117590786 +leaf_weight=227.10630657241563 19.513437592191622 851.73438222892582 1096.2882765467511 12816.200301036239 2460.7960602655075 173.19305217219517 392.3926340614853 1034.9105884749442 114.56361618870869 1009.7156075940002 173.95261776418192 0.084357674699275687 0.10963787278160519 0.60453724325634539 0.4615282854065299 0.11832765466533601 0.14878654619678855 0.12944130715914148 15.230200154241173 0.34366106381639838 2262.713560580276 1263.7021219786257 0.97846958041191046 399.4554790770635 2.165308179333806 41088.426206583157 71.446419571060687 20.178175157401714 0.29713182733394095 0.89436749741435051 +leaf_count=338070 2049 314918 324830 163309 257445 19834 320094 164723 11060 151862 66244 21 21 124 82 24 20 18 2557 75 37264 27819 26 7597 61 579771 4743 3221 61 169 +internal_value=0 -0.0182207 -0.0109527 0.000567003 -0.00592428 0.00141998 -0.0282828 -0.0146487 -0.00707156 -0.0233953 -0.0025007 -0.0111362 0.0697246 0.617759 1.11757 0.614488 2.24639 0.0196403 0.0076536 0.625646 0.00111084 -0.00128852 0.00875452 0.0237768 0.207744 0.00191095 0.00227407 -0.0124552 0.0556469 0.596113 +internal_weight=0 2741.47 1889.74 62756.4 4851.29 2633.99 619.499 2217.3 1188.07 1029.23 1270.24 1073.51 17.2305 1.44282 0.83828 0.579856 0.258424 15.7877 15.6582 0.428019 57905.1 14482.5 1666.3 402.599 3.14378 43422.6 41159.9 1056.28 21.3697 1.1915 +internal_count=2798112 1364156 1049238 1433956 613366 277279 658164 336087 182176 153911 391074 171116 2942 271 147 106 41 2671 2653 96 820590 198812 35503 7684 87 621778 584514 168174 3451 230 +cat_boundaries=0 1 +cat_threshold=2 is_linear=0 shrinkage=0.1 @@ -3824,20 +3750,20 @@ shrinkage=0.1 Tree=182 num_leaves=31 num_cat=1 -split_feature=2 8 8 8 1 0 0 8 2 0 2 2 0 1 8 2 1 3 0 8 2 1 2 2 9 11 0 2 9 0 -split_gain=31.4159 21.6387 33.1011 32.2466 31.9343 116.749 26.0612 24.4345 100.788 317.913 35.3464 22.6822 38.1332 59.6489 22.2658 76.3426 64.8402 62.19 66.7875 66.1282 35.5037 33.1862 42.7098 39.8749 47.424 35.1263 33.684 33.8438 31.4734 32.2745 -threshold=0.00098130508688392044 253.50000000000003 262.50000000000006 292.50000000000006 0.63414676870345377 0.013748717534325111 0.031405808897872055 346.50000000000006 0.0025029415523516942 0.00045778872994914138 0.023969369160783374 0.001637121027538761 0.00017638861084039758 6.4967938789656923e-05 112.50000000000001 0.026277872057148443 0.0045713250446715644 0.25163748829196936 0.010458926350996166 118.50000000000001 0.47518826781592993 0.00093226326874224093 0.0074783270561342837 0.63756515340203634 1.0000000180025095e-35 0 0.015606753917525125 0.16328126613084804 1.0000000180025095e-35 0.3179151799363904 -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 1 2 2 2 2 -left_child=-1 14 4 -4 -3 -6 7 8 9 11 -9 12 -5 -14 21 16 -16 19 -19 -17 -20 26 -23 24 -24 -25 -2 -28 29 -21 -right_child=1 2 3 6 5 -7 -8 10 -10 -11 -12 -13 13 -15 15 17 -18 18 20 28 -22 22 23 25 -26 -27 27 -29 -30 -31 -leaf_value=-0.031050416804152187 0.0023981284339141822 0.04706277630780243 -0.036667851813852174 -0.075303554912366538 1.0929107594811722 0.081332819305777071 -0.023568124940740884 -0.038917651741498693 0.083441099568665467 4.8338379645082874 0.060945081402334567 -0.075443101462030482 -0.075320755490443786 2.7630276102482485 -0.0057567513497268899 -0.0075761930934748886 -0.028285524021933819 0.0015346379629618144 -0.0060077233570892397 0.0020255784339595849 6.5029252171910446e-05 -0.01141551659346538 0.00040870455259352348 0.002839586694903046 0.0060373610728064013 -0.0026194536641903012 -0.0076125421857844546 0.00096731430175450109 -0.024371316683219457 0.0077024530875746851 -leaf_weight=320.48814134439453 130611.58761220798 159.90641017304733 130.85150312725455 0.26257314579561242 1.3670107461512069 6.8981382176280022 82.466817145235837 55.002410109620541 38.89277692232281 0.18331812042742957 99.673324756324291 0.59859683457762003 0.12772485753521323 0.17615750757977366 5887.4753918328788 6394.5105414278805 1631.5575740756467 30484.729845825583 36618.116878524423 42569.322887994349 13061.161429807544 3220.0961633609841 268932.64086314198 14073.536944337189 15851.123341830447 72345.60354629904 6989.5443123206496 13433.64484641701 412.26193143799901 13095.622457835823 -leaf_count=65810 1362633 1818 1843 50 36 152 957 2431 754 18 399 79 23 30 215238 25581 41042 167233 183889 151753 40072 129448 1296782 47604 67342 242003 44749 46329 1590 59480 -internal_value=0 0.000265962 0.0196331 0.00425236 0.0569698 0.248642 0.0235558 0.0434934 0.112908 0.96287 0.0254341 0.353782 0.807363 1.57004 0.000249439 -0.000824475 -0.0106453 -0.000306772 -0.00215008 0.00205857 -0.00441114 0.00055632 5.15811e-05 0.000151055 0.000721997 -0.00173041 0.0018076 -0.00196902 0.00315723 0.00336111 -internal_weight=0 676189 576.407 408.235 168.172 8.26515 277.384 194.917 40.2411 1.34837 154.676 1.16505 0.566456 0.303882 675613 150155 7519.03 142636 80164 62471.7 49679.3 525458 374423 371203 284784 86419.1 151035 20423.2 56077.2 55664.9 -internal_count=4197168 4131358 8590 6584 2006 188 4741 3784 954 200 2830 182 103 53 4122768 885878 256280 629598 391194 238404 223961 3236890 1783179 1653731 1364124 289607 1453711 91078 212823 211233 +split_feature=2 1 8 5 7 8 3 2 1 2 8 7 3 8 3 8 2 2 1 8 1 8 2 2 11 10 3 1 0 1 +split_gain=20.8006 22.8935 22.645 40.7896 40.1707 14.5839 24.8838 22.772 23.769 20.0509 23.6671 33.0634 19.4418 15.702 46.4 54.8501 41.4962 34.2058 29.7534 27.4272 21.4503 30.1825 25.6967 26.4865 34.1663 27.5018 23.2777 21.8091 21.3268 34.3057 +threshold=0.0021883500000000004 0.0016964500000000002 31.000000000000004 0.162280701754386 0.21583850931677021 29.000000000000004 0.62541555000000015 0.13122400000000004 0.0064273500000000009 0.0038998500000000003 27.000000000000004 0.063717532467532478 0.060108850000000005 75.000000000000014 0.27546290000000001 79.000000000000014 0.54144730000000008 0.011271000000000002 0.0058347500000000005 97.000000000000014 0.0020486000000000007 59.000000000000007 0.030363050000000006 0.60587420000000003 0 1.0000000180025095e-35 0.062812200000000012 0.013619600000000001 0.87149980000000016 0.0038245000000000002 +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 1 2 2 2 2 2 +left_child=1 2 3 -1 -5 6 7 9 -9 10 -2 -12 -10 20 15 -15 18 -17 -16 -18 21 -7 -22 24 25 -24 -26 -25 -19 -30 +right_child=5 -3 -4 4 -6 13 -8 8 12 -11 11 -13 -14 14 16 17 19 28 -20 -21 22 -23 23 27 26 -27 -28 -29 29 -31 +leaf_value=0.044456442778884997 0.015357446434523733 -0.048605945173508303 -0.0093223031444078369 0.26041079741221235 2.1551402680192342 0.0013991733182402545 0.0033652962908133433 -0.0083011352037848044 0.026970060022349581 -0.020990618529793892 0.79328835881331283 -0.076403840790915792 0.00014856806081009206 -0.0087143862025866308 -0.002372910703029865 -0.033725008473096139 0.00510742128962627 0.0028210586259396595 -0.0082546087816535701 -0.026968707161421919 -0.0051506035259540808 0.012308848197373868 0.002830014211139942 -0.0030888918206280697 0.0082539769136949787 0.012011395528767515 -0.0002227909679232882 0.0024139911664943954 0.075043808784069396 0.0063745960649991846 +leaf_weight=63.301867086382117 3.2654184150160281 143.80779437860474 1660.0281067967881 0.29764298000372846 0.17930358974263072 155636.26696243556 4349.2262973343022 5176.5159090980887 297.14695680141449 1002.5805682968348 1.1497743548825381 0.7052770648151635 2985.975969478488 4598.6058655828238 34268.810119025526 254.79206059873104 7647.397495418787 40531.054485337809 11482.466399854049 276.20122498273849 9288.0038093626499 2577.8988335492904 24553.751199901104 33211.168698035181 3360.6605340838432 3762.3632178977132 89866.965912524611 9196.3462485522032 106.43769095093012 229.87257434614003 +leaf_count=7398 131 12446 235089 33 18 1101825 33306 17037 970 7350 48 30 10113 20656 281760 7854 23130 156126 68810 848 141912 28508 100595 107169 13187 15361 374156 28523 821 2902 +internal_value=0 -0.0102736 -0.00707572 0.0513981 0.972717 0.000301996 -0.00289603 -0.00577244 -0.00407976 -0.0199825 0.177399 0.462638 0.00257611 0.000404551 -0.000697857 0.00164316 -0.00269196 0.00280142 -0.00384907 0.00398931 0.000735139 0.00157693 -3.36452e-05 0.000256236 0.00100701 0.00404851 8.27699e-05 -0.00189556 0.00302915 0.0281075 +internal_weight=0 1867.61 1723.81 63.7788 0.476947 444666 13816.6 9467.34 8459.64 1007.7 5.12047 1.85505 3283.12 430849 99395.6 45720.8 53674.9 41122.2 45751.3 7923.6 331453 158214 173239 163951 121544 28316.1 93227.6 42407.5 40867.4 336.31 +internal_count=2798112 254984 242538 7449 51 2543128 68985 35679 28120 7559 209 78 11083 2474143 562907 188359 374548 167703 350570 23978 1911236 1130333 780903 638991 503299 115956 387343 135692 159849 3723 cat_boundaries=0 1 -cat_threshold=32 +cat_threshold=2 is_linear=0 shrinkage=0.1 @@ -3845,20 +3771,20 @@ shrinkage=0.1 Tree=183 num_leaves=31 num_cat=1 -split_feature=3 4 6 7 7 5 7 6 3 7 7 6 6 7 3 6 7 1 1 7 6 6 10 3 8 11 2 8 3 1 -split_gain=57.0403 30.2332 39.7042 27.2531 39.4497 38.3357 24.3038 65.3528 42.4172 35.1264 40.8489 71.7278 50.5656 59.5928 39.4807 32.1229 28.2412 23.9396 23.6155 23.2233 25.1481 21.5285 22.5008 20.5219 19.7523 19.407 23.7445 24.4685 23.7593 22.9481 -threshold=0.055168332788642034 0.37668918918918926 0.063508064516129045 0.49626865671641796 0.47673160173160178 0.038098693759071121 0.41277890466531447 0.15849282296650721 0.77129420725655129 0.33687943262411352 0.36515151515151517 0.23845060412224592 0.22305140961857381 0.3816526610644258 0.15435551652463231 0.096006144393241177 0.34698996655518399 2.193712936538448e-05 0.0081283888778162644 0.40192307692307699 0.21370023419203749 0.084523809523809543 1.0000000180025095e-35 0.24462640252872095 34.500000000000007 0 0.026277872057148443 46.500000000000007 0.087283101757160433 0.0051051994669157304 -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 1 2 2 2 2 -left_child=21 17 -3 4 6 -5 9 18 -9 -4 11 16 15 14 -14 -12 23 -2 -8 -17 -21 22 24 -11 -1 26 27 -19 29 -28 -right_child=1 2 3 5 -6 -7 7 8 -10 10 12 -13 13 -15 -16 19 -18 25 -20 20 -22 -23 -24 -25 -26 -27 28 -29 -30 -31 -leaf_value=0.030973367063435259 0.018826895842220311 -0.00066182726783675378 -0.0095886263100177296 -0.087728903401086911 0.13129329742658463 0.20588680495632047 0.014054606165433648 -0.10907258737866739 -0.40959335654736195 0.3823050678677653 -0.1226448695291662 -0.13717703179326374 0.56434709642256042 -0.14277110625919787 0.15322493294596093 -0.0032895174928280931 0.067865186741247849 -0.0085682889347123148 -0.046566036089431967 0.12144577328281798 -0.1310255036221232 -0.010018935969311676 -0.010240268735514131 0.13694511725483469 -0.0014194539750855409 -0.00031783416141533023 6.5450179861368439e-05 0.0037862573006809752 0.00066095340838130201 -0.0078078150921718232 -leaf_weight=191.61919953487813 692.29845323599875 21999.254941707943 7680.6840180121362 69.405144662130624 20.273402113001794 4.7511822376400223 131.0927573335357 44.747176311910152 5.2474855296313754 4.8046354949474361 21.814699555747211 16.197731338441372 2.6057327687740388 6.5524291582405558 22.551695142872632 697.65200165333226 107.59479082468897 1683.1184676745906 126.05537115782499 26.915935022756461 4.622937284409999 6446.5091704968363 3332.7908054050058 11.734410934150217 10685.666174871847 339140.97374368086 8372.9248203858733 33709.746269654017 301330.1856807135 6636.0704261958599 -leaf_count=1225 33455 110320 38297 327 93 40 754 196 27 23 108 66 17 29 106 3488 538 24598 545 159 20 55532 26744 48 77899 1918737 44590 633960 1187038 38189 -internal_value=0 0.000103583 -0.00295138 -0.00854458 -0.0080433 -0.068917 -0.00836031 -0.0360011 -0.140616 -0.00737357 0.011058 0.0607404 0.0021505 0.125845 0.195808 -0.00307227 0.0865658 0.000240545 -0.015662 0.000504896 0.0844388 -0.00522587 -0.00305145 0.208223 -0.000848807 0.00022192 0.00074234 0.00319873 0.000467536 -0.00341563 -internal_weight=0 722570 31004.6 9005.3 8931.15 74.1563 8910.87 307.143 49.9947 8603.73 923.047 140.332 782.715 31.7099 25.1574 751.006 124.134 691565 257.148 729.191 31.5389 20656.6 14210.1 16.539 10877.3 690873 351732 35392.9 316339 15009 -internal_count=4197168 4035768 155201 44881 44514 367 44421 1522 223 42899 4602 675 3927 152 123 3775 609 3880567 1299 3667 179 161400 105868 71 79124 3847112 1928375 658558 1269817 82779 +split_feature=3 1 3 4 6 2 11 3 2 1 8 8 2 8 8 8 3 8 8 7 2 1 8 3 1 8 1 2 8 2 +split_gain=34.7744 17.6777 16.0804 15.6807 25.688 14.9339 14.3957 15.3518 16.2291 19.7723 23.0579 13.9096 11.5789 11.2148 20.8975 27.3197 19.3958 21.1577 16.9502 14.1923 12.7771 18.2341 11.0517 21.4636 34.9472 38.6165 26.5812 21.2023 21.4893 40.1767 +threshold=0.051534100000000006 2.6750000000000003e-05 0.99893270000000001 0.41277890466531447 1.0000000180025095e-35 0.0014907000000000002 0 0.030517350000000002 0.005987150000000001 0.006027450000000001 31.000000000000004 25.000000000000004 0.072932700000000017 157.00000000000003 141.00000000000003 137.00000000000003 0.47719000000000006 155.00000000000003 149.00000000000003 0.7231800766283526 0.023338650000000006 7.9050000000000011e-05 101.00000000000001 0.72023285000000004 0.00024415000000000005 105.00000000000001 0.006878050000000001 0.0046106500000000009 129.00000000000003 0.0010494500000000002 +decision_type=2 2 2 2 2 2 1 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=5 -2 3 13 12 -1 -7 -8 11 10 -10 -9 -5 14 15 22 17 -16 -18 -15 21 -17 -3 24 25 -24 27 28 -25 -30 +right_child=1 2 -4 4 -6 6 7 8 9 -11 -12 -13 -14 19 16 20 18 -19 -20 -21 -22 -23 23 26 -26 -27 -28 -29 29 -31 +leaf_value=-0.056982232687335294 0.013825210268215433 0.0001411523943309012 0.037906150420220434 0.0043313824837152588 -0.0087252076055350253 0.00010219820290579071 -0.018068636213279584 0.13577811497698475 0.019609241662495124 -0.016250558469078854 -0.0056958170672131376 0.013494439732516945 -0.0021993840365524819 -0.017600448719448433 0.038136437050491273 -0.35650474934587328 0.033057398608556054 0.15026166470976512 -0.028168866542573962 0.012301741315370186 -0.064616409972193964 0.011921390270069214 0.18345556812855868 0.04018324578218694 0.011661195708102029 -0.0041330317977095908 0.02556205413894462 -0.018249413393592477 -0.90665153410331767 -0.064673761211113345 +leaf_weight=56.394135746173561 933.60317374393344 453932.30671029357 112.18940435070544 3640.0810536369681 5234.917061616201 3317.1808609068394 1224.7298346832395 9.6331853866577131 396.79776506870985 1644.9013358280063 3891.9025852829218 270.5723364725709 10680.151734754443 709.12350444216281 116.83736768364906 1.3867813749238838 96.596164188347757 19.661099307239056 85.010018785949796 204.49898536503315 95.524276442825794 42.874878302682191 25.114660009741783 105.98298205528408 1492.8588173165917 19.49010956287384 238.40748919546604 751.70954054314643 0.61099028633907249 7.8225728049874306 +leaf_count=2339 43947 2514317 20268 31022 26748 24409 13542 94 2857 13175 29196 2938 40942 4972 446 83 1306 74 1101 1821 411 589 85 7021 5687 80 1125 6840 98 579 +internal_value=0 7.82214e-05 5.13498e-05 4.24557e-05 -0.00273068 -0.00565668 -0.00538757 -0.00782533 -0.00581898 -0.00692956 -0.00335455 0.0176984 -0.000539319 0.000160874 0.000183 0.000165154 0.0258049 0.0542868 0.00439733 -0.0109073 -0.0440366 0.00037807 0.000178687 0.00662763 0.0142673 0.101488 -0.0040064 -0.0121453 0.0279581 -0.125673 +internal_weight=0 478547 477613 477501 19555.1 10812.1 10755.7 7438.54 6213.81 5933.6 4288.7 280.206 14320.2 457946 457032 456714 318.105 136.498 181.606 913.622 139.786 44.2617 456574 2642 1537.46 44.6048 1104.53 866.126 114.417 8.43356 +internal_count=2798112 2709562 2665615 2645347 98712 88550 86211 61802 48260 45228 32053 3032 71964 2546635 2539842 2536915 2927 520 2407 6793 1083 672 2535832 21515 5852 165 15663 14538 7698 677 cat_boundaries=0 1 -cat_threshold=56 +cat_threshold=1 is_linear=0 shrinkage=0.1 @@ -3866,20 +3792,20 @@ shrinkage=0.1 Tree=184 num_leaves=31 num_cat=3 -split_feature=0 7 1 8 10 8 8 7 0 3 10 9 8 3 0 2 11 2 0 8 5 2 11 3 8 11 0 2 8 8 -split_gain=256.187 68.2065 56.8342 51.1116 45.057 44.8051 59.3185 39.6843 42.501 31.7177 31.3899 31.183 30.1556 29.9005 39.3026 31.9829 30.4012 28.6951 28.1765 27.8927 28.3947 27.3425 34.8362 25.024 47.1262 42.7218 32.5448 33.4296 36.7664 32.2635 -threshold=0.0035932786317410008 0.45584415584415588 0.00095221373403676761 46.500000000000007 1.0000000180025095e-35 46.500000000000007 49.500000000000007 0.45584415584415588 0.16886318869758535 0.75652455599835966 1.0000000180025095e-35 1.0000000180025095e-35 58.500000000000007 0.91262929911222035 0.00054011089276648206 0.81387133466728434 0 0.02883138674005848 0.00079614068361806534 25.500000000000004 0.24662162162162166 0.58660741400712568 1 0.7088285384159928 193.50000000000003 2 0.0082119284793118353 0.70078020149616149 124.50000000000001 202.50000000000003 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 1 2 2 2 2 -left_child=1 3 10 -1 13 9 7 21 17 19 -2 -11 -8 15 -15 -5 -16 -9 -3 20 -4 -7 -23 26 25 -25 -14 -28 -29 -26 -right_child=2 18 5 4 -6 6 12 8 -10 11 -12 -13 23 14 16 -17 -18 -19 -20 -21 -22 22 -24 24 29 -27 27 28 -30 -31 -leaf_value=0.020356183124607265 -0.0059018242668131366 -0.038689432053059344 -0.021669267576250945 -0.028376269533048049 0.011125471906520898 -0.00057890831710731886 0.01408109752693814 0.0089765464520435365 -0.000512261880642736 0.02119136981575968 0.0063422752729676403 -0.021476939073167989 -0.016477868985446006 -0.024379436186646803 0.0029793269593193289 -0.0036604739608627566 -0.0128232638151433 -0.0074759926064509631 -0.019514694926145607 0.0045472588300947865 0.14737119041131286 0.0084272109416543336 0.00028768391620352814 0.012750598651720336 0.17110943123966008 5.4703341725301137e-06 0.00086172380503390488 0.0049442430887666512 0.025281238467007146 0.040272953358064099 -leaf_weight=559.97565974098688 19864.687619232573 1018.3548680779204 530.78647181764245 1941.5576033354737 860.58046178333461 107103.52193809487 2108.5988860260695 1119.0337817575783 24755.525966640562 1805.7953908350319 2340.5010065408424 189.22881530970335 1003.5463646948338 1312.5068113243906 2448.9196771564893 716.87778813019395 2408.6139795787167 20124.885702600703 3096.8384850962611 17733.695079034194 10.126611925661562 8237.8059683647007 14520.126071851701 4666.4420988457277 20.904515093192458 6020.1614049281925 74266.760983121581 10424.968394586816 971.8188718855381 191.5391762778163 -leaf_count=49361 394532 348596 2534 140000 61081 700861 12162 24735 91046 21637 27448 1792 30637 450048 205104 46877 238737 255894 280036 86718 47 59807 115826 61665 189 74292 336028 72418 5557 1503 -internal_value=0 -0.013385 0.00026807 -0.00901858 -0.0107163 0.000634346 0.000300539 -0.000804083 -0.00332808 0.00517195 -0.00461126 0.0171443 0.00224948 -0.0128454 -0.00902535 -0.0217114 -0.00487667 -0.00660935 -0.0242597 0.00386494 -0.0185046 8.99648e-05 0.00323782 0.00199377 0.00650986 0.00558273 0.00142584 0.00163558 0.00667841 0.0531473 -internal_weight=0 14364.2 318010 10249 9689.06 295805 275536 175861 45999.4 20269.6 22205.2 1995.02 99674.7 8828.48 6170.04 2658.44 4857.53 21243.9 4115.19 18274.6 540.913 129861 22757.9 97566.1 10899 10686.6 86667.1 85663.5 11396.8 212.444 -internal_count=4197168 1819840 2377328 1191208 1141847 1955348 1842620 1248169 371675 112728 421980 23429 594451 1080766 893889 186877 443841 280629 628632 89299 2581 876494 175633 582289 137649 135957 444640 414003 77975 1692 +split_feature=0 1 2 0 11 2 7 8 8 2 8 8 0 1 1 2 10 2 1 3 11 3 9 11 3 8 5 1 6 0 +split_gain=173.193 52.9341 44.1501 43.2364 39.0451 36.9635 32.6697 32.1129 31.7791 28.4352 30.4214 34.6343 28.0441 35.1461 25.7125 24.4765 23.8678 23.5603 22.9299 22.7402 20.4948 20.3906 19.1926 18.8542 17.6438 17.3475 19.2546 15.877 29.6401 26.4601 +threshold=0.0017252500000000002 0.00064155000000000017 0.030363050000000006 0.00022515000000000002 0 0.088534050000000017 0.17028985507246377 31.000000000000004 83.000000000000014 0.80731020000000009 93.000000000000014 91.000000000000014 0.017267150000000005 0.010697250000000002 0.0046759500000000008 0.9093842000000002 1.0000000180025095e-35 0.01369765 0.00036965000000000007 0.72905090000000017 1 0.99193210000000021 1.0000000180025095e-35 2 0.068375250000000012 17.000000000000004 0.24662162162162166 0.0030804500000000006 0.64495798319327746 0.73915565000000016 +decision_type=2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 +left_child=2 5 3 -1 21 6 18 19 12 -10 11 14 13 16 -11 -13 17 -9 -2 25 -14 -5 -21 -15 -4 26 -3 29 -29 -22 +right_child=1 7 24 4 -6 -7 -8 8 9 10 -12 15 20 23 -16 -17 -18 -19 -20 22 27 -23 -24 -25 -26 -27 -28 28 -30 -31 +leaf_value=-0.039366288759732415 -0.0020194968851111662 -0.021331716298617989 0.0067363324560236462 -0.0053502038001162393 -0.016823414618043212 -0.012048438591294293 -0.013714691273670067 0.012365296086994194 0.0054163357898843519 0.016015147933337911 0.0033382239235710967 0.063274434053675485 -0.0015412225358859882 0.00052852849192418368 0.10006789995194454 0.22904107767473994 0.0088766597682386136 -0.0039475138022479796 0.013485909646378084 0.019045967837432759 -4.9754126074151978e-05 0.018569997134316087 -0.016515293461472388 -0.01580731662764796 -0.033594556520297823 0.0042600114806449051 0.14858383350339846 0.0021100016007138344 -0.0056570381207852599 -0.010481885863944183 +leaf_weight=495.00365420484741 2453.7267703195103 350.74729996640235 116.2915376550518 849.33528550097253 1993.552267621053 5850.4074063594453 1404.0543692181818 945.74669617600739 5891.6763014937751 123.55260174907744 182.98206046130508 17.247826868668199 41737.381000403315 928.72098350245506 51.592544727027416 18.420736880972981 1944.8846120471135 13868.031774835195 1560.1920392075554 1613.7597879422829 25485.91130621545 613.99414678328321 167.52283061202615 3030.7258668839931 1613.0759626312647 11698.600115426816 6.7983919866383067 86541.730188304558 5208.9823238290846 2687.7446369193494 +leaf_count=254439 71190 1744 8978 112789 352696 159638 49446 29679 36332 1323 1538 112 214344 23307 298 80 32087 379225 32857 19340 155178 124222 1526 69157 173496 59097 30 398914 24353 10697 +internal_value=0 0.000134003 -0.0175564 -0.0117249 -0.00776678 -0.0065368 -0.000585248 0.000505203 0.000164163 0.00715524 0.0331714 0.059066 -7.67749e-05 -0.00354064 0.0407746 0.148883 -0.00153865 -0.00290607 0.00400738 0.00515509 0.000367144 0.0046546 0.0157016 -0.0120142 -0.0308825 0.00359686 -0.0181009 0.00103136 0.00166904 -0.00104497 +internal_weight=0 213771 5681.25 3951.89 3456.88 11268.4 5417.97 202503 188665 6285.47 393.796 210.814 182380 20718.1 175.145 35.6686 16758.7 14813.8 4013.92 13837.4 161662 1463.33 1781.28 3959.45 1729.37 12056.1 357.546 119924 91750.7 28173.7 +internal_count=2798112 1771492 1026620 844146 589707 313131 153493 1458361 1376624 39683 3351 1813 1336941 533455 1621 192 440991 408904 104047 81737 803486 237011 20866 92464 182474 60871 1774 589142 423267 165875 cat_boundaries=0 1 2 3 -cat_threshold=13 3 44 +cat_threshold=12 8 4 is_linear=0 shrinkage=0.1 @@ -3887,20 +3813,20 @@ shrinkage=0.1 Tree=185 num_leaves=31 num_cat=2 -split_feature=1 1 0 3 1 6 11 3 0 0 5 5 2 0 3 8 5 0 7 4 2 4 1 0 11 0 1 8 8 8 -split_gain=145.104 30.4404 38.1331 25.3548 30.0178 16.4696 18.8735 14.9626 16.2882 23.425 14.5331 44.4114 16.705 26.0468 19.5954 16.7447 16.6352 43.8741 26.5966 19.2762 16.3743 15.4306 14.3098 14.0191 13.9834 15.288 13.5052 13.3089 44.4889 23.9624 -threshold=0.00086931002266495995 0.0031155763655300855 0.0025492999607199872 0.94386509177857814 0.00021976899152960803 0.051315789473684217 0 0.022992613841957579 0.0068982585794222272 0.0063367975189271295 0.014558022622538754 0.01712529274004684 0.4000045589291687 0.03383229345102836 0.28984854335054883 43.500000000000007 0.023532668881506093 0.0095330138458488284 0.31311274509803927 0.7386128364389235 0.67905648196243251 0.5685736677115989 0.0003505188079461906 0.0018503602403322904 1 0.0031050087009554831 0.72339695550557503 247.50000000000003 208.50000000000003 253.50000000000003 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 -left_child=3 2 -2 22 -5 6 23 8 9 -4 12 -12 15 14 -14 -3 17 -13 19 -19 24 26 -1 -6 25 -18 -17 28 -28 -29 -right_child=1 10 7 4 5 -7 -8 -9 -10 -11 11 16 13 -15 -16 21 20 18 -20 -21 -22 -23 -24 -25 -26 -27 27 29 -30 -31 -leaf_value=-0.048750056333028056 0.0066643520679267078 -0.0081916020075494967 0.12790579702718105 -0.030825215465809404 0.020760584000010501 -0.029181571659825503 -0.014785933255765105 -0.011761771239978276 0.015139310625119397 0.78528639724340366 0.37856995219255868 0.85717843129499283 0.0096734520293782801 -0.0060999985955876614 -0.0050860463435426053 0.0022274366645984763 0.069653265435376019 0.48773246616960408 -0.00042003815065328847 -0.07550948770911281 0.03326470222815358 -0.0071515011363272214 -0.025226448018918379 -0.013664716192838853 0.00098763733715292296 0.0090241294676733988 -0.0021984634678183478 0.092025662837599609 -0.08404250439686746 0.0074629196679038669 -leaf_weight=349.13992636795956 1636.9405759595538 1856.7419748031534 8.1453768543433362 664.11775489460342 460.94757210253738 227.10108243409195 457.29081876613782 4343.0948755106656 27.936272831633687 0.58070166874677021 3.1820560772903255 0.74710830114781757 2321.1928338319995 8051.331890406087 1468.6622508279979 58213.436022775713 42.279486909508705 2.2095905020833011 11.176326186861841 0.83808808727189887 195.89623409509659 2031.5673939806875 997.18815872154664 159.13274613965768 5198.3728879224509 2550.1810040054843 7719.616461917758 39.075394526124001 66.993092238903046 235.26809132099152 -leaf_count=200138 222794 31062 557 772277 151224 90161 195828 678560 3910 64 59 18 75426 276806 55107 914032 1352 13 329 116 5257 34863 353136 45767 39992 21879 25199 157 221 864 -internal_value=0 0.000528717 -0.00635773 -0.0207514 -0.0135188 -0.004708 0.000450825 -0.0112248 0.0523915 0.171653 0.000989046 0.00505607 0.00059204 -0.00288222 0.00395378 0.00117838 0.00490753 0.11022 0.0709864 0.332845 0.00471012 0.00143308 -0.0313268 0.0117367 0.00399213 0.00997443 0.00169623 -0.00213993 -0.00290262 0.0195074 -internal_weight=0 96025.5 6016.7 3314.92 1968.59 1304.47 1077.37 4379.76 36.6624 8.72608 90008.8 8004.88 82003.9 11841.2 3789.86 70162.7 8001.7 14.9711 14.224 3.04768 7986.73 68306 1346.33 620.08 7790.83 2592.46 66274.4 8060.95 7786.61 274.343 -internal_count=4197168 2388637 905885 1808531 1255257 482980 392819 683091 4531 621 1482752 69015 1413737 407339 130533 1006398 68956 476 458 129 68480 975336 553274 196991 63223 23231 940473 26441 25420 1021 +split_feature=1 3 1 1 0 1 3 3 3 11 0 2 0 3 1 5 5 6 3 4 6 4 0 8 11 8 6 6 8 8 +split_gain=81.2285 29.1135 29.9593 27.2362 14.1818 21.47 19.9461 23.0031 13.9373 14.8054 14.6866 13.1582 19.4126 11.6731 12.6607 10.8529 13.7274 36.8203 17.1034 11.3438 13.4442 29.8407 10.8386 14.0437 10.8161 10.0962 11.6985 20.285 9.85625 18.5446 +threshold=0.0016964500000000002 0.98468335000000018 0.00029825000000000007 8.4750000000000014e-05 0.0021061500000000006 0.013619600000000001 0.99411255000000021 0.9943008000000001 0.79912485000000011 0 0.019996100000000003 0.22582780000000002 0.22103985000000004 0.030517350000000002 0.81796065000000018 0.042572463768115944 0.054093567251461992 0.42678571428571432 0.98406160000000009 0.59545454545454557 0.31643132220795894 0.10172413793103451 0.011328250000000002 27.000000000000004 1 33.000000000000007 0.051315789473684217 0.048003072196620589 65.000000000000014 73.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 +left_child=1 2 -1 -3 -2 6 11 -8 9 -4 25 15 -13 -7 -15 -6 17 18 19 20 -17 -22 23 -16 28 26 27 -10 -25 -30 +right_child=4 3 8 -5 5 13 7 -9 10 -11 -12 12 -14 14 22 16 -18 -19 -20 -21 21 -23 -24 24 -26 -27 -28 -29 29 -31 +leaf_value=-0.046375030042934952 0.0090418180638847986 -0.044252121987432814 -0.033356577724463106 0.0033861607938344947 -0.0011124239060369002 0.021222767153550138 0.91715957858485064 0.051394552647531358 0.005928249991773279 -0.011361329852507832 -0.041542972218164276 -0.0045406082700900595 -0.020706080379876823 0.0015834713714580292 -0.072336101947535134 -0.035151067776155148 0.018859359932515467 1.2359523449426499 0.80391314113974577 0.44145337809157259 1.4978843316328101 0.076575904355857261 -0.0089853778431839924 0.0012582253231534838 0.013963057904808743 -0.020599469430124581 -0.023785542898959823 1.0961853152694727 -0.13211076142604805 -0.01466070737379201 +leaf_weight=354.04649536119723 1989.627235497348 133.20454845979111 644.62498837220301 1212.0484248709599 4517.8188873750623 292.05978659447283 0.50339309312403091 0.78619101596996188 718.62095524510369 643.5142040505325 118.67233660223428 3863.2838901877403 919.70725835068151 46359.614550758153 23.539949983358383 4.8903934799600384 158.04340645531192 0.30483954027295102 0.34012421779334534 0.75269568106159557 0.19059801241382945 0.65658856369554996 2132.8750468045473 247.40804807841778 581.64253887534142 295.99890599295031 159.03088427148759 0.17069518065545608 16.882866069674492 65.988980948925018 +leaf_count=245464 76033 263373 166914 468540 278197 4215 40 73 156516 185190 32271 305768 85138 400704 77 350 7984 18 14 22 13 69 7470 920 2244 70252 39887 24 63 269 +internal_value=0 -0.0135126 -0.0190966 -0.0013309 0.000737574 0.00045842 -0.00390628 0.389349 -0.0153542 -0.0227156 -0.00801766 -0.00395986 -0.00764902 0.00128951 0.00117173 -0.000191925 0.0249847 0.16066 0.11267 0.0764452 0.0285608 0.396338 -0.00504928 0.00392511 0.00589368 -0.00462828 0.000757149 0.00618716 -0.00848289 -0.0385879 +internal_weight=0 4279.93 2934.68 1345.25 61176.9 59187.3 9467.28 1.28958 2580.63 1288.14 1292.49 9465.99 4782.99 49720 49428 4683 165.179 7.13524 6.8304 6.49028 5.73758 0.847187 3068.34 935.462 911.922 1173.82 877.823 718.792 330.28 82.8718 +internal_count=2798112 1628431 896518 731913 1169681 1093648 677686 113 651054 352104 298950 677573 390906 415962 411747 286667 8470 486 468 454 432 82 11043 3573 3496 266679 196427 156540 1252 332 cat_boundaries=0 1 2 -cat_threshold=11 48 +cat_threshold=3 2 is_linear=0 shrinkage=0.1 @@ -3908,20 +3834,20 @@ shrinkage=0.1 Tree=186 num_leaves=31 num_cat=3 -split_feature=2 11 1 2 1 0 8 6 4 11 0 1 10 2 2 11 3 8 6 6 8 7 2 8 8 1 8 6 3 0 -split_gain=27.6155 21.8089 32.7189 46.2532 36.9947 34.1008 25.1036 24.0029 33.6231 22.8853 22.2921 24.7996 30.6001 51.8221 21.3431 20.8081 24.5834 19.11 19.0274 28.607 17.2309 17.1965 21.2174 16.4016 18.8057 17.103 15.4942 18.831 15.4402 22.2658 -threshold=0.00098130508688392044 0 0.00056205955096794451 0.020440097259041095 0.0045713250446715644 0.0013445536481739206 49.500000000000007 0.33712121212121215 0.58459595959595967 1 0.0089821419894824898 0.00021393129052012249 1.0000000180025095e-35 0.013896234234426387 0.0043390631340047203 2 0.98739004436298006 118.50000000000001 0.24837662337662339 0.23557158712541623 579.00000000000011 0.89564428312159727 0.74326077887099717 208.50000000000003 295.50000000000006 0.63414676870345377 67.500000000000014 0.044466403162055343 0.23798882683105185 0.17746221267216769 -decision_type=2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=-1 14 10 4 7 -5 -6 9 -9 -4 15 12 -12 -14 -2 16 17 -3 19 21 26 22 28 -8 25 -25 27 -11 -16 -30 -right_child=1 2 3 5 6 -7 23 8 -10 20 11 -13 13 -15 18 -17 -18 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 29 -31 -leaf_value=-0.029596573690749074 -0.0085704059271407632 0.0050911994478244973 -0.013801455452747871 -0.0068480589164645516 -0.0092214409288777603 -0.00023236830677558751 -0.028531398673488036 0.016755818806260515 0.40080819139677043 0.0051578133980172605 -0.0167006815867911 -0.00056868768817023066 0.42554912476221674 0.032741030583985711 0.0029613811441892585 0.001213793044276947 0.014095725416172336 -0.0035998499260198298 0.0030847395787309225 -0.04718476236941245 0.31180738508472133 0.0026903852164036359 -0.0026300726542088822 -0.0098936553510651348 -0.039622814234274883 0.11511461224245806 -0.012294891474521142 -0.021121288619350202 0.00069999685639281911 -0.0042327227824872698 -leaf_weight=310.37550439918414 2287.1910472456366 15356.274346305057 1630.6031227586791 7973.0571892075241 3584.7849761582911 341906.67374122515 1183.0952796326019 530.25872403441463 2.2894347803667179 3169.3213879326649 1496.6208002064377 13627.19974571839 3.5708568952977648 56.493042059242725 25290.067679533735 52793.717412272585 2572.9160305293044 3029.0025010630488 41032.216804656899 124.66672561410815 1.7725161840207864 36064.006007122807 21741.604633077979 19.259000580757856 31.666334512643516 25.350765600800514 832.54645151898148 298.34846697142348 89200.539479226689 10197.038651144132 -leaf_count=65810 176185 89951 48435 48846 70205 1416140 32989 13568 43 76369 11502 64534 65 582 112318 682044 136544 20333 199090 701 34 208237 76110 577 885 593 27360 7418 564541 45159 -internal_value=0 0.000238887 -0.000163513 -0.000586579 -0.00688085 -0.000383127 -0.0134883 -0.00193009 0.0184069 -0.00375567 0.00155464 -0.00193462 -0.0138919 0.0560939 0.00104053 0.002273 0.00493819 0.00365934 0.00113887 0.000701651 8.39241e-05 0.000734364 0.000252616 -0.0256337 0.0193113 0.0611458 -4.43708e-05 0.00289683 0.000755266 0.000193957 -internal_weight=0 676062 450125 361189 11309.3 349880 4844.16 6465.14 532.548 5932.59 88935.8 15183.9 1556.68 60.0639 225937 73751.9 20958.2 18385.3 223650 182618 4301.99 182493 146429 1259.37 76.2761 44.6098 4300.22 3467.67 124688 99397.6 -internal_count=4197168 4131358 2749017 1743462 278476 1464986 105249 173227 13611 159616 1005555 76683 12149 647 1382341 928872 246828 110284 1206156 1007066 111181 1006365 798128 35044 2055 1170 111147 83787 722018 609700 +split_feature=2 6 6 6 0 8 8 2 8 1 2 7 11 3 0 11 8 8 8 0 6 3 2 7 1 3 11 0 2 3 +split_gain=19.0084 13.6355 37.299 37.3697 21.2854 17.496 15.5527 50.9909 43.3945 32.988 32.5228 25.7485 32.0333 25.6263 39.9784 26.9196 24.6778 23.4902 35.2373 24.197 21.2217 20.2272 19.5372 19.5005 23.382 19.2075 24.517 19.4378 28.7922 23.6209 +threshold=0.00083315000000000006 0.73863636363636376 0.87083333333333346 0.81534090909090928 0.80545445000000016 97.000000000000014 33.000000000000007 0.066870350000000009 39.000000000000007 0.016884750000000004 0.63928815000000017 0.34891304347826091 0 0.27546290000000001 0.033671750000000007 1 29.000000000000004 79.000000000000014 71.000000000000014 0.028393600000000001 0.69615384615384623 0.10019345 0.73516160000000008 0.17028985507246377 0.00044625000000000009 0.062812200000000012 2 0.14345950000000005 0.072932700000000017 0.24499635000000003 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 1 2 2 2 +left_child=-1 6 3 4 5 -3 10 9 -9 -8 20 12 -12 17 15 -15 -13 18 19 -10 25 -14 -20 24 -19 26 -2 -27 29 -29 +right_child=1 2 -4 -5 -6 -7 7 8 13 -11 11 16 21 14 -16 -17 -18 23 22 -21 -22 -23 -24 -25 -26 27 -28 28 -30 -31 +leaf_value=-0.037343120981327103 0.013093405002615539 0.0078740160380462651 0.0014432883519585164 0.053916484818077676 0.10215626143042927 0.085541953067215681 -0.0040714387117099593 -0.015048424720559384 0.011687491847343495 -0.016195813031006933 -6.6067335954328582e-05 -0.012984315768928596 -0.0086413699660265308 0.0038594102564641153 -0.0049958597470530983 -0.0020849910065967553 0.0018089053344459193 -0.010806101201277634 -0.0038338491674438733 -0.002737313065847419 -0.050993879837763073 -0.0028189365041275082 -0.017511068889162068 0.00027081211892540641 0.0056895357608882794 0.0014009255557319341 0.00065794619605079861 -0.0030026825188151319 9.9619232664354142e-05 -0.016070947336081876 +leaf_weight=134.55408337712288 2976.7619791431352 1509.5210309657268 23132.328917735023 231.3575478955172 25.125322643667459 29.572014770004898 13451.150381352985 1883.9203906878829 2049.120678819716 2693.4254846023396 23164.484869897366 1180.1160625070333 10255.861719101667 15346.614603102207 18369.578866280615 15109.903829261661 25373.778697300702 895.98548826575279 2842.18771802634 2688.8446445390582 78.303410193882883 14266.381620168686 1651.1272924467921 14353.050994537771 20984.900102116168 180115.51108685369 3393.8414587718435 4430.9377307705581 41857.430211320519 2010.7897464931011 +leaf_count=33313 20439 7237 120237 1038 211 204 330391 7100 8166 43830 78096 3907 37565 61932 79878 65429 90038 3556 10680 9644 471 44918 5995 52568 74414 1384679 20635 30799 156643 14099 +internal_value=0 0.000248437 0.00252099 0.016405 0.0108568 0.00936632 0.000114011 -0.000893773 -2.08027e-05 -0.00609417 0.000480212 -0.00134422 -0.00273392 0.000279446 -0.00131137 0.000910892 0.00115146 0.00198786 -0.00251543 0.00350126 0.00105692 -0.00525189 -0.00885972 0.00313516 0.00501407 0.00107428 0.00649019 0.000923225 -0.000858197 -0.00708195 +internal_weight=0 446352 24927.9 1795.58 1564.22 1539.09 421424 112320 96175.2 16144.6 309104 74240.6 47686.7 94291.3 48826.1 30456.5 26553.9 45465.2 9231.28 4737.97 234864 24522.2 4493.32 36233.9 21880.9 234785 6370.6 228415 48299.2 6441.73 +internal_count=2798112 2764799 128927 8690 7652 7441 2635872 753583 379362 374221 1882289 254524 160579 372262 207239 127361 93945 165023 34485 17810 1627765 82483 16675 130538 77970 1627294 41074 1586220 201541 44898 cat_boundaries=0 1 2 3 -cat_threshold=18 32 4 +cat_threshold=12 3 3 is_linear=0 shrinkage=0.1 @@ -3929,18 +3855,18 @@ shrinkage=0.1 Tree=187 num_leaves=31 num_cat=0 -split_feature=3 4 6 7 6 7 7 6 6 5 3 1 7 7 5 2 8 4 6 1 4 4 4 3 6 8 8 10 1 4 -split_gain=49.4286 25.2732 33.0106 23.0121 57.9199 31.0154 34.2139 61.569 44.5426 31.0011 29.777 25.2033 35.2518 24.1342 22.8443 20.7305 21.0525 20.5717 37.6148 20.4919 19.8071 43.3282 26.1881 21.6176 19.8025 19.4745 24.9205 25.4445 21.4219 19.342 -threshold=0.052660107278052572 0.37668918918918926 0.063508064516129045 0.41277890466531447 0.15849282296650721 0.33687943262411352 0.36515151515151517 0.23845060412224592 0.23557158712541623 0.03509852216748769 0.82232695664943556 0.0051051994669157304 0.51112723754233202 0.34698996655518399 0.018543956043956047 0.0013188303615532309 118.50000000000001 0.39339826839826847 0.22305140961857381 2.193712936538448e-05 0.43875000000000003 0.42582417582417587 0.44722222222222224 0.25163748829196936 0.096006144393241177 142.50000000000003 139.50000000000003 1.0000000180025095e-35 0.00028630510025721105 0.40824915824915831 +split_feature=3 9 8 1 8 8 1 1 1 0 7 7 5 3 2 8 4 3 0 8 8 2 1 1 8 4 8 8 2 0 +split_gain=29.9927 17.7153 19.9591 22.9798 22.4495 17.5172 24.3738 17.4311 22.3259 21.7092 16.7033 67.5754 37.4587 26.096 16.5911 21.9232 16.2696 16.143 46.4621 28.2397 24.4354 23.7658 20.2407 20.2357 20.0306 18.2797 17.471 17.2782 17.7798 27.9936 +threshold=0.07352595000000002 1.0000000180025095e-35 49.000000000000007 0.033432150000000008 47.000000000000007 27.000000000000004 0.00071965000000000017 0.00075465000000000005 0.0030035500000000002 0.24572955000000002 0.43875000000000003 0.43019480519480524 0.06458333333333334 0.99702130000000011 0.94500335000000013 47.000000000000007 0.41277890466531447 0.78506700000000007 0.0020469500000000005 79.000000000000014 87.000000000000014 0.021169850000000004 0.0018204500000000001 0.00012725000000000003 63.000000000000007 0.22967032967032971 31.000000000000004 75.000000000000014 0.0021110500000000002 0.0041960500000000006 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=15 19 -3 5 11 -4 7 13 9 14 -6 12 -5 -7 17 16 -1 -8 24 -2 21 -15 23 -22 -19 26 -17 28 -28 -11 -right_child=1 2 3 4 10 6 8 -9 -10 29 -12 -13 -14 20 -16 25 -18 18 -20 -21 22 -23 -24 -25 -26 -27 27 -29 -30 -31 -leaf_value=-0.073899266188032539 0.017591687277711286 -0.0006069003066458945 -0.0087576843623751021 0.027789250432901164 -0.10859096557108615 0.18821730841755052 -0.13120767059672148 -0.13193420132351305 0.16616795997514794 -0.0011097431677508541 -0.38486044128731683 -0.041688902649802413 -0.1286900016662034 0.097049678840257073 0.15726816204143951 -0.0047590650082765581 0.096558705329829339 -0.12107188354928006 0.20098122477931826 0.00020083081503460005 0.42424192678617922 -0.11838435555998182 0.066148056688581786 0.1322795535992474 0.0037516689692149866 -0.0347189465998314 0.34455935750630035 0.25301877728315886 0.010954850751643078 -0.1327774884010719 -leaf_weight=70.593688813503832 678.2123630438 22096.762195450719 7752.5126322787255 144.64741297252476 45.34479795396328 17.359399562701583 11.412598822265862 15.585826143622397 16.264745874330401 18.575326116755605 4.2686133198440066 188.55869245529175 15.988185947760938 21.358851172029972 9.5998615799471718 17892.395913087763 8.0742388274520618 12.952017422765492 9.5752812717109901 692799.50555738481 3.8558075204491598 16.584341153502464 60.475701632909477 7.4091211217455566 678.56364858243614 217.24991343170404 2.0894374251365688 6.8825542479753485 24.434382293373346 27.936176151037216 -leaf_count=2472 33455 111141 39097 874 209 72 52 66 77 106 21 837 66 103 66 140834 265 75 47 3860782 20 78 308 42 3415 2196 14 34 214 130 -internal_value=0 9.26239e-05 -0.00269269 -0.00776924 -0.031257 -0.00669009 0.0105918 0.0556464 0.00240441 -0.00106101 -0.13236 -0.0168923 0.0122147 0.0786591 0.00403599 -0.00518074 -0.056404 0.00197143 0.00413937 0.000217839 0.0613196 0.00288703 0.0922242 0.232214 0.00141374 -0.00495863 -0.00459796 0.0816918 0.0372348 -0.0801933 -internal_weight=0 724653 31175.6 9078.83 398.808 8680.02 927.509 142.629 784.88 768.615 49.6134 349.194 160.636 127.043 722.103 18221.7 78.6679 712.504 701.091 693478 109.684 37.9432 71.7406 11.2649 691.516 18143.1 17925.8 33.4064 26.5238 46.5115 -internal_count=4197168 4051139 156902 45761 2007 43754 4657 689 3968 3891 230 1777 940 623 3655 146029 2737 3589 3537 3894237 551 181 370 62 3490 143292 141096 262 228 236 +left_child=1 2 3 4 5 6 -1 -6 9 -9 11 16 -13 -12 -3 -16 17 18 -2 24 -21 22 -20 -22 25 26 -19 -26 29 -29 +right_child=10 14 -4 -5 7 -7 -8 8 -10 -11 13 12 -14 -15 15 -17 -18 19 21 20 23 -23 -24 -25 27 -27 -28 28 -30 -31 +leaf_value=0.060655629473500984 0.0063452492786589629 -0.014769322626264948 -0.0078261033102490669 -0.010123613482980806 -0.041520127692517755 -0.00051596009705512456 0.0077754762617882507 0.093930354206525929 0.022767650910025812 0.2986392250366155 0.00094692135153614122 -0.077776737712556748 0.12127777678057415 0.018704477669111732 0.011507087590269777 0.24264396203317121 -0.0035437765123893699 -0.0071623344827686994 0.070938792998185118 0.0039076585505436528 0.017189549074487727 -0.00014593992908654502 0.0055592079422683762 -0.013174149002798658 -0.019664043842870446 0.010483915996547615 -0.0013314716711821451 -0.041530045710102242 -0.0010423041900198824 -0.34183363318857718 +leaf_weight=104.15202083438635 12538.490369990468 1958.0503748767078 5544.4386409688741 2372.5698514860123 14.587884984910486 14791.362659639679 534.39715959876776 19.733904890716079 30.764101156964898 7.024557761847972 138866.10447935865 149.92353762546554 10.090121338143943 832.53648098371923 176.86346657574177 4.2010765075683585 14113.131391203962 5494.6815650486387 47.707166686654091 15400.382054989692 258.04616631381214 184923.00074950606 6367.1645644530654 1468.8379891710356 1141.1616932400502 1247.6117431828752 79317.176809417084 48.204470571130514 1386.7085179011337 3.317761179059743 +leaf_count=466 43268 15849 45230 16339 86 95727 3403 125 202 50 749776 677 62 91419 1108 24 68193 44016 160 151901 10803 642245 23942 13074 15440 10231 739610 2774 11866 46 +internal_value=0 -0.00338005 -0.00258437 -0.000958454 0.000444265 0.000184113 0.0164006 0.0561105 0.08087 0.14767 0.000138756 -0.000255431 -0.0652248 0.00105275 -0.0120912 0.0168699 -0.00022332 -7.19779e-05 0.00044808 -0.00107445 0.00264283 6.16346e-05 0.00604543 -0.00863694 -0.00179272 -0.00153247 -0.00170923 -0.0104758 -0.00318546 -0.060868 +internal_weight=0 25558.1 23419 17874.6 15502 15429.9 638.549 72.1104 57.5226 26.7585 463614 323916 160.014 139699 2139.11 181.065 323756 309642 203876 105766 17127.3 191338 6414.87 1726.88 88638.9 86059.5 84811.9 2579.39 1438.23 51.5222 +internal_count=2798112 178609 161628 116398 100059 99596 3869 463 377 175 2619503 1778308 739 841195 16981 1132 1777569 1709376 709615 999761 175778 666347 24102 23877 823983 793857 783626 30126 14686 2820 is_linear=0 shrinkage=0.1 @@ -3948,20 +3874,20 @@ shrinkage=0.1 Tree=188 num_leaves=31 num_cat=2 -split_feature=0 1 2 0 8 8 7 0 8 0 3 1 3 4 0 8 11 8 8 3 3 6 8 10 1 3 7 2 11 3 -split_gain=228.545 70.6509 59.4311 56.0632 49.4148 57.176 62.0746 73.5204 49.7926 58.9976 41.3633 36.6961 45.0573 53.1635 40.5623 34.4523 33.7666 33.7208 37.8465 33.852 31.6641 30.877 30.382 107.062 32.1629 28.3768 28.3095 28.2663 42.495 36.0242 -threshold=0.0019039742849653897 0.0004152776361891185 0.017996644841659304 0.00028602097216696277 46.500000000000007 100.50000000000001 0.45584415584415588 0.03383229345102836 118.50000000000001 0.046229244359122762 0.75652455599835966 0.010118751614546534 0.12230334144234294 0.41042780748663105 0.050362718542042349 97.500000000000014 0 175.50000000000003 163.50000000000003 0.66383426860960881 0.17843162673628021 0.54772727272727284 88.500000000000014 1.0000000180025095e-35 0.0060639689127879462 0.90624730114059637 0.55495169082125617 0.58660741400712568 1 0.81107178753290743 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 -left_child=2 -2 3 -1 10 6 15 -8 9 -7 -3 17 -13 14 -14 21 -5 18 -10 -19 -9 22 27 24 -24 -22 -15 29 -29 -6 -right_child=1 4 -4 16 5 8 7 20 11 -11 -12 12 13 26 -16 -17 -18 19 -20 -21 25 -23 23 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.032095463494282328 -0.0087421017843250133 0.0033576496507017103 -0.027136865167403726 0.010912393906906397 -0.00092966407911923706 0.023442706380868608 -0.01089242713085125 0.0011407862124158392 -0.0008126557605662864 0.0049230852790448122 0.016819717916964832 -0.0020405651971264122 -0.0052438667195611769 0.02224478733542597 0.0065953591762498293 -0.029123546682931867 -0.010235474805830355 0.0025619053759342687 -0.029402757851995462 0.043240301633020645 -0.0046579671739161782 -0.0046246841871106894 0.043946579204601932 -0.032997193577850394 0.014397460558248601 0.041580636772789607 0.23093960101799882 0.0093468887858622687 0.00040921846838536715 0.0043278964470728739 -leaf_weight=891.9572845537914 8773.9345744824968 18911.647698343731 3375.093404322979 1054.0723564536747 96138.335602390609 2025.5845343577676 11592.169697199919 18880.081676431 43631.601701625623 11408.392838649452 2595.6624053549021 9781.813404773362 3444.1753674098291 1699.2264035809785 18110.885263234377 401.57219359278679 2598.4620920976304 506.34012793377042 467.98030537366867 343.26825993508101 22802.45555569604 12148.007934521884 515.14845849713311 424.33309345133603 1292.6814170042053 133.50244471803308 6.5248918477445832 8304.4422017391771 14784.976856986992 15076.155967950821 -leaf_count=440205 279256 99891 384005 164137 545006 33745 312310 79451 366536 49165 36737 40944 45863 6952 69999 2920 463296 3196 3313 3226 133107 104904 5644 2504 7320 1559 32 69790 133921 308234 -internal_value=0 0.000109134 -0.0170848 -0.00961935 0.000355341 1.67632e-05 -0.000920412 -0.00384568 0.00209246 0.00771549 0.00498235 0.0011239 0.00365384 0.00604849 0.00470363 0.00012753 -0.00413063 -0.000735879 -0.00111605 0.0189972 -0.00189219 0.000206532 0.00063638 0.0122072 0.0228176 -0.00438883 0.0230431 0.000444069 0.00362801 -0.000216953 -internal_weight=0 324201 7919.59 4544.49 315427 293920 202494 53408.2 91425.8 13434 21507.3 77991.8 33042.6 23260.8 21555.1 149086 3652.53 44949.2 44099.6 849.608 41816 148684 136536 2232.16 1807.83 22936 1705.75 134304 23089.4 111214 -internal_count=4197168 2745525 1451643 1067638 2466269 2329641 1706670 526427 622971 82910 136628 540061 163790 122846 115862 1180243 627433 376271 369849 6422 214117 1177323 1072419 15468 12964 134666 6984 1056951 203711 853240 +split_feature=0 7 1 8 4 2 10 5 4 7 8 0 2 0 2 8 11 2 1 1 3 3 0 3 3 11 4 4 7 2 +split_gain=152.571 45.2886 33.8198 32.6764 28.8247 36.499 26.6763 26.1185 24.6788 22.6147 28.4995 34.5295 27.1874 25.7869 19.5708 23.9429 18.3569 26.9356 29.9895 25.3144 20.9366 18.1331 22.9896 23.9753 20.5133 20.5075 18.0407 18.6917 26.4704 19.8708 +threshold=0.0032530000000000002 0.45584415584415588 0.00053455000000000006 31.000000000000004 0.10960960960960962 0.84357925000000011 1.0000000180025095e-35 0.011210487625581968 0.10172413793103451 0.063717532467532478 71.000000000000014 0.11459555000000002 0.027503300000000005 0.80545445000000016 0.88286385000000012 75.000000000000014 0 0.27863950000000004 0.09277015000000001 0.13992520000000006 0.40463745000000007 0.87661830000000018 0.00057455000000000017 0.99390675000000017 0.10019345 1 0.093073593073593086 0.085144927536231887 0.82480818414322254 0.19180610000000001 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 +left_child=1 3 -2 -1 8 7 21 -6 9 13 11 12 -11 16 26 -16 19 -18 20 -4 -19 24 -23 25 -5 -24 27 -12 29 -29 +right_child=2 -3 4 6 5 -7 -8 -9 -10 10 14 -13 -14 -15 15 -17 17 18 -20 -21 -22 22 23 -25 -26 -27 -28 28 -30 -31 +leaf_value=0.019110885189580262 -0.0065098867827933634 -0.023216895823059629 0.0044572489451805575 0.0011983148833376077 0.0013946120580095561 0.018137696422038812 0.0098220000369520014 0.010240871881505964 -0.056597980490281224 0.0095046836419183864 0.0012406956479750209 -0.00065844711060567994 -0.0085749766333616615 -0.0049237440861184464 0.16029117223589689 0.018596206629024205 0.0020513961785227626 0.00020631983361193138 -0.013305390598029279 -0.0042907524456013727 -0.0056596509747738853 -0.021411382724076371 0.0019726790481829426 0.020326261550571323 -0.027243334952681376 -0.014334998745145662 -0.035094572468919644 -0.041749631319994304 0.2873051049185375 0.072662456609322232 +leaf_weight=412.77302675334067 7133.4342677942477 2791.817101399407 24463.421023609109 320.64200552296825 27873.502050215378 1556.7535645291209 624.18535852467176 3791.5654247915372 77.096784690394998 889.9372353926301 13192.984558192082 17285.247452158481 12718.698001028039 7684.5654208660126 12.265089491382239 430.41865634731948 45179.622579032555 33567.974283505231 2031.1334957238287 3825.1014667162672 7431.5657832697034 1091.0844099000096 1329.6095032329904 342.90769849327626 1212.570717012044 1830.7654561087256 135.92609224282205 22.22492996044457 4.4728540517389765 47.888928730040789 +leaf_count=35519 157860 439044 172506 20022 147858 14190 44090 20279 539 17266 84491 65888 176851 32912 117 5284 311566 200584 11524 21556 77143 358191 105554 38849 91449 145745 786 159 30 260 +internal_value=0 -0.0124126 0.000257305 -0.00820254 0.000496019 0.0031888 -0.00987236 0.00245386 -3.33226e-05 -7.5064e-06 -0.00193518 -0.00362484 -0.00739266 0.000686985 0.00183482 0.022522 0.00105708 0.000345974 -0.00144454 0.00327321 -0.000856944 -0.0118785 -0.00873599 -0.00478829 -0.0212953 -0.00751327 0.00115157 0.00152292 0.0514424 0.0363957 +internal_weight=0 9956.36 209356 7164.54 202222 33221.8 6751.77 31665.1 169001 168923 44740.1 30893.9 13608.6 124183 13846.2 442.684 116499 88210.3 43030.7 28288.5 40999.5 6127.58 4594.37 3503.28 1533.21 3160.37 13403.5 13267.6 74.5867 70.1139 +internal_count=2798112 1278463 1519649 839419 1361789 182327 803900 168137 1179462 1178923 351132 260005 194117 827791 91127 5401 794879 600817 289251 194062 277727 759810 648339 290148 111471 251299 85726 84940 449 419 cat_boundaries=0 1 2 -cat_threshold=12 3 +cat_threshold=1 12 is_linear=0 shrinkage=0.1 @@ -3969,224 +3895,228 @@ shrinkage=0.1 Tree=189 num_leaves=31 num_cat=2 -split_feature=1 1 3 0 1 1 6 11 0 8 8 8 3 11 3 8 8 0 10 2 7 2 3 3 3 2 1 1 1 2 -split_gain=126.937 26.5677 31.9177 23.3796 23.8502 20.6669 15.4785 14.9717 14.5678 13.896 19.667 36.8488 25.3776 18.572 22.3933 17.4875 16.3283 18.6087 13.7707 24.3004 21.5221 13.787 48.788 119.193 264.144 45.1797 28.9322 47.5352 19.3863 68.5465 -threshold=0.00086931002266495995 0.003900811069118645 0.77807447221747073 0.00099173707036799954 0.0002515561539540464 0.00032469777880679335 0.051315789473684217 0 0.0053504455914294572 79.500000000000014 97.500000000000014 100.50000000000001 0.31565933714301425 1 0.52878478634384141 258.00000000000006 133.50000000000003 0.0027676633973067345 1.0000000180025095e-35 0.70078020149616149 0.74679487179487192 0.20493886638619396 0.10844812046708716 0.41682924573905517 0.34276658922325787 0.17192999648526772 0.0028226534646218489 0.0022177679941355723 0.001374524572574372 0.10861735845092139 -decision_type=2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 2 18 4 -1 -5 8 -6 -4 -3 12 -12 -11 14 -13 16 -16 -18 -2 20 -20 22 -22 24 26 -26 27 -24 29 -25 -right_child=1 9 6 5 7 -7 -8 -9 -10 10 11 13 -14 -15 15 -17 17 -19 19 -21 21 -23 23 28 25 -27 -28 -29 -30 -31 -leaf_value=-0.024281576669200243 -0.014046950464807842 0.00017291387734816809 0.0089425317474733351 -0.043927154432352122 0.03361881051380073 -0.020431729419766217 -0.01321393834399553 -0.0037928075939095899 -0.0052619736944636546 0.0020888488489028399 -0.038390180240196151 0.0043217157269605962 0.022873676330432399 0.0011898133540946031 0.019125401791222858 -0.073709631031501119 0.16376982802658505 0.043739459690801182 -0.018628219587943497 0.045534551967193929 -0.041205409271087602 0.020192112254719202 -0.075351643677360775 2.3665093861312685 2.6860205815413387 5.1019652918959322 -0.075458517493824484 1.9420269534051078 0.012701710237601235 -0.075235628533691423 -leaf_weight=591.41723060743607 3265.3027447187269 62805.361227081157 2078.245966749324 508.51930410493515 119.4273053596844 1419.2290380293271 624.17740675892128 609.95985517606823 1106.3734043885488 1281.0777807184495 223.14306626701728 2794.4474319578148 1084.9179402845912 19389.061988289934 849.45602742023766 18.75765747949481 14.99298766069114 93.242951113265008 267.93055263767019 110.26463420409709 5.8482059321831894 20.904372368240729 0.22090549627318956 0.1638168508652601 0.18106647836975742 0.13520424487069249 0.55559795303270221 0.24783972231671214 3.4064586928579956 0.3855734234675765 -leaf_count=698388 519797 986736 244889 336120 40038 493045 85559 240940 145127 12674 2365 40388 15699 259756 16654 154 234 1408 40306 12273 861 2894 36 39 27 20 70 35 542 94 -internal_value=0 0.000491471 -0.00522966 -0.0196075 -0.00935849 -0.0266296 0.00118547 0.00274176 0.00400772 0.000975003 0.0029314 0.00205229 0.0116196 0.00244195 0.0088535 0.0219134 0.0237863 0.0603662 -0.0118774 0.00539127 -0.00936435 0.0680818 0.15791 0.377767 1.19266 3.71883 0.412695 0.991297 0.101605 0.652842 -internal_weight=0 96038.8 7484.34 3248.55 1320.8 1927.75 3808.8 729.387 3184.62 88554.5 25749.1 23383.1 2366 23160 3770.9 976.45 957.692 108.236 3675.55 410.244 299.98 32.049 11.1447 5.29646 1.34061 0.316271 1.02434 0.468745 3.95585 0.54939 -internal_count=4197168 2388637 1052569 1808531 979366 829165 475575 280978 390016 1336068 349332 320959 28373 318594 58838 18450 18296 1642 576994 57197 44924 4618 1724 863 188 47 141 71 675 133 +split_feature=1 0 1 1 3 2 3 10 2 1 1 4 0 2 11 1 0 9 8 0 2 2 1 3 8 11 2 0 8 8 +split_gain=72.7313 26.8687 22.8649 17.9141 27.3437 14.3195 17.5984 17.3132 13.3323 16.2568 12.0509 12.0145 11.2242 10.6394 16.6017 12.0307 15.6967 10.9498 10.1536 10.0972 16.3924 9.9413 11.0955 11.3014 11.0861 11.343 19.7279 10.2921 9.9072 9.72441 +threshold=0.00094855000000000015 0.0019902000000000006 8.4750000000000014e-05 0.0042830000000000012 0.67501920000000015 0.61691350000000011 0.023572400000000004 1.0000000180025095e-35 0.0046106500000000009 0.00035245000000000008 0.00032055000000000001 0.17712418300653598 0.055529200000000008 0.81670920000000014 0 0.057934650000000011 0.013433850000000002 1.0000000180025095e-35 29.000000000000004 0.0020469500000000005 0.95492530000000009 0.45765355000000002 0.65175950000000016 0.042252600000000008 45.000000000000007 1 0.56348845000000014 0.0029930500000000006 23.000000000000004 25.000000000000004 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 +left_child=1 2 -1 4 5 6 -2 -7 -4 -10 -3 12 28 21 15 -15 -17 -16 -9 20 -19 22 23 29 25 26 -23 -24 -6 -5 +right_child=3 10 8 13 11 7 -8 18 9 -11 -12 -13 -14 14 17 16 -18 19 -20 -21 -22 24 27 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.044809430214431595 0.062826113036905218 -0.052662941825488731 0.010515245548254035 -0.075181618371887526 -0.065732849327289553 -0.009177441568272264 -0.021860080256245088 -0.076265267071252432 -0.026005892448339951 -0.00019640121351712487 -0.024151754965962904 -0.022462629393359974 -0.026542301790241907 0.03462528087511995 0.0099720112315459693 -0.052105952517291547 0.22270138258657282 0.032279682980167576 0.035690573092669257 -0.029520794384080496 0.52461479212152762 -0.014956839084618 0.10361959411165717 0.0018178952442632137 0.0034855245112019417 -0.0092703967051935079 0.015825507859549327 -0.0017904204909420876 0.004879384846682093 0.016819544121806852 +leaf_weight=155.49563404216019 25.036857991246507 179.95165056292899 421.1620497534052 11.700856462121008 20.014718216843903 1114.7850878394675 1232.7719722144539 8.6498946303036046 410.35359675486689 602.18510179838631 841.46276720979949 197.15043193171732 122.69571234146133 156.86848454223946 677.54565062699839 2.8828458711504918 7.4496323019266129 3.6348538706079117 127.61109949718229 109.61507602129132 0.83085112646222103 342.21831811452284 9.2713392376899701 40213.244909571949 1704.4007652271539 2863.6824746890925 531.63570176903158 9959.2645142227411 2742.2157773165964 634.08011150592938 +leaf_count=291605 2469 122954 250410 329 1967 173438 181053 671 252496 153873 282047 22288 17682 5818 24488 19 52 102 11496 3277 27 9778 30 539147 41387 76362 16619 32406 268688 15134 +internal_value=0 -0.0165205 -0.00838721 0.000514107 -0.00488863 -0.0126399 -0.0201744 -0.0050646 -0.00443695 -0.0106563 -0.0291748 0.00142098 0.00305314 0.00104193 0.0114872 0.0391671 0.146028 0.00508189 0.0285836 -0.0235159 0.123879 0.000863942 0.00129886 0.00202865 -0.00319823 -0.00624617 0.00372788 -0.00169238 0.00436774 0.0151526 +internal_weight=0 2610.61 1589.2 62819.3 5590.93 2508.85 1257.81 1251.05 1433.7 1012.54 1021.41 3082.08 2884.93 57228.3 958.827 167.201 10.3325 791.626 136.261 114.081 4.4657 56269.5 50827.6 40859 5441.94 3737.54 873.854 9968.54 2762.23 645.781 +internal_count=2798112 1353385 948384 1444727 679752 369127 183522 185605 656779 406369 405001 310625 288337 764975 33783 5889 71 27894 12167 3406 129 731192 587046 554610 144146 102759 26397 32436 270655 15463 cat_boundaries=0 1 2 -cat_threshold=8 32 +cat_threshold=8 8 is_linear=0 shrinkage=0.1 Tree=190 num_leaves=31 -num_cat=4 -split_feature=2 3 11 11 1 0 2 3 3 8 11 1 8 2 2 0 2 11 8 1 10 2 8 1 3 6 8 8 0 7 -split_gain=25.5185 41.8567 27.0848 20.2021 25.0857 32.915 21.1851 56.1668 55.1196 28.7549 27.5523 23.6057 67.0383 46.3387 23.2126 19.3271 21.9679 19.3328 19.0126 18.1518 16.8574 27.05 18.8264 17.9586 16.6769 16.2808 16.1412 15.9696 17.7677 15.9013 -threshold=0.003511745325062723 0.99243221891280708 0 1 0.00056205955096794451 0.001056572891662834 0.069437899836299347 0.91262929911222035 0.098818615517316188 295.50000000000006 2 0.0020245044897483442 118.50000000000001 0.0063611636604093561 0.0082686894569282132 0.0089821419894824898 0.083764009784770457 3 166.50000000000003 0.003900811069118645 1.0000000180025095e-35 0.014362738944116766 136.50000000000003 0.0002515561539540464 0.92472820677470235 0.21370023419203749 25.500000000000004 118.50000000000001 0.004907137874509541 1.0000000180025095e-35 -decision_type=2 2 1 1 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 -1 27 25 15 -6 7 8 10 19 11 12 -7 -14 -10 17 20 24 -12 -9 26 23 -23 -22 -5 -2 -17 28 -3 -20 -right_child=3 2 -4 4 5 6 -8 9 14 -11 18 -13 13 -15 -16 16 -18 -19 29 -21 21 22 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.033526599885226153 0.00062881505336489444 0.0062780467291720212 -0.011811950495011153 -0.0023334686720508447 -0.0073854710261940966 0.022114698631476751 -9.0393610680777458e-05 0.00298676909917861 -0.043010466057226894 0.17148471009866406 -0.007576435277465406 0.0047294069069572335 0.65355299393522293 0.1628213958444617 -0.0099789114504442705 0.13819646627053475 0.00023096028519913595 0.0031558184924811239 0.01500828204505208 -0.0035986518221973358 0.26393201805048755 0.0012061353903809109 0.13235029736142268 0.035030247561668566 0.0038020508896253139 0.00280784119444167 -0.012083826569825911 -0.016691076319036307 0.67182631623785682 0.15757926330791797 -leaf_weight=524.11676780032576 182186.1621101466 2212.2986118425324 2218.9838438275037 14525.443159028888 6794.4085985509446 222.0225628502667 315504.12987656146 13828.862454897724 216.6767279393971 9.8974718395620567 2599.0250246357173 3219.7538129817694 2.1876458879560259 15.980144623667 11732.526328772306 7.1645072847604743 11712.956134915352 50379.580181085272 20.91188227571547 6002.2124837301672 6.6872343346476537 475.48249643296003 11.204307567328213 7.0312563423067331 6374.1037047115387 42238.063485735096 2946.5916700065136 346.43747741961852 0.40119130443781514 12.498593319207428 -leaf_count=29000 1030371 223454 227878 59339 88227 1411 1181155 157133 6263 149 27979 35842 49 145 109775 54 46236 499198 348 77139 91 3980 117 124 118065 209667 26065 37684 25 205 -internal_value=0 -0.0066999 -0.00375725 0.000264871 -0.000124077 -0.000491238 -0.000358685 -0.00259315 -0.00663113 0.00107863 0.00110977 0.00696528 0.0372272 0.221912 -0.0105779 0.0014057 -0.00183575 0.00209543 -0.00658785 0.000993579 -0.00884392 0.00812875 0.00422528 0.146611 -0.00046199 0.00103888 -0.0117193 0.00326025 0.00639872 0.068343 -internal_weight=0 5302.24 4778.12 671052 446627 360181 353387 37882.6 18041.6 19841 6092.38 3459.94 240.19 18.1678 11949.2 86446.2 15167.1 71279.1 2632.44 19831.1 3454.16 500.405 486.687 13.7185 20899.5 224424 2953.76 2559.14 2212.7 33.4105 -internal_count=4197168 518041 489041 3679127 2439089 1685820 1597593 416438 182017 234421 65979 37447 1605 194 116038 753269 76667 676602 28532 234272 30431 4312 4097 215 177404 1240038 26119 261163 223479 553 -cat_boundaries=0 1 2 3 4 -cat_threshold=28 18 9 8 +num_cat=3 +split_feature=2 7 7 2 1 2 1 0 11 0 2 6 9 6 6 0 2 11 2 3 11 3 4 8 3 2 2 8 8 1 +split_gain=16.8127 12.7082 31.0118 17.3784 16.2479 44.9973 23.3625 18.0876 18.2695 17.1325 16.0676 14.376 29.7888 20.4217 18.4539 13.6087 13.1222 12.6994 26.3122 18.764 29.6877 24.4678 18.1456 17.8202 15.5376 15.4813 15.4258 15.3137 29.5307 37.9432 +threshold=0.00083315000000000006 0.8973684210526317 0.82480818414322254 0.020483000000000005 0.00099465000000000035 0.0089131000000000019 0.028629600000000002 0.035162500000000006 0 0.0019343500000000003 0.0020351500000000008 0.046536796536796543 1.0000000180025095e-35 0.048003072196620589 1.0000000180025095e-35 0.9014118000000001 0.07094880000000002 1 0.19721455000000002 0.10922170000000002 2 0.78506700000000007 0.04083333333333334 33.000000000000007 0.26006850000000009 0.79745355000000007 0.09657060000000002 93.000000000000014 95.000000000000014 0.030923250000000003 +decision_type=2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 +left_child=-1 2 4 -4 7 6 10 -2 -9 -7 -6 14 13 -13 -3 16 -10 25 19 20 27 22 24 -23 26 -11 -21 -19 29 -29 +right_child=1 11 3 -5 5 9 -8 8 15 17 -12 12 -14 -15 -16 -17 -18 18 -20 21 -22 23 -24 -25 -26 -27 -28 28 -30 -31 +leaf_value=-0.035822703937315299 0.0013964278515511176 0.0013604046555005397 -0.031142347002761962 -0.0067699079389133381 -0.040660035793284283 -0.0045877493315705361 -0.03068130582033976 -0.014098338513854621 -0.014695200025891459 0.0018296374759281188 -0.0059474578042851981 0.23437240315048702 0.35668910987391111 0.015737063687035882 -0.12047654977926148 0.078048721773133725 0.00048084371963025437 0.0058940393144011642 0.00027093329813283575 -0.0077511662744597148 -0.0079064863606474588 0.00048114382594563986 0.0010705310377072601 -0.0063137284987531683 -0.0090241518385596794 -0.002717796213988862 0.0025406247739597626 0.40538682728850928 0.030273059021924977 -0.082233815736097879 +leaf_weight=129.39460671925917 106848.65208490292 71627.087748182239 317.08158415241633 3782.5366948135197 142.80743537563831 8641.9946044553071 591.63598814094439 1409.7586885839701 658.3952435515821 52858.544345661998 2012.4779709433205 4.3189225047826758 2.615458406507968 394.94830376072787 12.43385733431205 21.566682804375887 4232.1555531099439 5018.9795779697597 132657.78622019291 2972.1272115353495 2000.2053971327841 18530.392455626279 3380.7911249510944 4875.0924313608557 11743.915737951174 8721.7200243994594 2855.6088117808104 4.9080409556627265 46.889283008873463 2.3645717352628708 +leaf_count=33313 1029258 490448 12507 17467 13092 58109 17309 6594 5501 227296 62662 16 12 3032 98 93 17149 34045 445106 23686 14660 114309 20415 38236 68886 31054 13073 50 606 30 +internal_value=0 0.000228794 -5.28335e-06 -0.00865497 9.04964e-05 -0.00034906 -0.0130793 0.00108892 -0.00410847 -0.000211556 -0.00824748 0.00144506 0.0203056 0.0181021 0.00133926 -0.00121025 -0.00156225 -5.76127e-05 -0.00047345 -0.00239355 0.00238969 -0.00315629 -0.00563858 -0.00093415 -0.00692942 0.00118538 -0.00270816 0.00645206 0.0593533 0.246845 +internal_weight=0 446370 374328 4099.62 370229 257058 2746.92 113171 6321.88 254311 2155.29 72041.4 401.883 399.267 71639.5 4912.12 4890.55 245669 184089 51431.3 7073.35 44357.9 20952.4 23405.5 17571.7 61580.3 5827.74 5073.14 54.1619 7.27261 +internal_count=2798112 2764799 2271193 29974 2241219 1182624 93063 1058595 29337 1089561 75754 493606 3060 3048 490546 22743 22650 1031452 773102 327996 49391 278605 126060 152545 105645 258350 36759 34731 686 80 +cat_boundaries=0 1 2 3 +cat_threshold=1 2 9 is_linear=0 shrinkage=0.1 Tree=191 num_leaves=31 -num_cat=2 -split_feature=3 0 7 3 7 5 3 7 5 4 6 4 6 3 0 2 8 8 11 8 1 8 11 8 2 8 0 1 8 1 -split_gain=43.7214 32.4502 25.674 35.9952 27.0587 38.1562 23.35 22.8399 33.8934 22.7273 35.0515 24.0329 27.2628 22.579 33.4786 32.1848 30.2588 38.1105 36.1993 31.948 29.9418 29.0718 22.3582 22.3453 34.5986 22.2313 38.8187 27.5505 29.5964 21.2754 -threshold=0.12591913124549686 0.0026891310826627365 0.40967365967365971 0.99674387764228989 0.42206477732793529 0.24662162162162166 0.022992613841957579 0.36515151515151517 0.24662162162162166 0.34833164812942369 0.057189542483660136 0.20942982456140355 0.41042780748663105 0.88052459584666576 0.002334572657710482 0.015323723475828306 118.50000000000001 94.500000000000014 0 127.50000000000001 7.7321860639310456e-05 25.500000000000004 1 112.50000000000001 0.0019661444352373934 34.500000000000007 0.73747358317378942 0.0081283888778162644 28.500000000000004 0.32481992054068576 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 -left_child=1 -1 7 4 5 9 22 13 -9 11 -11 12 -4 14 -2 -16 17 18 -15 -18 -21 -17 -3 -19 -25 26 27 28 -8 -6 -right_child=2 6 3 -5 29 -7 25 8 -10 10 -12 -13 -14 16 15 21 19 23 -20 20 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=0.0033319350613649416 0.0041014972539197281 -0.0064521775940767695 -0.066567922818106598 0.018608752527803831 0.00087937207546650632 -0.156117198484687 -0.011972674224551776 -0.0057306839056488444 -0.054679753816128246 0.1613329572928684 -0.05448629787002969 0.069801213148156696 0.034276032371892265 0.0029242767560066999 0.0080429913665798908 0.023479038585968486 0.0041624911976307745 -0.023634089377089489 -0.0025785982299054724 0.024391636873817343 -0.012986111399618892 -0.00010745323018445334 -0.035913844082309708 -0.083720094276045112 -0.0021665112781668965 -0.0026098986047805059 0.046712932538391962 -0.019509430575655982 0.035161166909126261 0.0070957151596190704 -leaf_weight=10249.625204689801 21944.561857119203 768.94295052811503 32.263545320369303 1183.5850490485318 188029.72678045463 11.159370377659796 224.87318402528763 4167.5883520953357 146.42778694815934 8.7502738051116449 53.756831279955804 159.71322980336845 158.55492551811039 14218.131451542489 4971.7203324735165 523.45845209062099 14994.885555665009 1242.6521191475913 74862.807691177819 241.14772582473233 1926.0054829721339 307973.40639001131 389.15666740853339 54.079658264759928 1366.0789474286139 86130.584120123647 244.63524447381496 363.42223758250475 326.86646351963282 5671.7079060971737 -leaf_count=46358 77846 10894 153 124498 1036344 47 1120 20468 634 43 237 850 829 162883 17409 1727 189870 21490 873684 10810 26711 1037253 5161 3039 15950 486963 1607 1843 1591 18856 -internal_value=0 -0.00199461 0.000265653 0.00122264 0.00111664 0.0263453 -0.00261186 -0.000150966 -0.00739213 0.031275 -0.0242741 0.0411806 0.0172254 -8.06597e-05 0.000325541 6.12025e-05 -0.00133169 -0.00205263 -0.00170025 0.00252224 -0.00882694 -6.74316e-05 -0.016718 -0.0138411 -0.00527207 -0.00242471 0.011328 0.00186908 0.0159508 0.00106139 -internal_weight=0 98698.1 643942 195309 194126 424.198 88448.5 448633 4314.02 413.039 62.5071 350.532 190.818 444319 335413 313469 108906 91743.7 89080.9 17162 2167.15 308497 1158.1 2662.81 1420.16 87290.4 1159.8 915.162 551.74 193701 -internal_count=4197168 555537 3641631 1181857 1057359 2159 509179 2459774 21102 2112 280 1832 982 2438672 1134235 1056389 1304437 1077046 1036567 227391 37521 1038980 16055 40479 18989 493124 6161 4554 2711 1055200 -cat_boundaries=0 1 2 -cat_threshold=32 13 +num_cat=1 +split_feature=3 0 1 3 0 2 1 8 8 10 4 8 8 1 6 8 0 2 11 8 8 7 7 5 6 0 6 0 2 7 +split_gain=28.6538 15.7168 15.3633 14.1648 30.3285 24.0777 19.0691 22.5515 18.4775 22.1189 18.4786 17.448 19.1894 24.2899 23.7665 16.4239 18.8803 14.9699 23.4837 14.6625 102.375 14.5741 38.9584 29.2311 24.7448 43.9012 26.0837 19.0375 18.2233 14.5146 +threshold=0.042252600000000008 0.00094965000000000013 2.1050000000000003e-05 0.21155695000000005 0.010256900000000001 0.0098395000000000028 0.27292540000000004 355.00000000000006 79.000000000000014 1.0000000180025095e-35 0.14434523809523811 85.000000000000014 95.000000000000014 0.0086558500000000014 0.15075757575757578 27.000000000000004 0.078503950000000003 0.019786150000000006 0 105.00000000000001 103.00000000000001 0.43875000000000003 0.43019480519480524 0.06458333333333334 0.36939571150097467 0.0026105000000000004 0.53137254901960795 0.00040505000000000006 0.077201650000000011 0.93933823529411775 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 +left_child=1 -1 -2 4 19 -6 7 21 10 -10 -7 -11 13 14 -13 16 -12 18 -8 20 -4 22 -5 24 25 28 -26 29 -24 -23 +right_child=2 -3 3 6 5 8 17 -9 9 11 15 12 -14 -15 -16 -17 -18 -19 -20 -21 -22 27 23 -25 26 -27 -28 -29 -30 -31 +leaf_value=0.023026862376174316 0.018649157488281668 -0.0076978245609275187 0.001691213296731481 -0.00018290047235707893 0.010395853990131338 -0.00060391041106733689 0.017871340728982429 -0.051259351991758476 -0.0056004989741049857 0.0021335230143157899 -0.033635703388510185 0.15109460549448889 0.0077157609520725817 0.014377385629425254 0.011214395980367046 -0.0065353666408360864 0.034645608572194501 0.0018810954156326107 0.0020330009067346159 -0.021085716711176799 0.17078519898603647 0.016691707345234171 -0.62198444233601924 0.12549924956792155 0.057561144641530886 -0.088157897342841407 -0.17617485444871375 0.00094452619428118478 -0.22504808820971869 0.0032250688788323014 +leaf_weight=171.28851668536663 443.78005929943174 5943.4771410208195 31115.184531085193 250125.87199643534 1541.0870607532561 50231.650099880993 1754.0019092559814 85.144763322547078 19327.073169451207 855.59931588917971 51.552101969718933 39.857741311192513 141.16451536118984 52.623805992305279 17.470726102590561 7867.7450738102198 188.81014219671488 8492.7540932148695 2017.2305983304977 280.36294314265251 35.845711469650269 1335.5506032292033 2.1298508890904477 7.6558976341038933 20.58314658980817 61.762160912156105 6.2162964195013037 104898.5009115194 2.5311303585767746 1997.2838836275041 +leaf_count=935 22408 54285 127474 1456459 9968 228819 5598 482 100257 4923 217 194 787 286 103 42458 1078 26992 6457 1294 121 64543 43 53 113 210 21 539591 9 101934 +internal_value=0 -0.00683716 5.14817e-05 3.43783e-05 -0.00095256 -0.00198317 0.000331801 0.000199173 -0.00222535 -0.0048132 -0.00131894 0.00893584 0.0321125 0.0634349 0.108466 -0.00574871 0.0200009 0.00420924 0.0094522 0.00168089 0.00188579 0.000211396 -0.000207959 -0.0623397 -0.077766 -0.110491 0.00334464 0.00118093 -0.406429 0.00862149 +internal_weight=0 6114.77 482997 482553 111746 80314.6 370807 358543 78773.5 20433.8 58339.8 1106.72 251.117 109.952 57.3285 8108.11 240.362 12264 3771.23 31431.4 31151 358458 250227 100.878 93.2226 66.4231 26.7994 108231 4.66098 3332.83 +internal_count=2798112 55220 2742892 2720484 517979 389090 2202505 2163458 379122 106550 272572 6293 1370 583 297 43753 1295 39047 12055 128889 127595 2162976 1456908 449 396 262 134 706068 52 166477 +cat_boundaries=0 1 +cat_threshold=10 is_linear=0 shrinkage=0.1 Tree=192 num_leaves=31 -num_cat=3 -split_feature=0 10 0 3 2 11 8 3 0 4 6 11 11 2 0 0 1 2 2 10 8 8 8 9 1 2 3 3 8 8 -split_gain=199.786 74.6983 62.5199 59.9672 53.1888 42.6765 41.2226 41.0445 40.2924 38.5197 38.0996 37.5784 35.681 34.4752 30.0166 38.9751 53.9647 41.7351 40.4678 40.3069 36.2711 53.996 78.5639 35.3936 35.5373 31.8618 30.9226 26.8984 24.9768 44.0911 -threshold=0.0058233944893070566 1.0000000180025095e-35 0.001056572891662834 0.92180138740876971 0.81387133466728434 0 46.500000000000007 0.98987421612315696 0.00018401709600232062 0.053489702517162473 0.88194444444444453 1 2 0.79466548006524318 0.84141358868483651 0.068406455436827912 0.048572423354899981 0.049426046585737578 0.26279074521453255 1.0000000180025095e-35 178.50000000000003 190.50000000000003 187.50000000000003 1.0000000180025095e-35 0.00024521503567647763 0.20493886638619396 0.044111037925337951 0.76403575806687962 106.50000000000001 109.50000000000001 -decision_type=2 2 2 2 2 1 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 2 7 4 -4 -6 -5 -1 -9 14 13 -10 -8 -11 15 16 17 23 -18 20 26 22 25 24 -2 -22 28 -17 -19 -30 -right_child=9 -3 3 6 5 -7 12 8 11 10 -12 -13 -14 -15 -16 27 18 19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 29 -31 -leaf_value=-0.0323604271300428 -0.012389505240054534 0.0093618648043737023 -0.019267530304078597 0.028737849939834272 0.014606736888057057 -0.014173552985690265 0.0079326523723259237 -0.04029099377806783 0.017589348019323894 0.0020908885398635102 0.26935322335037393 -0.015203986568766759 -0.0081857948660381732 0.012201909400106519 -0.0052146382405539975 0.00069813390899313823 -0.0049290546805803165 0.0056271038577175797 -0.019473147782061818 0.0057231180194471732 0.14994804543081366 0.012837473805087887 0.53151282571539438 -0.016414703168105206 0.0099606251246130012 -0.048345212466647365 -0.0032799618275600462 0.008000175623304585 0.40597516655484012 0.035671624265439038 -leaf_weight=2066.3184071495125 791.89239146001637 1888.0881147622131 5991.1971051977016 411.39432531222701 965.64234544197097 1081.8264088644646 1873.60170879215 413.59945500022877 491.39003062710981 49634.187834261917 5.3619638718664637 1148.7751174053992 5075.6019062706036 3618.0383219728246 11192.92919300124 164872.76689691842 7620.9100946271792 1331.5305826039985 2554.3094551935792 6453.7742556333542 27.746020846068859 167.12556301802397 4.5388235151767722 660.84167494252324 7000.4944044798613 11.445902559906243 49103.692147490568 5203.9647945538163 3.2598032467067233 236.0729735866189 -leaf_count=337762 17316 103079 334686 19914 39195 54998 112939 239536 142987 265202 26 358994 355119 29631 51486 662414 96176 15405 25587 51683 175 1752 38 8958 119567 106 718866 31288 27 2256 -internal_value=0 -0.00963118 -0.0114684 -0.00854098 -0.0145123 -0.000597864 -0.00201956 -0.0224098 -0.0123983 0.000356803 0.00280469 -0.00536463 -0.0038404 0.00277785 -0.000149999 8.03996e-05 -0.00180279 -0.000754642 -0.00858009 -0.00172169 -0.00266591 0.0387231 0.13765 0.00580496 0.00768932 0.092037 -0.00283813 0.00092156 0.0109731 0.0407153 -internal_weight=0 21407.4 19519.3 15399.3 8038.67 2047.47 7360.6 4120.08 2053.76 310495 53257.6 1640.17 6949.2 53252.2 257237 246044 75967.6 65792.4 10175.2 57339.2 50885.4 210.856 43.7307 8453.23 7792.39 39.1919 50674.6 170077 1570.86 239.333 -internal_count=4197168 2099209 1996130 916851 428879 94193 487972 1079279 741517 2097959 294859 501981 468058 294833 1803100 1751614 1057912 936149 121763 790308 738625 2071 319 145841 136883 281 736554 693702 17688 2283 -cat_boundaries=0 1 2 3 -cat_threshold=3 12 12 +num_cat=2 +split_feature=0 0 3 2 0 11 7 11 10 3 3 10 1 3 8 0 2 7 8 4 1 8 1 0 1 8 8 8 3 8 +split_gain=136.653 46.0763 40.357 38.6338 33.5329 31.1063 27.8768 24.3831 24.5888 20.8676 20.7917 20.7866 19.7076 19.1433 19.9893 31.327 24.2602 30.2291 22.911 22.7579 23.5953 22.2087 22.1659 19.8483 19.7257 18.8429 18.8219 23.851 25.3036 19.9272 +threshold=0.0014214000000000002 0.0075038500000000011 0.98339625000000008 0.031331250000000005 0.00022515000000000002 0 0.50373134328358227 1 1.0000000180025095e-35 0.28322475000000008 0.99346695000000007 1.0000000180025095e-35 0.0015832500000000002 0.030517350000000002 57.000000000000007 0.9014118000000001 0.11693160000000001 0.32916666666666672 27.000000000000004 0.080540540540540564 0.0045347500000000006 79.000000000000014 0.13992520000000006 0.67191475000000012 0.010231450000000001 21.000000000000004 89.000000000000014 99.000000000000014 0.17219405000000002 105.00000000000001 +decision_type=2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=3 2 6 4 -1 10 11 -3 13 -8 -6 -2 -4 -9 15 16 23 18 -18 20 -17 22 -16 -15 -23 -5 -26 28 -28 -29 +right_child=1 7 12 25 5 -7 9 8 -10 -11 -12 -13 -14 14 21 19 17 -19 -20 -21 -22 24 -24 -25 26 -27 27 29 -30 -31 +leaf_value=-0.037018816877431103 -0.0058078761221747668 -0.0014310980161200062 0.016759054460066168 0.13462165286672798 -0.0058113400055341095 -0.017033898283819553 -0.0013988886829965309 0.013238630664407572 0.0039835897469141391 -0.019323144134865963 0.020723985227554174 0.009676897043606407 -0.0069486151142475142 0.00404032624648563 0.0091521970408906875 -0.040609458795390178 0.012902593593514984 -0.0048515763704384566 -0.00028034446491178623 0.0049619017739516184 -0.01117666002953655 -0.00087411082699583335 -0.0073901761356250139 -0.0020779385849296803 0.0030052905811633174 -0.034104596169158695 0.003915157078928237 -0.033715156918112207 0.057960726392311868 0.01386974697977369 +leaf_weight=464.59202579240082 9418.1904076100327 50410.941582798958 1153.0078484858386 6.6570347570814183 831.32822940615006 1680.7102846696507 870.08289103163406 1175.4139653258026 24862.79296605289 2562.2106925928965 457.94425560371019 954.79706084635109 503.86347085610032 18484.140603423119 6575.0327158141881 414.24914643168449 1371.3931135572493 17483.384004872292 34064.175392329693 455.81136490404606 795.260568164289 20468.2241122704 923.81755363382399 7435.1819669157267 13245.735827742144 1154.3173943548463 139.4168763384223 108.42363732680678 228.79296558536589 467.31773215532303 +leaf_count=254496 390328 310808 54974 600 123324 333024 32097 10467 111387 129456 102199 20544 19118 139862 35477 1700 7319 126832 225286 2527 3757 132720 4530 24387 59522 136723 598 497 1134 2419 +internal_value=0 6.09817e-05 -0.00519754 -0.0173668 -0.0120361 -0.00812802 -0.00696743 0.00046934 0.00111364 -0.0147794 0.00358608 -0.00438256 0.00954942 0.00053752 0.00041581 -0.000507979 -0.000221276 -0.00144895 0.000229849 -0.0140808 -0.0212572 0.0021799 0.00711427 0.00228525 0.00111226 -0.0331371 0.00397755 0.0176205 0.0374972 0.00490856 +internal_weight=0 214572 15462.2 4595.55 3434.57 2969.98 13805.3 199110 148699 3432.29 1289.27 10373 1656.87 123836 122660 80503.6 78838.3 52919 35435.6 1665.32 1209.51 42156.8 7498.85 25919.3 34657.9 1160.97 14189.7 943.951 368.21 575.741 +internal_count=2798112 1847746 646517 950366 813043 558547 572425 1201229 890421 161553 225523 410872 74092 779034 768567 531670 523686 359437 232605 7984 5457 236897 40007 164249 196890 137323 64170 4648 1732 2916 +cat_boundaries=0 1 2 +cat_threshold=12 8 is_linear=0 shrinkage=0.1 Tree=193 num_leaves=31 -num_cat=2 -split_feature=1 1 3 6 1 0 8 0 0 6 11 2 1 11 2 8 8 8 1 8 2 10 8 0 2 8 10 0 4 8 -split_gain=110.881 25.8119 30.7085 20.8895 20.3676 33.38 28.5521 18.5624 17.5052 17.2163 16.8465 15.6213 14.9573 14.6957 14.1105 14.0667 22.9705 14.7899 14.0203 13.9303 26.334 134.205 158.715 13.6333 12.6836 21.8576 13.5659 28.643 16.2838 25.1732 -threshold=0.0011428137120446347 0.0002515561539540464 0.89572603379816618 0.051315789473684217 0.009379422297638813 0.012933399442740559 46.500000000000007 0.00050540279666717251 0.005049783711097002 1.0000000180025095e-35 0 0.0023110085432641579 0.8086606972296565 1 0.81387133466728434 247.50000000000003 187.50000000000003 250.50000000000003 7.7321860639310456e-05 127.50000000000001 0.0010735533915711421 1.0000000180025095e-35 142.50000000000003 0.011787538038820588 0.4000045589291687 52.500000000000007 1.0000000180025095e-35 0.052501000655660164 0.096006144393241177 121.50000000000001 -decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 7 -3 8 5 13 -7 9 10 18 -4 -8 14 -2 24 16 -14 -17 -1 -12 21 -21 -23 -16 -6 -26 -27 28 29 -28 -right_child=4 2 3 -5 12 6 11 -9 -10 -11 19 -13 15 -15 23 17 -18 -19 -20 20 -22 22 -24 -25 25 26 27 -29 -30 -31 -leaf_value=-0.034620348129640592 0.0071069511635311212 -0.023492441798841843 -0.022340372519871213 -0.027288159462546348 0.0018239730237531067 -0.033276075704908703 0.066382980538729472 -0.044424657841194592 -0.025904829307810476 -0.055593515252588155 0.0083362379738651914 -0.0063821094971472153 -0.0043910886594017706 -0.0023265476303074057 0.034722562378408123 0.088485288798032635 -0.059618539499114921 0.010703842642875876 0.0093712888424019869 -0.07552896511139609 0.061458117097045128 6.4653914664729459 0.705478368568355 0.0066499372497815339 -0.0057665170232395011 0.00320135334450849 0.17737842743327226 0.0051164914374022021 -0.014028626953447957 -0.0056916902316088147 -leaf_weight=108.27892152006461 3164.1893103173934 1348.5172497642925 177.41176954953698 308.12247810544432 66534.388066589367 408.34261830709147 29.628480337101792 489.05200445622904 204.52483111934271 85.455222526506986 1093.4187219750311 6988.5158501970582 4683.8920439779758 3436.8521053945879 233.93755508866161 28.221984386444092 76.542000353336334 182.73201878368855 218.9171452417504 0.65370915553649211 28.923069533891976 0.076445593265816569 0.12784275761805475 664.07235352694988 5825.5959891472012 2763.1126009998843 27.693487908691168 110.00759449508041 10.300316635519264 10.306414127349852 -leaf_count=212209 260975 463775 84390 111294 646804 44556 3850 398337 68310 97758 325363 707794 16433 317603 4766 127 267 725 237168 291 6912 25 28 16735 122163 45413 398 2410 165 124 -internal_value=0 -0.0163208 -0.0120646 -0.00356568 0.000546967 -0.00297152 -0.00757056 -0.0312451 0.00129064 -0.0156255 0.00556721 -0.00607492 0.00115516 0.00220261 0.00150198 -0.00415931 -0.00527908 0.0211097 -0.00518685 0.0100844 0.0776542 0.623623 2.86086 0.013963 0.00135334 -0.00222656 0.00483245 0.0333017 0.0974958 0.127726 -internal_weight=0 4063.48 3161.78 1813.26 95178.3 14027.5 7426.49 901.703 1505.14 412.651 1300.61 7018.14 81150.8 6601.04 76179.4 4971.39 4760.43 210.954 327.196 1123.2 29.7811 0.857998 0.204288 898.01 75281.4 8747.02 2921.42 158.308 48.3002 37.9999 -internal_count=4197168 2005860 1060388 596613 2191308 1334778 756200 945472 485319 547135 417009 711644 856530 578578 838978 17552 16700 852 449377 332619 7256 344 53 21501 817477 170673 48510 3097 687 522 -cat_boundaries=0 1 2 -cat_threshold=16 13 +num_cat=0 +split_feature=1 3 1 1 1 0 5 2 1 6 0 8 1 3 1 6 6 8 8 0 2 8 0 3 6 0 1 5 5 0 +split_gain=63.3268 21.8599 20.3583 18.4033 13.8685 25.4597 12.8822 13.2746 12.3483 14.9467 11.9243 12.4985 10.8415 11.3706 10.0841 9.81744 21.1052 9.5719 23.7526 54.641 294.439 205.667 45.1273 16.3077 46.3657 15.6799 14.7206 12.7895 71.2256 9.02953 +threshold=0.0011435500000000003 0.98686355000000014 0.00029825000000000007 8.4750000000000014e-05 0.016884750000000004 0.0018787500000000002 0.17156862745098042 0.0023496500000000004 0.0012847500000000001 0.65686274509803932 0.043801900000000012 31.000000000000004 0.0025255000000000004 0.67501920000000015 0.65175950000000016 0.46410256410256417 0.45584415584415588 61.000000000000007 53.000000000000007 0.029647800000000005 0.43841780000000008 55.000000000000007 0.043801900000000012 0.030517350000000002 0.96428571428571441 0.025153700000000005 0.0011178500000000003 0.075498575498575513 0.10836594911937379 0.0029930500000000006 +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 -3 5 -2 7 -7 9 -8 12 -12 13 -9 -6 16 -15 18 25 27 26 22 -22 24 -19 -4 -21 -20 -29 -16 +right_child=4 3 17 -5 14 6 8 10 -10 -11 11 -13 -14 15 29 -17 -18 23 19 20 21 -23 -24 -25 -26 -27 -28 28 -30 -31 +leaf_value=-0.042097563560476933 0.0099016818859918674 -0.040203319871746218 -0.0092626767762666422 0.002239461504710038 0.0020588525477123415 0.028951848201395115 0.16737037316647368 -0.020586254450958911 0.016563960421442047 1.1556829940473696 -0.028897356229050833 -0.0072914507895885904 3.5090862486695363e-05 0.0005384111275777186 0.098370373415127652 -0.038315833980854946 1.127136977487273 0.027501307204295534 0.036053799263997231 -0.075192504227610923 7.9062670722781654 -0.075211310182846103 4.5351148701529178 -0.030624189975435957 1.5746014530648018 -0.046241505971930857 1.4834429015533517 2.9415423408402259 -0.075549472685155772 -0.0015939173376104173 +leaf_weight=353.76281243155063 1512.5462608756498 114.86036835846619 1117.0847382863867 924.05891472140672 39146.569497922435 118.39928032737225 2.8437615239527072 578.51532330503687 235.13859177310951 0.16172495926730324 285.41029421892017 4324.2432372311596 5342.5912667568773 783.47515970189124 9.0441842973232252 69.974119671853259 0.16631983360275526 0.96833126281853654 15.27415120776277 1.0916934525594104 0.062645263737067469 0.092897126218304038 0.10845198226161301 383.4239677003934 0.2421566559933126 127.7833007874433 0.064155868254601844 0.099443087587133827 0.36706658266484737 9962.7618823200464 +leaf_count=268233 97458 255098 335768 420083 348642 7984 364 104152 11016 9 25050 364142 259290 95897 30 9382 27 241 4597 357 20 26 29 117607 33 40050 14 25 82 32406 +internal_value=0 -0.014221 -0.0203327 -0.00245291 0.000561115 -0.00230952 -0.00388265 -0.00435926 0.0191384 0.220551 -0.0047057 -0.0086292 -0.00203607 -0.00976257 0.00133569 -0.00242711 0.00077752 -0.0156568 -0.0114477 0.105399 0.699535 3.71275 5.76942 -0.0294672 0.336997 -0.0130585 0.0113202 0.0518069 0.567586 -0.00150325 +internal_weight=0 3039.35 2000.43 1038.92 62371.8 13253.5 11740.9 11502.8 238.144 3.00549 11384.4 4609.65 6774.72 1432.13 49118.4 853.616 783.641 1646.66 1262.03 17.1605 1.41984 0.263994 0.171097 384.634 1.21049 1244.87 1.15585 15.7407 0.46651 9971.81 +internal_count=2798112 1442263 767082 675181 1355849 974771 877313 865924 11389 373 857940 389192 468748 209458 381078 105306 95924 498849 380968 5150 446 75 49 117881 274 375818 371 4704 107 32436 is_linear=0 shrinkage=0.1 Tree=194 num_leaves=31 -num_cat=0 -split_feature=2 5 7 6 6 5 2 10 8 6 9 7 4 6 1 5 6 7 7 5 6 4 5 8 7 5 6 8 2 2 -split_gain=23.8934 18.4516 24.4965 20.233 54.7823 78.2794 47.8681 40.7521 28.6642 40.4999 43.5583 28.6073 39.5009 28.3889 23.8627 23.5841 26.9679 22.4668 21.6413 19.4818 75.0868 24.8565 22.05 29.4431 27.5038 26.4642 19.6192 19.0446 17.9857 17.9493 -threshold=0.0013188303615532309 0.014558022622538754 0.81101190476190488 0.49242424242424249 0.41042780748663105 0.075498575498575513 0.79466548006524318 1.0000000180025095e-35 85.500000000000014 0.25949975949975951 1.0000000180025095e-35 0.27842377260981915 0.14907407407407411 0.27195685670261943 0.0036156340303318325 0.15192307692307697 0.47213622291021679 0.52565789473684221 0.14642857142857144 0.088932806324110686 0.56458333333333344 0.048809523809523817 0.26969696969696971 115.50000000000001 0.084119496855345921 0.12250000000000001 0.69615384615384623 532.50000000000011 0.071414042155384494 0.74326077887099717 -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 27 3 4 8 6 17 19 28 -10 13 18 14 -11 -13 16 -16 -6 -7 20 -5 -22 23 25 -24 -21 -25 -2 -3 -20 -right_child=1 2 -4 7 5 11 -8 -9 9 10 -12 12 -14 -15 15 -17 -18 -19 29 22 21 -23 24 26 -26 -27 -28 -29 -30 -31 -leaf_value=-0.017672916859712447 0.0002912751345978098 -0.0074098503703825648 -0.023922292192424508 0.12279677822537705 -0.093637915049081616 -0.0035478502004322125 -0.25883486592981558 -0.071817567066732257 -0.016278960741210834 0.10606623356884448 0.19342605095440768 0.04596916056031182 0.14174638066031234 0.0031342414562479551 -0.074955666905081583 0.068044190584079497 0.15836960517663734 0.060173151068379532 -0.10936058187752584 -0.1116958350271654 0.0253849686115066 -0.12830795304205622 0.019813065606600989 0.043608744547644795 0.18015998801485933 -0.014296088171394048 -0.079337589311977902 0.040668008568719098 0.0018120989113249025 -0.36344283810694789 -leaf_weight=747.79808780190069 657435.40070784255 2692.7825377776753 540.08461995981634 64.576100525446236 105.13488068897277 20.274565983563662 17.137632191181183 57.651475574821234 2642.5503073073924 27.90685184346512 12.794536533765493 57.573185051325709 20.842544998973608 672.30231565097347 72.970680644735694 17.92483981885016 5.3143986612558356 10.439541311003266 19.383133083116267 31.093516648747027 21.800870191305876 20.341031698510051 583.84550727810711 126.64409375051036 10.896873085759578 271.27936271578074 14.461356858722864 116.83876337483525 9854.0828734412789 3.2459596544504157 -leaf_count=134424 3945896 40558 4564 261 586 108 71 301 20094 127 50 423 78 3927 343 84 21 54 124 182 105 120 3113 610 43 1426 69 1076 38315 15 -internal_value=0 0.000211992 -0.00294719 -0.00229819 -0.00322431 -0.0423449 -0.102871 0.010218 -0.0023627 -0.0105723 0.0105777 -0.00541859 0.0125566 0.0072366 -0.00495278 -0.0354251 -0.0591163 -0.0797446 -0.0785808 0.0143487 0.0550351 -0.0487995 0.0101666 -0.00671011 0.0227509 -0.0243119 0.0310084 0.00029845 -0.000167097 -0.145807 -internal_weight=0 675548 17995.3 17455.3 16252.7 350.241 132.712 1202.59 15902.4 3355.55 713.004 217.529 174.626 700.209 153.783 96.2099 78.2851 115.574 42.9037 1144.94 106.718 42.1419 1038.22 443.478 594.742 302.373 141.105 657552 12546.9 22.6291 -internal_count=4197168 4062744 115772 111208 104978 1907 711 6230 103071 24198 4104 1196 949 4054 871 448 364 640 247 5929 486 225 5443 2287 3156 1608 679 3946972 78873 139 +num_cat=1 +split_feature=2 2 3 11 8 7 6 8 7 7 6 3 5 5 2 0 6 4 6 5 4 6 6 6 3 4 1 2 6 6 +split_gain=15.3547 11.8318 31.0367 20.1167 12.9385 12.7174 37.641 19.88 21.9593 30.967 48.8637 40.2318 26.0263 24.5922 18.8323 25.5684 17.9387 18.0947 17.893 18.7804 17.8306 19.5104 26.7448 22.1312 16.6076 17.9246 16.2038 16.0036 15.9112 27.3575 +threshold=0.00065455000000000016 0.0038998500000000003 0.99485675000000018 0 33.000000000000007 0.60791925465838526 0.39009661835748799 65.000000000000014 0.66228070175438603 0.64852941176470602 0.21525096525096529 0.82437455000000004 0.023532668881506093 0.033060109289617494 0.0080499500000000019 0.00022515000000000002 0.31643132220795894 0.28464818763326233 0.13714733542319751 0.030776515151515155 0.18834459459459463 0.29893617021276603 0.28464818763326233 0.26766169154228864 0.3177185500000001 0.15192307692307697 0.00033625000000000001 0.040235400000000011 0.43534002229654406 0.46770833333333339 +decision_type=2 2 2 1 2 2 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 -2 -4 -5 28 7 8 9 12 18 -12 -7 -14 15 -15 17 20 -11 -20 21 22 23 24 -16 -26 -17 -9 -3 -30 +right_child=1 5 3 4 -6 6 -8 27 -10 10 11 -13 13 14 16 26 -18 -19 19 -21 -22 -23 -24 -25 25 -27 -28 -29 29 -31 +leaf_value=-0.057740613647822903 -0.023129210897404287 -0.00032007565116036777 -0.013998153326773226 0.0067372468430895466 -0.0076306803948654155 0.0038491442997914405 0.18302357541560821 -0.011398529669608717 0.0016917882955232407 -0.090281744863718316 0.099145634788042863 0.38959971191515408 0.18537731238521601 0.87685253138592412 0.007126921046484519 -0.076369061423965212 0.19112810202205038 0.24213687430960373 0.085540845506169277 -0.06784490293707432 -0.032943034914026219 -0.085822191926681751 0.17174486434618286 -0.072400313072319297 0.047747352515570038 0.15761558038408796 0.29061703795865401 -0.00069386492758016457 0.017694058045670553 0.0012662066115107303 +leaf_weight=45.729278824292123 769.77471110575516 288431.16121968837 933.45423262903932 2222.3618715894409 872.93561206680806 1562.6795812286146 11.389221608638762 1495.7643921761774 77925.164505457185 17.433489603921771 55.702172607183456 5.2153704129159442 10.494543163105844 0.52471798099577327 90.005166962742805 2.0116453152149916 6.48880910873413 3.7263187803328028 23.476118171587586 12.095007540658115 51.905325639992952 13.43658474087715 14.074720252305267 19.416078239679337 97.541295496746898 17.515832290053368 2.9935506489127874 21066.215709082782 1034.8672473914921 49594.179623620585 +leaf_count=11764 40536 1538131 90431 203645 96161 8235 42 35231 442989 116 214 36 48 30 428 89 24 20 114 88 312 84 59 112 575 101 101 89811 4785 233800 +internal_value=0 0.000208338 -0.00473049 -0.00121504 0.00267656 0.000262009 0.00123805 0.00121785 0.00195777 0.0122864 0.0629218 0.124012 0.00923882 0.0347507 0.0298052 0.212743 0.0265846 0.0231138 -0.00728886 0.0333861 0.0204282 0.0314217 0.0380255 0.0296413 0.039303 0.0644732 0.143121 -0.00140354 -3.30688e-05 0.00160199 +internal_weight=0 446364 4798.53 4028.75 3095.3 441565 102505 102494 79931.9 2006.74 113.922 60.9175 1892.81 330.135 319.64 5.52991 314.11 307.621 53.0046 35.5711 303.895 251.99 238.553 224.478 205.062 115.057 5.0052 22562 339060 50629 +internal_count=2798112 2786348 430773 390237 299806 2355575 578859 578817 453775 10786 568 250 10218 1983 1935 220 1715 1691 318 202 1671 1359 1275 1216 1104 676 190 125042 1776716 238585 +cat_boundaries=0 1 +cat_threshold=2 is_linear=0 shrinkage=0.1 Tree=195 num_leaves=31 -num_cat=3 -split_feature=3 0 11 2 7 2 2 8 11 9 8 1 8 0 8 0 2 4 5 8 8 7 4 11 0 1 8 8 1 1 -split_gain=38.6882 19.6419 20.4521 20.8788 22.9489 19.8786 19.5249 25.3907 18.7083 17.558 22.1836 34.794 27.733 30.6009 28.7333 30.0373 24.9047 24.956 24.6052 20.6539 31.1148 19.4974 26.0501 19.7572 20.146 18.8316 23.9655 23.3804 17.3142 17.2384 -threshold=0.070916477678786269 0.87453036761691083 0 0.049426046585737578 0.25403225806451618 0.0080002855578559361 0.001557080858703322 118.50000000000001 1 1.0000000180025095e-35 73.500000000000014 0.044591114278853324 64.500000000000014 0.10904609234046993 40.500000000000007 0.0015541765677351284 0.012611930216109374 0.36914203316510458 0.63333333333333341 139.50000000000003 142.50000000000003 0.35388994307400384 0.34216027874564464 2 0.3179151799363904 0.0084096564321017031 178.50000000000003 91.500000000000014 0.01417180368562233 0.000125216287689798 -decision_type=2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 -left_child=6 2 3 4 8 -3 7 -1 -2 10 11 12 14 -14 15 -8 18 21 -16 -11 -21 22 23 24 -18 26 27 -12 -15 -4 -right_child=1 5 29 -5 -6 -7 9 -9 -10 19 25 -13 13 28 16 -17 17 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.068379093417743855 0.0040176840808468324 0.086417381268361113 0.0031940173914874513 0.00030650444350661406 0.0053553637287611158 0.012360536528631181 0.099841784267946529 0.080051140335634596 -0.00042261607682918235 -0.011058399238443938 -0.031552459341301957 -0.010532085378368111 0.0065243150488451841 0.088592698785483426 0.011175138483974291 0.013405372187889987 0.0095114933477809041 -0.01523748440401549 0.23134560023084388 0.19698648920512829 -0.028126633153424802 -0.0051554886125597787 0.11624556669504141 -0.0018388625985787039 -0.0079389324163220941 0.00011059942629897202 -0.067384419134467452 -0.0074764086692531082 -0.014492346466886845 -0.00056617239125080832 -leaf_weight=83.769886709284037 14334.277515240945 38.09781389683485 12655.094996115658 298634.22554176301 17849.146680430043 745.52698493003845 42.129267632961273 13.363124469295142 28032.254904447123 3035.0674613378942 436.53949542716146 3278.3078775145113 204.19725693762302 95.465259030461311 1445.7036664485931 879.69165338203311 3904.9513882175088 1261.0766156949103 5.093730852007865 11.913996189832689 12.669038433581589 6333.4325867630541 19.832008138298988 6977.854751739651 796.51775895059109 2676.8540950082242 71.941128291189671 5305.2289906442165 19.646528489887714 333233.42629439151 -leaf_count=3003 180221 260 321155 1118618 298656 4456 167 387 373551 24505 3266 21848 1250 674 14927 5402 22215 9395 50 45 122 39273 149 44031 5230 22329 738 40567 140 1640538 -internal_value=0 0.000137716 0.000120121 0.000649003 0.0023477 0.015961 -0.00318339 -0.0479587 0.00108056 -0.00306526 -0.00240775 -0.000921578 0.000511461 0.0297675 8.02966e-05 0.0173557 -0.00068737 -0.00163751 0.0119482 -0.010319 0.0809729 -0.000686415 0.00173295 0.00153851 0.00654115 -0.00682989 -0.0100256 -0.00930688 0.0709988 -0.000428585 -internal_weight=0 705522 704738 358850 60215.7 783.625 36911.2 97.133 42366.5 36814.1 33754.5 25263.9 21985.6 319.309 21666.3 921.821 20744.5 19293.7 1450.8 3059.65 24.583 18032.6 11699.2 11679.3 4701.47 8490.56 5813.71 5741.77 115.112 345889 -internal_count=4197168 3937455 3932739 1971046 852428 4716 259713 3390 553772 256323 231651 164751 142903 2064 140839 5569 135270 120293 14977 24672 167 110898 71625 71476 27445 66900 44571 43833 814 1961693 -cat_boundaries=0 1 2 3 -cat_threshold=56 32 3 +num_cat=1 +split_feature=3 8 2 2 11 0 0 7 0 3 0 1 8 7 7 6 4 4 5 4 6 7 5 8 1 7 1 2 3 3 +split_gain=25.0802 15.3244 13.6407 13.3703 13.1666 14.2552 13.1401 17.4835 17.4263 16.8433 14.2424 13.1157 11.746 11.4969 30.3969 35.6483 32.0777 24.2603 41.3438 24.0506 22.5174 20.9169 25.1346 20.2134 20.9536 19.7733 17.2681 17.7744 16.7498 16.7358 +threshold=0.060108850000000005 107.00000000000001 0.0014907000000000002 0.00065455000000000016 0 0.9014118000000001 0.13550345000000003 0.06015377657168703 0.87149980000000016 0.035131550000000004 0.00081995000000000017 2.1050000000000003e-05 17.000000000000004 0.40967365967365971 0.42365967365967372 0.2561121049493143 0.20942982456140355 0.24795081967213117 0.038098693759071121 0.20256410256410259 0.24837662337662339 0.36515151515151517 0.24662162162162166 21.000000000000004 0.00013875000000000004 0.37321428571428578 0.32698405000000003 0.29341555000000002 0.70241250000000011 0.12959220000000002 +decision_type=2 2 2 2 1 2 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 -2 5 -4 7 -6 -8 10 -9 -5 -13 21 15 17 19 -15 -19 -17 -20 -14 25 28 -25 -23 29 -28 -16 -26 +right_child=3 -3 4 11 6 -7 8 9 -10 -11 -12 12 13 14 23 16 -18 18 20 -21 -22 22 -24 24 26 -27 27 -29 -30 -31 +leaf_value=-0.055023871495560997 0.040362106603798444 -0.039349447937814891 -0.012815335365391943 0.017448981236911434 0.00419029749460882 0.0053221907217774252 -0.012344005894922905 0.084104027668586517 -0.00044215031432050299 -0.0018432005630425229 -0.022943885311478385 0.013108196453787323 -0.00018662073608892351 -0.15104072128980464 0.033621510595139591 0.035555894717684833 0.10421962326543391 -0.044665118105426851 0.092009470168698579 -0.14257076161761095 -0.16143397398742068 -0.060721884083026714 -0.053429152983902543 0.0073639111234885535 -0.0028486176358655966 -0.0053124598074860705 0.0075329470429415547 -0.025485300078158912 -0.0072177686132000249 0.00063766876862120746 +leaf_weight=51.54757858812809 82.464787639910355 121.28025979176164 2410.7574080713093 434.99379404913634 4807.4657572358847 528.28556314110756 2364.7997390776873 12.701534837484358 2564.0436901077628 2454.2976519539952 578.58770463988185 690.67376785119995 324486.04524609167 11.369353763759134 332.62950263917446 146.66679676808417 80.403374983463436 76.39346803445369 45.778992361854762 7.9930588454008094 3.7962469160556784 65.691768464632332 117.62442458607256 4515.8446930169594 15586.874027788639 3285.2652244865894 4591.1607858017087 169.03972254693508 143.86323441145942 118098.7008105439 +leaf_count=2339 11252 1282 18550 22407 29377 5854 19341 73 25239 15608 4731 3033 1762722 55 1151 840 510 373 246 38 14 343 557 148892 77342 16746 17120 666 946 610465 +internal_value=0 -0.0039388 -0.00366651 9.97899e-05 -0.00349812 -0.00952276 -0.00210373 0.000434754 -0.00615252 -0.00549338 -0.0206444 9.27687e-05 7.67887e-05 5.77105e-05 0.000803196 0.0293361 0.0529853 -0.0111411 0.00148556 0.02635 0.0726019 -0.00026919 -0.00799357 0.000729117 0.000660583 -0.0063987 0.000441933 0.00636043 0.0212913 0.00023119 +internal_weight=0 15893.8 15772.5 472973 15720.9 2939.04 12781.9 7853.05 4928.84 3045.59 591.289 472891 472456 471765 143811 372.401 235.063 137.338 125.969 154.66 49.5752 327955 3468.58 143438 142962 3350.96 138446 4760.2 476.493 133686 +internal_count=2798112 122394 121112 2675718 118773 24404 94369 49789 44580 20412 4804 2664466 2642059 2639026 858658 2076 1388 688 633 878 260 1780368 17646 856582 854485 17089 705593 17786 2097 687807 +cat_boundaries=0 1 +cat_threshold=4 is_linear=0 shrinkage=0.1 Tree=196 num_leaves=31 -num_cat=1 -split_feature=0 1 2 0 8 8 3 7 8 0 2 3 8 1 3 4 0 3 2 0 8 11 0 1 2 10 8 0 3 10 -split_gain=176.652 59.4906 54.7632 46.0707 39.0754 46.2921 53.2355 64.6098 46.3803 61.8909 39.201 37.4069 33.2396 31.6365 39.1129 44.6008 36.0707 30.3805 30.2377 29.7149 29.5364 65.1886 34.7144 35.7632 32.3366 29.6165 37.6097 34.3109 29.1201 28.7778 -threshold=0.0017973381175198015 0.00061602294623916746 0.040384417575753555 0.00050540279666717251 46.500000000000007 106.50000000000001 0.19440876076710989 0.45584415584415588 118.50000000000001 0.059913150215792556 0.23259095304281313 0.99185963469390426 97.500000000000014 0.010118751614546534 0.12230334144234294 0.30094339622641514 0.054874212430491516 0.047151847267993166 0.95268957704345614 0.03383229345102836 76.500000000000014 0 0.70325040902418612 0.002755814676574203 0.020440097259041095 1.0000000180025095e-35 85.500000000000014 0.4384879806401259 0.75652455599835966 1.0000000180025095e-35 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 -left_child=2 29 3 -1 28 6 20 10 9 17 12 -5 -8 18 -15 16 -16 -7 -10 -9 22 -22 24 -24 -6 -23 -27 -28 -3 -2 -right_child=1 4 -4 11 5 8 7 19 13 -11 -12 -13 -14 14 15 -17 -18 -19 -20 -21 21 25 23 -25 -26 26 27 -29 -30 -31 -leaf_value=-0.023691100073432021 -0.0073848990854332806 0.0031853016833489887 -0.030209404988781188 -0.010720502701295702 0.016006840867124308 0.09297920535198316 0.0013031042759343685 -0.011319120233467173 -0.00078256393078968861 0.0044395736315847971 -0.0033558700470366987 0.011449958315765457 -0.026911539590198204 -0.0018976250814740148 -0.0048240366031914259 0.018905411247469899 0.0060996246799553608 0.021235746819672746 0.080278917755541107 -0.004247723075118749 0.022721416551466818 0.0015158546986350286 -0.013790058322586922 -0.0012202322397271738 0.0015727535052178152 0.016854697146693465 -0.0033689977720120106 -0.094285965161400517 0.014766985550693791 0.0078072577524269451 -leaf_weight=1773.2387277575763 13863.065867404453 18733.139939532615 1909.6272352344822 2511.2123353903153 1593.8621669308923 60.771192776039243 48243.615266129375 8203.83785070866 43409.485265445895 9841.2773929052055 34281.817076381762 1091.9484059788228 421.19403075613081 9781.7450410751626 3661.6534707960673 2285.1323220310733 17327.366071522236 2053.3251306945458 46.066033610142767 21557.611648030579 1886.4454593807459 1441.889592256397 2554.6260273605585 19861.339032419026 59213.279431348667 94.003155834972858 65.221580438315868 114.17026558145881 2455.516149434261 1370.0893636294641 -leaf_count=719611 420271 96590 208556 320736 12024 596 501880 239692 345527 40887 300217 169855 3079 40945 47384 9428 66210 29323 679 128103 11153 8626 9328 73747 334243 328 246 474 33709 23721 -internal_value=0 8.22901e-05 -0.0156625 -0.0104956 0.000382865 7.7938e-05 -0.000766252 -0.00219989 0.00198197 0.00777436 -0.000765719 -0.00400168 0.00105891 0.00107687 0.00340834 0.00563835 0.00419393 0.0232981 -0.000696633 -0.00619698 0.00109476 0.00996067 0.000711061 -0.00265275 0.0019511 -0.00418151 -0.0343825 -0.0612312 0.00452748 -0.0060185 -internal_weight=0 324422 7286.03 5376.4 309188 288000 199533 112708 88466.8 11955.4 82946.6 3603.16 48664.8 76511.4 33055.9 23274.2 20989 2114.1 43455.6 29761.4 86824.8 3601.73 83223.1 22416 60807.1 1715.28 273.395 179.392 21188.7 15233.2 -internal_count=4197168 2778410 1418758 1210202 2334418 2204119 1623140 1172971 580979 70806 805176 490591 504959 510173 163967 123022 113594 29919 346206 367795 450169 20827 429342 83075 346267 9674 1048 720 130299 443992 -cat_boundaries=0 1 -cat_threshold=21 +num_cat=2 +split_feature=0 0 2 3 2 0 11 8 4 6 6 4 8 11 3 4 4 6 0 6 4 0 6 4 4 4 4 6 4 6 +split_gain=118.329 39.5644 35.8829 34.6812 49.0453 34.2831 31.2884 24.4897 21.7173 27.0172 35.147 29.6999 21.5615 20.5825 18.4403 17.8039 44.8671 56.8292 25.9302 22.354 29.4431 22.3957 20.3514 17.7802 74.785 106.636 60.2792 67.2181 51.0016 47.8772 +threshold=0.0014214000000000002 0.0082034500000000028 0.014160550000000003 0.86726935000000005 0.83449990000000007 0.00019815000000000002 0 31.000000000000004 0.37668918918918926 1.0000000180025095e-35 0.13423423423423428 0.38278388278388281 31.000000000000004 1 0.96006965000000011 0.71825396825396837 0.65504807692307698 0.10960960960960962 0.70460265000000011 0.091966173361522213 0.8499061913696061 0.19864990000000002 0.089572192513368995 0.60990338164251223 0.57694128787878796 0.59545454545454557 0.64346246973365628 0.17727639000805803 0.55684754521963831 0.36939571150097467 +decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 3 5 4 -2 -1 -6 14 -3 -10 11 -11 -5 -9 -7 16 -13 18 -18 20 21 -17 -22 24 28 -26 -25 -28 -12 -30 +right_child=1 8 -4 12 6 7 -8 13 9 10 23 15 -14 -15 -16 19 17 -19 -20 -21 22 -23 -24 26 25 -27 27 -29 29 -31 +leaf_value=-0.037761362320420148 -0.014379745623778098 0.00012850420660307695 -0.026869812300517434 0.019025673359510203 0.01120342308366158 0.75496122417750011 -0.011859920565664246 0.0045939473517020686 0.00070990754077240197 0.22053662916152272 0.0040175282046771748 0.026520402365370663 -0.0014805133580901401 -0.015021729111981831 0.039167834378614826 0.19604814054803116 -0.13305239751479278 0.033407130550152701 -0.39372790292647503 -0.0068513804562686 -0.18400523466933319 0.07360152961476546 0.10126287613111129 0.075212042982884753 -0.14175508278480331 -0.0084457411040273524 -0.055918168682756335 0.018123048986017087 0.066358607987513404 -0.08560971611238033 +leaf_weight=353.45385813295434 5698.4761148076504 180836.26752670854 1878.0732456761179 547.67803608486429 1540.5017186999321 0.36108117457479139 938.37233334220946 933.40411025061621 10376.72523891367 7.9798057377338401 3938.3878432139754 582.04081951454282 8041.0033267617691 1237.5952959538699 110.77061188651714 17.834075313061476 17.757724493741993 23.319010980427265 4.8604481108486643 41.808018054813147 6.8388609141111356 91.961748411878943 3.942573219537735 154.59110367670655 82.437686216086149 220.50410293973982 141.05161753110588 938.00896431878209 214.92313377000391 22.944272387772799 +leaf_count=208839 241796 1088943 243543 16380 40368 25 37461 190325 49961 30 17991 2627 343034 289692 17942 83 78 98 24 211 30 492 28 744 351 901 681 4393 950 91 +internal_value=0 5.32874e-05 -0.0163074 -0.00461076 -0.00927187 -0.00878087 0.0024702 -0.00429241 0.000448776 0.00387825 0.00892756 0.0285813 -0.000172887 -0.00663616 0.0414935 0.0266432 0.0190111 -0.076134 -0.189069 0.0561582 0.0780057 0.0934905 -0.0796879 0.00618105 0.00325327 -0.0447224 0.0168113 0.0084446 0.00673338 0.0517 +internal_weight=0 214490 4513.66 16766 8177.35 2635.58 2478.87 2282.13 197724 16887.9 6511.19 798.343 8588.68 2171 111.132 790.363 627.978 45.9372 22.6182 162.385 120.577 109.796 10.7814 5712.85 4479.2 302.942 1233.65 1079.06 4176.26 237.867 +internal_count=2798112 1847746 950366 679039 319625 706823 77829 497984 1168707 79764 29803 3701 359414 480017 17967 3671 2827 200 102 844 633 575 58 26102 20284 1252 5818 5074 19032 1041 +cat_boundaries=0 1 2 +cat_threshold=3 12 is_linear=0 shrinkage=0.1 Tree=197 num_leaves=31 -num_cat=0 -split_feature=1 1 0 3 1 6 3 8 0 1 5 6 4 8 3 5 8 2 3 0 1 1 5 5 6 6 6 5 6 4 -split_gain=101.451 22.3397 28.5781 19.9779 22.2064 18.0638 14.905 13.5298 13.4496 12.928 12.5135 33.6325 32.653 74.6448 43.2465 32.4145 20.2321 19.614 12.8066 18.242 15.6534 12.1492 11.9419 30.8621 38.0334 51.2129 19.0284 17.9524 15.7193 14.1535 -threshold=0.00086931002266495995 0.0031155763655300855 0.0025492999607199872 0.94386509177857814 0.00013755236174905482 0.051315789473684217 0.99561026790695606 25.500000000000004 0.0027676633973067345 0.0003505188079461906 0.17156862745098042 0.71825396825396837 0.39696969696969703 118.50000000000001 0.65496970925172293 0.324561403508772 133.50000000000003 0.77420079586410118 0.033685729546901112 0.0027676633973067345 0.001440683592043273 0.001890386185166375 0.014558022622538754 0.023532668881506093 0.20620204603580564 0.21370023419203749 0.11293260473588344 0.022497472194135493 0.057189542483660136 0.74709302325581406 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 2 -2 9 6 8 -5 -3 -6 -1 18 12 16 17 15 -15 -12 -14 19 20 -4 -18 28 24 26 -26 -24 -27 -9 -25 -right_child=1 7 10 4 5 -7 -8 22 -10 -11 11 -13 13 14 -16 -17 21 -19 -20 -21 -22 -23 23 29 25 27 -28 -29 -30 -31 -leaf_value=-0.045392089767972266 0.0056436485721429071 -0.034520639626174895 -0.075307403259873062 -0.047023408967970859 0.0033759370113183719 -0.029957879095622687 -0.005533016603034074 0.0010531651492903203 -0.025764883939732242 -0.021817157889721599 0.0071802368093711157 1.2641839799397585 -0.013343920025162159 1.8768259331039048 2.7115033414204053 -0.075473182227247471 0.13174673292504957 1.1276591532807605 -0.011265089284502393 0.021163362361167667 0.95347635893417104 0.88589844970113996 0.20533374542523017 0.0039322382676575231 0.9326769737485201 0.029170628909367887 -0.038753367756905049 0.42894574874307634 -0.0029672264335723684 0.063452548934534794 -leaf_weight=309.79373031173964 1655.2487318526837 108.2106664814055 0.23873808304779132 253.12451514058921 1066.6832291483734 259.08871611268842 131.59876416828411 70723.392883108929 185.99855171627132 933.65051133016823 43.507250580238178 0.22391733527183433 1.6072409215848886 0.15366753004491318 0.17937201075255871 0.19044013321399689 0.43942593783140083 0.1662410320714115 4131.9886694581946 102.19008870096877 0.38869018200784922 0.41568664275109768 4.7452266439795521 7957.6760347636882 1.1775190578773607 2.7219689297489822 9.7689906703308207 1.912550628185272 11275.63031162275 40.15317666856572 -leaf_count=200138 222794 2427 47 296467 486009 129867 270134 1136021 72780 353136 5624 31 196 21 17 24 26 25 661255 15753 41 31 18 67958 12 113 382 10 275382 429 -internal_value=0 0.000426613 -0.005515 -0.0178397 -0.0113809 -0.00592215 -0.0328312 0.000818012 -0.0009509 -0.0276907 -0.0098288 0.0415507 0.0356833 0.403323 1.45259 0.796361 0.0166479 0.0936104 -0.0103976 0.0244639 0.562021 0.498354 0.000860493 0.00454383 0.127608 0.343774 0.0410476 0.194148 0.000500324 0.00423106 -internal_weight=0 96062.3 5936.94 3139.94 1896.49 1511.77 384.723 90125.4 1252.68 1243.44 4281.69 46.8832 46.6593 2.29696 0.52348 0.344108 44.3624 1.77348 4234.81 102.818 0.627428 0.855113 90017.2 8018.16 20.3263 5.81204 14.5142 4.63452 81999 7997.83 -internal_count=4197168 2388637 905885 1808531 1255257 688656 566601 1482752 558789 553274 683091 5995 5964 283 62 45 5681 221 677096 15841 88 57 1480325 68922 535 135 400 123 1411403 68387 +num_cat=1 +split_feature=1 0 1 1 1 0 8 8 3 1 5 6 7 2 8 8 7 6 6 2 5 2 11 9 0 2 3 0 3 4 +split_gain=61.4437 23.3117 19.4979 14.8097 12.4879 25.1197 13.7208 10.6015 10.5616 11.3176 10.1522 21.1478 12.8362 41.2898 12.0271 17.5993 11.3644 9.76937 10.5006 11.1534 13.23 9.57685 15.2852 13.9935 9.58641 11.6349 10.3835 9.4483 9.44385 9.15077 +threshold=0.0011435500000000003 0.0020469500000000005 8.4750000000000014e-05 0.00062715000000000004 0.0062267000000000008 0.0072896500000000008 31.000000000000004 17.000000000000004 0.9956571500000001 0.00035245000000000008 0.075498575498575513 0.65686274509803932 0.85357142857142865 0.049754750000000007 155.00000000000003 85.000000000000014 0.24837662337662339 0.43095238095238103 0.41277890466531447 0.13122400000000004 0.13484848484848486 0.80731020000000009 0 1.0000000180025095e-35 0.011698150000000003 0.94500335000000013 0.11919950000000001 0.00049635000000000011 0.038792750000000008 0.55684754521963831 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 +left_child=1 2 -1 -3 5 17 -7 -6 9 -4 -11 12 14 27 15 -12 -17 18 -2 20 -20 28 -23 24 25 26 -24 -14 29 -9 +right_child=4 3 8 -5 7 6 -8 21 -10 10 11 -13 13 -15 -16 16 -18 -19 19 -21 -22 22 23 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.042035448511788566 0.004964056151385992 -0.037434546438552735 -0.02064611363326721 -0.015415324391084707 -0.038004099906273681 -0.032834970438301969 -0.0071442935576447354 0.015190116337371346 0.012213064578539592 -0.0026306673609121835 0.052473904491332247 1.2400731973735697 1.1270148613431479 2.8455521598162599 0.671418291689174 -0.93851324036052375 -0.075886295009865504 -0.01598384971806386 0.19552558680142396 -0.030071703035908788 0.87793112653062078 0.038051086218994418 0.051363618312961247 -0.029101983164829349 0.0024095986167529324 -0.068322818109013417 -0.0012529933918173186 -0.075316020916848303 0.00078567805773564574 -0.029308379069485087 +leaf_weight=142.43731831034711 2735.4960239935899 516.88764757660101 437.26823289144454 746.72404380480293 69.384895344264805 219.80956099927425 3832.6807460490381 686.13870626036078 340.06825526877833 799.20273457327858 21.730217134929276 0.15199949266388912 0.083176807267590358 0.068475856212899089 0.30343656032346089 0.29465515003539522 0.31705019902437925 235.50675872433931 2.9371785619296129 2.1984566373284906 0.31452425755560387 163.50696378201246 124.82206034101546 103.97543226834387 441.64842988364398 11.476211057975886 53.616066569462419 0.30510904127731919 53653.803511303384 49.550680495798588 +leaf_count=292088 229376 271110 280217 190498 1100 26149 442046 10195 213879 190073 4185 32 22 22 8 4 63 24176 237 325 25 4220 2902 2629 12560 386 1540 62 596638 1345 +internal_value=0 -0.0140817 -0.00658177 -0.0244224 0.000556021 -0.00341446 -0.00853777 0.00106016 -0.00342516 -0.00764676 -0.000735513 0.0643976 0.0566623 0.581514 0.0460759 0.0375828 -0.491409 0.00356101 0.00524033 0.143906 0.261532 0.00110919 0.0113459 0.00482651 0.0104886 0.0292766 0.0355537 0.182242 0.000939977 0.012193 +internal_weight=0 3005.84 1742.23 1263.61 62386.9 7028.94 4052.49 55357.9 1599.79 1259.73 822.457 23.2541 23.1021 0.456762 22.6454 22.3419 0.611705 2976.45 2740.95 5.45016 3.2517 55288.5 899.045 735.538 631.563 189.914 178.438 0.388286 54389.5 735.689 +internal_count=2798112 1442263 980655 461608 1355849 722334 468195 633515 688567 474688 194471 4398 4366 106 4260 4252 67 254139 229963 587 262 632415 24237 20017 17388 4828 4442 84 608178 11540 +cat_boundaries=0 1 +cat_threshold=8 is_linear=0 shrinkage=0.1 Tree=198 num_leaves=31 -num_cat=1 -split_feature=2 7 7 1 2 2 3 2 11 2 2 8 0 0 7 2 8 7 1 7 4 10 6 4 6 9 6 7 4 0 -split_gain=21.84 16.8687 50.5683 27.1993 60.1093 36.0671 27.6205 42.549 34.2348 28.3262 26.7014 52.5395 45.8685 32.9841 26.0679 25.9537 25.7317 25.7499 25.4816 25.4471 24.9771 23.1183 22.2131 30.3124 24.5125 23.1514 22.0727 22.0604 39.656 22.8547 -threshold=0.0008912670298628862 0.89564428312159727 0.82480818414322254 0.0010200150525609697 0.0085282988453221822 0.85095039501429082 0.17331481701256615 0.51680204585110534 0 0.088173736024139318 0.22669681602899489 115.50000000000001 0.14571474379175378 0.0029382497215850959 0.57735042735042741 0.067662784956792843 118.50000000000001 0.2253968253968254 0.030681017085899012 0.88562091503267981 0.15470085470085473 1.0000000180025095e-35 0.044466403162055343 0.031754032258064523 1.0000000180025095e-35 1.0000000180025095e-35 0.58114035087719318 0.81365740740740755 0.087595907928388769 0.0055086343636900686 -decision_type=2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=-1 2 3 14 18 6 7 8 9 -6 11 12 21 -12 -2 -14 -9 -18 -5 -4 -17 27 24 25 -3 -24 -13 -8 -29 -30 -right_child=1 22 19 4 5 -7 10 16 -10 -11 13 26 15 -15 -16 20 17 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 28 29 -31 -leaf_value=-0.03141747453736176 0.00077643444951352991 0.0012356857153074121 -0.0069522076726272657 -0.0091497365663748952 -0.0075980263552086055 -0.0038266172987131268 -0.00023963302710863448 -0.0020403056945402973 0.0055662604577316642 0.0022775989832501484 -0.006508826929470155 -0.0076774127269229886 -0.013558001592096481 0.00060877937431740763 0.0053470640034945166 -0.0049966875792404391 0.0051110097824257914 -0.0041931366419630965 -0.030762232150606691 -0.029021279812621422 0.0056253004402276258 0.0056425037462613219 0.015964792745975048 0.21876262987128126 -0.11992949614257749 0.23132742092381681 0.005949055519459648 0.0073631145453506401 -0.034956682210504866 0.24437429076174727 -leaf_weight=218.71769816626329 148070.76406585067 108687.2572432803 5654.9528609568952 3109.2789032105939 3878.9960961323231 26399.08964818716 64617.389791635796 35429.319776728749 30820.305243805051 11560.167853191495 6799.7114852815866 16490.296446206048 2966.4102359190583 153259.56209824979 13626.591685595951 15278.382217660546 11969.829124778509 3958.1859268248081 661.6064166566357 575.66807534382679 2588.8789312019944 7612.1675967052579 607.64402434439398 7.5937114953994742 16.699326369445771 5.0329000055789939 1281.0956460237503 41.535908022895455 3.7025362737476852 14.022503316402434 -leaf_count=49460 1342122 735320 40119 123484 33665 103682 423149 110607 157155 43017 21908 129483 21710 502794 136222 70974 37756 12541 19977 4790 12398 51520 4554 27 147 18 8139 313 32 85 -internal_value=0 0.000187443 -3.19706e-05 6.76334e-05 -0.000375997 -0.000256029 -2.83305e-07 0.00144197 0.00364177 -0.00020346 -0.000519886 -0.00171252 -0.000761645 0.000306406 0.00116161 -0.00489576 -0.000539474 0.00279889 -0.0129417 -0.00899124 -0.00345761 0.000429809 0.00132475 0.020195 0.00121707 0.0177339 -0.00669511 -0.000183703 0.0608013 0.186026 -internal_weight=0 675992 566668 560437 398740 394969 368570 97616.8 46259.5 15439.2 270953 110894 93122.5 160059 161697 20833.7 51357.3 15928 3770.89 6230.62 17867.3 72288.8 109324 620.271 108704 612.677 17771.4 64676.7 59.2609 17.725 -internal_count=4197168 4147708 3407642 3362733 1884389 1740928 1637246 394741 233837 76682 1242505 717803 580181 524702 1478344 105082 160904 50297 143461 44909 83372 475099 740066 4599 735467 4572 137622 423579 430 117 -cat_boundaries=0 1 -cat_threshold=36 +num_cat=3 +split_feature=2 2 8 10 1 8 8 1 8 8 8 8 2 1 3 3 0 11 0 8 1 8 8 11 2 1 9 11 0 0 +split_gain=13.4001 12.4966 18.9216 14.142 42.1327 15.2986 25.7383 14.7244 14.2652 14.2176 13.4552 39.2082 32.6021 34.4155 25.3052 24.3366 45.9501 27.6284 24.0299 21.8424 18.8806 18.6892 20.4938 18.6272 17.3185 27.3732 17.3141 33.7043 37.1603 22.3202 +threshold=0.0012430000000000002 0.83449990000000007 121.00000000000001 1.0000000180025095e-35 0.011179950000000003 91.000000000000014 77.000000000000014 0.0025884500000000004 69.000000000000014 31.000000000000004 33.000000000000007 37.000000000000007 0.025760150000000002 0.0045347500000000006 0.45594085000000006 0.26006850000000009 0.033671750000000007 0 0.0064670000000000005 79.000000000000014 0.0023519500000000007 155.00000000000003 197.00000000000003 1 0.34011750000000007 0.00042515000000000006 1.0000000180025095e-35 2 0.92804180000000014 0.60659785000000011 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 1 2 2 +left_child=-1 10 3 9 5 6 7 8 -5 -3 26 14 13 23 -12 19 17 18 -17 -14 -21 -15 -23 -13 -19 -26 -2 -28 29 -29 +right_child=1 2 -4 4 -6 -7 -8 -9 -10 -11 11 12 15 21 -16 16 -18 24 -20 20 -22 22 -24 -25 25 -27 27 28 -30 -31 +leaf_value=-0.01626961699449837 0.00056603893913739398 -0.0079269821394997581 0.042611820135692952 -0.023500167430615188 0.016651564476600791 -0.070552081067088643 0.015148121255261727 -0.0088963464552057458 -0.16873247227748966 -0.00047071126947897349 -0.0046948058467393928 -0.0080885491832259817 -0.0025983825371151906 -0.021754776439245324 -0.03012830834339817 0.0072247435162200255 -0.0047874498886595965 -0.0043005256624989935 0.00032734761390058973 -0.00025825074565696344 0.0051542639266448885 0.074160146906083288 -0.029896988902846894 0.0030375364922556195 -0.013687866875283223 0.0040753367711560302 0.0091306114317825666 -0.0034505546580474995 0.091083524148191486 0.014375522412934869 +leaf_weight=494.46196686115582 277157.21722527361 2726.277591727674 97.794344261288643 980.75241407752037 597.81302915513515 44.690506055951118 319.85754396766424 1559.3337081968784 6.8101331591606131 41260.135982476175 863.67104395196657 3352.3700666817585 7622.8030121289194 1573.1265938933939 715.10500224214047 9411.3413540162146 21551.965439539403 11213.765644498169 10902.276154894382 9517.6401948109269 19963.035680998117 43.34316230379045 33.598354046232998 2718.7604824101163 993.34596449136734 6849.1033186092973 6894.7515627113171 6005.1563012059778 43.758206491358578 795.4418663829565 +leaf_count=99951 1721825 9730 490 3332 2007 140 1141 4901 24 167017 3375 120180 30021 38516 7160 52128 98073 74286 50491 30708 77798 1006 957 110118 3155 21583 34076 30419 326 3178 +internal_value=0 0.000201702 -0.00132977 -0.00142024 -0.00752939 -0.0124945 -0.0115894 -0.0149473 -0.0245017 -0.000932851 0.000384735 -0.000572242 -0.0003387 -0.00659498 -0.0162149 0.000154091 -0.00107556 0.000956415 0.00352119 0.00217311 0.00340687 -0.0194011 0.0287211 -0.00311441 -0.00177851 0.0018254 0.000737809 0.00420289 -0.000773315 -0.0013655 +internal_weight=0 445815 47593.5 47495.7 3509.26 2911.44 2866.75 2546.9 987.563 43986.4 398222 107325 105746 7721.2 1578.78 98025.3 60921.8 39369.8 20313.6 37103.5 29480.7 1650.07 76.9415 6071.13 19056.2 7842.45 290896 13739.1 6844.36 6800.6 +internal_count=2798112 2698161 188782 188292 11545 9538 9398 8257 3356 176747 2509379 719555 709020 270777 10535 438243 299716 201643 102619 138527 108506 40479 1963 230298 99024 24738 1789824 67999 33923 33597 +cat_boundaries=0 1 2 3 +cat_threshold=3 3 10 is_linear=0 shrinkage=0.1 Tree=199 num_leaves=31 -num_cat=0 -split_feature=3 4 6 7 7 5 6 4 7 3 7 7 6 7 6 7 6 6 5 5 5 4 6 3 7 4 4 1 8 7 -split_gain=35.3071 18.9519 26.7107 21.054 34.1007 32.7154 19.2332 22.7387 45.9545 32.9847 30.2314 18.9879 50.4111 27.0145 30.6665 31.9665 57.3192 37.6937 22.9925 21.8389 19.873 18.9079 31.6046 18.6051 18.3515 21.4064 38.2155 17.4645 17.2902 17.0119 -threshold=0.052660107278052572 0.37668918918918926 0.063508064516129045 0.49626865671641796 0.47673160173160178 0.038098693759071121 0.057189542483660136 0.61651583710407254 0.35805860805860812 0.12591913124549686 0.52730883813306861 0.41277890466531447 0.15849282296650721 0.33687943262411352 0.089572192513368995 0.36515151515151517 0.23845060412224592 0.23557158712541623 0.03509852216748769 0.095564253098499682 0.018543956043956047 0.39339826839826847 0.22305140961857381 0.8496122951674806 0.34698996655518399 0.43875000000000003 0.42582417582417587 0.0081283888778162644 37.500000000000007 0.35805860805860812 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=-1 -2 6 4 11 -5 28 8 9 -8 -10 13 27 -4 -15 16 24 18 20 -20 21 -17 -23 -14 -16 26 29 -13 -3 -26 -right_child=1 2 3 5 -6 -7 7 -9 10 -11 -12 12 23 14 15 17 -18 -19 19 -21 -22 22 -24 -25 25 -27 -28 -29 -30 -31 -leaf_value=-0.0043908919413768437 0.00019390866026981841 0.02594795457057272 -0.00783149133956813 -0.078077659438712796 0.12583760900256888 0.19816693751179337 0.50359361256281121 -0.12145197568467594 -0.037209226896793852 0.14504945651621245 0.1654045387699116 0.011702984585016783 -0.10603618622152854 -0.12207319914391278 0.17527314672873656 -0.12697888136226224 -0.12754986912967095 0.1573611395454883 -0.10137625094009479 0.11915900290282432 0.15123416947823262 0.0033402513733850414 0.18618032455653349 -0.32350218966918298 0.15692151186818404 0.097282542606569752 -0.1152645368385469 -0.040784814173943224 -0.00089573631271447579 -0.029397590757864935 -leaf_weight=18059.398143834434 692978.54328772658 242.62058707792312 7726.2357435408048 67.823625807650387 19.437047042418271 4.5763803184963754 3.5539078861474982 6.1793896630406371 24.650155916810036 9.2287008166313154 10.50134073384106 130.94926129886881 43.35761397331953 17.181356236338615 17.272624433040619 10.881337676197289 14.969298616051672 15.866857703775166 34.39874862972647 5.1644468130543819 9.2651259885169548 682.37995516834781 9.5866533508524281 4.3267243430018416 13.676726318895819 68.266203389968723 15.746032260358332 122.87830591201782 21775.199173576199 7.6367637375369659 -leaf_count=146029 3894237 1085 39097 332 93 40 23 30 147 51 69 761 211 96 72 52 66 77 170 38 66 3441 47 19 53 351 78 551 109736 50 -internal_value=0 8.55044e-05 -0.00232892 -0.00690672 -0.00647319 -0.0606163 -0.000453595 0.0590906 0.0823651 0.244734 0.0233207 -0.00676053 -0.0314291 -0.00590051 0.0102757 0.012788 0.0571785 0.00483187 0.00161219 -0.0725883 0.00573458 0.00381657 0.00587336 -0.125768 0.0797339 0.0640662 0.00287945 -0.0137064 -0.000599938 0.0901622 -internal_weight=0 724092 31113.8 9041.88 8969.48 72.4 22071.9 54.1135 47.9341 12.7826 35.1515 8950.04 301.512 8648.53 922.292 905.111 137.568 767.543 751.676 39.5632 712.113 702.848 691.967 47.6843 122.598 105.326 37.0595 253.828 22017.8 21.3135 -internal_count=4197168 4051139 156902 45761 45389 372 111141 320 290 74 216 45296 1542 43754 4657 4561 670 3891 3814 208 3606 3540 3488 230 604 532 181 1312 110821 103 +num_cat=1 +split_feature=3 0 4 6 8 3 4 7 1 0 8 2 2 7 6 6 2 0 6 11 1 7 1 0 2 8 2 3 3 8 +split_gain=22.3245 12.4899 11.9629 24.0901 12.41 12.727 12.3964 18.8077 11.4966 11.1267 11.351 10.7176 10.5053 10.0814 16.9874 9.97788 9.85653 9.32854 9.26846 12.1717 13.1928 8.97513 8.91765 29.3394 20.4278 19.8562 26.6898 16.9368 16.4911 16.3863 +threshold=0.042252600000000008 0.00094965000000000013 0.41277890466531447 1.0000000180025095e-35 25.000000000000004 0.6552724000000002 0.71825396825396837 0.080128205128205135 2.1050000000000003e-05 0.92804180000000014 55.000000000000007 0.0014907000000000002 0.00065455000000000016 0.47140522875816998 0.078461538461538485 0.04083333333333334 0.0061876500000000003 0.36344485000000004 0.18301435406698566 0 0.033432150000000008 0.05495169082125604 0.0016571500000000002 0.097212550000000023 0.0075256500000000009 69.000000000000014 0.026612800000000002 0.20551640000000002 0.12959220000000002 79.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 +left_child=1 -1 8 4 5 -4 13 -8 -2 12 -11 -3 -10 15 -15 -5 -6 -17 19 -13 -21 -20 23 -14 -24 26 -25 -27 29 -26 +right_child=2 11 3 6 16 -7 7 -9 9 10 -12 18 22 14 -16 17 -18 -19 21 20 -22 -23 24 25 28 27 -28 -29 -30 -31 +leaf_value=0.02028507049278146 0.01664002403748175 -0.053628380970036305 0.045397561878928572 -0.14972083542295045 0.017351337003597374 -0.015228618521593599 -0.013631989575729822 -0.070623085907306885 0.037313290217075405 0.026504984607461424 -0.010075040828544849 0.0033586232438517247 0.00038610219182721393 -0.16054598449815052 0.053583886099114963 -0.0040159001844046601 -0.00091786455035606943 -0.013995978423071013 -0.0013004911953226287 -0.0053712232085772948 -0.02627432942022602 -0.018103195964243323 0.0057061803572412868 0.04715482549912841 -0.0011919511167525704 0.0042278242804306516 0.0016319705296432173 0.020192617010087458 -5.4652283599701426e-05 -0.0061460599104942353 +leaf_weight=174.79816727340221 422.62997087021358 48.553449352271855 114.74946285784245 4.8651579022407523 301.6609861201141 49.590332418680191 245.22246273886412 75.806492388248444 75.946969770360738 305.57930475473404 117.42693190276623 1456.7205053940415 187359.45430733531 10.56093290448189 5.7068811273202291 3850.7714525354095 14037.256088320166 1237.58649751544 451.06592486426234 2507.3033998087049 343.27399871125817 1076.737888706848 5623.1367309680209 132.42673153430223 30036.640693850815 1138.2980541735888 4691.6349416673183 1596.5359241068363 222578.40482963622 8584.7218948788941 +leaf_count=935 22182 2339 490 18 10306 263 1461 427 11120 2289 1210 11140 1503091 51 58 19189 63369 7742 4524 22159 3353 10770 54865 497 154716 5333 16146 5190 810967 51912 +internal_value=0 -0.00605723 5.10492e-05 -0.00234758 -0.000220359 0.0271033 -0.00802874 -0.0270896 0.000154394 0.000139321 0.0163503 -0.00683984 0.000124472 -0.00683115 -0.0854275 -0.00658011 -0.000533519 -0.00644325 -0.00645052 -0.0040769 -0.00786085 -0.0131424 0.000118356 0.000632531 -0.000257258 0.00674066 0.00288163 0.0135477 -0.000385639 -0.00229315 +internal_weight=0 6058.45 482597 19933.8 14503.3 164.34 5430.52 321.029 462663 462240 423.006 5883.66 461817 5109.49 16.2678 5093.22 14338.9 5088.36 5835.1 4307.3 2850.58 1527.8 461741 194918 266823 7558.9 4824.06 2734.83 261200 38621.4 +internal_count=2798112 55220 2742892 103374 74428 753 28946 1888 2639518 2617336 3499 54285 2613837 27058 109 26949 73675 26931 51946 36652 25512 15294 2602717 1530257 1072460 27166 16643 10523 1017595 206628 +cat_boundaries=0 1 +cat_threshold=1 is_linear=0 shrinkage=0.1 @@ -4194,18 +4124,18 @@ shrinkage=0.1 end of trees feature_importances: -query_count=930 -pred_3=923 -pred_0=839 -pred_1=766 -pred_2=743 -fold=559 -label_3=326 -label_2=252 -has_isbn=207 -label_0=200 -label_1=175 -is_isbn=80 +pred_3=981 +query_count=945 +pred_0=936 +pred_1=867 +pred_2=794 +fold=320 +label_3=307 +label_2=243 +label_0=217 +has_isbn=194 +label_1=134 +is_isbn=62 parameters: [boosting: gbdt] diff --git a/models/lgb-us-task-3.txt b/models/lgb-us-task-3.txt old mode 100755 new mode 100644 index 432814f2f18c732418129de250b7ef6b8218c6c0..9924ab414d1a42399b59b2a418f2a6b21c2618fe --- a/models/lgb-us-task-3.txt +++ b/models/lgb-us-task-3.txt @@ -4,26 +4,26 @@ num_class=2 num_tree_per_iteration=2 label_index=0 max_feature_idx=11 -objective=multiclassova num_class:2 sigmoid:1 +objective=multiclass num_class:2 feature_names=pred_0 pred_1 pred_2 pred_3 label_0 label_1 label_2 label_3 query_count is_isbn has_isbn fold -feature_infos=[4.1294808808399691e-05:0.99507977438907336] [8.2809822806791121e-06:0.94108332894073932] [0.00026376569448920779:0.98524049746677334] [0.0033057451496595002:0.99932656513971108] [0:1] [0:1] [0:1] [0:1] [16:396] [0:1] [0:1] -1:2:3:0:1 -tree_sizes=3387 3443 3522 3509 3520 3500 3563 3554 3516 3504 3543 3538 3541 3529 3546 3539 3561 3553 3564 3552 3560 3555 3557 3543 3565 3558 3551 3539 3557 3540 3565 3568 3551 3540 3562 3551 3586 3589 3567 3561 3565 3554 3563 3565 3591 3594 3555 3557 3582 3585 3582 3588 3602 3607 3593 3596 3600 3603 3606 3616 3623 3633 3594 3593 3539 3535 3587 3599 3598 3600 3596 3604 3609 3617 3589 3601 3614 3622 3567 3589 3570 3562 3582 3585 3602 3602 3596 3600 3582 3587 3528 3544 3576 3578 3550 3561 3493 3492 3590 3588 +feature_infos=[4.49e-05:0.99507979999999996] [8.3000000000000002e-06:0.94108329999999996] [0.00026380000000000002:0.98524049999999996] [0.0033057:0.99934639999999997] [0:1] [0:1] [0:1] [0:1] [16:396] [0:1] [0:1] -1:2:3:0:1 +tree_sizes=3492 3430 3527 3511 3536 3522 3522 3511 3547 3539 3552 3541 3543 3531 3539 3527 3570 3564 3555 3548 3562 3549 3572 3554 3564 3557 3549 3537 3544 3529 3605 3592 3594 3592 3562 3550 3597 3597 3584 3581 3596 3593 3559 3555 3606 3601 3602 3599 3591 3587 3613 3616 3591 3584 3602 3606 3620 3629 3609 3617 3634 3644 3624 3629 3591 3583 3596 3606 3619 3610 3586 3582 3626 3627 3586 3594 3570 3568 3626 3630 3615 3627 3586 3589 3595 3617 3608 3622 3596 3597 3605 3613 3562 3560 3534 3529 3615 3620 3584 3590 Tree=0 num_leaves=31 num_cat=4 -split_feature=2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 10 2 8 8 10 1 11 11 8 8 11 1 1 8 11 -split_gain=616666 73824 71770.8 10329.4 9457.7 8395.02 7074.5 1257.52 1234.76 1050.45 1047.07 1040.02 983.192 910.287 806.924 747.841 669.991 556.896 492.585 372.169 327.928 292.607 292.361 280.327 275.362 265.905 255.747 253.369 220.53 202.074 -threshold=0.30571797894669478 0.064843089169787663 0.71894728359512705 0.51059918491492429 0.017595719295132626 0.8652681411475619 0.15332521631741453 0.62076183871260604 0.91370258347211775 65.000000000000014 0.033503563664411214 0.23544127336824308 0.0074444201721283005 0.39950631981130319 0.80218021115019744 1.0000000180025095e-35 0.11034010612356644 73.000000000000014 53.000000000000007 1.0000000180025095e-35 0.0028666369237715403 0 1 61.000000000000007 33.000000000000007 2 0.0032761218657054313 0.0029401786446804482 31.000000000000004 3 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 1 2 2 2 1 -left_child=1 4 3 13 12 14 9 -5 19 16 -6 17 -1 24 27 28 21 25 22 -7 -16 -3 -12 -13 -2 -8 -9 -4 -10 -18 -right_child=2 6 5 7 10 8 11 26 15 -11 18 23 -14 -15 20 -17 29 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=1.4087557741202521 1.2076078333021776 1.325838041686854 1.0575228885962078 1.1437925052194891 1.3732350599610064 0.99151455029516988 1.2753446899724787 1.0951653594093482 0.9998879409374084 1.338053015867309 1.3543501782028262 1.2361315975318499 1.3916834092260655 1.1849573232250479 1.0228574748974113 1.0457557943712612 1.3006585723448485 1.2980890955161475 1.3696494797147363 1.0617022588864957 1.0557311978009767 1.3052650441850338 1.3348017940450438 1.2645063565769812 1.2334908695721167 1.2537959792623246 1.1201525627605846 1.0840138068113783 0.94307133538252708 1.2791866187283827 -leaf_weight=110129.72174915671 14439.453821241856 13799.379473179579 8526.8136219233274 18563.003201201558 37083.481611147523 12102.962202891707 12765.739029154181 9476.4210123121738 725.46277353167534 13029.697693601251 14633.441414818168 14252.920772746205 48627.183511510491 20222.486589044333 8421.7723048776388 806.44624054431915 9304.2887895405293 6844.119491443038 9790.528434574604 805.76855462789536 4743.6319934874773 13974.730704054236 16737.656185314059 4607.247702807188 5745.929463878274 10441.276335820556 7214.6442662477493 6261.8178677558899 11712.953957989812 8269.2929736822844 -leaf_count=650034 85228 81450 50329 109567 218883 71437 75349 55934 4282 76907 86373 84127 287019 119362 49709 4760 54918 40397 57788 4756 27999 82485 98793 27194 33915 61629 42584 36960 69135 48809 -internal_value=1.28833 1.35835 1.10255 1.16544 1.3895 1.01461 1.28952 1.12588 0.973886 1.31303 1.36105 1.26147 1.40353 1.19995 1.05271 0.952436 1.30584 1.27302 1.35007 0.995896 1.0347 1.31551 1.34396 1.24306 1.21498 1.26563 1.10597 1.06874 0.946385 1.29056 -internal_weight=0 344291 129770 75661.9 237002 54107.6 107289 35254.1 26153.6 58377.4 78245.1 48911.3 158757 40407.9 27954 13244.9 45347.7 30051.1 41161.6 12908.7 13165.4 27774.1 31371.1 18860.2 20185.4 23207 16691.1 14788.6 12438.4 17573.6 -internal_count=2798112 2032155 765957 446590 1398890 319367 633265 208085 154370 344569 461837 288696 937053 238505 164997 78177 267662 177375 242954 76193 77708 163935 185166 111321 119143 136978 98518 87289 73417 103727 +split_feature=2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 10 8 8 1 8 10 11 8 1 11 6 11 11 8 +split_gain=307558 37204 35940.6 4571.8 4540.93 4159.94 4157.71 626.234 615.094 577.666 557.969 498.456 470.256 432.897 429.362 423.283 394.549 244.944 211.36 204.677 197.624 153.542 148.437 145.147 136.345 127.098 121.938 110.245 109.644 104.569 +threshold=0.30852235000000006 0.059201500000000011 0.70297835000000009 0.52021335000000013 0.8604925000000001 0.15448890000000001 0.016223500000000005 0.9093842000000002 65.000000000000014 0.40088590000000007 0.78741325000000006 0.21968705000000002 0.03337455000000001 0.0064026500000000002 0.10211365000000001 0.61691350000000011 1.0000000180025095e-35 55.000000000000007 57.000000000000007 0.0030035500000000002 61.000000000000007 1.0000000180025095e-35 0 33.000000000000007 0.0024072000000000004 1 0.34428879310344834 2 3 53.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 1 1 2 +left_child=1 6 3 9 10 8 13 21 14 23 24 17 29 -1 22 -5 26 27 28 -12 -13 -6 -3 -2 -4 -16 -9 -7 -14 -8 +right_child=2 5 4 15 7 11 12 16 -10 -11 19 20 18 -15 25 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.18298631371229218 -0.28387105748146546 -0.22253644678235684 -0.35724902420540233 -0.31647837685353442 -0.39144175609535947 -0.24920222000245384 -0.20262230199352971 -0.41046952226038469 -0.21693985938279597 -0.2965696480657376 -0.37603942041750599 -0.26803563398589181 -0.209926905524149 -0.19089055666717181 -0.23586829130380313 -0.33285267453714551 -0.3630756291692307 -0.2378030794699369 -0.20175652288454329 -0.35880921053284698 -0.25330530281634245 -0.35881700228779517 -0.23285192189033888 -0.27065262011033819 -0.34365992831912917 -0.24667998499708915 -0.42677206333236617 -0.26017265999833777 -0.21901755050522406 -0.19410257700565958 +leaf_weight=205773.22934883833 28478.734108835459 27276.519293099642 14565.503401696682 33343.163616925478 24643.370664834976 20201.139482676983 63214.881126970053 18628.230470657349 28449.593614429235 44309.138273537159 18917.941199928522 36947.097320467234 24957.139244139194 104464.94517377019 22625.560848683119 29983.874529212713 1588.8346310555935 12104.486996203661 16056.073574870825 10847.379621237516 12087.544848293066 1532.2478570342064 28724.734096497297 11728.032469630241 14973.80916634202 20917.792339295149 6087.313744276762 16806.949570268393 29226.899360567331 18658.387493938208 +leaf_count=607282 84047 80499 42986 98403 72728 59618 186561 54976 83961 130766 55831 109039 73654 308299 66773 88489 4689 35723 47385 32013 35673 4522 84773 34612 44191 61733 17965 49601 86255 55065 +internal_value=-0.24352 -0.208545 -0.336269 -0.303916 -0.379057 -0.241784 -0.192288 -0.400483 -0.229907 -0.288694 -0.360097 -0.257272 -0.205831 -0.185648 -0.233613 -0.324231 -0.41138 -0.250152 -0.211834 -0.36976 -0.264404 -0.389532 -0.227822 -0.280015 -0.350361 -0.241061 -0.414485 -0.25419 -0.21482 -0.200681 +internal_weight=0 688493 259628 147843 111785 226141 462352 52480 127994 84515.9 59304.6 98147.2 152113 310238 99544.6 63327 26304.4 49112.6 70240.1 29765.3 49034.6 26175.6 56001.3 40206.8 29539.3 43543.4 24715.5 37008.1 54184 81873.3 +internal_count=2798112 2031894 766218 436317 329901 667393 1364501 154880 377739 249425 175021 289654 448920 915581 293778 186892 77630 144942 207294 87844 144712 77250 165272 118659 87177 128506 72941 109219 159909 241626 cat_boundaries=0 1 2 3 4 cat_threshold=12 12 12 12 is_linear=0 @@ -33,18 +33,18 @@ shrinkage=1 Tree=1 num_leaves=31 num_cat=4 -split_feature=2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 10 2 8 8 10 1 11 11 8 8 11 1 1 8 11 -split_gain=616666 73824 71770.8 10329.4 9457.7 8395.02 7074.5 1257.52 1234.76 1050.45 1047.07 1040.02 983.192 910.287 806.924 747.841 669.991 556.896 492.585 372.169 327.928 292.607 292.361 280.327 275.362 265.905 255.747 253.369 220.53 202.074 -threshold=0.30571797894669478 0.064843089169787663 0.71894728359512705 0.51059918491492429 0.017595719295132626 0.8652681411475619 0.15332521631741453 0.62076183871260604 0.91370258347211775 65.000000000000014 0.033503563664411214 0.23544127336824308 0.0074444201721283005 0.39950631981130319 0.80218021115019744 1.0000000180025095e-35 0.11034010612356644 73.000000000000014 53.000000000000007 1.0000000180025095e-35 0.0028666369237715403 0 1 61.000000000000007 33.000000000000007 2 0.0032761218657054313 0.0029401786446804482 31.000000000000004 3 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 1 2 2 2 1 -left_child=1 4 3 13 12 14 9 -5 19 16 -6 17 -1 24 27 28 21 25 22 -7 -16 -3 -12 -13 -2 -8 -9 -4 -10 -18 -right_child=2 6 5 7 10 8 11 26 15 -11 18 23 -14 -15 20 -17 29 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-1.4087557741202517 -1.2076078333021774 -1.3052650441850335 -1.0575228885962076 -1.1437925052194888 -1.3732350599610061 -0.99151455029516966 -1.2537959792623243 -1.0951653594093482 -0.99988794093740818 -1.3380530158673087 -1.3348017940450436 -1.2361315975318496 -1.3916834092260653 -1.1849573232250477 -1.0228574748974111 -1.045755794371261 -1.2791866187283825 -1.2980890955161473 -1.3696494797147363 -1.0617022588864955 -1.0557311978009762 -1.3258380416868538 -1.354350178202826 -1.264506356576981 -1.2334908695721165 -1.2753446899724785 -1.1201525627605844 -1.084013806811378 -0.94307133538252685 -1.3006585723448483 -leaf_weight=110129.72174915671 14439.453821241856 13974.730704054236 8526.8136219233274 18563.003201201558 37083.481611147523 12102.962202891707 10441.276335820556 9476.4210123121738 725.46277353167534 13029.697693601251 16737.656185314059 14252.920772746205 48627.183511510491 20222.486589044333 8421.7723048776388 806.44624054431915 8269.2929736822844 6844.119491443038 9790.528434574604 805.76855462789536 4743.6319934874773 13799.379473179579 14633.441414818168 4607.247702807188 5745.929463878274 12765.739029154181 7214.6442662477493 6261.8178677558899 11712.953957989812 9304.2887895405293 -leaf_count=650034 85228 82485 50329 109567 218883 71437 61629 55934 4282 76907 98793 84127 287019 119362 49709 4760 48809 40397 57788 4756 27999 81450 86373 27194 33915 75349 42584 36960 69135 54918 -internal_value=-1.28833 -1.35835 -1.10255 -1.16544 -1.3895 -1.01461 -1.28952 -1.12588 -0.973886 -1.31303 -1.36105 -1.26147 -1.40353 -1.19995 -1.05271 -0.952436 -1.30584 -1.27302 -1.35007 -0.995896 -1.0347 -1.31551 -1.34396 -1.24306 -1.21498 -1.26563 -1.10597 -1.06874 -0.946385 -1.29056 -internal_weight=0 344291 129770 75661.9 237002 54107.6 107289 35254.1 26153.6 58377.4 78245.1 48911.3 158757 40407.9 27954 13244.9 45347.7 30051.1 41161.6 12908.7 13165.4 27774.1 31371.1 18860.2 20185.4 23207 16691.1 14788.6 12438.4 17573.6 -internal_count=2798112 2032155 765957 446590 1398890 319367 633265 208085 154370 344569 461837 288696 937053 238505 164997 78177 267662 177375 242954 76193 77708 163935 185166 111321 119143 136978 98518 87289 73417 103727 +split_feature=2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 10 8 8 1 8 10 11 8 1 11 6 11 11 8 +split_gain=307558 37204 35940.6 4571.8 4540.93 4159.94 4157.71 626.234 615.094 577.666 557.969 498.456 470.256 432.897 429.362 423.283 394.549 244.944 211.36 204.677 197.624 153.542 148.437 145.147 136.345 127.098 121.938 110.245 109.644 104.569 +threshold=0.30852235000000006 0.059201500000000011 0.70297835000000009 0.52021335000000013 0.8604925000000001 0.15448890000000001 0.016223500000000005 0.9093842000000002 65.000000000000014 0.40088590000000007 0.78741325000000006 0.21968705000000002 0.03337455000000001 0.0064026500000000002 0.10211365000000001 0.61691350000000011 1.0000000180025095e-35 55.000000000000007 57.000000000000007 0.0030035500000000002 61.000000000000007 1.0000000180025095e-35 0 33.000000000000007 0.0024072000000000004 1 0.34428879310344834 2 3 53.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 1 1 2 +left_child=1 6 3 9 10 8 13 21 14 23 24 17 29 -1 22 -5 26 27 28 -12 -13 -6 -3 -2 -4 -16 -9 -7 -14 -8 +right_child=2 5 4 15 7 11 12 16 -10 -11 19 20 18 -15 25 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-1.5923793544881917 -1.4914946107190183 -1.5425137463101448 -1.4181166439950814 -1.4588872913469493 -1.3839239121051243 -1.5151930082021461 -1.5727433662069541 -1.364896145940099 -1.5584258088176879 -1.4787960201347461 -1.3993262477829778 -1.5073300342145919 -1.5563481176952598 -1.584475111533312 -1.5286856832033946 -1.4425129936633383 -1.4122900390312532 -1.5375625887305469 -1.5736091453159404 -1.4165564576676368 -1.5220603653841414 -1.4165486659126887 -1.552829221418127 -1.5047130480901456 -1.4317057398813546 -1.5394973768966806 -1.3485936048681175 -1.52616344819803 -1.5654387626763349 -1.5812630911948242 +leaf_weight=205773.22934883833 28478.734108835459 28724.734096497297 14565.503401696682 33343.163616925478 24643.370664834976 16806.949570268393 63214.881126970053 18628.230470657349 28449.593614429235 44309.138273537159 18917.941199928522 36947.097320467234 29226.899360567331 104464.94517377019 20917.792339295149 29983.874529212713 1588.8346310555935 12104.486996203661 16056.073574870825 10847.379621237516 12087.544848293066 1532.2478570342064 27276.519293099642 11728.032469630241 14973.80916634202 22625.560848683119 6087.313744276762 20201.139482676983 24957.139244139194 18658.387493938208 +leaf_count=607282 84047 84773 42986 98403 72728 49601 186561 54976 83961 130766 55831 109039 86255 308299 61733 88489 4689 35723 47385 32013 35673 4522 80499 34612 44191 66773 17965 59618 73654 55065 +internal_value=-1.53185 -1.56682 -1.4391 -1.47145 -1.39631 -1.53358 -1.58308 -1.37488 -1.54546 -1.48667 -1.41527 -1.51809 -1.56953 -1.58972 -1.54175 -1.45113 -1.36399 -1.52521 -1.56353 -1.40561 -1.51096 -1.38583 -1.54754 -1.49535 -1.42501 -1.5343 -1.36088 -1.52118 -1.56055 -1.57468 +internal_weight=0 688493 259628 147843 111785 226141 462352 52480 127994 84515.9 59304.6 98147.2 152113 310238 99544.6 63327 26304.4 49112.6 70240.1 29765.3 49034.6 26175.6 56001.3 40206.8 29539.3 43543.4 24715.5 37008.1 54184 81873.3 +internal_count=2798112 2031894 766218 436317 329901 667393 1364501 154880 377739 249425 175021 289654 448920 915581 293778 186892 77630 144942 207294 87844 144712 77250 165272 118659 87177 128506 72941 109219 159909 241626 cat_boundaries=0 1 2 3 4 cat_threshold=3 3 3 3 is_linear=0 @@ -53,42 +53,42 @@ shrinkage=1 Tree=2 num_leaves=31 -num_cat=3 -split_feature=2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 8 10 8 10 8 8 11 6 11 10 11 1 1 8 -split_gain=470041 55753 51598.8 7073.81 6317.1 5718.76 5621.68 1003.71 997.102 927.194 845.611 712.165 693.533 597.569 562.285 520.452 446.803 390.259 336.549 297.316 263.939 253.74 236.435 230.038 219.528 217.92 207.957 183.476 182.378 177.888 -threshold=0.26152467475799362 0.046902465202284055 0.65469356635392228 0.83973102767458241 0.1163625413313064 0.4684513985742082 0.013065603962660034 0.17974315311816694 0.90765341522442178 53.000000000000007 0.35402103925088119 0.75091758515169416 0.026851430936257345 0.072833657327858972 0.56547477661013301 0.0047173468738708558 77.000000000000014 1.0000000180025095e-35 33.000000000000007 1.0000000180025095e-35 33.000000000000007 51.000000000000007 0 0.34428879310344834 1 1.0000000180025095e-35 2 0.0016739123607993911 0.0021282744994203183 53.000000000000007 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 1 2 2 2 -left_child=1 6 5 11 9 10 15 16 19 13 20 -4 29 24 -7 -1 26 23 -9 28 -2 -14 -15 27 -3 -13 -6 -10 -5 -8 -right_child=2 4 3 8 7 14 12 18 17 -11 -12 25 21 22 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.11875790708608124 -0.05701614893421212 0.053602043941123834 -0.15758005438499181 -0.22800477589300466 0.005713516637397908 -0.1056675878298432 0.083927590151294001 -0.030152436729609679 -0.25452399030355 0.059918216276578722 -0.077437076535506605 -0.18848222108626417 0.062826918869638704 0.029531805207272794 -0.13135722321915302 0.10600219433742138 0.026795106508852223 -0.1905616502820342 -0.0049152555444723139 -0.17098761277412514 -0.033068300925504078 0.083838761420811037 0.0095655826625319004 -0.27477479592805171 0.032942490182159133 -0.14969249707374047 -0.013051637428470736 -0.22707541536516015 -0.20678479431471961 0.0999623491330216 -leaf_weight=78532.54708302021 16644.447715640068 9889.1620440334082 18344.183365061879 12075.868972808123 12619.160932391882 17832.821375638247 29869.929565250874 19619.495922282338 9408.2219199985266 13987.97532954812 23248.076223686337 17320.898089766502 24473.982681915164 11896.950871601701 16314.739829599857 53968.540476679802 6354.5312331318855 1027.810334444046 7231.7533241957426 1278.0202298164368 6361.118071809411 7511.1143404990435 11883.462878257036 4056.3217567056417 11073.007425785065 1580.471133813262 11084.89356777072 3285.7016698718071 6094.2818641364574 9004.3099166452885 -leaf_count=497528 94691 60366 97588 61458 74627 98245 186075 113800 46813 85449 130515 90324 150162 71624 88386 339963 38260 5346 42576 6674 36698 46512 70705 20178 66824 8286 64785 16367 31194 56093 -internal_value=0 0.0698783 -0.142454 -0.202428 0.0144392 -0.086902 0.101404 -0.00930421 -0.233256 0.0374465 -0.0639867 -0.171616 0.0786678 0.0304211 -0.117941 0.113562 0.00324768 -0.250374 -0.0233554 -0.217608 -0.0503945 0.0677612 0.0195708 -0.254044 0.0427302 -0.185239 -0.00306486 -0.247419 -0.220888 0.0876417 -internal_weight=0 319001 154873 74471.8 115640 80401.2 203360 56909.8 37226.2 58730.6 46253.6 37245.6 70859.3 44742.6 34147.6 132501 30058.6 17778.1 26851.2 19448.2 23005.6 31985.1 23780.4 16750.2 20962.2 18901.4 23704.1 12693.9 18170.2 38874.2 -internal_count=2798112 1965349 832763 384228 689016 448535 1276333 334048 188030 354968 261904 196198 438842 269519 186631 837491 177672 88704 156376 99326 131389 196674 142329 83358 127190 98610 139412 63180 92652 242168 -cat_boundaries=0 1 2 3 -cat_threshold=12 12 12 +num_cat=4 +split_feature=2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 8 10 8 8 1 11 8 11 11 10 1 8 11 1 +split_gain=234369 28313.5 25611 3588.68 3367.24 2989.96 2441.14 560.112 470.665 450.88 450.553 446.618 305.372 291.521 291.203 255.87 242.877 198.049 192.685 167.865 143.721 118.536 115.69 109.848 109.589 107.666 104.908 95.3544 93.379 90.1674 +threshold=0.24394055000000003 0.6501435000000001 0.042905050000000007 0.84357925000000011 0.45765355000000002 0.11109435000000002 0.013235650000000003 0.34011750000000007 53.000000000000007 0.17177030000000001 0.90278685000000014 0.74631990000000015 0.55206410000000006 0.0054186500000000014 0.072932700000000017 0.028366750000000007 65.000000000000014 1.0000000180025095e-35 65.000000000000014 33.000000000000007 0.0021955500000000005 0 33.000000000000007 1 2 1.0000000180025095e-35 0.0022990000000000003 67.000000000000014 3 0.0034220500000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 1 2 2 2 1 2 +left_child=2 4 6 11 7 8 13 19 14 16 25 29 -6 -1 24 -8 21 26 -11 28 -13 -7 -9 -16 -4 -5 -12 -17 -2 -3 +right_child=1 3 5 10 12 9 15 22 -10 18 17 20 -14 -15 23 27 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.059110714706442059 -0.021319033830813114 -0.082638262425799136 0.026859032496396748 -0.11080908570486246 -0.051400017089680353 0.0046151546640305534 0.043285746295911441 -0.040342987431753109 0.031418207620629031 -0.01310043194794362 -0.12984684786984874 -0.099288568623606785 -0.06438173996880954 0.052208266787042573 0.015754196449770993 0.031696534748907677 0.015157268719534085 -0.095000029996959862 0.0016084521866347554 -0.012909041011197792 -0.087525505928326169 -0.0055406606266736897 -0.029820476786261409 0.0055252460022677009 0.017439544139454959 -0.087441244647335326 -0.11527196761060841 0.042906840959825991 -0.031629001932822934 -0.072653908856000857 +leaf_weight=174170.3290052712 20480.650280267 21581.470229238272 23388.101054131985 32584.644995361567 35708.653369665146 24163.458127081394 81413.70445895195 34916.700899302959 28413.038755118847 38312.039344578981 27577.805993586779 21260.93239068985 36788.392925560474 94324.654093623161 20701.646407395601 37040.457194000483 13233.937245905399 2020.3750322461128 11603.461002916098 13956.505065619946 20307.892395824194 21898.651481717825 14910.372330605984 21368.408304154873 26638.565131038427 2098.6981465518475 6015.8102305829525 9542.3441876769066 15755.815312683582 15570.980979919434 +leaf_count=551925 58504 57300 71330 82976 98731 71666 253335 97930 86891 111225 68622 55024 99739 296586 62388 113658 40026 5261 34283 40445 53290 64169 42127 63636 80353 5477 14987 29667 45007 41554 +internal_value=0 -0.0691572 0.0358747 -0.101086 -0.0415777 0.00930614 0.0512682 -0.0296835 0.0201668 -0.00267805 -0.117508 -0.086421 -0.0579876 0.0566858 0.0166956 0.0399037 0.00321718 -0.125408 -0.00968117 -0.0222275 -0.0935419 -0.000213281 -0.0371942 0.0105637 0.0218521 -0.109395 -0.127237 0.0339929 -0.0258165 -0.0784537 +internal_weight=0 321536 626213 149019 172517 229721 396491 100020 120510 109212 70297.3 78721.3 72497 268495 92096.7 127997 59296 35614 49915.5 50193 41568.8 46062.1 49827.1 42070.1 50026.7 34683.3 33593.6 46582.8 36236.5 37152.5 +internal_count=2798112 866974 1931138 384491 482483 685967 1245171 284013 364598 321369 177323 207168 198470 848511 277707 396660 175861 88870 145508 143956 108314 135835 140057 126024 151683 88453 83609 143325 103511 98854 +cat_boundaries=0 1 2 3 4 +cat_threshold=12 12 12 12 is_linear=0 shrinkage=0.1 Tree=3 num_leaves=31 -num_cat=3 -split_feature=2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 8 10 8 10 8 8 11 6 11 10 11 1 1 8 -split_gain=470041 55753 51598.8 7073.81 6317.1 5718.76 5621.68 1003.71 997.102 927.194 845.611 712.165 693.533 597.569 562.285 520.452 446.803 390.259 336.549 297.316 263.939 253.74 236.435 230.038 219.528 217.92 207.957 183.476 182.378 177.888 -threshold=0.26152467475799362 0.046902465202284055 0.65469356635392228 0.83973102767458241 0.1163625413313064 0.4684513985742082 0.013065603962660034 0.17974315311816694 0.90765341522442178 53.000000000000007 0.35402103925088119 0.75091758515169416 0.026851430936257345 0.072833657327858972 0.56547477661013301 0.0047173468738708558 77.000000000000014 1.0000000180025095e-35 33.000000000000007 1.0000000180025095e-35 33.000000000000007 51.000000000000007 0 0.34428879310344834 1 1.0000000180025095e-35 2 0.0016739123607993911 0.0021282744994203183 53.000000000000007 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 1 2 2 2 -left_child=1 6 5 11 9 10 15 16 19 13 20 -4 29 24 -7 -1 26 23 -9 28 -2 -14 -15 27 -3 -13 -6 -10 -5 -8 -right_child=2 4 3 8 7 14 12 18 17 -11 -12 25 21 22 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.11875790708608124 0.05701614893421212 -0.032942490182159133 0.15758005438499181 0.22800477589300466 0.013051637428470736 0.1056675878298432 -0.083927590151294001 0.030152436729609679 0.25452399030355 -0.059918216276578722 0.077437076535506605 0.18848222108626417 -0.062826918869638704 -0.0095655826625319004 0.13135722321915302 -0.10600219433742138 -0.026795106508852223 0.1905616502820342 0.0049152555444723139 0.17098761277412514 0.033068300925504078 -0.083838761420811037 -0.029531805207272794 0.27477479592805171 -0.053602043941123834 0.14969249707374047 -0.005713516637397908 0.22707541536516015 0.20678479431471961 -0.0999623491330216 -leaf_weight=78532.54708302021 16644.447715640068 11073.007425785065 18344.183365061879 12075.868972808123 11084.89356777072 17832.821375638247 29869.929565250874 19619.495922282338 9408.2219199985266 13987.97532954812 23248.076223686337 17320.898089766502 24473.982681915164 11883.462878257036 16314.739829599857 53968.540476679802 6354.5312331318855 1027.810334444046 7231.7533241957426 1278.0202298164368 6361.118071809411 7511.1143404990435 11896.950871601701 4056.3217567056417 9889.1620440334082 1580.471133813262 12619.160932391882 3285.7016698718071 6094.2818641364574 9004.3099166452885 -leaf_count=497528 94691 66824 97588 61458 64785 98245 186075 113800 46813 85449 130515 90324 150162 70705 88386 339963 38260 5346 42576 6674 36698 46512 71624 20178 60366 8286 74627 16367 31194 56093 -internal_value=0 -0.0698783 0.142454 0.202428 -0.0144392 0.086902 -0.101404 0.00930421 0.233256 -0.0374465 0.0639867 0.171616 -0.0786678 -0.0304211 0.117941 -0.113562 -0.00324768 0.250374 0.0233554 0.217608 0.0503945 -0.0677612 -0.0195708 0.254044 -0.0427302 0.185239 0.00306486 0.247419 0.220888 -0.0876417 -internal_weight=0 319001 154873 74471.8 115640 80401.2 203360 56909.8 37226.2 58730.6 46253.6 37245.6 70859.3 44742.6 34147.6 132501 30058.6 17778.1 26851.2 19448.2 23005.6 31985.1 23780.4 16750.2 20962.2 18901.4 23704.1 12693.9 18170.2 38874.2 -internal_count=2798112 1965349 832763 384228 689016 448535 1276333 334048 188030 354968 261904 196198 438842 269519 186631 837491 177672 88704 156376 99326 131389 196674 142329 83358 127190 98610 139412 63180 92652 242168 -cat_boundaries=0 1 2 3 -cat_threshold=3 3 3 +num_cat=4 +split_feature=2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 8 10 8 8 1 11 8 11 11 10 1 8 11 1 +split_gain=234369 28313.5 25611 3588.68 3367.24 2989.96 2441.14 560.112 470.665 450.88 450.553 446.618 305.372 291.521 291.203 255.87 242.877 198.049 192.685 167.865 143.721 118.536 115.69 109.848 109.589 107.666 104.908 95.3544 93.379 90.1674 +threshold=0.24394055000000003 0.6501435000000001 0.042905050000000007 0.84357925000000011 0.45765355000000002 0.11109435000000002 0.013235650000000003 0.34011750000000007 53.000000000000007 0.17177030000000001 0.90278685000000014 0.74631990000000015 0.55206410000000006 0.0054186500000000014 0.072932700000000017 0.028366750000000007 65.000000000000014 1.0000000180025095e-35 65.000000000000014 33.000000000000007 0.0021955500000000005 0 33.000000000000007 1 2 1.0000000180025095e-35 0.0022990000000000003 67.000000000000014 3 0.0034220500000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 1 2 2 2 1 2 +left_child=2 4 6 11 7 8 13 19 14 16 25 29 -6 -1 24 -8 21 26 -11 28 -13 -7 -9 -16 -4 -5 -12 -17 -2 -3 +right_child=1 3 5 10 12 9 15 22 -10 18 17 20 -14 -15 23 27 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.059110714706442059 0.031629001932822934 0.082638262425799136 -0.017439544139454959 0.11080908570486246 0.051400017089680353 0.0055406606266736897 -0.043285746295911441 0.040342987431753109 -0.031418207620629031 0.01310043194794362 0.12984684786984874 0.099288568623606785 0.06438173996880954 -0.052208266787042573 -0.0055252460022677009 -0.031696534748907677 -0.015157268719534085 0.095000029996959862 -0.0016084521866347554 0.012909041011197792 0.087525505928326169 -0.0046151546640305534 0.029820476786261409 -0.015754196449770993 -0.026859032496396748 0.087441244647335326 0.11527196761060841 -0.042906840959825991 0.021319033830813114 0.072653908856000857 +leaf_weight=174170.3290052712 15755.815312683582 21581.470229238272 26638.565131038427 32584.644995361567 35708.653369665146 21898.651481717825 81413.70445895195 34916.700899302959 28413.038755118847 38312.039344578981 27577.805993586779 21260.93239068985 36788.392925560474 94324.654093623161 21368.408304154873 37040.457194000483 13233.937245905399 2020.3750322461128 11603.461002916098 13956.505065619946 20307.892395824194 24163.458127081394 14910.372330605984 20701.646407395601 23388.101054131985 2098.6981465518475 6015.8102305829525 9542.3441876769066 20480.650280267 15570.980979919434 +leaf_count=551925 45007 57300 80353 82976 98731 64169 253335 97930 86891 111225 68622 55024 99739 296586 63636 113658 40026 5261 34283 40445 53290 71666 42127 62388 71330 5477 14987 29667 58504 41554 +internal_value=0 0.0691572 -0.0358747 0.101086 0.0415777 -0.00930614 -0.0512682 0.0296835 -0.0201668 0.00267805 0.117508 0.086421 0.0579876 -0.0566858 -0.0166956 -0.0399037 -0.00321718 0.125408 0.00968117 0.0222275 0.0935419 0.000213281 0.0371942 -0.0105637 -0.0218521 0.109395 0.127237 -0.0339929 0.0258165 0.0784537 +internal_weight=0 321536 626213 149019 172517 229721 396491 100020 120510 109212 70297.3 78721.3 72497 268495 92096.7 127997 59296 35614 49915.5 50193 41568.8 46062.1 49827.1 42070.1 50026.7 34683.3 33593.6 46582.8 36236.5 37152.5 +internal_count=2798112 866974 1931138 384491 482483 685967 1245171 284013 364598 321369 177323 207168 198470 848511 277707 396660 175861 88870 145508 143956 108314 135835 140057 126024 151683 88453 83609 143325 103511 98854 +cat_boundaries=0 1 2 3 4 +cat_threshold=3 3 3 3 is_linear=0 shrinkage=0.1 @@ -96,18 +96,18 @@ shrinkage=0.1 Tree=4 num_leaves=31 num_cat=4 -split_feature=2 2 2 2 2 2 2 2 2 8 8 2 2 2 2 2 2 1 8 11 11 10 8 11 11 8 10 1 1 3 -split_gain=370591 42965.1 41593 5507.82 4961.67 4615.2 4142.62 1046.13 783.203 740.564 655.502 479.263 473.633 456.807 455.519 409.921 389.245 297.792 284.439 221.877 201.382 189.41 187.745 183.559 181.632 173.103 171.919 169.637 162.09 160.741 -threshold=0.21723547642021385 0.64428136052787466 0.039049724202902307 0.44783916190041401 0.83072957074549281 0.096067151933142539 0.011464653680177636 0.32971784042561797 0.8945302199673586 53.000000000000007 65.000000000000014 0.53290713647691801 0.024394326733231515 0.74014381696763587 0.1491881860260024 0.0038524632350875475 0.064843089169787663 0.0016352755979530038 75.000000000000014 0 1 1.0000000180025095e-35 33.000000000000007 2 3 51.000000000000007 1.0000000180025095e-35 0.003464041489047635 0.0017555833808180332 0.062459531657101892 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 1 1 2 2 2 2 2 -left_child=2 3 6 7 13 9 15 18 26 16 14 -5 -8 27 23 -1 19 29 20 -4 -2 -19 -9 -7 -16 -14 -6 -3 -15 -10 -right_child=1 4 5 11 8 10 12 22 17 -11 -12 -13 25 28 24 -17 -18 21 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.11649800607744827 -0.032081785197590584 -0.13648024065484843 0.055728862240472944 -0.083467130944067894 -0.17589717039080122 0.014429807825752145 0.08632438405062022 -0.067646245307325201 -0.21772532566763153 0.063609696965651302 0.022238564226529377 -0.10605925943313084 0.064138713365425412 -0.16012155840818693 -0.0059489853459738897 0.10462548482933597 0.025854493763469412 -0.19006310492387887 -0.017464121275114135 0.035819899820350665 -0.050519954305851537 -0.14337596876977429 -0.048869051681118679 -0.0033582997668446255 -0.024831561374017999 0.083732897179514584 -0.13798478069345627 -0.11749908196622433 -0.14222119668722033 -0.19822737682696043 -leaf_weight=63019.874167472124 13770.527795910835 11598.328048661351 10646.64271299541 16597.015995383263 17646.083456605673 12011.69269695878 38225.748008474708 18301.606518670917 8280.9079799950123 12970.838256984949 12470.043833047152 21623.499366104603 19428.183468833566 9077.9853500723839 11164.605356410146 54000.706938847899 19357.601622849703 6384.4627378582954 7127.4843354523182 12246.718012526631 10674.887573972344 1005.8858457505703 7509.828007042408 11209.368441596627 9392.2695790678263 5871.2293170392513 1283.0476402789354 7926.0789129436016 11425.226624384522 8639.1999417990446 -leaf_count=430034 77207 57239 67551 87530 82376 72386 252190 98981 37284 82692 76083 110608 124730 43466 65048 364457 117825 29109 41034 76181 59724 4823 41035 66038 53800 38364 6205 39548 55300 39264 -internal_value=0 -0.112577 0.0702041 -0.0668386 -0.165093 0.0221731 0.0998587 -0.04725 -0.188579 0.042709 0.00201177 -0.0962488 0.0792997 -0.139722 -0.00374979 0.111019 0.0362926 -0.200455 -0.0350421 0.0451186 -0.0401672 -0.183709 -0.062183 0.00584783 -0.0145913 0.0686859 -0.173327 -0.128775 -0.150147 -0.20777 -internal_weight=0 178872 292016 95604.8 83267.2 111470 180546 57384.3 43239.6 55221.8 56248 38220.5 63525.2 40027.6 43777.9 117021 42251 24310.5 31572.9 22893.4 24445.4 7390.35 25811.4 23221.1 20556.9 25299.4 18929.1 19524.4 20503.2 16920.1 -internal_count=2798112 910733 1887379 516119 394614 677604 1209775 317981 199061 344249 333355 198138 415284 195553 257272 794491 261557 110480 177965 143732 136931 33932 140016 138424 118848 163094 88581 96787 98766 76548 +split_feature=2 2 2 2 2 2 2 2 2 8 8 2 2 2 2 2 2 1 8 8 11 8 10 8 11 0 10 1 11 11 +split_gain=184930 22572.2 19638.7 2828.96 2786.43 2087.89 2013.85 460.337 458.134 374.374 363.986 300.803 265.338 237.794 203.023 198.453 189.16 163.209 123.514 121.668 99.9394 97.0415 91.1823 90.1647 88.5386 87.2577 82.2515 80.4095 79.5688 75.9151 +threshold=0.20810055000000002 0.62826230000000016 0.039015600000000004 0.41918835000000004 0.81670920000000014 0.010912100000000003 0.09657060000000002 0.29341555000000002 0.88961685000000013 57.000000000000007 51.000000000000007 0.49968200000000002 0.024116850000000006 0.72424820000000001 0.060952800000000008 0.0038998500000000003 0.15448890000000001 0.0016571500000000002 75.000000000000014 33.000000000000007 0 79.000000000000014 1.0000000180025095e-35 65.000000000000014 1 0.77306940000000013 1.0000000180025095e-35 0.0022482500000000007 2 3 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 1 1 +left_child=2 3 5 7 13 15 9 18 21 14 16 -5 -7 -3 24 -1 20 -10 29 -9 -8 27 -19 -14 -4 -16 -15 -6 -12 -2 +right_child=1 4 6 11 8 12 10 19 17 -11 28 -13 23 26 25 -17 -18 22 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.058215702042013977 -0.013195801760413146 -0.062589535491784212 0.028261378916116377 -0.038309734287573886 -0.08738361577944892 0.043409714452372267 0.0069049917423172572 -0.030272266900353419 -0.10418488001102627 0.031940045745005016 0.017829971768459484 -0.050561809024796456 0.032042538172138084 -0.074848233223180002 0.014362701090247522 0.05231077630302812 -0.0075378593340694622 -0.094686364128282657 -0.0053483615011774297 -0.020248702294687955 -0.0022514810722999603 -0.094243546312724885 -0.071656045375595376 0.04251002546007937 0.018795510924489348 -0.0064947742255222459 -0.05872999746226229 -0.077086878737939471 0.0065612552982805428 -0.022037479930067674 +leaf_weight=129695.88294303417 22232.957345068455 39607.035266429186 18528.615501672029 33050.206378787756 18916.89958524704 79478.570762097836 24402.18528008461 42155.774906098843 33437.272636920214 24933.98268738389 12704.108435928822 50897.638489097357 40606.447262585163 37198.234979093075 42802.600367426872 101423.26721560955 31639.81358897686 13321.536859631538 11559.607769221067 16990.224535286427 23289.865115702152 10781.638245880604 1973.8633284568787 10320.601487487555 21706.137716382742 2104.3781355023384 3460.5114096105099 12659.701507925987 12437.619689136744 17462.485302507877 +leaf_count=442537 62867 98550 58721 87907 44143 262216 73436 114791 75677 79488 38832 131143 130600 89787 130890 342186 91392 30330 33591 47363 68449 25283 4733 33907 67435 6433 8424 29966 38013 49022 +internal_value=0 -0.0552306 0.0356923 -0.0319024 -0.0816889 0.049916 0.0117248 -0.0213818 -0.0936591 0.0211634 0.00178011 -0.0457382 0.0397989 -0.0681043 0.0180075 0.0556244 -0.00154276 -0.100271 -0.0144452 -0.0273929 0.00243451 -0.0860523 -0.0917143 0.0341638 0.0231664 0.0133853 -0.0734764 -0.0832554 0.012265 -0.0170942 +internal_weight=0 365706 576074 194349 171357 361525 214549 110401 91090.9 110076 104474 83947.8 130406 80265.8 85141.7 231119 79331.9 48732.7 51255.1 59146 47692.1 42358.2 15295.4 50927 40234.8 44907 40658.7 31576.6 25141.7 39695.4 +internal_count=2798112 933577 1864535 526684 406893 1211446 653089 307634 210132 342967 310122 219050 426723 196761 263479 784723 233277 110740 145480 162154 141885 99392 35063 164507 126156 137323 98211 74109 76845 111889 cat_boundaries=0 1 2 3 4 cat_threshold=12 12 12 12 is_linear=0 @@ -117,18 +117,18 @@ shrinkage=0.1 Tree=5 num_leaves=31 num_cat=4 -split_feature=2 2 2 2 2 2 2 2 2 8 8 2 2 2 2 2 2 1 8 11 11 10 8 11 11 8 10 1 1 3 -split_gain=370591 42965.1 41593 5507.82 4961.67 4615.2 4142.62 1046.13 783.203 740.564 655.502 479.263 473.633 456.807 455.519 409.921 389.245 297.792 284.439 221.877 201.382 189.41 187.745 183.559 181.632 173.103 171.919 169.637 162.09 160.741 -threshold=0.21723547642021385 0.64428136052787466 0.039049724202902307 0.44783916190041401 0.83072957074549281 0.096067151933142539 0.011464653680177636 0.32971784042561797 0.8945302199673586 53.000000000000007 65.000000000000014 0.53290713647691801 0.024394326733231515 0.74014381696763587 0.1491881860260024 0.0038524632350875475 0.064843089169787663 0.0016352755979530038 75.000000000000014 0 1 1.0000000180025095e-35 33.000000000000007 2 3 51.000000000000007 1.0000000180025095e-35 0.003464041489047635 0.0017555833808180332 0.062459531657101892 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 1 1 2 2 2 2 2 -left_child=2 3 6 7 13 9 15 18 26 16 14 -5 -8 27 23 -1 19 29 20 -4 -2 -19 -9 -7 -16 -14 -6 -3 -15 -10 -right_child=1 4 5 11 8 10 12 22 17 -11 -12 -13 25 28 24 -17 -18 21 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.11649800607744827 0.050519954305851537 0.13648024065484843 -0.035819899820350665 0.083467130944067894 0.17589717039080122 0.0033582997668446255 -0.08632438405062022 0.067646245307325201 0.21772532566763153 -0.063609696965651302 -0.022238564226529377 0.10605925943313084 -0.064138713365425412 0.16012155840818693 0.024831561374017999 -0.10462548482933597 -0.025854493763469412 0.19006310492387887 0.017464121275114135 -0.055728862240472944 0.032081785197590584 0.14337596876977429 0.048869051681118679 -0.014429807825752145 0.0059489853459738897 -0.083732897179514584 0.13798478069345627 0.11749908196622433 0.14222119668722033 0.19822737682696043 -leaf_weight=63019.874167472124 10674.887573972344 11598.328048661351 12246.718012526631 16597.015995383263 17646.083456605673 11209.368441596627 38225.748008474708 18301.606518670917 8280.9079799950123 12970.838256984949 12470.043833047152 21623.499366104603 19428.183468833566 9077.9853500723839 9392.2695790678263 54000.706938847899 19357.601622849703 6384.4627378582954 7127.4843354523182 10646.64271299541 13770.527795910835 1005.8858457505703 7509.828007042408 12011.69269695878 11164.605356410146 5871.2293170392513 1283.0476402789354 7926.0789129436016 11425.226624384522 8639.1999417990446 -leaf_count=430034 59724 57239 76181 87530 82376 66038 252190 98981 37284 82692 76083 110608 124730 43466 53800 364457 117825 29109 41034 67551 77207 4823 41035 72386 65048 38364 6205 39548 55300 39264 -internal_value=0 0.112577 -0.0702041 0.0668386 0.165093 -0.0221731 -0.0998587 0.04725 0.188579 -0.042709 -0.00201177 0.0962488 -0.0792997 0.139722 0.00374979 -0.111019 -0.0362926 0.200455 0.0350421 -0.0451186 0.0401672 0.183709 0.062183 -0.00584783 0.0145913 -0.0686859 0.173327 0.128775 0.150147 0.20777 -internal_weight=0 178872 292016 95604.8 83267.2 111470 180546 57384.3 43239.6 55221.8 56248 38220.5 63525.2 40027.6 43777.9 117021 42251 24310.5 31572.9 22893.4 24445.4 7390.35 25811.4 23221.1 20556.9 25299.4 18929.1 19524.4 20503.2 16920.1 -internal_count=2798112 910733 1887379 516119 394614 677604 1209775 317981 199061 344249 333355 198138 415284 195553 257272 794491 261557 110480 177965 143732 136931 33932 140016 138424 118848 163094 88581 96787 98766 76548 +split_feature=2 2 2 2 2 2 2 2 2 8 8 2 2 2 2 2 2 1 8 8 11 8 10 8 11 0 10 1 11 11 +split_gain=184930 22572.2 19638.7 2828.96 2786.43 2087.89 2013.85 460.337 458.134 374.374 363.986 300.803 265.338 237.794 203.023 198.453 189.16 163.209 123.514 121.668 99.9394 97.0415 91.1823 90.1647 88.5386 87.2577 82.2515 80.4095 79.5688 75.9151 +threshold=0.20810055000000002 0.62826230000000016 0.039015600000000004 0.41918835000000004 0.81670920000000014 0.010912100000000003 0.09657060000000002 0.29341555000000002 0.88961685000000013 57.000000000000007 51.000000000000007 0.49968200000000002 0.024116850000000006 0.72424820000000001 0.060952800000000008 0.0038998500000000003 0.15448890000000001 0.0016571500000000002 75.000000000000014 33.000000000000007 0 79.000000000000014 1.0000000180025095e-35 65.000000000000014 1 0.77306940000000013 1.0000000180025095e-35 0.0022482500000000007 2 3 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 1 1 +left_child=2 3 5 7 13 15 9 18 21 14 16 -5 -7 -3 24 -1 20 -10 29 -9 -8 27 -19 -14 -4 -16 -15 -6 -12 -2 +right_child=1 4 6 11 8 12 10 19 17 -11 28 -13 23 26 25 -17 -18 22 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.058215702042013977 0.022037479930067674 0.062589535491784212 -0.018795510924489348 0.038309734287573886 0.08738361577944892 -0.043409714452372267 0.0022514810722999603 0.030272266900353419 0.10418488001102627 -0.031940045745005016 -0.0065612552982805428 0.050561809024796456 -0.032042538172138084 0.074848233223180002 -0.014362701090247522 -0.05231077630302812 0.0075378593340694622 0.094686364128282657 0.0053483615011774297 0.020248702294687955 -0.0069049917423172572 0.094243546312724885 0.071656045375595376 -0.04251002546007937 -0.028261378916116377 0.0064947742255222459 0.05872999746226229 0.077086878737939471 -0.017829971768459484 0.013195801760413146 +leaf_weight=129695.88294303417 17462.485302507877 39607.035266429186 21706.137716382742 33050.206378787756 18916.89958524704 79478.570762097836 23289.865115702152 42155.774906098843 33437.272636920214 24933.98268738389 12437.619689136744 50897.638489097357 40606.447262585163 37198.234979093075 42802.600367426872 101423.26721560955 31639.81358897686 13321.536859631538 11559.607769221067 16990.224535286427 24402.18528008461 10781.638245880604 1973.8633284568787 10320.601487487555 18528.615501672029 2104.3781355023384 3460.5114096105099 12659.701507925987 12704.108435928822 22232.957345068455 +leaf_count=442537 49022 98550 67435 87907 44143 262216 68449 114791 75677 79488 38013 131143 130600 89787 130890 342186 91392 30330 33591 47363 73436 25283 4733 33907 58721 6433 8424 29966 38832 62867 +internal_value=0 0.0552306 -0.0356923 0.0319024 0.0816889 -0.049916 -0.0117248 0.0213818 0.0936591 -0.0211634 -0.00178011 0.0457382 -0.0397989 0.0681043 -0.0180075 -0.0556244 0.00154276 0.100271 0.0144452 0.0273929 -0.00243451 0.0860523 0.0917143 -0.0341638 -0.0231664 -0.0133853 0.0734764 0.0832554 -0.012265 0.0170942 +internal_weight=0 365706 576074 194349 171357 361525 214549 110401 91090.9 110076 104474 83947.8 130406 80265.8 85141.7 231119 79331.9 48732.7 51255.1 59146 47692.1 42358.2 15295.4 50927 40234.8 44907 40658.7 31576.6 25141.7 39695.4 +internal_count=2798112 933577 1864535 526684 406893 1211446 653089 307634 210132 342967 310122 219050 426723 196761 263479 784723 233277 110740 145480 162154 141885 99392 35063 164507 126156 137323 98211 74109 76845 111889 cat_boundaries=0 1 2 3 4 cat_threshold=3 3 3 3 is_linear=0 @@ -137,42 +137,42 @@ shrinkage=0.1 Tree=6 num_leaves=31 -num_cat=1 -split_feature=2 2 2 2 2 2 2 2 2 8 8 2 2 2 2 11 2 1 8 0 10 2 8 0 2 8 3 1 6 3 -split_gain=298142 34788.4 34359.4 4541.88 4070.28 3928.35 3242.77 624.505 616.321 611.952 580.427 535.356 505.657 391.45 359.946 332.775 299.221 237.897 206.261 193.908 190.531 182.911 174.243 164.456 164.151 158.398 158.311 150.068 141.957 139.1 -threshold=0.1952477499841426 0.61015259622259788 0.033503563664411214 0.83072957074549281 0.37203588658840309 0.083629963592472559 0.0096969951922278672 0.49985659653018144 0.91998576051369307 65.000000000000014 53.000000000000007 0.71894728359512705 0.28303302266142655 0.019373217493943499 0.12989003924899498 0 0.0036046264903578026 0.0019753508051330668 61.000000000000007 0.80793883849451453 1.0000000180025095e-35 0.049768621485165691 51.000000000000007 0.023833916078917831 0.12989003924899498 33.000000000000007 0.14769687420989638 0.0029401786446804482 0.19836065573770495 0.14769687420989638 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 11 12 10 16 23 17 14 15 -3 18 -8 26 -4 -1 28 -2 21 -10 -17 -15 -6 -11 -25 -7 -13 -5 -16 -right_child=1 3 5 8 7 9 13 -9 20 24 -12 27 -14 22 29 19 -18 -19 -20 -21 -22 -23 -24 25 -26 -27 -28 -29 -30 -31 -leaf_value=0.11401046923201544 -0.027766111723360288 -0.10446806364061959 0.049252451874374902 -0.1525607969096483 -0.07180910744164061 -0.017144144472094881 0.087102913827252798 -0.084882251109876267 -0.17814100774476638 0.038754376007489766 0.064382138245206291 -0.13160988055804626 -0.043248678472229352 0.066500506631747489 -0.034351182893687097 0.044266619505147042 0.10307728395701686 -0.13947614333630087 -0.0074150170898276664 -0.012172460427395502 -0.13124788168559484 0.025230879105378176 0.085418954631589689 -0.063059050494620614 0.015754579635845804 -0.042304264178164824 0.013402295723446018 -0.11624691204356062 -0.17208045468435229 -0.0046903679292021883 -leaf_weight=55349.669573396444 21273.406170710921 22971.610460802913 19023.42010384798 13801.970775395632 10904.18529599905 1846.3968628495932 32714.276081740856 22253.42864023149 14795.655655875802 6169.5828319936991 12257.598396658897 15617.956048995256 22189.353538542986 20988.737112537026 1713.9992366433144 8636.6253248155117 45700.471779286861 11273.262058407068 6502.3562737852335 989.31937462091446 920.35359007120132 12147.589101359248 6338.6160561293364 10733.818698689342 6243.2690059095621 5593.2866273522377 20918.315487399697 10724.186184540391 5103.3404537886381 20392.185955092311 -leaf_count=407877 118525 109134 123350 60117 56445 11190 230277 109823 62744 39455 81902 70838 119653 142702 9954 55766 331157 49884 37818 6267 4139 75536 43923 55434 38294 29108 126690 49468 22177 118465 -internal_value=0 -0.09349 0.0686838 -0.136696 -0.0521266 0.0256938 0.0981293 -0.0724552 -0.159337 0.00753499 0.0453001 -0.115626 -0.0319934 0.0797232 0.00209877 0.0395669 0.109066 -0.150974 -0.0230019 0.0310678 -0.175395 0.0331409 0.0708887 -0.0622998 0.0271862 -0.0559489 0.0109247 -0.125355 -0.15783 -0.00699011 -internal_weight=0 194658 271430 95208.3 99449.8 110338 161092 49484.7 45894.6 57283.7 53054.6 49313.8 49965.1 60041.6 44870.9 40797 101050 30178.6 27775.8 21773.5 15716 20784.2 27327.4 27231.3 12412.9 16327.1 22764.7 26342.1 18905.3 22106.2 -internal_count=2798112 955307 1842805 428501 526806 686869 1155936 250810 199061 344048 342821 229440 275996 416902 266299 260919 739034 132178 156343 137569 66883 131302 186625 140987 77749 84542 137880 120306 82294 128419 -cat_boundaries=0 1 -cat_threshold=12 +num_cat=5 +split_feature=2 2 2 2 2 2 2 2 8 8 2 2 2 2 8 2 2 11 2 10 8 1 2 11 8 11 11 1 11 8 +split_gain=148813 17327 17248 2493.65 1925.96 1920.9 1621.45 357.252 323.06 308.07 297.064 272.28 209.785 188.564 171.007 170.661 154.39 132.181 115.076 110.041 100.014 97.2175 91.6249 89.381 85.3614 80.2546 75.2494 73.5193 71.9002 70.8374 +threshold=0.19721455000000002 0.5951531000000001 0.03337455000000001 0.81670920000000014 0.35701615000000003 0.083913700000000022 0.0095046500000000016 0.90278685000000014 51.000000000000007 77.000000000000014 0.48877135000000005 0.69182360000000009 0.017330300000000003 0.13122400000000004 33.000000000000007 0.051222600000000007 0.0035292500000000007 0 0.28585720000000009 1.0000000180025095e-35 53.000000000000007 0.0030035500000000002 0.14645260000000002 1 79.000000000000014 2 3 0.0019528500000000001 4 71.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 1 1 2 1 2 +left_child=2 4 6 11 14 9 16 21 13 15 29 -3 -8 25 18 -4 -1 19 -2 -9 -14 -5 -10 -17 27 -7 -15 -13 -16 -6 +right_child=1 3 5 7 10 8 12 17 22 -11 -12 24 20 26 28 23 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.057034981145319977 -0.014355768383075765 -0.050356346903541606 0.024816338755782957 -0.07653830992531413 -0.032407582228420606 0.0096265733261112381 0.044334561410635027 -0.083101956096886601 0.01781476146590855 0.033347457753823743 -0.041183180063719953 -0.063479559384050782 0.033845840306430827 -9.612579939339912e-06 -0.0030671633013470861 0.02040377753089918 0.051479497649460609 -0.093178804765184434 -0.022847422385853525 -0.058277379083067821 0.043313507633766374 -0.067300666811411947 0.0057363322150609658 0.011694988907864853 -0.067367720538925369 0.0011275275815048993 -0.008413994822710236 -0.054998971175473199 -0.013827863225915005 -0.024536636905448193 +leaf_weight=111129.93681800365 40791.978840261698 41488.108452498913 37582.07603058219 38912.915243268013 42669.549975961447 22113.932547032833 56211.929109632969 22622.03514111042 16916.891213566065 20831.922751545906 43999.414410233498 17959.986883878708 49793.880955636501 22779.558202087879 13596.606696099043 22373.200153470039 90974.68717160821 17115.030448228121 26214.523199528456 1938.6602741479874 14379.965288162231 16108.764759540558 9988.9000028669834 25175.019833147526 15387.149384260178 22340.576160490513 20010.983971238136 23727.125283569098 11449.048399031162 15620.00711902976 +leaf_count=409473 113357 99262 122496 85323 110532 67867 198288 48103 53849 69626 109050 40868 169757 66936 38685 71495 329658 36392 70057 4375 50031 35939 30473 78360 35328 66478 57451 54947 32562 41094 +internal_value=0 -0.0466753 0.034332 -0.0677145 -0.0255367 0.0127514 0.0490617 -0.0791238 0.00375094 0.0224474 -0.0349805 -0.056521 0.0398743 0.000796641 -0.0150428 0.0197801 0.0545343 -0.0861078 -0.0176779 -0.0811094 0.0359673 -0.0738338 0.0133306 0.0157995 -0.0610022 0.0053578 -0.00394189 -0.0586526 -0.00799292 -0.0302984 +internal_weight=0 389601 542603 195260 194341 220113 322490 96697.4 114151 105962 102289 98562.4 120386 87245.1 92052.2 85130.3 202105 41675.7 67006.5 24560.7 64173.8 55021.7 26905.8 47548.2 57074.3 44454.5 42790.5 41687.1 25045.7 58289.6 +internal_count=2798112 955874 1842238 440537 515337 685031 1157207 210132 343054 341977 260676 230405 418076 258732 254661 272351 739131 88870 183414 52478 219788 121262 84322 149855 131143 134345 124387 95815 71247 151626 +cat_boundaries=0 1 2 3 4 5 +cat_threshold=3 12 12 12 12 is_linear=0 shrinkage=0.1 Tree=7 num_leaves=31 -num_cat=1 -split_feature=2 2 2 2 2 2 2 2 2 8 8 2 2 2 2 11 2 1 8 0 10 2 8 0 2 8 3 1 6 3 -split_gain=298142 34788.4 34359.4 4541.88 4070.28 3928.35 3242.77 624.505 616.321 611.952 580.427 535.356 505.657 391.45 359.946 332.775 299.221 237.897 206.261 193.908 190.531 182.911 174.243 164.456 164.151 158.398 158.311 150.068 141.957 139.1 -threshold=0.1952477499841426 0.61015259622259788 0.033503563664411214 0.83072957074549281 0.37203588658840309 0.083629963592472559 0.0096969951922278672 0.49985659653018144 0.91998576051369307 65.000000000000014 53.000000000000007 0.71894728359512705 0.28303302266142655 0.019373217493943499 0.12989003924899498 0 0.0036046264903578026 0.0019753508051330668 61.000000000000007 0.80793883849451453 1.0000000180025095e-35 0.049768621485165691 51.000000000000007 0.023833916078917831 0.12989003924899498 33.000000000000007 0.14769687420989638 0.0029401786446804482 0.19836065573770495 0.14769687420989638 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 11 12 10 16 23 17 14 15 -3 18 -8 26 19 -1 28 -2 21 -10 -4 -15 -6 -11 -25 -7 -13 -5 -16 -right_child=1 3 5 8 7 9 13 -9 20 24 -12 27 -14 22 29 -17 -18 -19 -20 -21 -22 -23 -24 25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.11401046923201544 0.027766111723360288 0.10446806364061959 -0.044266619505147042 0.1525607969096483 0.07180910744164061 0.017144144472094881 -0.087102913827252798 0.084882251109876267 0.17814100774476638 -0.038754376007489766 -0.064382138245206291 0.13160988055804626 0.043248678472229352 -0.066500506631747489 0.034351182893687097 -0.049252451874374902 -0.10307728395701686 0.13947614333630087 0.0074150170898276664 0.012172460427395502 0.13124788168559484 -0.025230879105378176 -0.085418954631589689 0.063059050494620614 -0.015754579635845804 0.042304264178164824 -0.013402295723446018 0.11624691204356062 0.17208045468435229 0.0046903679292021883 -leaf_weight=55349.669573396444 21273.406170710921 22971.610460802913 8636.6253248155117 13801.970775395632 10904.18529599905 1846.3968628495932 32714.276081740856 22253.42864023149 14795.655655875802 6169.5828319936991 12257.598396658897 15617.956048995256 22189.353538542986 20988.737112537026 1713.9992366433144 19023.42010384798 45700.471779286861 11273.262058407068 6502.3562737852335 989.31937462091446 920.35359007120132 12147.589101359248 6338.6160561293364 10733.818698689342 6243.2690059095621 5593.2866273522377 20918.315487399697 10724.186184540391 5103.3404537886381 20392.185955092311 -leaf_count=407877 118525 109134 55766 60117 56445 11190 230277 109823 62744 39455 81902 70838 119653 142702 9954 123350 331157 49884 37818 6267 4139 75536 43923 55434 38294 29108 126690 49468 22177 118465 -internal_value=0 0.09349 -0.0686838 0.136696 0.0521266 -0.0256938 -0.0981293 0.0724552 0.159337 -0.00753499 -0.0453001 0.115626 0.0319934 -0.0797232 -0.00209877 -0.0395669 -0.109066 0.150974 0.0230019 -0.0310678 0.175395 -0.0331409 -0.0708887 0.0622998 -0.0271862 0.0559489 -0.0109247 0.125355 0.15783 0.00699011 -internal_weight=0 194658 271430 95208.3 99449.8 110338 161092 49484.7 45894.6 57283.7 53054.6 49313.8 49965.1 60041.6 44870.9 40797 101050 30178.6 27775.8 21773.5 15716 20784.2 27327.4 27231.3 12412.9 16327.1 22764.7 26342.1 18905.3 22106.2 -internal_count=2798112 955307 1842805 428501 526806 686869 1155936 250810 199061 344048 342821 229440 275996 416902 266299 260919 739034 132178 156343 137569 66883 131302 186625 140987 77749 84542 137880 120306 82294 128419 -cat_boundaries=0 1 -cat_threshold=3 +num_cat=5 +split_feature=2 2 2 2 2 2 2 2 8 8 2 2 2 2 8 2 2 11 2 10 8 1 2 11 8 11 11 1 11 8 +split_gain=148813 17327 17248 2493.65 1925.96 1920.9 1621.45 357.252 323.06 308.07 297.064 272.28 209.785 188.564 171.007 170.661 154.39 132.181 115.076 110.041 100.014 97.2175 91.6249 89.381 85.3614 80.2546 75.2494 73.5193 71.9002 70.8374 +threshold=0.19721455000000002 0.5951531000000001 0.03337455000000001 0.81670920000000014 0.35701615000000003 0.083913700000000022 0.0095046500000000016 0.90278685000000014 51.000000000000007 77.000000000000014 0.48877135000000005 0.69182360000000009 0.017330300000000003 0.13122400000000004 33.000000000000007 0.051222600000000007 0.0035292500000000007 0 0.28585720000000009 1.0000000180025095e-35 53.000000000000007 0.0030035500000000002 0.14645260000000002 1 79.000000000000014 2 3 0.0019528500000000001 4 71.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 1 1 2 1 2 +left_child=2 4 6 11 14 9 16 21 13 15 29 -3 -8 25 18 -4 -1 -9 -2 -19 -14 -5 -10 -17 27 -7 -15 -13 -16 -6 +right_child=1 3 5 7 10 8 12 17 22 -11 -12 24 20 26 28 23 -18 19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.057034981145319977 0.014355768383075765 0.050356346903541606 -0.024816338755782957 0.07653830992531413 0.032407582228420606 -0.0011275275815048993 -0.044334561410635027 0.093178804765184434 -0.01781476146590855 -0.033347457753823743 0.041183180063719953 0.063479559384050782 -0.033845840306430827 0.008413994822710236 0.013827863225915005 -0.011694988907864853 -0.051479497649460609 0.083101956096886601 0.022847422385853525 0.058277379083067821 -0.043313507633766374 0.067300666811411947 -0.0057363322150609658 -0.02040377753089918 0.067367720538925369 -0.0096265733261112381 9.612579939339912e-06 0.054998971175473199 0.0030671633013470861 0.024536636905448193 +leaf_weight=111129.93681800365 40791.978840261698 41488.108452498913 37582.07603058219 38912.915243268013 42669.549975961447 22340.576160490513 56211.929109632969 17115.030448228121 16916.891213566065 20831.922751545906 43999.414410233498 17959.986883878708 49793.880955636501 20010.983971238136 11449.048399031162 25175.019833147526 90974.68717160821 22622.03514111042 26214.523199528456 1938.6602741479874 14379.965288162231 16108.764759540558 9988.9000028669834 22373.200153470039 15387.149384260178 22113.932547032833 22779.558202087879 23727.125283569098 13596.606696099043 15620.00711902976 +leaf_count=409473 113357 99262 122496 85323 110532 66478 198288 36392 53849 69626 109050 40868 169757 57451 32562 78360 329658 48103 70057 4375 50031 35939 30473 71495 35328 67867 66936 54947 38685 41094 +internal_value=0 0.0466753 -0.034332 0.0677145 0.0255367 -0.0127514 -0.0490617 0.0791238 -0.00375094 -0.0224474 0.0349805 0.056521 -0.0398743 -0.000796641 0.0150428 -0.0197801 -0.0545343 0.0861078 0.0176779 0.0811094 -0.0359673 0.0738338 -0.0133306 -0.0157995 0.0610022 -0.0053578 0.00394189 0.0586526 0.00799292 0.0302984 +internal_weight=0 389601 542603 195260 194341 220113 322490 96697.4 114151 105962 102289 98562.4 120386 87245.1 92052.2 85130.3 202105 41675.7 67006.5 24560.7 64173.8 55021.7 26905.8 47548.2 57074.3 44454.5 42790.5 41687.1 25045.7 58289.6 +internal_count=2798112 955874 1842238 440537 515337 685031 1157207 210132 343054 341977 260676 230405 418076 258732 254661 272351 739131 88870 183414 52478 219788 121262 84322 149855 131143 134345 124387 95815 71247 151626 +cat_boundaries=0 1 2 3 4 5 +cat_threshold=12 3 3 3 3 is_linear=0 shrinkage=0.1 @@ -180,20 +180,20 @@ shrinkage=0.1 Tree=8 num_leaves=31 num_cat=4 -split_feature=2 2 2 2 2 2 2 2 2 8 8 2 2 2 2 2 2 1 0 8 11 10 11 11 11 8 6 0 0 2 -split_gain=242632 29400.2 28645.5 4309.15 3407.73 2902.48 2680.21 606.906 550.025 527.788 507.574 432.292 335.39 334.13 317.595 297.34 252.193 243.01 188.99 175.517 169.781 162.49 162.238 158.086 153.422 140.605 137.086 136.05 134.749 131.666 -threshold=0.17974315311816694 0.029539378489947084 0.57620524234101345 0.82161400176355948 0.077004203106879263 0.33758180201702453 0.00878855443679292 0.88020860688709668 0.68668220780479539 65.000000000000014 53.000000000000007 0.44783916190041401 0.015388798785591932 0.24782718541205292 0.046902465202284055 0.11034010612356644 0.0036046264903578026 0.0016352755979530038 0.77201562610987995 53.000000000000007 0 1.0000000180025095e-35 1 2 3 79.000000000000014 0.38799283154121872 0.022046281187490305 0.80793883849451453 0.9394277608023881 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 1 1 2 2 2 2 2 -left_child=1 6 5 8 10 13 16 -5 -4 15 14 -7 -8 20 28 -6 -1 29 22 -14 -2 25 -16 -17 -15 -10 -19 -13 -3 -9 -right_child=2 4 3 7 9 11 12 17 21 -11 -12 27 19 24 18 23 -18 26 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.1114932806418675 -0.0071728774381858559 0.052018695909995152 -0.084965797023203601 -0.12226391190089059 0.01512802481504107 -0.048084029907568604 0.087512143424582758 -0.14641157279470371 -0.10278307779658212 0.028912888372888624 0.063760617231081465 -0.075328231381478372 0.067706656339663204 -0.024496046235701854 0.043935364259869242 0.0058208676655428053 0.10076261561650346 -0.12678587165470384 -0.0063994463159677056 0.085853051367254213 -0.024206666784491973 -0.081959934843360935 0.026169266758974942 -0.0097258377940392313 -0.040440541873619888 -0.11800851144262821 -0.15561197000562899 -0.06069860254181926 0.013225319075856024 -0.16392271205252781 -leaf_weight=51155.108437925577 12834.686318680644 17527.868827357888 23748.392048537731 18131.913969948888 18051.930186837912 25358.980611935258 24716.713716894388 15793.567446216941 20791.226467639208 11978.233347684145 12005.991179317236 10270.779391303658 23486.136926084757 13775.579521849751 9759.8187157660723 13788.975268572569 38299.606006368995 8269.127575814724 1195.2185376137495 6894.9306440651417 10789.810039654374 2787.3318947553635 11177.459395721555 12425.116672858596 10974.361672490835 8563.7254959493876 2060.9403859972954 16680.244203612208 943.58671686053276 5897.0879487097263 -leaf_count=407877 72972 119245 109774 77195 111834 129669 186298 65333 91846 77165 84226 49804 169298 74334 64978 82216 298162 34703 7685 50880 60521 12468 71066 71715 58891 37836 8571 81101 6328 24121 -internal_value=0 0.0666544 -0.0793306 -0.115602 0.0274029 -0.0411283 0.0962125 -0.136883 -0.0965068 0.0102907 0.0456972 -0.0574557 0.0788622 -0.0234724 0.0403561 0.00525166 0.106899 -0.14516 0.0322765 0.0718249 -0.0149659 -0.105034 0.0344843 -0.00154955 -0.0315922 -0.107225 -0.132537 -0.0662738 0.050037 -0.151172 -internal_weight=0 253407 206728 106043 108854 100684 144552 50152.6 55890.7 56244.3 52609.9 52310 55097.8 48374.4 40604 44266 89454.7 32020.7 22132.5 30381.1 23624.5 32142.3 20937.3 26214.1 24749.9 29355 10330.1 26951 18471.5 21690.7 -internal_count=2798112 1808973 989139 461847 696458 527292 1112515 209923 251924 342930 353528 260574 406476 266718 269302 265765 706039 132728 143729 220178 133493 142150 136044 153931 133225 129682 43274 130905 125573 89454 +split_feature=2 2 2 2 2 2 2 2 8 2 8 2 2 2 2 2 2 6 8 11 11 1 3 8 11 0 10 10 11 1 +split_gain=121294 14977.5 13966.4 2189.92 1669.77 1554.71 1253.99 308.087 276.861 263.361 255.409 206.727 189.218 152.071 143.037 138.824 135.622 113.758 99.9276 97.1855 95.873 85.7968 80.2574 77.858 76.1313 73.7115 72.8174 71.0084 68.2791 68.2464 +threshold=0.17177030000000001 0.57440000000000013 0.028366750000000007 0.81670920000000014 0.34867030000000004 0.072932700000000017 0.0089131000000000019 0.88286385000000012 65.000000000000014 0.69182360000000009 53.000000000000007 0.24394055000000003 0.45765355000000002 0.10810815000000001 0.046807450000000007 0.0035292500000000007 0.016223500000000005 0.15450928381962867 33.000000000000007 0 1 0.0016571500000000002 0.15383465000000002 53.000000000000007 2 0.030902650000000004 1.0000000180025095e-35 1.0000000180025095e-35 3 0.0036177000000000002 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 1 2 2 2 1 2 +left_child=2 4 6 9 11 10 15 26 13 29 14 18 -6 24 -4 -1 -8 20 -2 -13 21 -9 -15 -18 -7 -21 -5 -11 -16 -3 +right_child=1 3 5 7 12 8 16 17 -10 27 -12 19 -14 22 28 -17 23 -19 -20 25 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.055778259878742867 -0.0094547596159305497 -0.046004819154412027 0.024982373226123906 -0.062967649355505181 -0.024975285420242223 0.012972672566074381 0.043162767013294231 -0.070604077873459639 0.015987360772569344 -0.053654590485175194 0.032705595143538831 -0.011872084125289232 -0.033638040818434807 -0.013854611675406019 0.020963428421881921 0.050206312685939058 0.033866233737818462 -0.079382561168513111 0.00056620019485523491 -0.025736490177030891 -0.075971343262541 -0.058063182953350251 0.0012138658437963481 0.04321561933107506 0.0041046348528811739 -0.01497696868840539 -0.046337312900789004 -0.041245616692119985 0.012562283782746934 -0.038682640156951775 +leaf_weight=102703.76605528593 37855.246548235416 29580.531656116247 39421.810889810324 38800.246105819941 50639.602092117071 18849.385259658098 52611.631538271904 13529.642373740673 23401.72092500329 54390.435282021761 23017.793907284737 32109.562211185694 50220.367864042521 3836.05242228508 18114.904686301947 79193.266592532396 40067.520964115858 19269.016953617334 13499.648830920458 12303.220880478621 16851.881239622831 9140.9264978766441 44986.92909014225 11453.186679810286 19957.189067274332 13196.964677840471 2824.5594061613083 5038.6510281860828 21094.457663148642 22344.429456412792 +leaf_count=409473 105729 68301 134365 82363 129035 59730 197979 27916 76207 119861 80917 86858 121604 11316 60103 308129 144002 39723 39779 32799 34835 19170 132909 42263 60921 35321 6125 11282 67316 51781 +internal_value=0 -0.0389519 0.0339122 -0.0577134 -0.0200164 0.0145051 0.0483426 -0.068422 0.00632441 -0.0480567 0.0234409 -0.0114339 -0.0292887 0.00374389 0.0207288 0.0533524 0.0395915 -0.0730828 -0.00682055 -0.0155463 -0.0700113 -0.0655186 2.99261e-05 0.0359446 0.00841648 -0.0201603 -0.0618392 -0.0526025 0.0164522 -0.0428539 +internal_weight=0 421595 498710 211770 209825 212680 286029 100416 111031 111354 101649 108965 100860 87629.6 78631.2 181897 104132 58791.5 51354.9 57609.7 39522.5 22670.6 48823 51520.7 38806.6 25500.2 41624.8 59429.1 39209.4 51925 +internal_count=2798112 1012482 1785630 461357 551125 683784 1101846 210132 341083 251225 342701 300486 250639 264876 261784 717602 384244 121644 145508 154978 81921 47086 144225 186265 120651 68120 88488 131143 127419 120082 cat_boundaries=0 1 2 3 4 -cat_threshold=12 12 12 12 +cat_threshold=12 3 12 12 is_linear=0 shrinkage=0.1 @@ -201,20 +201,20 @@ shrinkage=0.1 Tree=9 num_leaves=31 num_cat=4 -split_feature=2 2 2 2 2 2 2 2 2 8 8 2 2 2 2 2 2 1 0 8 11 10 11 11 11 8 6 0 0 2 -split_gain=242632 29400.2 28645.5 4309.15 3407.73 2902.48 2680.21 606.906 550.025 527.788 507.574 432.292 335.39 334.13 317.595 297.34 252.193 243.01 188.99 175.517 169.781 162.49 162.238 158.086 153.422 140.605 137.086 136.05 134.749 131.666 -threshold=0.17974315311816694 0.029539378489947084 0.57620524234101345 0.82161400176355948 0.077004203106879263 0.33758180201702453 0.00878855443679292 0.88020860688709668 0.68668220780479539 65.000000000000014 53.000000000000007 0.44783916190041401 0.015388798785591932 0.24782718541205292 0.046902465202284055 0.11034010612356644 0.0036046264903578026 0.0016352755979530038 0.77201562610987995 53.000000000000007 0 1.0000000180025095e-35 1 2 3 79.000000000000014 0.38799283154121872 0.022046281187490305 0.80793883849451453 0.9394277608023881 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 1 1 2 2 2 2 2 -left_child=1 6 5 8 10 13 16 -5 -4 15 14 -7 -8 20 28 -6 -1 29 22 -14 -2 25 -16 -17 -15 -10 -19 -13 -3 -9 -right_child=2 4 3 7 9 11 12 17 21 -11 -12 27 19 24 18 23 -18 26 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.1114932806418675 0.024206666784491973 -0.052018695909995152 0.084965797023203601 0.12226391190089059 -0.01512802481504107 0.048084029907568604 -0.087512143424582758 0.14641157279470371 0.10278307779658212 -0.028912888372888624 -0.063760617231081465 0.075328231381478372 -0.067706656339663204 0.040440541873619888 -0.026169266758974942 0.0097258377940392313 -0.10076261561650346 0.12678587165470384 0.0063994463159677056 -0.085853051367254213 0.0071728774381858559 0.081959934843360935 -0.043935364259869242 -0.0058208676655428053 0.024496046235701854 0.11800851144262821 0.15561197000562899 0.06069860254181926 -0.013225319075856024 0.16392271205252781 -leaf_weight=51155.108437925577 10789.810039654374 17527.868827357888 23748.392048537731 18131.913969948888 18051.930186837912 25358.980611935258 24716.713716894388 15793.567446216941 20791.226467639208 11978.233347684145 12005.991179317236 10270.779391303658 23486.136926084757 10974.361672490835 11177.459395721555 12425.116672858596 38299.606006368995 8269.127575814724 1195.2185376137495 6894.9306440651417 12834.686318680644 2787.3318947553635 9759.8187157660723 13788.975268572569 13775.579521849751 8563.7254959493876 2060.9403859972954 16680.244203612208 943.58671686053276 5897.0879487097263 -leaf_count=407877 60521 119245 109774 77195 111834 129669 186298 65333 91846 77165 84226 49804 169298 58891 71066 71715 298162 34703 7685 50880 72972 12468 64978 82216 74334 37836 8571 81101 6328 24121 -internal_value=0 -0.0666544 0.0793306 0.115602 -0.0274029 0.0411283 -0.0962125 0.136883 0.0965068 -0.0102907 -0.0456972 0.0574557 -0.0788622 0.0234724 -0.0403561 -0.00525166 -0.106899 0.14516 -0.0322765 -0.0718249 0.0149659 0.105034 -0.0344843 0.00154955 0.0315922 0.107225 0.132537 0.0662738 -0.050037 0.151172 -internal_weight=0 253407 206728 106043 108854 100684 144552 50152.6 55890.7 56244.3 52609.9 52310 55097.8 48374.4 40604 44266 89454.7 32020.7 22132.5 30381.1 23624.5 32142.3 20937.3 26214.1 24749.9 29355 10330.1 26951 18471.5 21690.7 -internal_count=2798112 1808973 989139 461847 696458 527292 1112515 209923 251924 342930 353528 260574 406476 266718 269302 265765 706039 132728 143729 220178 133493 142150 136044 153931 133225 129682 43274 130905 125573 89454 +split_feature=2 2 2 2 2 2 2 2 8 2 8 2 2 2 2 2 2 6 8 11 11 1 3 8 11 0 10 10 11 1 +split_gain=121294 14977.5 13966.4 2189.92 1669.77 1554.71 1253.99 308.087 276.861 263.361 255.409 206.727 189.218 152.071 143.037 138.824 135.622 113.758 99.9276 97.1855 95.873 85.7968 80.2574 77.858 76.1313 73.7115 72.8174 71.0084 68.2791 68.2464 +threshold=0.17177030000000001 0.57440000000000013 0.028366750000000007 0.81670920000000014 0.34867030000000004 0.072932700000000017 0.0089131000000000019 0.88286385000000012 65.000000000000014 0.69182360000000009 53.000000000000007 0.24394055000000003 0.45765355000000002 0.10810815000000001 0.046807450000000007 0.0035292500000000007 0.016223500000000005 0.15450928381962867 33.000000000000007 0 1 0.0016571500000000002 0.15383465000000002 53.000000000000007 2 0.030902650000000004 1.0000000180025095e-35 1.0000000180025095e-35 3 0.0036177000000000002 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 1 2 2 2 1 2 +left_child=2 4 6 9 11 10 15 26 13 29 14 18 -6 24 -4 -1 -8 20 -2 25 -9 -22 -15 -18 -7 -13 -5 -11 -16 -3 +right_child=1 3 5 7 12 8 16 17 -10 27 -12 19 -14 22 28 -17 23 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.055778259878742867 0.0094547596159305497 0.046004819154412027 -0.024982373226123906 0.062967649355505181 0.024975285420242223 -0.0041046348528811739 -0.043162767013294231 0.075971343262541 -0.015987360772569344 0.053654590485175194 -0.032705595143538831 0.025736490177030891 0.033638040818434807 0.013854611675406019 -0.012562283782746934 -0.050206312685939058 -0.033866233737818462 0.079382561168513111 -0.00056620019485523491 0.011872084125289232 0.070604077873459639 0.058063182953350251 -0.0012138658437963481 -0.04321561933107506 -0.012972672566074381 0.01497696868840539 0.046337312900789004 0.041245616692119985 -0.020963428421881921 0.038682640156951775 +leaf_weight=102703.76605528593 37855.246548235416 29580.531656116247 39421.810889810324 38800.246105819941 50639.602092117071 19957.189067274332 52611.631538271904 16851.881239622831 23401.72092500329 54390.435282021761 23017.793907284737 12303.220880478621 50220.367864042521 3836.05242228508 21094.457663148642 79193.266592532396 40067.520964115858 19269.016953617334 13499.648830920458 32109.562211185694 13529.642373740673 9140.9264978766441 44986.92909014225 11453.186679810286 18849.385259658098 13196.964677840471 2824.5594061613083 5038.6510281860828 18114.904686301947 22344.429456412792 +leaf_count=409473 105729 68301 134365 82363 129035 60921 197979 34835 76207 119861 80917 32799 121604 11316 67316 308129 144002 39723 39779 86858 27916 19170 132909 42263 59730 35321 6125 11282 60103 51781 +internal_value=0 0.0389519 -0.0339122 0.0577134 0.0200164 -0.0145051 -0.0483426 0.068422 -0.00632441 0.0480567 -0.0234409 0.0114339 0.0292887 -0.00374389 -0.0207288 -0.0533524 -0.0395915 0.0730828 0.00682055 0.0155463 0.0700113 0.0655186 -2.99261e-05 -0.0359446 -0.00841648 0.0201603 0.0618392 0.0526025 -0.0164522 0.0428539 +internal_weight=0 421595 498710 211770 209825 212680 286029 100416 111031 111354 101649 108965 100860 87629.6 78631.2 181897 104132 58791.5 51354.9 57609.7 39522.5 22670.6 48823 51520.7 38806.6 25500.2 41624.8 59429.1 39209.4 51925 +internal_count=2798112 1012482 1785630 461357 551125 683784 1101846 210132 341083 251225 342701 300486 250639 264876 261784 717602 384244 121644 145508 154978 81921 47086 144225 186265 120651 68120 88488 131143 127419 120082 cat_boundaries=0 1 2 3 4 -cat_threshold=3 3 3 3 +cat_threshold=3 12 3 3 is_linear=0 shrinkage=0.1 @@ -222,18 +222,18 @@ shrinkage=0.1 Tree=10 num_leaves=31 num_cat=3 -split_feature=2 2 2 2 2 2 2 2 8 2 8 2 2 2 2 2 3 11 8 10 8 11 1 8 8 6 2 8 0 11 -split_gain=199245 25229.4 24110.7 3527.97 2922.78 2625.35 2320.55 522.107 451.572 430.036 422.749 412.747 353.145 292.395 264.373 246.59 240.567 215.474 194.684 185.064 164.573 160.939 153.702 150.624 143.219 133.352 126.322 125.36 123.328 114.225 -threshold=0.15737869495286369 0.57620524234101345 0.026851430936257345 0.82161400176355948 0.32155082111629135 0.070808337029539772 0.00878855443679292 0.90133780480228298 69.000000000000014 0.68668220780479539 53.000000000000007 0.47916941970347815 0.24172148610802466 0.042902079019025922 0.0036046264903578026 0.015388798785591932 0.14769687420989638 0 33.000000000000007 1.0000000180025095e-35 43.000000000000007 1 0.0029401786446804482 67.000000000000014 33.000000000000007 0.39791666666666675 0.1163625413313064 33.000000000000007 0.80793883849451453 2 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 1 -left_child=2 4 6 9 12 10 14 20 16 -3 13 24 18 28 -1 -8 -7 26 29 25 -5 -15 -11 -17 -6 -9 -18 -14 -4 -2 -right_child=1 3 5 7 11 8 15 19 -10 22 -12 -13 27 21 -16 23 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.1091946686071605 -0.0081922473812833779 -0.074119061156585481 0.052030469367248117 -0.10535441416312225 -0.046879897919868796 -0.016942680264446869 0.083986070391746367 -0.12880426661684305 0.031802324058307116 -0.097388914077071953 0.062454425347331401 -0.060490714042953156 -0.030800369156516863 0.04212962730706768 0.097786620452688267 0.065697579845596252 0.025280093417928719 0.0032978384840082822 0.0033048137891251461 -0.095802145461697241 -0.12237702037762287 0.024639263462382221 -0.083580394666965929 0.085324008295168827 -0.033181574047783907 -0.1469408207037764 0.0086482506114800208 -0.01414830154888113 0.014629153562965272 -0.02232079582141288 -leaf_weight=47211.528704501688 12548.319601789117 24460.081476077437 16774.123181328177 18557.129202887416 26122.918354764581 3374.4027739614248 23255.47124902159 17909.256074339151 10589.724268823862 19237.526454910636 11373.965417146683 20805.347763299942 16775.494319841266 9847.0990387350321 35655.721794836223 19617.315890416503 11148.833244353533 18641.946724131703 8153.0153784900904 1426.8275602757931 8184.244569838047 11599.038530081511 13874.686811044812 4883.8063534498215 10783.002497434616 5240.2985604554415 7734.9950834363699 6188.6613620519638 930.54555970430374 10575.002836972475 -leaf_count=407877 71324 109774 119354 76698 129696 20369 186298 72372 70611 82023 83886 97623 88499 68031 298162 148997 71138 112130 48442 5973 33786 75811 60127 38325 54549 21094 46572 33957 6419 58195 -internal_value=0 -0.0668971 0.0657176 -0.101169 -0.0335628 0.0292889 0.0941677 -0.120234 0.0133979 -0.0841747 0.0454836 -0.0492273 -0.0168961 0.0405533 0.104286 0.0766104 0.00863266 0.0109325 -0.00998206 -0.130755 -0.110564 0.0327012 -0.0916029 0.0696097 -0.0428776 -0.13291 0.0184578 -0.0263128 0.0500647 -0.0146669 -internal_weight=0 220842 232639 108890 111952 102015 130624 51317.8 51489.9 57572.3 50524.8 57711.3 54240.5 39150.8 82867.3 47756.6 40900.2 37525.8 31276.3 24576.4 26741.4 21446.1 33112.2 24501.1 36905.9 23149.6 18883.8 22964.2 17704.7 23123.3 -internal_count=2798112 1044132 1753980 461847 582285 674321 1079659 209923 320820 251924 353501 281868 300417 269615 706039 373620 250209 229840 177961 99439 110484 143842 142150 187322 184245 93466 117710 122456 125773 129519 +split_feature=2 2 2 2 2 2 2 2 8 8 2 2 2 2 2 11 3 11 8 2 0 2 6 10 0 11 8 8 2 8 +split_gain=99619.8 12837.8 11757.6 1903 1454.64 1272.24 1099.29 407.191 238.3 219.043 198.416 158.385 145.564 133.152 125.714 116.027 107.53 107.253 105.123 99.5904 93.5539 89.7041 86.8613 82.607 78.8039 71.2082 70.7938 69.0689 67.5207 65.9094 +threshold=0.15448890000000001 0.56348845000000014 0.028366750000000007 0.77723160000000002 0.3319566000000001 0.0089131000000000019 0.068923000000000012 0.88286385000000012 69.000000000000014 77.000000000000014 0.23777355000000003 0.44782845000000004 0.0034078000000000003 0.017330300000000003 0.6501435000000001 0 0.14955305000000005 1 31.000000000000004 0.11109435000000002 0.83898855000000017 0.92178260000000012 0.33712121212121215 1.0000000180025095e-35 0.021594050000000004 2 53.000000000000007 53.000000000000007 0.042905050000000007 79.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 1 2 2 2 2 +left_child=2 4 5 14 10 12 9 22 16 15 17 -6 -1 -7 -3 -4 -8 27 -9 -18 28 -20 29 -23 -19 -12 -15 -2 -17 -5 +right_child=1 3 6 7 11 13 8 18 -10 -11 25 -13 -14 26 -16 20 19 24 21 -21 -22 23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.054717283552045304 -0.0032681920348862923 -0.035397902464598924 0.024329153936577079 -0.049103317329331118 -0.02095417995907984 0.040996966987832298 -0.0075943796125618121 -0.047710879961702632 0.016811711932006462 0.032424565196864624 -0.0096494875060022349 -0.02865530800341164 0.048813837929679617 0.031454880983808498 -0.042695252151794212 0.022058450443373866 0.0090409861083727543 -0.014696682134191244 -0.061737997666874433 0.0016642703648149047 -0.0072351399935430341 -0.071155534008937982 -0.061028630951214961 -0.047185831932252238 -0.0042352116511989949 -0.016969445027409567 0.041219118371301794 0.007543065173367375 0.013686763717443746 -0.057253602605069759 +leaf_weight=92096.554107174277 25931.453843683004 38812.155582606792 33742.599372446537 39140.845275580883 55899.769170314074 55217.52435746789 6421.322438031435 3570.8327136337757 20837.266978055239 17469.217905759811 29863.352640390396 51135.720042854548 76431.402619019151 33886.708094090223 60262.958725243807 17133.158379733562 42848.593926429749 13494.876368671656 30589.637294769287 31947.08934828639 1611.3911864459515 24329.608621627092 10771.715388089418 1528.0807928442955 15437.548030853271 24132.554055809975 9509.0300345122814 7653.2243473529816 22011.053525865078 13291.374585300684 +leaf_count=397873 73180 88038 117868 81806 140191 219817 19511 7256 70123 64524 80371 121192 319729 127198 130940 60508 135030 37996 62162 95126 5504 49017 22462 3209 43625 63618 37229 23170 72200 27639 +internal_value=0 -0.0331385 0.0331532 -0.050155 -0.0162172 0.046761 0.0144172 -0.0584514 0.00727168 0.0223464 -0.00848557 -0.0246334 0.0520399 0.0377394 -0.0398366 0.0199831 0.00482407 -0.00465043 -0.0643505 0.00589021 0.0163749 -0.0654032 -0.0528497 -0.069739 -0.00911158 -0.0129259 0.0335945 -0.0008043 0.017351 -0.0511694 +internal_weight=0 445846 461163 222297 223548 267141 194022 123222 102054 91967.4 116513 107035 168528 98613.3 99075.1 74498.2 81217 62517.1 60018.2 74795.7 40755.6 56447.3 63203.9 25857.7 28932.4 53995.9 43395.7 33584.7 39144.2 52432.2 +internal_count=2798112 1055872 1742240 472529 583343 1101846 640394 253551 319790 320604 321960 261383 717602 384244 218978 256080 249667 177971 121644 230156 138212 114388 131907 52226 81621 143989 164427 96350 132708 109445 cat_boundaries=0 1 2 3 cat_threshold=12 12 12 is_linear=0 @@ -243,18 +243,18 @@ shrinkage=0.1 Tree=11 num_leaves=31 num_cat=3 -split_feature=2 2 2 2 2 2 2 2 8 2 8 2 2 2 2 2 3 11 8 10 8 11 1 8 8 6 2 8 0 11 -split_gain=199245 25229.4 24110.7 3527.97 2922.78 2625.35 2320.55 522.107 451.572 430.036 422.749 412.747 353.145 292.395 264.373 246.59 240.567 215.474 194.684 185.064 164.573 160.939 153.702 150.624 143.219 133.352 126.322 125.36 123.328 114.225 -threshold=0.15737869495286369 0.57620524234101345 0.026851430936257345 0.82161400176355948 0.32155082111629135 0.070808337029539772 0.00878855443679292 0.90133780480228298 69.000000000000014 0.68668220780479539 53.000000000000007 0.47916941970347815 0.24172148610802466 0.042902079019025922 0.0036046264903578026 0.015388798785591932 0.14769687420989638 0 33.000000000000007 1.0000000180025095e-35 43.000000000000007 1 0.0029401786446804482 67.000000000000014 33.000000000000007 0.39791666666666675 0.1163625413313064 33.000000000000007 0.80793883849451453 2 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 1 -left_child=2 4 6 9 12 10 14 20 16 -3 13 24 18 28 -1 -8 -7 -18 29 25 -5 -15 -11 -17 -6 -9 -19 -14 -4 -2 -right_child=1 3 5 7 11 8 15 19 -10 22 -12 -13 27 21 -16 23 17 26 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.1091946686071605 0.02232079582141288 0.074119061156585481 -0.052030469367248117 0.10535441416312225 0.046879897919868796 0.016942680264446869 -0.083986070391746367 0.12880426661684305 -0.031802324058307116 0.097388914077071953 -0.062454425347331401 0.060490714042953156 0.030800369156516863 -0.024639263462382221 -0.097786620452688267 -0.065697579845596252 -0.0032978384840082822 -0.025280093417928719 -0.0033048137891251461 0.095802145461697241 0.12237702037762287 -0.04212962730706768 0.083580394666965929 -0.085324008295168827 0.033181574047783907 0.1469408207037764 -0.0086482506114800208 0.01414830154888113 -0.014629153562965272 0.0081922473812833779 -leaf_weight=47211.528704501688 10575.002836972475 24460.081476077437 16774.123181328177 18557.129202887416 26122.918354764581 3374.4027739614248 23255.47124902159 17909.256074339151 10589.724268823862 19237.526454910636 11373.965417146683 20805.347763299942 16775.494319841266 11599.038530081511 35655.721794836223 19617.315890416503 18641.946724131703 11148.833244353533 8153.0153784900904 1426.8275602757931 8184.244569838047 9847.0990387350321 13874.686811044812 4883.8063534498215 10783.002497434616 5240.2985604554415 7734.9950834363699 6188.6613620519638 930.54555970430374 12548.319601789117 -leaf_count=407877 58195 109774 119354 76698 129696 20369 186298 72372 70611 82023 83886 97623 88499 75811 298162 148997 112130 71138 48442 5973 33786 68031 60127 38325 54549 21094 46572 33957 6419 71324 -internal_value=0 0.0668971 -0.0657176 0.101169 0.0335628 -0.0292889 -0.0941677 0.120234 -0.0133979 0.0841747 -0.0454836 0.0492273 0.0168961 -0.0405533 -0.104286 -0.0766104 -0.00863266 -0.0109325 0.00998206 0.130755 0.110564 -0.0327012 0.0916029 -0.0696097 0.0428776 0.13291 -0.0184578 0.0263128 -0.0500647 0.0146669 -internal_weight=0 220842 232639 108890 111952 102015 130624 51317.8 51489.9 57572.3 50524.8 57711.3 54240.5 39150.8 82867.3 47756.6 40900.2 37525.8 31276.3 24576.4 26741.4 21446.1 33112.2 24501.1 36905.9 23149.6 18883.8 22964.2 17704.7 23123.3 -internal_count=2798112 1044132 1753980 461847 582285 674321 1079659 209923 320820 251924 353501 281868 300417 269615 706039 373620 250209 229840 177961 99439 110484 143842 142150 187322 184245 93466 117710 122456 125773 129519 +split_feature=2 2 2 2 2 2 2 2 8 8 2 2 2 2 2 11 3 11 8 2 0 2 6 10 0 11 8 8 2 8 +split_gain=99619.8 12837.8 11757.6 1903 1454.64 1272.24 1099.29 407.191 238.3 219.043 198.416 158.385 145.564 133.152 125.714 116.027 107.53 107.253 105.123 99.5904 93.5539 89.7041 86.8613 82.607 78.8039 71.2082 70.7938 69.0689 67.5207 65.9094 +threshold=0.15448890000000001 0.56348845000000014 0.028366750000000007 0.77723160000000002 0.3319566000000001 0.0089131000000000019 0.068923000000000012 0.88286385000000012 69.000000000000014 77.000000000000014 0.23777355000000003 0.44782845000000004 0.0034078000000000003 0.017330300000000003 0.6501435000000001 0 0.14955305000000005 1 31.000000000000004 0.11109435000000002 0.83898855000000017 0.92178260000000012 0.33712121212121215 1.0000000180025095e-35 0.021594050000000004 2 53.000000000000007 53.000000000000007 0.042905050000000007 79.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 1 2 2 2 2 +left_child=2 4 5 14 10 12 9 22 16 15 17 -6 -1 -7 -3 20 -8 24 -9 -18 28 -20 29 -23 -2 -12 -15 -19 -4 -5 +right_child=1 3 6 7 11 13 8 18 -10 -11 25 -13 -14 26 -16 -17 19 27 21 -21 -22 23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.054717283552045304 0.014696682134191244 0.035397902464598924 -0.022058450443373866 0.049103317329331118 0.02095417995907984 -0.040996966987832298 0.0075943796125618121 0.047710879961702632 -0.016811711932006462 -0.032424565196864624 0.016969445027409567 0.02865530800341164 -0.048813837929679617 -0.031454880983808498 0.042695252151794212 -0.024329153936577079 -0.0090409861083727543 0.0032681920348862923 0.061737997666874433 -0.0016642703648149047 0.0072351399935430341 0.071155534008937982 0.061028630951214961 0.047185831932252238 0.0042352116511989949 0.0096494875060022349 -0.041219118371301794 -0.007543065173367375 -0.013686763717443746 0.057253602605069759 +leaf_weight=92096.554107174277 13494.876368671656 38812.155582606792 17133.158379733562 39140.845275580883 55899.769170314074 55217.52435746789 6421.322438031435 3570.8327136337757 20837.266978055239 17469.217905759811 24132.554055809975 51135.720042854548 76431.402619019151 33886.708094090223 60262.958725243807 33742.599372446537 42848.593926429749 25931.453843683004 30589.637294769287 31947.08934828639 1611.3911864459515 24329.608621627092 10771.715388089418 1528.0807928442955 15437.548030853271 29863.352640390396 9509.0300345122814 7653.2243473529816 22011.053525865078 13291.374585300684 +leaf_count=397873 37996 88038 60508 81806 140191 219817 19511 7256 70123 64524 63618 121192 319729 127198 130940 117868 135030 73180 62162 95126 5504 49017 22462 3209 43625 80371 37229 23170 72200 27639 +internal_value=0 0.0331385 -0.0331532 0.050155 0.0162172 -0.046761 -0.0144172 0.0584514 -0.00727168 -0.0223464 0.00848557 0.0246334 -0.0520399 -0.0377394 0.0398366 -0.0199831 -0.00482407 0.00465043 0.0643505 -0.00589021 -0.0163749 0.0654032 0.0528497 0.069739 0.00911158 0.0129259 -0.0335945 0.0008043 -0.017351 0.0511694 +internal_weight=0 445846 461163 222297 223548 267141 194022 123222 102054 91967.4 116513 107035 168528 98613.3 99075.1 74498.2 81217 62517.1 60018.2 74795.7 40755.6 56447.3 63203.9 25857.7 28932.4 53995.9 43395.7 33584.7 39144.2 52432.2 +internal_count=2798112 1055872 1742240 472529 583343 1101846 640394 253551 319790 320604 321960 261383 717602 384244 218978 256080 249667 177971 121644 230156 138212 114388 131907 52226 81621 143989 164427 96350 132708 109445 cat_boundaries=0 1 2 3 cat_threshold=3 3 3 is_linear=0 @@ -264,18 +264,18 @@ shrinkage=0.1 Tree=12 num_leaves=31 num_cat=4 -split_feature=2 2 2 2 2 2 2 2 8 2 8 2 2 2 2 0 1 8 11 2 8 10 1 6 11 11 0 3 0 11 -split_gain=165071 22359.8 19726.5 3342.93 2574.43 2009.58 1987.91 738.378 426.688 362.597 345.986 289.91 278.054 225.541 222.07 221.036 206.041 192.129 188.399 154.851 154.032 145.127 152.119 137.629 136.539 135.375 135.692 132.053 131.238 127.815 -threshold=0.13709739383484712 0.55439442690556262 0.024394326733231515 0.78189785312975335 0.29071656245550243 0.00878855443679292 0.059313551023410405 0.88020860688709668 67.000000000000014 0.42833215894269711 77.000000000000014 0.20599059876314837 0.0036046264903578026 0.67647155152059424 0.083629963592472559 0.80793883849451453 0.0013592744653922191 53.000000000000007 0 0.015388798785591932 33.000000000000007 1.0000000180025095e-35 0.012180906289467974 0.33712121212121215 1 2 0.022885232927099368 0.16188335693359199 0.022885232927099368 3 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 1 2 2 2 1 -left_child=2 4 5 13 11 12 10 23 14 25 15 20 -1 -3 -8 18 -9 19 -4 -7 -2 -18 -23 -5 -13 27 -27 -6 -26 -16 -right_child=1 3 6 7 9 17 8 16 -10 -11 -12 24 -14 -15 29 -17 21 -19 -20 -21 -22 22 -24 -25 28 26 -28 -29 -30 -31 -leaf_value=0.10707190082102565 -0.0078502322118814954 -0.063325915136776323 0.052709009491418206 -0.089170824496995205 -0.049801627455873972 0.077261035665980124 0.022451966717765309 -0.12024754162661809 0.035700850583605358 -0.048635853350434181 0.065381045391367035 -0.011523222092585682 0.094919914274518985 -0.076370080001000484 0.014393522600781744 0.0092198555791256111 -0.10796337480838321 0.087020637099457787 0.037439248840280069 0.063261792450311147 0.0089607451266131063 -0.061384335043220883 -0.14791177874981518 -0.10732477070174694 -0.037470420569800114 -0.051388108290339685 -0.032346042145348572 -0.024604311211585475 -0.016546871722523941 0.00018074261049912772 -leaf_weight=43522.412975974381 21372.393556132913 27459.933209702373 15086.562661834061 24539.465262845159 2370.7345492690802 16838.139151535928 15804.41567787528 20352.994933411479 10543.198134481907 27849.267465546727 8141.0697929263115 14727.719730630517 33187.32821405679 25625.157225623727 12747.504004403949 1888.1741940826178 11141.747527644038 9323.4275555685163 18176.270001508296 14887.493616014719 7316.1120096445084 1284.0852915644646 241.36791002750397 5032.4968386143446 5421.6539436429739 6478.4731922000647 8860.1413010805845 16953.338232710958 6704.9405426084995 12564.661082014441 -leaf_count=407877 121870 121247 111168 100759 11900 143158 104428 81617 73700 130425 63527 80396 298162 108374 79868 13211 44812 78698 130068 118786 45145 5301 998 20633 28959 32265 44356 85022 35962 75420 -internal_value=0 -0.0568359 0.0649129 -0.0880818 -0.0262193 0.0922584 0.0309991 -0.103737 0.0177535 -0.0401391 0.046805 -0.010553 0.101815 -0.0696226 0.0131513 0.0425027 -0.114016 0.0744005 0.044392 0.0706918 -0.00356311 -0.104003 -0.0750753 -0.0922602 -0.0180203 -0.0333124 -0.0403624 -0.0276813 -0.0258802 0.00734422 -internal_weight=0 233732 212711 115677 118055 117759 94951.9 62592.2 51659.8 62512 43292.1 55542.8 76709.7 53085.1 41116.6 35151 33020.2 41049.1 33262.8 31725.6 28688.5 12667.2 1525.45 29572 26854.3 34662.7 15338.6 19324.1 12126.6 25312.2 -internal_count=2798112 1100041 1698071 483741 616300 1046681 651390 254120 333416 303968 317974 312332 706039 229621 259716 254447 132728 340642 241236 261944 167015 51111 6299 121392 145317 173543 76621 96922 64921 155288 +split_feature=2 2 2 2 2 2 2 2 2 8 8 2 2 2 2 11 11 0 11 1 1 10 8 8 3 0 11 1 2 0 +split_gain=82453.7 11601.5 9411.45 1784.39 1319.46 1004.21 897.984 268.416 217.297 216.379 182.001 173.138 150.954 114.548 112.974 100.378 99.7584 90.7147 87.3992 79.8251 78.7174 75.3421 69.0804 66.142 65.7763 94.8418 75.9763 65.5704 60.5379 59.366 +threshold=0.13122400000000004 0.54144730000000008 0.024116850000000006 0.82608820000000016 0.28585720000000009 0.0077732000000000009 0.059201500000000011 0.71325115000000017 0.91537550000000001 51.000000000000007 77.000000000000014 0.38266505000000006 0.20251990000000003 0.0034078000000000003 0.01369765 0 1 0.80545445000000016 2 0.0018204500000000001 0.0030804500000000006 1.0000000180025095e-35 75.000000000000014 53.000000000000007 0.12274470000000001 0.04590505000000001 3 0.0019528500000000001 0.03337455000000001 0.73915565000000016 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 1 2 2 2 2 2 2 2 1 2 2 2 +left_child=2 4 5 7 12 13 10 20 19 16 15 -6 18 -1 -7 -4 -8 28 -2 -5 -3 -10 -14 -16 -13 26 -26 -9 -17 -18 +right_child=1 3 6 8 11 14 9 27 21 -11 -12 24 22 -15 23 17 29 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 +leaf_value=0.053664037825772559 0.0024673121326279648 -0.035558648221516789 0.025357030629840235 -0.053472191482595126 -0.015027645601388757 0.041494611243419521 0.010522800900158634 -0.045218597519298902 -0.061677737429764748 0.018083551297511855 0.032973042033696033 -0.031802567095302117 -0.010363235440631868 0.047979157160187247 0.032374310566686534 0.024632578149773987 0.0041975610116799129 -0.0021802145509295582 -0.0051625667701209951 -0.046354248163667844 -0.029278231048164183 -0.041804947362030768 -0.0017201316642873523 0.041474760467714096 -0.020835082138781155 -0.017500665703182951 -0.030115182140720037 -0.038442354922377742 0.016025268320383448 -0.012348267762300122 +leaf_weight=84884.371763333678 31548.948576658964 41552.121546596289 31470.138951778412 38435.584033966064 51101.39133554697 43661.121759235859 36086.381998807192 25964.519043833017 31412.388208001852 21705.75228753686 15966.729302287102 7035.9779496788979 41878.641562253237 60854.881003126502 35894.786773502827 12276.872498050332 36362.798390984535 2160.7998760044575 28627.355317562819 26700.411894619465 38399.905544668436 2031.097670674324 11867.887804269791 10271.842605128884 19601.166459679604 30223.195673137903 16515.367569446564 31732.317315399647 24434.867153823376 2306.0256164669991 +leaf_count=397873 93889 90960 115867 77575 130015 187788 116929 53772 62865 75815 62778 16661 112088 274136 144382 46742 112455 7607 82595 54356 84690 4186 33607 42760 46528 71843 39196 66641 84568 6945 +internal_value=0 -0.0279425 0.0329526 -0.0436486 -0.0123795 0.0461643 0.0159244 -0.0362935 -0.0539186 0.00929404 0.0233345 -0.0194967 -0.00460302 0.0512903 0.0378479 0.0211467 0.00674193 0.0177271 -0.00116286 -0.0505544 -0.0325422 -0.0604708 -0.00845473 0.0343991 -0.022609 -0.021634 -0.0250928 -0.0414918 0.0189037 0.00321002 +internal_weight=0 474628 418337 236228 238400 235567 182770 137649 98579.5 96461 86309.4 124477 113923 145739 89827.8 70342.7 74755.2 38872.5 60176.3 65136 79952 33443.5 53746.5 46166.6 73375.7 66339.7 36116.5 57696.8 36711.7 38668.8 +internal_count=2798112 1121467 1676645 495045 626422 1046939 629706 296063 198982 312144 317562 304243 322179 672009 374930 254784 236329 138917 176484 131931 175650 67051 145695 187142 174228 157567 85724 120413 131310 119400 cat_boundaries=0 1 2 3 4 cat_threshold=12 12 12 12 is_linear=0 @@ -285,18 +285,18 @@ shrinkage=0.1 Tree=13 num_leaves=31 num_cat=4 -split_feature=2 2 2 2 2 2 2 2 8 2 8 2 2 2 2 0 1 8 11 2 8 10 1 6 11 11 0 3 0 11 -split_gain=165071 22359.8 19726.5 3342.93 2574.43 2009.58 1987.91 738.378 426.688 362.597 345.986 289.91 278.054 225.541 222.07 221.036 206.041 192.129 188.399 154.851 154.032 145.127 152.119 137.629 136.539 135.375 135.692 132.053 131.238 127.815 -threshold=0.13709739383484712 0.55439442690556262 0.024394326733231515 0.78189785312975335 0.29071656245550243 0.00878855443679292 0.059313551023410405 0.88020860688709668 67.000000000000014 0.42833215894269711 77.000000000000014 0.20599059876314837 0.0036046264903578026 0.67647155152059424 0.083629963592472559 0.80793883849451453 0.0013592744653922191 53.000000000000007 0 0.015388798785591932 33.000000000000007 1.0000000180025095e-35 0.012180906289467974 0.33712121212121215 1 2 0.022885232927099368 0.16188335693359199 0.022885232927099368 3 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 1 2 2 2 1 -left_child=2 4 5 13 11 12 10 23 14 25 15 20 -1 -3 -8 18 -9 19 -4 -7 -2 -18 -23 -5 28 26 -6 -27 -13 -16 -right_child=1 3 6 7 9 17 8 16 -10 -11 -12 24 -14 -15 29 -17 21 -19 -20 -21 -22 22 -24 -25 -26 27 -28 -29 -30 -31 -leaf_value=-0.10707190082102565 0.0078502322118814954 0.063325915136776323 -0.037439248840280069 0.089170824496995205 0.051388108290339685 -0.077261035665980124 -0.022451966717765309 0.12024754162661809 -0.035700850583605358 0.048635853350434181 -0.065381045391367035 0.037470420569800114 -0.094919914274518985 0.076370080001000484 -0.00018074261049912772 -0.0092198555791256111 0.10796337480838321 -0.087020637099457787 -0.052709009491418206 -0.063261792450311147 -0.0089607451266131063 0.061384335043220883 0.14791177874981518 0.10732477070174694 0.011523222092585682 0.049801627455873972 0.032346042145348572 0.024604311211585475 0.016546871722523941 -0.014393522600781744 -leaf_weight=43522.412975974381 21372.393556132913 27459.933209702373 18176.270001508296 24539.465262845159 6478.4731922000647 16838.139151535928 15804.41567787528 20352.994933411479 10543.198134481907 27849.267465546727 8141.0697929263115 5421.6539436429739 33187.32821405679 25625.157225623727 12564.661082014441 1888.1741940826178 11141.747527644038 9323.4275555685163 15086.562661834061 14887.493616014719 7316.1120096445084 1284.0852915644646 241.36791002750397 5032.4968386143446 14727.719730630517 2370.7345492690802 8860.1413010805845 16953.338232710958 6704.9405426084995 12747.504004403949 -leaf_count=407877 121870 121247 130068 100759 32265 143158 104428 81617 73700 130425 63527 28959 298162 108374 75420 13211 44812 78698 111168 118786 45145 5301 998 20633 80396 11900 44356 85022 35962 79868 -internal_value=0 0.0568359 -0.0649129 0.0880818 0.0262193 -0.0922584 -0.0309991 0.103737 -0.0177535 0.0401391 -0.046805 0.010553 -0.101815 0.0696226 -0.0131513 -0.0425027 0.114016 -0.0744005 -0.044392 -0.0706918 0.00356311 0.104003 0.0750753 0.0922602 0.0180203 0.0333124 0.0403624 0.0276813 0.0258802 -0.00734422 -internal_weight=0 233732 212711 115677 118055 117759 94951.9 62592.2 51659.8 62512 43292.1 55542.8 76709.7 53085.1 41116.6 35151 33020.2 41049.1 33262.8 31725.6 28688.5 12667.2 1525.45 29572 26854.3 34662.7 15338.6 19324.1 12126.6 25312.2 -internal_count=2798112 1100041 1698071 483741 616300 1046681 651390 254120 333416 303968 317974 312332 706039 229621 259716 254447 132728 340642 241236 261944 167015 51111 6299 121392 145317 173543 76621 96922 64921 155288 +split_feature=2 2 2 2 2 2 2 2 2 8 8 2 2 2 2 11 11 0 11 1 1 10 8 8 3 0 11 1 2 0 +split_gain=82453.7 11601.5 9411.45 1784.39 1319.46 1004.21 897.984 268.416 217.297 216.379 182.001 173.138 150.954 114.548 112.974 100.378 99.7584 90.7147 87.3992 79.8251 78.7174 75.3421 69.0804 66.142 65.7763 94.8418 75.9763 65.5704 60.5379 59.366 +threshold=0.13122400000000004 0.54144730000000008 0.024116850000000006 0.82608820000000016 0.28585720000000009 0.0077732000000000009 0.059201500000000011 0.71325115000000017 0.91537550000000001 51.000000000000007 77.000000000000014 0.38266505000000006 0.20251990000000003 0.0034078000000000003 0.01369765 0 1 0.80545445000000016 2 0.0018204500000000001 0.0030804500000000006 1.0000000180025095e-35 75.000000000000014 53.000000000000007 0.12274470000000001 0.04590505000000001 3 0.0019528500000000001 0.03337455000000001 0.73915565000000016 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 1 2 2 2 2 2 2 2 1 2 2 2 +left_child=2 4 5 7 12 13 10 20 19 16 15 -6 18 -1 -7 17 29 28 -2 -5 -3 -10 -14 -16 -13 26 -26 -9 -4 -8 +right_child=1 3 6 8 11 14 9 27 21 -11 -12 24 22 -15 23 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 +leaf_value=-0.053664037825772559 0.0051625667701209951 0.035558648221516789 -0.024632578149773987 0.053472191482595126 0.015027645601388757 -0.041494611243419521 -0.0041975610116799129 0.045218597519298902 0.061677737429764748 -0.018083551297511855 -0.032973042033696033 0.031802567095302117 0.010363235440631868 -0.047979157160187247 -0.032374310566686534 -0.025357030629840235 -0.010522800900158634 0.0021802145509295582 -0.0024673121326279648 0.046354248163667844 0.029278231048164183 0.041804947362030768 0.0017201316642873523 -0.041474760467714096 0.030115182140720037 0.017500665703182951 0.020835082138781155 0.038442354922377742 -0.016025268320383448 0.012348267762300122 +leaf_weight=84884.371763333678 28627.355317562819 41552.121546596289 12276.872498050332 38435.584033966064 51101.39133554697 43661.121759235859 36362.798390984535 25964.519043833017 31412.388208001852 21705.75228753686 15966.729302287102 7035.9779496788979 41878.641562253237 60854.881003126502 35894.786773502827 31470.138951778412 36086.381998807192 2160.7998760044575 31548.948576658964 26700.411894619465 38399.905544668436 2031.097670674324 11867.887804269791 10271.842605128884 16515.367569446564 30223.195673137903 19601.166459679604 31732.317315399647 24434.867153823376 2306.0256164669991 +leaf_count=397873 82595 90960 46742 77575 130015 187788 112455 53772 62865 75815 62778 16661 112088 274136 144382 115867 116929 7607 93889 54356 84690 4186 33607 42760 39196 71843 46528 66641 84568 6945 +internal_value=0 0.0279425 -0.0329526 0.0436486 0.0123795 -0.0461643 -0.0159244 0.0362935 0.0539186 -0.00929404 -0.0233345 0.0194967 0.00460302 -0.0512903 -0.0378479 -0.0211467 -0.00674193 -0.0177271 0.00116286 0.0505544 0.0325422 0.0604708 0.00845473 -0.0343991 0.022609 0.021634 0.0250928 0.0414918 -0.0189037 -0.00321002 +internal_weight=0 474628 418337 236228 238400 235567 182770 137649 98579.5 96461 86309.4 124477 113923 145739 89827.8 70342.7 74755.2 38872.5 60176.3 65136 79952 33443.5 53746.5 46166.6 73375.7 66339.7 36116.5 57696.8 36711.7 38668.8 +internal_count=2798112 1121467 1676645 495045 626422 1046939 629706 296063 198982 312144 317562 304243 322179 672009 374930 254784 236329 138917 176484 131931 175650 67051 145695 187142 174228 157567 85724 120413 131310 119400 cat_boundaries=0 1 2 3 4 cat_threshold=3 3 3 3 is_linear=0 @@ -305,42 +305,42 @@ shrinkage=0.1 Tree=14 num_leaves=31 -num_cat=3 -split_feature=2 2 2 2 2 2 2 2 8 2 8 2 2 0 2 6 2 11 11 0 1 8 10 1 8 8 3 2 8 11 -split_gain=137400 21206 14915.1 3293.83 2421.44 1628.8 1388.24 654.746 366.875 312.632 305.239 266.053 264.448 224.423 210.545 198.68 190.78 170.728 160.054 155.588 144.091 142.085 137.771 136.606 132.383 122.885 118.92 118.125 111.081 110.556 -threshold=0.11034010612356644 0.52173293671444088 0.019373217493943499 0.78189785312975335 0.26851811407648074 0.049768621485165691 0.0074444201721283005 0.88020860688709668 53.000000000000007 0.1703794046572826 65.000000000000014 0.64428136052787466 0.37203588658840309 0.77201562610987995 0.0027572302624172726 0.15450928381962867 0.033503563664411214 0 1 0.022046281187490305 0.0017555833808180332 33.000000000000007 1.0000000180025095e-35 0.0022907735357933774 53.000000000000007 33.000000000000007 0.15224452936816815 0.013065603962660034 61.000000000000007 2 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 1 -left_child=2 4 6 11 9 10 14 23 13 21 16 -3 25 17 -1 20 -4 -7 28 -20 -9 26 -13 -5 27 -6 -2 -8 -11 -18 -right_child=1 3 5 7 12 8 24 15 -10 18 -12 22 -14 -15 -16 -17 29 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.10652266917513392 -0.025480825474688381 -0.05287398799223704 0.05244332877196111 -0.087710020469849867 -0.029251296175346032 0.027072614985045759 0.078456444458418345 -0.10245238445750314 0.039351858244339767 -0.0089926018130077785 0.067042616688929496 -0.068107520685289483 -0.038267079918546325 -0.016767807069021003 0.09514235599560715 -0.11358598033537892 0.046768898765394792 0.012845155627104386 -0.029380761547784007 -0.0094687891339651151 -0.085163671064945018 0.014965468303331951 -0.045547424807130879 -0.074018257531534348 0.087319222810541039 -0.014396231442018528 0.0010674980840414551 0.065203448080494691 0.0097266213020303152 0.029485487734393103 -leaf_weight=31517.446865417063 1841.0888651162386 27695.622487962246 18455.030202947557 17390.700161784887 20491.69214746356 16130.861685484648 15658.780934721231 15352.900721803308 10138.979557067156 14522.08642655611 8262.2647146433592 30618.945261031389 34617.787098094821 1784.395511507988 33574.920070394874 10708.789625659585 6910.2503033131361 17822.708764135838 7256.8035393506289 8544.8232839256525 7027.2339070737362 7277.0826618671417 2969.434523075819 12542.583496585488 8091.300101287663 7646.6231065243483 20193.594608262181 11788.352285087109 4055.2740123569965 8389.7300829738379 -leaf_count=320693 10575 121692 147836 70257 102527 110218 144112 61521 74949 80167 69145 127971 163005 11386 329341 42962 51934 114505 39235 46643 28245 47372 12523 51135 73835 39754 119168 101330 23760 60316 -internal_value=0 -0.0473072 0.0656869 -0.0766374 -0.0184736 0.0355905 0.091974 -0.0926894 0.0225627 -0.00473723 0.049815 -0.06013 -0.0324146 0.0177995 0.100653 -0.102384 0.0455981 0.0196162 -0.0112065 -0.0186015 -0.0970238 0.00285036 -0.0661131 -0.0819729 0.0760782 -0.0252144 -0.00115072 0.0727644 -0.00490372 0.0373414 -internal_weight=0 250753 188525 124306 126447 87894.2 100631 63022.2 45876.9 63690.8 42017.3 61284 62756.1 35738 65092.4 33088.9 33755 33953.6 34379 15801.6 22380.1 29311.8 33588.4 29933.3 35538.4 28138.3 22034.7 27447.1 18577.4 15300 -internal_count=2798112 1188512 1609600 516306 672206 640289 969311 254120 311058 366920 329231 262186 305286 236109 650034 132728 260086 224723 189805 85878 89766 177115 140494 121392 319277 142281 129743 245442 103927 112250 -cat_boundaries=0 1 2 3 -cat_threshold=12 12 12 +num_cat=4 +split_feature=2 2 2 2 2 2 2 2 8 2 8 2 8 2 2 2 2 6 2 11 6 0 1 8 11 10 11 3 0 11 +split_gain=68597.1 9896.84 8168.86 1466.95 1268.34 940.699 701.159 263.633 198.739 171.589 163.941 146.474 146.151 109.197 106.271 93.3923 85.2622 78.954 78.6023 76.7893 73.0492 68.1232 66.3835 65.8235 63.2522 62.3509 61.7239 82.4174 59.89 55.7793 +threshold=0.1202952 0.55206410000000006 0.019138850000000002 0.84357925000000011 0.27863950000000004 0.051222600000000007 0.0064026500000000002 0.73516160000000008 53.000000000000007 0.40088590000000007 65.000000000000014 0.91537550000000001 65.000000000000014 0.17177030000000001 0.030363050000000006 0.083913700000000022 0.012435350000000001 0.43534002229654406 0.0031967500000000004 0 0.39791666666666675 0.87149980000000016 0.030923250000000003 79.000000000000014 1 1.0000000180025095e-35 2 0.14955305000000005 0.77306940000000013 3 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 1 2 2 1 +left_child=2 4 6 7 12 10 18 17 15 26 14 20 13 -2 -4 28 -8 -3 -1 25 -5 -16 24 -9 -14 -13 27 -6 -7 -15 +right_child=1 3 5 11 9 8 16 23 -10 -11 -12 19 22 29 21 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.052843439057480492 -0.00091908087985114329 -0.028251492857767103 0.026849334704742756 -0.044373414420226152 -0.02513704018903018 0.011929693352188339 0.041466538178842625 -0.036110328502811893 0.018744517160270074 -0.020740120112264473 0.033394185094242745 -0.052289800704097368 0.0062680956820487313 -0.0050053499746643146 0.019668976828497511 0.0040550222920901274 0.034834665608712699 -0.037003690670292411 0.047618313088293063 -0.060871972890534878 -0.053861701711054658 -0.0064146260242083615 0.013883663935714339 -0.043711526052619333 -0.0045364473205997055 -0.032745076823188758 -0.017110123638072086 -0.0092957560207286138 -0.0047492938037111089 -0.011282965165438944 +leaf_weight=74070.71028649807 37833.750325381756 75370.403546005487 30448.800253883004 45030.987774312496 3649.7029677927494 40424.761698126793 47536.341624140739 43057.924511134624 21676.677219003439 70550.163688659668 16848.801505237818 19104.459118515253 10977.196079045534 31408.405456840992 38567.408590257168 34669.811696112156 32735.866874456406 11940.015491068363 47095.019007354975 12519.855599224567 9897.5068309605122 1027.9779298901558 4850.0406770706177 15491.16055265069 10680.647818475962 1784.7211543321609 28477.795368283987 32800.452867776155 2273.9559982717037 25851.971276730299 +leaf_count=377030 111285 161548 123311 90420 9191 136369 220637 88208 79312 163329 70667 38280 33805 85725 142305 108365 142299 25568 230252 25132 19852 3664 14810 31583 32006 3639 70813 82696 7371 68640 +internal_value=0 -0.0242184 0.0320587 -0.039089 -0.0106715 0.016944 0.0460104 -0.0329298 0.0102818 -0.017326 0.0245379 -0.0492588 -0.00325755 -0.00508793 0.0224075 0.00791074 0.038762 -0.0294484 0.0508125 -0.0544801 -0.0460831 0.0189918 0.00330874 -0.0381215 0.000940594 -0.0505957 -0.0136163 -0.0108789 0.0110414 -0.00784242 +internal_weight=0 491277 387376 234197 257080 185938 201438 145860 99045.2 135478 86893 88337.5 121602 95094.1 70044.2 77368.5 80272.2 87310.4 121166 33409 54928.5 39595.4 26507.9 58549.1 21657.8 20889.2 64928 36450.2 42698.7 57260.4 +internal_count=2798112 1156530 1641582 484230 672300 671364 970218 306907 331417 326029 339947 177323 346271 265650 269280 252105 362936 187116 607282 67051 110272 145969 80621 119791 65811 41919 162700 91887 143740 154365 +cat_boundaries=0 1 2 3 4 +cat_threshold=3 12 12 12 is_linear=0 shrinkage=0.1 Tree=15 num_leaves=31 -num_cat=3 -split_feature=2 2 2 2 2 2 2 2 8 2 8 2 2 0 2 6 2 11 11 0 1 8 10 1 8 8 3 2 8 11 -split_gain=137400 21206 14915.1 3293.83 2421.44 1628.8 1388.24 654.746 366.875 312.632 305.239 266.053 264.448 224.423 210.545 198.68 190.78 170.728 160.054 155.588 144.091 142.085 137.771 136.606 132.383 122.885 118.92 118.125 111.081 110.556 -threshold=0.11034010612356644 0.52173293671444088 0.019373217493943499 0.78189785312975335 0.26851811407648074 0.049768621485165691 0.0074444201721283005 0.88020860688709668 53.000000000000007 0.1703794046572826 65.000000000000014 0.64428136052787466 0.37203588658840309 0.77201562610987995 0.0027572302624172726 0.15450928381962867 0.033503563664411214 0 1 0.022046281187490305 0.0017555833808180332 33.000000000000007 1.0000000180025095e-35 0.0022907735357933774 53.000000000000007 33.000000000000007 0.15224452936816815 0.013065603962660034 61.000000000000007 2 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 1 -left_child=2 4 6 11 9 10 14 23 13 21 16 -3 25 17 -1 20 -4 -7 19 -11 -9 26 -13 -5 27 -6 -2 -8 -20 -18 -right_child=1 3 5 7 12 8 24 15 -10 18 -12 22 -14 -15 -16 -17 29 -19 28 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.10652266917513392 0.025480825474688381 0.05287398799223704 -0.05244332877196111 0.087710020469849867 0.029251296175346032 -0.012845155627104386 -0.078456444458418345 0.10245238445750314 -0.039351858244339767 0.029380761547784007 -0.067042616688929496 0.068107520685289483 0.038267079918546325 0.016767807069021003 -0.09514235599560715 0.11358598033537892 -0.029485487734393103 -0.027072614985045759 0.0089926018130077785 0.0094687891339651151 0.085163671064945018 -0.014965468303331951 0.045547424807130879 0.074018257531534348 -0.087319222810541039 0.014396231442018528 -0.0010674980840414551 -0.065203448080494691 -0.0097266213020303152 -0.046768898765394792 -leaf_weight=31517.446865417063 1841.0888651162386 27695.622487962246 18455.030202947557 17390.700161784887 20491.69214746356 17822.708764135838 15658.780934721231 15352.900721803308 10138.979557067156 7256.8035393506289 8262.2647146433592 30618.945261031389 34617.787098094821 1784.395511507988 33574.920070394874 10708.789625659585 8389.7300829738379 16130.861685484648 14522.08642655611 8544.8232839256525 7027.2339070737362 7277.0826618671417 2969.434523075819 12542.583496585488 8091.300101287663 7646.6231065243483 20193.594608262181 11788.352285087109 4055.2740123569965 6910.2503033131361 -leaf_count=320693 10575 121692 147836 70257 102527 114505 144112 61521 74949 39235 69145 127971 163005 11386 329341 42962 60316 110218 80167 46643 28245 47372 12523 51135 73835 39754 119168 101330 23760 51934 -internal_value=0 0.0473072 -0.0656869 0.0766374 0.0184736 -0.0355905 -0.091974 0.0926894 -0.0225627 0.00473723 -0.049815 0.06013 0.0324146 -0.0177995 -0.100653 0.102384 -0.0455981 -0.0196162 0.0112065 0.0186015 0.0970238 -0.00285036 0.0661131 0.0819729 -0.0760782 0.0252144 0.00115072 -0.0727644 0.00490372 -0.0373414 -internal_weight=0 250753 188525 124306 126447 87894.2 100631 63022.2 45876.9 63690.8 42017.3 61284 62756.1 35738 65092.4 33088.9 33755 33953.6 34379 15801.6 22380.1 29311.8 33588.4 29933.3 35538.4 28138.3 22034.7 27447.1 18577.4 15300 -internal_count=2798112 1188512 1609600 516306 672206 640289 969311 254120 311058 366920 329231 262186 305286 236109 650034 132728 260086 224723 189805 85878 89766 177115 140494 121392 319277 142281 129743 245442 103927 112250 -cat_boundaries=0 1 2 3 -cat_threshold=3 3 3 +num_cat=4 +split_feature=2 2 2 2 2 2 2 2 8 2 8 2 8 2 2 2 2 6 2 11 6 0 1 8 11 10 11 3 0 11 +split_gain=68597.1 9896.84 8168.86 1466.95 1268.34 940.699 701.159 263.633 198.739 171.589 163.941 146.474 146.151 109.197 106.271 93.3923 85.2622 78.954 78.6023 76.7893 73.0492 68.1232 66.3835 65.8235 63.2522 62.3509 61.7239 82.4174 59.89 55.7793 +threshold=0.1202952 0.55206410000000006 0.019138850000000002 0.84357925000000011 0.27863950000000004 0.051222600000000007 0.0064026500000000002 0.73516160000000008 53.000000000000007 0.40088590000000007 65.000000000000014 0.91537550000000001 65.000000000000014 0.17177030000000001 0.030363050000000006 0.083913700000000022 0.012435350000000001 0.43534002229654406 0.0031967500000000004 0 0.39791666666666675 0.87149980000000016 0.030923250000000003 79.000000000000014 1 1.0000000180025095e-35 2 0.14955305000000005 0.77306940000000013 3 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 1 2 2 1 +left_child=2 4 6 7 12 10 18 17 15 26 14 20 13 -2 -4 28 -8 -3 -1 -13 -5 -16 24 -9 -14 -21 -6 -28 -7 -15 +right_child=1 3 5 11 9 8 16 23 -10 -11 -12 19 22 29 21 -17 -18 -19 -20 25 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 +leaf_value=-0.052843439057480492 0.00091908087985114329 0.028251492857767103 -0.026849334704742756 0.044373414420226152 0.017110123638072086 -0.011929693352188339 -0.041466538178842625 0.036110328502811893 -0.018744517160270074 0.020740120112264473 -0.033394185094242745 0.060871972890534878 0.0045364473205997055 0.011282965165438944 -0.019668976828497511 -0.0040550222920901274 -0.034834665608712699 0.037003690670292411 -0.047618313088293063 0.052289800704097368 0.053861701711054658 0.0064146260242083615 -0.013883663935714339 0.043711526052619333 -0.0062680956820487313 0.032745076823188758 0.02513704018903018 0.0092957560207286138 0.0047492938037111089 0.0050053499746643146 +leaf_weight=74070.71028649807 37833.750325381756 75370.403546005487 30448.800253883004 45030.987774312496 28477.795368283987 40424.761698126793 47536.341624140739 43057.924511134624 21676.677219003439 70550.163688659668 16848.801505237818 12519.855599224567 10680.647818475962 25851.971276730299 38567.408590257168 34669.811696112156 32735.866874456406 11940.015491068363 47095.019007354975 19104.459118515253 9897.5068309605122 1027.9779298901558 4850.0406770706177 15491.16055265069 10977.196079045534 1784.7211543321609 3649.7029677927494 32800.452867776155 2273.9559982717037 31408.405456840992 +leaf_count=377030 111285 161548 123311 90420 70813 136369 220637 88208 79312 163329 70667 25132 32006 68640 142305 108365 142299 25568 230252 38280 19852 3664 14810 31583 33805 3639 9191 82696 7371 85725 +internal_value=0 0.0242184 -0.0320587 0.039089 0.0106715 -0.016944 -0.0460104 0.0329298 -0.0102818 0.017326 -0.0245379 0.0492588 0.00325755 0.00508793 -0.0224075 -0.00791074 -0.038762 0.0294484 -0.0508125 0.0544801 0.0460831 -0.0189918 -0.00330874 0.0381215 -0.000940594 0.0505957 0.0136163 0.0108789 -0.0110414 0.00784242 +internal_weight=0 491277 387376 234197 257080 185938 201438 145860 99045.2 135478 86893 88337.5 121602 95094.1 70044.2 77368.5 80272.2 87310.4 121166 33409 54928.5 39595.4 26507.9 58549.1 21657.8 20889.2 64928 36450.2 42698.7 57260.4 +internal_count=2798112 1156530 1641582 484230 672300 671364 970218 306907 331417 326029 339947 177323 346271 265650 269280 252105 362936 187116 607282 67051 110272 145969 80621 119791 65811 41919 162700 91887 143740 154365 +cat_boundaries=0 1 2 3 4 +cat_threshold=12 3 3 3 is_linear=0 shrinkage=0.1 @@ -348,18 +348,18 @@ shrinkage=0.1 Tree=16 num_leaves=31 num_cat=2 -split_feature=2 2 2 2 2 2 2 2 2 8 2 8 0 2 1 0 11 11 2 8 2 10 10 0 1 0 8 6 0 3 -split_gain=114865 18047.5 13081 2837.29 2154.65 1431.41 1186.86 487.863 367.884 359.321 318.507 227.83 214.94 208.029 199.283 184.856 181.479 171.66 166.616 159.104 147.683 137.559 133.982 127.777 125.052 121.562 115.116 113.839 113.832 163.321 -threshold=0.10152570543550274 0.52173293671444088 0.017595719295132626 0.83973102767458241 0.26851811407648074 0.041591763423999645 0.0063321145130125194 0.72958043325790789 0.92618632695526582 53.000000000000007 0.17515628700378885 51.000000000000007 0.77201562610987995 0.36254424723893758 0.0031011824696210119 0.80793883849451453 0 1 0.0026645547886319731 31.000000000000004 0.010032255220028546 1.0000000180025095e-35 1.0000000180025095e-35 0.020486148010418963 0.0015258358772817047 0.6022781130377064 77.000000000000014 0.38799283154121872 0.032949554693571852 0.21935890419609763 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 7 10 11 18 14 19 12 16 15 17 -6 -3 -4 26 -7 -1 -5 -8 27 -10 -18 -17 -25 -2 -21 -15 -30 -right_child=1 3 5 8 13 9 20 -9 22 -11 -12 -13 -14 28 -16 24 23 -19 -20 21 -22 -23 -24 25 -26 -27 -28 -29 29 -31 -leaf_value=0.10495255519966309 0.0062485490132937367 -0.056696876283563818 0.048532674917422199 -0.053976989565639955 -0.021915806639420009 0.029077685338151277 0.083411821836810535 -0.066921349727775178 -0.104250832718568 0.040698093588751066 -0.0104352662969148 0.065950665623113511 -0.011489527540191526 -0.039601646754027685 -0.043894557893561031 -0.11966705053944214 -0.012565125504627853 0.015217250784041915 0.093935987119023748 -0.082594473158173129 0.070338848518750552 -0.057476781876440002 -0.063962132261912608 0.010170000971440045 0.018665194967201811 -0.019643053422585696 0.026260515151147464 -0.098595990401647224 -0.040474024358137857 -0.02186572182867624 -leaf_weight=27988.101436987519 15172.02783845365 25798.019563928246 26196.296279512346 1883.0776042342186 26086.242061018944 16834.814323052764 15284.919567838311 29683.623079314828 12874.327363952994 10622.149839878082 32586.481064394116 7783.2458324283361 2063.2132854610682 16977.826067224145 22998.188507169485 68.504009395837784 8869.8443370461464 19243.529387950897 26945.759496308863 23809.991341888905 19881.123965211213 1851.5494412332773 881.97516947984695 7114.5227611362934 1419.1777255237103 1693.1815689355135 3546.330285474658 5466.8076117783785 7349.561251103878 13165.642332062125 -leaf_count=309758 92447 109391 214208 7554 130829 120051 154451 120544 52050 82684 178313 69431 13365 78685 98341 532 52996 127788 286111 95443 186733 7473 3553 42707 11076 9989 23880 21957 34216 61556 -internal_value=0 -0.0412115 0.0638804 -0.0684312 -0.0154937 0.0355495 0.0903659 -0.0568124 -0.0879285 0.0244319 -0.00325405 0.0508351 0.0199019 -0.0287734 -0.050663 0.0465854 0.00317553 0.0216971 0.0995488 -0.0822031 0.076021 -0.0839107 -0.101668 -0.00409075 0.0122953 0.00443878 0.0100346 -0.0855824 -0.0335447 -0.0285321 -internal_weight=0 257809 174331 125248 132562 84230.9 90099.9 78479.8 46767.7 48763.7 68982.4 35467.2 38141.6 63579.3 48796.2 27684 36395.9 36078.3 54933.9 33011.4 35166 31128.3 13756.3 17677.5 1487.68 8807.7 18718.4 29276.8 37493 20515.2 -internal_count=2798112 1221924 1576188 516306 705618 639135 937053 328276 188030 343888 400332 295247 261204 305286 207732 225816 222019 247839 595869 132427 341184 124873 55603 105692 11608 52696 116327 117400 174457 95772 +split_feature=2 2 2 2 2 2 2 2 2 8 8 2 2 11 1 2 11 0 8 10 1 1 8 2 2 8 8 8 0 3 +split_gain=57331.1 9322.8 6226.45 1449.99 1170.77 649.479 608.865 297.258 187.122 172.131 126.589 125.201 116.962 103.876 93.1199 90.8595 86.7325 82.592 72.549 71.9504 66.0707 65.6043 61.5264 58.8013 58.3706 57.9805 57.8137 56.0196 61.6272 82.8873 +threshold=0.09657060000000002 0.52021335000000013 0.017330300000000003 0.77723160000000002 0.26460320000000009 0.042905050000000007 0.0054186500000000014 0.88286385000000012 0.17177030000000001 77.000000000000014 49.000000000000007 0.6501435000000001 0.36546190000000006 0 0.0016194500000000004 0.010517450000000003 1 0.77306940000000013 53.000000000000007 1.0000000180025095e-35 0.013619600000000001 0.0015109500000000003 29.000000000000004 0.0023496500000000004 0.028366750000000007 65.000000000000014 33.000000000000007 33.000000000000007 0.023296750000000001 0.22433915000000001 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 4 6 11 8 10 23 19 13 16 17 -3 26 18 -9 -8 -7 24 -2 22 -15 -19 -5 -1 -4 -10 -6 -14 -29 -30 +right_child=1 3 5 7 12 9 15 14 25 -11 -12 -13 27 20 -16 -17 -18 21 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 29 -31 +leaf_value=0.052781593368652874 0.003709475578352796 -0.023285754080624596 0.027050684362045524 -0.020310874174803005 -0.01275093738913316 0.014016337706755611 0.041669296194330588 -0.049559784972517638 -0.0065664272950579005 0.021657530112607778 0.032833732217186731 -0.029625404332219447 -0.01864208579577754 -0.0038145983140538929 -0.041228610368446349 0.034842462815313939 0.0070172646266933774 -0.055892928281706791 0.014335162972877045 -0.025194930112749266 0.0060324233475475249 0.011049692727147462 -0.038557958034847115 0.047960487757951337 0.020484390270688307 0.00059742669959270155 -0.0055780013468876549 -0.020398676724240207 -0.018498242353745583 -0.0035941423398665692 +leaf_weight=50135.949933841825 29737.282054394484 61252.28664252162 27762.40084643662 1907.7270427942276 40903.64679774642 32910.409869581461 43812.907063990831 40280.009189605713 51170.193060100079 16220.240998461843 16379.632609859109 63389.550985783339 51665.496120989323 28186.454366117716 20116.493836134672 35124.857873246074 38499.054424494505 152.88854169845581 8196.8361719548702 4740.7749670147896 8986.3749315738678 3446.9122484177351 58907.48933082819 51066.277251586318 26422.638579905033 14498.78654178977 15492.626143753529 7182.2128159105778 6002.9809364378452 9861.0403778553009 +leaf_count=277399 91347 132302 118302 3840 101796 117134 220837 81226 137464 63683 72838 130940 119539 84745 40418 164657 128425 589 28074 9628 27051 13695 118439 274526 102328 42403 40406 16847 14013 23221 +internal_value=0 -0.0202428 0.0324257 -0.0341565 -0.00741848 0.0181869 0.0452143 -0.0417236 -0.0010857 0.0123582 0.0250739 -0.0265099 -0.0142182 0.00232338 -0.0467849 0.0386316 0.0102459 0.0228743 0.0060039 -0.0370606 -0.00143374 0.00820655 -0.0379856 0.0503489 0.0238487 -0.00498475 -0.0107805 -0.0168132 -0.0127133 -0.00923389 +internal_weight=0 522478 341934 250594 271884 161794 180140 125952 140776 87629.7 74164.5 124642 131108 75106.9 60396.5 78937.8 71409.5 57784.8 37934.1 65556 37172.8 3599.8 60815.2 101202 54185 65669 56396.3 74711.7 23046.2 15864 +internal_count=2798112 1243699 1554413 516793 726906 616994 937419 253551 411084 309242 307752 263242 315822 231217 121644 385494 245559 234914 119421 131907 111796 14284 122279 551925 220630 179867 142202 173620 54081 37234 cat_boundaries=0 1 2 cat_threshold=12 12 is_linear=0 @@ -369,18 +369,18 @@ shrinkage=0.1 Tree=17 num_leaves=31 num_cat=2 -split_feature=2 2 2 2 2 2 2 2 2 8 2 8 0 2 1 0 11 11 2 8 2 10 10 0 1 0 8 6 0 3 -split_gain=114865 18047.5 13081 2837.29 2154.65 1431.41 1186.86 487.863 367.884 359.321 318.507 227.83 214.94 208.029 199.283 184.856 181.479 171.66 166.616 159.104 147.683 137.559 133.982 127.777 125.052 121.562 115.116 113.839 113.832 163.321 -threshold=0.10152570543550274 0.52173293671444088 0.017595719295132626 0.83973102767458241 0.26851811407648074 0.041591763423999645 0.0063321145130125194 0.72958043325790789 0.92618632695526582 53.000000000000007 0.17515628700378885 51.000000000000007 0.77201562610987995 0.36254424723893758 0.0031011824696210119 0.80793883849451453 0 1 0.0026645547886319731 31.000000000000004 0.010032255220028546 1.0000000180025095e-35 1.0000000180025095e-35 0.020486148010418963 0.0015258358772817047 0.6022781130377064 77.000000000000014 0.38799283154121872 0.032949554693571852 0.21935890419609763 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 7 10 11 18 14 19 12 16 15 17 -6 -3 -4 23 -7 -1 -5 -8 27 -10 -2 -17 -25 -18 -21 -15 -30 -right_child=1 3 5 8 13 9 20 -9 22 -11 -12 -13 -14 28 -16 24 26 -19 -20 21 -22 -23 -24 25 -26 -27 -28 -29 29 -31 -leaf_value=-0.10495255519966309 0.012565125504627853 0.056696876283563818 -0.048532674917422199 0.053976989565639955 0.021915806639420009 -0.015217250784041915 -0.083411821836810535 0.066921349727775178 0.104250832718568 -0.040698093588751066 0.0104352662969148 -0.065950665623113511 0.011489527540191526 0.039601646754027685 0.043894557893561031 0.11966705053944214 -0.0062485490132937367 -0.029077685338151277 -0.093935987119023748 0.082594473158173129 -0.070338848518750552 0.057476781876440002 0.063962132261912608 -0.010170000971440045 -0.018665194967201811 0.019643053422585696 -0.026260515151147464 0.098595990401647224 0.040474024358137857 0.02186572182867624 -leaf_weight=27988.101436987519 8869.8443370461464 25798.019563928246 26196.296279512346 1883.0776042342186 26086.242061018944 19243.529387950897 15284.919567838311 29683.623079314828 12874.327363952994 10622.149839878082 32586.481064394116 7783.2458324283361 2063.2132854610682 16977.826067224145 22998.188507169485 68.504009395837784 15172.02783845365 16834.814323052764 26945.759496308863 23809.991341888905 19881.123965211213 1851.5494412332773 881.97516947984695 7114.5227611362934 1419.1777255237103 1693.1815689355135 3546.330285474658 5466.8076117783785 7349.561251103878 13165.642332062125 -leaf_count=309758 52996 109391 214208 7554 130829 127788 154451 120544 52050 82684 178313 69431 13365 78685 98341 532 92447 120051 286111 95443 186733 7473 3553 42707 11076 9989 23880 21957 34216 61556 -internal_value=0 0.0412115 -0.0638804 0.0684312 0.0154937 -0.0355495 -0.0903659 0.0568124 0.0879285 -0.0244319 0.00325405 -0.0508351 -0.0199019 0.0287734 0.050663 -0.0465854 -0.00317553 -0.0216971 -0.0995488 0.0822031 -0.076021 0.0839107 0.101668 0.00409075 -0.0122953 -0.00443878 -0.0100346 0.0855824 0.0335447 0.0285321 -internal_weight=0 257809 174331 125248 132562 84230.9 90099.9 78479.8 46767.7 48763.7 68982.4 35467.2 38141.6 63579.3 48796.2 27684 36395.9 36078.3 54933.9 33011.4 35166 31128.3 13756.3 17677.5 1487.68 8807.7 18718.4 29276.8 37493 20515.2 -internal_count=2798112 1221924 1576188 516306 705618 639135 937053 328276 188030 343888 400332 295247 261204 305286 207732 225816 222019 247839 595869 132427 341184 124873 55603 105692 11608 52696 116327 117400 174457 95772 +split_feature=2 2 2 2 2 2 2 2 2 8 8 2 2 11 1 2 11 0 8 10 1 1 8 2 2 8 8 8 0 3 +split_gain=57331.1 9322.8 6226.45 1449.99 1170.77 649.479 608.865 297.258 187.122 172.131 126.589 125.201 116.962 103.876 93.1199 90.8595 86.7325 82.592 72.549 71.9504 66.0707 65.6043 61.5264 58.8013 58.3706 57.9805 57.8137 56.0196 61.6272 82.8873 +threshold=0.09657060000000002 0.52021335000000013 0.017330300000000003 0.77723160000000002 0.26460320000000009 0.042905050000000007 0.0054186500000000014 0.88286385000000012 0.17177030000000001 77.000000000000014 49.000000000000007 0.6501435000000001 0.36546190000000006 0 0.0016194500000000004 0.010517450000000003 1 0.77306940000000013 53.000000000000007 1.0000000180025095e-35 0.013619600000000001 0.0015109500000000003 29.000000000000004 0.0023496500000000004 0.028366750000000007 65.000000000000014 33.000000000000007 33.000000000000007 0.023296750000000001 0.22433915000000001 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 4 6 11 8 10 23 19 13 16 17 -3 26 20 -9 -8 -7 24 -15 22 -2 -19 -5 -1 -4 -10 -6 -14 -29 -30 +right_child=1 3 5 7 12 9 15 14 25 -11 -12 -13 27 18 -16 -17 -18 21 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 29 -31 +leaf_value=-0.052781593368652874 0.0038145983140538929 0.023285754080624596 -0.027050684362045524 0.020310874174803005 0.01275093738913316 -0.0070172646266933774 -0.041669296194330588 0.049559784972517638 0.0065664272950579005 -0.021657530112607778 -0.032833732217186731 0.029625404332219447 0.01864208579577754 -0.003709475578352796 0.041228610368446349 -0.034842462815313939 -0.014016337706755611 0.055892928281706791 -0.014335162972877045 0.025194930112749266 -0.0060324233475475249 -0.011049692727147462 0.038557958034847115 -0.047960487757951337 -0.020484390270688307 -0.00059742669959270155 0.0055780013468876549 0.020398676724240207 0.018498242353745583 0.0035941423398665692 +leaf_weight=50135.949933841825 28186.454366117716 61252.28664252162 27762.40084643662 1907.7270427942276 40903.64679774642 38499.054424494505 43812.907063990831 40280.009189605713 51170.193060100079 16220.240998461843 16379.632609859109 63389.550985783339 51665.496120989323 29737.282054394484 20116.493836134672 35124.857873246074 32910.409869581461 152.88854169845581 8196.8361719548702 4740.7749670147896 8986.3749315738678 3446.9122484177351 58907.48933082819 51066.277251586318 26422.638579905033 14498.78654178977 15492.626143753529 7182.2128159105778 6002.9809364378452 9861.0403778553009 +leaf_count=277399 84745 132302 118302 3840 101796 128425 220837 81226 137464 63683 72838 130940 119539 91347 40418 164657 117134 589 28074 9628 27051 13695 118439 274526 102328 42403 40406 16847 14013 23221 +internal_value=0 0.0202428 -0.0324257 0.0341565 0.00741848 -0.0181869 -0.0452143 0.0417236 0.0010857 -0.0123582 -0.0250739 0.0265099 0.0142182 -0.00232338 0.0467849 -0.0386316 -0.0102459 -0.0228743 -0.0060039 0.0370606 0.00143374 -0.00820655 0.0379856 -0.0503489 -0.0238487 0.00498475 0.0107805 0.0168132 0.0127133 0.00923389 +internal_weight=0 522478 341934 250594 271884 161794 180140 125952 140776 87629.7 74164.5 124642 131108 75106.9 60396.5 78937.8 71409.5 57784.8 37934.1 65556 37172.8 3599.8 60815.2 101202 54185 65669 56396.3 74711.7 23046.2 15864 +internal_count=2798112 1243699 1554413 516793 726906 616994 937419 253551 411084 309242 307752 263242 315822 231217 121644 385494 245559 234914 119421 131907 111796 14284 122279 551925 220630 179867 142202 173620 54081 37234 cat_boundaries=0 1 2 cat_threshold=3 3 is_linear=0 @@ -390,20 +390,20 @@ shrinkage=0.1 Tree=18 num_leaves=31 num_cat=3 -split_feature=2 2 2 2 2 2 2 2 2 2 8 2 11 8 8 0 1 2 8 8 1 11 2 10 0 6 0 1 11 3 -split_gain=96454.8 16524.1 10200.1 2467.61 2269.31 1057.92 959.34 462.707 292.266 290.86 288.455 268.346 190.515 186.914 158.331 146.933 140.196 139.471 138.877 138.813 129.834 124.323 124.29 118.157 114.717 108.86 102.75 101.383 104.551 100.514 -threshold=0.083629963592472559 0.52173293671444088 0.015388798785591932 0.84867771744367959 0.23544127336824308 0.034580250070752709 0.0053830108909253193 0.69767158220052483 0.13709739383484712 0.92618632695526582 75.000000000000014 0.36254424723893758 0 53.000000000000007 55.000000000000007 0.80793883849451453 0.0017555833808180332 0.0096969951922278672 43.000000000000007 33.000000000000007 0.0045016924269689644 1 0.0026645547886319731 1.0000000180025095e-35 0.030355569980629403 0.089572192513368995 0.84353360489344598 0.0040023602035439369 2 0.17676652878445798 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 -left_child=2 4 6 7 8 13 22 20 14 18 12 21 -7 15 -2 -4 -9 -8 25 29 -3 -6 -1 -11 -23 -5 -14 28 -13 -10 -right_child=1 3 5 9 11 10 17 16 19 23 -12 27 26 -15 -16 -17 -18 -19 -20 -21 -22 24 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.10328993785159789 0.0046636483052432086 -0.048038009551805615 0.049915944900680964 -0.066192734545401033 -0.012589932109658607 0.032098397130292687 0.082325905425596937 -0.065383699639504897 -0.02600967969149387 -0.095121738987816493 0.044759332376612046 -0.02295091659478557 0.018854083221382555 0.067044525614988151 0.022105059939080803 0.015376806993954301 -0.053529790937510736 0.069345445427974703 -0.085679680017788598 0.0055969337754967815 -0.036501399810403387 -0.032919561380603889 0.092796109795243165 -0.057337421131344248 -0.016238308763392464 -0.081983402183448073 -0.020467259711929555 -0.024501085319163351 -0.039438594666208672 -0.006172552269903913 -leaf_weight=25711.611618891358 24442.439492896199 25802.029680147767 22858.874769404531 15283.874650612473 20421.922497272491 16414.121153913438 18104.62569732964 17681.365798607469 2828.9451657235622 12707.460767522454 8347.8909974247217 5463.2762785702944 19006.921001695096 6599.0710031613708 6612.9351089894772 1301.8241228535771 22898.683303534985 15249.991699799895 8713.5492449998856 9920.5592067986727 15685.326393485069 7979.2867386341095 20117.889601737261 885.2885195761919 8529.4255654066801 6111.6284051984549 688.62321720272303 18496.752311274409 13993.804437875748 26309.463579848409 -leaf_count=309758 152211 108804 200225 61411 103967 124224 197748 71205 15552 52050 69672 25069 133530 63456 47103 10838 92895 153303 35063 60423 66672 39616 231528 3553 42932 24653 4475 85255 64133 146788 -internal_value=0 -0.034799 0.0642428 -0.061324 -0.0117918 0.0378712 0.0892933 -0.0511025 0.00113698 -0.080519 0.0280064 -0.023897 0.0241335 0.0521289 0.00837762 0.0480549 -0.0586947 0.0763911 -0.0750375 -0.00461998 -0.0436763 -0.0178284 0.0986834 -0.0926609 -0.0242863 -0.0707033 0.0174704 -0.0298019 -0.0348412 -0.00809847 -internal_weight=0 270768 154401 125769 144999 75217.3 79184.1 82067.4 70114.3 43701.8 44457.6 74884.5 36109.7 30759.8 31055.4 24160.7 40580 33354.6 30109.1 39059 41487.4 36930.6 45829.5 13592.7 16508.7 21395.5 19695.5 37953.8 19457.1 29138.4 -internal_count=2798112 1299355 1498757 516306 783049 606420 892337 339576 422077 176730 331901 360972 262229 274519 199314 211063 164100 351051 121127 222763 175476 186515 541286 55603 82548 86064 138005 174457 89202 162340 +split_feature=2 2 2 2 2 2 2 2 2 2 8 8 8 3 11 2 0 10 0 1 6 11 2 6 1 2 1 3 0 11 +split_gain=48113 8226.35 5164.92 1361.44 1035.88 532.133 496.79 208.787 183.018 144.375 142.357 137.054 118.735 106.88 90.0401 76.92 75.5847 74.0132 73.4373 65.2017 65.1002 63.7234 62.296 59.6708 59.5184 59.3595 58.9694 57.6842 82.9293 70.2827 +threshold=0.083913700000000022 0.49968200000000002 0.015134200000000002 0.80731020000000009 0.21968705000000002 0.040235400000000011 0.0054186500000000014 0.90278685000000014 0.6501435000000001 0.34011750000000007 33.000000000000007 53.000000000000007 51.000000000000007 0.16733075000000003 0 0.14260875000000003 0.77306940000000013 1.0000000180025095e-35 0.80545445000000016 0.0024072000000000004 0.32916666666666672 1 0.0023496500000000004 0.19836065573770495 0.0016964500000000002 0.0089131000000000019 0.036264550000000007 0.14533300000000002 0.04590505000000001 2 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 +left_child=2 4 6 8 10 12 22 17 -3 -6 13 18 16 -2 20 -15 -4 23 21 -10 -9 -7 -1 -5 -18 -8 -12 -11 29 -29 +right_child=1 3 5 7 9 11 25 14 19 27 26 -13 -14 15 -16 -17 24 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 +leaf_value=0.051972547444182428 -0.011480553180543342 -0.020347425934533044 0.023610332837058289 -0.034137337651350859 -0.0078337233078617785 0.015079644557883043 0.041193052165262756 -0.037270026371417603 -0.030197971182436945 -0.02155018575846733 0.0050301367649203043 0.021049554825885101 0.032356241794365241 0.0031341423139116774 -0.0495988189061842 -0.0027928937269594747 -0.041943391319718783 -0.022510016682546444 -0.0057075812381694518 -0.024499326327106819 -0.048865308681339564 0.0083378463227106979 0.046804810014112685 -0.041228377023047803 0.011982951178581889 0.035140176867397156 0.016535527153488851 -0.012176457446695139 -0.009140063210113859 -0.020642482613441961 +leaf_weight=46035.174308538437 8469.4343104362488 71568.980961173773 55194.420754447579 45300.975151717663 72958.524470388889 25866.017542749643 30437.748261868954 19356.36260175705 39497.507339417934 8961.7450449764729 26202.756090551615 16152.317762359977 16192.689567103982 45517.132193028927 17770.93539968133 42192.693171560764 217.58081266283989 4359.258854329586 2620.2380722016096 40835.949611604214 6457.1910722851753 30863.217549920082 47289.734666600823 16079.101373136044 3448.532994389534 34641.469687268138 5367.2520890533924 21626.049623221159 30827.243314236403 18165.833783268929 +leaf_count=277399 24601 153545 237857 90778 187912 95833 165677 39279 80190 20669 86076 66068 76607 141467 36392 117914 820 8770 8825 83642 13199 106108 274526 32241 14290 175174 17940 50323 72062 41928 +internal_value=0 -0.0173822 0.0320723 -0.0301493 -0.0054834 0.0188101 0.0446774 -0.038659 -0.0240249 -0.0110468 0.0011596 0.0128826 0.024773 -0.000752931 -0.0440262 0.00028295 0.0226868 -0.0351007 0.0106599 -0.0273012 -0.040155 0.0114159 0.0493539 -0.0359949 0.00878247 0.0379711 0.00698618 -0.0139925 -0.0130334 -0.0160496 +internal_weight=0 541515 308959 261226 280289 150555 158404 109324 151902 152539 127749 75501.8 75053.2 96179.3 43584.5 87709.8 58860.5 65739.3 59349.5 80333.5 25813.6 56729.2 93324.9 61380.1 3666.11 65079.2 31570 79580.9 70619.1 39791.9 +internal_count=2798112 1298928 1499184 538036 760892 606408 892776 220659 317377 372894 387998 276834 329574 283982 88870 259381 252967 131789 210766 163832 52478 201941 551925 123019 15110 340851 104016 184982 164313 92251 cat_boundaries=0 1 2 3 -cat_threshold=12 12 8 +cat_threshold=3 12 12 is_linear=0 shrinkage=0.1 @@ -411,20 +411,20 @@ shrinkage=0.1 Tree=19 num_leaves=31 num_cat=3 -split_feature=2 2 2 2 2 2 2 2 2 2 8 2 11 8 8 0 1 2 8 8 1 11 2 10 0 6 0 1 11 3 -split_gain=96454.8 16524.1 10200.1 2467.61 2269.31 1057.92 959.34 462.707 292.266 290.86 288.455 268.346 190.515 186.914 158.331 146.933 140.196 139.471 138.877 138.813 129.834 124.323 124.29 118.157 114.717 108.86 102.75 101.383 104.551 100.514 -threshold=0.083629963592472559 0.52173293671444088 0.015388798785591932 0.84867771744367959 0.23544127336824308 0.034580250070752709 0.0053830108909253193 0.69767158220052483 0.13709739383484712 0.92618632695526582 75.000000000000014 0.36254424723893758 0 53.000000000000007 55.000000000000007 0.80793883849451453 0.0017555833808180332 0.0096969951922278672 43.000000000000007 33.000000000000007 0.0045016924269689644 1 0.0026645547886319731 1.0000000180025095e-35 0.030355569980629403 0.089572192513368995 0.84353360489344598 0.0040023602035439369 2 0.17676652878445798 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 -left_child=2 4 6 7 8 13 22 20 14 18 12 21 26 15 -2 -4 -9 -8 25 29 -3 24 -1 -11 -6 -5 -7 28 -13 -10 -right_child=1 3 5 9 11 10 17 16 19 23 -12 27 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.10328993785159789 -0.0046636483052432086 0.048038009551805615 -0.049915944900680964 0.066192734545401033 0.032919561380603889 -0.018854083221382555 -0.082325905425596937 0.065383699639504897 0.02600967969149387 0.095121738987816493 -0.044759332376612046 0.02295091659478557 -0.032098397130292687 -0.067044525614988151 -0.022105059939080803 -0.015376806993954301 0.053529790937510736 -0.069345445427974703 0.085679680017788598 -0.0055969337754967815 0.036501399810403387 0.012589932109658607 -0.092796109795243165 0.057337421131344248 0.016238308763392464 0.081983402183448073 0.020467259711929555 0.024501085319163351 0.039438594666208672 0.006172552269903913 -leaf_weight=25711.611618891358 24442.439492896199 25802.029680147767 22858.874769404531 15283.874650612473 7979.2867386341095 19006.921001695096 18104.62569732964 17681.365798607469 2828.9451657235622 12707.460767522454 8347.8909974247217 5463.2762785702944 16414.121153913438 6599.0710031613708 6612.9351089894772 1301.8241228535771 22898.683303534985 15249.991699799895 8713.5492449998856 9920.5592067986727 15685.326393485069 20421.922497272491 20117.889601737261 885.2885195761919 8529.4255654066801 6111.6284051984549 688.62321720272303 18496.752311274409 13993.804437875748 26309.463579848409 -leaf_count=309758 152211 108804 200225 61411 39616 133530 197748 71205 15552 52050 69672 25069 124224 63456 47103 10838 92895 153303 35063 60423 66672 103967 231528 3553 42932 24653 4475 85255 64133 146788 -internal_value=0 0.034799 -0.0642428 0.061324 0.0117918 -0.0378712 -0.0892933 0.0511025 -0.00113698 0.080519 -0.0280064 0.023897 -0.0241335 -0.0521289 -0.00837762 -0.0480549 0.0586947 -0.0763911 0.0750375 0.00461998 0.0436763 0.0178284 -0.0986834 0.0926609 0.0242863 0.0707033 -0.0174704 0.0298019 0.0348412 0.00809847 -internal_weight=0 270768 154401 125769 144999 75217.3 79184.1 82067.4 70114.3 43701.8 44457.6 74884.5 36109.7 30759.8 31055.4 24160.7 40580 33354.6 30109.1 39059 41487.4 36930.6 45829.5 13592.7 16508.7 21395.5 19695.5 37953.8 19457.1 29138.4 -internal_count=2798112 1299355 1498757 516306 783049 606420 892337 339576 422077 176730 331901 360972 262229 274519 199314 211063 164100 351051 121127 222763 175476 186515 541286 55603 82548 86064 138005 174457 89202 162340 +split_feature=2 2 2 2 2 2 2 2 2 2 8 8 8 3 11 2 0 10 0 1 6 11 2 6 1 2 1 3 0 11 +split_gain=48113 8226.35 5164.92 1361.44 1035.88 532.133 496.79 208.787 183.018 144.375 142.357 137.054 118.735 106.88 90.0401 76.92 75.5847 74.0132 73.4373 65.2017 65.1002 63.7234 62.296 59.6708 59.5184 59.3595 58.9694 57.6842 82.9293 70.2827 +threshold=0.083913700000000022 0.49968200000000002 0.015134200000000002 0.80731020000000009 0.21968705000000002 0.040235400000000011 0.0054186500000000014 0.90278685000000014 0.6501435000000001 0.34011750000000007 33.000000000000007 53.000000000000007 51.000000000000007 0.16733075000000003 0 0.14260875000000003 0.77306940000000013 1.0000000180025095e-35 0.80545445000000016 0.0024072000000000004 0.32916666666666672 1 0.0023496500000000004 0.19836065573770495 0.0016964500000000002 0.0089131000000000019 0.036264550000000007 0.14533300000000002 0.04590505000000001 2 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 +left_child=2 4 6 8 10 12 22 17 -3 -6 13 18 16 -2 -9 -15 -4 23 21 -10 -16 -7 -1 -5 -18 -8 -12 -11 29 -29 +right_child=1 3 5 7 9 11 25 14 19 27 26 -13 -14 15 20 -17 24 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 +leaf_value=-0.051972547444182428 0.011480553180543342 0.020347425934533044 -0.023610332837058289 0.034137337651350859 0.0078337233078617785 -0.0083378463227106979 -0.041193052165262756 0.0495988189061842 0.030197971182436945 0.02155018575846733 -0.0050301367649203043 -0.021049554825885101 -0.032356241794365241 -0.0031341423139116774 0.037270026371417603 0.0027928937269594747 0.041943391319718783 0.022510016682546444 0.0057075812381694518 0.024499326327106819 0.048865308681339564 -0.015079644557883043 -0.046804810014112685 0.041228377023047803 -0.011982951178581889 -0.035140176867397156 -0.016535527153488851 0.020642482613441961 0.009140063210113859 0.012176457446695139 +leaf_weight=46035.174308538437 8469.4343104362488 71568.980961173773 55194.420754447579 45300.975151717663 72958.524470388889 30863.217549920082 30437.748261868954 17770.93539968133 39497.507339417934 8961.7450449764729 26202.756090551615 16152.317762359977 16192.689567103982 45517.132193028927 19356.36260175705 42192.693171560764 217.58081266283989 4359.258854329586 2620.2380722016096 40835.949611604214 6457.1910722851753 25866.017542749643 47289.734666600823 16079.101373136044 3448.532994389534 34641.469687268138 5367.2520890533924 18165.833783268929 30827.243314236403 21626.049623221159 +leaf_count=277399 24601 153545 237857 90778 187912 106108 165677 36392 80190 20669 86076 66068 76607 141467 39279 117914 820 8770 8825 83642 13199 95833 274526 32241 14290 175174 17940 41928 72062 50323 +internal_value=0 0.0173822 -0.0320723 0.0301493 0.0054834 -0.0188101 -0.0446774 0.038659 0.0240249 0.0110468 -0.0011596 -0.0128826 -0.024773 0.000752931 0.0440262 -0.00028295 -0.0226868 0.0351007 -0.0106599 0.0273012 0.040155 -0.0114159 -0.0493539 0.0359949 -0.00878247 -0.0379711 -0.00698618 0.0139925 0.0130334 0.0160496 +internal_weight=0 541515 308959 261226 280289 150555 158404 109324 151902 152539 127749 75501.8 75053.2 96179.3 43584.5 87709.8 58860.5 65739.3 59349.5 80333.5 25813.6 56729.2 93324.9 61380.1 3666.11 65079.2 31570 79580.9 70619.1 39791.9 +internal_count=2798112 1298928 1499184 538036 760892 606408 892776 220659 317377 372894 387998 276834 329574 283982 88870 259381 252967 131789 210766 163832 52478 201941 551925 123019 15110 340851 104016 184982 164313 92251 cat_boundaries=0 1 2 3 -cat_threshold=3 3 8 +cat_threshold=12 3 3 is_linear=0 shrinkage=0.1 @@ -432,20 +432,20 @@ shrinkage=0.1 Tree=20 num_leaves=31 num_cat=3 -split_feature=2 2 2 2 2 2 2 2 2 11 8 2 11 1 8 8 1 11 8 0 10 6 6 2 0 8 2 2 2 0 -split_gain=81128.5 14565.5 8477.08 2347.74 2035.6 943.669 729.761 513.486 251.555 250.931 242.303 208.329 178.337 171.093 169.115 166.391 161.792 145.067 130.429 117.57 117.121 110.241 108.75 105.744 98.4351 98.4327 97.6232 96.5703 94.1103 94.0663 -threshold=0.072833657327858972 0.49985659653018144 0.013065603962660034 0.78189785312975335 0.20599059876314837 0.029539378489947084 0.0047173468738708558 0.91370258347211775 0.33758180201702453 0 77.000000000000014 0.64428136052787466 1 0.0026568193633486519 55.000000000000007 53.000000000000007 0.012180906289467974 2 75.000000000000014 0.80793883849451453 1.0000000180025095e-35 0.19836065573770495 0.32916666666666672 0.00878855443679292 0.84353360489344598 43.000000000000007 0.00240156869036659 0.11034010612356644 0.12286471163906111 0.014216003172953627 -decision_type=2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 11 9 14 26 13 18 15 12 -3 -7 21 19 28 27 20 -6 -4 -9 25 -13 -8 -14 -5 -1 -11 -2 -10 -right_child=1 3 5 7 8 10 23 17 29 16 -12 22 24 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.10229934138889347 0.013251279607414452 -0.035828692621184523 0.051026090040182374 -0.058622561008740526 -0.016676329925342553 0.034179254947020531 0.081829278799971233 -0.077092532295448657 -0.031778895615084159 0.0018888010356155243 0.045934032644383754 -0.044162560119304611 0.02116483375021596 -0.05357338074800836 0.068182103835589467 0.023618163344396325 0.010194984611330603 -0.092147026339539362 -0.0030717489407122928 0.018925602573041846 -0.040014710298847088 -0.077212517148683962 -0.058494718306312733 0.069696372777979632 -0.015125207238513233 -0.073396540665588234 0.092201400405849232 -0.010866962517912786 0.0013514243086046546 -0.021437186917197891 -leaf_weight=21115.669151209295 12052.874082714319 33807.752365589142 21393.295569673181 14873.220878228545 31817.570531710982 15452.571808181703 17619.71834012121 9564.0852874964476 13075.130893230438 9743.1041359007359 7576.6810959279537 28019.411194339395 18264.919645786285 14931.508758872747 6014.7235754728317 7406.9554127454758 8359.0463833138347 8386.9818239957094 9051.7621270865202 1205.2519875988364 935.24655722081661 7476.1986870616674 6527.6923720985651 12127.595784395933 779.32954011112452 6472.0310829430819 17515.349982134998 15185.713795766234 14814.614695891738 26869.890626430511 -leaf_count=277035 80348 143710 201889 59766 161875 123496 208511 39633 59825 64056 67335 113956 135573 59952 62311 51388 50762 34797 48730 10824 3747 30186 26538 131452 5224 26039 220493 87973 86416 124272 -internal_value=0 -0.0299237 0.0635526 -0.054225 -0.00846937 0.0392695 0.0886555 -0.0682099 -0.0191789 0.00434082 0.0297411 -0.0414094 0.0261846 -0.0622614 0.0532803 0.0103451 -0.00184395 -0.0819906 -0.0136632 0.0493141 -0.0737195 -0.0667623 -0.0468706 0.0768828 0.0196694 -0.0631021 0.0977209 -0.00588154 0.00668975 -0.0248223 -internal_weight=0 279371 139065 130994 148377 70686.8 68378.3 62639.3 80814.4 67562.3 42073.5 68354.9 34496.8 43753 28613.3 34274.4 33287.9 18886.3 40869.3 22598.5 10499.3 28821.5 34547.1 29747.3 19044.2 21345.3 38631 24928.8 26867.5 39945 -internal_count=2798112 1353969 1444143 538324 815645 606652 837491 254120 394702 420943 331628 284204 264293 175943 275024 218152 202791 78177 210605 212713 43380 115991 140494 339963 140797 85805 497528 152029 166764 184097 +split_feature=2 2 2 2 2 2 2 2 8 8 2 2 11 8 8 1 11 11 3 0 2 1 3 2 10 0 1 6 3 8 +split_gain=40484.5 7250.47 4277.72 1236.82 972.47 442.228 428.765 243.784 133.181 130.581 125.798 108.079 99.9127 90.3435 87.7651 74.5062 68.7793 67.9881 75.0079 69.5526 66.0395 61.0193 59.2148 55.6889 55.4044 51.1241 50.9453 50.9052 49.8998 48.3202 +threshold=0.072932700000000017 0.48877135000000005 0.01369765 0.77723160000000002 0.20251990000000003 0.030363050000000006 0.0054186500000000014 0.88286385000000012 77.000000000000014 77.000000000000014 0.3319566000000001 0.6501435000000001 0 53.000000000000007 31.000000000000004 0.0014437500000000004 1 2 0.16291010000000003 0.023296750000000001 0.0023496500000000004 0.0018204500000000001 0.25228355000000008 0.12387090000000002 1.0000000180025095e-35 0.87149980000000016 0.057934650000000011 0.37689393939393945 0.060108850000000005 33.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 4 6 11 9 13 20 21 16 12 17 -3 22 -4 -9 28 -7 18 -6 -19 -1 -5 -2 -24 -17 -18 -11 29 -16 -12 +right_child=1 3 5 7 10 8 -8 14 -10 26 27 -13 -14 -15 15 24 25 19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.051202958882362364 -0.004583191426970573 -0.017953152984581576 0.023948873790025738 -0.032951668472928665 -0.016332562022658269 0.016182681630305434 0.037070290661429077 -0.023533484903958977 0.023185060684597567 0.0070511588937321387 -0.012821280146298884 -0.023495239029681328 -0.0022740952531224209 0.03378187481027807 -0.047753429009213616 -0.036826667570394232 0.010330898055644185 -0.014501459211092152 -0.002517332513781995 -0.0057616875547037193 0.045661624728163673 -0.026860250509880675 0.0089185827844206183 0.0019566495334832645 -0.020536613499829336 -0.013196676032822785 0.020098943732566057 -0.018806051809694222 -0.039811368920133511 -0.0070372832381271821 +leaf_weight=42248.657264247537 7172.4951437115669 77505.127861917019 43814.455226555467 33035.924318403006 4354.6609246134758 29930.447397992015 54875.996195793152 3556.5400083661079 14480.090748623013 21385.018025904894 49358.228594124317 64448.096942186356 52485.766957908869 11876.614337846637 12049.066962093115 18233.406717389822 36239.417866230011 16482.874414592981 40298.075944155455 20344.900233536959 43806.543274015188 32744.824899166822 21411.641822129488 24794.885074257851 2357.8398042321205 947.72569017112255 3479.3541396558285 9856.6057974994183 23035.1783195436 20418.493032306433 +leaf_count=277399 22038 165096 204603 66230 11393 118079 307872 7256 64634 74162 113358 130940 155384 60574 25098 37205 133660 41722 105811 52145 274526 65677 71594 72975 4721 3200 12429 22816 47364 48151 +internal_value=0 -0.0149472 0.0317391 -0.0268568 -0.00405273 0.0191759 0.0439775 -0.0341098 0.0144871 0.00235558 -0.00925248 -0.0204693 0.00082391 0.0260458 -0.0387635 -0.0397364 0.0126106 -0.00649006 -0.00386377 -0.00967069 0.0483821 -0.0299194 0.00386977 0.00518274 -0.0349613 0.00972867 0.00887698 -0.012079 -0.0425389 -0.0111287 +internal_weight=0 558809 278220 266966 291843 137289 140931 125013 81597.7 130729 161114 141953 105865 55691.1 59232 55675.5 67117.6 81480.5 44652.7 36827.8 86055.2 65780.7 53379 46206.5 20591.2 37187.1 24864.4 79633.3 35084.2 69776.7 +internal_count=2798112 1353565 1444547 549587 803978 584750 859797 253551 319573 408582 395396 296036 321991 265177 121644 114388 254939 211071 117204 93867 551925 131907 166607 144569 41926 136860 86591 184325 72462 161509 cat_boundaries=0 1 2 3 -cat_threshold=12 12 3 +cat_threshold=12 12 12 is_linear=0 shrinkage=0.1 @@ -453,20 +453,20 @@ shrinkage=0.1 Tree=21 num_leaves=31 num_cat=3 -split_feature=2 2 2 2 2 2 2 2 2 11 8 2 11 1 8 8 1 11 8 0 10 6 6 2 0 8 2 2 2 0 -split_gain=81128.5 14565.5 8477.08 2347.74 2035.6 943.669 729.761 513.486 251.555 250.931 242.303 208.329 178.337 171.093 169.115 166.391 161.792 145.067 130.429 117.57 117.121 110.241 108.75 105.744 98.4351 98.4327 97.6232 96.5703 94.1103 94.0663 -threshold=0.072833657327858972 0.49985659653018144 0.013065603962660034 0.78189785312975335 0.20599059876314837 0.029539378489947084 0.0047173468738708558 0.91370258347211775 0.33758180201702453 0 77.000000000000014 0.64428136052787466 1 0.0026568193633486519 55.000000000000007 53.000000000000007 0.012180906289467974 2 75.000000000000014 0.80793883849451453 1.0000000180025095e-35 0.19836065573770495 0.32916666666666672 0.00878855443679292 0.84353360489344598 43.000000000000007 0.00240156869036659 0.11034010612356644 0.12286471163906111 0.014216003172953627 -decision_type=2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 11 9 14 26 13 18 16 12 -3 24 21 19 28 27 -9 -6 -4 -19 25 -13 -8 -7 -5 -1 -2 -11 -10 -right_child=1 3 5 7 8 10 23 17 29 15 -12 22 -14 -15 -16 -17 -18 20 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.10229934138889347 -0.0018888010356155243 0.035828692621184523 -0.051026090040182374 0.058622561008740526 0.016676329925342553 -0.02116483375021596 -0.081829278799971233 0.092147026339539362 0.031778895615084159 -0.013251279607414452 -0.045934032644383754 0.044162560119304611 -0.034179254947020531 0.05357338074800836 -0.068182103835589467 -0.023618163344396325 -0.010194984611330603 0.077092532295448657 0.0030717489407122928 -0.018925602573041846 0.040014710298847088 0.077212517148683962 0.058494718306312733 -0.069696372777979632 0.015125207238513233 0.073396540665588234 -0.092201400405849232 0.010866962517912786 -0.0013514243086046546 0.021437186917197891 -leaf_weight=21115.669151209295 9743.1041359007359 33807.752365589142 21393.295569673181 14873.220878228545 31817.570531710982 18264.919645786285 17619.71834012121 8386.9818239957094 13075.130893230438 12052.874082714319 7576.6810959279537 28019.411194339395 15452.571808181703 14931.508758872747 6014.7235754728317 7406.9554127454758 8359.0463833138347 9564.0852874964476 9051.7621270865202 1205.2519875988364 935.24655722081661 7476.1986870616674 6527.6923720985651 12127.595784395933 779.32954011112452 6472.0310829430819 17515.349982134998 15185.713795766234 14814.614695891738 26869.890626430511 -leaf_count=277035 64056 143710 201889 59766 161875 135573 208511 34797 59825 80348 67335 113956 123496 59952 62311 51388 50762 39633 48730 10824 3747 30186 26538 131452 5224 26039 220493 87973 86416 124272 -internal_value=0 0.0299237 -0.0635526 0.054225 0.00846937 -0.0392695 -0.0886555 0.0682099 0.0191789 -0.00434082 -0.0297411 0.0414094 -0.0261846 0.0622614 -0.0532803 -0.0103451 0.00184395 0.0819906 0.0136632 -0.0493141 0.0737195 0.0667623 0.0468706 -0.0768828 -0.0196694 0.0631021 -0.0977209 0.00588154 -0.00668975 0.0248223 -internal_weight=0 279371 139065 130994 148377 70686.8 68378.3 62639.3 80814.4 67562.3 42073.5 68354.9 34496.8 43753 28613.3 34274.4 33287.9 18886.3 40869.3 22598.5 10499.3 28821.5 34547.1 29747.3 19044.2 21345.3 38631 24928.8 26867.5 39945 -internal_count=2798112 1353969 1444143 538324 815645 606652 837491 254120 394702 420943 331628 284204 264293 175943 275024 218152 202791 78177 210605 212713 43380 115991 140494 339963 140797 85805 497528 152029 166764 184097 +split_feature=2 2 2 2 2 2 2 2 8 8 2 2 11 8 8 1 11 11 3 0 2 1 3 2 10 0 1 6 3 8 +split_gain=40484.5 7250.47 4277.72 1236.82 972.47 442.228 428.765 243.784 133.181 130.581 125.798 108.079 99.9127 90.3435 87.7651 74.5062 68.7793 67.9881 75.0079 69.5526 66.0395 61.0193 59.2148 55.6889 55.4044 51.1241 50.9453 50.9052 49.8998 48.3202 +threshold=0.072932700000000017 0.48877135000000005 0.01369765 0.77723160000000002 0.20251990000000003 0.030363050000000006 0.0054186500000000014 0.88286385000000012 77.000000000000014 77.000000000000014 0.3319566000000001 0.6501435000000001 0 53.000000000000007 31.000000000000004 0.0014437500000000004 1 2 0.16291010000000003 0.023296750000000001 0.0023496500000000004 0.0018204500000000001 0.25228355000000008 0.12387090000000002 1.0000000180025095e-35 0.87149980000000016 0.057934650000000011 0.37689393939393945 0.060108850000000005 33.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 4 6 11 9 13 20 21 16 12 17 -3 -2 -4 -9 28 25 19 -19 -6 -1 -5 -14 -24 -17 -7 -11 29 -16 -12 +right_child=1 3 5 7 10 8 -8 14 -10 26 27 -13 22 -15 15 24 -18 18 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.051202958882362364 0.0022740952531224209 0.017953152984581576 -0.023948873790025738 0.032951668472928665 0.014501459211092152 -0.010330898055644185 -0.037070290661429077 0.023533484903958977 -0.023185060684597567 -0.0070511588937321387 0.012821280146298884 0.023495239029681328 0.004583191426970573 -0.03378187481027807 0.047753429009213616 0.036826667570394232 -0.016182681630305434 0.016332562022658269 0.002517332513781995 0.0057616875547037193 -0.045661624728163673 0.026860250509880675 -0.0089185827844206183 -0.0019566495334832645 0.020536613499829336 0.013196676032822785 -0.020098943732566057 0.018806051809694222 0.039811368920133511 0.0070372832381271821 +leaf_weight=42248.657264247537 52485.766957908869 77505.127861917019 43814.455226555467 33035.924318403006 16482.874414592981 36239.417866230011 54875.996195793152 3556.5400083661079 14480.090748623013 21385.018025904894 49358.228594124317 64448.096942186356 7172.4951437115669 11876.614337846637 12049.066962093115 18233.406717389822 29930.447397992015 4354.6609246134758 40298.075944155455 20344.900233536959 43806.543274015188 32744.824899166822 21411.641822129488 24794.885074257851 2357.8398042321205 947.72569017112255 3479.3541396558285 9856.6057974994183 23035.1783195436 20418.493032306433 +leaf_count=277399 155384 165096 204603 66230 41722 133660 307872 7256 64634 74162 113358 130940 22038 60574 25098 37205 118079 11393 105811 52145 274526 65677 71594 72975 4721 3200 12429 22816 47364 48151 +internal_value=0 0.0149472 -0.0317391 0.0268568 0.00405273 -0.0191759 -0.0439775 0.0341098 -0.0144871 -0.00235558 0.00925248 0.0204693 -0.00082391 -0.0260458 0.0387635 0.0397364 -0.0126106 0.00649006 0.00386377 0.00967069 -0.0483821 0.0299194 -0.00386977 -0.00518274 0.0349613 -0.00972867 -0.00887698 0.012079 0.0425389 0.0111287 +internal_weight=0 558809 278220 266966 291843 137289 140931 125013 81597.7 130729 161114 141953 105865 55691.1 59232 55675.5 67117.6 81480.5 44652.7 36827.8 86055.2 65780.7 53379 46206.5 20591.2 37187.1 24864.4 79633.3 35084.2 69776.7 +internal_count=2798112 1353565 1444547 549587 803978 584750 859797 253551 319573 408582 395396 296036 321991 265177 121644 114388 254939 211071 117204 93867 551925 131907 166607 144569 41926 136860 86591 184325 72462 161509 cat_boundaries=0 1 2 3 -cat_threshold=3 3 12 +cat_threshold=3 3 3 is_linear=0 shrinkage=0.1 @@ -474,20 +474,20 @@ shrinkage=0.1 Tree=22 num_leaves=31 num_cat=4 -split_feature=2 2 2 2 2 2 2 2 2 2 8 11 0 3 8 8 0 2 11 10 11 8 8 11 8 0 6 1 0 3 -split_gain=68466.1 12630.4 7214.35 2194.44 1735.48 718.247 714.471 331.953 326.547 243.042 215.433 191.143 180.468 164.654 161.182 155.303 151.246 133.936 132.311 129.654 125.68 119.293 114.058 111.378 109.981 107.226 102.126 101.916 99.1382 99.0882 -threshold=0.064843089169787663 0.47916941970347815 0.012664548723268136 0.82161400176355948 0.20073604716241505 0.026851430936257345 0.0039782579027420684 0.91370258347211775 0.6655111568673473 0.11952684692972407 51.000000000000007 0 0.039280909340129601 0.16188335693359199 65.000000000000014 67.000000000000014 0.77201562610987995 0.0076986998557233193 1 1.0000000180025095e-35 2 75.000000000000014 79.000000000000014 3 31.000000000000004 0.021254692274798422 0.089572192513368995 0.0045016924269689644 0.73703290205006 0.21280420770368166 -decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 1 2 2 1 2 2 2 2 2 2 -left_child=2 4 6 8 9 15 -1 19 27 14 16 13 -13 -6 28 -4 18 -8 -7 24 26 -15 -10 -11 -5 -25 -9 -3 -2 -14 -right_child=1 3 5 7 11 10 17 20 22 23 -12 12 29 21 -16 -17 -18 -19 -20 -21 -22 -23 -24 25 -26 -27 -28 -29 -30 -31 -leaf_value=0.097268993611466459 0.0093233909118299509 -0.036125586519594792 0.0481966741631107 -0.034541975200478491 -0.02852733305499143 0.035843366855356988 0.081842068421887113 -0.06049529624114184 -0.041349978494909699 0.0048413986678878945 0.04458381559493093 -0.028536826019279284 -0.025836974865981674 -0.012442063519254955 0.024799187765593204 0.068437411302158233 -0.00042351403643495656 0.06871043552807192 0.022039180685219577 -0.035143922446921494 -0.084616025823316662 0.0011346172990611737 -0.053171197315457192 -0.014292023511660736 -0.061463895192922204 0.0014781954251441506 -0.081678979710933353 -0.026300064198815927 -0.01545469741728895 -0.0091655875597283776 -leaf_weight=31271.851179026067 26903.225976698101 26517.606233403087 20159.095311403275 1602.0184817910194 5162.3713183403015 12620.676487341523 17186.633745700121 6974.0170537233353 29262.300367161632 18712.364522129297 8204.7300218716264 18440.592576935887 5118.1159033179283 29829.859792992473 6964.6695923805237 4668.6799752339721 1976.552825473249 14171.648252181709 15827.560593605042 2246.3235174715519 8229.2949040234089 8264.9837569594383 11319.374096393585 8506.2956724911928 28734.381005972624 8742.8364726603031 3378.1677196323872 17539.299005150795 1717.8575588837266 11749.735150173306 -leaf_count=440706 178560 111554 200787 6457 25094 105890 220744 29075 117945 112928 76537 88625 24841 146111 54131 51611 14180 165811 122624 8993 34797 42075 45569 48514 116296 50679 14305 74479 10691 57503 -internal_value=0 -0.0259612 0.062496 -0.0480588 -0.00597024 0.0387323 0.0865735 -0.0644084 -0.0381754 0.00529709 0.0302032 -0.016231 -0.0216931 -0.0117649 0.0111561 0.0520028 0.0263251 0.0759075 0.0281836 -0.0583256 -0.0750746 -0.00949649 -0.0446472 -0.000500706 -0.0600422 -0.00629513 -0.067343 -0.032214 0.00783619 -0.0142241 -internal_weight=0 285916 126087 135803 150113 63457.3 62630.1 51164.2 84638.6 71547.2 38629.5 78565.7 35308.4 43257.2 35585.8 24827.8 30424.8 31358.3 28448.2 32582.7 18581.5 38094.8 40581.7 35961.5 30336.4 17249.1 10352.2 44056.9 28621.1 16867.9 -internal_count=2798112 1399222 1398890 559470 839752 571629 827261 209923 349547 455503 319231 384249 170969 213280 243382 252398 242694 386555 228514 131746 78177 188186 163514 212121 122753 99193 43380 186033 189251 82344 +split_feature=2 2 2 2 2 2 2 2 2 8 6 8 1 8 3 2 8 2 11 3 6 11 1 1 11 0 11 3 0 0 +split_gain=34167.5 6290.88 3639.81 1114.78 866.362 375.637 367.993 217.834 126.885 117.422 116.931 108.787 93.5158 89.8335 84.1419 70.9231 69.8924 66.9274 64.3017 61.7075 58.417 57.6011 56.0803 54.3279 53.1129 56.8909 49.3666 49.0765 47.839 44.3609 +threshold=0.064859800000000009 0.47860485000000003 0.012435350000000001 0.84357925000000011 0.18149390000000001 0.028366750000000007 0.0040341000000000014 0.67117330000000008 0.29341555000000002 75.000000000000014 0.39791666666666675 77.000000000000014 0.0018204500000000001 53.000000000000007 0.14955305000000005 0.11109435000000002 79.000000000000014 0.0077732000000000009 0 0.097257400000000008 0.4393382352941177 1 0.0020486000000000007 0.013619600000000001 2 0.023296750000000001 3 0.19364260000000003 0.020817000000000002 0.023296750000000001 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 1 2 1 2 2 2 +left_child=2 4 6 7 9 13 -1 20 24 14 12 18 19 -4 -2 -16 22 -8 -7 -5 28 -14 -9 26 27 -26 -10 -6 -3 -17 +right_child=1 3 5 10 8 11 17 16 23 -11 -12 -13 21 -15 15 29 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 +leaf_value=0.048570452745421336 -0.0077252203720863822 -0.018382956789590732 0.023465100124025317 -0.037057823153378883 -0.011688982014537745 0.016494194883742475 0.040652991179790765 -0.024585341601543624 -0.0090385477245856442 0.009577304583684729 -0.040840019246480466 0.023012918897875302 -0.022883590263216239 0.033415394370602779 0.0055201475644389882 -0.0025581409884544606 -0.027594525892645938 0.033970291264766965 0.0098914133382916117 -0.029338975218354837 -0.022703923480245233 -0.033185952478289781 -0.018780354062292042 -0.005834852803178912 -0.011745772624073707 -0.0036294872626859071 -0.014283645800752455 -0.00083918049101740157 -0.013383097011508284 0.0035648554228470929 +leaf_weight=64435.299572780728 8461.4199520200491 30690.635727018118 42611.906495526433 28683.038907557726 4707.0508804917336 26523.224152356386 34249.154805585742 30312.088328033686 41638.575376421213 24150.021021291614 16929.604295521975 12647.816752269864 15644.010085552931 11527.963559880853 45537.104310050607 28044.732610881329 24965.724447846413 26646.084004461765 33583.621787175536 16210.235594779253 12128.183654606342 8612.1623360812664 36902.454208344221 24022.8234167099 16099.663999557495 18629.915193855762 31806.475450277328 36470.559422850609 50832.436715215445 20468.091195553541 +leaf_count=453623 25387 64623 211388 60044 12609 109204 218386 60860 97768 88118 35272 59688 31705 62539 152602 82588 50208 155910 128582 32815 25491 17487 74432 56337 41474 48965 73648 98609 107407 60343 +internal_value=0 -0.0129666 0.0312152 -0.0239833 -0.00298261 0.0192766 0.0433028 -0.0196255 -0.00757556 0.00330425 -0.0333912 0.0145832 -0.0315675 0.0255838 0.00182642 0.00268575 -0.0230764 0.0377288 0.0128094 -0.0342707 -0.0162287 -0.0265646 -0.0213983 -0.00996295 -0.00451006 -0.00738984 -0.0113132 -0.00207893 -0.0152654 2.52182e-05 +internal_weight=0 571947 252225 271911 300036 126895 125331 185832 173375 126661 86079.1 72754.7 69149.4 54139.9 102511 94049.9 92180.3 60895.2 60106.8 44893.3 93651.3 24256.2 67214.5 97467.9 75907.2 34729.6 73445.1 41177.6 81523.1 48512.8 +internal_count=2798112 1398792 1399320 560344 838448 571401 827919 383021 429410 409038 177323 297474 142051 273927 320920 295533 185500 374296 237786 92859 197521 49192 135292 227753 201657 90439 171416 111218 172030 142931 cat_boundaries=0 1 2 3 4 -cat_threshold=12 12 3 12 +cat_threshold=12 3 12 12 is_linear=0 shrinkage=0.1 @@ -495,62 +495,62 @@ shrinkage=0.1 Tree=23 num_leaves=31 num_cat=4 -split_feature=2 2 2 2 2 2 2 2 2 2 8 11 0 3 8 8 0 2 11 10 11 8 8 11 8 0 6 1 0 3 -split_gain=68466.1 12630.4 7214.35 2194.44 1735.48 718.247 714.471 331.953 326.547 243.042 215.433 191.143 180.468 164.654 161.182 155.303 151.246 133.936 132.311 129.654 125.68 119.293 114.058 111.378 109.981 107.226 102.126 101.916 99.1382 99.0882 -threshold=0.064843089169787663 0.47916941970347815 0.012664548723268136 0.82161400176355948 0.20073604716241505 0.026851430936257345 0.0039782579027420684 0.91370258347211775 0.6655111568673473 0.11952684692972407 51.000000000000007 0 0.039280909340129601 0.16188335693359199 65.000000000000014 67.000000000000014 0.77201562610987995 0.0076986998557233193 1 1.0000000180025095e-35 2 75.000000000000014 79.000000000000014 3 31.000000000000004 0.021254692274798422 0.089572192513368995 0.0045016924269689644 0.73703290205006 0.21280420770368166 -decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 1 2 2 1 2 2 2 2 2 2 -left_child=2 4 6 8 9 15 -1 19 27 14 16 12 -6 -13 28 -4 18 -8 -7 24 -9 -15 -10 25 -5 -11 -22 -3 -2 -14 -right_child=1 3 5 7 11 10 17 20 22 23 -12 13 29 21 -16 -17 -18 -19 -20 -21 26 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.097268993611466459 -0.0093233909118299509 0.036125586519594792 -0.0481966741631107 0.034541975200478491 0.028536826019279284 -0.022039180685219577 -0.081842068421887113 0.084616025823316662 0.041349978494909699 0.014292023511660736 -0.04458381559493093 0.02852733305499143 0.025836974865981674 0.012442063519254955 -0.024799187765593204 -0.068437411302158233 0.00042351403643495656 -0.06871043552807192 -0.035843366855356988 0.035143922446921494 0.06049529624114184 -0.0011346172990611737 0.053171197315457192 -0.0048413986678878945 0.061463895192922204 -0.0014781954251441506 0.081678979710933353 0.026300064198815927 0.01545469741728895 0.0091655875597283776 -leaf_weight=31271.851179026067 26903.225976698101 26517.606233403087 20159.095311403275 1602.0184817910194 18440.592576935887 15827.560593605042 17186.633745700121 8229.2949040234089 29262.300367161632 8506.2956724911928 8204.7300218716264 5162.3713183403015 5118.1159033179283 29829.859792992473 6964.6695923805237 4668.6799752339721 1976.552825473249 14171.648252181709 12620.676487341523 2246.3235174715519 6974.0170537233353 8264.9837569594383 11319.374096393585 18712.364522129297 28734.381005972624 8742.8364726603031 3378.1677196323872 17539.299005150795 1717.8575588837266 11749.735150173306 -leaf_count=440706 178560 111554 200787 6457 88625 122624 220744 34797 117945 48514 76537 25094 24841 146111 54131 51611 14180 165811 105890 8993 29075 42075 45569 112928 116296 50679 14305 74479 10691 57503 -internal_value=0 0.0259612 -0.062496 0.0480588 0.00597024 -0.0387323 -0.0865735 0.0644084 0.0381754 -0.00529709 -0.0302032 0.016231 0.0216931 0.0117649 -0.0111561 -0.0520028 -0.0263251 -0.0759075 -0.0281836 0.0583256 0.0750746 0.00949649 0.0446472 0.000500706 0.0600422 0.00629513 0.067343 0.032214 -0.00783619 0.0142241 -internal_weight=0 285916 126087 135803 150113 63457.3 62630.1 51164.2 84638.6 71547.2 38629.5 78565.7 35308.4 43257.2 35585.8 24827.8 30424.8 31358.3 28448.2 32582.7 18581.5 38094.8 40581.7 35961.5 30336.4 17249.1 10352.2 44056.9 28621.1 16867.9 -internal_count=2798112 1399222 1398890 559470 839752 571629 827261 209923 349547 455503 319231 384249 170969 213280 243382 252398 242694 386555 228514 131746 78177 188186 163514 212121 122753 99193 43380 186033 189251 82344 +split_feature=2 2 2 2 2 2 2 2 2 8 6 8 1 8 3 2 8 2 11 3 6 11 1 1 11 0 11 3 0 0 +split_gain=34167.5 6290.88 3639.81 1114.78 866.362 375.637 367.993 217.834 126.885 117.422 116.931 108.787 93.5158 89.8335 84.1419 70.9231 69.8924 66.9274 64.3017 61.7075 58.417 57.6011 56.0803 54.3279 53.1129 56.8909 49.3666 49.0765 47.839 44.3609 +threshold=0.064859800000000009 0.47860485000000003 0.012435350000000001 0.84357925000000011 0.18149390000000001 0.028366750000000007 0.0040341000000000014 0.67117330000000008 0.29341555000000002 75.000000000000014 0.39791666666666675 77.000000000000014 0.0018204500000000001 53.000000000000007 0.14955305000000005 0.11109435000000002 79.000000000000014 0.0077732000000000009 0 0.097257400000000008 0.4393382352941177 1 0.0020486000000000007 0.013619600000000001 2 0.023296750000000001 3 0.19364260000000003 0.020817000000000002 0.023296750000000001 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 1 2 1 2 2 2 +left_child=2 4 6 7 9 13 -1 20 24 14 12 18 19 -4 -2 -16 22 -8 -7 -5 28 -14 -9 26 25 -6 -10 -26 -3 -17 +right_child=1 3 5 10 8 11 17 16 23 -11 -12 -13 21 -15 15 29 -18 -19 -20 -21 -22 -23 -24 -25 27 -27 -28 -29 -30 -31 +leaf_value=-0.048570452745421336 0.0077252203720863822 0.018382956789590732 -0.023465100124025317 0.037057823153378883 0.011745772624073707 -0.0098914133382916117 -0.040652991179790765 0.024585341601543624 0.014283645800752455 -0.009577304583684729 0.040840019246480466 -0.023012918897875302 0.033185952478289781 -0.033415394370602779 -0.0055201475644389882 0.0025581409884544606 0.027594525892645938 -0.033970291264766965 -0.016494194883742475 0.029338975218354837 0.022703923480245233 0.022883590263216239 0.018780354062292042 0.005834852803178912 0.011688982014537745 0.0036294872626859071 0.0090385477245856442 0.00083918049101740157 0.013383097011508284 -0.0035648554228470929 +leaf_weight=64435.299572780728 8461.4199520200491 30690.635727018118 42611.906495526433 28683.038907557726 16099.663999557495 33583.621787175536 34249.154805585742 30312.088328033686 31806.475450277328 24150.021021291614 16929.604295521975 12647.816752269864 8612.1623360812664 11527.963559880853 45537.104310050607 28044.732610881329 24965.724447846413 26646.084004461765 26523.224152356386 16210.235594779253 12128.183654606342 15644.010085552931 36902.454208344221 24022.8234167099 4707.0508804917336 18629.915193855762 41638.575376421213 36470.559422850609 50832.436715215445 20468.091195553541 +leaf_count=453623 25387 64623 211388 60044 41474 128582 218386 60860 73648 88118 35272 59688 17487 62539 152602 82588 50208 155910 109204 32815 25491 31705 74432 56337 12609 48965 97768 98609 107407 60343 +internal_value=0 0.0129666 -0.0312152 0.0239833 0.00298261 -0.0192766 -0.0433028 0.0196255 0.00757556 -0.00330425 0.0333912 -0.0145832 0.0315675 -0.0255838 -0.00182642 -0.00268575 0.0230764 -0.0377288 -0.0128094 0.0342707 0.0162287 0.0265646 0.0213983 0.00996295 0.00451006 0.00738984 0.0113132 0.00207893 0.0152654 -2.52182e-05 +internal_weight=0 571947 252225 271911 300036 126895 125331 185832 173375 126661 86079.1 72754.7 69149.4 54139.9 102511 94049.9 92180.3 60895.2 60106.8 44893.3 93651.3 24256.2 67214.5 97467.9 75907.2 34729.6 73445.1 41177.6 81523.1 48512.8 +internal_count=2798112 1398792 1399320 560344 838448 571401 827919 383021 429410 409038 177323 297474 142051 273927 320920 295533 185500 374296 237786 92859 197521 49192 135292 227753 201657 90439 171416 111218 172030 142931 cat_boundaries=0 1 2 3 4 -cat_threshold=3 3 12 3 +cat_threshold=3 12 3 3 is_linear=0 shrinkage=0.1 Tree=24 num_leaves=31 -num_cat=2 -split_feature=2 2 2 2 2 2 2 2 6 2 8 2 8 3 8 8 11 8 11 1 8 0 1 6 0 3 1 10 0 8 -split_gain=57828.9 10788.5 6358.65 2120.84 1360.48 655.646 624.634 425.443 222.349 217.798 203.882 201.976 183.659 165.357 153.162 139.522 134.401 125.816 124.467 119.566 108.858 108.653 107.246 106.044 103.388 103.387 98.52 94.985 89.7393 89.2802 -threshold=0.059313551023410405 0.44783916190041401 0.011464653680177636 0.78189785312975335 0.1703794046572826 0.02520619996269308 0.0038524632350875475 0.8945302199673586 0.37689393939393945 0.62076183871260604 33.000000000000007 0.28303302266142655 77.000000000000014 0.14769687420989638 57.000000000000007 31.000000000000004 0 79.000000000000014 1 0.001177679730410727 33.000000000000007 0.010487762381145805 0.0022344904531473001 0.32916666666666672 0.90822447087420122 0.9925249323376617 0.026611410338208814 1.0000000180025095e-35 0.015826981426821967 61.000000000000007 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 9 10 14 -1 17 11 -3 13 29 18 -2 24 -9 -15 22 -7 -17 -13 -22 -5 -11 -4 -8 -12 -21 -18 -6 -right_child=1 3 5 7 8 12 25 15 -10 23 26 20 -14 16 -16 19 28 -19 -20 27 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.095832945170604006 -0.014955763426970621 -0.026547292219042437 0.048202927340422606 -0.05114668871624789 -0.0074720467866793054 0.033777995391955487 0.06980194067383802 -0.037255506666929415 -0.026320302907481559 -0.034427990724181526 0.013338530844226634 -0.018535227097566102 0.045384280183423789 0.015663439635200158 0.06662484789474446 -0.073739988991944269 -0.001670099609644412 -0.059321779668956659 0.020610094518976059 -0.062999915090019218 -0.024666739508370839 -0.0010197226040789724 -0.038284567534288334 -0.04753439117977571 0.0033835696458066594 0.082447069516702887 0.033387021418990179 -0.032463857289843377 0.0087898740444582527 0.0046004499831184291 -leaf_weight=28034.135067470372 4157.2687265276909 40990.913196161389 18873.806398741901 15244.83208411932 27430.75007905066 12961.013362653553 17008.163696065545 1589.629432156682 9730.7939846068621 32913.585341140628 12204.648147784173 27863.817153215408 6184.204462595284 10689.060650348663 4989.7337042614818 14274.513094648719 19239.409658804536 9068.5289940983057 16472.757002972066 9076.5413436293602 2552.4723713994026 8138.4342975467443 11278.935033097863 7598.5509612262249 529.10911517590284 10431.284931734204 3067.0705780610442 1147.4367385059595 14297.081936478615 7887.1029126346111 -leaf_count=430034 25281 174867 199416 61662 143879 112996 219857 6625 48588 133082 89966 129698 61324 71175 58540 61083 122786 36678 132501 38175 12215 39246 45300 30683 5387 144600 22781 4597 90071 45019 -internal_value=0 -0.0227285 0.060929 -0.0422739 -0.00372394 0.0383685 0.0853348 -0.056264 -0.012111 -0.0316864 0.00729153 -0.0102393 0.0297185 0.00411193 0.0509991 -0.0659648 0.00590432 -0.0491537 0.026427 -0.0678276 -0.0152438 -0.00666549 -0.0456772 -0.0368863 0.0469807 0.0746091 0.0173649 -0.0595729 0.0027883 -0.00477604 -internal_weight=0 290441 115484 143183 147258 60010.6 55473.6 61680.4 83603.4 81503 63654.5 73872.6 35618 48382.8 24392.6 26088.1 44225.6 35592.3 29433.8 24498.5 38554.7 10690.9 26523.8 40512.1 19402.9 27439.4 15271.7 10224 33536.5 35317.9 -internal_count=2798112 1433457 1364655 592752 840705 570164 794491 254120 418645 338632 422060 370057 306821 309313 263343 110480 284032 143640 245497 103855 181159 51461 106962 163765 204803 364457 112747 42772 212857 188898 -cat_boundaries=0 1 2 -cat_threshold=8 12 +num_cat=3 +split_feature=2 2 2 2 2 2 2 2 2 2 2 8 8 8 8 11 11 11 6 8 1 10 0 0 0 0 7 8 0 8 +split_gain=28861.5 5389.66 3198.76 925.351 836.129 381.422 283.959 141.802 138.868 119.248 116.47 101.747 80.3251 79.4542 71.8427 71.7839 71.0478 66.9726 64.0436 65.6788 61.8969 59.6607 56.9671 55.7297 54.8959 50.6652 49.7981 43.4069 43.1573 50.7028 +threshold=0.059201500000000011 0.52021335000000013 0.010517450000000003 0.19721455000000002 0.84357925000000011 0.024116850000000006 0.0038998500000000003 0.73516160000000008 0.11109435000000002 0.35701615000000003 0.92878880000000008 77.000000000000014 75.000000000000014 53.000000000000007 43.000000000000007 0 1 2 0.37689393939393945 61.000000000000007 0.0037158000000000004 1.0000000180025095e-35 0.83898855000000017 0.020817000000000002 0.60659785000000011 0.77306940000000013 0.12771739130434787 79.000000000000014 0.54339635000000019 53.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 3 6 8 7 13 -1 20 12 18 14 16 25 -4 17 28 -7 26 19 -5 -3 -12 -18 -17 -25 -2 -6 -9 29 -10 +right_child=1 4 5 9 10 11 -8 27 15 -11 21 -13 -14 -15 -16 23 22 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 +leaf_value=0.047856143701248653 0.0052776536410756407 -0.018139761323776749 0.024110293886897685 -0.0059610453764504731 -0.018627411932985956 0.017063976421969756 0.037539345413976119 -0.020530274319963758 0.0022545780497998783 -0.010509306015720097 -0.038477780069657894 0.02311768690243806 0.013371911386695504 0.033789068779625092 -0.033558631604838157 -0.0069316800670777487 0.011074493794778045 -0.030119936744126746 -0.012392265996420251 0.00047765831693725075 -0.013273469527462429 -0.017949291688262058 -0.0080377534567517665 0.0032532403511216727 -0.010727352324495823 -0.0084503608554143215 -0.028070566711361142 -0.026649135058638446 -0.0063160996156454742 0.011616337610959515 +leaf_weight=57761.813809797168 54188.319514915347 61116.711395859718 39332.621237576008 67974.731169939041 13980.669745564461 26603.678078189492 49577.316856324673 43993.931519150734 28039.073390245438 82300.990885466337 19136.136676341295 12427.911279991269 12766.51497118175 10813.317783936858 18669.579876750708 18771.718498080969 32462.646967738867 22464.557069987059 11500.274957120419 20657.155993402004 45669.758994579315 1528.8130469918251 1638.2596519142389 15646.855311244726 3423.024104565382 2828.7428149729967 9298.6711523830891 15742.026453495026 4400.166531264782 7289.104847162962 +leaf_count=442537 184613 125352 211395 170086 28673 115867 330225 88208 83703 184420 41210 62778 51815 62782 38633 54251 132903 46557 29218 55357 94327 3071 6014 46153 9866 8840 19179 31583 13369 25127 +internal_value=0 -0.0113384 0.0304696 -0.00292861 -0.0223617 0.0194801 0.0430911 -0.0182411 0.00296536 -0.00768925 -0.0304267 0.0148741 0.00620197 0.0261974 -0.028331 5.3636e-05 0.0131864 -0.0261975 -0.00537138 -0.0044604 -0.0160586 -0.0369591 0.0101533 -0.00306292 0.000743738 0.00459658 -0.0223898 -0.0221428 0.0030222 0.00418615 +internal_weight=0 581388 230618 329787 251601 123278 107339 166522 147354 182433 85078.4 73132.5 69783.6 50145.9 64413.5 77569.9 60704.6 45743.9 100132 88631.9 106786 20664.9 34100.9 37841.6 19069.9 57017.1 23279.3 59736 39728.3 35328.2 +internal_count=2798112 1433611 1364501 916818 516793 591739 772762 339470 477737 439081 177323 317562 245268 274177 133042 232469 254784 94409 254661 225443 219679 44281 138917 110270 56019 193453 47852 119791 122199 108830 +cat_boundaries=0 1 2 3 +cat_threshold=12 12 3 is_linear=0 shrinkage=0.1 Tree=25 num_leaves=31 -num_cat=2 -split_feature=2 2 2 2 2 2 2 2 6 2 8 2 8 3 8 8 11 8 11 1 8 0 1 6 0 3 1 10 0 8 -split_gain=57828.9 10788.5 6358.65 2120.84 1360.48 655.646 624.634 425.443 222.349 217.798 203.882 201.976 183.659 165.357 153.162 139.522 134.401 125.816 124.467 119.566 108.858 108.653 107.246 106.044 103.388 103.387 98.52 94.985 89.7393 89.2802 -threshold=0.059313551023410405 0.44783916190041401 0.011464653680177636 0.78189785312975335 0.1703794046572826 0.02520619996269308 0.0038524632350875475 0.8945302199673586 0.37689393939393945 0.62076183871260604 33.000000000000007 0.28303302266142655 77.000000000000014 0.14769687420989638 57.000000000000007 31.000000000000004 0 79.000000000000014 1 0.001177679730410727 33.000000000000007 0.010487762381145805 0.0022344904531473001 0.32916666666666672 0.90822447087420122 0.9925249323376617 0.026611410338208814 1.0000000180025095e-35 0.015826981426821967 61.000000000000007 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 6 9 10 14 -1 17 11 -3 13 29 18 -2 24 -9 -15 22 -7 -17 -13 -22 -5 -11 -4 -8 -12 -21 -18 -6 -right_child=1 3 5 7 8 12 25 15 -10 23 26 20 -14 16 -16 19 28 -19 -20 27 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.095832945170604006 0.014955763426970621 0.026547292219042437 -0.048202927340422606 0.05114668871624789 0.0074720467866793054 -0.020610094518976059 -0.06980194067383802 0.037255506666929415 0.026320302907481559 0.034427990724181526 -0.013338530844226634 0.018535227097566102 -0.045384280183423789 -0.015663439635200158 -0.06662484789474446 0.073739988991944269 0.001670099609644412 0.059321779668956659 -0.033777995391955487 0.062999915090019218 0.024666739508370839 0.0010197226040789724 0.038284567534288334 0.04753439117977571 -0.0033835696458066594 -0.082447069516702887 -0.033387021418990179 0.032463857289843377 -0.0087898740444582527 -0.0046004499831184291 -leaf_weight=28034.135067470372 4157.2687265276909 40990.913196161389 18873.806398741901 15244.83208411932 27430.75007905066 16472.757002972066 17008.163696065545 1589.629432156682 9730.7939846068621 32913.585341140628 12204.648147784173 27863.817153215408 6184.204462595284 10689.060650348663 4989.7337042614818 14274.513094648719 19239.409658804536 9068.5289940983057 12961.013362653553 9076.5413436293602 2552.4723713994026 8138.4342975467443 11278.935033097863 7598.5509612262249 529.10911517590284 10431.284931734204 3067.0705780610442 1147.4367385059595 14297.081936478615 7887.1029126346111 -leaf_count=430034 25281 174867 199416 61662 143879 132501 219857 6625 48588 133082 89966 129698 61324 71175 58540 61083 122786 36678 112996 38175 12215 39246 45300 30683 5387 144600 22781 4597 90071 45019 -internal_value=0 0.0227285 -0.060929 0.0422739 0.00372394 -0.0383685 -0.0853348 0.056264 0.012111 0.0316864 -0.00729153 0.0102393 -0.0297185 -0.00411193 -0.0509991 0.0659648 -0.00590432 0.0491537 -0.026427 0.0678276 0.0152438 0.00666549 0.0456772 0.0368863 -0.0469807 -0.0746091 -0.0173649 0.0595729 -0.0027883 0.00477604 -internal_weight=0 290441 115484 143183 147258 60010.6 55473.6 61680.4 83603.4 81503 63654.5 73872.6 35618 48382.8 24392.6 26088.1 44225.6 35592.3 29433.8 24498.5 38554.7 10690.9 26523.8 40512.1 19402.9 27439.4 15271.7 10224 33536.5 35317.9 -internal_count=2798112 1433457 1364655 592752 840705 570164 794491 254120 418645 338632 422060 370057 306821 309313 263343 110480 284032 143640 245497 103855 181159 51461 106962 163765 204803 364457 112747 42772 212857 188898 -cat_boundaries=0 1 2 -cat_threshold=8 3 +num_cat=3 +split_feature=2 2 2 2 2 2 2 2 2 2 2 8 8 8 8 11 11 11 6 8 1 10 0 0 0 0 7 8 0 8 +split_gain=28861.5 5389.66 3198.76 925.351 836.129 381.422 283.959 141.802 138.868 119.248 116.47 101.747 80.3251 79.4542 71.8427 71.7839 71.0478 66.9726 64.0436 65.6788 61.8969 59.6607 56.9671 55.7297 54.8959 50.6652 49.7981 43.4069 43.1573 50.7028 +threshold=0.059201500000000011 0.52021335000000013 0.010517450000000003 0.19721455000000002 0.84357925000000011 0.024116850000000006 0.0038998500000000003 0.73516160000000008 0.11109435000000002 0.35701615000000003 0.92878880000000008 77.000000000000014 75.000000000000014 53.000000000000007 43.000000000000007 0 1 2 0.37689393939393945 61.000000000000007 0.0037158000000000004 1.0000000180025095e-35 0.83898855000000017 0.020817000000000002 0.60659785000000011 0.77306940000000013 0.12771739130434787 79.000000000000014 0.54339635000000019 53.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 3 6 8 7 13 -1 20 12 18 14 16 25 -4 17 23 22 -6 19 -5 -3 -12 -7 -10 -25 -2 -19 -9 29 -17 +right_child=1 4 5 9 10 11 -8 27 15 -11 21 -13 -14 -15 -16 28 -18 26 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 +leaf_value=-0.047856143701248653 -0.0052776536410756407 0.018139761323776749 -0.024110293886897685 0.0059610453764504731 0.030119936744126746 -0.011074493794778045 -0.037539345413976119 0.020530274319963758 0.0069316800670777487 0.010509306015720097 0.038477780069657894 -0.02311768690243806 -0.013371911386695504 -0.033789068779625092 0.033558631604838157 -0.0022545780497998783 -0.017063976421969756 0.018627411932985956 0.012392265996420251 -0.00047765831693725075 0.013273469527462429 0.017949291688262058 0.0080377534567517665 -0.0032532403511216727 0.010727352324495823 0.0084503608554143215 0.028070566711361142 0.026649135058638446 0.0063160996156454742 -0.011616337610959515 +leaf_weight=57761.813809797168 54188.319514915347 61116.711395859718 39332.621237576008 67974.731169939041 22464.557069987059 32462.646967738867 49577.316856324673 43993.931519150734 18771.718498080969 82300.990885466337 19136.136676341295 12427.911279991269 12766.51497118175 10813.317783936858 18669.579876750708 28039.073390245438 26603.678078189492 13980.669745564461 11500.274957120419 20657.155993402004 45669.758994579315 1528.8130469918251 1638.2596519142389 15646.855311244726 3423.024104565382 2828.7428149729967 9298.6711523830891 15742.026453495026 4400.166531264782 7289.104847162962 +leaf_count=442537 184613 125352 211395 170086 46557 132903 330225 88208 54251 184420 41210 62778 51815 62782 38633 83703 115867 28673 29218 55357 94327 3071 6014 46153 9866 8840 19179 31583 13369 25127 +internal_value=0 0.0113384 -0.0304696 0.00292861 0.0223617 -0.0194801 -0.0430911 0.0182411 -0.00296536 0.00768925 0.0304267 -0.0148741 -0.00620197 -0.0261974 0.028331 -5.3636e-05 -0.0131864 0.0261975 0.00537138 0.0044604 0.0160586 0.0369591 -0.0101533 0.00306292 -0.000743738 -0.00459658 0.0223898 0.0221428 -0.0030222 -0.00418615 +internal_weight=0 581388 230618 329787 251601 123278 107339 166522 147354 182433 85078.4 73132.5 69783.6 50145.9 64413.5 77569.9 60704.6 45743.9 100132 88631.9 106786 20664.9 34100.9 37841.6 19069.9 57017.1 23279.3 59736 39728.3 35328.2 +internal_count=2798112 1433611 1364501 916818 516793 591739 772762 339470 477737 439081 177323 317562 245268 274177 133042 232469 254784 94409 254661 225443 219679 44281 138917 110270 56019 193453 47852 119791 122199 108830 +cat_boundaries=0 1 2 3 +cat_threshold=3 3 12 is_linear=0 shrinkage=0.1 @@ -558,20 +558,20 @@ shrinkage=0.1 Tree=26 num_leaves=31 num_cat=4 -split_feature=2 2 2 2 2 2 2 2 2 2 8 6 1 0 11 8 1 11 8 11 10 8 1 1 3 11 0 8 0 3 -split_gain=49003.2 9325.04 5431.79 1623.38 1537.56 595.71 510.994 312.777 312.239 200.324 191.07 183.756 159.241 138.45 128.833 128.058 125.864 135.925 125.102 117.363 111.628 131.155 108.532 104.53 139.128 115.914 93.1342 92.7276 88.7117 82.0958 -threshold=0.052768949242400796 0.51059918491492429 0.010032255220028546 0.1952477499841426 0.8652681411475619 0.021425850624419564 0.0036046264903578026 0.74014381696763587 0.096067151933142539 0.29816036201365503 77.000000000000014 0.39791666666666675 0.0013592744653922191 0.73703290205006 0 53.000000000000007 0.0024664189283775391 1 71.000000000000014 2 1.0000000180025095e-35 29.000000000000004 0.013475691408450086 0.0056470990094951703 0.26967260998058806 3 0.87763352759617652 57.000000000000007 0.87763352759617652 0.052247829298445507 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 1 2 2 2 2 2 1 2 2 2 2 -left_child=2 3 6 8 7 15 -1 16 13 -5 19 12 29 18 -10 28 17 -3 -2 -7 21 -9 -16 25 -25 -11 -21 -26 -4 -6 -right_child=1 4 5 9 11 10 -8 20 14 23 -12 -13 -14 -15 22 -17 -18 -19 -20 26 -22 -23 -24 24 27 -27 -28 -29 -30 -31 -leaf_value=0.094772126186602315 0.012600215698192897 -0.021754912610650674 0.049341652293652068 -0.0075259443979123763 -0.073339347818177164 0.034582899693255557 0.07415940278923483 -0.0064414648626080961 0.0061728203732393403 -0.011290665351922927 0.047105886738080041 -0.071695519445124548 -0.045129049387713033 -0.010448401796946217 -0.0081734774877736116 0.066541925044920444 -0.024169406142687404 -0.038191566711716425 0.029390870180442608 0.02303231675800655 -0.021882333907805473 -0.043302512835369372 0.0077836410694973341 -0.022940452363720054 -0.010643084241725434 -0.024718770348055766 -0.019757116873886153 0.0083069729015640657 0.013497608858353979 -0.056496048772643193 -leaf_weight=24385.467920385301 23928.862662039697 7052.3131875097752 16295.899766102433 34425.856501311064 3695.5773132294416 12604.016828261316 23730.134943127632 995.57318051159382 24122.62718167901 9009.6011585444212 5889.3961402699351 7276.0796715766191 12049.799438163638 2172.3151507154107 17453.589267104864 4654.1583471447229 30409.136395439506 18542.28215508163 5447.6172789931297 15574.711428381503 2953.9095334261656 31717.516578823328 5639.6151724755764 7736.4180063605309 11551.658109620214 22967.670777454972 525.84417132288218 3325.5660077780485 721.02370920777321 13337.933052763343 -leaf_count=407877 171476 28792 186259 178556 16290 116218 342443 3995 151786 41282 62753 31551 49948 15060 103124 58383 125152 75681 47103 134589 11841 127621 33871 35339 52811 104190 4049 15677 7814 56581 -internal_value=0 -0.0197567 0.0599379 -0.00424703 -0.0400818 0.0388426 0.0846061 -0.0331802 0.00621 -0.0134997 0.0306986 -0.0574825 -0.0539267 0.0139125 0.00106334 0.0518431 -0.0285187 -0.033686 0.0157139 0.0273323 -0.0404996 -0.0421807 -0.00427472 -0.0172669 -0.0120634 -0.0209467 0.0216214 -0.0064071 0.0478229 -0.0601504 -internal_weight=0 295812 104381 167781 128030 56265.1 48115.6 91670.7 78764.6 89016.8 34594 36359.4 29083.3 31548.8 47215.8 21671.1 56003.7 25594.6 29376.5 28704.6 35667 32713.1 23093.2 54590.9 22613.6 31977.3 16100.6 14877.2 17016.9 17033.5 -internal_count=2798112 1477727 1320385 950275 527452 570065 750320 373082 522420 427855 317609 154370 122819 233639 288781 252456 229625 104473 218579 254856 143457 131616 136995 249299 103827 145472 138638 68488 194073 72871 +split_feature=2 2 2 2 2 2 2 2 6 8 2 2 8 8 11 8 0 1 11 6 6 2 11 8 1 6 1 11 0 0 +split_gain=24445.6 4584.44 2824.61 924.366 642.896 294.466 292.002 192.688 101.083 99.357 89.0825 85.6619 83.024 75.5926 74.9113 74.769 62.2577 61.4508 60.1575 58.8785 53.0407 51.1656 50.7776 50.7 47.1048 45.5878 45.5426 43.2579 55.1841 42.3561 +threshold=0.05439225000000001 0.44782845000000004 0.010517450000000003 0.77723160000000002 0.15448890000000001 0.0035292500000000007 0.024116850000000006 0.9093842000000002 0.37689393939393945 77.000000000000014 0.5951531000000001 0.27863950000000004 65.000000000000014 31.000000000000004 0 53.000000000000007 0.77306940000000013 0.0030035500000000002 1 0.32916666666666672 0.089572192513368995 0.0064026500000000002 2 61.000000000000007 0.023016500000000006 0.19836065573770495 0.0020006500000000001 3 0.022430050000000003 0.012953250000000001 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 1 2 2 2 2 1 2 2 +left_child=2 4 5 10 9 -1 15 13 11 18 -3 27 16 -5 20 -4 22 25 -2 -12 29 -7 -8 -13 -11 -15 -18 -6 -29 -9 +right_child=1 3 6 7 8 21 12 14 -10 24 19 23 -14 17 -16 -17 26 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 +leaf_value=0.047452014079918906 0.0055528370508801913 -0.011493066046365538 0.022594930775429338 -0.011063175765139059 0.00021705844644120229 0.039623245282551074 0.017213022287388049 -0.027347535481633718 -0.011595200970835497 0.0080998609315908066 -0.014976287132439293 -0.0080035187241130797 0.022038404052834228 -0.023966357678000063 -0.037633189878853272 0.032228950026271214 -0.03456787998901218 -0.019729219652226321 0.00059919363898409158 -0.021453228858934102 -0.035209736151881936 0.033267725086223936 0.010686348969661013 -0.0022611504052553037 0.01969105735551125 -0.030492450215337155 0.0034892088233672621 -0.0085097882849410854 -0.00081921315644522619 -0.013878976480995918 +leaf_weight=48949.578138701618 47059.294614061713 71960.923713892698 37852.781236633658 4946.140594214201 43128.916909694672 26467.444253057241 21319.824628636241 11850.554310947657 21203.332788258791 17126.852152094245 75219.395236492157 60546.634363025427 11432.490658715367 41401.269910335541 13792.611900180578 10233.67930534482 350.26504416763783 25505.489754974842 51184.617902413011 17254.68257907033 7105.6847383677959 24293.844717800617 27457.984694287181 20608.863260924816 4408.4017088115215 14436.245139539242 3074.936313778162 17584.028062641621 19877.664101481438 2907.8712173998356 +leaf_count=409473 161621 153184 211395 10018 119571 197809 96003 25432 53060 67725 152150 140490 60045 84646 30561 62782 1221 51484 162602 34836 15565 165480 115831 49778 17844 29773 12409 45890 53362 6072 +internal_value=0 -0.00995431 0.0296834 -0.0190241 -0.00137425 0.041918 0.0187641 -0.0256214 -0.00510305 0.00432108 -0.0141316 -0.00425199 0.01432 -0.0230661 -0.0318051 0.0246452 0.0126296 -0.023796 0.00297264 -0.0161848 -0.0280986 0.0365816 0.0135447 -0.00654529 0.0104727 -0.0256536 -0.000402553 -0.00194262 -0.00442789 -0.0246938 +internal_weight=0 589109 211433 286381 302729 99710.9 111722 121946 182949 119779 164435 161746 63635.5 86289.1 35656.7 48086.5 52203 81343 98243.9 92474.1 21864.1 50761.3 48777.8 81155.5 21535.3 55837.5 3425.2 80590.6 37461.7 14758.4 +internal_count=2798112 1465664 1332448 593721 871943 772762 559686 253551 462151 409792 340170 409091 285509 175921 77630 274177 225464 165903 324223 186986 47069 363289 211834 190268 85569 114419 13630 218823 99252 31504 cat_boundaries=0 1 2 3 4 -cat_threshold=12 8 12 8 +cat_threshold=3 12 12 12 is_linear=0 shrinkage=0.1 @@ -579,146 +579,146 @@ shrinkage=0.1 Tree=27 num_leaves=31 num_cat=4 -split_feature=2 2 2 2 2 2 2 2 2 2 8 6 1 0 11 8 1 11 8 11 10 8 1 1 3 11 0 8 0 3 -split_gain=49003.2 9325.04 5431.79 1623.38 1537.56 595.71 510.994 312.777 312.239 200.324 191.07 183.756 159.241 138.45 128.833 128.058 125.864 135.925 125.102 117.363 111.628 131.155 108.532 104.53 139.128 115.914 93.1342 92.7276 88.7117 82.0958 -threshold=0.052768949242400796 0.51059918491492429 0.010032255220028546 0.1952477499841426 0.8652681411475619 0.021425850624419564 0.0036046264903578026 0.74014381696763587 0.096067151933142539 0.29816036201365503 77.000000000000014 0.39791666666666675 0.0013592744653922191 0.73703290205006 0 53.000000000000007 0.0024664189283775391 1 71.000000000000014 2 1.0000000180025095e-35 29.000000000000004 0.013475691408450086 0.0056470990094951703 0.26967260998058806 3 0.87763352759617652 57.000000000000007 0.87763352759617652 0.052247829298445507 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 1 2 2 2 2 2 1 2 2 2 2 -left_child=2 3 6 8 7 15 -1 16 13 -5 19 12 29 18 22 28 17 -3 -2 26 21 -9 -10 25 -25 -11 -7 -26 -4 -6 -right_child=1 4 5 9 11 10 -8 20 14 23 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 24 27 -27 -28 -29 -30 -31 -leaf_value=-0.094772126186602315 -0.012600215698192897 0.021754912610650674 -0.049341652293652068 0.0075259443979123763 0.073339347818177164 -0.02303231675800655 -0.07415940278923483 0.0064414648626080961 0.0081734774877736116 0.011290665351922927 -0.047105886738080041 0.071695519445124548 0.045129049387713033 0.010448401796946217 -0.0061728203732393403 -0.066541925044920444 0.024169406142687404 0.038191566711716425 -0.029390870180442608 -0.034582899693255557 0.021882333907805473 0.043302512835369372 -0.0077836410694973341 0.022940452363720054 0.010643084241725434 0.024718770348055766 0.019757116873886153 -0.0083069729015640657 -0.013497608858353979 0.056496048772643193 -leaf_weight=24385.467920385301 23928.862662039697 7052.3131875097752 16295.899766102433 34425.856501311064 3695.5773132294416 15574.711428381503 23730.134943127632 995.57318051159382 17453.589267104864 9009.6011585444212 5889.3961402699351 7276.0796715766191 12049.799438163638 2172.3151507154107 24122.62718167901 4654.1583471447229 30409.136395439506 18542.28215508163 5447.6172789931297 12604.016828261316 2953.9095334261656 31717.516578823328 5639.6151724755764 7736.4180063605309 11551.658109620214 22967.670777454972 525.84417132288218 3325.5660077780485 721.02370920777321 13337.933052763343 -leaf_count=407877 171476 28792 186259 178556 16290 134589 342443 3995 103124 41282 62753 31551 49948 15060 151786 58383 125152 75681 47103 116218 11841 127621 33871 35339 52811 104190 4049 15677 7814 56581 -internal_value=0 0.0197567 -0.0599379 0.00424703 0.0400818 -0.0388426 -0.0846061 0.0331802 -0.00621 0.0134997 -0.0306986 0.0574825 0.0539267 -0.0139125 -0.00106334 -0.0518431 0.0285187 0.033686 -0.0157139 -0.0273323 0.0404996 0.0421807 0.00427472 0.0172669 0.0120634 0.0209467 -0.0216214 0.0064071 -0.0478229 0.0601504 -internal_weight=0 295812 104381 167781 128030 56265.1 48115.6 91670.7 78764.6 89016.8 34594 36359.4 29083.3 31548.8 47215.8 21671.1 56003.7 25594.6 29376.5 28704.6 35667 32713.1 23093.2 54590.9 22613.6 31977.3 16100.6 14877.2 17016.9 17033.5 -internal_count=2798112 1477727 1320385 950275 527452 570065 750320 373082 522420 427855 317609 154370 122819 233639 288781 252456 229625 104473 218579 254856 143457 131616 136995 249299 103827 145472 138638 68488 194073 72871 +split_feature=2 2 2 2 2 2 2 2 6 8 2 2 8 8 11 8 0 1 11 6 6 2 11 8 1 6 1 11 0 0 +split_gain=24445.6 4584.44 2824.61 924.366 642.896 294.466 292.002 192.688 101.083 99.357 89.0825 85.6619 83.024 75.5926 74.9113 74.769 62.2577 61.4508 60.1575 58.8785 53.0407 51.1656 50.7776 50.7 47.1048 45.5878 45.5426 43.2579 55.1841 42.3561 +threshold=0.05439225000000001 0.44782845000000004 0.010517450000000003 0.77723160000000002 0.15448890000000001 0.0035292500000000007 0.024116850000000006 0.9093842000000002 0.37689393939393945 77.000000000000014 0.5951531000000001 0.27863950000000004 65.000000000000014 31.000000000000004 0 53.000000000000007 0.77306940000000013 0.0030035500000000002 1 0.32916666666666672 0.089572192513368995 0.0064026500000000002 2 61.000000000000007 0.023016500000000006 0.19836065573770495 0.0020006500000000001 3 0.022430050000000003 0.012953250000000001 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 1 2 2 2 2 1 2 2 +left_child=2 4 5 10 9 -1 15 13 11 18 -3 27 16 -5 -9 -4 22 25 -2 -12 29 -7 -8 -13 -11 -15 -18 28 -6 -16 +right_child=1 3 6 7 8 21 12 14 -10 24 19 23 -14 17 20 -17 26 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.047452014079918906 -0.00059919363898409158 0.011493066046365538 -0.022594930775429338 0.011063175765139059 0.0085097882849410854 -0.039623245282551074 -0.010686348969661013 0.037633189878853272 0.011595200970835497 -0.0080998609315908066 0.014976287132439293 0.0080035187241130797 -0.022038404052834228 0.023966357678000063 0.027347535481633718 -0.032228950026271214 0.03456787998901218 0.019729219652226321 -0.0055528370508801913 0.021453228858934102 0.035209736151881936 -0.033267725086223936 -0.017213022287388049 0.0022611504052553037 -0.01969105735551125 0.030492450215337155 -0.0034892088233672621 -0.00021705844644120229 0.00081921315644522619 0.013878976480995918 +leaf_weight=48949.578138701618 51184.617902413011 71960.923713892698 37852.781236633658 4946.140594214201 17584.028062641621 26467.444253057241 27457.984694287181 13792.611900180578 21203.332788258791 17126.852152094245 75219.395236492157 60546.634363025427 11432.490658715367 41401.269910335541 11850.554310947657 10233.67930534482 350.26504416763783 25505.489754974842 47059.294614061713 17254.68257907033 7105.6847383677959 24293.844717800617 21319.824628636241 20608.863260924816 4408.4017088115215 14436.245139539242 3074.936313778162 43128.916909694672 19877.664101481438 2907.8712173998356 +leaf_count=409473 162602 153184 211395 10018 45890 197809 115831 30561 53060 67725 152150 140490 60045 84646 25432 62782 1221 51484 161621 34836 15565 165480 96003 49778 17844 29773 12409 119571 53362 6072 +internal_value=0 0.00995431 -0.0296834 0.0190241 0.00137425 -0.041918 -0.0187641 0.0256214 0.00510305 -0.00432108 0.0141316 0.00425199 -0.01432 0.0230661 0.0318051 -0.0246452 -0.0126296 0.023796 -0.00297264 0.0161848 0.0280986 -0.0365816 -0.0135447 0.00654529 -0.0104727 0.0256536 0.000402553 0.00194262 0.00442789 0.0246938 +internal_weight=0 589109 211433 286381 302729 99710.9 111722 121946 182949 119779 164435 161746 63635.5 86289.1 35656.7 48086.5 52203 81343 98243.9 92474.1 21864.1 50761.3 48777.8 81155.5 21535.3 55837.5 3425.2 80590.6 37461.7 14758.4 +internal_count=2798112 1465664 1332448 593721 871943 772762 559686 253551 462151 409792 340170 409091 285509 175921 77630 274177 225464 165903 324223 186986 47069 363289 211834 190268 85569 114419 13630 218823 99252 31504 cat_boundaries=0 1 2 3 4 -cat_threshold=3 8 3 8 +cat_threshold=12 3 3 3 is_linear=0 shrinkage=0.1 Tree=28 num_leaves=31 -num_cat=4 -split_feature=2 2 2 2 2 2 2 2 2 6 8 2 0 8 0 10 8 2 8 8 6 11 11 0 7 11 0 11 6 1 -split_gain=41561.3 8469.24 4196.33 1651.84 1311.29 456.695 410.056 320.548 245.357 205.721 201.341 182.238 146.432 142.898 137.834 123.592 136.309 122.122 114.791 114.042 102.394 97.127 96.9207 121.259 89.6863 93.3113 89.4043 90.5399 89.0358 88.8972 -threshold=0.042902079019025922 0.42833215894269711 0.00878855443679292 0.83973102767458241 0.12989003924899498 0.018164340543032717 0.0034903126319053104 0.64428136052787466 0.93256498634805529 0.43534002229654406 65.000000000000014 0.26851811407648074 0.87763352759617652 77.000000000000014 0.70057511711231324 1.0000000180025095e-35 29.000000000000004 0.072833657327858972 57.000000000000007 43.000000000000007 0.37689393939393945 0 1 0.022046281187490305 0.15504807692307696 2 0.018354768296959322 3 0.32916666666666672 0.0020260195415143659 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 1 2 1 2 2 -left_child=2 4 6 7 10 18 -1 20 19 11 14 22 13 -7 17 16 -9 -2 -4 24 26 -10 -6 -24 25 -5 27 -3 -18 -14 -right_child=1 3 5 8 9 12 -8 15 21 -11 -12 -13 29 -15 -16 -17 28 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.093380357778736031 0.016170041013170825 -0.012721180915067307 0.048783850543185209 -0.029483729095557555 0.002249664209770917 0.031130623631354083 0.07348511203396367 -0.0034403699860166177 -0.055538239121280454 -0.0210810381754322 0.023286185448379591 -0.011120760936988406 -0.077931647431967219 0.050104592953349895 -0.010212766029707571 -0.016646890061801332 -0.032854238402409475 0.0055139055845118733 0.067920033718337311 -0.055194548233625046 -0.032657935298225603 -0.076598275780325048 -0.014330013434727229 0.00026553446123264989 -0.049757077998102146 -0.045760534376042737 -0.016325352164950083 -0.029970287323313555 -0.044017109989821189 0.0079260067280368367 -leaf_weight=21838.325859632343 18451.333649858832 4131.8990118503571 15072.573966324329 7494.9277696013451 25725.105981871486 23768.687392123044 19709.315307594836 1408.2362096607685 6051.1830128729343 10168.467849984765 11239.064707688987 39275.488322481513 137.67533703893423 4764.9950631409883 3668.3667061775923 4451.2463362216949 36667.954127237201 25782.153514422476 3957.8234397172928 9768.1121390908957 7030.4395377188921 3891.7632298767567 10895.437470003963 11918.863221481442 9876.723226621747 7011.2472445964813 28706.75962895155 12111.63584394753 8874.4611279964447 972.06805673241615 -leaf_count=397262 144397 17425 188251 31212 147089 230062 308777 5654 26765 52114 96082 184551 1111 55441 23872 17905 147359 168358 53532 41311 29631 17687 58460 65640 41677 29378 121695 50801 35666 8947 -internal_value=0 -0.0166729 0.0605996 -0.0338843 -0.000518295 0.0406742 0.0839425 -0.0269726 -0.0500896 -0.00761565 0.0112404 -0.00605643 0.0329131 0.0342992 0.00841418 -0.0325721 -0.034082 0.00995895 0.0527637 -0.0460646 -0.0214354 -0.0639142 -0.00195865 -0.00670193 -0.042407 -0.0374026 -0.0196801 -0.0256089 -0.0350295 -0.00272554 -internal_weight=0 304601 90221.5 147477 157124 48673.8 41547.6 103383 44094 97983.4 59140.9 87814.9 29643.4 28533.7 47901.9 51401.9 46950.7 44233.5 19030.4 34151 51980.7 9942.95 48539.4 22814.3 24382.9 14506.2 44950.3 16243.5 45542.4 1109.74 -internal_count=2798112 1554729 1243383 614166 940563 537344 706039 426136 188030 507854 432709 455740 295561 285503 336627 206584 188679 312755 241783 143578 219552 44452 271189 124100 102267 60590 189921 68226 183025 10058 -cat_boundaries=0 1 2 3 4 -cat_threshold=3 12 3 8 +num_cat=5 +split_feature=2 2 2 2 2 2 2 2 2 2 8 8 0 0 11 8 0 0 8 11 8 1 10 11 10 6 11 0 9 11 +split_gain=20741.9 4021.7 2346.14 794.869 634.975 266.919 223.607 129.371 118.967 118.627 95.7219 75.666 69.4972 78.1603 65.4021 63.2827 63.2191 61.276 60.6506 56.6065 54.9848 54.3497 53.1096 49.8873 45.619 45.3838 44.2685 48.7414 43.1159 42.627 +threshold=0.046807450000000007 0.44782845000000004 0.0089131000000000019 0.81670920000000014 0.12755085000000002 0.019138850000000002 0.0034078000000000003 0.92178260000000012 0.26460320000000009 0.6501435000000001 53.000000000000007 33.000000000000007 0.57441360000000008 0.035162500000000006 0 43.000000000000007 0.70460265000000011 0.77306940000000013 57.000000000000007 1 29.000000000000004 0.012301300000000003 1.0000000180025095e-35 2 1.0000000180025095e-35 0.32916666666666672 3 0.0109598 1.0000000180025095e-35 4 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 1 2 2 1 2 2 1 +left_child=2 4 6 9 10 18 -1 15 12 -3 16 17 13 14 -6 23 26 -7 -4 24 -11 29 25 -5 -9 -22 -2 -28 -19 -10 +right_child=1 3 5 7 8 11 -8 19 21 20 -12 -13 -14 -15 -16 -17 -18 28 -20 -21 22 -23 -24 -25 -26 -27 27 -29 -30 -31 +leaf_value=0.046792902050464311 0.0072544551975600438 -0.010966188429794556 0.023715499666296838 -0.017279858778986763 6.0159661708539421e-05 0.014360418225404022 0.036516770806865995 -0.028851059790722656 -0.0057432300294469382 -0.002454339805903062 0.011331667884047294 0.021674628653188085 -0.0097024888802784738 0.0026222584958588055 -0.0066334638321324793 -0.026793414524632572 -0.0056176145240971363 0.0037259126275324969 0.033236001491291925 -0.037287244136497651 -0.016056858906951833 -0.0026681458467814516 -0.008149674475031057 -0.023520342398715519 -0.011142194057065272 -0.022206434935252581 -0.00059261644549162874 0.0062337226229300276 -0.036939805060342605 -0.010583078883039543 +leaf_weight=43700.1645629704 36712.751412183046 99816.403054773808 31810.219049975276 26136.662876904011 30222.853631913662 45322.299837484956 41081.121767982841 14903.418450534344 41666.426848143339 2888.3991960585117 22047.843551829457 14344.71001277864 9800.479863345623 38649.580628693104 28231.640428811312 21993.220715433359 6401.2999493330717 2968.2879191040993 8473.8754664063454 8556.0526018738747 62081.427185207605 27626.501641631126 7003.3063261508942 25938.884122371674 1612.0134005844593 14876.565854847431 23052.220109581947 19148.031146168709 285.83037675917149 32459.607890039682 +leaf_count=397873 134286 209230 196632 54035 87231 213400 319729 33003 98580 5797 92893 79499 27351 109439 76246 46051 20757 12704 55984 19588 124634 65259 14072 54208 3247 29856 77353 62992 1128 75055 +internal_value=0 -0.00856508 0.0294878 -0.017161 -0.000791007 0.0193624 0.0418136 -0.0243973 -0.00400637 -0.0133177 0.00545802 0.0152932 -0.00167683 -0.000866822 -0.00317377 -0.0222956 0.00394009 0.0134087 0.0257182 -0.0306063 -0.0160202 -0.00645387 -0.0164869 -0.0203961 -0.0271061 -0.0172456 0.00471539 0.00250419 0.000153978 -0.00786479 +internal_weight=0 601826 187987 285806 316019 103205 84781.3 99140.3 208657 186666 107362 62921.1 106905 97104.1 58454.5 74068.8 85314.3 48576.4 40284.1 25071.5 86849.7 101753 83961.3 52075.5 16515.4 76958 78913 42200.3 3254.12 74126 +internal_count=2798112 1521163 1276949 593721 927442 559347 717602 210132 539161 383589 388281 306731 300267 272916 163477 154294 295388 227232 252616 55838 174359 238894 168562 108243 36250 154490 274631 140345 13832 173635 +cat_boundaries=0 1 2 3 4 5 +cat_threshold=12 3 3 12 12 is_linear=0 shrinkage=0.1 Tree=29 num_leaves=31 -num_cat=4 -split_feature=2 2 2 2 2 2 2 2 2 6 8 2 0 8 0 10 8 2 8 8 6 11 11 0 7 11 0 11 6 1 -split_gain=41561.3 8469.24 4196.33 1651.84 1311.29 456.695 410.056 320.548 245.357 205.721 201.341 182.238 146.432 142.898 137.834 123.592 136.309 122.122 114.791 114.042 102.394 97.127 96.9207 121.259 89.6863 93.3113 89.4043 90.5399 89.0358 88.8972 -threshold=0.042902079019025922 0.42833215894269711 0.00878855443679292 0.83973102767458241 0.12989003924899498 0.018164340543032717 0.0034903126319053104 0.64428136052787466 0.93256498634805529 0.43534002229654406 65.000000000000014 0.26851811407648074 0.87763352759617652 77.000000000000014 0.70057511711231324 1.0000000180025095e-35 29.000000000000004 0.072833657327858972 57.000000000000007 43.000000000000007 0.37689393939393945 0 1 0.022046281187490305 0.15504807692307696 2 0.018354768296959322 3 0.32916666666666672 0.0020260195415143659 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 1 2 1 2 2 -left_child=2 4 6 7 10 18 -1 20 19 11 14 22 13 -7 17 16 -9 -2 -4 24 26 -10 23 -6 25 -5 27 -3 -18 -14 -right_child=1 3 5 8 9 12 -8 15 21 -11 -12 -13 29 -15 -16 -17 28 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.093380357778736031 -0.016170041013170825 0.012721180915067307 -0.048783850543185209 0.045760534376042737 0.014330013434727229 -0.031130623631354083 -0.07348511203396367 0.0034403699860166177 0.076598275780325048 0.0210810381754322 -0.023286185448379591 0.011120760936988406 0.077931647431967219 -0.050104592953349895 0.010212766029707571 0.016646890061801332 0.032854238402409475 -0.0055139055845118733 -0.067920033718337311 0.055194548233625046 0.032657935298225603 0.055538239121280454 -0.002249664209770917 -0.00026553446123264989 0.049757077998102146 0.029483729095557555 0.016325352164950083 0.029970287323313555 0.044017109989821189 -0.0079260067280368367 -leaf_weight=21838.325859632343 18451.333649858832 4131.8990118503571 15072.573966324329 7011.2472445964813 10895.437470003963 23768.687392123044 19709.315307594836 1408.2362096607685 3891.7632298767567 10168.467849984765 11239.064707688987 39275.488322481513 137.67533703893423 4764.9950631409883 3668.3667061775923 4451.2463362216949 36667.954127237201 25782.153514422476 3957.8234397172928 9768.1121390908957 7030.4395377188921 6051.1830128729343 25725.105981871486 11918.863221481442 9876.723226621747 7494.9277696013451 28706.75962895155 12111.63584394753 8874.4611279964447 972.06805673241615 -leaf_count=397262 144397 17425 188251 29378 58460 230062 308777 5654 17687 52114 96082 184551 1111 55441 23872 17905 147359 168358 53532 41311 29631 26765 147089 65640 41677 31212 121695 50801 35666 8947 -internal_value=0 0.0166729 -0.0605996 0.0338843 0.000518295 -0.0406742 -0.0839425 0.0269726 0.0500896 0.00761565 -0.0112404 0.00605643 -0.0329131 -0.0342992 -0.00841418 0.0325721 0.034082 -0.00995895 -0.0527637 0.0460646 0.0214354 0.0639142 0.00195865 0.00670193 0.042407 0.0374026 0.0196801 0.0256089 0.0350295 0.00272554 -internal_weight=0 304601 90221.5 147477 157124 48673.8 41547.6 103383 44094 97983.4 59140.9 87814.9 29643.4 28533.7 47901.9 51401.9 46950.7 44233.5 19030.4 34151 51980.7 9942.95 48539.4 22814.3 24382.9 14506.2 44950.3 16243.5 45542.4 1109.74 -internal_count=2798112 1554729 1243383 614166 940563 537344 706039 426136 188030 507854 432709 455740 295561 285503 336627 206584 188679 312755 241783 143578 219552 44452 271189 124100 102267 60590 189921 68226 183025 10058 -cat_boundaries=0 1 2 3 4 -cat_threshold=12 3 12 8 +num_cat=5 +split_feature=2 2 2 2 2 2 2 2 2 2 8 8 0 0 11 8 0 0 8 11 8 1 10 11 10 6 11 0 9 11 +split_gain=20741.9 4021.7 2346.14 794.869 634.975 266.919 223.607 129.371 118.967 118.627 95.7219 75.666 69.4972 78.1603 65.4021 63.2827 63.2191 61.276 60.6506 56.6065 54.9848 54.3497 53.1096 49.8873 45.619 45.3838 44.2685 48.7414 43.1159 42.627 +threshold=0.046807450000000007 0.44782845000000004 0.0089131000000000019 0.81670920000000014 0.12755085000000002 0.019138850000000002 0.0034078000000000003 0.92178260000000012 0.26460320000000009 0.6501435000000001 53.000000000000007 33.000000000000007 0.57441360000000008 0.035162500000000006 0 43.000000000000007 0.70460265000000011 0.77306940000000013 57.000000000000007 1 29.000000000000004 0.012301300000000003 1.0000000180025095e-35 2 1.0000000180025095e-35 0.32916666666666672 3 0.0109598 1.0000000180025095e-35 4 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 1 2 2 1 2 2 1 +left_child=2 4 6 9 10 18 -1 15 12 -3 16 17 13 14 -6 23 26 -7 -4 -9 -11 29 25 -5 -21 -22 27 -2 -19 -10 +right_child=1 3 5 7 8 11 -8 19 21 20 -12 -13 -14 -15 -16 -17 -18 28 -20 24 22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.046792902050464311 0.00059261644549162874 0.010966188429794556 -0.023715499666296838 0.023520342398715519 0.0066334638321324793 -0.014360418225404022 -0.036516770806865995 0.037287244136497651 0.010583078883039543 0.002454339805903062 -0.011331667884047294 -0.021674628653188085 0.0097024888802784738 -0.0026222584958588055 -6.0159661708539421e-05 0.026793414524632572 0.0056176145240971363 -0.0037259126275324969 -0.033236001491291925 0.028851059790722656 0.016056858906951833 0.0026681458467814516 0.008149674475031057 0.017279858778986763 0.011142194057065272 0.022206434935252581 -0.0072544551975600438 -0.0062337226229300276 0.036939805060342605 0.0057432300294469382 +leaf_weight=43700.1645629704 23052.220109581947 99816.403054773808 31810.219049975276 25938.884122371674 28231.640428811312 45322.299837484956 41081.121767982841 8556.0526018738747 32459.607890039682 2888.3991960585117 22047.843551829457 14344.71001277864 9800.479863345623 38649.580628693104 30222.853631913662 21993.220715433359 6401.2999493330717 2968.2879191040993 8473.8754664063454 14903.418450534344 62081.427185207605 27626.501641631126 7003.3063261508942 26136.662876904011 1612.0134005844593 14876.565854847431 36712.751412183046 19148.031146168709 285.83037675917149 41666.426848143339 +leaf_count=397873 77353 209230 196632 54208 76246 213400 319729 19588 75055 5797 92893 79499 27351 109439 87231 46051 20757 12704 55984 33003 124634 65259 14072 54035 3247 29856 134286 62992 1128 98580 +internal_value=0 0.00856508 -0.0294878 0.017161 0.000791007 -0.0193624 -0.0418136 0.0243973 0.00400637 0.0133177 -0.00545802 -0.0152932 0.00167683 0.000866822 0.00317377 0.0222956 -0.00394009 -0.0134087 -0.0257182 0.0306063 0.0160202 0.00645387 0.0164869 0.0203961 0.0271061 0.0172456 -0.00471539 -0.00250419 -0.000153978 0.00786479 +internal_weight=0 601826 187987 285806 316019 103205 84781.3 99140.3 208657 186666 107362 62921.1 106905 97104.1 58454.5 74068.8 85314.3 48576.4 40284.1 25071.5 86849.7 101753 83961.3 52075.5 16515.4 76958 78913 42200.3 3254.12 74126 +internal_count=2798112 1521163 1276949 593721 927442 559347 717602 210132 539161 383589 388281 306731 300267 272916 163477 154294 295388 227232 252616 55838 174359 238894 168562 108243 36250 154490 274631 140345 13832 173635 +cat_boundaries=0 1 2 3 4 5 +cat_threshold=3 12 12 3 3 is_linear=0 shrinkage=0.1 Tree=30 num_leaves=31 -num_cat=3 -split_feature=2 2 2 2 2 2 2 2 3 0 11 2 8 8 0 8 3 11 6 8 8 8 1 1 10 11 8 3 2 1 -split_gain=35286.8 7004.21 3930.88 1557.31 991.424 425.294 392.206 319.052 186.477 178.065 226.782 176.582 172.263 168.663 132.648 133.623 121.936 126.085 114.773 105.116 104.965 98.5326 93.1281 91.1163 88.6784 87.3775 82.9543 82.1219 80.7066 79.9331 -threshold=0.041591763423999645 0.39950631981130319 0.00878855443679292 0.78189785312975335 0.12989003924899498 0.0027572302624172726 0.017595719295132626 0.91370258347211775 0.14357522397752459 0.026832083535356675 0 0.59863803044588482 53.000000000000007 75.000000000000014 0.84353360489344598 77.000000000000014 0.22587392388731711 1 0.33712121212121215 31.000000000000004 33.000000000000007 79.000000000000014 0.0023473334824490022 0.001177679730410727 1.0000000180025095e-35 2 29.000000000000004 0.83009588705335824 0.0053830108909253193 0.01688745058380545 -decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 -left_child=2 4 5 11 12 -1 20 18 -6 10 -10 -3 16 -11 15 25 -2 -18 21 -9 -4 -5 -16 -21 26 -8 -13 -19 -7 -14 -right_child=1 3 6 7 8 28 14 19 9 13 -12 24 29 -15 22 -17 17 27 -20 23 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.094063727157564794 -0.0054289524963348698 -0.017644309962247435 0.045731729254554557 -0.032447206974629217 -0.020634080842572951 0.078209992861311708 0.03671953739648199 -0.024155935716856255 0.0027983335449369299 -0.0034726591786077678 -0.013422818757124706 -0.0020556562527269937 0.016557636896179621 0.012000708008142444 -0.060213229553922748 0.048626220320260594 0.019799007579472241 0.016717863061176182 -0.049081951466423072 -0.062037893601914279 0.06370155722226041 -0.044829766433315377 0.012189253815011777 -0.046700177160460377 -0.012201688366260399 0.024073820249870346 -0.028426845075608803 0.0041012124479397607 0.06616961586238343 0.035686901660833402 -leaf_weight=16110.730852607638 6159.3934090360999 48429.359386116266 12967.359948635101 26696.949458315969 8088.6008398234844 12335.95877046138 9932.8135662972927 1110.3894497901201 11766.587298721075 29672.058931425214 32219.630652874708 1228.7522297054529 9461.1968518644571 9237.5912467390299 205.51853377372026 4443.0924043953419 9445.8407641500235 6464.6234869807959 7462.8451285660267 9776.4206281602383 4337.9769890382886 8463.5449809134007 1310.2808778509498 6414.5849617570639 4072.741877913475 12675.254798173904 40804.088186740875 25545.658521533012 10145.803743828088 2840.1096956208348 -leaf_count=320693 41270 207014 169587 109647 41542 220593 102074 4842 63101 152786 166420 4953 81856 51357 1655 54343 71266 44224 31229 45013 61427 35067 12316 28322 16449 124859 164278 180401 164753 24775 -internal_value=0 -0.014886 0.0581432 -0.0298557 0.00043663 0.0816629 0.0383561 -0.0424673 -0.00614107 -0.00472691 -0.00908597 -0.0218613 0.0104249 0.000200893 0.0311593 0.0327723 0.00769959 0.00965018 -0.0378185 -0.0539201 0.0502363 -0.0354278 0.00237262 -0.0559614 -0.0262908 0.0296566 -0.0276559 0.00664713 0.0727763 0.0209742 -internal_weight=0 305361 84464.8 154460 150901 38592.5 45872.3 59924.7 90984.5 82895.9 43986.2 94534.9 59916.8 38909.7 28567 27051.2 47615.5 41456.1 42623.3 17301.4 17305.3 35160.5 1515.8 16191 46105.6 22608.1 42032.8 32010.3 22481.8 12301.3 -internal_count=2798112 1565812 1232300 646814 918998 706039 526261 254120 475206 433664 229521 392694 443792 204143 295247 281276 337161 295891 175943 78177 231014 144714 13971 73335 185680 226933 169231 224625 385346 106631 -cat_boundaries=0 1 2 3 -cat_threshold=8 8 12 +num_cat=1 +split_feature=2 2 2 2 2 2 2 2 3 0 11 6 8 8 0 8 8 6 8 0 10 8 10 2 2 1 2 1 3 1 +split_gain=17613.3 3521.92 1934.36 746.412 570.553 231.641 178.843 165.646 102.815 105.292 100.308 90.3812 89.9202 82.0496 70.601 71.8526 60.8537 57.5983 56.5363 53.9991 52.2897 52.3464 51.036 47.6527 46.2239 45.4577 42.3375 40.4176 39.5255 39.4704 +threshold=0.040235400000000011 0.41918835000000004 0.0077732000000000009 0.85209115000000013 0.12387090000000002 0.017330300000000003 0.0031967500000000004 0.68139335000000012 0.18273975000000003 0.040085800000000012 0 0.15450928381962867 53.000000000000007 75.000000000000014 0.87149980000000016 77.000000000000014 31.000000000000004 0.43534002229654406 53.000000000000007 0.70460265000000011 1.0000000180025095e-35 29.000000000000004 1.0000000180025095e-35 0.083913700000000022 0.92178260000000012 0.0038245000000000002 0.93645295000000017 0.057934650000000011 0.14533300000000002 0.0042830000000000012 +decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 4 6 7 12 18 -1 17 -6 10 -10 16 19 -11 15 -7 -5 25 -4 23 21 -9 24 -2 -18 -3 -13 -14 -19 -16 +right_child=1 3 5 11 8 14 -8 20 9 13 -12 26 27 -15 29 -17 22 28 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.046268338927480064 0.0068763233465882079 -0.010933858257842937 0.023673170646542476 -0.008405885295046614 -0.0094751930766219222 0.014731329060274851 0.036350318768495364 -0.0021586569439103077 -0.0014253873378779827 -0.0012850074589815131 -0.0075733383642459327 -0.026630339123838394 0.0094898791293422501 0.0067644433314142634 -0.019333131798448006 0.024791301834245907 -0.021075631549401615 -0.024759883633560603 0.032859014871823938 -0.0041404438022635808 -0.007547071830533692 -0.016599152873288697 -0.010580852755951263 0.0020349054705044891 -0.028004860706918669 -0.0069298431740218939 -0.037093424880653897 0.021401213866186711 -0.012863979428449152 0.0083065482633825558 +leaf_weight=38047.427946299314 50753.701417788863 62072.741965085268 30284.651479378343 3395.6822195053101 23098.713364705443 44083.485782489181 34820.29834973067 2589.6138808727264 55815.45337292552 52234.204104781151 50612.821092754602 18485.704178273678 20054.638882666826 16715.593713924289 816.32072956860065 8462.8182188719511 32603.110882878304 3550.1641772985458 8603.7234597951174 7103.02609808743 7696.2670984566212 81944.946089893579 3489.8383241295815 33915.696400225163 13660.976438879967 52197.235781133175 4890.3680377006531 3320.373982027173 13097.42068490386 1407.4647771418095 +leaf_count=377030 194842 129443 204067 7161 59076 222007 294979 5201 149751 134666 128576 40463 87943 46685 3690 52217 69163 7308 61343 23472 15444 165194 7069 109765 31041 109773 11399 15043 27284 7017 +internal_value=0 -0.00736255 0.02931 -0.0151149 4.49885e-05 0.0198035 0.041529 -0.0121923 -0.00320376 -0.00237776 -0.00434994 -0.0236372 0.00564477 0.000666432 0.0156129 0.0163515 -0.0213581 -0.00990547 0.0257055 0.00423444 -0.0154383 -0.0161568 -0.0222421 0.00493702 -0.0231217 -0.00910487 -0.0288193 0.0111819 -0.0154008 -0.00183959 +internal_weight=0 613298 166526 299674 313624 93658.5 72867.7 223148 198477 175378 106428 76525.7 115147 68949.8 54770.1 52546.3 53149.6 130918 38888.4 91772.4 92230.8 84534.6 49753.9 84669.4 46264.1 114270 23376.1 23375 16647.6 2223.79 +internal_count=2798112 1575762 1222350 625943 949819 550341 672009 459647 518754 459678 278327 166296 431065 181351 284931 274224 114434 273808 265410 328079 185839 170395 107273 304607 100204 239216 51862 102986 34592 10707 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 Tree=31 num_leaves=31 -num_cat=3 -split_feature=2 2 2 2 2 2 2 2 3 0 11 2 8 8 0 8 3 11 6 8 8 8 1 1 10 11 8 3 2 1 -split_gain=35286.8 7004.21 3930.88 1557.31 991.424 425.294 392.206 319.052 186.477 178.065 226.782 176.582 172.263 168.663 132.648 133.623 121.936 126.085 114.773 105.116 104.965 98.5326 93.1281 91.1163 88.6784 87.3775 82.9543 82.1219 80.7066 79.9331 -threshold=0.041591763423999645 0.39950631981130319 0.00878855443679292 0.78189785312975335 0.12989003924899498 0.0027572302624172726 0.017595719295132626 0.91370258347211775 0.14357522397752459 0.026832083535356675 0 0.59863803044588482 53.000000000000007 75.000000000000014 0.84353360489344598 77.000000000000014 0.22587392388731711 1 0.33712121212121215 31.000000000000004 33.000000000000007 79.000000000000014 0.0023473334824490022 0.001177679730410727 1.0000000180025095e-35 2 29.000000000000004 0.83009588705335824 0.0053830108909253193 0.01688745058380545 -decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 -left_child=2 4 5 11 12 -1 20 18 -6 10 -10 -3 16 -11 15 25 -2 -18 21 -9 -4 -5 -16 -21 26 -8 -13 -19 -7 -14 -right_child=1 3 6 7 8 28 14 19 9 13 -12 24 29 -15 22 -17 17 27 -20 23 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.094063727157564794 0.0054289524963348698 0.017644309962247435 -0.045731729254554557 0.032447206974629217 0.020634080842572951 -0.078209992861311708 -0.024073820249870346 0.024155935716856255 -0.0027983335449369299 0.0034726591786077678 0.013422818757124706 0.0020556562527269937 -0.016557636896179621 -0.012000708008142444 0.060213229553922748 -0.048626220320260594 -0.019799007579472241 -0.016717863061176182 0.049081951466423072 0.062037893601914279 -0.06370155722226041 0.044829766433315377 -0.012189253815011777 0.046700177160460377 0.012201688366260399 -0.03671953739648199 0.028426845075608803 -0.0041012124479397607 -0.06616961586238343 -0.035686901660833402 -leaf_weight=16110.730852607638 6159.3934090360999 48429.359386116266 12967.359948635101 26696.949458315969 8088.6008398234844 12335.95877046138 12675.254798173904 1110.3894497901201 11766.587298721075 29672.058931425214 32219.630652874708 1228.7522297054529 9461.1968518644571 9237.5912467390299 205.51853377372026 4443.0924043953419 9445.8407641500235 6464.6234869807959 7462.8451285660267 9776.4206281602383 4337.9769890382886 8463.5449809134007 1310.2808778509498 6414.5849617570639 4072.741877913475 9932.8135662972927 40804.088186740875 25545.658521533012 10145.803743828088 2840.1096956208348 -leaf_count=320693 41270 207014 169587 109647 41542 220593 124859 4842 63101 152786 166420 4953 81856 51357 1655 54343 71266 44224 31229 45013 61427 35067 12316 28322 16449 102074 164278 180401 164753 24775 -internal_value=0 0.014886 -0.0581432 0.0298557 -0.00043663 -0.0816629 -0.0383561 0.0424673 0.00614107 0.00472691 0.00908597 0.0218613 -0.0104249 -0.000200893 -0.0311593 -0.0327723 -0.00769959 -0.00965018 0.0378185 0.0539201 -0.0502363 0.0354278 -0.00237262 0.0559614 0.0262908 -0.0296566 0.0276559 -0.00664713 -0.0727763 -0.0209742 -internal_weight=0 305361 84464.8 154460 150901 38592.5 45872.3 59924.7 90984.5 82895.9 43986.2 94534.9 59916.8 38909.7 28567 27051.2 47615.5 41456.1 42623.3 17301.4 17305.3 35160.5 1515.8 16191 46105.6 22608.1 42032.8 32010.3 22481.8 12301.3 -internal_count=2798112 1565812 1232300 646814 918998 706039 526261 254120 475206 433664 229521 392694 443792 204143 295247 281276 337161 295891 175943 78177 231014 144714 13971 73335 185680 226933 169231 224625 385346 106631 -cat_boundaries=0 1 2 3 -cat_threshold=8 8 3 +num_cat=1 +split_feature=2 2 2 2 2 2 2 2 3 0 11 6 8 8 0 8 8 6 8 0 10 8 10 2 2 1 2 1 3 1 +split_gain=17613.3 3521.92 1934.36 746.412 570.553 231.641 178.843 165.646 102.815 105.292 100.308 90.3812 89.9202 82.0496 70.601 71.8526 60.8537 57.5983 56.5363 53.9991 52.2897 52.3464 51.036 47.6527 46.2239 45.4577 42.3375 40.4176 39.5255 39.4704 +threshold=0.040235400000000011 0.41918835000000004 0.0077732000000000009 0.85209115000000013 0.12387090000000002 0.017330300000000003 0.0031967500000000004 0.68139335000000012 0.18273975000000003 0.040085800000000012 0 0.15450928381962867 53.000000000000007 75.000000000000014 0.87149980000000016 77.000000000000014 31.000000000000004 0.43534002229654406 53.000000000000007 0.70460265000000011 1.0000000180025095e-35 29.000000000000004 1.0000000180025095e-35 0.083913700000000022 0.92178260000000012 0.0038245000000000002 0.93645295000000017 0.057934650000000011 0.14533300000000002 0.0042830000000000012 +decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 4 6 7 12 18 -1 17 -6 10 -10 16 19 -11 15 -7 -5 25 -4 23 21 -9 24 -2 -18 -3 -13 -14 -19 -16 +right_child=1 3 5 11 8 14 -8 20 9 13 -12 26 27 -15 29 -17 22 28 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.046268338927480064 -0.0068763233465882079 0.010933858257842937 -0.023673170646542476 0.008405885295046614 0.0094751930766219222 -0.014731329060274851 -0.036350318768495364 0.0021586569439103077 0.0075733383642459327 0.0012850074589815131 0.0014253873378779827 0.026630339123838394 -0.0094898791293422501 -0.0067644433314142634 0.019333131798448006 -0.024791301834245907 0.021075631549401615 0.024759883633560603 -0.032859014871823938 0.0041404438022635808 0.007547071830533692 0.016599152873288697 0.010580852755951263 -0.0020349054705044891 0.028004860706918669 0.0069298431740218939 0.037093424880653897 -0.021401213866186711 0.012863979428449152 -0.0083065482633825558 +leaf_weight=38047.427946299314 50753.701417788863 62072.741965085268 30284.651479378343 3395.6822195053101 23098.713364705443 44083.485782489181 34820.29834973067 2589.6138808727264 50612.821092754602 52234.204104781151 55815.45337292552 18485.704178273678 20054.638882666826 16715.593713924289 816.32072956860065 8462.8182188719511 32603.110882878304 3550.1641772985458 8603.7234597951174 7103.02609808743 7696.2670984566212 81944.946089893579 3489.8383241295815 33915.696400225163 13660.976438879967 52197.235781133175 4890.3680377006531 3320.373982027173 13097.42068490386 1407.4647771418095 +leaf_count=377030 194842 129443 204067 7161 59076 222007 294979 5201 128576 134666 149751 40463 87943 46685 3690 52217 69163 7308 61343 23472 15444 165194 7069 109765 31041 109773 11399 15043 27284 7017 +internal_value=0 0.00736255 -0.02931 0.0151149 -4.49885e-05 -0.0198035 -0.041529 0.0121923 0.00320376 0.00237776 0.00434994 0.0236372 -0.00564477 -0.000666432 -0.0156129 -0.0163515 0.0213581 0.00990547 -0.0257055 -0.00423444 0.0154383 0.0161568 0.0222421 -0.00493702 0.0231217 0.00910487 0.0288193 -0.0111819 0.0154008 0.00183959 +internal_weight=0 613298 166526 299674 313624 93658.5 72867.7 223148 198477 175378 106428 76525.7 115147 68949.8 54770.1 52546.3 53149.6 130918 38888.4 91772.4 92230.8 84534.6 49753.9 84669.4 46264.1 114270 23376.1 23375 16647.6 2223.79 +internal_count=2798112 1575762 1222350 625943 949819 550341 672009 459647 518754 459678 278327 166296 431065 181351 284931 274224 114434 273808 265410 328079 185839 170395 107273 304607 100204 239216 51862 102986 34592 10707 +cat_boundaries=0 1 +cat_threshold=3 is_linear=0 shrinkage=0.1 Tree=32 num_leaves=31 -num_cat=5 -split_feature=2 2 2 2 2 2 2 2 2 6 0 8 1 0 8 6 1 11 8 0 0 0 11 11 11 10 11 3 1 0 -split_gain=29963.3 5957.96 3444.92 1341.37 943.023 392.108 354.416 328.77 211.234 152.071 137.994 135.922 130.137 121.908 127.538 108.185 108.028 107.257 98.8249 94.682 101.481 93.0965 96.912 90.0962 87.6074 85.8535 81.4809 98.7296 79.6805 77.9476 -threshold=0.037892201494149506 0.39950631981130319 0.0076986998557233193 0.8652681411475619 0.096067151933142539 0.015388798785591932 0.0026645547886319731 0.67647155152059424 0.22308385726200999 0.39791666666666675 0.73703290205006 71.000000000000014 0.0016739123607993911 0.87763352759617652 77.000000000000014 0.37689393939393945 0.0029401786446804482 0 49.000000000000007 0.021254692274798422 0.63584220371580558 0.032949554693571852 1 2 3 1.0000000180025095e-35 4 0.23220849485089298 0.0017555833808180332 0.00051122510775495722 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 1 1 2 1 2 2 2 -left_child=2 4 6 7 10 18 -1 15 17 12 11 23 -5 14 29 21 24 -6 -4 -19 -21 22 -3 -2 -9 -26 27 -10 -15 -7 -right_child=1 3 5 9 8 13 -8 16 26 -11 -12 -13 -14 28 -16 -17 -18 19 -20 20 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 -leaf_value=0.092921923254411329 0.017730482492953215 -0.0097434366465493846 0.046583671194093478 -0.045961953398906213 0.0042882028427395427 0.045307558745125577 0.072057439056355907 -0.022758746091247232 -0.018556086706721549 -0.057498274434770805 -0.006586444858008818 0.027069395469641551 -0.031705801142502509 -0.085407232019075865 0.048280155081883061 -0.027346396246339895 -0.022356274636687615 -0.010120355609194831 0.065444940450043607 0.0052718036601298347 -0.017890752371998213 -0.012072401489512568 -0.023619506712625006 0.0073458945755182055 -0.036187544273744675 -0.0037376671671195574 -0.013071654741760783 -0.0025840076766352449 0.0075486002836611821 0.027297190967311164 -leaf_weight=14286.657149773091 15302.454286389053 6810.0412109196186 12162.35494171083 18072.641994193196 29458.8288442716 2738.1513979956508 18927.261389620602 8243.8068076968193 4606.1889662593603 6887.0606696605682 3278.6846589073539 7336.1034898683429 9916.7353498488665 100.96119620651007 4314.1404483169317 9275.688542470336 20830.049272581935 14122.869546070695 3600.2721419930458 11635.927123263478 2258.6856510788202 31841.13371938467 19825.440624818206 18507.461238987744 21575.334924742579 847.34858760237694 23523.980184391141 24218.547815486789 1064.4055436253548 19633.574739351869 -leaf_count=309758 125305 28620 175251 80813 182099 30405 351692 33438 22186 31551 23807 70592 42006 784 56762 38724 83766 80665 55636 68764 12870 134334 82642 135258 87516 3404 111968 118722 10489 208285 -internal_value=0 -0.0130306 0.056767 -0.0269361 0.000863563 0.038288 0.0810321 -0.0218909 -0.00410935 -0.0441865 0.0131574 0.0147307 -0.0409109 0.0311548 0.0325374 -0.0173132 -0.0279136 7.60764e-05 0.0508917 -0.00435272 0.00150654 -0.0157217 -0.0200843 0.0120534 -0.0316884 -0.0349457 -0.00870474 -0.00513456 -0.0005046 0.0295015 -internal_weight=0 308375 76827.8 154125 154250 43613.9 33213.9 119249 109825 34876.4 44424.7 41146 27989.4 27851.2 26685.9 67752.3 51496.5 57476.3 15762.6 28017.5 13894.6 58476.6 26635.5 33809.9 30666.5 22422.7 52348.7 28824.7 1165.37 22371.7 -internal_count=2798112 1599050 1199062 646814 952236 537612 661450 492444 597274 154370 354962 331155 122819 306725 295452 284320 208124 344398 230887 162299 81634 245596 111262 260563 124358 90920 252876 140908 11273 238690 -cat_boundaries=0 1 2 3 4 5 -cat_threshold=12 8 12 8 12 +num_cat=2 +split_feature=2 2 2 2 2 2 2 2 2 6 6 8 1 0 8 11 8 2 1 8 1 1 6 0 11 0 3 1 3 8 +split_gain=14970.9 2989.93 1699.41 607.048 553.157 184.917 178.182 127.24 105.198 81.0669 80.3832 66.9709 65.5423 61.6941 67.2538 55.8745 52.1687 50.1546 47.0792 45.997 43.7838 43.2022 42.2794 41.2662 38.8587 39.7487 38.3766 37.7129 37.3471 48.6246 +threshold=0.036688200000000011 0.43841780000000008 0.0077732000000000009 0.85209115000000013 0.14260875000000003 0.0031967500000000004 0.015671650000000006 0.70297835000000009 0.07094880000000002 0.39791666666666675 0.37689393939393945 33.000000000000007 0.0014762500000000003 0.87149980000000016 77.000000000000014 0 53.000000000000007 0.24394055000000003 0.0045347500000000006 51.000000000000007 0.016884750000000004 0.013619600000000001 0.33712121212121215 0.00051085000000000008 1 0.018583000000000006 0.094632500000000022 0.0042830000000000012 0.21799425000000003 71.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 +left_child=2 4 5 7 8 -1 19 18 16 12 11 17 26 14 23 28 -2 -6 -3 -4 -13 -17 -9 -8 25 -14 -5 -15 -10 -30 +right_child=1 3 6 9 10 -7 13 22 15 -11 -12 20 24 27 -16 21 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 +leaf_value=0.045452255061279791 0.0066200591932829185 -0.010782734017222132 0.02292597074405224 -0.025270271387822892 -0.0015773705151853905 0.034991930085977722 0.023341946301098468 -0.013270988254198599 -0.0026744717698287358 -0.028245454775901666 -0.0091239353819812553 -0.00106442054420261 -0.017017619999358875 -0.018229211617843879 0.024662153991726408 -0.0016801433207004749 0.014166272253214325 -0.0056351255866386053 -0.0069364768435712836 0.03200433507487338 0.0064519199565555262 0.0060081112784317195 -0.019472238435664646 0.013474422021792339 -0.021420117061016541 -0.0068572219289664491 -0.018476157484888605 0.0088725047356282526 0.0047176351657755178 0.014658059562258961 +leaf_weight=35013.79043918848 46104.671289354563 79606.984724342823 24828.949564322829 22304.684362500906 53377.839907288551 32667.645195245743 4788.2990721911192 67861.53482618928 5162.0054754912853 14711.946846544743 22052.692068487406 34242.610148966312 10132.848702251911 795.75855919718742 7917.1388536393642 33041.081622093916 11432.965432018042 70947.663844704628 53018.610686957836 7199.267594717443 10017.099396377802 9384.8478658497334 13119.964599519968 36888.950825333595 8870.7337876856327 6210.1526853442192 13254.186632484198 1447.2703991383314 28217.725000590086 5960.3555976897478 +leaf_count=377030 185745 164124 177500 51116 144464 294979 26443 137007 17463 33466 55092 91213 21617 3704 52067 107108 58054 165441 110238 54645 27705 30994 26598 195936 19054 12952 28091 7641 96425 24200 +internal_value=0 -0.00645171 0.0286156 -0.0138763 5.36767e-05 0.0404034 0.0191026 -0.0111523 0.00484361 -0.0215849 -0.00344644 -0.00270376 -0.0199725 0.0154794 0.0162131 0.00253839 0.00811952 -0.00389297 -0.00924515 0.0249666 0.000636719 2.05358e-05 -0.0142757 0.0146081 -0.0160725 -0.0131487 -0.0227378 -0.000742361 0.0052524 0.00645116 +internal_weight=0 619033 151547 289092 329942 67681.4 83865.6 213607 139304 75484.6 190638 168585 60772.6 51837.4 49594.4 81766 57537.6 124326 132626 32028.2 44259.7 42425.9 80981.5 41677.2 25213.7 16343 35558.9 2243.03 39340.1 34178.1 +internal_count=2798112 1608167 1189945 604263 1003904 672009 517936 437967 519989 166296 483915 428823 132830 285791 274446 276190 243799 309905 274362 232145 118918 138102 163605 222379 53623 34569 79207 11345 138088 120625 +cat_boundaries=0 1 2 +cat_threshold=12 3 is_linear=0 shrinkage=0.1 Tree=33 num_leaves=31 -num_cat=5 -split_feature=2 2 2 2 2 2 2 2 2 6 0 8 1 0 8 6 1 11 8 0 0 0 11 11 11 10 11 3 1 0 -split_gain=29963.3 5957.96 3444.92 1341.37 943.023 392.108 354.416 328.77 211.234 152.071 137.994 135.922 130.137 121.908 127.538 108.185 108.028 107.257 98.8249 94.682 101.481 93.0965 96.912 90.0962 87.6074 85.8535 81.4809 98.7296 79.6805 77.9476 -threshold=0.037892201494149506 0.39950631981130319 0.0076986998557233193 0.8652681411475619 0.096067151933142539 0.015388798785591932 0.0026645547886319731 0.67647155152059424 0.22308385726200999 0.39791666666666675 0.73703290205006 71.000000000000014 0.0016739123607993911 0.87763352759617652 77.000000000000014 0.37689393939393945 0.0029401786446804482 0 49.000000000000007 0.021254692274798422 0.63584220371580558 0.032949554693571852 1 2 3 1.0000000180025095e-35 4 0.23220849485089298 0.0017555833808180332 0.00051122510775495722 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 1 1 2 1 2 2 2 -left_child=2 4 6 7 10 18 -1 15 17 12 11 23 -5 14 29 21 24 19 -4 -6 -21 22 -3 -2 -9 -26 -10 -28 -15 -7 -right_child=1 3 5 9 8 13 -8 16 26 -11 -12 -13 -14 28 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 25 -27 27 -29 -30 -31 -leaf_value=-0.092921923254411329 -0.0073458945755182055 0.0097434366465493846 -0.046583671194093478 0.045961953398906213 0.010120355609194831 -0.045307558745125577 -0.072057439056355907 0.022758746091247232 0.013071654741760783 0.057498274434770805 0.006586444858008818 -0.027069395469641551 0.031705801142502509 0.085407232019075865 -0.048280155081883061 0.027346396246339895 0.022356274636687615 -0.0042882028427395427 -0.065444940450043607 -0.0052718036601298347 0.017890752371998213 0.012072401489512568 0.023619506712625006 -0.017730482492953215 0.036187544273744675 0.0037376671671195574 0.018556086706721549 0.0025840076766352449 -0.0075486002836611821 -0.027297190967311164 -leaf_weight=14286.657149773091 18507.461238987744 6810.0412109196186 12162.35494171083 18072.641994193196 14122.869546070695 2738.1513979956508 18927.261389620602 8243.8068076968193 23523.980184391141 6887.0606696605682 3278.6846589073539 7336.1034898683429 9916.7353498488665 100.96119620651007 4314.1404483169317 9275.688542470336 20830.049272581935 29458.8288442716 3600.2721419930458 11635.927123263478 2258.6856510788202 31841.13371938467 19825.440624818206 15302.454286389053 21575.334924742579 847.34858760237694 4606.1889662593603 24218.547815486789 1064.4055436253548 19633.574739351869 -leaf_count=309758 135258 28620 175251 80813 80665 30405 351692 33438 111968 31551 23807 70592 42006 784 56762 38724 83766 182099 55636 68764 12870 134334 82642 125305 87516 3404 22186 118722 10489 208285 -internal_value=0 0.0130306 -0.056767 0.0269361 -0.000863563 -0.038288 -0.0810321 0.0218909 0.00410935 0.0441865 -0.0131574 -0.0147307 0.0409109 -0.0311548 -0.0325374 0.0173132 0.0279136 -7.60764e-05 -0.0508917 0.00435272 -0.00150654 0.0157217 0.0200843 -0.0120534 0.0316884 0.0349457 0.00870474 0.00513456 0.0005046 -0.0295015 -internal_weight=0 308375 76827.8 154125 154250 43613.9 33213.9 119249 109825 34876.4 44424.7 41146 27989.4 27851.2 26685.9 67752.3 51496.5 57476.3 15762.6 28017.5 13894.6 58476.6 26635.5 33809.9 30666.5 22422.7 52348.7 28824.7 1165.37 22371.7 -internal_count=2798112 1599050 1199062 646814 952236 537612 661450 492444 597274 154370 354962 331155 122819 306725 295452 284320 208124 344398 230887 162299 81634 245596 111262 260563 124358 90920 252876 140908 11273 238690 -cat_boundaries=0 1 2 3 4 5 -cat_threshold=3 8 3 8 3 +num_cat=2 +split_feature=2 2 2 2 2 2 2 2 2 6 6 8 1 0 8 11 8 2 1 8 1 1 6 0 11 0 3 1 3 8 +split_gain=14970.9 2989.93 1699.41 607.048 553.157 184.917 178.182 127.24 105.198 81.0669 80.3832 66.9709 65.5423 61.6941 67.2538 55.8745 52.1687 50.1546 47.0792 45.997 43.7838 43.2022 42.2794 41.2662 38.8587 39.7487 38.3766 37.7129 37.3471 48.6246 +threshold=0.036688200000000011 0.43841780000000008 0.0077732000000000009 0.85209115000000013 0.14260875000000003 0.0031967500000000004 0.015671650000000006 0.70297835000000009 0.07094880000000002 0.39791666666666675 0.37689393939393945 33.000000000000007 0.0014762500000000003 0.87149980000000016 77.000000000000014 0 53.000000000000007 0.24394055000000003 0.0045347500000000006 51.000000000000007 0.016884750000000004 0.013619600000000001 0.33712121212121215 0.00051085000000000008 1 0.018583000000000006 0.094632500000000022 0.0042830000000000012 0.21799425000000003 71.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 +left_child=2 4 5 7 8 -1 19 18 16 12 11 17 26 14 23 21 -2 -6 -3 -4 -13 -10 -9 -8 -14 -26 -5 -15 -17 -30 +right_child=1 3 6 9 10 -7 13 22 15 -11 -12 20 24 27 -16 28 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 29 -31 +leaf_value=-0.045452255061279791 -0.0066200591932829185 0.010782734017222132 -0.02292597074405224 0.025270271387822892 0.0015773705151853905 -0.034991930085977722 -0.023341946301098468 0.013270988254198599 0.0016801433207004749 0.028245454775901666 0.0091239353819812553 0.00106442054420261 0.021420117061016541 0.018229211617843879 -0.024662153991726408 0.0026744717698287358 -0.014166272253214325 0.0056351255866386053 0.0069364768435712836 -0.03200433507487338 -0.0064519199565555262 -0.0060081112784317195 0.019472238435664646 -0.013474422021792339 0.017017619999358875 0.0068572219289664491 0.018476157484888605 -0.0088725047356282526 -0.0047176351657755178 -0.014658059562258961 +leaf_weight=35013.79043918848 46104.671289354563 79606.984724342823 24828.949564322829 22304.684362500906 53377.839907288551 32667.645195245743 4788.2990721911192 67861.53482618928 33041.081622093916 14711.946846544743 22052.692068487406 34242.610148966312 8870.7337876856327 795.75855919718742 7917.1388536393642 5162.0054754912853 11432.965432018042 70947.663844704628 53018.610686957836 7199.267594717443 10017.099396377802 9384.8478658497334 13119.964599519968 36888.950825333595 10132.848702251911 6210.1526853442192 13254.186632484198 1447.2703991383314 28217.725000590086 5960.3555976897478 +leaf_count=377030 185745 164124 177500 51116 144464 294979 26443 137007 107108 33466 55092 91213 19054 3704 52067 17463 58054 165441 110238 54645 27705 30994 26598 195936 21617 12952 28091 7641 96425 24200 +internal_value=0 0.00645171 -0.0286156 0.0138763 -5.36767e-05 -0.0404034 -0.0191026 0.0111523 -0.00484361 0.0215849 0.00344644 0.00270376 0.0199725 -0.0154794 -0.0162131 -0.00253839 -0.00811952 0.00389297 0.00924515 -0.0249666 -0.000636719 -2.05358e-05 0.0142757 -0.0146081 0.0160725 0.0131487 0.0227378 0.000742361 -0.0052524 -0.00645116 +internal_weight=0 619033 151547 289092 329942 67681.4 83865.6 213607 139304 75484.6 190638 168585 60772.6 51837.4 49594.4 81766 57537.6 124326 132626 32028.2 44259.7 42425.9 80981.5 41677.2 25213.7 16343 35558.9 2243.03 39340.1 34178.1 +internal_count=2798112 1608167 1189945 604263 1003904 672009 517936 437967 519989 166296 483915 428823 132830 285791 274446 276190 243799 309905 274362 232145 118918 138102 163605 222379 53623 34569 79207 11345 138088 120625 +cat_boundaries=0 1 2 +cat_threshold=3 12 is_linear=0 shrinkage=0.1 @@ -726,20 +726,20 @@ shrinkage=0.1 Tree=34 num_leaves=31 num_cat=4 -split_feature=2 2 2 2 2 2 2 2 6 8 1 6 1 8 2 1 0 8 8 11 3 11 8 11 6 11 6 10 1 8 -split_gain=25508.7 5130.41 2908.43 1227.66 838.521 345.242 298.005 297.276 162.27 169.814 143.508 142.208 127.597 116.736 113.502 103.796 97.678 101.395 92.344 89.0303 86.4125 85.8145 84.2833 81.5434 80.2221 80.0535 79.9754 70.8655 132.794 82.4944 -threshold=0.033503563664411214 0.37203588658840309 0.0074444201721283005 0.76117503890561589 0.090728755024053406 0.0026645547886319731 0.93256498634805529 0.014909378352222188 0.52012882447665065 33.000000000000007 0.0017555833808180332 0.4393382352941177 0.0037721783567679738 51.000000000000007 0.1952477499841426 0.0081349838764051743 0.87763352759617652 77.000000000000014 49.000000000000007 0 0.11314882224786814 1 27.000000000000004 2 0.089572192513368995 3 0.089572192513368995 1.0000000180025095e-35 0.014259772880961174 31.000000000000004 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 1 2 1 2 2 2 2 -left_child=2 4 5 11 13 -1 10 18 9 14 22 12 21 20 -6 25 17 -9 -4 24 -2 -3 -5 -22 -8 -11 -24 29 -29 -12 -right_child=1 3 7 6 8 -7 19 16 -10 15 27 -13 -14 -15 -16 -17 -18 -19 -20 -21 23 -23 26 -25 -26 -27 -28 28 -30 -31 -leaf_value=0.091399266064011858 -0.0062254266309999303 -0.011669095808388624 0.044525698138737385 0.0027555851319423057 -0.00030391242303276088 0.069844345995767873 -0.034938918417738461 0.02918857304961572 -0.01825585308274455 0.0075020209565220645 -0.0034581240719498726 -0.026643985494560731 -0.010818956669613829 0.023444515530953662 -0.0081090043079949988 0.014094203632848017 0.00073254234319295526 0.047487264280770096 0.063298336686076095 -0.063393522342852712 0.017749259432422029 -0.021289376890312971 -0.033712802882752461 0.007771429138173018 -0.060399240502938024 -0.0064989179614136985 -0.045260543038024237 -0.0020500582583436243 -0.050391573951682922 -0.029673533946843647 -leaf_weight=13131.646133642644 2759.4874871820211 12909.174204811454 11582.234505657107 542.53396032750607 36193.307502552867 17116.108635649085 3948.3973938822746 18855.372203335166 6488.1200144663453 8183.0587895810604 1275.6557016819715 12320.905424699187 37737.079497978091 9118.3958614692092 38397.591842100024 8611.2574257403612 1036.7588519304991 3607.5157410502434 3386.4979777336121 3630.827721580863 14721.945746548474 33798.217365294695 20929.589781135321 18588.344359442592 1802.5341867655516 8132.4716434404254 8406.199374049902 2628.2776823192835 724.9948483556509 20336.313603654504 -leaf_count=309758 19544 53776 175933 2277 216116 340276 18112 213051 35232 49768 5220 50998 158697 90744 187285 51921 10454 50716 55748 17687 125112 139763 89292 139743 8653 47400 36943 10581 2923 84389 -internal_value=0 -0.0112989 0.0560012 -0.0237222 0.00192943 0.0792021 -0.034441 0.0377583 -0.00293282 -0.00193382 -0.0316236 -0.0166078 -0.0151435 0.0133357 -0.00432179 0.00521191 0.0307422 0.0321273 0.0487728 -0.0509104 0.0107802 -0.0186375 -0.0362995 0.0121889 -0.0428445 0.000523872 -0.0370218 -0.0260275 -0.0125017 -0.0281262 -internal_weight=0 312185 68716.1 160991 151194 30247.8 64225.3 38468.4 106006 99517.7 54843.6 96765.4 84444.5 45188.2 74590.9 24926.8 23499.6 22462.9 14968.7 9381.76 36069.8 46707.4 29878.3 33310.3 5750.93 16315.5 29335.8 24965.2 3353.27 21612 -internal_count=2798112 1642176 1155936 679311 962865 650034 276077 505902 587722 552490 231625 403234 352236 375143 403401 149089 274221 263767 231681 44452 284399 193539 128512 264855 26765 97168 126235 103113 13504 89609 +split_feature=2 2 2 2 2 2 2 2 3 0 11 0 8 2 11 8 1 0 8 8 3 0 11 11 0 2 6 8 6 1 +split_gain=12746.6 2551.7 1479.31 640.315 408.801 171.366 153.087 134.342 85.2796 99.7954 90.2669 74.7874 74.1973 69.3472 65.2837 55.0078 52.7378 49.5907 54.4649 46.9319 44.4379 52.5276 43.8319 43.3364 41.8895 41.1853 40.9684 40.2311 39.4497 37.7472 +threshold=0.03337455000000001 0.36546190000000006 0.007275300000000001 0.76666165000000008 0.091017050000000016 0.0023496500000000004 0.015134200000000002 0.90278685000000014 0.20551640000000002 0.035162500000000006 0 0.77306940000000013 71.000000000000014 0.5951531000000001 1 75.000000000000014 0.0030035500000000002 0.83898855000000017 77.000000000000014 57.000000000000007 0.11247565000000002 0.04590505000000001 2 3 0.018583000000000006 0.94500335000000013 0.49285714285714294 43.000000000000007 0.089572192513368995 0.0012255500000000004 +decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 +left_child=2 4 5 13 11 -1 19 16 26 10 -10 12 22 20 24 -11 27 18 -8 -4 -3 23 -2 -22 28 -16 -6 -5 -9 -19 +right_child=1 3 6 7 8 -7 17 14 9 15 -12 -13 -14 -15 25 -17 -18 29 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.046356583481231006 0.0088498782931541297 -0.01298735926985929 0.022169132912670621 -0.015191659866642768 -0.0053571054551005155 0.03543940500644182 0.014357489701607879 -0.017666950307911211 0.00029981130430316392 0.00084069404449813772 -0.0053711086303450976 -0.0043957323281700331 0.013902956358173311 -0.010444628065152353 -0.025435935529422062 0.0075978615105891214 -0.011726889668993178 -0.07426119033022921 0.024126305692098355 0.031660842978511551 -0.005606030774687909 -0.0036979140072451889 0.0038155436695818524 -0.011114346866603111 -0.0083483439514502808 -0.040584811250336895 -0.018019520547824859 -0.020951684128132832 -0.027267461068215315 0.0035968279264538931 +leaf_weight=23545.323814049363 31239.744560033083 10312.670408397913 24900.920648686588 38399.267426043749 23064.310808986425 36929.667799726129 36159.813659742475 13540.573999047279 57531.948693469167 53357.835290789604 54804.041416600347 5728.4757651984692 14572.71185401082 87414.472961068153 13104.466222167015 15560.867428004742 28475.579440444708 63.834291905164719 6776.9881732016802 6587.3786531612277 30959.620634138584 48791.023291617632 38862.609106615186 26649.539286077023 3186.8192576169968 2079.4358627200127 2873.4804540574551 17722.274783700705 6258.3431238234043 2540.8094722628593 +leaf_count=277399 131443 21791 189332 80252 62656 372498 203342 30649 165952 144934 147758 21738 73756 175812 31227 47596 58167 235 47313 53547 66365 105204 147019 56516 6954 5165 7640 37436 14875 13541 +internal_value=0 -0.0056481 0.0279838 -0.0117471 0.00105139 0.0396899 0.0187935 -0.0174541 -0.00139682 -0.000629355 -0.00246725 0.00666234 0.00741045 -0.00831486 -0.0223788 0.00236637 -0.0152321 0.0150866 0.0158994 0.0241548 -0.00671973 -0.00611225 0.0060608 -0.00815704 -0.0189807 -0.0274925 -0.00675989 -0.0170106 -0.0207016 0.00168869 +internal_weight=0 624490 137505 326894 297596 60475 77029.7 122767 207192 181255 112336 90403.5 84675.1 204127 38169.6 68918.7 84597.1 45541.4 42936.8 31488.3 116713 106400 70102.4 57609.2 22985.7 15183.9 25937.8 56121.5 19798.9 2604.64 +internal_count=2798112 1640905 1157207 690413 950492 649897 507310 264725 576536 506240 313710 373956 352218 425688 88870 192530 175855 264431 250655 242879 249876 228085 278462 122881 52478 36392 70296 117688 45524 13776 cat_boundaries=0 1 2 3 4 -cat_threshold=3 8 12 12 +cat_threshold=12 3 12 12 is_linear=0 shrinkage=0.1 @@ -747,20 +747,20 @@ shrinkage=0.1 Tree=35 num_leaves=31 num_cat=4 -split_feature=2 2 2 2 2 2 2 2 6 8 1 6 1 8 2 1 0 8 8 11 3 11 8 11 6 11 6 10 1 8 -split_gain=25508.7 5130.41 2908.43 1227.66 838.521 345.242 298.005 297.276 162.27 169.814 143.508 142.208 127.597 116.736 113.502 103.796 97.678 101.395 92.344 89.0303 86.4125 85.8145 84.2833 81.5434 80.2221 80.0535 79.9754 70.8655 132.794 82.4944 -threshold=0.033503563664411214 0.37203588658840309 0.0074444201721283005 0.76117503890561589 0.090728755024053406 0.0026645547886319731 0.93256498634805529 0.014909378352222188 0.52012882447665065 33.000000000000007 0.0017555833808180332 0.4393382352941177 0.0037721783567679738 51.000000000000007 0.1952477499841426 0.0081349838764051743 0.87763352759617652 77.000000000000014 49.000000000000007 0 0.11314882224786814 1 27.000000000000004 2 0.089572192513368995 3 0.089572192513368995 1.0000000180025095e-35 0.014259772880961174 31.000000000000004 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 1 2 1 2 2 2 2 -left_child=2 4 5 11 13 -1 10 18 9 14 22 12 21 20 -6 25 17 -9 -4 -8 -2 -3 -5 -22 -21 -11 -24 29 -29 -12 -right_child=1 3 7 6 8 -7 19 16 -10 15 27 -13 -14 -15 -16 -17 -18 -19 -20 24 23 -23 26 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.091399266064011858 0.0062254266309999303 0.011669095808388624 -0.044525698138737385 -0.0027555851319423057 0.00030391242303276088 -0.069844345995767873 0.063393522342852712 -0.02918857304961572 0.01825585308274455 0.0064989179614136985 0.0034581240719498726 0.026643985494560731 0.010818956669613829 -0.023444515530953662 0.0081090043079949988 -0.014094203632848017 -0.00073254234319295526 -0.047487264280770096 -0.063298336686076095 0.034938918417738461 -0.007771429138173018 0.021289376890312971 0.033712802882752461 -0.017749259432422029 0.060399240502938024 -0.0075020209565220645 0.045260543038024237 0.0020500582583436243 0.050391573951682922 0.029673533946843647 -leaf_weight=13131.646133642644 2759.4874871820211 12909.174204811454 11582.234505657107 542.53396032750607 36193.307502552867 17116.108635649085 3630.827721580863 18855.372203335166 6488.1200144663453 8132.4716434404254 1275.6557016819715 12320.905424699187 37737.079497978091 9118.3958614692092 38397.591842100024 8611.2574257403612 1036.7588519304991 3607.5157410502434 3386.4979777336121 3948.3973938822746 18588.344359442592 33798.217365294695 20929.589781135321 14721.945746548474 1802.5341867655516 8183.0587895810604 8406.199374049902 2628.2776823192835 724.9948483556509 20336.313603654504 -leaf_count=309758 19544 53776 175933 2277 216116 340276 17687 213051 35232 47400 5220 50998 158697 90744 187285 51921 10454 50716 55748 18112 139743 139763 89292 125112 8653 49768 36943 10581 2923 84389 -internal_value=0 0.0112989 -0.0560012 0.0237222 -0.00192943 -0.0792021 0.034441 -0.0377583 0.00293282 0.00193382 0.0316236 0.0166078 0.0151435 -0.0133357 0.00432179 -0.00521191 -0.0307422 -0.0321273 -0.0487728 0.0509104 -0.0107802 0.0186375 0.0362995 -0.0121889 0.0428445 -0.000523872 0.0370218 0.0260275 0.0125017 0.0281262 -internal_weight=0 312185 68716.1 160991 151194 30247.8 64225.3 38468.4 106006 99517.7 54843.6 96765.4 84444.5 45188.2 74590.9 24926.8 23499.6 22462.9 14968.7 9381.76 36069.8 46707.4 29878.3 33310.3 5750.93 16315.5 29335.8 24965.2 3353.27 21612 -internal_count=2798112 1642176 1155936 679311 962865 650034 276077 505902 587722 552490 231625 403234 352236 375143 403401 149089 274221 263767 231681 44452 284399 193539 128512 264855 26765 97168 126235 103113 13504 89609 +split_feature=2 2 2 2 2 2 2 2 3 0 11 0 8 2 11 8 1 0 8 8 3 0 11 11 0 2 6 8 6 1 +split_gain=12746.6 2551.7 1479.31 640.315 408.801 171.366 153.087 134.342 85.2796 99.7954 90.2669 74.7874 74.1973 69.3472 65.2837 55.0078 52.7378 49.5907 54.4649 46.9319 44.4379 52.5276 43.8319 43.3364 41.8895 41.1853 40.9684 40.2311 39.4497 37.7472 +threshold=0.03337455000000001 0.36546190000000006 0.007275300000000001 0.76666165000000008 0.091017050000000016 0.0023496500000000004 0.015134200000000002 0.90278685000000014 0.20551640000000002 0.035162500000000006 0 0.77306940000000013 71.000000000000014 0.5951531000000001 1 75.000000000000014 0.0030035500000000002 0.83898855000000017 77.000000000000014 57.000000000000007 0.11247565000000002 0.04590505000000001 2 3 0.018583000000000006 0.94500335000000013 0.49285714285714294 43.000000000000007 0.089572192513368995 0.0012255500000000004 +decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 +left_child=2 4 5 13 11 -1 19 16 26 10 -10 12 22 20 25 -11 27 18 -8 -4 -3 23 -2 -22 28 -9 -6 -5 -16 -19 +right_child=1 3 6 7 8 -7 17 14 9 15 -12 -13 -14 -15 24 -17 -18 29 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.046356583481231006 -0.0038155436695818524 0.01298735926985929 -0.022169132912670621 0.015191659866642768 0.0053571054551005155 -0.03543940500644182 -0.014357489701607879 0.025435935529422062 0.0053711086303450976 -0.00084069404449813772 -0.00029981130430316392 0.0043957323281700331 -0.013902956358173311 0.010444628065152353 0.017666950307911211 -0.0075978615105891214 0.011726889668993178 0.07426119033022921 -0.024126305692098355 -0.031660842978511551 0.011114346866603111 0.0036979140072451889 -0.0088498782931541297 0.005606030774687909 0.0083483439514502808 0.040584811250336895 0.018019520547824859 0.020951684128132832 0.027267461068215315 -0.0035968279264538931 +leaf_weight=23545.323814049363 38862.609106615186 10312.670408397913 24900.920648686588 38399.267426043749 23064.310808986425 36929.667799726129 36159.813659742475 13104.466222167015 54804.041416600347 53357.835290789604 57531.948693469167 5728.4757651984692 14572.71185401082 87414.472961068153 13540.573999047279 15560.867428004742 28475.579440444708 63.834291905164719 6776.9881732016802 6587.3786531612277 26649.539286077023 48791.023291617632 31239.744560033083 30959.620634138584 3186.8192576169968 2079.4358627200127 2873.4804540574551 17722.274783700705 6258.3431238234043 2540.8094722628593 +leaf_count=277399 147019 21791 189332 80252 62656 372498 203342 31227 147758 144934 165952 21738 73756 175812 30649 47596 58167 235 47313 53547 56516 105204 131443 66365 6954 5165 7640 37436 14875 13541 +internal_value=0 0.0056481 -0.0279838 0.0117471 -0.00105139 -0.0396899 -0.0187935 0.0174541 0.00139682 0.000629355 0.00246725 -0.00666234 -0.00741045 0.00831486 0.0223788 -0.00236637 0.0152321 -0.0150866 -0.0158994 -0.0241548 0.00671973 0.00611225 -0.0060608 0.00815704 0.0189807 0.0274925 0.00675989 0.0170106 0.0207016 -0.00168869 +internal_weight=0 624490 137505 326894 297596 60475 77029.7 122767 207192 181255 112336 90403.5 84675.1 204127 38169.6 68918.7 84597.1 45541.4 42936.8 31488.3 116713 106400 70102.4 57609.2 22985.7 15183.9 25937.8 56121.5 19798.9 2604.64 +internal_count=2798112 1640905 1157207 690413 950492 649897 507310 264725 576536 506240 313710 373956 352218 425688 88870 192530 175855 264431 250655 242879 249876 228085 278462 122881 52478 36392 70296 117688 45524 13776 cat_boundaries=0 1 2 3 4 -cat_threshold=12 8 3 3 +cat_threshold=3 12 3 3 is_linear=0 shrinkage=0.1 @@ -768,20 +768,20 @@ shrinkage=0.1 Tree=36 num_leaves=31 num_cat=2 -split_feature=2 2 2 2 2 2 2 2 2 2 3 0 11 0 8 8 11 8 8 8 10 7 8 6 1 8 0 0 1 0 -split_gain=21687.6 4503.7 2364.79 1053.46 869.103 283.634 272.363 245.314 167.36 127.215 124.049 137.092 152.658 103.659 110.758 96.2756 91.6168 91.5289 87.8254 86.852 86.1269 84.2076 82.0116 81.8955 79.9814 79.1859 86.8442 68.7548 67.8259 71.4118 -threshold=0.028609368592401558 0.45790202044150391 0.0063321145130125194 0.083629963592472559 0.8652681411475619 0.013065603962660034 0.0026645547886319731 0.24172148610802466 0.7082553064262852 0.9394277608023881 0.20028915867511857 0.015826981426821967 0 0.80793883849451453 77.000000000000014 77.000000000000014 1 31.000000000000004 51.000000000000007 65.000000000000014 1.0000000180025095e-35 0.044466403162055343 79.000000000000014 0.37689393939393945 0.0045016924269689644 33.000000000000007 0.010487762381145805 0.87763352759617652 0.00011978466767939237 0.0095167347946014755 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 6 13 8 18 -1 10 24 17 -5 12 -12 14 16 -7 -2 -6 27 -13 -11 -15 -10 25 -3 -9 -27 -4 -18 -30 -right_child=1 4 5 7 9 15 -8 23 22 20 11 19 -14 21 -16 -17 28 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 29 -31 -leaf_value=0.089838605418090967 0.018598351601767437 -0.018230650358194874 0.047258665050649386 -0.011039317922440202 -0.01087029596624349 0.028492226705496039 0.069105071459072812 -0.0092978808478038737 -0.020819525912016225 -0.052774141075985673 0.0089400231678021889 0.0038574019949562765 -0.0065783789251188957 -0.019984517565608699 0.026554614268760154 0.047032480679074028 0.030388336433389798 -0.035486231285243079 0.064513092166446934 0.016785396968662904 -0.01270601581601382 0.017996926749278126 -0.030664238919122119 -0.01813720796280377 -0.010841262620664524 -0.014141246454647698 0.0037437323007399204 0.0080216078845399049 0.0015402894232396283 0.014061822926340565 -leaf_weight=12078.05926810205 15742.946545876563 37304.181395977736 10439.095386303961 8482.2429823577404 1605.4521082639694 17514.372677929699 13326.489287883043 38969.240364074707 31625.404356509447 6220.6369781643152 8522.1611049249768 23379.479278557003 24660.336272358894 1563.5663218647242 7116.9507300555706 3333.9698492512107 1309.0840340107679 25544.475287050009 3160.0168623700738 6681.731599740684 587.09494031965733 931.47001223266125 11553.184601575136 7444.3545263260603 24117.881314828992 3603.4993567317724 11010.636015936732 466.55054142326117 10758.913913324475 7898.2899911031127 -leaf_count=309758 142085 152294 176864 50066 6891 213129 286111 179460 128509 30499 53950 137272 146352 11730 76745 50797 11183 114544 57043 45544 2436 7243 47277 34257 99532 17165 53307 7715 86797 61557 -internal_value=0 -0.00967498 0.0557503 0.000845152 -0.0231954 0.0388604 0.0789624 -0.00364886 -0.0186829 -0.0370955 0.000316319 0.00183934 -0.00259212 0.0140089 0.0151632 0.0314571 0.0128929 -0.0340306 0.0498336 0.00673092 -0.0493187 -0.00580493 -0.0234537 -0.00830914 -0.0153291 -0.00694373 -0.000666279 0.0455801 0.00838079 0.00684112 -internal_weight=0 316633 60318.6 178075 138558 34914 25404.5 132754 104601 33957.7 71726 63243.7 33182.5 45321.2 42826.2 20848.3 35709.2 27149.9 14065.7 30061.2 6807.73 2495.04 43178.6 61027.7 61422.1 53583.4 14614.1 10905.6 19966.3 18657.2 -internal_count=2798112 1696695 1101417 1114713 581982 505548 595869 717373 427612 154370 433184 383118 200302 397340 378367 263926 301622 121435 241622 182816 32935 18973 175786 284189 251826 249932 70472 184579 159537 148354 +split_feature=2 2 2 2 2 2 2 2 0 6 2 8 2 8 8 8 1 6 11 8 11 4 8 1 3 0 6 1 0 10 +split_gain=10858.2 2241.68 1206.74 562.662 386.15 141.649 128.644 111.179 71.0427 70.3913 69.4519 68.5651 55.1641 53.9657 51.487 45.4688 44.578 42.6717 41.1546 39.8446 39.0841 38.4856 37.5874 35.8955 36.5192 35.7129 35.3437 35.3238 36.7548 34.7525 +threshold=0.028366750000000007 0.34867030000000004 0.0064026500000000002 0.77723160000000002 0.091017050000000016 0.0023496500000000004 0.013235650000000003 0.91537550000000001 0.77306940000000013 0.37689393939393945 0.20251990000000003 71.000000000000014 0.57440000000000013 31.000000000000004 77.000000000000014 31.000000000000004 0.0018204500000000001 0.52012882447665065 0 55.000000000000007 1 0.050641025641025648 33.000000000000007 0.0058347500000000005 0.26770345000000001 0.00051085000000000008 0.19836065573770495 0.00011995000000000002 0.028393600000000001 1.0000000180025095e-35 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 +left_child=2 4 5 9 8 -1 19 13 11 12 17 18 -3 -5 25 -9 26 22 -2 -4 29 -10 -6 -12 -25 -8 -15 -20 -29 -17 +right_child=1 3 6 7 10 -7 14 15 21 -11 23 -13 -14 16 -16 20 -18 -19 27 -21 -22 -23 -24 24 -26 -27 -28 28 -30 -31 +leaf_value=0.045622516021480236 0.0086094432958150283 -0.005149117379608755 0.022394424990641582 -0.0043541555858902167 9.7134025538153754e-05 0.035019281098256715 0.021947072395324427 -0.0065221234529323022 -0.008316509440307979 -0.01189488469337582 -0.0047346002693481118 0.013253126659911683 -0.0085772438522208096 -0.015431035286874723 0.023794745948898195 -0.021153098207685919 -0.012413779311015132 -0.0075773499133450833 0.014990993268257022 0.031477357629491193 -0.027826809556126226 0.0086480666598753655 0.0046916117759694658 -0.0056337881711375527 0.0011475553397389383 0.012666480649520542 -0.021864135929543373 0.0014748432604588305 0.0083891586459973726 -0.0054789829342305786 +leaf_weight=21630.285526253283 34390.50524328649 101262.92406603694 22413.020715817809 5112.9319061040878 75465.355495721102 30175.287230543792 4844.1947897821665 1875.8222844898701 4712.3420450240374 30789.368577927351 54084.938367068768 15800.992879912257 87500.297407597303 33589.621182173491 6390.8850495517254 15106.267618626356 37931.180070012808 5894.5324940979481 2726.4097219854593 6156.2535230815411 9443.9454089403152 1867.0795471221209 23304.985746815801 11054.064537614584 28200.768266797066 28786.112362071872 11451.963327169418 30250.0273475945 10307.765524059534 1560.6975779831409 +leaf_count=277399 149837 218525 186775 10592 223113 329883 30725 4280 18122 63776 134420 83980 176144 71927 48086 35871 78784 17895 11590 54454 23712 7352 80958 27527 71040 174524 25197 119295 39141 3188 +internal_value=0 -0.00483346 0.0279267 -0.0104385 0.00147794 0.0394464 0.0192259 -0.0160697 0.00654137 -0.00746137 -0.00108069 0.00724831 -0.00673821 -0.0143252 0.0155669 -0.0215603 -0.0149396 0.000687941 0.00602678 0.0243517 -0.0226407 -0.00350238 0.00118121 -0.00306391 -0.000762054 0.0140033 -0.0170667 0.00397187 0.00323212 -0.0196736 +internal_weight=0 633685 120396 335625 298060 51805.6 68590.5 116072 100055 219553 198005 93475.7 188763 88085.7 40021.2 27986.7 82972.8 104665 77674.7 28569.3 26110.9 6579.42 98770.3 93339.8 39254.8 33630.3 45041.6 43284.2 40557.8 16667 +internal_count=2798112 1696266 1101846 711996 984270 607282 494564 253551 429317 458445 554953 403843 394669 186500 253335 67051 175908 321966 319863 241229 62771 25474 304071 232987 98567 205249 97124 170026 158436 39059 cat_boundaries=0 1 2 -cat_threshold=8 12 +cat_threshold=12 3 is_linear=0 shrinkage=0.1 @@ -789,20 +789,20 @@ shrinkage=0.1 Tree=37 num_leaves=31 num_cat=2 -split_feature=2 2 2 2 2 2 2 2 2 2 3 0 11 0 8 8 11 8 8 8 10 7 8 6 1 8 0 0 1 0 -split_gain=21687.6 4503.7 2364.79 1053.46 869.103 283.634 272.363 245.314 167.36 127.215 124.049 137.092 152.658 103.659 110.758 96.2756 91.6168 91.5289 87.8254 86.852 86.1269 84.2076 82.0116 81.8955 79.9814 79.1859 86.8442 68.7548 67.8259 71.4118 -threshold=0.028609368592401558 0.45790202044150391 0.0063321145130125194 0.083629963592472559 0.8652681411475619 0.013065603962660034 0.0026645547886319731 0.24172148610802466 0.7082553064262852 0.9394277608023881 0.20028915867511857 0.015826981426821967 0 0.80793883849451453 77.000000000000014 77.000000000000014 1 31.000000000000004 51.000000000000007 65.000000000000014 1.0000000180025095e-35 0.044466403162055343 79.000000000000014 0.37689393939393945 0.0045016924269689644 33.000000000000007 0.010487762381145805 0.87763352759617652 0.00011978466767939237 0.0095167347946014755 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 3 6 13 8 18 -1 10 24 17 -5 12 -12 14 16 -7 28 -6 27 -13 -11 -15 -10 25 -3 -9 -27 -4 -2 -30 -right_child=1 4 5 7 9 15 -8 23 22 20 11 19 -14 21 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 29 -31 -leaf_value=-0.089838605418090967 -0.030388336433389798 0.018230650358194874 -0.047258665050649386 0.011039317922440202 0.01087029596624349 -0.028492226705496039 -0.069105071459072812 0.0092978808478038737 0.020819525912016225 0.052774141075985673 -0.0089400231678021889 -0.0038574019949562765 0.0065783789251188957 0.019984517565608699 -0.026554614268760154 -0.047032480679074028 -0.018598351601767437 0.035486231285243079 -0.064513092166446934 -0.016785396968662904 0.01270601581601382 -0.017996926749278126 0.030664238919122119 0.01813720796280377 0.010841262620664524 0.014141246454647698 -0.0037437323007399204 -0.0080216078845399049 -0.0015402894232396283 -0.014061822926340565 -leaf_weight=12078.05926810205 1309.0840340107679 37304.181395977736 10439.095386303961 8482.2429823577404 1605.4521082639694 17514.372677929699 13326.489287883043 38969.240364074707 31625.404356509447 6220.6369781643152 8522.1611049249768 23379.479278557003 24660.336272358894 1563.5663218647242 7116.9507300555706 3333.9698492512107 15742.946545876563 25544.475287050009 3160.0168623700738 6681.731599740684 587.09494031965733 931.47001223266125 11553.184601575136 7444.3545263260603 24117.881314828992 3603.4993567317724 11010.636015936732 466.55054142326117 10758.913913324475 7898.2899911031127 -leaf_count=309758 11183 152294 176864 50066 6891 213129 286111 179460 128509 30499 53950 137272 146352 11730 76745 50797 142085 114544 57043 45544 2436 7243 47277 34257 99532 17165 53307 7715 86797 61557 -internal_value=0 0.00967498 -0.0557503 -0.000845152 0.0231954 -0.0388604 -0.0789624 0.00364886 0.0186829 0.0370955 -0.000316319 -0.00183934 0.00259212 -0.0140089 -0.0151632 -0.0314571 -0.0128929 0.0340306 -0.0498336 -0.00673092 0.0493187 0.00580493 0.0234537 0.00830914 0.0153291 0.00694373 0.000666279 -0.0455801 -0.00838079 -0.00684112 -internal_weight=0 316633 60318.6 178075 138558 34914 25404.5 132754 104601 33957.7 71726 63243.7 33182.5 45321.2 42826.2 20848.3 35709.2 27149.9 14065.7 30061.2 6807.73 2495.04 43178.6 61027.7 61422.1 53583.4 14614.1 10905.6 19966.3 18657.2 -internal_count=2798112 1696695 1101417 1114713 581982 505548 595869 717373 427612 154370 433184 383118 200302 397340 378367 263926 301622 121435 241622 182816 32935 18973 175786 284189 251826 249932 70472 184579 159537 148354 +split_feature=2 2 2 2 2 2 2 2 0 6 2 8 2 8 8 8 1 6 11 8 11 4 8 1 3 0 6 1 0 10 +split_gain=10858.2 2241.68 1206.74 562.662 386.15 141.649 128.644 111.179 71.0427 70.3913 69.4519 68.5651 55.1641 53.9657 51.487 45.4688 44.578 42.6717 41.1546 39.8446 39.0841 38.4856 37.5874 35.8955 36.5192 35.7129 35.3437 35.3238 36.7548 34.7525 +threshold=0.028366750000000007 0.34867030000000004 0.0064026500000000002 0.77723160000000002 0.091017050000000016 0.0023496500000000004 0.013235650000000003 0.91537550000000001 0.77306940000000013 0.37689393939393945 0.20251990000000003 71.000000000000014 0.57440000000000013 31.000000000000004 77.000000000000014 31.000000000000004 0.0018204500000000001 0.52012882447665065 0 55.000000000000007 1 0.050641025641025648 33.000000000000007 0.0058347500000000005 0.26770345000000001 0.00051085000000000008 0.19836065573770495 0.00011995000000000002 0.028393600000000001 1.0000000180025095e-35 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 +left_child=2 4 5 9 8 -1 19 13 11 12 17 18 -3 -5 25 -9 26 22 27 -4 -17 -10 -6 -12 -25 -8 -15 -2 -29 -22 +right_child=1 3 6 7 10 -7 14 15 21 -11 23 -13 -14 16 -16 20 -18 -19 -20 -21 29 -23 -24 24 -26 -27 -28 28 -30 -31 +leaf_value=-0.045622516021480236 -0.014990993268257022 0.005149117379608755 -0.022394424990641582 0.0043541555858902167 -9.7134025538153754e-05 -0.035019281098256715 -0.021947072395324427 0.0065221234529323022 0.008316509440307979 0.01189488469337582 0.0047346002693481118 -0.013253126659911683 0.0085772438522208096 0.015431035286874723 -0.023794745948898195 0.027826809556126226 0.012413779311015132 0.0075773499133450833 -0.0086094432958150283 -0.031477357629491193 0.021153098207685919 -0.0086480666598753655 -0.0046916117759694658 0.0056337881711375527 -0.0011475553397389383 -0.012666480649520542 0.021864135929543373 -0.0014748432604588305 -0.0083891586459973726 0.0054789829342305786 +leaf_weight=21630.285526253283 2726.4097219854593 101262.92406603694 22413.020715817809 5112.9319061040878 75465.355495721102 30175.287230543792 4844.1947897821665 1875.8222844898701 4712.3420450240374 30789.368577927351 54084.938367068768 15800.992879912257 87500.297407597303 33589.621182173491 6390.8850495517254 9443.9454089403152 37931.180070012808 5894.5324940979481 34390.50524328649 6156.2535230815411 15106.267618626356 1867.0795471221209 23304.985746815801 11054.064537614584 28200.768266797066 28786.112362071872 11451.963327169418 30250.0273475945 10307.765524059534 1560.6975779831409 +leaf_count=277399 11590 218525 186775 10592 223113 329883 30725 4280 18122 63776 134420 83980 176144 71927 48086 23712 78784 17895 149837 54454 35871 7352 80958 27527 71040 174524 25197 119295 39141 3188 +internal_value=0 0.00483346 -0.0279267 0.0104385 -0.00147794 -0.0394464 -0.0192259 0.0160697 -0.00654137 0.00746137 0.00108069 -0.00724831 0.00673821 0.0143252 -0.0155669 0.0215603 0.0149396 -0.000687941 -0.00602678 -0.0243517 0.0226407 0.00350238 -0.00118121 0.00306391 0.000762054 -0.0140033 0.0170667 -0.00397187 -0.00323212 0.0196736 +internal_weight=0 633685 120396 335625 298060 51805.6 68590.5 116072 100055 219553 198005 93475.7 188763 88085.7 40021.2 27986.7 82972.8 104665 77674.7 28569.3 26110.9 6579.42 98770.3 93339.8 39254.8 33630.3 45041.6 43284.2 40557.8 16667 +internal_count=2798112 1696266 1101846 711996 984270 607282 494564 253551 429317 458445 554953 403843 394669 186500 253335 67051 175908 321966 319863 241229 62771 25474 304071 232987 98567 205249 97124 170026 158436 39059 cat_boundaries=0 1 2 -cat_threshold=8 3 +cat_threshold=3 12 is_linear=0 shrinkage=0.1 @@ -810,20 +810,20 @@ shrinkage=0.1 Tree=38 num_leaves=31 num_cat=3 -split_feature=2 2 2 2 2 2 2 2 2 6 0 8 1 8 8 8 11 2 10 9 11 3 0 8 11 6 8 0 6 0 -split_gain=18471.3 3954.54 1918.76 1041.01 707.654 243.78 220.845 211.672 167.011 140.303 114.554 109.352 100.796 99.4863 94.801 88.9348 88.4793 80.6576 80.6072 80.5721 80.3354 78.6184 102.124 85.4677 83.6585 78.3412 67.2172 66.4167 66.3816 65.6838 -threshold=0.024394326733231515 0.30571797894669478 0.0055604774219753213 0.78189785312975335 0.068754521337451482 0.010734667259662609 0.00240156869036659 0.91998576051369307 0.57620524234101345 0.37689393939393945 0.84353360489344598 77.000000000000014 0.012180906289467974 77.000000000000014 53.000000000000007 79.000000000000014 0 0.15332521631741453 1.0000000180025095e-35 1.0000000180025095e-35 1 0.10296358919965544 0.022885232927099368 35.000000000000007 2 0.15450928381962867 51.000000000000007 0.70057511711231324 0.4393382352941177 0.30040434033143504 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 1 2 2 2 2 2 -left_child=2 4 6 8 10 26 -1 15 21 11 13 17 -13 20 19 25 18 -6 -9 -7 -2 -3 24 -24 -23 -5 -4 -21 -10 -25 -right_child=1 3 5 7 9 14 -8 16 28 -11 -12 12 -14 -15 -16 -17 -18 -19 -20 27 -22 22 23 29 -26 -27 -28 -29 -30 -31 -leaf_value=0.089482711770294557 0.020291314869874861 -0.021605525867958546 0.047134141266379714 -0.020411909933501157 0.0028734531162633897 0.03065488998172752 0.069185543249601258 -0.036445584332195594 -0.015768897983977063 -0.010900058889058902 -0.0089371696749078865 0.0034830357108449027 0.02043271698776623 0.028446986827359896 0.046990061841806069 -0.033754174031363486 -0.049526837742082115 -0.0037401577325744486 -0.0031569020414505865 0.0016777305874470976 0.010078683183465149 -0.0041276494612796583 -0.0087190743564091507 0.0058588638908498181 -0.016568328309192439 -0.031509472881050347 0.065373951571978936 -0.11551312412646189 -0.02616603523151409 -0.010740634443742309 -leaf_weight=9933.4714945591986 13641.523858480155 5136.4998111873865 8896.4726324118674 24670.120536744595 35342.157103218138 15349.463861778378 11644.800747741014 7110.815446048975 44486.442104309797 10904.587067887187 1816.7469290196896 12507.870269730687 4876.3355621248484 6113.6138881966472 3858.8810566477478 10703.106486022472 5808.0383787453175 38559.105368301272 810.30380475521088 343.13165437430143 17879.149068452418 7359.190423861146 24251.150941312313 9094.2392776310444 20598.391218930483 8571.2057235091925 2614.0726788155735 56.294405288994312 7124.1153230965137 3230.5992643386126 -leaf_count=277035 133328 22149 168391 103917 229891 205475 275123 34486 179066 63617 14608 83707 33368 72416 63314 46134 29049 200023 3348 4624 154516 32364 106001 40455 88657 37186 52093 626 28661 14484 -internal_value=0 -0.00827128 0.0556143 -0.0181521 0.00421249 0.0397244 0.0785293 -0.0292123 -0.0128926 -0.000179289 0.0155885 0.00110137 0.00823749 0.0167725 0.032943 -0.0258261 -0.0400509 -0.000577299 -0.0329986 0.0295011 0.0145081 -0.00969864 -0.00875092 -0.00527298 -0.013301 -0.0232734 0.0512764 -0.0148389 -0.0172041 0.00150779 -internal_weight=0 320595 52696.6 178954 141641 31118.3 21578.3 57673.6 121281 102190 39451 91285.5 17384.2 37634.3 19607.8 43944.4 13729.2 73901.3 7921.12 15748.9 31520.7 69670.1 64533.6 36576 27957.6 33241.3 11510.5 399.426 51610.6 12324.8 -internal_count=2798112 1751431 1046681 765957 985474 494523 552158 254120 511837 610606 374868 546989 117075 360260 274039 187237 66883 429914 37834 210725 287844 304110 281961 160940 121021 141103 220484 5250 207727 54939 +split_feature=2 2 2 2 2 2 2 2 6 1 0 8 8 11 11 0 3 6 8 8 3 10 1 8 10 6 0 8 2 11 +split_gain=9241.51 1938.64 1029.21 526.69 328.324 124.52 113.198 104.898 69.8481 67.1183 60.5899 65.7535 56.9116 54.968 54.6735 50.4136 49.6153 47.6866 46.901 46.7576 46.3091 45.5776 42.0968 38.1161 45.8628 37.9708 37.6963 36.74 35.8281 34.5258 +threshold=0.024907550000000004 0.30852235000000006 0.0054186500000000014 0.75650105000000012 0.077201650000000011 0.011271000000000002 0.88286385000000012 0.0023496500000000004 0.37689393939393945 0.0042830000000000012 0.80545445000000016 77.000000000000014 31.000000000000004 0 1 0.016076550000000005 0.21155695000000005 0.38548951048951058 53.000000000000007 33.000000000000007 0.15383465000000002 1.0000000180025095e-35 0.0010912500000000002 57.000000000000007 1.0000000180025095e-35 0.33712121212121215 0.00051085000000000008 49.000000000000007 0.56348845000000014 2 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 +left_child=2 4 7 9 10 27 25 -1 14 13 11 29 -8 20 19 -16 -11 22 26 -6 -3 -15 -14 -18 28 -5 -7 -4 -25 -2 +right_child=1 3 5 6 8 18 12 -9 -10 16 -12 -13 17 21 15 -17 23 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 +leaf_value=0.04486759479855415 0.0090013220202429939 -0.012111282595881925 0.022811250874478051 -0.010752557916991095 0.00082979317250061004 0.021819233815140882 -0.0050487099593931927 0.034955088224969802 -0.0057779611809215849 -0.0072275712756424484 -0.0034437682066264354 0.014136255922807024 -0.020340680962653207 -0.010594548879528685 -0.0041749296554191269 0.00075775729348705005 -0.0039873307730259903 -0.024881089632059667 0.023003086768914327 0.006256447159378023 -0.0048746406092888602 0.0027484395309169108 -0.013729089209870045 0.0036516009984079514 0.023904914494531439 -0.016837595656814239 0.012567124522411903 0.031711620405749485 -0.0070987773943133317 0.0045309535814114319 +leaf_weight=19884.688358910382 30704.660980045795 10279.997393161058 19940.975342735648 61678.464594274759 67597.777178198099 5329.6668969392776 3249.5406818985939 23052.384298056364 20709.339624539018 36276.396332681179 5178.1040458530188 13353.654288694263 19793.4315289855 56354.59165123105 37675.275291383266 46038.53484377265 47848.713598787785 9975.5146391987801 7485.762078858912 20752.087037503719 63253.514237225056 2681.8630207777023 18755.488652020693 10197.829045534134 878.67541545629501 12299.664873927832 25346.58407266438 6043.5463173761964 4454.147307485342 39698.390057146549 +leaf_count=277399 143326 21062 184773 127651 197812 36949 7256 274526 59285 75853 21016 77342 47356 117708 106735 132015 102625 24618 60121 69464 134068 5642 42414 23092 1952 25929 165326 58714 8992 167091 +internal_value=0 -0.00417815 0.0275628 -0.00906171 0.0020276 0.0195419 -0.0142742 0.0395457 -0.000291207 -0.00623909 0.00705379 0.00770279 -0.0178606 -0.00771308 0.000369171 -0.00146202 -0.00427828 -0.0187186 0.0159064 0.0021042 -0.00588552 -0.00998672 -0.0171239 -0.00259019 0.00171429 -0.0117643 0.0141746 0.0248813 0.000383525 0.00648252 +internal_weight=0 639686 107084 357978 281708 64146.5 125752 42937.1 192773 232226 88934.8 83756.7 51774 132570 172064 83713.8 99655.8 48524.4 38162 88349.9 73533.5 59036.5 38548.9 63379.4 15530.7 73978.1 30676.3 25984.5 14652 70403.1 +internal_count=2798112 1740304 1057808 766218 974086 505883 275224 551925 565311 490994 408775 387759 121644 278480 506026 238750 212514 114388 262396 267276 155130 123350 89770 136661 34036 153580 202275 243487 32084 310417 cat_boundaries=0 1 2 3 -cat_threshold=3 12 8 +cat_threshold=12 12 12 is_linear=0 shrinkage=0.1 @@ -831,62 +831,62 @@ shrinkage=0.1 Tree=39 num_leaves=31 num_cat=3 -split_feature=2 2 2 2 2 2 2 2 2 6 0 8 1 8 8 8 11 2 10 9 11 3 0 8 11 6 8 0 6 0 -split_gain=18471.3 3954.54 1918.76 1041.01 707.654 243.78 220.845 211.672 167.011 140.303 114.554 109.352 100.796 99.4863 94.801 88.9348 88.4793 80.6576 80.6072 80.5721 80.3354 78.6184 102.124 85.4677 83.6585 78.3412 67.2172 66.4167 66.3816 65.6838 -threshold=0.024394326733231515 0.30571797894669478 0.0055604774219753213 0.78189785312975335 0.068754521337451482 0.010734667259662609 0.00240156869036659 0.91998576051369307 0.57620524234101345 0.37689393939393945 0.84353360489344598 77.000000000000014 0.012180906289467974 77.000000000000014 53.000000000000007 79.000000000000014 0 0.15332521631741453 1.0000000180025095e-35 1.0000000180025095e-35 1 0.10296358919965544 0.022885232927099368 35.000000000000007 2 0.15450928381962867 51.000000000000007 0.70057511711231324 0.4393382352941177 0.30040434033143504 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 1 2 2 2 2 2 -left_child=2 4 6 8 10 26 -1 15 21 11 13 17 -13 20 19 25 -9 -6 -18 -7 -2 -3 24 -24 -23 -5 -4 -21 -10 -25 -right_child=1 3 5 7 9 14 -8 16 28 -11 -12 12 -14 -15 -16 -17 18 -19 -20 27 -22 22 23 29 -26 -27 -28 -29 -30 -31 -leaf_value=-0.089482711770294557 -0.010078683183465149 0.021605525867958546 -0.047134141266379714 0.020411909933501157 -0.0028734531162633897 -0.03065488998172752 -0.069185543249601258 0.049526837742082115 0.015768897983977063 0.010900058889058902 0.0089371696749078865 -0.0034830357108449027 -0.02043271698776623 -0.028446986827359896 -0.046990061841806069 0.033754174031363486 0.036445584332195594 0.0037401577325744486 0.0031569020414505865 -0.0016777305874470976 -0.020291314869874861 0.0041276494612796583 0.0087190743564091507 -0.0058588638908498181 0.016568328309192439 0.031509472881050347 -0.065373951571978936 0.11551312412646189 0.02616603523151409 0.010740634443742309 -leaf_weight=9933.4714945591986 17879.149068452418 5136.4998111873865 8896.4726324118674 24670.120536744595 35342.157103218138 15349.463861778378 11644.800747741014 5808.0383787453175 44486.442104309797 10904.587067887187 1816.7469290196896 12507.870269730687 4876.3355621248484 6113.6138881966472 3858.8810566477478 10703.106486022472 7110.815446048975 38559.105368301272 810.30380475521088 343.13165437430143 13641.523858480155 7359.190423861146 24251.150941312313 9094.2392776310444 20598.391218930483 8571.2057235091925 2614.0726788155735 56.294405288994312 7124.1153230965137 3230.5992643386126 -leaf_count=277035 154516 22149 168391 103917 229891 205475 275123 29049 179066 63617 14608 83707 33368 72416 63314 46134 34486 200023 3348 4624 133328 32364 106001 40455 88657 37186 52093 626 28661 14484 -internal_value=0 0.00827128 -0.0556143 0.0181521 -0.00421249 -0.0397244 -0.0785293 0.0292123 0.0128926 0.000179289 -0.0155885 -0.00110137 -0.00823749 -0.0167725 -0.032943 0.0258261 0.0400509 0.000577299 0.0329986 -0.0295011 -0.0145081 0.00969864 0.00875092 0.00527298 0.013301 0.0232734 -0.0512764 0.0148389 0.0172041 -0.00150779 -internal_weight=0 320595 52696.6 178954 141641 31118.3 21578.3 57673.6 121281 102190 39451 91285.5 17384.2 37634.3 19607.8 43944.4 13729.2 73901.3 7921.12 15748.9 31520.7 69670.1 64533.6 36576 27957.6 33241.3 11510.5 399.426 51610.6 12324.8 -internal_count=2798112 1751431 1046681 765957 985474 494523 552158 254120 511837 610606 374868 546989 117075 360260 274039 187237 66883 429914 37834 210725 287844 304110 281961 160940 121021 141103 220484 5250 207727 54939 +split_feature=2 2 2 2 2 2 2 2 6 1 0 8 8 11 11 0 3 6 8 8 3 10 1 8 10 6 0 8 2 11 +split_gain=9241.51 1938.64 1029.21 526.69 328.324 124.52 113.198 104.898 69.8481 67.1183 60.5899 65.7535 56.9116 54.968 54.6735 50.4136 49.6153 47.6866 46.901 46.7576 46.3091 45.5776 42.0968 38.1161 45.8628 37.9708 37.6963 36.74 35.8281 34.5258 +threshold=0.024907550000000004 0.30852235000000006 0.0054186500000000014 0.75650105000000012 0.077201650000000011 0.011271000000000002 0.88286385000000012 0.0023496500000000004 0.37689393939393945 0.0042830000000000012 0.80545445000000016 77.000000000000014 31.000000000000004 0 1 0.016076550000000005 0.21155695000000005 0.38548951048951058 53.000000000000007 33.000000000000007 0.15383465000000002 1.0000000180025095e-35 0.0010912500000000002 57.000000000000007 1.0000000180025095e-35 0.33712121212121215 0.00051085000000000008 49.000000000000007 0.56348845000000014 2 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 +left_child=2 4 7 9 10 27 25 -1 14 13 11 29 -8 21 15 -6 -11 22 26 -16 -15 -3 -14 -18 28 -5 -7 -4 -25 -2 +right_child=1 3 5 6 8 18 12 -9 -10 16 -12 -13 17 20 19 -17 23 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 +leaf_value=-0.04486759479855415 -0.0045309535814114319 0.010594548879528685 -0.022811250874478051 0.010752557916991095 0.0041749296554191269 -0.021819233815140882 0.0050487099593931927 -0.034955088224969802 0.0057779611809215849 0.0072275712756424484 0.0034437682066264354 -0.014136255922807024 0.020340680962653207 0.012111282595881925 -0.00082979317250061004 -0.00075775729348705005 0.0039873307730259903 0.024881089632059667 -0.023003086768914327 -0.006256447159378023 0.0048746406092888602 -0.0027484395309169108 0.013729089209870045 -0.0036516009984079514 -0.023904914494531439 0.016837595656814239 -0.012567124522411903 -0.031711620405749485 0.0070987773943133317 -0.0090013220202429939 +leaf_weight=19884.688358910382 39698.390057146549 56354.59165123105 19940.975342735648 61678.464594274759 37675.275291383266 5329.6668969392776 3249.5406818985939 23052.384298056364 20709.339624539018 36276.396332681179 5178.1040458530188 13353.654288694263 19793.4315289855 10279.997393161058 67597.777178198099 46038.53484377265 47848.713598787785 9975.5146391987801 7485.762078858912 20752.087037503719 63253.514237225056 2681.8630207777023 18755.488652020693 10197.829045534134 878.67541545629501 12299.664873927832 25346.58407266438 6043.5463173761964 4454.147307485342 30704.660980045795 +leaf_count=277399 167091 117708 184773 127651 106735 36949 7256 274526 59285 75853 21016 77342 47356 21062 197812 132015 102625 24618 60121 69464 134068 5642 42414 23092 1952 25929 165326 58714 8992 143326 +internal_value=0 0.00417815 -0.0275628 0.00906171 -0.0020276 -0.0195419 0.0142742 -0.0395457 0.000291207 0.00623909 -0.00705379 -0.00770279 0.0178606 0.00771308 -0.000369171 0.00146202 0.00427828 0.0187186 -0.0159064 -0.0021042 0.00588552 0.00998672 0.0171239 0.00259019 -0.00171429 0.0117643 -0.0141746 -0.0248813 -0.000383525 -0.00648252 +internal_weight=0 639686 107084 357978 281708 64146.5 125752 42937.1 192773 232226 88934.8 83756.7 51774 132570 172064 83713.8 99655.8 48524.4 38162 88349.9 73533.5 59036.5 38548.9 63379.4 15530.7 73978.1 30676.3 25984.5 14652 70403.1 +internal_count=2798112 1740304 1057808 766218 974086 505883 275224 551925 565311 490994 408775 387759 121644 278480 506026 238750 212514 114388 262396 267276 155130 123350 89770 136661 34036 153580 202275 243487 32084 310417 cat_boundaries=0 1 2 3 -cat_threshold=12 3 8 +cat_threshold=3 3 3 is_linear=0 shrinkage=0.1 Tree=40 num_leaves=31 -num_cat=4 -split_feature=2 2 2 2 2 2 2 2 3 11 0 6 8 1 2 8 10 8 8 8 3 11 7 11 6 3 0 11 8 0 -split_gain=15727.7 3218.72 1849.71 825.285 644.366 239.246 216.83 212.951 138.181 128.879 140.31 116.695 105.253 101.199 95.0548 94.6124 92.1229 81.1045 77.8777 74.1622 70.2851 71.5374 70.0677 76.8201 68.5508 67.453 109.053 73.2302 67.789 64.0514 -threshold=0.024394326733231515 0.33758180201702453 0.0053830108909253193 0.8652681411475619 0.079199065901347399 0.011464653680177636 0.61015259622259788 0.00240156869036659 0.1063209095377101 0 0.030355569980629403 0.39791666666666675 31.000000000000004 0.0010971194717161806 0.049768621485165691 75.000000000000014 1.0000000180025095e-35 83.000000000000014 67.000000000000014 51.000000000000007 0.077848331352565844 1 0.53950103950103967 2 0.33712121212121215 0.13505479307516849 0.045014879714223251 3 35.000000000000007 0.013254821307850473 -decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 1 2 2 -left_child=2 4 7 6 14 19 25 -1 -6 15 -11 13 -8 -5 20 -10 24 -18 -7 -4 -2 -22 23 29 -14 -3 27 -27 -28 -15 -right_child=1 3 5 11 8 18 12 -9 9 10 -12 -13 16 22 -16 -17 17 -19 -20 -21 21 -23 -24 -25 -26 26 28 -29 -30 -31 -leaf_value=0.087905115125618827 -0.0036580277203624766 -0.017851596357548866 0.043750839058034896 -0.034272683367030973 -0.01586843699005222 0.026917952917563465 -0.0014000586658213961 0.067007384548539453 0.0011220933562512653 -0.0086673681502608298 0.0023674896572838354 -0.043176543515057154 -0.018077286668450362 -0.019511588144898187 0.0081829559492779345 0.012078806612730919 -0.007885702695266129 0.065019874256314156 0.044594390332302454 0.062050413156924639 0.025083417836966583 0.013774673090072602 -0.032659325674537894 -0.029341543493682062 -0.027278985862895701 -0.0042607958894086868 -0.0072694359660066855 -0.014779882819707147 0.0034065042291505365 0.0015957190515030893 -leaf_weight=9141.3974361866713 1505.4627027437091 8526.7263450622559 9906.3682653382421 13455.762924417853 6029.4744449928403 14789.647274907678 3826.9977391064167 10450.94942093268 41196.277056403458 27427.945473663509 19870.59715835005 6423.9586042314768 48742.691147983074 3224.5535571873188 21629.405558526516 9745.4888030514121 4996.552108258009 157.39572145044804 2997.6068534106016 2852.2711328081787 9884.1119087338448 13151.164606243372 4186.1492694318295 3240.7586285024881 9708.7231436222792 8985.1893828362226 16595.260776609182 25412.927464559674 9269.9979899823666 2594.411963135004 -leaf_count=277035 13636 36049 193399 63863 33367 200845 15455 264251 237130 152390 112307 31551 198197 14420 178390 63565 20098 634 51345 59806 107853 130372 18876 14434 39747 38655 71339 107475 40402 11226 -internal_value=0 -0.00746347 0.052775 -0.0169194 0.00318088 0.0373923 -0.0134769 0.0767578 -0.0011741 -0.000272238 -0.00403066 -0.0310758 -0.0175065 -0.0281646 0.0130161 0.00321755 -0.0184756 -0.00565925 0.0298969 0.0478418 0.0172758 0.018644 -0.0219597 -0.0170158 -0.0196057 -0.00952681 -0.00834893 -0.0120377 -0.00344322 -0.0100835 -internal_weight=0 319788 50138.2 169348 150440 30545.9 136222 19592.3 104270 98240.3 47298.5 33125.6 67432.4 26701.6 46170.1 50941.8 63605.4 5153.95 17787.3 12758.6 24540.7 23035.3 13245.9 9059.72 58451.4 68790.1 60263.4 34398.1 25865.3 5818.97 -internal_count=2798112 1751431 1046681 722421 1029010 505395 568051 541286 598759 565392 264697 154370 274131 122819 430251 300695 258676 20732 252190 253205 251861 238225 58956 40080 237944 293920 257871 146130 111741 25646 -cat_boundaries=0 1 2 3 4 -cat_threshold=12 12 3 8 +num_cat=3 +split_feature=2 2 2 2 2 2 1 2 3 1 3 3 0 11 6 10 1 9 8 0 8 11 10 11 1 8 3 8 2 8 +split_gain=7870.45 1662.3 896.432 523.132 234.26 108.152 105.296 94.248 79.0974 72.2501 61.2896 59.9018 53.0576 61.5811 51.0444 46.1493 92.8808 48.2677 46.0711 45.3789 43.7406 38.6578 46.8975 38.1299 37.2538 36.2359 36.1445 35.8633 37.5988 35.2585 +threshold=0.022584200000000002 0.23777355000000003 0.0054186500000000014 0.74631990000000015 0.06287245000000001 0.0022661000000000005 0.0018204500000000001 0.010912100000000003 0.097257400000000008 0.006878050000000001 0.16733075000000003 0.18273975000000003 0.027256650000000004 0 0.37689393939393945 1.0000000180025095e-35 0.014377850000000003 1.0000000180025095e-35 33.000000000000007 0.9014118000000001 73.000000000000014 1 1.0000000180025095e-35 2 0.00022045000000000002 65.000000000000014 0.35491610000000001 27.000000000000004 0.94500335000000013 53.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 +left_child=2 4 5 9 18 -1 8 -4 27 14 -6 -11 13 -12 21 -8 17 -17 23 29 -13 26 -23 -2 -25 -14 -3 -5 -29 -9 +right_child=1 3 7 6 10 -7 15 19 -10 11 12 20 25 -15 -16 16 -18 -19 -20 -21 -22 22 -24 24 -26 -27 -28 28 -30 -31 +leaf_value=0.044315144751071803 0.0093074209666300211 -0.0065820920966384398 0.023710304059516383 0.0033992866694774384 -0.0048829683570955013 0.0338275528694819 -0.01072078481266779 0.014521930286474992 -0.012341359714904722 -0.0069872029957460989 0.0026603087781543592 -0.002577022803063871 0.0025834463634231432 -0.0024555514028143811 -0.010433674404167434 0.012567326538799013 -0.024337214561958538 -0.0050625036874728645 0.012401121868069912 -0.0039703239492060441 0.0036482840414618308 -0.0080194176502916166 0.0024944918876471408 0.010768090729684068 0.0023815298237740284 0.0087117200521512617 -0.0024525278685655297 -0.017807823779778305 -0.026566607854068742 0.022925255190925871 +leaf_weight=17538.310465984046 24455.205297216773 36272.467203259468 23589.064418837428 701.56468829512596 16715.161760285497 22381.092062197626 49287.930786013603 25823.426920749247 40007.510384947062 24693.479827582836 45929.073710769415 51524.519895255566 44759.719708532095 48224.270865380764 25044.842412680387 2856.5477343797684 1553.1785141527653 3403.0032242834568 15928.348294243217 1162.0104040876031 14452.448091357946 64972.730224072933 4538.8682354092598 6646.4675253629684 26080.878701493144 12299.983738899231 50989.888665229082 26043.213025838137 6037.1310228705406 6189.8071699142456 +leaf_count=265929 121571 74927 232798 1623 50820 285996 104599 179342 85043 52757 153360 114244 136456 147049 53196 5796 3146 6901 94871 8103 33287 138873 9859 31491 114662 45143 115121 63117 15412 52620 +internal_value=0 -0.00364712 0.0269529 -0.00758111 0.0029201 0.0384352 -0.0128036 0.018878 -0.0153253 -0.00509167 0.000863102 -0.00278582 0.00149828 4.00452e-05 -0.00624157 -0.00958892 -0.00244839 0.00298287 0.00764482 0.0154421 -0.00121335 -0.00557187 -0.00733184 0.00631994 0.00408348 0.00390448 -0.00416859 -0.018967 -0.0194561 0.0161467 +internal_weight=0 643418 96683.7 402379 241039 39919.4 129890 56764.3 72789.4 272489 167928 90670.4 151213 94153.3 181819 57100.7 7812.73 6259.55 73110.9 33175.2 65977 156774 69511.6 57182.6 32727.3 57059.7 87262.4 32781.9 32080.3 32013.2 +internal_count=2798112 1773324 1024788 877901 895423 551925 285637 472863 165195 592264 532828 200288 482008 300409 391976 120442 15843 12697 362595 240065 147531 338780 148732 267724 146153 181599 190048 80152 78529 231962 +cat_boundaries=0 1 2 3 +cat_threshold=12 12 12 is_linear=0 shrinkage=0.1 Tree=41 num_leaves=31 -num_cat=4 -split_feature=2 2 2 2 2 2 2 2 3 11 0 6 8 1 2 8 10 8 8 8 3 11 7 11 6 3 0 11 8 0 -split_gain=15727.7 3218.72 1849.71 825.285 644.366 239.246 216.83 212.951 138.181 128.879 140.31 116.695 105.253 101.199 95.0548 94.6124 92.1229 81.1045 77.8777 74.1622 70.2851 71.5374 70.0677 76.8201 68.5508 67.453 109.053 73.2302 67.789 64.0514 -threshold=0.024394326733231515 0.33758180201702453 0.0053830108909253193 0.8652681411475619 0.079199065901347399 0.011464653680177636 0.61015259622259788 0.00240156869036659 0.1063209095377101 0 0.030355569980629403 0.39791666666666675 31.000000000000004 0.0010971194717161806 0.049768621485165691 75.000000000000014 1.0000000180025095e-35 83.000000000000014 67.000000000000014 51.000000000000007 0.077848331352565844 1 0.53950103950103967 2 0.33712121212121215 0.13505479307516849 0.045014879714223251 3 35.000000000000007 0.013254821307850473 -decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 1 2 2 -left_child=2 4 7 6 14 19 25 -1 -6 10 -10 13 -8 -5 20 -11 24 -18 -7 -4 -2 -22 23 -15 -14 -3 27 -27 -28 -25 -right_child=1 3 5 11 8 18 12 -9 9 15 -12 -13 16 22 -16 -17 17 -19 -20 -21 21 -23 -24 29 -26 26 28 -29 -30 -31 -leaf_value=-0.087905115125618827 0.0036580277203624766 0.017851596357548866 -0.043750839058034896 0.034272683367030973 0.01586843699005222 -0.026917952917563465 0.0014000586658213961 -0.067007384548539453 0.0086673681502608298 -0.0011220933562512653 -0.0023674896572838354 0.043176543515057154 0.018077286668450362 0.029341543493682062 -0.0081829559492779345 -0.012078806612730919 0.007885702695266129 -0.065019874256314156 -0.044594390332302454 -0.062050413156924639 -0.013774673090072602 -0.025083417836966583 0.032659325674537894 0.019511588144898187 0.027278985862895701 0.0042607958894086868 0.0072694359660066855 0.014779882819707147 -0.0034065042291505365 -0.0015957190515030893 -leaf_weight=9141.3974361866713 1505.4627027437091 8526.7263450622559 9906.3682653382421 13455.762924417853 6029.4744449928403 14789.647274907678 3826.9977391064167 10450.94942093268 27427.945473663509 41196.277056403458 19870.59715835005 6423.9586042314768 48742.691147983074 3240.7586285024881 21629.405558526516 9745.4888030514121 4996.552108258009 157.39572145044804 2997.6068534106016 2852.2711328081787 13151.164606243372 9884.1119087338448 4186.1492694318295 3224.5535571873188 9708.7231436222792 8985.1893828362226 16595.260776609182 25412.927464559674 9269.9979899823666 2594.411963135004 -leaf_count=277035 13636 36049 193399 63863 33367 200845 15455 264251 152390 237130 112307 31551 198197 14434 178390 63565 20098 634 51345 59806 130372 107853 18876 14420 39747 38655 71339 107475 40402 11226 -internal_value=0 0.00746347 -0.052775 0.0169194 -0.00318088 -0.0373923 0.0134769 -0.0767578 0.0011741 0.000272238 0.00403066 0.0310758 0.0175065 0.0281646 -0.0130161 -0.00321755 0.0184756 0.00565925 -0.0298969 -0.0478418 -0.0172758 -0.018644 0.0219597 0.0170158 0.0196057 0.00952681 0.00834893 0.0120377 0.00344322 0.0100835 -internal_weight=0 319788 50138.2 169348 150440 30545.9 136222 19592.3 104270 98240.3 47298.5 33125.6 67432.4 26701.6 46170.1 50941.8 63605.4 5153.95 17787.3 12758.6 24540.7 23035.3 13245.9 9059.72 58451.4 68790.1 60263.4 34398.1 25865.3 5818.97 -internal_count=2798112 1751431 1046681 722421 1029010 505395 568051 541286 598759 565392 264697 154370 274131 122819 430251 300695 258676 20732 252190 253205 251861 238225 58956 40080 237944 293920 257871 146130 111741 25646 -cat_boundaries=0 1 2 3 4 -cat_threshold=3 3 12 8 +num_cat=3 +split_feature=2 2 2 2 2 2 1 2 3 1 3 3 0 11 6 10 1 9 8 0 8 11 10 11 1 8 3 8 2 8 +split_gain=7870.45 1662.3 896.432 523.132 234.26 108.152 105.296 94.248 79.0974 72.2501 61.2896 59.9018 53.0576 61.5811 51.0444 46.1493 92.8808 48.2677 46.0711 45.3789 43.7406 38.6578 46.8975 38.1299 37.2538 36.2359 36.1445 35.8633 37.5988 35.2585 +threshold=0.022584200000000002 0.23777355000000003 0.0054186500000000014 0.74631990000000015 0.06287245000000001 0.0022661000000000005 0.0018204500000000001 0.010912100000000003 0.097257400000000008 0.006878050000000001 0.16733075000000003 0.18273975000000003 0.027256650000000004 0 0.37689393939393945 1.0000000180025095e-35 0.014377850000000003 1.0000000180025095e-35 33.000000000000007 0.9014118000000001 73.000000000000014 1 1.0000000180025095e-35 2 0.00022045000000000002 65.000000000000014 0.35491610000000001 27.000000000000004 0.94500335000000013 53.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 +left_child=2 4 5 9 18 -1 8 -4 27 14 -6 -11 13 -12 21 -8 17 -17 23 29 -13 22 -3 24 -2 -14 -23 -5 -29 -9 +right_child=1 3 7 6 10 -7 15 19 -10 11 12 20 25 -15 -16 16 -18 -19 -20 -21 -22 26 -24 -25 -26 -27 -28 28 -30 -31 +leaf_value=-0.044315144751071803 -0.010768090729684068 0.0080194176502916166 -0.023710304059516383 -0.0033992866694774384 0.0048829683570955013 -0.0338275528694819 0.01072078481266779 -0.014521930286474992 0.012341359714904722 0.0069872029957460989 0.0024555514028143811 0.002577022803063871 -0.0025834463634231432 -0.0026603087781543592 0.010433674404167434 -0.012567326538799013 0.024337214561958538 0.0050625036874728645 -0.012401121868069912 0.0039703239492060441 -0.0036482840414618308 0.0065820920966384398 -0.0024944918876471408 -0.0093074209666300211 -0.0023815298237740284 -0.0087117200521512617 0.0024525278685655297 0.017807823779778305 0.026566607854068742 -0.022925255190925871 +leaf_weight=17538.310465984046 6646.4675253629684 64972.730224072933 23589.064418837428 701.56468829512596 16715.161760285497 22381.092062197626 49287.930786013603 25823.426920749247 40007.510384947062 24693.479827582836 48224.270865380764 51524.519895255566 44759.719708532095 45929.073710769415 25044.842412680387 2856.5477343797684 1553.1785141527653 3403.0032242834568 15928.348294243217 1162.0104040876031 14452.448091357946 36272.467203259468 4538.8682354092598 24455.205297216773 26080.878701493144 12299.983738899231 50989.888665229082 26043.213025838137 6037.1310228705406 6189.8071699142456 +leaf_count=265929 31491 138873 232798 1623 50820 285996 104599 179342 85043 52757 147049 114244 136456 153360 53196 5796 3146 6901 94871 8103 33287 74927 9859 121571 114662 45143 115121 63117 15412 52620 +internal_value=0 0.00364712 -0.0269529 0.00758111 -0.0029201 -0.0384352 0.0128036 -0.018878 0.0153253 0.00509167 -0.000863102 0.00278582 -0.00149828 -4.00452e-05 0.00624157 0.00958892 0.00244839 -0.00298287 -0.00764482 -0.0154421 0.00121335 0.00557187 0.00733184 -0.00631994 -0.00408348 -0.00390448 0.00416859 0.018967 0.0194561 -0.0161467 +internal_weight=0 643418 96683.7 402379 241039 39919.4 129890 56764.3 72789.4 272489 167928 90670.4 151213 94153.3 181819 57100.7 7812.73 6259.55 73110.9 33175.2 65977 156774 69511.6 57182.6 32727.3 57059.7 87262.4 32781.9 32080.3 32013.2 +internal_count=2798112 1773324 1024788 877901 895423 551925 285637 472863 165195 592264 532828 200288 482008 300409 391976 120442 15843 12697 362595 240065 147531 338780 148732 267724 146153 181599 190048 80152 78529 231962 +cat_boundaries=0 1 2 3 +cat_threshold=3 3 3 is_linear=0 shrinkage=0.1 @@ -894,20 +894,20 @@ shrinkage=0.1 Tree=42 num_leaves=31 num_cat=4 -split_feature=2 2 2 2 2 2 2 2 1 1 3 11 1 11 8 3 0 0 10 4 1 7 3 11 8 11 8 4 8 6 -split_gain=13403.7 2794.46 1548.83 785.648 524.389 227.122 198.031 168.491 125.388 115.785 114.377 115.361 150.765 101.904 100.362 83.7891 83.4612 81.6612 78.3633 77.3389 76.1891 74.2068 74.1684 70.6016 69.0705 68.5937 67.2999 66.163 65.6885 65.4366 -threshold=0.021425850624419564 0.28303302266142655 0.0047173468738708558 0.75091758515169416 0.064843089169787663 0.0096969951922278672 0.93256498634805529 0.0022343290413668919 0.0041255587298452178 0.0022907735357933774 0.14357522397752459 0 0.021529599317255749 1 33.000000000000007 0.13505479307516849 0.00048253679577423084 0.87763352759617652 1.0000000180025095e-35 0.050641025641025648 0.0031011824696210119 0.40192307692307699 0.13505479307516849 2 53.000000000000007 3 57.000000000000007 0.093073593073593086 51.000000000000007 0.41277890466531447 -decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 -left_child=2 4 7 8 14 28 9 -1 13 -5 19 -12 21 22 16 27 -2 24 -15 -6 -19 29 -3 -8 -7 -11 -14 -10 -4 -13 -right_child=1 3 5 6 10 17 23 -9 15 25 11 12 26 18 -16 -17 -18 20 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.087219598091049372 0.033107396793607233 -0.022147868981885994 0.044890521921111863 -0.024762930375642277 -0.015938208641051256 0.028989714773547157 -0.030086328115513084 0.066950603046849244 -0.018002756002493858 -0.010479342491747987 0.0077691073030773513 -0.0040182519392928245 0.0054175669121796716 -0.01589354270060175 0.023647265899478867 -0.0040524784843634417 0.010190971161580468 -0.063212310272308142 0.001969732782169999 0.0062176463740306609 0.014512022009545067 0.0024788564180174689 -0.0037422686796816877 -0.048950967051558256 0.045556245414788116 -0.021882528011694456 0.023053666497681605 0.0016418265926051636 0.063453284888396036 -0.018204367746754414 -leaf_weight=7734.0664687082171 1682.1254668906331 2533.6194691210985 8476.0073044523597 34387.702257677913 6495.626349888742 13095.679937198758 5407.3428028821945 8731.15520090051 8420.4650882929564 12275.365456655622 22227.884494587779 33087.073158405721 10205.687749385834 46227.531510904431 8676.2387457564473 42390.242686852813 28782.342127591372 154.75676944106817 2593.5644968450069 2080.015045389533 681.52721219137311 17648.240793190897 16113.395944222808 3319.503783762455 3115.3947642818093 9347.4124002158642 2745.9412819370627 2152.7915558516979 2459.535061609 3605.9410169795156 -leaf_count=254452 18116 10410 184674 151857 37997 194592 26765 243076 35308 51310 141710 200953 59873 194229 104869 183351 273129 2063 10947 12191 9728 106865 69014 17687 57359 39021 19459 9065 56832 21210 -internal_value=0 -0.00644153 0.0521361 -0.0144564 0.00437271 0.0378171 -0.0233407 0.0764714 -0.00968075 -0.0211576 0.000468091 0.00152494 -0.000538678 -0.0125396 0.0141587 -0.00603893 0.0114563 0.0306014 -0.0149415 -0.0105643 0.00012891 -0.00284956 -0.00623974 -0.0373526 0.0321734 -0.0154238 0.00915669 -0.014003 0.0490655 -0.00541237 -internal_weight=0 322406 44448.1 185169 137237 27982.9 64737.3 16465.2 120432 56010.5 98096.4 89520.8 67292.9 67468.1 39140.7 52963.5 30464.5 17047.4 48821.1 8575.64 836.284 54341.3 18647 8726.85 16211.1 21622.8 12951.6 10573.3 10935.5 36693 -internal_count=2798112 1795336 1002776 798964 996372 505248 286640 497528 512324 242188 600258 550070 408360 284600 396114 227724 291245 263742 205176 50188 11791 329028 79424 44452 251951 90331 79332 44373 241506 222163 +split_feature=2 2 2 2 2 2 2 2 2 6 8 6 3 0 8 2 11 11 11 0 1 8 8 1 8 1 11 3 0 8 +split_gain=6701.85 1464.57 716.14 442.319 240.327 110.729 90.1124 70.3009 61.8749 59.2406 57.9245 51.6385 47.1862 62.0562 50.1529 46.6207 46.2194 43.1239 39.5512 38.2291 42.2716 39.025 36.926 32.7851 32.3904 31.2297 31.1278 38.4289 35.2053 29.3777 +threshold=0.019138850000000002 0.23193825000000004 0.0054186500000000014 0.75650105000000012 0.051222600000000007 0.0022661000000000005 0.92878880000000008 0.53081085000000006 0.0089131000000000019 0.37689393939393945 79.000000000000014 0.15450928381962867 0.17219405000000002 0.04590505000000001 75.000000000000014 0.11109435000000002 0 1 2 0.9014118000000001 0.0032450500000000006 57.000000000000007 25.000000000000004 0.00012725000000000003 47.000000000000007 0.0029327500000000005 3 0.12624060000000001 0.036797400000000008 33.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 2 2 2 2 2 2 2 1 2 2 2 +left_child=2 4 5 7 16 -1 10 12 -4 15 11 26 -3 17 -15 29 -2 -14 -8 21 -21 -10 -9 -18 -25 -24 28 -28 -5 -6 +right_child=1 3 8 6 9 -7 18 22 19 -11 -12 -13 13 14 -16 -17 23 -19 -20 20 -22 -23 25 24 -26 -27 27 -29 -30 -31 +leaf_value=0.043521676573471564 0.011479640805461174 -0.0075559050432891968 0.023879739836548279 -0.0073717636069825943 0.0026223531069869514 0.0325107078989798 -0.01525779356136777 0.0085145144425921859 0.015086922740905909 -0.0041883730165275237 -0.014804344698833875 -0.013628604696558336 -0.0022648002984882202 -0.0019543232790679901 0.0045378345265005039 0.0002939633896873327 0.014192170458310527 -0.0067506169337800534 -0.025711634126857265 -0.036576217785137026 0.0086412275892260824 0.024267077622101608 -0.0083538659024481755 0.003284274135630478 0.011388492220331786 -0.0050242764441313847 -0.013198940670897639 -0.0059102222868922961 0.00096971927042543537 0.0075229662457934445 +leaf_weight=16144.141898844391 26989.514984570444 22513.947155505419 15388.099246539176 23415.33592441678 55447.92587441206 21029.837226904929 12239.386467725039 1612.5010017454624 24359.031117029488 18508.970447689295 25738.140187561512 20923.547041743994 46233.111997365952 42562.256060957909 16516.837267071009 91921.46969075501 4286.0704252719879 39995.629434466362 5252.7504636645317 265.61691085994244 932.80565531551838 5717.5667563527822 57618.724151551723 25239.276723653078 6129.3209681361914 55116.871709913015 17292.083273380995 12435.718005686998 6454.3426900207996 15695.093914270401 +leaf_count=265929 152356 50087 165677 50259 200167 285996 30066 3250 190072 59471 56491 46583 106878 97377 39456 268615 24049 88742 14215 1994 7375 53175 116055 122964 40578 111284 38600 25759 13251 71341 +internal_value=0 -0.00310352 0.0269377 -0.00678497 0.00301553 0.0372926 -0.0117695 -0.00459889 0.0186884 0.00117295 -0.0106747 -0.00935466 -0.00329598 -0.00263595 -0.0001393 0.0017815 0.00835624 -0.00434651 -0.0184204 0.0161342 -0.00138071 0.0168321 -0.0065111 0.00598702 0.00486781 -0.00672602 -0.00785417 -0.0101465 -0.00556744 0.00370349 +internal_weight=0 650139 83837.1 405921 244218 37174 123751 282170 46663.1 181573 106259 80521 167822 145308 59079.1 163064 62644.2 86228.7 17492.1 31275 1198.42 30076.6 114348 35654.7 31368.6 112736 59597.5 29727.8 29869.7 71143 +internal_count=2798112 1827894 970218 888353 939541 551925 275224 613129 418293 599594 230943 174452 382540 332453 136833 540123 339947 195620 44281 252616 9369 243247 230589 187591 163542 227339 127869 64359 63510 271508 cat_boundaries=0 1 2 3 4 -cat_threshold=8 8 3 3 +cat_threshold=12 12 3 3 is_linear=0 shrinkage=0.1 @@ -915,104 +915,104 @@ shrinkage=0.1 Tree=43 num_leaves=31 num_cat=4 -split_feature=2 2 2 2 2 2 2 2 1 1 3 11 1 11 8 3 0 0 10 4 1 7 3 11 8 11 8 4 8 6 -split_gain=13403.7 2794.46 1548.83 785.648 524.389 227.122 198.031 168.491 125.388 115.785 114.377 115.361 150.765 101.904 100.362 83.7891 83.4612 81.6612 78.3633 77.3389 76.1891 74.2068 74.1684 70.6016 69.0705 68.5937 67.2999 66.163 65.6885 65.4366 -threshold=0.021425850624419564 0.28303302266142655 0.0047173468738708558 0.75091758515169416 0.064843089169787663 0.0096969951922278672 0.93256498634805529 0.0022343290413668919 0.0041255587298452178 0.0022907735357933774 0.14357522397752459 0 0.021529599317255749 1 33.000000000000007 0.13505479307516849 0.00048253679577423084 0.87763352759617652 1.0000000180025095e-35 0.050641025641025648 0.0031011824696210119 0.40192307692307699 0.13505479307516849 2 53.000000000000007 3 57.000000000000007 0.093073593073593086 51.000000000000007 0.41277890466531447 -decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 -left_child=2 4 7 8 14 28 9 -1 13 -5 19 -12 21 22 16 27 -2 24 -15 -6 -19 29 -3 -8 -7 -11 -14 -10 -4 -13 -right_child=1 3 5 6 10 17 23 -9 15 25 11 12 26 18 -16 -17 -18 20 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.087219598091049372 -0.033107396793607233 0.022147868981885994 -0.044890521921111863 0.024762930375642277 0.015938208641051256 -0.028989714773547157 0.048950967051558256 -0.066950603046849244 0.018002756002493858 0.021882528011694456 -0.0077691073030773513 0.0040182519392928245 -0.0054175669121796716 0.01589354270060175 -0.023647265899478867 0.0040524784843634417 -0.010190971161580468 0.063212310272308142 -0.001969732782169999 -0.0062176463740306609 -0.014512022009545067 -0.0024788564180174689 0.0037422686796816877 0.030086328115513084 -0.045556245414788116 0.010479342491747987 -0.023053666497681605 -0.0016418265926051636 -0.063453284888396036 0.018204367746754414 -leaf_weight=7734.0664687082171 1682.1254668906331 2533.6194691210985 8476.0073044523597 34387.702257677913 6495.626349888742 13095.679937198758 3319.503783762455 8731.15520090051 8420.4650882929564 9347.4124002158642 22227.884494587779 33087.073158405721 10205.687749385834 46227.531510904431 8676.2387457564473 42390.242686852813 28782.342127591372 154.75676944106817 2593.5644968450069 2080.015045389533 681.52721219137311 17648.240793190897 16113.395944222808 5407.3428028821945 3115.3947642818093 12275.365456655622 2745.9412819370627 2152.7915558516979 2459.535061609 3605.9410169795156 -leaf_count=254452 18116 10410 184674 151857 37997 194592 17687 243076 35308 39021 141710 200953 59873 194229 104869 183351 273129 2063 10947 12191 9728 106865 69014 26765 57359 51310 19459 9065 56832 21210 -internal_value=0 0.00644153 -0.0521361 0.0144564 -0.00437271 -0.0378171 0.0233407 -0.0764714 0.00968075 0.0211576 -0.000468091 -0.00152494 0.000538678 0.0125396 -0.0141587 0.00603893 -0.0114563 -0.0306014 0.0149415 0.0105643 -0.00012891 0.00284956 0.00623974 0.0373526 -0.0321734 0.0154238 -0.00915669 0.014003 -0.0490655 0.00541237 -internal_weight=0 322406 44448.1 185169 137237 27982.9 64737.3 16465.2 120432 56010.5 98096.4 89520.8 67292.9 67468.1 39140.7 52963.5 30464.5 17047.4 48821.1 8575.64 836.284 54341.3 18647 8726.85 16211.1 21622.8 12951.6 10573.3 10935.5 36693 -internal_count=2798112 1795336 1002776 798964 996372 505248 286640 497528 512324 242188 600258 550070 408360 284600 396114 227724 291245 263742 205176 50188 11791 329028 79424 44452 251951 90331 79332 44373 241506 222163 +split_feature=2 2 2 2 2 2 2 2 2 6 8 6 3 0 8 2 11 11 11 0 1 8 8 1 8 1 11 3 0 8 +split_gain=6701.85 1464.57 716.14 442.319 240.327 110.729 90.1124 70.3009 61.8749 59.2406 57.9245 51.6385 47.1862 62.0562 50.1529 46.6207 46.2194 43.1239 39.5512 38.2291 42.2716 39.025 36.926 32.7851 32.3904 31.2297 31.1278 38.4289 35.2053 29.3777 +threshold=0.019138850000000002 0.23193825000000004 0.0054186500000000014 0.75650105000000012 0.051222600000000007 0.0022661000000000005 0.92878880000000008 0.53081085000000006 0.0089131000000000019 0.37689393939393945 79.000000000000014 0.15450928381962867 0.17219405000000002 0.04590505000000001 75.000000000000014 0.11109435000000002 0 1 2 0.9014118000000001 0.0032450500000000006 57.000000000000007 25.000000000000004 0.00012725000000000003 47.000000000000007 0.0029327500000000005 3 0.12624060000000001 0.036797400000000008 33.000000000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 2 2 2 2 2 2 2 1 2 2 2 +left_child=2 4 5 7 16 -1 10 12 -4 15 11 26 -3 17 -15 29 23 -14 -8 21 -21 -10 -9 -2 -25 -24 27 -5 -28 -6 +right_child=1 3 8 6 9 -7 18 22 19 -11 -12 -13 13 14 -16 -17 -18 -19 -20 20 -22 -23 25 24 -26 -27 28 -29 -30 -31 +leaf_value=-0.043521676573471564 -0.014192170458310527 0.0075559050432891968 -0.023879739836548279 0.013198940670897639 -0.0026223531069869514 -0.0325107078989798 0.025711634126857265 -0.0085145144425921859 -0.015086922740905909 0.0041883730165275237 0.014804344698833875 0.013628604696558336 0.0067506169337800534 0.0019543232790679901 -0.0045378345265005039 -0.0002939633896873327 -0.011479640805461174 0.0022648002984882202 0.01525779356136777 0.036576217785137026 -0.0086412275892260824 -0.024267077622101608 0.0083538659024481755 -0.003284274135630478 -0.011388492220331786 0.0050242764441313847 0.0073717636069825943 0.0059102222868922961 -0.00096971927042543537 -0.0075229662457934445 +leaf_weight=16144.141898844391 4286.0704252719879 22513.947155505419 15388.099246539176 17292.083273380995 55447.92587441206 21029.837226904929 5252.7504636645317 1612.5010017454624 24359.031117029488 18508.970447689295 25738.140187561512 20923.547041743994 39995.629434466362 42562.256060957909 16516.837267071009 91921.46969075501 26989.514984570444 46233.111997365952 12239.386467725039 265.61691085994244 932.80565531551838 5717.5667563527822 57618.724151551723 25239.276723653078 6129.3209681361914 55116.871709913015 23415.33592441678 12435.718005686998 6454.3426900207996 15695.093914270401 +leaf_count=265929 24049 50087 165677 38600 200167 285996 14215 3250 190072 59471 56491 46583 88742 97377 39456 268615 152356 106878 30066 1994 7375 53175 116055 122964 40578 111284 50259 25759 13251 71341 +internal_value=0 0.00310352 -0.0269377 0.00678497 -0.00301553 -0.0372926 0.0117695 0.00459889 -0.0186884 -0.00117295 0.0106747 0.00935466 0.00329598 0.00263595 0.0001393 -0.0017815 -0.00835624 0.00434651 0.0184204 -0.0161342 0.00138071 -0.0168321 0.0065111 -0.00598702 -0.00486781 0.00672602 0.00785417 0.0101465 0.00556744 -0.00370349 +internal_weight=0 650139 83837.1 405921 244218 37174 123751 282170 46663.1 181573 106259 80521 167822 145308 59079.1 163064 62644.2 86228.7 17492.1 31275 1198.42 30076.6 114348 35654.7 31368.6 112736 59597.5 29727.8 29869.7 71143 +internal_count=2798112 1827894 970218 888353 939541 551925 275224 613129 418293 599594 230943 174452 382540 332453 136833 540123 339947 195620 44281 252616 9369 243247 230589 187591 163542 227339 127869 64359 63510 271508 cat_boundaries=0 1 2 3 4 -cat_threshold=8 8 12 12 +cat_threshold=3 3 12 12 is_linear=0 shrinkage=0.1 Tree=44 num_leaves=31 -num_cat=2 -split_feature=2 2 2 2 2 2 2 2 1 6 11 3 8 8 10 2 10 9 3 8 1 0 1 11 0 8 7 8 4 6 -split_gain=11418.2 2386.8 1332.69 725.504 435.133 192.524 172.211 169.146 119.485 101.977 98.1065 96.9851 91.4588 87.5947 86.3248 93.8328 85.196 84.9873 83.7367 81.7652 78.14 79.9964 69.8934 63.794 63.319 60.8935 58.6538 56.9168 56.8784 55.9271 -threshold=0.019373217493943499 0.24172148610802466 0.0047173468738708558 0.74014381696763587 0.054377928100322617 0.88020860688709668 0.0022343290413668919 0.0090686654267928598 0.0056470990094951703 0.37689393939393945 0 0.23220849485089298 31.000000000000004 33.000000000000007 1.0000000180025095e-35 0.94691384913913623 1.0000000180025095e-35 1.0000000180025095e-35 0.13505479307516849 33.000000000000007 0.00022347835910720268 0.00060986807991422135 0.0096235028531865257 1 0.00099438964803363417 79.000000000000014 0.267948717948718 33.000000000000007 0.059714795008912663 0.1856158484065461 -decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 -left_child=2 4 6 8 19 25 -1 26 10 13 18 28 -7 24 15 -14 -12 27 -3 20 -2 -22 -15 -23 -6 29 -4 -9 -10 -5 -right_child=1 3 7 5 9 12 -8 17 11 -11 16 -13 14 22 -16 -17 -18 -19 -20 -21 21 23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.085580514286829723 0.022114142880319442 -0.019811265314426004 0.041355617112258866 -0.011697331809016566 0.014228227212926943 -0.0051405635044534694 0.064330669462386622 0.027898311008064103 -0.012609958333254071 -0.0081867955741571821 -0.013597722623858877 -0.00084571796877272801 -0.027782812114590334 0.0046903849325518124 -0.0069735373719634168 -0.045477534377073692 0.0017351393115609709 -0.018920921210208465 -0.0023679785979636493 0.02429642271033897 0.035236869283943734 0.014711127740090547 0.017783254741432216 0.0028616870745067188 0.00021349929282445091 -0.023047681295377077 0.057908982362914509 0.042522659541321867 0.0020266907531929124 -0.022028398539305726 -leaf_weight=7125.3865826949477 6222.9346107393503 3207.4465499818325 6014.2372292093933 22452.256492778659 3406.594172462821 1739.8673621416092 8205.6710106041282 11456.930619742721 15023.869745373726 9486.0143211483955 55437.9850718081 31201.406854331493 20533.317266091704 13453.916922152042 1688.4282964020967 3509.0094640254974 3877.321921095252 344.8151064068079 19384.143826812506 7310.4732272103429 1120.2383529692888 7706.4792031794786 5850.1400177255273 11089.50833158195 60069.980682477355 10300.27809971571 3323.3684981241822 3466.4669551514089 3224.8936433196068 6835.2560728490353 -leaf_count=254452 66912 13315 141059 92838 23490 7924 243076 181087 64066 59914 236476 139198 99107 99140 7098 18599 16693 5334 84747 95398 12473 82270 44162 105373 373498 43481 78044 66259 13849 28780 -internal_value=0 -0.00560408 0.0510644 -0.0124346 0.00517643 -0.0208978 0.0742069 0.0366451 -0.00811414 0.0016341 -0.0104576 -0.00423259 -0.02733 0.0027595 -0.0288304 -0.0303654 -0.0125933 0.0301612 -0.00484235 0.0149475 0.0123328 0.00927661 0.00865821 0.00772939 0.000965627 -0.0164343 0.0472472 0.0312953 -0.0100234 -0.0141084 -internal_weight=0 324132 39936.9 198415 125716 67058.4 15331.1 24605.8 131357 92266.6 81906.9 49450.2 27470.6 82780.6 25730.8 24042.3 59315.3 15268.2 22591.6 33449.6 26139.2 19916.2 19304.1 18796 63476.6 39587.8 9337.61 14923.4 18248.8 29287.5 -internal_count=2798112 1828801 969311 866171 962630 297827 497528 471783 568344 600204 351231 217113 132728 540290 124804 117706 253169 252680 98062 362426 267028 200116 143302 187643 396988 165099 219103 247346 77915 121618 -cat_boundaries=0 1 2 -cat_threshold=8 12 +num_cat=1 +split_feature=2 2 2 2 2 2 2 2 0 0 7 6 8 0 8 8 3 0 10 2 8 3 0 9 1 6 1 7 11 8 +split_gain=5709.55 1192.8 686.219 340.391 225.558 90.5884 85.1969 85.0442 57.9645 54.886 61.6637 53.9977 44.1881 42.7222 43.3951 41.6531 38.8638 46.989 38.5228 39.857 37.8902 41.0256 37.611 36.0995 35.7131 33.9673 32.4882 32.0731 31.3317 31.0082 +threshold=0.019138850000000002 0.26460320000000009 0.0046106500000000009 0.84357925000000011 0.05439225000000001 0.5951531000000001 0.0021883500000000004 0.0089131000000000019 0.57441360000000008 0.052912150000000005 0.43875000000000003 0.39791666666666675 31.000000000000004 0.80545445000000016 77.000000000000014 31.000000000000004 0.12274470000000001 0.04590505000000001 1.0000000180025095e-35 0.94500335000000013 33.000000000000007 0.26770345000000001 0.0010364500000000002 1.0000000180025095e-35 0.012301300000000003 0.4393382352941177 0.011179950000000003 0.33687943262411352 0 51.000000000000007 +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 1 2 +left_child=2 4 6 5 13 16 -1 29 9 10 22 15 -7 14 27 -5 -3 28 19 -17 -19 -22 -6 -9 -24 -14 -20 -2 -18 -4 +right_child=1 3 7 11 8 12 -8 23 -10 -11 -12 -13 25 -15 -16 18 17 20 26 -21 21 -23 24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.042943488084531016 0.0052192624531947228 -0.008038742403847941 0.021303274133250213 -0.0011802395921706986 0.0062846762602317965 0.00064694830524891723 0.032369385826964116 0.015476282187576374 -0.0043469750976426703 0.0040721442333721764 0.0032634608988010017 -0.017949757206475615 -0.0066791277225181859 -0.002148861020877088 0.014319642186246928 -0.011588477777774426 -0.0027371460948469387 -0.0027577606545789368 0.0015882266925576092 -0.020765425904793078 -0.0025715893314030049 0.0055209812532542174 -0.0028303616288806281 -0.0080110434188153442 0.0032348975217927692 -0.011466987622019031 -0.023612302038757485 0.01045132906209008 -0.0064803644425113329 0.030972185450747799 +leaf_weight=14263.68298599124 35553.37360715121 16585.102827906609 14492.25272603333 3959.2387534379959 5934.8188490867615 7315.4756945669651 16358.31895602867 29742.407669618726 20679.378476902843 49576.967248693109 42563.15288439393 14171.484122335911 105132.31316131353 4393.8886217698455 9387.868637740612 48114.061179041862 48191.715913981199 46064.006161957979 3349.5201767385006 5249.0030617415905 10985.628517001867 14576.539041370153 68249.255164042115 669.10843185335398 11317.882726460695 17248.708555012941 603.78682258725166 17475.313511990011 41800.862734794617 4301.2254204005003 +leaf_count=254984 184589 35483 168021 8709 20686 14751 243047 247275 64076 156078 136952 35272 213271 20593 66106 111528 107131 101553 6971 13597 24115 33824 218674 5341 36583 35192 1246 90942 89972 51550 +internal_value=0 -0.00280038 0.0255419 -0.00636711 0.00235667 -0.00489206 0.0372948 0.0182277 0.000663748 0.00124705 0.000153389 -0.0123868 -0.00690265 0.00738196 0.00805289 -0.0111003 -0.00342874 -0.00295567 -0.0117855 -0.0124912 -0.00104441 0.00204311 -0.00139482 0.0149595 -0.00196762 -0.00735394 -0.00226064 0.00694346 -0.00447687 0.0235162 +internal_weight=0 648479 79827 383347 265132 307900 30622 49205 198321 177642 128065 75447.1 129696 66810.4 62416.6 61275.6 178204 161619 57316.4 53363.1 71626.2 25562.2 85502 30411.5 79567.1 122381 3953.31 53028.7 89992.6 18793.5 +internal_count=2798112 1827894 970218 832615 995279 655292 498031 472187 633049 568973 412895 177323 263214 362230 341637 142051 392078 356595 133342 125125 159492 57939 275943 252616 255257 248463 8217 275531 197103 219571 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 Tree=45 num_leaves=31 -num_cat=2 -split_feature=2 2 2 2 2 2 2 2 1 6 11 3 8 8 10 2 10 9 3 8 1 0 1 11 0 8 7 8 4 6 -split_gain=11418.2 2386.8 1332.69 725.504 435.133 192.524 172.211 169.146 119.485 101.977 98.1065 96.9851 91.4588 87.5947 86.3248 93.8328 85.196 84.9873 83.7367 81.7652 78.14 79.9964 69.8934 63.794 63.319 60.8935 58.6538 56.9168 56.8784 55.9271 -threshold=0.019373217493943499 0.24172148610802466 0.0047173468738708558 0.74014381696763587 0.054377928100322617 0.88020860688709668 0.0022343290413668919 0.0090686654267928598 0.0056470990094951703 0.37689393939393945 0 0.23220849485089298 31.000000000000004 33.000000000000007 1.0000000180025095e-35 0.94691384913913623 1.0000000180025095e-35 1.0000000180025095e-35 0.13505479307516849 33.000000000000007 0.00022347835910720268 0.00060986807991422135 0.0096235028531865257 1 0.00099438964803363417 79.000000000000014 0.267948717948718 33.000000000000007 0.059714795008912663 0.1856158484065461 -decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 -left_child=2 4 6 8 19 25 -1 26 10 13 18 28 -7 24 15 -14 -12 27 -3 20 -2 -22 -15 -23 -6 29 -4 -9 -10 -5 -right_child=1 3 7 5 9 12 -8 17 11 -11 16 -13 14 22 -16 -17 -18 -19 -20 -21 21 23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.085580514286829723 -0.022114142880319442 0.019811265314426004 -0.041355617112258866 0.011697331809016566 -0.014228227212926943 0.0051405635044534694 -0.064330669462386622 -0.027898311008064103 0.012609958333254071 0.0081867955741571821 0.013597722623858877 0.00084571796877272801 0.027782812114590334 -0.0046903849325518124 0.0069735373719634168 0.045477534377073692 -0.0017351393115609709 0.018920921210208465 0.0023679785979636493 -0.02429642271033897 -0.035236869283943734 -0.0028616870745067188 -0.017783254741432216 -0.014711127740090547 -0.00021349929282445091 0.023047681295377077 -0.057908982362914509 -0.042522659541321867 -0.0020266907531929124 0.022028398539305726 -leaf_weight=7125.3865826949477 6222.9346107393503 3207.4465499818325 6014.2372292093933 22452.256492778659 3406.594172462821 1739.8673621416092 8205.6710106041282 11456.930619742721 15023.869745373726 9486.0143211483955 55437.9850718081 31201.406854331493 20533.317266091704 13453.916922152042 1688.4282964020967 3509.0094640254974 3877.321921095252 344.8151064068079 19384.143826812506 7310.4732272103429 1120.2383529692888 11089.50833158195 5850.1400177255273 7706.4792031794786 60069.980682477355 10300.27809971571 3323.3684981241822 3466.4669551514089 3224.8936433196068 6835.2560728490353 -leaf_count=254452 66912 13315 141059 92838 23490 7924 243076 181087 64066 59914 236476 139198 99107 99140 7098 18599 16693 5334 84747 95398 12473 105373 44162 82270 373498 43481 78044 66259 13849 28780 -internal_value=0 0.00560408 -0.0510644 0.0124346 -0.00517643 0.0208978 -0.0742069 -0.0366451 0.00811414 -0.0016341 0.0104576 0.00423259 0.02733 -0.0027595 0.0288304 0.0303654 0.0125933 -0.0301612 0.00484235 -0.0149475 -0.0123328 -0.00927661 -0.00865821 -0.00772939 -0.000965627 0.0164343 -0.0472472 -0.0312953 0.0100234 0.0141084 -internal_weight=0 324132 39936.9 198415 125716 67058.4 15331.1 24605.8 131357 92266.6 81906.9 49450.2 27470.6 82780.6 25730.8 24042.3 59315.3 15268.2 22591.6 33449.6 26139.2 19916.2 19304.1 18796 63476.6 39587.8 9337.61 14923.4 18248.8 29287.5 -internal_count=2798112 1828801 969311 866171 962630 297827 497528 471783 568344 600204 351231 217113 132728 540290 124804 117706 253169 252680 98062 362426 267028 200116 143302 187643 396988 165099 219103 247346 77915 121618 -cat_boundaries=0 1 2 -cat_threshold=8 3 +num_cat=1 +split_feature=2 2 2 2 2 2 2 2 0 0 7 6 8 0 8 8 3 0 10 2 8 3 0 9 1 6 1 7 11 8 +split_gain=5709.55 1192.8 686.219 340.391 225.558 90.5884 85.1969 85.0442 57.9645 54.886 61.6637 53.9977 44.1881 42.7222 43.3951 41.6531 38.8638 46.989 38.5228 39.857 37.8902 41.0256 37.611 36.0995 35.7131 33.9673 32.4882 32.0731 31.3317 31.0082 +threshold=0.019138850000000002 0.26460320000000009 0.0046106500000000009 0.84357925000000011 0.05439225000000001 0.5951531000000001 0.0021883500000000004 0.0089131000000000019 0.57441360000000008 0.052912150000000005 0.43875000000000003 0.39791666666666675 31.000000000000004 0.80545445000000016 77.000000000000014 31.000000000000004 0.12274470000000001 0.04590505000000001 1.0000000180025095e-35 0.94500335000000013 33.000000000000007 0.26770345000000001 0.0010364500000000002 1.0000000180025095e-35 0.012301300000000003 0.4393382352941177 0.011179950000000003 0.33687943262411352 0 51.000000000000007 +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 1 2 +left_child=2 4 6 5 13 16 -1 29 9 10 22 15 -7 14 27 -5 -3 28 19 -17 -19 -22 -6 -9 -24 -14 -20 -2 -18 -4 +right_child=1 3 7 11 8 12 -8 23 -10 -11 -12 -13 25 -15 -16 18 17 20 26 -21 21 -23 24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.042943488084531016 -0.0052192624531947228 0.008038742403847941 -0.021303274133250213 0.0011802395921706986 -0.0062846762602317965 -0.00064694830524891723 -0.032369385826964116 -0.015476282187576374 0.0043469750976426703 -0.0040721442333721764 -0.0032634608988010017 0.017949757206475615 0.0066791277225181859 0.002148861020877088 -0.014319642186246928 0.011588477777774426 0.0064803644425113329 0.0027577606545789368 -0.0015882266925576092 0.020765425904793078 0.0025715893314030049 -0.0055209812532542174 0.0028303616288806281 0.0080110434188153442 -0.0032348975217927692 0.011466987622019031 0.023612302038757485 -0.01045132906209008 0.0027371460948469387 -0.030972185450747799 +leaf_weight=14263.68298599124 35553.37360715121 16585.102827906609 14492.25272603333 3959.2387534379959 5934.8188490867615 7315.4756945669651 16358.31895602867 29742.407669618726 20679.378476902843 49576.967248693109 42563.15288439393 14171.484122335911 105132.31316131353 4393.8886217698455 9387.868637740612 48114.061179041862 41800.862734794617 46064.006161957979 3349.5201767385006 5249.0030617415905 10985.628517001867 14576.539041370153 68249.255164042115 669.10843185335398 11317.882726460695 17248.708555012941 603.78682258725166 17475.313511990011 48191.715913981199 4301.2254204005003 +leaf_count=254984 184589 35483 168021 8709 20686 14751 243047 247275 64076 156078 136952 35272 213271 20593 66106 111528 89972 101553 6971 13597 24115 33824 218674 5341 36583 35192 1246 90942 107131 51550 +internal_value=0 0.00280038 -0.0255419 0.00636711 -0.00235667 0.00489206 -0.0372948 -0.0182277 -0.000663748 -0.00124705 -0.000153389 0.0123868 0.00690265 -0.00738196 -0.00805289 0.0111003 0.00342874 0.00295567 0.0117855 0.0124912 0.00104441 -0.00204311 0.00139482 -0.0149595 0.00196762 0.00735394 0.00226064 -0.00694346 0.00447687 -0.0235162 +internal_weight=0 648479 79827 383347 265132 307900 30622 49205 198321 177642 128065 75447.1 129696 66810.4 62416.6 61275.6 178204 161619 57316.4 53363.1 71626.2 25562.2 85502 30411.5 79567.1 122381 3953.31 53028.7 89992.6 18793.5 +internal_count=2798112 1827894 970218 832615 995279 655292 498031 472187 633049 568973 412895 177323 263214 362230 341637 142051 392078 356595 133342 125125 159492 57939 275943 252616 255257 248463 8217 275531 197103 219571 +cat_boundaries=0 1 +cat_threshold=3 is_linear=0 shrinkage=0.1 Tree=46 num_leaves=31 -num_cat=4 -split_feature=2 2 2 2 2 3 2 6 1 8 2 3 6 0 1 11 8 11 0 8 8 9 11 0 0 1 3 11 10 7 -split_gain=9716.38 2128.71 1079.64 696.105 345.079 169.499 162.8 127.106 110.59 110.247 109.963 101.673 88.0746 86.6477 85.0826 90.8316 81.2129 78.132 82.3451 77.7536 70.8199 68.8754 67.0592 66.2543 83.9086 70.2153 66.1193 65.0637 68.2285 63.8741 -threshold=0.016459725575880765 0.18487676569741335 0.0038524632350875475 0.74014381696763587 0.049768621485165691 0.99069973026717284 0.88020860688709668 0.43534002229654406 0.0092015142656357296 33.000000000000007 0.0017155603126277931 0.10973345600121566 0.39791666666666675 0.84353360489344598 0.028595502099624328 0 77.000000000000014 1 0.018354768296959322 77.000000000000014 57.000000000000007 1.0000000180025095e-35 2 0.010838493713080136 0.0010534189506207982 0.0010728433625988223 0.11640898034699568 3 1.0000000180025095e-35 0.30094339622641514 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 1 2 2 2 2 1 2 2 -left_child=2 4 10 7 13 9 -5 8 27 -4 -1 -6 17 16 15 -13 22 18 29 -16 21 -10 -2 24 -17 -25 -9 -3 -29 -8 -right_child=1 3 5 6 11 -7 12 26 20 -11 -12 14 -14 -15 19 23 -18 -19 -20 -21 -22 -23 -24 25 -26 -27 -28 28 -30 -31 -leaf_value=0.087663739804557286 0.02397395695076588 -0.0050645553333073029 0.02684302012227573 -0.01484094294327796 -0.010820772652692545 0.049951845356267975 -0.014204315096277407 -0.029731129925197615 -0.002357447427109124 0.047098163173660682 0.067893025150249239 0.0096058411331080701 -0.036430894944485065 -0.0058338945574727893 0.0079270534847845162 0.011841495340432537 0.028544547859701664 -0.028633917651929186 0.0010432328468427735 0.029140308637541742 0.0064653137172440396 -0.023231417706557213 0.011684380338539751 0.014719633828790003 -0.0053560482795636175 0.0010738448990376159 -0.01214436950486893 -0.011448208824615074 0.0036187774582718394 -0.030957780819655313 -leaf_weight=4547.9371831566095 5678.5309747867286 51614.064323574305 10989.102838110179 39462.227549105883 4979.8528357669711 7953.6647633723915 6048.0059989839792 2475.6769717037678 28212.110334739089 3556.9438024871051 7375.3310101497918 13489.547482132912 5325.8962679952383 1840.8097123838961 9498.8274474442005 3257.1975867003202 4741.774100150913 9963.2517091482878 2169.5905139446259 2112.0289751961827 9300.0140640288591 1674.5400403290987 20796.738481171429 5086.3382341116667 21996.865224696696 14579.37390807271 15661.186160773039 40214.067612856627 3248.2392388135195 3648.556060180068 -leaf_count=176085 66834 230993 201518 165099 32264 205811 28784 10420 127834 77372 253949 99912 27772 17609 63810 23741 71166 48781 9619 18347 44262 7337 228198 35751 150386 97724 68728 175747 14487 17772 -internal_value=0 -0.00474814 0.0511062 -0.0104148 0.00673726 0.0382141 -0.0189418 -0.00668741 -0.00562597 0.031796 0.0754342 0.00298547 -0.0249011 0.0152491 0.00396737 0.0024132 0.0164923 -0.022088 -0.0165538 0.0117858 -0.00115557 -0.00352701 0.0143338 0.000251033 -0.00313796 0.00460319 -0.014545 -0.00746849 -0.0103198 -0.0205082 -internal_weight=0 327075 34423 219017 108058 22499.7 66617.5 152400 134263 14546 11923.3 75000 27155.3 33057.9 70020.2 58409.3 31217 21829.4 11866.2 11610.9 39186.7 29886.7 26475.3 44919.8 25254.1 19665.7 18136.9 95076.4 43462.3 9696.56 -internal_count=2798112 1883377 914735 977635 905742 484701 297827 679808 600660 278890 430034 521935 132728 383807 489671 407514 366198 104956 56175 82157 179433 135171 295032 307602 174127 133475 79148 421227 190234 46556 -cat_boundaries=0 1 2 3 4 -cat_threshold=8 3 8 12 +num_cat=3 +split_feature=2 2 2 2 2 2 1 6 2 3 3 1 0 11 8 9 7 8 8 1 11 10 1 9 4 10 3 11 3 8 +split_gain=4861.09 1038.6 595.101 358.469 140.706 86.9082 84.5435 65.3232 59.3062 59.197 51.4168 51.076 46.3757 62.6623 44.7068 46.5415 37.6893 39.3638 37.2035 40.1437 36.9064 34.1918 74.6964 37.2365 32.8463 31.6415 41.733 39.2948 30.7637 30.5952 +threshold=0.017330300000000003 0.17177030000000001 0.0038998500000000003 0.73516160000000008 0.042905050000000007 0.0077732000000000009 0.0018204500000000001 0.54772727272727284 0.0018862000000000002 0.10623690000000001 0.10922170000000002 0.006878050000000001 0.010599350000000002 0 33.000000000000007 1.0000000180025095e-35 0.29520697167755999 57.000000000000007 79.000000000000014 0.00071965000000000017 1 1.0000000180025095e-35 0.013619600000000001 1.0000000180025095e-35 0.044466403162055343 1.0000000180025095e-35 0.44544165000000008 2 0.17219405000000002 27.000000000000004 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 +left_child=2 4 8 7 20 -4 9 11 -1 29 24 25 13 -12 15 28 17 -7 19 -14 -2 -8 23 -23 -6 26 -3 -28 -13 -5 +right_child=1 3 5 6 10 16 21 -9 -10 -11 12 14 18 -15 -16 -17 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 27 -29 -30 -31 +leaf_value=0.043147418721326068 0.011096330912074431 -0.0058964862639312929 0.023936699092230104 0.0050372472030721276 -0.0086982765731162728 0.010203786987376076 -0.0076291706642452051 -0.0083570167575496707 0.03326071890284895 -0.0089679921481796206 0.0037771646017462838 -0.0058733121738226372 0.010346938055422965 -0.0022030046966949757 0.0024054947451926834 -0.012096741845945197 0.020078074488381746 0.021386554949044612 0.0093699568684924347 0.002260076769518166 0.0057020583506820289 0.01238057042527336 -0.019259460224750079 -0.0027798359085558356 0.004577986129425453 0.00050081424576238194 -0.00095843939636476279 -0.004979951325785441 -0.00062037524295984099 -0.015099059129735718 +leaf_weight=10824.022489227355 22359.071649290621 79956.436138272285 17741.071142449975 771.264888048172 6947.3779539316893 15370.372305773199 51542.425559937954 23434.405626922846 13806.433137752116 37443.670679092407 33556.832516536117 13976.964789271355 6988.3667637556791 36647.425055742264 27331.759585887194 4576.1656657457352 9912.9921543076634 3958.3784983456135 11978.880187436938 50472.094700798392 29519.7388330549 2999.6577681899071 1715.313758045435 3522.7773032486439 2546.6134155243635 15559.469420611858 52621.332217186689 45156.447890341282 55102.108810722828 34840.275389254093 +leaf_count=209850 136944 165256 229472 1792 23434 134737 110602 51349 232687 80068 131161 30317 24806 128226 65392 10037 89833 40840 52000 172159 170808 6085 3507 7167 8673 35013 127329 103955 126720 87893 +internal_value=0 -0.00243287 0.0250153 -0.00509965 0.00354436 0.018415 -0.00946195 -0.00327579 0.0376055 -0.0117441 0.00198394 -0.00287116 0.00246808 0.000655672 -0.0010485 -0.0023302 0.015065 0.0124939 0.00430045 0.0032436 0.00803016 -0.00667307 -0.000690879 0.00419241 -0.00513713 -0.00382341 -0.00420196 -0.00281629 -0.00168322 -0.014663 +internal_weight=0 651567 71613.3 450550 201016 46982.8 132835 317715 24630.5 73055.2 149138 294281 139644 70204.3 100987 73655.2 29241.7 19328.8 69439.3 57460.5 51878.8 59780.2 8237.75 6522.44 9493.99 193294 177734 97777.8 69079.1 35611.5 +internal_count=2798112 1860693 937419 1012482 848211 494882 297114 715368 442537 169753 540459 664019 508352 259387 232466 167074 265410 175577 248965 196965 307752 127361 16759 13252 32107 431553 396540 231284 157037 89685 +cat_boundaries=0 1 2 3 +cat_threshold=12 12 12 is_linear=0 shrinkage=0.1 Tree=47 num_leaves=31 -num_cat=4 -split_feature=2 2 2 2 2 3 2 6 1 8 2 3 6 0 1 11 8 11 0 8 8 9 11 0 0 1 3 11 10 7 -split_gain=9716.38 2128.71 1079.64 696.105 345.079 169.499 162.8 127.106 110.59 110.247 109.963 101.673 88.0746 86.6477 85.0826 90.8316 81.2129 78.132 82.3451 77.7536 70.8199 68.8754 67.0592 66.2543 83.9086 70.2153 66.1193 65.0637 68.2285 63.8741 -threshold=0.016459725575880765 0.18487676569741335 0.0038524632350875475 0.74014381696763587 0.049768621485165691 0.99069973026717284 0.88020860688709668 0.43534002229654406 0.0092015142656357296 33.000000000000007 0.0017155603126277931 0.10973345600121566 0.39791666666666675 0.84353360489344598 0.028595502099624328 0 77.000000000000014 1 0.018354768296959322 77.000000000000014 57.000000000000007 1.0000000180025095e-35 2 0.010838493713080136 0.0010534189506207982 0.0010728433625988223 0.11640898034699568 3 1.0000000180025095e-35 0.30094339622641514 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 1 2 2 2 2 1 2 2 -left_child=2 4 10 7 13 9 -5 8 27 -4 -1 -6 17 16 15 -13 22 -8 29 -16 21 -10 -2 24 -17 -25 -9 28 -3 -19 -right_child=1 3 5 6 11 -7 12 26 20 -11 -12 14 -14 -15 19 23 -18 18 -20 -21 -22 -23 -24 25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.087663739804557286 -0.02397395695076588 0.011448208824615074 -0.02684302012227573 0.01484094294327796 0.010820772652692545 -0.049951845356267975 0.028633917651929186 0.029731129925197615 0.002357447427109124 -0.047098163173660682 -0.067893025150249239 -0.0096058411331080701 0.036430894944485065 0.0058338945574727893 -0.0079270534847845162 -0.011841495340432537 -0.028544547859701664 0.014204315096277407 -0.0010432328468427735 -0.029140308637541742 -0.0064653137172440396 0.023231417706557213 -0.011684380338539751 -0.014719633828790003 0.0053560482795636175 -0.0010738448990376159 0.01214436950486893 0.0050645553333073029 -0.0036187774582718394 0.030957780819655313 -leaf_weight=4547.9371831566095 5678.5309747867286 40214.067612856627 10989.102838110179 39462.227549105883 4979.8528357669711 7953.6647633723915 9963.2517091482878 2475.6769717037678 28212.110334739089 3556.9438024871051 7375.3310101497918 13489.547482132912 5325.8962679952383 1840.8097123838961 9498.8274474442005 3257.1975867003202 4741.774100150913 6048.0059989839792 2169.5905139446259 2112.0289751961827 9300.0140640288591 1674.5400403290987 20796.738481171429 5086.3382341116667 21996.865224696696 14579.37390807271 15661.186160773039 51614.064323574305 3248.2392388135195 3648.556060180068 -leaf_count=176085 66834 175747 201518 165099 32264 205811 48781 10420 127834 77372 253949 99912 27772 17609 63810 23741 71166 28784 9619 18347 44262 7337 228198 35751 150386 97724 68728 230993 14487 17772 -internal_value=0 0.00474814 -0.0511062 0.0104148 -0.00673726 -0.0382141 0.0189418 0.00668741 0.00562597 -0.031796 -0.0754342 -0.00298547 0.0249011 -0.0152491 -0.00396737 -0.0024132 -0.0164923 0.022088 0.0165538 -0.0117858 0.00115557 0.00352701 -0.0143338 -0.000251033 0.00313796 -0.00460319 0.014545 0.00746849 0.0103198 0.0205082 -internal_weight=0 327075 34423 219017 108058 22499.7 66617.5 152400 134263 14546 11923.3 75000 27155.3 33057.9 70020.2 58409.3 31217 21829.4 11866.2 11610.9 39186.7 29886.7 26475.3 44919.8 25254.1 19665.7 18136.9 95076.4 43462.3 9696.56 -internal_count=2798112 1883377 914735 977635 905742 484701 297827 679808 600660 278890 430034 521935 132728 383807 489671 407514 366198 104956 56175 82157 179433 135171 295032 307602 174127 133475 79148 421227 190234 46556 -cat_boundaries=0 1 2 3 4 -cat_threshold=8 12 8 3 +num_cat=3 +split_feature=2 2 2 2 2 2 1 6 2 3 3 1 0 11 8 9 7 8 8 1 11 10 1 9 4 10 3 11 3 8 +split_gain=4861.09 1038.6 595.101 358.469 140.706 86.9082 84.5435 65.3232 59.3062 59.197 51.4168 51.076 46.3757 62.6623 44.7068 46.5415 37.6893 39.3638 37.2035 40.1437 36.9064 34.1918 74.6964 37.2365 32.8463 31.6415 41.733 39.2948 30.7637 30.5952 +threshold=0.017330300000000003 0.17177030000000001 0.0038998500000000003 0.73516160000000008 0.042905050000000007 0.0077732000000000009 0.0018204500000000001 0.54772727272727284 0.0018862000000000002 0.10623690000000001 0.10922170000000002 0.006878050000000001 0.010599350000000002 0 33.000000000000007 1.0000000180025095e-35 0.29520697167755999 57.000000000000007 79.000000000000014 0.00071965000000000017 1 1.0000000180025095e-35 0.013619600000000001 1.0000000180025095e-35 0.044466403162055343 1.0000000180025095e-35 0.44544165000000008 2 0.17219405000000002 27.000000000000004 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 +left_child=2 4 8 7 20 -4 9 11 -1 29 24 25 13 -12 15 28 17 -7 19 -14 -2 -8 23 -23 -6 26 -3 -28 -13 -5 +right_child=1 3 5 6 10 16 21 -9 -10 -11 12 14 18 -15 -16 -17 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 27 -29 -30 -31 +leaf_value=-0.043147418721326068 -0.0057020583506820289 0.0058964862639312929 -0.023936699092230104 -0.0050372472030721276 0.0086982765731162728 -0.010203786987376076 0.0076291706642452051 0.0083570167575496707 -0.03326071890284895 0.0089679921481796206 0.0022030046966949757 0.0058733121738226372 -0.010346938055422965 -0.0037771646017462838 -0.0024054947451926834 0.012096741845945197 -0.020078074488381746 -0.021386554949044612 -0.0093699568684924347 -0.002260076769518166 -0.011096330912074431 -0.01238057042527336 0.019259460224750079 0.0027798359085558356 -0.004577986129425453 -0.00050081424576238194 0.004979951325785441 0.00095843939636476279 0.00062037524295984099 0.015099059129735718 +leaf_weight=10824.022489227355 29519.7388330549 79956.436138272285 17741.071142449975 771.264888048172 6947.3779539316893 15370.372305773199 51542.425559937954 23434.405626922846 13806.433137752116 37443.670679092407 36647.425055742264 13976.964789271355 6988.3667637556791 33556.832516536117 27331.759585887194 4576.1656657457352 9912.9921543076634 3958.3784983456135 11978.880187436938 50472.094700798392 22359.071649290621 2999.6577681899071 1715.313758045435 3522.7773032486439 2546.6134155243635 15559.469420611858 45156.447890341282 52621.332217186689 55102.108810722828 34840.275389254093 +leaf_count=209850 170808 165256 229472 1792 23434 134737 110602 51349 232687 80068 128226 30317 24806 131161 65392 10037 89833 40840 52000 172159 136944 6085 3507 7167 8673 35013 103955 127329 126720 87893 +internal_value=0 0.00243287 -0.0250153 0.00509965 -0.00354436 -0.018415 0.00946195 0.00327579 -0.0376055 0.0117441 -0.00198394 0.00287116 -0.00246808 -0.000655672 0.0010485 0.0023302 -0.015065 -0.0124939 -0.00430045 -0.0032436 -0.00803016 0.00667307 0.000690879 -0.00419241 0.00513713 0.00382341 0.00420196 0.00281629 0.00168322 0.014663 +internal_weight=0 651567 71613.3 450550 201016 46982.8 132835 317715 24630.5 73055.2 149138 294281 139644 70204.3 100987 73655.2 29241.7 19328.8 69439.3 57460.5 51878.8 59780.2 8237.75 6522.44 9493.99 193294 177734 97777.8 69079.1 35611.5 +internal_count=2798112 1860693 937419 1012482 848211 494882 297114 715368 442537 169753 540459 664019 508352 259387 232466 167074 265410 175577 248965 196965 307752 127361 16759 13252 32107 431553 396540 231284 157037 89685 +cat_boundaries=0 1 2 3 +cat_threshold=3 3 3 is_linear=0 shrinkage=0.1 @@ -1020,20 +1020,20 @@ shrinkage=0.1 Tree=48 num_leaves=31 num_cat=2 -split_feature=2 2 2 2 2 1 3 3 11 6 8 10 9 8 2 8 3 7 1 3 8 2 8 8 1 7 8 11 1 1 -split_gain=8275.75 1800.38 962.773 654.854 244.315 207.842 160.049 136.328 117.671 115.624 106.429 99.5136 102.997 98.4773 95.5542 87.8413 83.918 79.7135 75.1652 104.295 72.4249 71.9001 83.2172 69.8523 81.7592 69.5437 69.0495 67.4669 67.0934 66.1842 -threshold=0.015388798785591932 0.14518090456715091 0.0036046264903578026 0.63285739611284597 0.042902079019025922 0.0012994548826654509 0.9925249323376617 0.09418943373279369 0 0.54772727272727284 31.000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 53.000000000000007 0.0017155603126277931 41.000000000000007 0.11640898034699568 0.33687943262411352 0.012180906289467974 0.23220849485089298 73.000000000000014 0.94691384913913623 79.000000000000014 77.000000000000014 0.057560453216245026 0.267948717948718 27.000000000000004 1 0.0051173929720308041 0.018933930616955374 -decision_type=2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 -left_child=2 4 14 9 17 7 13 26 -9 18 -7 21 -13 25 -1 28 -6 -2 27 -20 -21 22 -12 -18 -25 29 -5 -3 -14 -4 -right_child=1 3 6 5 16 10 -8 8 -10 -11 11 12 15 -15 -16 -17 23 -19 19 20 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=0.08612815853949235 0.011797519310208572 -0.002753560690933435 0.018672030612884926 0.019458395958099256 -0.0084097679002900372 0.0052773885578138013 0.051453147594628768 -0.0057341552254905788 -0.021095703299834102 -0.014971931320843797 -0.010692032205591786 0.013300901195172894 2.4436774796283593e-05 0.047577064227714516 0.066580041904147944 0.05604238610910707 0.0037505172486501925 0.023181761535530327 -0.0080918916574721864 0.0010829604572072259 0.014724350454659736 -0.039094918574138493 -0.020031029797546736 0.0095602171759164578 0.037235231263039653 0.038227594841206927 -0.030298522897452621 -0.0080312448743656058 -0.030392168448749736 0.045470191626740701 -leaf_weight=4184.8409987334162 19261.229605283588 52472.499691456556 6858.5122896172106 285.03058575093746 4827.8529785871506 3562.1828222125769 5757.4630049951375 7074.569092258811 17097.741210669279 9884.8393647521734 31351.149931579828 2850.7360366284847 1290.2642723619938 3169.4024651423097 6213.0989382341504 174.03021430969238 48859.937223426998 9036.2173542529345 10617.88394652307 19815.537856832147 4843.2472003698349 1128.0338206887245 13715.621815606952 8720.769835844636 1216.3755163177848 4169.8762082271278 12974.368520990014 45038.253684833646 1655.9222278147936 1064.6680181622505 -leaf_count=176085 239296 248582 138356 1375 33324 14725 163830 29976 72570 44953 132262 11565 5242 76039 231792 707 353083 111750 49723 95418 25606 5863 57644 79596 11935 84447 67314 206547 6719 21788 -internal_value=0 -0.00416891 0.0495581 -0.0087961 0.00770241 -0.0153173 0.037246 -0.0210806 -0.0166109 -0.00453801 -0.0114462 -0.0125882 -0.000439647 0.0318866 0.0744475 -0.0129935 0.00426426 0.0154328 -0.0037613 0.000194303 0.00376227 -0.0141584 -0.0135343 0.00530493 0.0129478 0.0277744 -0.0292289 -0.00519232 -0.0170714 0.022273 -internal_weight=0 327754 31417.9 235832 91922.4 93159.7 21019.9 37431.7 24172.3 142672 55727.9 52165.8 5970.95 15262.5 10397.9 3120.22 63624.9 28297.4 132787 35276.7 24658.8 46194.8 45066.8 58797.1 9937.15 12093.1 13259.4 97510.8 2946.19 7923.18 -internal_count=2798112 1905775 892337 1076791 828984 405962 484460 171235 102546 670829 234727 220002 24233 320630 407877 12668 477938 351046 625876 170747 121024 195769 189906 444614 91531 244591 68689 455129 11961 160144 +split_feature=2 2 2 3 2 1 0 3 2 4 8 11 6 3 8 7 8 2 6 10 3 10 0 0 11 0 4 8 1 8 +split_gain=4149.48 903.523 490.944 307.375 140.353 120.224 86.6284 63.1213 60.4949 56.8073 54.3608 51.3115 51.256 43.4065 53.4673 40.7096 40.0872 38.6371 38.059 35.0642 33.9809 33.9513 33.7597 40.073 45.1752 33.3951 33.2108 33.1631 35.7431 32.9647 +threshold=0.015134200000000002 0.17177030000000001 0.0038998500000000003 0.13325770000000001 0.042905050000000007 0.0022990000000000003 0.025153700000000005 0.99248650000000016 0.0018862000000000002 0.32495285983658084 47.000000000000007 0 0.37689393939393945 0.21799425000000003 33.000000000000007 0.33687943262411352 27.000000000000004 0.94500335000000013 0.36939571150097467 1.0000000180025095e-35 0.45594085000000006 1.0000000180025095e-35 0.70460265000000011 0.0109598 1 0.87149980000000016 0.050641025641025648 45.000000000000007 0.0010679500000000002 79.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 +left_child=2 4 8 5 15 16 11 10 -1 18 -4 20 22 19 -15 25 -3 -18 -7 -8 -5 -16 23 24 -6 -2 -24 28 -13 -25 +right_child=1 3 7 6 12 9 13 -9 -10 -11 -12 27 -14 14 21 -17 17 -19 -20 -21 -22 -23 26 29 -26 -27 -28 -29 -30 -31 +leaf_value=0.042333866209242059 0.006453276028908249 0.0061669584981111011 0.013452600146044026 -0.0050242889989962208 0.0038942643796694878 -0.0058480234887533789 -0.0049818894779546374 0.024892610340385039 0.031975075879586617 0.0023566323691100971 0.023671341323957238 -0.0081272399897629518 -0.0038244492669021191 -0.0016688841637628026 0.0022453851069792778 0.011546126173736742 -0.01167381912687855 -0.020057997653170116 -0.012516864650577698 0.0046562698301257539 -0.0011043195223332778 0.014916197826025837 -0.0066596111566049471 0.0036282890828364107 -0.0014374120778010331 -0.0074678421109488071 0.0067579477921840617 -0.0097281185990802186 -0.0032213350325620846 0.009810385057389414 +leaf_weight=9972.770207002759 36888.609969072044 1160.9370692074299 22886.163388334215 39856.692121773958 30294.655499503016 50117.820286273956 37281.995265752077 10215.952932983637 12969.362339250743 7292.4126338660717 6738.6727138385177 24382.329899013042 14648.750652045012 77332.08651176095 31711.134164094925 18122.546768434346 49292.787466973066 6186.2769917845726 10319.802668213844 4199.8542360961437 49676.903874963522 2265.7881786525249 7281.2103728652 50211.347897738218 33407.934137374163 1807.6386785507202 2470.6925353109837 21066.72195738554 37990.255377292633 10414.358272686601 +leaf_count=209850 230561 2624 230605 81895 119381 107727 79429 142221 232687 15760 77413 52891 51748 176430 75774 112514 117705 16882 22590 8987 120025 5648 24399 173472 116783 9320 8554 46506 81609 46122 +internal_value=0 -0.00208631 0.0248248 -0.00459478 0.00340705 -0.00882396 -0.00298016 0.0181144 0.036478 -0.00598075 0.015777 -0.00451279 0.00179193 -0.00124508 -0.000216134 0.00763477 -0.0122239 -0.0126087 -0.00698674 -0.00400607 -0.00284901 0.00309035 0.00240554 0.00284995 0.00109853 0.00580297 -0.00326021 -0.006297 -0.00513912 0.00469026 +internal_weight=0 655682 62782.9 450134 205548 124370 325764 39840.8 22942.1 67730 29624.8 172973 148729 152791 111309 56818.8 56640 55479.1 60437.6 41481.8 89533.6 33976.9 134080 124328 63702.6 38696.2 9751.9 83439.3 62372.6 60625.7 +internal_count=2798112 1905336 892776 1012482 892854 283288 729194 450239 442537 146077 308018 382926 540459 346268 257852 352395 137211 134587 130317 88416 201920 81422 488711 455758 236164 239881 32953 181006 134500 219594 cat_boundaries=0 1 2 -cat_threshold=8 12 +cat_threshold=12 12 is_linear=0 shrinkage=0.1 @@ -1041,58 +1041,62 @@ shrinkage=0.1 Tree=49 num_leaves=31 num_cat=2 -split_feature=2 2 2 2 2 1 3 3 11 6 8 10 9 8 2 8 3 7 1 3 8 2 8 8 1 7 8 11 1 1 -split_gain=8275.75 1800.38 962.773 654.854 244.315 207.842 160.049 136.328 117.671 115.624 106.429 99.5136 102.997 98.4773 95.5542 87.8413 83.918 79.7135 75.1652 104.295 72.4249 71.9001 83.2172 69.8523 81.7592 69.5437 69.0495 67.4669 67.0934 66.1842 -threshold=0.015388798785591932 0.14518090456715091 0.0036046264903578026 0.63285739611284597 0.042902079019025922 0.0012994548826654509 0.9925249323376617 0.09418943373279369 0 0.54772727272727284 31.000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 53.000000000000007 0.0017155603126277931 41.000000000000007 0.11640898034699568 0.33687943262411352 0.012180906289467974 0.23220849485089298 73.000000000000014 0.94691384913913623 79.000000000000014 77.000000000000014 0.057560453216245026 0.267948717948718 27.000000000000004 1 0.0051173929720308041 0.018933930616955374 -decision_type=2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 -left_child=2 4 14 9 17 7 13 26 -9 18 -7 21 -13 25 -1 28 -6 -2 27 -20 -21 22 -12 -18 -25 29 -5 -3 -14 -4 -right_child=1 3 6 5 16 10 -8 8 -10 -11 11 12 15 -15 -16 -17 23 -19 19 20 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.08612815853949235 -0.011797519310208572 0.0080312448743656058 -0.018672030612884926 -0.019458395958099256 0.0084097679002900372 -0.0052773885578138013 -0.051453147594628768 0.0057341552254905788 0.021095703299834102 0.014971931320843797 0.010692032205591786 -0.013300901195172894 -2.4436774796283593e-05 -0.047577064227714516 -0.066580041904147944 -0.05604238610910707 -0.0037505172486501925 -0.023181761535530327 0.0080918916574721864 -0.0010829604572072259 -0.014724350454659736 0.039094918574138493 0.020031029797546736 -0.0095602171759164578 -0.037235231263039653 -0.038227594841206927 0.030298522897452621 0.002753560690933435 0.030392168448749736 -0.045470191626740701 -leaf_weight=4184.8409987334162 19261.229605283588 45038.253684833646 6858.5122896172106 285.03058575093746 4827.8529785871506 3562.1828222125769 5757.4630049951375 7074.569092258811 17097.741210669279 9884.8393647521734 31351.149931579828 2850.7360366284847 1290.2642723619938 3169.4024651423097 6213.0989382341504 174.03021430969238 48859.937223426998 9036.2173542529345 10617.88394652307 19815.537856832147 4843.2472003698349 1128.0338206887245 13715.621815606952 8720.769835844636 1216.3755163177848 4169.8762082271278 12974.368520990014 52472.499691456556 1655.9222278147936 1064.6680181622505 -leaf_count=176085 239296 206547 138356 1375 33324 14725 163830 29976 72570 44953 132262 11565 5242 76039 231792 707 353083 111750 49723 95418 25606 5863 57644 79596 11935 84447 67314 248582 6719 21788 -internal_value=0 0.00416891 -0.0495581 0.0087961 -0.00770241 0.0153173 -0.037246 0.0210806 0.0166109 0.00453801 0.0114462 0.0125882 0.000439647 -0.0318866 -0.0744475 0.0129935 -0.00426426 -0.0154328 0.0037613 -0.000194303 -0.00376227 0.0141584 0.0135343 -0.00530493 -0.0129478 -0.0277744 0.0292289 0.00519232 0.0170714 -0.022273 -internal_weight=0 327754 31417.9 235832 91922.4 93159.7 21019.9 37431.7 24172.3 142672 55727.9 52165.8 5970.95 15262.5 10397.9 3120.22 63624.9 28297.4 132787 35276.7 24658.8 46194.8 45066.8 58797.1 9937.15 12093.1 13259.4 97510.8 2946.19 7923.18 -internal_count=2798112 1905775 892337 1076791 828984 405962 484460 171235 102546 670829 234727 220002 24233 320630 407877 12668 477938 351046 625876 170747 121024 195769 189906 444614 91531 244591 68689 455129 11961 160144 +split_feature=2 2 2 3 2 1 0 3 2 4 8 11 6 3 8 7 8 2 6 10 3 10 0 0 11 0 4 8 1 8 +split_gain=4149.48 903.523 490.944 307.375 140.353 120.224 86.6284 63.1213 60.4949 56.8073 54.3608 51.3115 51.256 43.4065 53.4673 40.7096 40.0872 38.6371 38.059 35.0642 33.9809 33.9513 33.7597 40.073 45.1752 33.3951 33.2108 33.1631 35.7431 32.9647 +threshold=0.015134200000000002 0.17177030000000001 0.0038998500000000003 0.13325770000000001 0.042905050000000007 0.0022990000000000003 0.025153700000000005 0.99248650000000016 0.0018862000000000002 0.32495285983658084 47.000000000000007 0 0.37689393939393945 0.21799425000000003 33.000000000000007 0.33687943262411352 27.000000000000004 0.94500335000000013 0.36939571150097467 1.0000000180025095e-35 0.45594085000000006 1.0000000180025095e-35 0.70460265000000011 0.0109598 1 0.87149980000000016 0.050641025641025648 45.000000000000007 0.0010679500000000002 79.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 +left_child=2 4 8 5 15 16 11 10 -1 18 -4 27 22 19 -15 25 -3 -18 -7 -8 -13 -16 23 24 -6 -2 -24 28 -5 -25 +right_child=1 3 7 6 12 9 13 -9 -10 -11 -12 20 -14 14 21 -17 17 -19 -20 -21 -22 -23 26 29 -26 -27 -28 -29 -30 -31 +leaf_value=-0.042333866209242059 -0.006453276028908249 -0.0061669584981111011 -0.013452600146044026 0.0081272399897629518 0.0014374120778010331 0.0058480234887533789 0.0049818894779546374 -0.024892610340385039 -0.031975075879586617 -0.0023566323691100971 -0.023671341323957238 0.0050242889989962208 0.0038244492669021191 0.0016688841637628026 -0.0022453851069792778 -0.011546126173736742 0.01167381912687855 0.020057997653170116 0.012516864650577698 -0.0046562698301257539 0.0011043195223332778 -0.014916197826025837 0.0066596111566049471 -0.0036282890828364107 -0.0038942643796694878 0.0074678421109488071 -0.0067579477921840617 0.0097281185990802186 0.0032213350325620846 -0.009810385057389414 +leaf_weight=9972.770207002759 36888.609969072044 1160.9370692074299 22886.163388334215 24382.329899013042 33407.934137374163 50117.820286273956 37281.995265752077 10215.952932983637 12969.362339250743 7292.4126338660717 6738.6727138385177 39856.692121773958 14648.750652045012 77332.08651176095 31711.134164094925 18122.546768434346 49292.787466973066 6186.2769917845726 10319.802668213844 4199.8542360961437 49676.903874963522 2265.7881786525249 7281.2103728652 50211.347897738218 30294.655499503016 1807.6386785507202 2470.6925353109837 21066.72195738554 37990.255377292633 10414.358272686601 +leaf_count=209850 230561 2624 230605 52891 116783 107727 79429 142221 232687 15760 77413 81895 51748 176430 75774 112514 117705 16882 22590 8987 120025 5648 24399 173472 119381 9320 8554 46506 81609 46122 +internal_value=0 0.00208631 -0.0248248 0.00459478 -0.00340705 0.00882396 0.00298016 -0.0181144 -0.036478 0.00598075 -0.015777 0.00451279 -0.00179193 0.00124508 0.000216134 -0.00763477 0.0122239 0.0126087 0.00698674 0.00400607 0.00284901 -0.00309035 -0.00240554 -0.00284995 -0.00109853 -0.00580297 0.00326021 0.006297 0.00513912 -0.00469026 +internal_weight=0 655682 62782.9 450134 205548 124370 325764 39840.8 22942.1 67730 29624.8 172973 148729 152791 111309 56818.8 56640 55479.1 60437.6 41481.8 89533.6 33976.9 134080 124328 63702.6 38696.2 9751.9 83439.3 62372.6 60625.7 +internal_count=2798112 1905336 892776 1012482 892854 283288 729194 450239 442537 146077 308018 382926 540459 346268 257852 352395 137211 134587 130317 88416 201920 81422 488711 455758 236164 239881 32953 181006 134500 219594 cat_boundaries=0 1 2 -cat_threshold=8 3 +cat_threshold=3 3 is_linear=0 shrinkage=0.1 Tree=50 num_leaves=31 -num_cat=0 -split_feature=2 2 2 2 2 2 3 6 2 6 8 8 7 8 8 0 8 0 3 10 10 1 1 1 9 3 1 2 1 2 -split_gain=7051.07 1574.77 793.942 463.083 338.49 136.032 115.967 106.467 97.3983 90.5269 86.4995 81.5009 79.3467 75.2216 69.797 65.7188 64.0328 87.6818 78.8256 67.3461 63.3308 62.8229 62.7886 86.9882 60.8865 60.6139 60.2667 57.8869 56.8789 56.0157 -threshold=0.013486862781984892 0.20599059876314837 0.0036046264903578026 0.83072957074549281 0.039049724202902307 0.55439442690556262 0.9925249323376617 0.33712121212121215 0.0017155603126277931 0.37689393939393945 31.000000000000004 47.000000000000007 0.33687943262411352 33.000000000000007 31.000000000000004 0.87763352759617652 33.000000000000007 0.015826981426821967 0.080465500804126081 1.0000000180025095e-35 1.0000000180025095e-35 0.0005108732445075092 0.00013840278912478506 0.030813650209460041 1.0000000180025095e-35 0.3313836775151579 0.0043743018497098872 0.9394277608023881 0.01688745058380545 0.94691384913913623 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 8 5 12 16 11 10 -1 13 -5 15 22 24 -7 -4 18 21 -3 -19 29 -18 -2 25 -6 26 -24 -9 -22 -12 -right_child=1 3 6 7 9 14 -8 27 -10 -11 20 -13 -14 -15 -16 -17 17 19 -20 -21 28 -23 23 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.084521481121459532 0.023200604776142459 -0.021629710856164577 0.028940949751500661 0.0034580165958421807 0.0027696265657091378 0.0032052268388043786 0.048700750355503003 -0.02454300833109227 0.064037043143526914 -0.0066771535349899186 -0.016989604484599682 0.046419357048756799 0.023338734461799505 0.0093400009472706918 -0.010557762417179345 -0.0062326582052060165 0.008430317604648737 0.0020033721780247904 -0.0049364773797770222 0.024040036504126085 0.0040318500656470486 -0.012930689978908772 -0.043729634325261058 0.024832142837348005 -0.012928754256464087 0.0074994659279603625 0.0018049977774325641 -0.046608672086398656 -0.047341057193655334 -0.032688597586151683 -leaf_weight=3854.9767960980535 3799.1208658032119 2952.3713549524546 9001.3231824375689 2198.5438844412565 61368.678012378514 3901.6701571047306 5488.8624543808401 6591.1935791969299 5833.7616063524038 9217.1210175827146 26789.256715416908 2742.6266639195383 8641.9306374751031 18753.648496471345 66285.60268445313 564.51114727929235 1735.205279096961 18014.361813083291 67527.74766920507 1502.4909928590059 2102.4836819767952 6666.0200748592615 477.5715608894825 2748.0459650307894 2574.2877372950315 10778.073069345206 742.69319278746843 1450.5490546375513 240.13264654576778 2483.5290628969669 -leaf_count=176085 52864 12947 194019 9697 418259 15741 163830 32389 231792 63316 125181 69972 115383 156745 268939 12383 8226 84971 305114 7173 8762 30854 4722 36855 16991 143537 8333 8436 998 13598 -internal_value=0 -0.0035662 0.0491528 -0.0087667 0.00562262 -0.00642931 0.0366129 -0.0181812 0.0721874 0.00272322 -0.0157216 0.0312224 0.0154248 0.00377095 -0.00979269 0.0268652 -0.00403022 2.2978e-05 -0.00563575 0.00369985 -0.0170554 -0.00851875 0.011737 0.00878359 0.00213762 0.0051079 -0.0160158 -0.0285232 -0.00123419 -0.0183215 -internal_weight=0 329542 27486.1 210441 119101 168585 17797.3 41855.7 9688.74 91913.7 33813.9 12308.5 27187.4 82696.6 70187.3 9565.83 98398.2 27918.1 70480.1 19516.9 31615.4 8401.23 18545.5 14746.4 63943 11998.3 1220.26 8041.74 2342.62 29272.8 -internal_count=2798112 1950031 848081 933026 1017005 733965 440204 199061 407877 655311 158236 276374 361694 591995 284680 206402 449285 131224 318061 92144 148539 39080 246311 193447 435250 156592 13055 40825 9760 138779 +num_cat=1 +split_feature=2 2 2 3 2 1 1 7 8 2 2 4 6 9 8 1 11 9 8 0 7 8 10 9 8 0 8 2 1 0 +split_gain=3535.69 788.986 405.523 262.67 132.639 95.423 76.3895 56.3221 49.901 49.1077 48.0041 46.6642 46.4833 38.0295 35.5329 44.5486 34.9237 33.2721 32.532 32.3848 30.2367 30.1006 40.7648 32.8262 29.177 27.8537 29.8938 27.2954 27.272 25.6339 +threshold=0.013235650000000003 0.15876005000000001 0.0035292500000000007 0.12959220000000002 0.03337455000000001 0.0022990000000000003 0.0058347500000000005 0.25357142857142861 53.000000000000007 0.52021335000000013 0.0018862000000000002 0.32495285983658084 0.37689393939393945 1.0000000180025095e-35 33.000000000000007 0.028629600000000002 0 1.0000000180025095e-35 31.000000000000004 0.0019343500000000003 0.48074074074074075 57.000000000000007 1.0000000180025095e-35 1.0000000180025095e-35 25.000000000000004 0.00052525000000000011 77.000000000000014 0.94500335000000013 0.021522550000000005 0.87149980000000016 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 4 10 5 13 18 9 8 -4 19 -1 16 14 25 17 -16 -7 -6 -3 -5 -21 23 28 -8 -11 -2 -27 -20 -23 -28 +right_child=1 3 7 6 12 11 21 -9 -10 24 -12 -13 -14 -15 15 -17 -18 -19 27 20 -22 22 -24 -25 -26 26 29 -29 -30 -31 +leaf_value=0.041483241834047557 0.015410927362359314 -0.0010395272773770876 0.012870214067293967 0.0024972953387070191 0.0021792376405233879 -0.0040347373572234687 -0.00095534233099835825 0.023669586154814251 0.024159594881457379 0.010062856291673585 0.031527065739930055 0.0020671931966006153 -0.0031951060642681148 -0.0098345277772161118 0.0038815584597767607 0.013784814577448895 -0.0089089439639670476 -0.0067170694004019486 -0.010933187397380013 -0.0039890807739971649 -0.0004245727302842034 -0.0013974087627133547 0.017789849420520903 -0.0097503262433409361 -0.0054595552861394121 0.0065851251894305241 0.01596184035576995 -0.018206621198766544 0.0052424200453423239 -0.011538779689474227 +leaf_weight=9199.4984854012728 5515.4395583719015 2998.0258128643036 17972.562486946583 12478.505807489157 104191.60487912595 29832.075710445642 80793.480797588825 12503.711909089237 5005.8635212220252 1225.2848519086838 10225.760251361877 7233.099645793438 14977.252859383821 1126.9970987662673 25004.906966850162 5550.6346408575773 29096.23978304863 4380.7337237745523 45629.077081203461 76224.00245565176 34600.065554916859 14510.425055980682 1621.3615213632584 4479.019833445549 103421.83758473396 31810.449476800859 5605.4120707586408 5817.3362891376019 10782.608727186918 360.76019932329655 +leaf_count=209850 41330 6891 216485 30302 383041 64795 184566 156214 66339 2484 199623 15733 55959 7071 114882 26926 62796 15386 110418 180864 82652 34001 4031 9884 211938 207660 49857 16268 27088 2778 +internal_value=0 -0.00178421 0.0246273 -0.00405503 0.00348598 -0.00806479 -0.00263324 0.0182686 0.0153296 -0.00368458 0.0362422 -0.00551316 0.00209825 0.0083005 0.00266809 0.00568056 -0.00644361 0.00182028 -0.0111655 -0.0023324 -0.00287622 -0.00049706 0.00241855 -0.00141731 -0.00527781 0.0087726 0.00780339 -0.0117556 0.0014332 0.0142989 +internal_weight=0 659267 54907.4 460742 198524 120606 340137 35482.1 22978.4 227950 19425.3 66161.4 154105 44419.1 139128 30555.5 58928.3 108572 54444.4 123303 110824 112187 26914.4 85272.5 104647 43292.1 37776.6 51446.4 25293 5966.17 +internal_count=2798112 1949601 848511 1044711 904890 276901 767810 439038 282824 508240 409473 143324 596194 308696 540235 141808 127591 398427 133577 293818 263516 259570 65120 194450 214422 301625 260295 126686 61089 52635 +cat_boundaries=0 1 +cat_threshold=3 is_linear=0 shrinkage=0.1 Tree=51 num_leaves=31 -num_cat=0 -split_feature=2 2 2 2 2 2 3 6 2 6 8 8 7 8 8 0 8 0 3 10 10 1 1 1 9 3 1 2 1 2 -split_gain=7051.07 1574.77 793.942 463.083 338.49 136.032 115.967 106.467 97.3983 90.5269 86.4995 81.5009 79.3467 75.2216 69.797 65.7188 64.0328 87.6818 78.8256 67.3461 63.3308 62.8229 62.7886 86.9882 60.8865 60.6139 60.2667 57.8869 56.8789 56.0157 -threshold=0.013486862781984892 0.20599059876314837 0.0036046264903578026 0.83072957074549281 0.039049724202902307 0.55439442690556262 0.9925249323376617 0.33712121212121215 0.0017155603126277931 0.37689393939393945 31.000000000000004 47.000000000000007 0.33687943262411352 33.000000000000007 31.000000000000004 0.87763352759617652 33.000000000000007 0.015826981426821967 0.080465500804126081 1.0000000180025095e-35 1.0000000180025095e-35 0.0005108732445075092 0.00013840278912478506 0.030813650209460041 1.0000000180025095e-35 0.3313836775151579 0.0043743018497098872 0.9394277608023881 0.01688745058380545 0.94691384913913623 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 8 5 12 16 11 10 -1 13 -5 15 22 24 -7 -4 18 21 -3 -19 29 -18 -2 25 -6 26 -24 -9 -22 -12 -right_child=1 3 6 7 9 14 -8 27 -10 -11 20 -13 -14 -15 -16 -17 17 19 -20 -21 28 -23 23 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.084521481121459532 -0.023200604776142459 0.021629710856164577 -0.028940949751500661 -0.0034580165958421807 -0.0027696265657091378 -0.0032052268388043786 -0.048700750355503003 0.02454300833109227 -0.064037043143526914 0.0066771535349899186 0.016989604484599682 -0.046419357048756799 -0.023338734461799505 -0.0093400009472706918 0.010557762417179345 0.0062326582052060165 -0.008430317604648737 -0.0020033721780247904 0.0049364773797770222 -0.024040036504126085 -0.0040318500656470486 0.012930689978908772 0.043729634325261058 -0.024832142837348005 0.012928754256464087 -0.0074994659279603625 -0.0018049977774325641 0.046608672086398656 0.047341057193655334 0.032688597586151683 -leaf_weight=3854.9767960980535 3799.1208658032119 2952.3713549524546 9001.3231824375689 2198.5438844412565 61368.678012378514 3901.6701571047306 5488.8624543808401 6591.1935791969299 5833.7616063524038 9217.1210175827146 26789.256715416908 2742.6266639195383 8641.9306374751031 18753.648496471345 66285.60268445313 564.51114727929235 1735.205279096961 18014.361813083291 67527.74766920507 1502.4909928590059 2102.4836819767952 6666.0200748592615 477.5715608894825 2748.0459650307894 2574.2877372950315 10778.073069345206 742.69319278746843 1450.5490546375513 240.13264654576778 2483.5290628969669 -leaf_count=176085 52864 12947 194019 9697 418259 15741 163830 32389 231792 63316 125181 69972 115383 156745 268939 12383 8226 84971 305114 7173 8762 30854 4722 36855 16991 143537 8333 8436 998 13598 -internal_value=0 0.0035662 -0.0491528 0.0087667 -0.00562262 0.00642931 -0.0366129 0.0181812 -0.0721874 -0.00272322 0.0157216 -0.0312224 -0.0154248 -0.00377095 0.00979269 -0.0268652 0.00403022 -2.2978e-05 0.00563575 -0.00369985 0.0170554 0.00851875 -0.011737 -0.00878359 -0.00213762 -0.0051079 0.0160158 0.0285232 0.00123419 0.0183215 -internal_weight=0 329542 27486.1 210441 119101 168585 17797.3 41855.7 9688.74 91913.7 33813.9 12308.5 27187.4 82696.6 70187.3 9565.83 98398.2 27918.1 70480.1 19516.9 31615.4 8401.23 18545.5 14746.4 63943 11998.3 1220.26 8041.74 2342.62 29272.8 -internal_count=2798112 1950031 848081 933026 1017005 733965 440204 199061 407877 655311 158236 276374 361694 591995 284680 206402 449285 131224 318061 92144 148539 39080 246311 193447 435250 156592 13055 40825 9760 138779 +num_cat=1 +split_feature=2 2 2 3 2 1 1 7 8 2 2 4 6 9 8 1 11 9 8 0 7 8 10 9 8 0 8 2 1 0 +split_gain=3535.69 788.986 405.523 262.67 132.639 95.423 76.3895 56.3221 49.901 49.1077 48.0041 46.6642 46.4833 38.0295 35.5329 44.5486 34.9237 33.2721 32.532 32.3848 30.2367 30.1006 40.7648 32.8262 29.177 27.8537 29.8938 27.2954 27.272 25.6339 +threshold=0.013235650000000003 0.15876005000000001 0.0035292500000000007 0.12959220000000002 0.03337455000000001 0.0022990000000000003 0.0058347500000000005 0.25357142857142861 53.000000000000007 0.52021335000000013 0.0018862000000000002 0.32495285983658084 0.37689393939393945 1.0000000180025095e-35 33.000000000000007 0.028629600000000002 0 1.0000000180025095e-35 31.000000000000004 0.0019343500000000003 0.48074074074074075 57.000000000000007 1.0000000180025095e-35 1.0000000180025095e-35 25.000000000000004 0.00052525000000000011 77.000000000000014 0.94500335000000013 0.021522550000000005 0.87149980000000016 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 4 10 5 13 18 9 8 -4 19 -1 16 14 25 17 -16 -7 -6 -3 -5 -21 23 28 -8 -11 -2 -27 -20 -23 -28 +right_child=1 3 7 6 12 11 21 -9 -10 24 -12 -13 -14 -15 15 -17 -18 -19 27 20 -22 22 -24 -25 -26 26 29 -29 -30 -31 +leaf_value=-0.041483241834047557 -0.015410927362359314 0.0010395272773770876 -0.012870214067293967 -0.0024972953387070191 -0.0021792376405233879 0.0089089439639670476 0.00095534233099835825 -0.023669586154814251 -0.024159594881457379 -0.010062856291673585 -0.031527065739930055 -0.0020671931966006153 0.0031951060642681148 0.0098345277772161118 -0.0038815584597767607 -0.013784814577448895 0.0040347373572234687 0.0067170694004019486 0.010933187397380013 0.0039890807739971649 0.0004245727302842034 0.0013974087627133547 -0.017789849420520903 0.0097503262433409361 0.0054595552861394121 -0.0065851251894305241 -0.01596184035576995 0.018206621198766544 -0.0052424200453423239 0.011538779689474227 +leaf_weight=9199.4984854012728 5515.4395583719015 2998.0258128643036 17972.562486946583 12478.505807489157 104191.60487912595 29096.23978304863 80793.480797588825 12503.711909089237 5005.8635212220252 1225.2848519086838 10225.760251361877 7233.099645793438 14977.252859383821 1126.9970987662673 25004.906966850162 5550.6346408575773 29832.075710445642 4380.7337237745523 45629.077081203461 76224.00245565176 34600.065554916859 14510.425055980682 1621.3615213632584 4479.019833445549 103421.83758473396 31810.449476800859 5605.4120707586408 5817.3362891376019 10782.608727186918 360.76019932329655 +leaf_count=209850 41330 6891 216485 30302 383041 62796 184566 156214 66339 2484 199623 15733 55959 7071 114882 26926 64795 15386 110418 180864 82652 34001 4031 9884 211938 207660 49857 16268 27088 2778 +internal_value=0 0.00178421 -0.0246273 0.00405503 -0.00348598 0.00806479 0.00263324 -0.0182686 -0.0153296 0.00368458 -0.0362422 0.00551316 -0.00209825 -0.0083005 -0.00266809 -0.00568056 0.00644361 -0.00182028 0.0111655 0.0023324 0.00287622 0.00049706 -0.00241855 0.00141731 0.00527781 -0.0087726 -0.00780339 0.0117556 -0.0014332 -0.0142989 +internal_weight=0 659267 54907.4 460742 198524 120606 340137 35482.1 22978.4 227950 19425.3 66161.4 154105 44419.1 139128 30555.5 58928.3 108572 54444.4 123303 110824 112187 26914.4 85272.5 104647 43292.1 37776.6 51446.4 25293 5966.17 +internal_count=2798112 1949601 848511 1044711 904890 276901 767810 439038 282824 508240 409473 143324 596194 308696 540235 141808 127591 398427 133577 293818 263516 259570 65120 194450 214422 301625 260295 126686 61089 52635 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 @@ -1100,20 +1104,20 @@ shrinkage=0.1 Tree=52 num_leaves=31 num_cat=2 -split_feature=2 2 2 2 2 1 7 6 2 3 11 8 2 6 0 1 11 0 1 9 7 8 10 8 0 1 3 3 3 1 -split_gain=6002.13 1347.15 702.38 457.773 216.817 121.886 109.25 106.33 98.7265 90.5212 91.234 80.0863 75.9498 72.8812 70.061 71.7059 68.9379 83.5201 65.3417 74.2346 64.6036 62.1832 60.9913 58.5828 56.9341 56.16 58.1052 53.5566 52.5365 50.5179 -threshold=0.012664548723268136 0.13709739383484712 0.0036046264903578026 0.72958043325790789 0.033503563664411214 0.0017555833808180332 0.25357142857142861 0.37689393939393945 0.0017155603126277931 0.096952270253722106 0 57.000000000000007 0.45790202044150391 0.54772727272727284 0.80793883849451453 0.0045016924269689644 1 0.0065550920500438816 0.00073958218076159148 1.0000000180025095e-35 1.0000000180025095e-35 27.000000000000004 1.0000000180025095e-35 69.000000000000014 0.00051122510775495722 0.024643118787614444 0.20652113064145117 0.22587392388731711 0.16654070952683944 7.4527000896655851e-05 -decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 8 7 14 9 11 12 -1 21 -11 22 20 16 23 -16 27 -18 -19 -20 25 -5 -4 24 -2 -3 -27 -6 -9 -26 -right_child=1 3 6 5 13 -7 -8 28 -10 10 -12 -13 -14 -15 15 -17 17 18 19 -21 -22 -23 -24 -25 29 26 -28 -29 -30 -31 -leaf_value=0.08283876940819182 0.028395648389243574 -0.004943684825274245 0.027188558711228012 0.017400955480054301 -0.0015263888641005887 -0.0093781693076133883 0.046208116629151037 -0.020410358476663552 0.061449048072098271 -0.0026678895539641607 -0.017561541754710235 0.046225710282982502 -0.0061956204417292528 -0.0096728853013337435 -0.037994707492333295 0.0089772134113748486 -0.0037569076667273919 0.018507113202629485 0.0051538416507972409 -0.02510376457462677 0.0021830442451965327 -0.024315297360836787 -0.0029289992816907582 0.029332884840506741 0.031076087975469964 -0.009968580935895914 0.0065604624955365193 0.010475512259387027 -0.0083133641147001384 0.010788072549338567 -leaf_weight=3555.4330624267459 2662.099053632468 48970.364984974265 7553.3624474126846 365.42291061580181 4360.3166277036071 31073.368807867169 5663.7100453749299 4525.1279767602682 5489.6153870057315 5701.6226591765881 14894.665325060487 2135.1078948415816 57601.832040950656 3491.9841464608908 458.98400124162436 1113.2957010343671 14208.077106118202 3573.9662718698382 16030.400849252939 854.04337121546268 30656.621427230537 16122.824270531535 738.10778389312327 3325.9348737597466 1344.685331184417 2771.9882692247629 9136.9621044099331 25240.791070364416 17374.492287516594 14064.902857210487 -leaf_count=176085 39419 243300 190314 1732 34567 133324 149940 19342 231792 24648 64703 60839 234350 26932 4821 13877 111196 27798 119709 5719 154068 84167 18291 61786 19100 13936 47594 216214 78877 189672 -internal_value=0 -0.00313241 0.0475613 -0.0070679 0.00724294 -0.0139979 0.0350279 -0.0043063 0.0698569 -0.0178689 -0.0134484 0.0289548 -0.00335085 0.00439674 0.015639 -0.00473495 0.00516121 0.00213239 0.00622347 0.00362336 -0.00156069 -0.0233908 0.0245075 0.0171361 0.0148914 -0.0034459 0.00271308 0.00870466 -0.010813 0.0125585 -internal_weight=0 329925 25135.3 239195 90729.5 68157.9 16090.3 171037 9045.05 37084.5 20596.3 10426.6 149138 67759.6 22969.9 1572.28 64267.6 34666.5 20458.4 16884.4 91535.9 16488.2 8291.47 21397.6 18071.7 60879.3 11909 29601.1 21899.6 15409.6 -internal_count=2798112 1970851 827261 1100041 870810 308574 419384 791467 407877 175250 89351 269444 693248 542135 328675 18698 515203 264422 153226 125428 458898 85899 208605 309977 248191 304830 61530 250781 98219 208772 +split_feature=2 2 2 2 2 6 6 3 2 8 7 8 11 3 0 11 8 2 2 7 3 8 4 1 8 3 3 0 0 1 +split_gain=3011.28 662.926 361.086 223.005 111.762 55.5383 54.9749 52.1967 44.2699 40.7241 40.3765 45.352 44.5648 37.6537 36.1138 35.9686 36.6844 35.256 34.7087 33.1393 32.3833 31.3706 29.7485 29.3231 28.8334 28.6222 26.8762 26.7078 25.6003 29.3144 +threshold=0.012435350000000001 0.14645260000000002 0.0034078000000000003 0.74631990000000015 0.03234225000000001 0.33712121212121215 0.43534002229654406 0.99248650000000016 0.0018862000000000002 47.000000000000007 0.53950103950103967 43.000000000000007 0 0.10922170000000002 0.9014118000000001 1 73.000000000000014 0.40088590000000007 0.93645295000000017 1.0000000180025095e-35 0.083790900000000015 77.000000000000014 0.048809523809523817 0.0024072000000000004 25.000000000000004 0.15383465000000002 0.10922170000000002 0.00052525000000000011 0.0015511500000000001 0.036264550000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 4 8 6 14 10 17 9 -1 -4 11 12 -5 22 21 -15 -17 28 -7 -13 -14 27 -6 -16 -19 -8 -12 -2 -3 -30 +right_child=1 3 7 5 13 18 25 -9 -10 -11 26 19 20 15 23 16 -18 24 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 +leaf_value=0.040593437031683603 0.013922912313395966 0.0052760916017437279 0.012278416182519281 -0.00064609633011487443 -0.0071324690249864701 -0.010212200850511676 -0.011135670852032499 0.022999888811607902 0.030529040334657871 0.022738415946894287 -0.0119212723773609 -0.010363436302460012 -0.01214496189288471 -0.00015247696864007168 -0.034974043385825056 0.0026630644364853675 0.0078473778674452571 0.0084099434073302889 -0.022118717910004783 0.0039877528880921404 -0.0040898548956785751 0.014885500292531335 0.0053264590449352729 -0.00026158979386546827 -0.0030423026630145514 -0.0044215583257031926 -0.00607673367360598 0.0061429537922838449 -0.0016310763093024322 0.00223544207466657 +leaf_weight=8497.3646476864815 5138.8758910894394 6785.8761639893055 16316.624331947416 28084.296186983585 7295.2974992096424 19787.929872572422 7865.8871662914753 11654.718530323356 8999.0799631886184 4822.1126800402999 16768.618761152029 17381.817787319422 7183.8559931814671 36438.286608397961 309.76073307543993 81985.195281326771 16375.062323272228 2230.8369748592377 2794.0271073877811 1773.1880280971527 16349.544660568237 6301.3334233015776 2599.323476806283 1135.1608729213476 151368.27698922157 32930.86897906661 14823.404733926058 31216.415207982063 121692.73372414708 23374.726346179843 +leaf_count=209850 39330 17482 185647 62513 26459 46496 16582 181287 188023 63112 40880 39051 17712 138866 1546 316911 82167 4572 8214 4042 35204 58807 9743 7422 310922 73922 31525 211567 307089 61169 +internal_value=0 -0.00156897 0.0238163 -0.00357509 0.00343794 -0.00719659 -0.00226825 0.0176269 0.0354169 0.0146645 -0.00620636 -0.00487944 -0.00333735 0.00209469 0.00784501 0.00253175 0.00352579 -0.00180775 -0.0116854 -0.00903494 -0.00654599 0.00837168 -0.0038595 -0.00770321 -0.00287597 -0.00571608 -0.00917894 0.00724266 -0.000727244 -0.00100806 +internal_weight=0 659991 50289.9 471196 188795 124947 346249 32793.5 17496.4 21138.7 102365 70772.7 51617.7 144693 44101.5 134799 98360.3 305452 22582 19155 23533.4 42656.6 9894.62 1444.92 153599 40796.8 31592 36355.3 151853 145067 +internal_count=2798112 1970193 827919 1077375 892818 285637 791738 430046 397873 248759 230927 158522 115429 574146 318672 537944 399078 701234 54710 43093 52916 309704 36202 8968 315494 90504 72405 250897 385740 368258 cat_boundaries=0 1 2 -cat_threshold=8 12 +cat_threshold=3 2 is_linear=0 shrinkage=0.1 @@ -1121,20 +1125,20 @@ shrinkage=0.1 Tree=53 num_leaves=31 num_cat=2 -split_feature=2 2 2 2 2 1 7 6 2 3 11 8 2 6 0 1 11 0 1 9 7 8 10 8 0 1 3 3 3 1 -split_gain=6002.13 1347.15 702.38 457.773 216.817 121.886 109.25 106.33 98.7265 90.5212 91.234 80.0863 75.9498 72.8812 70.061 71.7059 68.9379 83.5201 65.3417 74.2346 64.6036 62.1832 60.9913 58.5828 56.9341 56.16 58.1052 53.5566 52.5365 50.5179 -threshold=0.012664548723268136 0.13709739383484712 0.0036046264903578026 0.72958043325790789 0.033503563664411214 0.0017555833808180332 0.25357142857142861 0.37689393939393945 0.0017155603126277931 0.096952270253722106 0 57.000000000000007 0.45790202044150391 0.54772727272727284 0.80793883849451453 0.0045016924269689644 1 0.0065550920500438816 0.00073958218076159148 1.0000000180025095e-35 1.0000000180025095e-35 27.000000000000004 1.0000000180025095e-35 69.000000000000014 0.00051122510775495722 0.024643118787614444 0.20652113064145117 0.22587392388731711 0.16654070952683944 7.4527000896655851e-05 -decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 8 7 14 9 11 12 -1 21 -11 22 20 16 23 -16 17 -6 -19 -20 25 -5 -4 24 -2 -3 -27 -18 -9 -26 -right_child=1 3 6 5 13 -7 -8 28 -10 10 -12 -13 -14 -15 15 -17 27 18 19 -21 -22 -23 -24 -25 29 26 -28 -29 -30 -31 -leaf_value=-0.08283876940819182 -0.028395648389243574 0.004943684825274245 -0.027188558711228012 -0.017400955480054301 0.0037569076667273919 0.0093781693076133883 -0.046208116629151037 0.020410358476663552 -0.061449048072098271 0.0026678895539641607 0.017561541754710235 -0.046225710282982502 0.0061956204417292528 0.0096728853013337435 0.037994707492333295 -0.0089772134113748486 0.0015263888641005887 -0.018507113202629485 -0.0051538416507972409 0.02510376457462677 -0.0021830442451965327 0.024315297360836787 0.0029289992816907582 -0.029332884840506741 -0.031076087975469964 0.009968580935895914 -0.0065604624955365193 -0.010475512259387027 0.0083133641147001384 -0.010788072549338567 -leaf_weight=3555.4330624267459 2662.099053632468 48970.364984974265 7553.3624474126846 365.42291061580181 14208.077106118202 31073.368807867169 5663.7100453749299 4525.1279767602682 5489.6153870057315 5701.6226591765881 14894.665325060487 2135.1078948415816 57601.832040950656 3491.9841464608908 458.98400124162436 1113.2957010343671 4360.3166277036071 3573.9662718698382 16030.400849252939 854.04337121546268 30656.621427230537 16122.824270531535 738.10778389312327 3325.9348737597466 1344.685331184417 2771.9882692247629 9136.9621044099331 25240.791070364416 17374.492287516594 14064.902857210487 -leaf_count=176085 39419 243300 190314 1732 111196 133324 149940 19342 231792 24648 64703 60839 234350 26932 4821 13877 34567 27798 119709 5719 154068 84167 18291 61786 19100 13936 47594 216214 78877 189672 -internal_value=0 0.00313241 -0.0475613 0.0070679 -0.00724294 0.0139979 -0.0350279 0.0043063 -0.0698569 0.0178689 0.0134484 -0.0289548 0.00335085 -0.00439674 -0.015639 0.00473495 -0.00516121 -0.00213239 -0.00622347 -0.00362336 0.00156069 0.0233908 -0.0245075 -0.0171361 -0.0148914 0.0034459 -0.00271308 -0.00870466 0.010813 -0.0125585 -internal_weight=0 329925 25135.3 239195 90729.5 68157.9 16090.3 171037 9045.05 37084.5 20596.3 10426.6 149138 67759.6 22969.9 1572.28 64267.6 34666.5 20458.4 16884.4 91535.9 16488.2 8291.47 21397.6 18071.7 60879.3 11909 29601.1 21899.6 15409.6 -internal_count=2798112 1970851 827261 1100041 870810 308574 419384 791467 407877 175250 89351 269444 693248 542135 328675 18698 515203 264422 153226 125428 458898 85899 208605 309977 248191 304830 61530 250781 98219 208772 +split_feature=2 2 2 2 2 6 6 3 2 8 7 8 11 3 0 11 8 2 2 7 3 8 4 1 8 3 3 0 0 1 +split_gain=3011.28 662.926 361.086 223.005 111.762 55.5383 54.9749 52.1967 44.2699 40.7241 40.3765 45.352 44.5648 37.6537 36.1138 35.9686 36.6844 35.256 34.7087 33.1393 32.3833 31.3706 29.7485 29.3231 28.8334 28.6222 26.8762 26.7078 25.6003 29.3144 +threshold=0.012435350000000001 0.14645260000000002 0.0034078000000000003 0.74631990000000015 0.03234225000000001 0.33712121212121215 0.43534002229654406 0.99248650000000016 0.0018862000000000002 47.000000000000007 0.53950103950103967 43.000000000000007 0 0.10922170000000002 0.9014118000000001 1 73.000000000000014 0.40088590000000007 0.93645295000000017 1.0000000180025095e-35 0.083790900000000015 77.000000000000014 0.048809523809523817 0.0024072000000000004 25.000000000000004 0.15383465000000002 0.10922170000000002 0.00052525000000000011 0.0015511500000000001 0.036264550000000007 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 4 8 6 14 10 17 9 -1 -4 11 12 20 22 21 -15 -17 28 -7 -13 -5 27 -6 -16 -19 -8 -12 -2 -3 -30 +right_child=1 3 7 5 13 18 25 -9 -10 -11 26 19 -14 15 23 16 -18 24 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 +leaf_value=-0.040593437031683603 -0.013922912313395966 -0.0052760916017437279 -0.012278416182519281 0.01214496189288471 0.0071324690249864701 0.010212200850511676 0.011135670852032499 -0.022999888811607902 -0.030529040334657871 -0.022738415946894287 0.0119212723773609 0.010363436302460012 0.00064609633011487443 0.00015247696864007168 0.034974043385825056 -0.0026630644364853675 -0.0078473778674452571 -0.0084099434073302889 0.022118717910004783 -0.0039877528880921404 0.0040898548956785751 -0.014885500292531335 -0.0053264590449352729 0.00026158979386546827 0.0030423026630145514 0.0044215583257031926 0.00607673367360598 -0.0061429537922838449 0.0016310763093024322 -0.00223544207466657 +leaf_weight=8497.3646476864815 5138.8758910894394 6785.8761639893055 16316.624331947416 7183.8559931814671 7295.2974992096424 19787.929872572422 7865.8871662914753 11654.718530323356 8999.0799631886184 4822.1126800402999 16768.618761152029 17381.817787319422 28084.296186983585 36438.286608397961 309.76073307543993 81985.195281326771 16375.062323272228 2230.8369748592377 2794.0271073877811 1773.1880280971527 16349.544660568237 6301.3334233015776 2599.323476806283 1135.1608729213476 151368.27698922157 32930.86897906661 14823.404733926058 31216.415207982063 121692.73372414708 23374.726346179843 +leaf_count=209850 39330 17482 185647 17712 26459 46496 16582 181287 188023 63112 40880 39051 62513 138866 1546 316911 82167 4572 8214 4042 35204 58807 9743 7422 310922 73922 31525 211567 307089 61169 +internal_value=0 0.00156897 -0.0238163 0.00357509 -0.00343794 0.00719659 0.00226825 -0.0176269 -0.0354169 -0.0146645 0.00620636 0.00487944 0.00333735 -0.00209469 -0.00784501 -0.00253175 -0.00352579 0.00180775 0.0116854 0.00903494 0.00654599 -0.00837168 0.0038595 0.00770321 0.00287597 0.00571608 0.00917894 -0.00724266 0.000727244 0.00100806 +internal_weight=0 659991 50289.9 471196 188795 124947 346249 32793.5 17496.4 21138.7 102365 70772.7 51617.7 144693 44101.5 134799 98360.3 305452 22582 19155 23533.4 42656.6 9894.62 1444.92 153599 40796.8 31592 36355.3 151853 145067 +internal_count=2798112 1970193 827919 1077375 892818 285637 791738 430046 397873 248759 230927 158522 115429 574146 318672 537944 399078 701234 54710 43093 52916 309704 36202 8968 315494 90504 72405 250897 385740 368258 cat_boundaries=0 1 2 -cat_threshold=8 3 +cat_threshold=12 2 is_linear=0 shrinkage=0.1 @@ -1142,20 +1146,20 @@ shrinkage=0.1 Tree=54 num_leaves=31 num_cat=2 -split_feature=2 2 2 2 0 1 7 2 3 11 6 3 0 11 8 8 1 7 1 8 7 1 8 10 8 9 9 8 4 1 -split_gain=5105.29 1184.74 575.887 421.085 173.198 162.535 116.915 108.178 97.5688 88.3056 82.6848 81.4523 126.85 112.582 76.9999 74.5207 72.0442 68.609 68.5225 74.7889 62.9074 66.7702 62.5041 64.0874 91.8454 79.2765 59.1142 54.8492 52.9166 52.761 -threshold=0.011098822187678487 0.11034010612356644 0.0027572302624172726 0.57620524234101345 0.00051122510775495722 0.0012994548826654509 0.25357142857142861 0.031499750410496116 0.064987696260806652 0 0.43534002229654406 0.18251215572182519 0.042911480198894424 1 75.000000000000014 57.000000000000007 0.052198609450452731 0.43875000000000003 0.00020688206781715757 95.000000000000014 0.40192307692307699 0.014259772880961174 31.000000000000004 1.0000000180025095e-35 91.000000000000014 1.0000000180025095e-35 1.0000000180025095e-35 183.00000000000003 0.059714795008912663 0.00022347835910720268 -decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 11 -2 8 15 16 -5 18 22 28 13 -13 -14 -4 26 27 19 -10 21 29 -7 -24 25 -25 -6 -15 -3 -9 -right_child=1 3 6 5 7 10 -8 20 9 -11 -12 12 14 17 -16 -17 -18 -19 -20 -21 -22 -23 23 24 -26 -27 -28 -29 -30 -31 -leaf_value=0.072645246955318876 0.026141825515321987 -0.01107428251559906 0.02605218194945709 -0.026939958973535922 0.011861516005243912 0.0063894313683030592 0.048523929370471792 0.0093261243025312014 0.014014184676822479 -0.018831513058754825 -0.016195588828713799 0.0023469032065300674 0.0001556503516168218 -0.0085710184490540159 0.0094278138289358212 0.047386164592919153 0.028520858054034193 -0.0013527741846541359 -0.010067771247034181 0.21763596318806902 0.0096210567682147863 0.010054724952441122 -0.0084214704918169001 0.012753627269416144 0.09164319990140242 -0.010161883713768076 -0.021989143352644038 -0.18173086252022208 0.0014119521596654232 -0.0020125391526168825 -leaf_weight=6319.2480643521994 4962.4416211098433 15959.725034408271 7986.9197420049459 6594.1660839170218 16461.617529746145 3651.2918966859579 5536.4273875895888 4958.4401526972651 892.10228343307972 16561.108378335834 9850.5648608654737 20435.910743124783 35520.309267386794 39508.542716935277 11975.977422058582 2059.5187714900821 2652.4699605070055 19106.168427824974 16077.754172861576 18.410267785191536 16719.965877145529 8445.1458218097687 46177.332003816962 2885.3152134865522 113.28666560351849 3166.4731224626303 532.58113585785031 18.301110059022903 4310.9377747029066 23810.385809592903 -leaf_count=320693 71598 75006 228715 37158 246827 14998 168780 45077 4007 72796 42794 105597 175119 193003 63208 65663 41208 94130 70833 87 142545 72769 194177 11683 460 12854 7057 84 20518 198668 -internal_value=0 -0.00266821 0.0471818 -0.00600096 0.00805963 -0.0108045 0.0368558 0.00684012 -0.0158198 -0.0136342 -0.00774683 -0.00253368 -0.00159112 -0.00404478 0.00249359 0.0304256 0.013193 -0.00627186 -0.00855136 0.0181314 0.00452593 0.00223672 -0.0062605 -0.00714293 0.00243352 0.00076356 0.0108007 -0.00865119 -0.00841885 -5.82681e-05 -internal_weight=0 331367 21902.1 252824 78543 105988 15582.9 73580.6 40143.5 33549.4 65844.3 146836 126565 79068.9 47496.3 10046.4 19646.7 58633 16988.3 910.513 53933.9 37214 55993.7 52342.4 6165.08 6051.79 16994.2 39526.8 20270.7 28768.8 -internal_count=2798112 2014261 783851 1188512 825749 461847 463158 754151 184881 147723 276966 726665 631141 392814 238327 294378 295092 287217 74927 4094 459059 316514 234172 219174 24997 24537 253884 193087 95524 243745 +split_feature=2 2 2 3 0 1 0 1 3 1 4 7 8 10 8 11 4 2 7 8 6 2 0 8 11 0 1 2 3 8 +split_gain=2561.12 590.006 294.842 219.295 95.356 92.8925 88.251 59.5338 75.0164 54.2144 51.8314 48.6679 44.9068 43.5845 43.4996 43.2556 42.6863 42.6494 39.9297 38.8633 38.3224 38.2313 35.3858 27.3674 26.5557 26.4728 25.779 33.8039 23.2557 22.3834 +threshold=0.010912100000000003 0.10810815000000001 0.0031967500000000004 0.21155695000000005 0.04590505000000001 0.0030035500000000002 0.0005918500000000001 0.024768400000000006 0.19364260000000003 0.00012725000000000003 0.059714795008912663 0.11324786324786326 67.000000000000014 1.0000000180025095e-35 53.000000000000007 0 0.050641025641025648 0.94500335000000013 0.40192307692307699 75.000000000000014 0.24837662337662339 0.0016775500000000001 0.033671750000000007 31.000000000000004 1 0.0020469500000000005 0.0042830000000000012 0.019138850000000002 0.10623690000000001 77.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 +left_child=2 6 21 5 15 13 -2 8 16 -10 20 14 -9 17 -4 25 26 23 22 -6 24 -1 29 -3 -7 -5 27 -8 -25 -11 +right_child=1 3 11 4 19 10 7 12 9 18 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 28 -26 -27 -28 -29 -30 -31 +leaf_value=0.040567643642482554 0.012339605089980218 5.4667551677763615e-05 0.01194073249339263 0.002787884050682025 3.5214310034674012e-05 -0.0014222184720093156 -0.058936948701463356 0.0058080639050341332 0.0099884597300216923 -0.00089227987717076143 0.0016474344438577228 0.023101489313217788 0.016739811982587116 0.00075202152251389127 0.023839585298020119 -0.0040091972448385183 0.0045785289187502496 -0.016350034427754394 0.0053545828213721128 0.0045231612756398724 -0.0092417443186264808 0.030476632877424099 0.0063021689161540748 -0.0099647387203367771 -0.0054181827202313369 -0.0017675647551473037 -0.0057123654799933025 -0.015126876424112624 -0.0065802938688789342 0.0044948806451430177 +leaf_weight=6583.0226844549179 11948.714291162789 4285.7792479097843 14279.886878579855 14714.755924716592 74102.079934746027 32385.479158520699 191.23869052529335 19761.358938351274 10627.380165562034 45466.273426450789 16696.823748335242 10306.027496319264 4640.162910297513 5631.2883161902428 3914.6330782324076 103054.83636239171 2688.4653162658215 6157.4593566060066 32131.620178580284 26087.865190207958 13943.124548256397 8738.0186153277755 10728.413911126554 37724.485993355513 34229.434053778648 95865.580717176199 4348.7722528725863 2228.46117156744 43962.691725596786 9288.3229793384671 +leaf_count=175755 85942 9472 197818 38289 180188 70841 1366 95327 67045 221141 37382 150030 31455 12156 59845 238577 12472 17686 163135 67702 30687 201275 47085 94248 75791 231010 19682 7850 95098 61762 +internal_value=0 -0.00133656 0.023625 -0.00297808 -0.00134159 -0.00561157 0.00408555 0.0033915 0.00245952 0.00320574 -0.00342338 0.0176109 0.00788683 -0.0077884 0.0145008 -0.00253532 -0.00608159 -0.00831042 0.0024673 0.0012038 -0.00447439 0.0348125 0.00105056 -0.00773462 -0.00347653 -0.00116127 -0.0103158 -0.0185894 -0.00814329 2.15738e-05 +internal_weight=0 662891 43821.6 508842 313825 195017 154049 142100 117699 108242 97254.9 28500.5 24401.5 97761.7 18194.5 213635 9456.94 92130.4 97614.6 100190 80558 15321 65483 85973 66614.9 110580 6768.47 2419.7 81687.2 54754.6 +internal_count=2798112 2013389 784723 1199127 755766 443361 814262 728320 601538 560168 214701 407693 126782 228660 257663 507876 41370 216504 493123 247890 177319 377030 329988 198818 146632 269299 28898 9216 189346 282903 cat_boundaries=0 1 2 -cat_threshold=10 8 +cat_threshold=12 3 is_linear=0 shrinkage=0.1 @@ -1163,104 +1167,104 @@ shrinkage=0.1 Tree=55 num_leaves=31 num_cat=2 -split_feature=2 2 2 2 0 1 7 2 3 11 6 3 0 11 8 8 1 7 1 8 7 1 8 10 8 9 9 8 4 1 -split_gain=5105.29 1184.74 575.887 421.085 173.198 162.535 116.915 108.178 97.5688 88.3056 82.6848 81.4523 126.85 112.582 76.9999 74.5207 72.0442 68.609 68.5225 74.7889 62.9074 66.7702 62.5041 64.0874 91.8454 79.2765 59.1142 54.8492 52.9166 52.761 -threshold=0.011098822187678487 0.11034010612356644 0.0027572302624172726 0.57620524234101345 0.00051122510775495722 0.0012994548826654509 0.25357142857142861 0.031499750410496116 0.064987696260806652 0 0.43534002229654406 0.18251215572182519 0.042911480198894424 1 75.000000000000014 57.000000000000007 0.052198609450452731 0.43875000000000003 0.00020688206781715757 95.000000000000014 0.40192307692307699 0.014259772880961174 31.000000000000004 1.0000000180025095e-35 91.000000000000014 1.0000000180025095e-35 1.0000000180025095e-35 183.00000000000003 0.059714795008912663 0.00022347835910720268 -decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 11 -2 8 15 16 -5 -10 22 28 13 -13 -14 -4 26 27 19 -11 21 29 -7 -24 25 -25 -6 -15 -3 -9 -right_child=1 3 6 5 7 10 -8 20 9 18 -12 12 14 17 -16 -17 -18 -19 -20 -21 -22 -23 23 24 -26 -27 -28 -29 -30 -31 -leaf_value=-0.072645246955318876 -0.026141825515321987 0.01107428251559906 -0.02605218194945709 0.026939958973535922 -0.011861516005243912 -0.0063894313683030592 -0.048523929370471792 -0.0093261243025312014 0.018831513058754825 -0.014014184676822479 0.016195588828713799 -0.0023469032065300674 -0.0001556503516168218 0.0085710184490540159 -0.0094278138289358212 -0.047386164592919153 -0.028520858054034193 0.0013527741846541359 0.010067771247034181 -0.21763596318806902 -0.0096210567682147863 -0.010054724952441122 0.0084214704918169001 -0.012753627269416144 -0.09164319990140242 0.010161883713768076 0.021989143352644038 0.18173086252022208 -0.0014119521596654232 0.0020125391526168825 -leaf_weight=6319.2480643521994 4962.4416211098433 15959.725034408271 7986.9197420049459 6594.1660839170218 16461.617529746145 3651.2918966859579 5536.4273875895888 4958.4401526972651 16561.108378335834 892.10228343307972 9850.5648608654737 20435.910743124783 35520.309267386794 39508.542716935277 11975.977422058582 2059.5187714900821 2652.4699605070055 19106.168427824974 16077.754172861576 18.410267785191536 16719.965877145529 8445.1458218097687 46177.332003816962 2885.3152134865522 113.28666560351849 3166.4731224626303 532.58113585785031 18.301110059022903 4310.9377747029066 23810.385809592903 -leaf_count=320693 71598 75006 228715 37158 246827 14998 168780 45077 72796 4007 42794 105597 175119 193003 63208 65663 41208 94130 70833 87 142545 72769 194177 11683 460 12854 7057 84 20518 198668 -internal_value=0 0.00266821 -0.0471818 0.00600096 -0.00805963 0.0108045 -0.0368558 -0.00684012 0.0158198 0.0136342 0.00774683 0.00253368 0.00159112 0.00404478 -0.00249359 -0.0304256 -0.013193 0.00627186 0.00855136 -0.0181314 -0.00452593 -0.00223672 0.0062605 0.00714293 -0.00243352 -0.00076356 -0.0108007 0.00865119 0.00841885 5.82681e-05 -internal_weight=0 331367 21902.1 252824 78543 105988 15582.9 73580.6 40143.5 33549.4 65844.3 146836 126565 79068.9 47496.3 10046.4 19646.7 58633 16988.3 910.513 53933.9 37214 55993.7 52342.4 6165.08 6051.79 16994.2 39526.8 20270.7 28768.8 -internal_count=2798112 2014261 783851 1188512 825749 461847 463158 754151 184881 147723 276966 726665 631141 392814 238327 294378 295092 287217 74927 4094 459059 316514 234172 219174 24997 24537 253884 193087 95524 243745 +split_feature=2 2 2 3 0 1 0 1 3 1 4 7 8 10 8 11 4 2 7 8 6 2 0 8 11 0 1 2 3 8 +split_gain=2561.12 590.006 294.842 219.295 95.356 92.8925 88.251 59.5338 75.0164 54.2144 51.8314 48.6679 44.9068 43.5845 43.4996 43.2556 42.6863 42.6494 39.9297 38.8633 38.3224 38.2313 35.3858 27.3674 26.5557 26.4728 25.779 33.8039 23.2557 22.3834 +threshold=0.010912100000000003 0.10810815000000001 0.0031967500000000004 0.21155695000000005 0.04590505000000001 0.0030035500000000002 0.0005918500000000001 0.024768400000000006 0.19364260000000003 0.00012725000000000003 0.059714795008912663 0.11324786324786326 67.000000000000014 1.0000000180025095e-35 53.000000000000007 0 0.050641025641025648 0.94500335000000013 0.40192307692307699 75.000000000000014 0.24837662337662339 0.0016775500000000001 0.033671750000000007 31.000000000000004 1 0.0020469500000000005 0.0042830000000000012 0.019138850000000002 0.10623690000000001 77.000000000000014 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 +left_child=2 6 21 5 15 13 -2 8 16 -10 20 14 -9 17 -4 -5 26 23 22 -6 24 -1 29 -3 -7 -17 27 -8 -25 -11 +right_child=1 3 11 4 19 10 7 12 9 18 -12 -13 -14 -15 -16 25 -18 -19 -20 -21 -22 -23 -24 28 -26 -27 -28 -29 -30 -31 +leaf_value=-0.040567643642482554 -0.012339605089980218 -5.4667551677763615e-05 -0.01194073249339263 0.0040091972448385183 -3.5214310034674012e-05 0.0054181827202313369 0.058936948701463356 -0.0058080639050341332 -0.0099884597300216923 0.00089227987717076143 -0.0016474344438577228 -0.023101489313217788 -0.016739811982587116 -0.00075202152251389127 -0.023839585298020119 -0.002787884050682025 -0.0045785289187502496 0.016350034427754394 -0.0053545828213721128 -0.0045231612756398724 0.0092417443186264808 -0.030476632877424099 -0.0063021689161540748 0.0099647387203367771 0.0014222184720093156 0.0017675647551473037 0.0057123654799933025 0.015126876424112624 0.0065802938688789342 -0.0044948806451430177 +leaf_weight=6583.0226844549179 11948.714291162789 4285.7792479097843 14279.886878579855 103054.83636239171 74102.079934746027 34229.434053778648 191.23869052529335 19761.358938351274 10627.380165562034 45466.273426450789 16696.823748335242 10306.027496319264 4640.162910297513 5631.2883161902428 3914.6330782324076 14714.755924716592 2688.4653162658215 6157.4593566060066 32131.620178580284 26087.865190207958 13943.124548256397 8738.0186153277755 10728.413911126554 37724.485993355513 32385.479158520699 95865.580717176199 4348.7722528725863 2228.46117156744 43962.691725596786 9288.3229793384671 +leaf_count=175755 85942 9472 197818 238577 180188 75791 1366 95327 67045 221141 37382 150030 31455 12156 59845 38289 12472 17686 163135 67702 30687 201275 47085 94248 70841 231010 19682 7850 95098 61762 +internal_value=0 0.00133656 -0.023625 0.00297808 0.00134159 0.00561157 -0.00408555 -0.0033915 -0.00245952 -0.00320574 0.00342338 -0.0176109 -0.00788683 0.0077884 -0.0145008 0.00253532 0.00608159 0.00831042 -0.0024673 -0.0012038 0.00447439 -0.0348125 -0.00105056 0.00773462 0.00347653 0.00116127 0.0103158 0.0185894 0.00814329 -2.15738e-05 +internal_weight=0 662891 43821.6 508842 313825 195017 154049 142100 117699 108242 97254.9 28500.5 24401.5 97761.7 18194.5 213635 9456.94 92130.4 97614.6 100190 80558 15321 65483 85973 66614.9 110580 6768.47 2419.7 81687.2 54754.6 +internal_count=2798112 2013389 784723 1199127 755766 443361 814262 728320 601538 560168 214701 407693 126782 228660 257663 507876 41370 216504 493123 247890 177319 377030 329988 198818 146632 269299 28898 9216 189346 282903 cat_boundaries=0 1 2 -cat_threshold=5 8 +cat_threshold=3 12 is_linear=0 shrinkage=0.1 Tree=56 num_leaves=31 -num_cat=2 -split_feature=2 2 2 3 2 0 11 1 4 6 7 8 3 8 10 3 11 0 9 2 8 1 4 2 7 1 8 7 8 7 -split_gain=4360.28 1034.49 465.786 368.267 175.814 155.67 153.489 135.428 111.331 93.0167 90.7692 82.5525 73.9013 69.7476 67.2081 66.7671 67.4945 99.8758 64.9302 63.9179 83.0913 82.0398 60.2394 55.4935 53.9824 53.9709 52.0083 53.6432 51.6508 49.9201 -threshold=0.0096969951922278672 0.11034010612356644 0.0026645547886319731 0.13108782387789494 0.026851430936257345 0.042911480198894424 0 0.0023473334824490022 0.059714795008912663 0.24837662337662339 0.25357142857142861 27.000000000000004 0.3131549406786604 53.000000000000007 1.0000000180025095e-35 0.10973345600121566 1 0.0095167347946014755 1.0000000180025095e-35 0.41829654881631512 45.000000000000007 0.0010728433625988223 0.050641025641025648 0.94691384913913623 0.43875000000000003 0.00018660692955417988 77.000000000000014 0.044466403162055343 33.000000000000007 0.40192307692307699 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 7 18 6 -5 11 9 -9 13 -3 14 -4 -7 22 29 25 26 24 21 -21 -6 -13 -8 -18 27 -2 -14 -17 -right_child=1 3 10 5 15 12 19 8 -10 -11 -12 23 28 -15 -16 16 17 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.071119062979485836 0.01023535970569716 0.01908878368239162 0.026019887978712731 0.00080445976362503733 -0.01293841510576025 -0.0043906951605190659 -0.0071816136939058103 -0.0077311467201676689 0.0039561789521429733 -0.022419642502387167 0.047994777308006581 -0.01621224099427768 0.0013564668259360502 0.048035346703862697 0.010372175321701968 0.0067708506050353267 0.010009928044220434 0.0093607688419626699 -0.019601303236078678 -0.013636982076644403 -0.017127668712190867 -0.0033685039243018483 0.012559004974691066 -0.030529604664183613 0.00021841002127564722 -0.0047188283493750259 0.028784235608660447 0.022049426514157516 0.0097360830037979754 0.016521215507810078 -leaf_weight=5649.4437549822032 10801.973414275795 622.4574109762907 6747.5803893264383 30354.473494336009 3587.0331094115973 28967.778317607939 30043.647558808327 23356.301493756473 6608.9979770332575 5287.2379437163472 4709.0221852045506 25682.884140297771 25562.761715814471 1829.1393500659615 3451.1465153321624 16728.116101969033 3005.2238736823201 13132.692241583019 508.1731088757515 12924.667819157243 12225.529019266367 19549.005644455552 1249.307773347944 3026.1505583822727 14672.157872021198 14451.610844127834 2975.7557902857661 5966.2164639979601 10327.582678876817 7653.2295702733099 -leaf_count=309758 171469 2848 208762 146439 28605 129628 153594 102583 29638 23679 157610 125021 126324 62904 15569 158810 28368 108165 7285 53406 50731 80019 9999 17568 75839 122947 64497 97374 55626 73047 -internal_value=0 -0.00226625 0.0470672 -0.005405 0.00763947 -0.00316781 -0.0053405 -0.0119201 -0.00774306 -0.0104425 0.0368397 -0.0169402 0.000641677 0.0307151 -0.00281912 0.00491251 0.00590356 0.00277192 0.0156926 -0.00742585 -0.0101008 -0.0074554 -0.006352 -0.0177214 -0.00475352 -0.00218325 0.016601 0.0144389 0.00376773 0.00982743 -internal_weight=0 332722 18935.2 252663 80059.3 188079 119769 64584 35252.5 28643.5 13285.7 29331.5 68309.3 8576.72 32418.9 59807.2 54970.9 30589.5 20252.1 89415 44699.2 32473.7 4836.34 28709 44715.8 17456.8 19743.9 16768.2 35890.3 24381.3 -internal_count=2798112 2059078 739034 1188512 870566 887175 560028 301337 155900 126262 429276 145437 327147 271666 145197 529941 491337 259480 340625 413589 184156 133425 38604 142589 229433 151315 333340 268843 181950 231857 -cat_boundaries=0 1 2 -cat_threshold=8 12 +num_cat=1 +split_feature=2 2 2 2 2 1 8 7 6 6 8 8 10 10 8 9 7 2 8 6 1 0 1 1 7 1 8 3 2 11 +split_gain=2184.63 518.005 235.459 182.441 88.3058 59.9687 48.7439 41.7329 39.6674 39.3991 36.9368 36.3047 36.7363 35.8693 35.4838 35.2844 33.7612 40.0598 32.8913 32.4226 32.1936 30.5138 30.4101 29.438 28.5733 28.5319 28.2043 34.6346 27.6601 24.0862 +threshold=0.0095046500000000016 0.10211365000000001 0.0027927500000000005 0.61691350000000011 0.027503300000000005 0.0012255500000000004 79.000000000000014 0.11324786324786326 0.54772727272727284 0.089572192513368995 53.000000000000007 33.000000000000007 1.0000000180025095e-35 1.0000000180025095e-35 91.000000000000014 1.0000000180025095e-35 0.10582306830907055 0.93645295000000017 77.000000000000014 0.54772727272727284 0.021522550000000005 0.00051085000000000008 5.8150000000000011e-05 0.024768400000000006 0.20169491525423733 0.00032055000000000001 31.000000000000004 0.091824900000000001 0.0012430000000000002 0 +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 1 +left_child=2 4 28 8 18 9 16 10 11 -5 -4 26 20 -8 -15 19 29 -18 21 -6 25 -2 -23 24 -24 -13 -3 -28 -1 -7 +right_child=1 3 7 5 15 6 13 -9 -10 -11 -12 12 -14 14 -16 -17 17 -19 -20 -21 -22 22 23 -25 -26 -27 27 -29 -30 -31 +leaf_value=0.042463595030538648 0.013171576315444224 0.0023939769760141271 0.012531115866789769 -0.0060353759522900254 0.0032539392780775926 0.00083723556146844908 -0.0078378886889495219 0.023427817312429485 -0.0052981161237661573 -0.011479063015218864 0.02416560921122346 0.0096079849429348049 0.0090019435750625081 0.001379622759706013 0.044120294895642558 -0.0071418490624943157 -0.004271258581895635 -0.019971616550610402 0.014574467637710668 -0.0048321386592228496 0.0048000137987686264 0.01780579111333391 0.00055966034383287528 0.011923890353166633 0.0078528538855487367 -0.0010291026943999536 -0.0078724883203834129 -0.0016160420524970387 0.031930580268732842 -0.0033414260266668872 +leaf_weight=3462.2746410928667 6115.5802684575319 16532.309739857912 12785.149495854974 50196.930423498154 99415.984037227929 30358.13383936882 30535.994835525751 9250.8270416371524 22066.076792389154 18085.586286485195 3469.1922150552273 2628.913399040699 5213.6720473468304 1122.9145148098469 234.87234538793564 3657.2799554094672 32270.904759198427 1711.3179011642933 6289.9630590453744 5219.0634264498949 13352.530806615949 1858.343026727438 15061.329648755491 4584.2165632247925 8350.016190521419 61802.043409228325 9270.0441605448723 194438.78617593646 8907.0009558722377 25268.89326992631 +leaf_count=99951 55110 40034 196429 114817 447880 64328 65052 151162 51948 44890 58691 7908 13991 2305 482 14676 68696 4626 66615 22567 37679 15407 113781 35687 65565 156048 21053 474642 232898 53194 +internal_value=0 -0.00113389 0.0235568 -0.00264205 0.00402606 -0.00510601 -0.00377343 0.0180659 -0.00120455 -0.00747721 0.0150143 -0.000906674 0.000875734 -0.00713073 0.00877298 0.00251315 -0.0025785 -0.00506192 0.007903 0.00285062 0.00033105 0.00673636 0.00541811 0.00459581 0.00316089 -0.000595088 -0.00157837 -0.00190075 0.0348789 -0.0010614 +internal_weight=0 665642 37874.4 515090 150552 189786 121503 25505.2 325304 68282.5 16254.3 303238 82997.2 31893.8 1357.79 108292 89609.2 33982.2 42259.4 104635 77783.5 35969.5 29853.9 27995.6 23411.3 64431 220241 203709 12369.3 55627 +internal_count=2798112 2058981 739131 1221693 837288 418390 258683 406282 803303 159707 255120 751355 215626 67839 2787 485123 190844 73322 352165 470447 201635 285550 230440 215033 179346 163956 535729 495695 332849 117522 +cat_boundaries=0 1 +cat_threshold=3 is_linear=0 shrinkage=0.1 Tree=57 num_leaves=31 -num_cat=2 -split_feature=2 2 2 3 2 0 11 1 4 6 7 8 3 8 10 3 11 0 9 2 8 1 4 2 7 1 8 7 8 7 -split_gain=4360.28 1034.49 465.786 368.267 175.814 155.67 153.489 135.428 111.331 93.0167 90.7692 82.5525 73.9013 69.7476 67.2081 66.7671 67.4945 99.8758 64.9302 63.9179 83.0913 82.0398 60.2394 55.4935 53.9824 53.9709 52.0083 53.6432 51.6508 49.9201 -threshold=0.0096969951922278672 0.11034010612356644 0.0026645547886319731 0.13108782387789494 0.026851430936257345 0.042911480198894424 0 0.0023473334824490022 0.059714795008912663 0.24837662337662339 0.25357142857142861 27.000000000000004 0.3131549406786604 53.000000000000007 1.0000000180025095e-35 0.10973345600121566 1 0.0095167347946014755 1.0000000180025095e-35 0.41829654881631512 45.000000000000007 0.0010728433625988223 0.050641025641025648 0.94691384913913623 0.43875000000000003 0.00018660692955417988 77.000000000000014 0.044466403162055343 33.000000000000007 0.40192307692307699 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 7 18 6 -5 11 9 -9 13 -3 14 -4 -7 22 17 25 26 24 21 -21 -6 -13 -8 -17 27 -2 -14 -18 -right_child=1 3 10 5 15 12 19 8 -10 -11 -12 23 28 -15 -16 16 29 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.071119062979485836 -0.01023535970569716 -0.01908878368239162 -0.026019887978712731 -0.00080445976362503733 0.01293841510576025 0.0043906951605190659 0.0071816136939058103 0.0077311467201676689 -0.0039561789521429733 0.022419642502387167 -0.047994777308006581 0.01621224099427768 -0.0013564668259360502 -0.048035346703862697 -0.010372175321701968 -0.010009928044220434 -0.0067708506050353267 -0.0093607688419626699 0.019601303236078678 0.013636982076644403 0.017127668712190867 0.0033685039243018483 -0.012559004974691066 0.030529604664183613 -0.00021841002127564722 0.0047188283493750259 -0.028784235608660447 -0.022049426514157516 -0.0097360830037979754 -0.016521215507810078 -leaf_weight=5649.4437549822032 10801.973414275795 622.4574109762907 6747.5803893264383 30354.473494336009 3587.0331094115973 28967.778317607939 30043.647558808327 23356.301493756473 6608.9979770332575 5287.2379437163472 4709.0221852045506 25682.884140297771 25562.761715814471 1829.1393500659615 3451.1465153321624 3005.2238736823201 16728.116101969033 13132.692241583019 508.1731088757515 12924.667819157243 12225.529019266367 19549.005644455552 1249.307773347944 3026.1505583822727 14672.157872021198 14451.610844127834 2975.7557902857661 5966.2164639979601 10327.582678876817 7653.2295702733099 -leaf_count=309758 171469 2848 208762 146439 28605 129628 153594 102583 29638 23679 157610 125021 126324 62904 15569 28368 158810 108165 7285 53406 50731 80019 9999 17568 75839 122947 64497 97374 55626 73047 -internal_value=0 0.00226625 -0.0470672 0.005405 -0.00763947 0.00316781 0.0053405 0.0119201 0.00774306 0.0104425 -0.0368397 0.0169402 -0.000641677 -0.0307151 0.00281912 -0.00491251 -0.00590356 -0.00277192 -0.0156926 0.00742585 0.0101008 0.0074554 0.006352 0.0177214 0.00475352 0.00218325 -0.016601 -0.0144389 -0.00376773 -0.00982743 -internal_weight=0 332722 18935.2 252663 80059.3 188079 119769 64584 35252.5 28643.5 13285.7 29331.5 68309.3 8576.72 32418.9 59807.2 54970.9 30589.5 20252.1 89415 44699.2 32473.7 4836.34 28709 44715.8 17456.8 19743.9 16768.2 35890.3 24381.3 -internal_count=2798112 2059078 739034 1188512 870566 887175 560028 301337 155900 126262 429276 145437 327147 271666 145197 529941 491337 259480 340625 413589 184156 133425 38604 142589 229433 151315 333340 268843 181950 231857 -cat_boundaries=0 1 2 -cat_threshold=8 3 +num_cat=1 +split_feature=2 2 2 2 2 1 8 7 6 6 8 8 10 10 8 9 7 2 8 6 1 0 1 1 7 1 8 3 2 11 +split_gain=2184.63 518.005 235.459 182.441 88.3058 59.9687 48.7439 41.7329 39.6674 39.3991 36.9368 36.3047 36.7363 35.8693 35.4838 35.2844 33.7612 40.0598 32.8913 32.4226 32.1936 30.5138 30.4101 29.438 28.5733 28.5319 28.2043 34.6346 27.6601 24.0862 +threshold=0.0095046500000000016 0.10211365000000001 0.0027927500000000005 0.61691350000000011 0.027503300000000005 0.0012255500000000004 79.000000000000014 0.11324786324786326 0.54772727272727284 0.089572192513368995 53.000000000000007 33.000000000000007 1.0000000180025095e-35 1.0000000180025095e-35 91.000000000000014 1.0000000180025095e-35 0.10582306830907055 0.93645295000000017 77.000000000000014 0.54772727272727284 0.021522550000000005 0.00051085000000000008 5.8150000000000011e-05 0.024768400000000006 0.20169491525423733 0.00032055000000000001 31.000000000000004 0.091824900000000001 0.0012430000000000002 0 +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 1 +left_child=2 4 28 8 18 9 16 10 11 -5 -4 26 20 -8 -15 19 29 -18 21 -6 25 -2 -23 24 -24 -13 -3 -28 -1 -7 +right_child=1 3 7 5 15 6 13 -9 -10 -11 -12 12 -14 14 -16 -17 17 -19 -20 -21 -22 22 23 -25 -26 -27 27 -29 -30 -31 +leaf_value=-0.042463595030538648 -0.013171576315444224 -0.0023939769760141271 -0.012531115866789769 0.0060353759522900254 -0.0032539392780775926 0.0033414260266668872 0.0078378886889495219 -0.023427817312429485 0.0052981161237661573 0.011479063015218864 -0.02416560921122346 -0.0096079849429348049 -0.0090019435750625081 -0.001379622759706013 -0.044120294895642558 0.0071418490624943157 0.004271258581895635 0.019971616550610402 -0.014574467637710668 0.0048321386592228496 -0.0048000137987686264 -0.01780579111333391 -0.00055966034383287528 -0.011923890353166633 -0.0078528538855487367 0.0010291026943999536 0.0078724883203834129 0.0016160420524970387 -0.031930580268732842 -0.00083723556146844908 +leaf_weight=3462.2746410928667 6115.5802684575319 16532.309739857912 12785.149495854974 50196.930423498154 99415.984037227929 25268.89326992631 30535.994835525751 9250.8270416371524 22066.076792389154 18085.586286485195 3469.1922150552273 2628.913399040699 5213.6720473468304 1122.9145148098469 234.87234538793564 3657.2799554094672 32270.904759198427 1711.3179011642933 6289.9630590453744 5219.0634264498949 13352.530806615949 1858.343026727438 15061.329648755491 4584.2165632247925 8350.016190521419 61802.043409228325 9270.0441605448723 194438.78617593646 8907.0009558722377 30358.13383936882 +leaf_count=99951 55110 40034 196429 114817 447880 53194 65052 151162 51948 44890 58691 7908 13991 2305 482 14676 68696 4626 66615 22567 37679 15407 113781 35687 65565 156048 21053 474642 232898 64328 +internal_value=0 0.00113389 -0.0235568 0.00264205 -0.00402606 0.00510601 0.00377343 -0.0180659 0.00120455 0.00747721 -0.0150143 0.000906674 -0.000875734 0.00713073 -0.00877298 -0.00251315 0.0025785 0.00506192 -0.007903 -0.00285062 -0.00033105 -0.00673636 -0.00541811 -0.00459581 -0.00316089 0.000595088 0.00157837 0.00190075 -0.0348789 0.0010614 +internal_weight=0 665642 37874.4 515090 150552 189786 121503 25505.2 325304 68282.5 16254.3 303238 82997.2 31893.8 1357.79 108292 89609.2 33982.2 42259.4 104635 77783.5 35969.5 29853.9 27995.6 23411.3 64431 220241 203709 12369.3 55627 +internal_count=2798112 2058981 739131 1221693 837288 418390 258683 406282 803303 159707 255120 751355 215626 67839 2787 485123 190844 73322 352165 470447 201635 285550 230440 215033 179346 163956 535729 495695 332849 117522 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 Tree=58 num_leaves=31 -num_cat=1 -split_feature=2 2 2 3 0 1 11 6 7 8 9 1 7 1 9 10 7 1 8 8 0 0 8 8 10 2 8 3 9 8 -split_gain=3711.08 891.234 393.363 307.701 186.248 132.675 135.726 121.59 108.672 106.889 104.552 88.963 85.851 72.5961 66.3143 74.9385 66.0161 80.3486 63.0865 62.5238 59.1256 64.5971 60.0641 58.384 57.4497 57.2064 64.3125 55.4233 52.9097 76.4644 -threshold=0.00878855443679292 0.10152570543550274 0.00240156869036659 0.13108782387789494 0.00048253679577423084 0.005843485087840293 0 0.43534002229654406 0.50373134328358227 33.000000000000007 1.0000000180025095e-35 0.00012338036891807862 0.25357142857142861 0.010539141202878634 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.026611410338208814 53.000000000000007 31.000000000000004 0.70057511711231324 0.03154474641338572 19.000000000000004 45.000000000000007 1.0000000180025095e-35 0.56547477661013301 23.000000000000004 0.34067335890704836 1.0000000180025095e-35 33.000000000000007 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 7 -2 6 -5 8 19 10 11 -6 18 -11 15 27 17 20 -4 -3 21 -13 -23 -17 -21 -8 -27 -7 -26 -30 -right_child=1 3 12 5 9 14 25 -9 -10 13 -12 16 -14 -15 -16 23 -18 -19 -20 24 -22 22 -24 -25 28 26 -28 -29 29 -31 -leaf_value=0.070988139217101828 0.025743627912624079 0.0081113160502811945 0.025867807633648793 0.00090732438113924467 0.017800598313657569 -0.0028366495181605081 -0.004738808172850377 -0.020539376676794389 -0.015941213441276959 0.0095069943891937306 -0.017720291598317561 -0.0022441465648074801 0.048112203365693135 0.025107617383565706 -0.014728848581086029 0.0089462144397169079 0.0087312636913584526 0.011500493782419911 0.047814704350030629 -0.0090036692938840618 -0.017636506942476229 -0.17415375787398443 0.013420304330171129 0.039810099230019783 0.010698949672457403 0.039692045908030202 -0.010277923765290195 0.0034472759075216716 -0.01200403343067786 0.04345040078675512 -leaf_weight=4646.9156546276063 5245.7454758808017 2905.5556972324848 6162.7047412041575 33249.300507813692 4936.1720683947206 24488.970089256763 62782.098411768675 10559.3495509848 15328.088133960962 11588.541197609156 2102.7989005707204 19747.628195203841 4306.387740207836 4016.7224825508893 2577.1460071057081 2858.3766130208969 16934.633042551577 5886.3344771265984 1663.2439848706126 29545.759796358645 2076.7056877091527 17.155552856624126 3480.5034894645214 780.19771948456764 3144.532781817019 259.60497462749481 32687.632253184915 32880.943775162101 3020.721742644906 270.95227023214102 -leaf_count=277035 87348 12698 207780 160695 64370 112182 310586 51740 73067 156907 19502 205016 159024 55089 11932 13740 173788 60666 62200 138519 17060 143 30260 4200 13714 1051 134678 169015 12886 1221 -internal_value=0 -0.00194964 0.0462481 -0.00476011 0.00756261 -0.00275459 -0.0045976 -0.0107222 -0.00881011 0.00621529 0.00414883 0.0050152 0.0367722 0.0135225 0.000983808 0.00164755 0.0037043 0.000976504 0.0305322 -0.00599928 -0.0014699 -2.55906e-05 0.0125003 0.0155642 -0.00713871 -0.00650902 -0.00988419 0.000764914 0.00142247 -0.00743933 -internal_weight=0 333372 16779.3 257339 76032.9 192564 128979 64775 54215.6 70787.2 55181.9 53079.1 12132.3 15605.3 63585.6 61008.5 48143 31208.3 7825.95 38887.5 25322 23245.3 3497.66 3638.57 35982 95729.3 32947.2 57369.9 6436.21 3291.67 -internal_count=2798112 2092073 706039 1221924 870149 918079 607010 303845 252105 782801 570805 551303 429004 211996 311069 299137 486933 313145 269980 179038 252479 235419 30403 17940 166340 446315 135729 281197 27821 14107 -cat_boundaries=0 1 -cat_threshold=8 +num_cat=2 +split_feature=2 2 2 3 0 10 0 9 8 1 3 2 8 7 1 11 8 11 6 8 7 0 8 1 1 2 4 4 8 7 +split_gain=1862.69 440.479 207.609 175.973 77.2202 72.3775 71.8986 71.8069 64.748 54.4272 58.6541 54.1431 50.2484 45.4802 43.838 43.2732 41.6672 36.9426 35.8399 35.2176 32.1265 32.5166 29.9703 29.3897 28.0226 27.9222 26.648 26.2892 24.1029 23.4185 +threshold=0.0089131000000000019 0.083913700000000022 0.0023496500000000004 0.21155695000000005 0.067230950000000012 1.0000000180025095e-35 0.0005918500000000001 1.0000000180025095e-35 31.000000000000004 0.024768400000000006 0.19364260000000003 0.94500335000000013 59.000000000000007 0.25357142857142861 0.00012725000000000003 0 67.000000000000014 1 0.43534002229654406 53.000000000000007 0.40192307692307699 0.033671750000000007 75.000000000000014 0.0036177000000000002 0.011179950000000003 0.3319566000000001 0.050641025641025648 0.085144927536231887 29.000000000000004 0.48435972629521024 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 6 -1 5 15 8 -2 -7 -3 10 17 18 24 19 -12 -5 -11 -8 23 -4 21 -16 -6 -10 -9 29 -19 -25 -27 -17 +right_child=1 3 13 4 22 7 9 12 11 16 14 -13 -14 -15 20 25 -18 26 -20 -21 -22 -23 -24 27 -26 28 -28 -29 -30 -31 +leaf_value=0.035675151010777763 0.011227487771951919 0.0025027404560424051 0.012567535591428099 0.00044480951082915063 0.00062616213679587366 0.0056515193833334802 0.0085015466057851031 -0.0036988131605304913 -0.0061339170340507423 0.0060279643244581802 0.0092933443081591478 -0.014982122880046633 0.027032566409045673 0.023866953238278699 6.0925208960149155e-06 -0.0024058785984056438 0.017824289109261496 -0.013049035542995552 -0.0089735313238149105 0.0239561784623048 0.0052877220656969981 0.0072289521790435789 0.004914875585872976 -0.0040869706185869209 -0.015337341988051985 0.0057495650039858168 0.0013970703316987677 0.0015959823563182032 -0.0040311537864539341 0.00096615859040955366 +leaf_weight=9249.3629152886569 13199.497743807733 9898.5251975059509 12751.420117031783 66327.995336636901 63360.234988614917 12759.949520006776 1464.4028549268842 8708.7763492166996 74148.9154984653 15836.974311724305 10435.990660853684 6213.3841550946236 466.1273979395628 8973.7045473046601 45836.701965533197 63599.121263206005 3692.4916950836778 4649.3280235230923 24550.048318058252 3449.911470271647 25846.767755158246 7213.7660749331117 21935.497207939625 48449.866181015968 2713.3196344077587 2591.8996467888355 1760.409688949585 9783.868331193924 90291.747603714466 30459.375507980585 +leaf_count=277399 108684 22073 214059 167545 159427 28197 7689 18724 170939 86761 72581 18263 1100 162210 263510 178779 29010 21380 57776 63934 147999 34850 59105 109815 5770 5342 9118 22766 187117 86190 +internal_value=0 -0.000991804 0.0228631 -0.00225753 -0.000873298 -0.00462815 0.00423196 0.000441675 -0.00535029 0.00344098 0.00247314 -0.00582675 -0.00515019 0.0181559 0.00320243 -0.00174972 0.00825833 -0.00580065 -0.00546427 0.0149926 0.00239676 0.000988252 0.00172909 -0.00481348 -0.00646355 -0.00252824 -0.00906732 -0.00313218 -0.00375822 -0.0013139 +internal_weight=0 666195 34424.4 536259 338566 197693 129936 24648.2 173045 116737 97207.4 163146 11888.2 25175 89333.2 253270 19529.5 7874.14 156933 16201.3 78897.2 53050.5 85295.7 132383 11422.1 186942 6409.74 58233.7 92883.6 94058.5 +internal_count=2798112 2080510 717602 1298928 843505 455423 781582 53791 401632 672898 557127 379559 25594 440203 518940 624973 115771 38187 361296 277993 446359 298360 218532 303520 24494 457428 30498 132581 192459 264969 +cat_boundaries=0 1 2 +cat_threshold=4 4 is_linear=0 shrinkage=0.1 Tree=59 num_leaves=31 -num_cat=1 -split_feature=2 2 2 3 0 1 11 6 7 8 9 1 7 1 9 10 7 1 8 8 0 0 8 8 10 2 8 3 9 8 -split_gain=3711.08 891.234 393.363 307.701 186.248 132.675 135.726 121.59 108.672 106.889 104.552 88.963 85.851 72.5961 66.3143 74.9385 66.0161 80.3486 63.0865 62.5238 59.1256 64.5971 60.0641 58.384 57.4497 57.2064 64.3125 55.4233 52.9097 76.4644 -threshold=0.00878855443679292 0.10152570543550274 0.00240156869036659 0.13108782387789494 0.00048253679577423084 0.005843485087840293 0 0.43534002229654406 0.50373134328358227 33.000000000000007 1.0000000180025095e-35 0.00012338036891807862 0.25357142857142861 0.010539141202878634 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.026611410338208814 53.000000000000007 31.000000000000004 0.70057511711231324 0.03154474641338572 19.000000000000004 45.000000000000007 1.0000000180025095e-35 0.56547477661013301 23.000000000000004 0.34067335890704836 1.0000000180025095e-35 33.000000000000007 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 7 -2 6 -5 8 19 10 11 -6 18 -11 15 27 17 20 -4 -3 21 -13 -23 -17 -21 -8 -27 -7 -26 -30 -right_child=1 3 12 5 9 14 25 -9 -10 13 -12 16 -14 -15 -16 23 -18 -19 -20 24 -22 22 -24 -25 28 26 -28 -29 29 -31 -leaf_value=-0.070988139217101828 -0.025743627912624079 -0.0081113160502811945 -0.025867807633648793 -0.00090732438113924467 -0.017800598313657569 0.0028366495181605081 0.004738808172850377 0.020539376676794389 0.015941213441276959 -0.0095069943891937306 0.017720291598317561 0.0022441465648074801 -0.048112203365693135 -0.025107617383565706 0.014728848581086029 -0.0089462144397169079 -0.0087312636913584526 -0.011500493782419911 -0.047814704350030629 0.0090036692938840618 0.017636506942476229 0.17415375787398443 -0.013420304330171129 -0.039810099230019783 -0.010698949672457403 -0.039692045908030202 0.010277923765290195 -0.0034472759075216716 0.01200403343067786 -0.04345040078675512 -leaf_weight=4646.9156546276063 5245.7454758808017 2905.5556972324848 6162.7047412041575 33249.300507813692 4936.1720683947206 24488.970089256763 62782.098411768675 10559.3495509848 15328.088133960962 11588.541197609156 2102.7989005707204 19747.628195203841 4306.387740207836 4016.7224825508893 2577.1460071057081 2858.3766130208969 16934.633042551577 5886.3344771265984 1663.2439848706126 29545.759796358645 2076.7056877091527 17.155552856624126 3480.5034894645214 780.19771948456764 3144.532781817019 259.60497462749481 32687.632253184915 32880.943775162101 3020.721742644906 270.95227023214102 -leaf_count=277035 87348 12698 207780 160695 64370 112182 310586 51740 73067 156907 19502 205016 159024 55089 11932 13740 173788 60666 62200 138519 17060 143 30260 4200 13714 1051 134678 169015 12886 1221 -internal_value=0 0.00194964 -0.0462481 0.00476011 -0.00756261 0.00275459 0.0045976 0.0107222 0.00881011 -0.00621529 -0.00414883 -0.0050152 -0.0367722 -0.0135225 -0.000983808 -0.00164755 -0.0037043 -0.000976504 -0.0305322 0.00599928 0.0014699 2.55906e-05 -0.0125003 -0.0155642 0.00713871 0.00650902 0.00988419 -0.000764914 -0.00142247 0.00743933 -internal_weight=0 333372 16779.3 257339 76032.9 192564 128979 64775 54215.6 70787.2 55181.9 53079.1 12132.3 15605.3 63585.6 61008.5 48143 31208.3 7825.95 38887.5 25322 23245.3 3497.66 3638.57 35982 95729.3 32947.2 57369.9 6436.21 3291.67 -internal_count=2798112 2092073 706039 1221924 870149 918079 607010 303845 252105 782801 570805 551303 429004 211996 311069 299137 486933 313145 269980 179038 252479 235419 30403 17940 166340 446315 135729 281197 27821 14107 -cat_boundaries=0 1 -cat_threshold=8 +num_cat=2 +split_feature=2 2 2 3 0 10 0 9 8 1 3 2 8 7 1 11 8 11 6 8 7 0 8 1 1 2 4 4 8 7 +split_gain=1862.69 440.479 207.609 175.973 77.2202 72.3775 71.8986 71.8069 64.748 54.4272 58.6541 54.1431 50.2484 45.4802 43.838 43.2732 41.6672 36.9426 35.8399 35.2176 32.1265 32.5166 29.9703 29.3897 28.0226 27.9222 26.648 26.2892 24.1029 23.4185 +threshold=0.0089131000000000019 0.083913700000000022 0.0023496500000000004 0.21155695000000005 0.067230950000000012 1.0000000180025095e-35 0.0005918500000000001 1.0000000180025095e-35 31.000000000000004 0.024768400000000006 0.19364260000000003 0.94500335000000013 59.000000000000007 0.25357142857142861 0.00012725000000000003 0 67.000000000000014 1 0.43534002229654406 53.000000000000007 0.40192307692307699 0.033671750000000007 75.000000000000014 0.0036177000000000002 0.011179950000000003 0.3319566000000001 0.050641025641025648 0.085144927536231887 29.000000000000004 0.48435972629521024 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 6 -1 5 15 8 -2 -7 -3 10 17 18 24 19 -12 -5 -11 -8 23 -4 21 -16 -6 -10 -9 29 -19 -25 -27 -17 +right_child=1 3 13 4 22 7 9 12 11 16 14 -13 -14 -15 20 25 -18 26 -20 -21 -22 -23 -24 27 -26 28 -28 -29 -30 -31 +leaf_value=-0.035675151010777763 -0.011227487771951919 -0.0025027404560424051 -0.012567535591428099 -0.00044480951082915063 -0.00062616213679587366 -0.0056515193833334802 -0.0085015466057851031 0.0036988131605304913 0.0061339170340507423 -0.0060279643244581802 -0.0092933443081591478 0.014982122880046633 -0.027032566409045673 -0.023866953238278699 -6.0925208960149155e-06 0.0024058785984056438 -0.017824289109261496 0.013049035542995552 0.0089735313238149105 -0.0239561784623048 -0.0052877220656969981 -0.0072289521790435789 -0.004914875585872976 0.0040869706185869209 0.015337341988051985 -0.0057495650039858168 -0.0013970703316987677 -0.0015959823563182032 0.0040311537864539341 -0.00096615859040955366 +leaf_weight=9249.3629152886569 13199.497743807733 9898.5251975059509 12751.420117031783 66327.995336636901 63360.234988614917 12759.949520006776 1464.4028549268842 8708.7763492166996 74148.9154984653 15836.974311724305 10435.990660853684 6213.3841550946236 466.1273979395628 8973.7045473046601 45836.701965533197 63599.121263206005 3692.4916950836778 4649.3280235230923 24550.048318058252 3449.911470271647 25846.767755158246 7213.7660749331117 21935.497207939625 48449.866181015968 2713.3196344077587 2591.8996467888355 1760.409688949585 9783.868331193924 90291.747603714466 30459.375507980585 +leaf_count=277399 108684 22073 214059 167545 159427 28197 7689 18724 170939 86761 72581 18263 1100 162210 263510 178779 29010 21380 57776 63934 147999 34850 59105 109815 5770 5342 9118 22766 187117 86190 +internal_value=0 0.000991804 -0.0228631 0.00225753 0.000873298 0.00462815 -0.00423196 -0.000441675 0.00535029 -0.00344098 -0.00247314 0.00582675 0.00515019 -0.0181559 -0.00320243 0.00174972 -0.00825833 0.00580065 0.00546427 -0.0149926 -0.00239676 -0.000988252 -0.00172909 0.00481348 0.00646355 0.00252824 0.00906732 0.00313218 0.00375822 0.0013139 +internal_weight=0 666195 34424.4 536259 338566 197693 129936 24648.2 173045 116737 97207.4 163146 11888.2 25175 89333.2 253270 19529.5 7874.14 156933 16201.3 78897.2 53050.5 85295.7 132383 11422.1 186942 6409.74 58233.7 92883.6 94058.5 +internal_count=2798112 2080510 717602 1298928 843505 455423 781582 53791 401632 672898 557127 379559 25594 440203 518940 624973 115771 38187 361296 277993 446359 298360 218532 303520 24494 457428 30498 132581 192459 264969 +cat_boundaries=0 1 2 +cat_threshold=4 4 is_linear=0 shrinkage=0.1 @@ -1268,20 +1272,20 @@ shrinkage=0.1 Tree=60 num_leaves=31 num_cat=1 -split_feature=2 2 2 3 0 1 0 11 1 7 4 3 7 8 6 8 1 2 8 1 0 8 8 10 8 1 1 7 1 0 -split_gain=3159.92 795.214 318.728 276.473 143.421 114.792 112.532 125.819 99.927 101.453 98.8755 96.5808 78.8847 72.9569 65.3611 63.684 58.6216 57.3464 79.3739 69.0852 57.3578 57.1567 57.0104 95.914 63.3307 55.4952 54.4195 53.6203 53.6064 55.7913 -threshold=0.0076986998557233193 0.079199065901347399 0.0022343290413668919 0.13108782387789494 0.00048253679577423084 0.0023473334824490022 0.036071326148693385 0 0.039535778470117744 0.20169491525423733 0.059714795008912663 0.19403367834848823 0.044466403162055343 67.000000000000014 0.24837662337662339 27.000000000000004 0.0015258358772817047 0.41829654881631512 45.000000000000007 0.0010010944821883824 0.00091540213038845844 53.000000000000007 33.000000000000007 1.0000000180025095e-35 31.000000000000004 0.043195170640199634 0.00019637945849024439 0.43875000000000003 3.7576989175543641e-05 0.04107229027592782 -decision_type=2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 5 -2 15 7 -5 9 11 14 16 21 -10 -7 -3 -6 20 19 -19 -9 -4 24 25 -8 -24 -11 -22 -13 -30 -right_child=1 3 12 6 8 10 22 17 13 26 -12 28 -14 -15 -16 -17 -18 18 -20 -21 27 -23 23 -25 -26 -27 -28 -29 29 -31 -leaf_value=0.070265020727870456 0.023822338390655021 0.017172814719196811 0.025649006562527683 0.0014025859146362565 -0.074932194225827808 -0.0062295070273673224 0.010242125573490782 0.013454918553661675 0.012408268418700363 0.024107585854930252 0.0047937900299992028 0.038184313725017155 0.048395963173495683 0.035793386420235863 -0.018369569370134103 -0.015036441313671057 -0.012266028624013312 -0.011900214469999601 -0.015681531576272507 -0.0022100609261862833 -0.0065894546236131002 0.048320435352861166 0.00082062829183833844 0.026980892322443974 -0.0021317829253727702 0.013923726976709525 0.0089929818290627479 0.00037354660706567924 0.0016847041328574902 0.015935423903392414 -leaf_weight=3953.2655203212053 5520.4333830755204 627.38709886372089 5288.9001935645938 31668.432854227722 158.33737912401557 24315.185835190117 4517.6025158315897 1888.5953107848763 6694.5179076772183 2876.8013450521976 6963.825423695147 443.37155176140368 3838.7499376572669 1666.1249715853482 5424.1427726000547 28470.668454147875 2608.6179170440882 12016.994040742517 11544.897353306413 18974.530350849032 33602.861885078251 1408.0632365010679 19665.73736295104 1790.9023791179061 48990.401937559247 3868.0192233398557 13852.694645129144 16485.208974435925 26641.721728656441 3063.0706747900695 -leaf_count=254452 101607 2860 194110 161031 1146 108838 22123 11284 78576 42098 31996 8368 155562 27799 24677 143201 25829 49750 48016 77726 181091 57326 96273 9919 239097 23148 165799 90150 333913 30347 -internal_value=0 -0.00164922 0.0460522 -0.00401125 0.0084203 -0.00965106 -0.0022011 -0.00405293 0.00695447 0.00525117 -0.00593212 0.00202833 0.036967 0.0170685 -0.00844373 -0.014342 -0.0158521 -0.00588044 -0.00860395 -0.00596743 -0.00365271 0.0304158 0.000762991 0.00467195 -0.00108707 0.00297426 0.0115921 -0.00429776 0.00366936 0.0031542 -internal_weight=0 334341 14489 270815 63525.7 65801.2 205014 126182 58005.3 49644.6 36703.2 32915.1 10535.7 8360.64 29739.3 29098.1 2766.96 94513.1 42536.4 30991.5 51976.7 6696.96 78832.7 25324.7 53508 23533.8 16729.5 50088.1 30148.2 29704.8 -internal_count=2798112 2136662 661450 1321180 815482 311572 1009608 619048 713875 607500 165511 399603 406998 106375 133515 146061 26975 458017 175492 127476 282525 251436 390560 129340 261220 119421 207897 271241 372628 364260 +split_feature=2 2 2 3 8 1 0 1 0 8 11 9 4 8 7 0 1 0 1 7 8 1 9 3 6 4 6 6 3 10 +split_gain=1583.12 394.072 167.599 159.42 61.5501 60.3856 60.1638 51.5553 46.1516 45.9816 44.6169 40.3483 34.9076 34.7795 34.2391 33.0052 32.4393 32.1085 29.7901 27.8117 27.6058 27.0784 24.3409 23.1313 23.0525 22.5555 22.0221 21.8636 21.6891 32.3384 +threshold=0.0077732000000000009 0.064859800000000009 0.0023496500000000004 0.13325770000000001 31.000000000000004 0.012301300000000003 0.00046775000000000001 0.0028593500000000005 0.0010364500000000002 33.000000000000007 0 1.0000000180025095e-35 0.059714795008912663 57.000000000000007 0.080128205128205135 0.73915565000000016 3.9050000000000007e-05 0.023296750000000001 0.028629600000000002 0.044466403162055343 53.000000000000007 0.011179950000000003 1.0000000180025095e-35 0.19947455000000003 0.32916666666666672 0.085144927536231887 0.24837662337662339 0.31909090909090915 0.34522130000000006 1.0000000180025095e-35 +decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 6 -1 4 -3 8 -2 24 -5 11 -10 16 26 22 20 -13 -8 -12 -11 21 -4 23 -7 -18 27 -15 -9 -6 29 -19 +right_child=1 3 14 5 7 13 9 12 10 18 17 15 -14 25 -16 -17 19 28 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.034530335639289617 0.012354118138334199 0.0029969511588183433 0.012560771896404364 0.0047491899761824994 -0.0065746565326745667 0.00065573439716537778 0.021766961399469986 -0.0036837036820212632 0.00015139513331675807 0.0063870993476363748 -0.0033871844097896962 -0.0033821634913337242 0.0013462934700771523 0.0036707243302813728 0.023317608171679209 -0.030209510694280302 -0.010277334902538125 -0.003694217085941154 0.016278929893598349 0.0057614720679187914 0.023716274026845056 0.0062395301420190017 -0.0085851591511092347 0.00098927993432717794 -0.011070460434258501 0.013565142955104956 -0.0091278916597183485 0.075594985045480637 0.00038616420619350957 0.0057913872688001005 +leaf_weight=8632.6271404996514 9412.4284452423453 9058.0685933232307 10512.840910367668 11125.118837207556 45337.968845382333 68519.227357149124 937.9984909966588 40582.843820556998 86291.466698661447 17455.458798155189 151361.44895666838 2182.5164649933577 11915.960995167494 17594.287130981684 7623.5224780775607 580.58615867048502 1919.3612704500556 35809.86564001441 3687.7180952206254 24931.640089683235 2811.5818361192942 10127.371323890984 2974.1493437588215 36023.199719540775 14718.297073498368 2651.0960915088654 9095.2428192645311 32.404844522476196 50000.997953057289 3995.0585299879313 +leaf_count=277399 88752 20360 189194 32946 111670 175348 8604 92213 217124 140434 377115 12815 27873 51016 149386 2295 8909 77335 31707 154209 56030 60548 7060 219038 38835 7750 20791 70 132244 9042 +internal_value=0 -0.000835737 0.0228048 -0.00189744 -0.00495558 -0.000968317 0.004718 -0.00554757 -0.00158493 0.00398343 -0.00180013 0.00284528 -0.00351451 0.00130744 0.0179727 -0.00901916 0.00328865 -0.0024983 0.0081124 0.00305122 0.0149147 0.00164554 0.00027131 0.000419347 -0.00763156 0.00496638 -0.00468045 -0.00651597 -0.00100042 -0.00274219 +internal_weight=0 668322 29580.6 561064 130741 430323 107258 121683 338584 97845.9 327459 76702.7 61594 91738.8 20947.9 2763.1 73939.6 241167 21143.2 73001.6 13324.4 48069.9 71493.4 37942.6 60088.7 20245.4 49678.1 45370.4 89805.9 39804.9 +internal_count=2798112 2126103 672009 1398792 311812 1086980 727311 291452 845806 638559 812860 466418 140877 241174 394610 15110 451308 595736 172141 442704 245224 288495 182408 227947 150575 58766 113004 111740 218621 86377 cat_boundaries=0 1 -cat_threshold=8 +cat_threshold=4 is_linear=0 shrinkage=0.1 @@ -1289,62 +1293,62 @@ shrinkage=0.1 Tree=61 num_leaves=31 num_cat=1 -split_feature=2 2 2 3 0 1 0 11 1 7 4 3 7 8 6 8 1 2 8 1 0 8 8 10 8 1 1 7 1 0 -split_gain=3159.92 795.214 318.728 276.473 143.421 114.792 112.532 125.819 99.927 101.453 98.8755 96.5808 78.8847 72.9569 65.3611 63.684 58.6216 57.3464 79.3739 69.0852 57.3578 57.1567 57.0104 95.914 63.3307 55.4952 54.4195 53.6203 53.6064 55.7913 -threshold=0.0076986998557233193 0.079199065901347399 0.0022343290413668919 0.13108782387789494 0.00048253679577423084 0.0023473334824490022 0.036071326148693385 0 0.039535778470117744 0.20169491525423733 0.059714795008912663 0.19403367834848823 0.044466403162055343 67.000000000000014 0.24837662337662339 27.000000000000004 0.0015258358772817047 0.41829654881631512 45.000000000000007 0.0010010944821883824 0.00091540213038845844 53.000000000000007 33.000000000000007 1.0000000180025095e-35 31.000000000000004 0.043195170640199634 0.00019637945849024439 0.43875000000000003 3.7576989175543641e-05 0.04107229027592782 -decision_type=2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 5 -2 15 7 -5 9 11 14 16 21 -10 -7 -3 -6 20 19 -19 -9 -4 24 25 -8 -24 -11 -22 -13 -30 -right_child=1 3 12 6 8 10 22 17 13 26 -12 28 -14 -15 -16 -17 -18 18 -20 -21 27 -23 23 -25 -26 -27 -28 -29 29 -31 -leaf_value=-0.070265020727870456 -0.023822338390655021 -0.017172814719196811 -0.025649006562527683 -0.0014025859146362565 0.074932194225827808 0.0062295070273673224 -0.010242125573490782 -0.013454918553661675 -0.012408268418700363 -0.024107585854930252 -0.0047937900299992028 -0.038184313725017155 -0.048395963173495683 -0.035793386420235863 0.018369569370134103 0.015036441313671057 0.012266028624013312 0.011900214469999601 0.015681531576272507 0.0022100609261862833 0.0065894546236131002 -0.048320435352861166 -0.00082062829183833844 -0.026980892322443974 0.0021317829253727702 -0.013923726976709525 -0.0089929818290627479 -0.00037354660706567924 -0.0016847041328574902 -0.015935423903392414 -leaf_weight=3953.2655203212053 5520.4333830755204 627.38709886372089 5288.9001935645938 31668.432854227722 158.33737912401557 24315.185835190117 4517.6025158315897 1888.5953107848763 6694.5179076772183 2876.8013450521976 6963.825423695147 443.37155176140368 3838.7499376572669 1666.1249715853482 5424.1427726000547 28470.668454147875 2608.6179170440882 12016.994040742517 11544.897353306413 18974.530350849032 33602.861885078251 1408.0632365010679 19665.73736295104 1790.9023791179061 48990.401937559247 3868.0192233398557 13852.694645129144 16485.208974435925 26641.721728656441 3063.0706747900695 -leaf_count=254452 101607 2860 194110 161031 1146 108838 22123 11284 78576 42098 31996 8368 155562 27799 24677 143201 25829 49750 48016 77726 181091 57326 96273 9919 239097 23148 165799 90150 333913 30347 -internal_value=0 0.00164922 -0.0460522 0.00401125 -0.0084203 0.00965106 0.0022011 0.00405293 -0.00695447 -0.00525117 0.00593212 -0.00202833 -0.036967 -0.0170685 0.00844373 0.014342 0.0158521 0.00588044 0.00860395 0.00596743 0.00365271 -0.0304158 -0.000762991 -0.00467195 0.00108707 -0.00297426 -0.0115921 0.00429776 -0.00366936 -0.0031542 -internal_weight=0 334341 14489 270815 63525.7 65801.2 205014 126182 58005.3 49644.6 36703.2 32915.1 10535.7 8360.64 29739.3 29098.1 2766.96 94513.1 42536.4 30991.5 51976.7 6696.96 78832.7 25324.7 53508 23533.8 16729.5 50088.1 30148.2 29704.8 -internal_count=2798112 2136662 661450 1321180 815482 311572 1009608 619048 713875 607500 165511 399603 406998 106375 133515 146061 26975 458017 175492 127476 282525 251436 390560 129340 261220 119421 207897 271241 372628 364260 +split_feature=2 2 2 3 8 1 0 1 0 8 11 9 4 8 7 0 1 0 1 7 8 1 9 3 6 4 6 6 3 10 +split_gain=1583.12 394.072 167.599 159.42 61.5501 60.3856 60.1638 51.5553 46.1516 45.9816 44.6169 40.3483 34.9076 34.7795 34.2391 33.0052 32.4393 32.1085 29.7901 27.8117 27.6058 27.0784 24.3409 23.1313 23.0525 22.5555 22.0221 21.8636 21.6891 32.3384 +threshold=0.0077732000000000009 0.064859800000000009 0.0023496500000000004 0.13325770000000001 31.000000000000004 0.012301300000000003 0.00046775000000000001 0.0028593500000000005 0.0010364500000000002 33.000000000000007 0 1.0000000180025095e-35 0.059714795008912663 57.000000000000007 0.080128205128205135 0.73915565000000016 3.9050000000000007e-05 0.023296750000000001 0.028629600000000002 0.044466403162055343 53.000000000000007 0.011179950000000003 1.0000000180025095e-35 0.19947455000000003 0.32916666666666672 0.085144927536231887 0.24837662337662339 0.31909090909090915 0.34522130000000006 1.0000000180025095e-35 +decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 6 -1 4 -3 8 -2 24 -5 11 -10 16 26 22 20 -13 -8 -12 -11 21 -4 23 -7 -18 27 -15 -9 -6 29 -19 +right_child=1 3 14 5 7 13 9 12 10 18 17 15 -14 25 -16 -17 19 28 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.034530335639289617 -0.012354118138334199 -0.0029969511588183433 -0.012560771896404364 -0.0047491899761824994 0.0065746565326745667 -0.00065573439716537778 -0.021766961399469986 0.0036837036820212632 -0.00015139513331675807 -0.0063870993476363748 0.0033871844097896962 0.0033821634913337242 -0.0013462934700771523 -0.0036707243302813728 -0.023317608171679209 0.030209510694280302 0.010277334902538125 0.003694217085941154 -0.016278929893598349 -0.0057614720679187914 -0.023716274026845056 -0.0062395301420190017 0.0085851591511092347 -0.00098927993432717794 0.011070460434258501 -0.013565142955104956 0.0091278916597183485 -0.075594985045480637 -0.00038616420619350957 -0.0057913872688001005 +leaf_weight=8632.6271404996514 9412.4284452423453 9058.0685933232307 10512.840910367668 11125.118837207556 45337.968845382333 68519.227357149124 937.9984909966588 40582.843820556998 86291.466698661447 17455.458798155189 151361.44895666838 2182.5164649933577 11915.960995167494 17594.287130981684 7623.5224780775607 580.58615867048502 1919.3612704500556 35809.86564001441 3687.7180952206254 24931.640089683235 2811.5818361192942 10127.371323890984 2974.1493437588215 36023.199719540775 14718.297073498368 2651.0960915088654 9095.2428192645311 32.404844522476196 50000.997953057289 3995.0585299879313 +leaf_count=277399 88752 20360 189194 32946 111670 175348 8604 92213 217124 140434 377115 12815 27873 51016 149386 2295 8909 77335 31707 154209 56030 60548 7060 219038 38835 7750 20791 70 132244 9042 +internal_value=0 0.000835737 -0.0228048 0.00189744 0.00495558 0.000968317 -0.004718 0.00554757 0.00158493 -0.00398343 0.00180013 -0.00284528 0.00351451 -0.00130744 -0.0179727 0.00901916 -0.00328865 0.0024983 -0.0081124 -0.00305122 -0.0149147 -0.00164554 -0.00027131 -0.000419347 0.00763156 -0.00496638 0.00468045 0.00651597 0.00100042 0.00274219 +internal_weight=0 668322 29580.6 561064 130741 430323 107258 121683 338584 97845.9 327459 76702.7 61594 91738.8 20947.9 2763.1 73939.6 241167 21143.2 73001.6 13324.4 48069.9 71493.4 37942.6 60088.7 20245.4 49678.1 45370.4 89805.9 39804.9 +internal_count=2798112 2126103 672009 1398792 311812 1086980 727311 291452 845806 638559 812860 466418 140877 241174 394610 15110 451308 595736 172141 442704 245224 288495 182408 227947 150575 58766 113004 111740 218621 86377 cat_boundaries=0 1 -cat_threshold=8 +cat_threshold=4 is_linear=0 shrinkage=0.1 Tree=62 num_leaves=31 -num_cat=3 -split_feature=2 2 2 2 0 1 6 8 3 11 3 7 10 1 11 8 10 8 0 7 3 11 8 8 8 0 6 1 3 6 -split_gain=2689.69 665.553 291.488 251.231 112.678 107.897 96.811 90.9751 76.0842 75.5086 75.7265 73.1552 67.8889 64.8085 68.3785 56.6351 68.7525 60.1768 58.8278 55.1836 68.5247 56.8479 54.5854 53.5036 53.119 52.6149 50.9003 49.5182 48.8732 48.6768 -threshold=0.0074444201721283005 0.064843089169787663 0.0020814155156131148 0.53290713647691801 0.00048253679577423084 0.0012994548826654509 0.39791666666666675 33.000000000000007 0.041473718564706268 0 0.26967260998058806 0.044466403162055343 1.0000000180025095e-35 0.00012338036891807862 1 79.000000000000014 1.0000000180025095e-35 71.000000000000014 0.019025735276154376 0.10582306830907055 0.11640898034699568 2 83.000000000000014 53.000000000000007 77.000000000000014 0.022885232927099368 0.089572192513368995 0.013475691408450086 0.062459531657101892 0.73863636363636376 -decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 -left_child=2 4 -1 9 -2 8 7 13 -5 10 12 23 -3 -6 -15 17 18 19 -17 21 29 -7 -18 -4 -12 -11 -10 -9 -27 -21 -right_child=1 3 11 5 6 15 -8 27 26 25 24 -13 -14 14 -16 16 22 -19 -20 20 -22 -23 -24 -25 -26 28 -28 -29 -30 -31 -leaf_value=0.069607850568976323 0.022448651080144301 -0.0080883213760026898 0.024543455214619619 -0.030674770778447283 0.017889067613284706 0.0027381460909570404 -0.0077344338140748247 0.013187853070905737 -0.0080246545479618504 -0.0057940102809905508 0.0012293868908419513 0.046883838754280406 0.0081021870588742582 0.010313455885401085 0.00068755962574683274 -0.019562697325939914 0.0030265549653045944 0.013135092323917638 -0.0070827043102083681 -0.014133410062174079 -0.0029983285830221368 -0.0056385592962630189 0.059256553289037228 0.046965012725223021 0.0082264557754352825 -0.019965307105671334 -0.016188388075293381 0.030150148691592816 1.5811143223599198e-05 -0.074642211412332474 -leaf_weight=3359.3566369218752 5384.3823737781495 13337.818844877183 5114.8275011405349 1883.3993894606829 4149.0462512224913 17283.710219115019 3983.7619036287069 7378.6054246407002 29901.838809818029 38456.16069021821 56186.921853609383 3673.5498276371509 3213.9340303763747 12364.352837685496 18300.900471262634 5223.9732491523027 648.24261751770973 2216.0523223280907 13636.779882267118 7642.8457084596157 11337.708117127419 15233.305389031768 235.30645014345646 1343.9012947715819 13446.14809127152 1264.0465555787086 10257.16772967577 2244.6171429492533 38776.080343492329 135.30246238410473 -leaf_count=232672 104452 69744 198509 11359 61087 72822 51228 122411 134308 204775 309586 160138 15789 157665 213223 22813 2648 9286 56626 34591 46243 63328 958 58715 82020 6433 49564 38790 205653 676 -internal_value=0 -0.00146162 0.0440806 -0.00341699 0.00872544 -0.00698962 0.00719944 0.00853824 -0.011031 -0.000908364 0.00113521 0.0356171 -0.00494453 0.00615939 0.00457235 -0.00468083 -0.00926216 -0.00300103 -0.0105394 -0.00369359 -0.00795742 -0.001187 0.0180017 0.0292088 0.00258052 -0.00315184 -0.0101098 0.0171443 -0.000614983 -0.015186 -internal_weight=0 334122 13491.6 280317 53805.7 115636 48421.3 44437.5 42042.4 164681 86184.8 10132.3 16551.8 34814.3 30665.3 73593.2 19744.3 53848.9 18860.8 51632.9 19115.9 32517 883.549 6458.73 69633.1 78496.3 40159 9623.22 40040.1 7778.15 -internal_count=2798112 2148078 650034 1399222 748856 505222 644404 593176 195231 894000 477139 417362 85533 431975 370888 309991 83045 226946 79439 217660 81510 136150 3606 257224 391606 416861 183872 161201 212086 35267 -cat_boundaries=0 1 2 3 -cat_threshold=12 12 3 +num_cat=1 +split_feature=2 2 3 2 0 10 9 0 8 1 3 8 2 7 1 7 7 1 2 0 8 3 4 7 8 8 0 1 1 11 +split_gain=1350.3 359.088 130.527 122.091 66.2247 57.339 57.8434 56.6529 48.4484 44.1451 46.401 44.0767 44.0185 40.0902 36.4818 38.1971 35.4424 33.5533 32.7233 32.562 32.4292 27.6936 27.0899 25.654 25.5153 24.4816 24.3604 23.4249 22.3618 22.3601 +threshold=0.0064026500000000002 0.068923000000000012 0.21799425000000003 0.0021883500000000004 0.00046775000000000001 1.0000000180025095e-35 1.0000000180025095e-35 0.067230950000000012 31.000000000000004 0.024768400000000006 0.16291010000000003 59.000000000000007 0.92178260000000012 0.43875000000000003 5.5750000000000007e-05 0.40192307692307699 0.25357142857142861 0.0029327500000000005 0.017922850000000004 0.00092275000000000007 79.000000000000014 0.58463345000000011 0.050641025641025648 0.43019480519480524 75.000000000000014 77.000000000000014 0.012524850000000002 0.0062267000000000008 0.0014437500000000004 0 +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 1 +left_child=3 4 5 -1 -2 8 28 13 -3 10 17 27 -10 19 -12 25 -5 20 -11 -4 -6 -15 -19 -21 -9 26 -16 -8 -7 -14 +right_child=1 2 7 16 9 6 11 24 12 18 14 -13 29 21 15 -17 -18 22 -20 23 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.034151094336796556 0.011797997422055586 0.0022793640838799337 0.0060365080019182601 0.015261255830791371 -0.014789871570058885 -0.0087363293918309125 -0.0014600547398725225 0.00066433735617881494 -0.0042527276078624656 0.017010250676555136 0.014196363846642199 0.025332812979252363 -0.0069789201144569955 -0.0017189370385213365 -0.00061264265494217129 0.0061622723649497682 0.024845545864763247 -0.0060698241897808427 0.0060631935017470056 -0.0023406682513069633 -0.077675138977399708 0.0019485435999185661 0.010275771316862426 -0.06291613239641454 0.0046420687039365636 0.0063720973260135124 0.0052043620614811228 -0.010453120062398503 0.0064613310230920429 -0.014676502586838253 +leaf_weight=7341.0521219652146 10887.754068460315 10281.673373535275 4738.2770086526871 10782.953826736659 1439.6902565397322 1051.5004922896624 6436.2343002259731 64266.76194024086 151472.79600252211 3458.4039887487888 2997.9736305512488 482.53708067536354 11025.147208809853 34276.038376033306 36518.207557309419 25335.095562197268 6008.2333955504 3571.0099839121103 12975.918719775975 174771.64800997078 86.957785066217184 51563.130493268371 1415.9627776928246 69.941611930727959 21528.047749057412 8530.2864489853382 8966.9774536043406 5266.3910808116198 12217.069888025522 5797.5621337890625 +leaf_count=254984 113989 23076 14431 220251 6267 2358 13992 165244 346701 38597 28384 1170 30914 71111 232062 171367 132047 20305 73780 440978 645 149126 9026 173 59695 74138 46608 11212 27378 18103 +internal_value=0 -0.000682179 -0.00174005 0.0233938 0.00437338 -0.00375167 0.000688654 -0.000571436 -0.00438457 0.00360567 0.00272512 -0.00428582 -0.00479169 -0.00129352 0.00336779 0.00295867 0.0186907 -0.00539985 0.00836687 -0.00214323 -0.0183718 0.000484099 -0.00142878 -0.0023649 0.00166245 0.00145608 0.000534125 -0.0055071 0.00525696 -0.00964459 +internal_weight=0 671429 555245 24132.2 116184 204031 25453.7 351214 178577 105296 88862.2 12185.2 168296 265419 82348.5 79350.6 16791.2 6513.62 16434.3 179580 1526.65 85839.2 4986.97 174842 85794.8 54015.5 45485.2 11702.6 13268.6 16822.7 +internal_count=2798112 2190830 1375662 607282 815168 474904 56110 900758 418794 701179 588802 26374 395718 675819 552559 524175 352298 36243 112377 455582 6912 220237 29331 441151 224939 352808 278670 25204 29736 49017 +cat_boundaries=0 1 +cat_threshold=3 is_linear=0 shrinkage=0.1 Tree=63 num_leaves=31 -num_cat=3 -split_feature=2 2 2 2 0 1 6 8 3 11 3 7 10 1 11 8 10 8 0 7 3 11 8 8 8 0 6 1 3 6 -split_gain=2689.69 665.553 291.488 251.231 112.678 107.897 96.811 90.9751 76.0842 75.5086 75.7265 73.1552 67.8889 64.8085 68.3785 56.6351 68.7525 60.1768 58.8278 55.1836 68.5247 56.8479 54.5854 53.5036 53.119 52.6149 50.9003 49.5182 48.8732 48.6768 -threshold=0.0074444201721283005 0.064843089169787663 0.0020814155156131148 0.53290713647691801 0.00048253679577423084 0.0012994548826654509 0.39791666666666675 33.000000000000007 0.041473718564706268 0 0.26967260998058806 0.044466403162055343 1.0000000180025095e-35 0.00012338036891807862 1 79.000000000000014 1.0000000180025095e-35 71.000000000000014 0.019025735276154376 0.10582306830907055 0.11640898034699568 2 83.000000000000014 53.000000000000007 77.000000000000014 0.022885232927099368 0.089572192513368995 0.013475691408450086 0.062459531657101892 0.73863636363636376 -decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 -left_child=2 4 -1 9 -2 8 7 13 -5 25 12 23 -11 -6 -15 17 18 19 -17 21 29 -7 -18 -4 -12 -3 -10 -9 -27 -21 -right_child=1 3 11 5 6 15 -8 27 26 10 24 -13 -14 14 -16 16 22 -19 -20 20 -22 -23 -24 -25 -26 28 -28 -29 -30 -31 -leaf_value=-0.069607850568976323 -0.022448651080144301 0.0057940102809905508 -0.024543455214619619 0.030674770778447283 -0.017889067613284706 0.0056385592962630189 0.0077344338140748247 -0.013187853070905737 0.0080246545479618504 0.0080883213760026898 -0.0012293868908419513 -0.046883838754280406 -0.0081021870588742582 -0.00068755962574683274 -0.010313455885401085 0.019562697325939914 -0.0030265549653045944 -0.013135092323917638 0.0070827043102083681 0.014133410062174079 0.0029983285830221368 -0.0027381460909570404 -0.059256553289037228 -0.046965012725223021 -0.0082264557754352825 0.019965307105671334 0.016188388075293381 -0.030150148691592816 -1.5811143223599198e-05 0.074642211412332474 -leaf_weight=3359.3566369218752 5384.3823737781495 38456.16069021821 5114.8275011405349 1883.3993894606829 4149.0462512224913 15233.305389031768 3983.7619036287069 7378.6054246407002 29901.838809818029 13337.818844877183 56186.921853609383 3673.5498276371509 3213.9340303763747 18300.900471262634 12364.352837685496 5223.9732491523027 648.24261751770973 2216.0523223280907 13636.779882267118 7642.8457084596157 11337.708117127419 17283.710219115019 235.30645014345646 1343.9012947715819 13446.14809127152 1264.0465555787086 10257.16772967577 2244.6171429492533 38776.080343492329 135.30246238410473 -leaf_count=232672 104452 204775 198509 11359 61087 63328 51228 122411 134308 69744 309586 160138 15789 213223 157665 22813 2648 9286 56626 34591 46243 72822 958 58715 82020 6433 49564 38790 205653 676 -internal_value=0 0.00146162 -0.0440806 0.00341699 -0.00872544 0.00698962 -0.00719944 -0.00853824 0.011031 0.000908364 -0.00113521 -0.0356171 0.00494453 -0.00615939 -0.00457235 0.00468083 0.00926216 0.00300103 0.0105394 0.00369359 0.00795742 0.001187 -0.0180017 -0.0292088 -0.00258052 0.00315184 0.0101098 -0.0171443 0.000614983 0.015186 -internal_weight=0 334122 13491.6 280317 53805.7 115636 48421.3 44437.5 42042.4 164681 86184.8 10132.3 16551.8 34814.3 30665.3 73593.2 19744.3 53848.9 18860.8 51632.9 19115.9 32517 883.549 6458.73 69633.1 78496.3 40159 9623.22 40040.1 7778.15 -internal_count=2798112 2148078 650034 1399222 748856 505222 644404 593176 195231 894000 477139 417362 85533 431975 370888 309991 83045 226946 79439 217660 81510 136150 3606 257224 391606 416861 183872 161201 212086 35267 -cat_boundaries=0 1 2 3 -cat_threshold=3 3 12 +num_cat=1 +split_feature=2 2 3 2 0 10 9 0 8 1 3 8 2 7 1 7 7 1 2 0 8 3 4 7 8 8 0 1 1 11 +split_gain=1350.3 359.088 130.527 122.091 66.2247 57.339 57.8434 56.6529 48.4484 44.1451 46.401 44.0767 44.0185 40.0902 36.4818 38.1971 35.4424 33.5533 32.7233 32.562 32.4292 27.6936 27.0899 25.654 25.5153 24.4816 24.3604 23.4249 22.3618 22.3601 +threshold=0.0064026500000000002 0.068923000000000012 0.21799425000000003 0.0021883500000000004 0.00046775000000000001 1.0000000180025095e-35 1.0000000180025095e-35 0.067230950000000012 31.000000000000004 0.024768400000000006 0.16291010000000003 59.000000000000007 0.92178260000000012 0.43875000000000003 5.5750000000000007e-05 0.40192307692307699 0.25357142857142861 0.0029327500000000005 0.017922850000000004 0.00092275000000000007 79.000000000000014 0.58463345000000011 0.050641025641025648 0.43019480519480524 75.000000000000014 77.000000000000014 0.012524850000000002 0.0062267000000000008 0.0014437500000000004 0 +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 1 +left_child=3 4 5 -1 -2 8 28 13 -3 10 17 27 -10 19 -12 25 -5 20 -11 -4 -6 -15 -19 -21 -9 26 -16 -8 -7 -14 +right_child=1 2 7 16 9 6 11 24 12 18 14 -13 29 21 15 -17 -18 22 -20 23 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.034151094336796556 -0.011797997422055586 -0.0022793640838799337 -0.0060365080019182601 -0.015261255830791371 0.014789871570058885 0.0087363293918309125 0.0014600547398725225 -0.00066433735617881494 0.0042527276078624656 -0.017010250676555136 -0.014196363846642199 -0.025332812979252363 0.014676502586838253 0.0017189370385213365 0.00061264265494217129 -0.0061622723649497682 -0.024845545864763247 0.0060698241897808427 -0.0060631935017470056 0.0023406682513069633 0.077675138977399708 -0.0019485435999185661 -0.010275771316862426 0.06291613239641454 -0.0046420687039365636 -0.0063720973260135124 -0.0052043620614811228 0.010453120062398503 -0.0064613310230920429 0.0069789201144569955 +leaf_weight=7341.0521219652146 10887.754068460315 10281.673373535275 4738.2770086526871 10782.953826736659 1439.6902565397322 1051.5004922896624 6436.2343002259731 64266.76194024086 151472.79600252211 3458.4039887487888 2997.9736305512488 482.53708067536354 5797.5621337890625 34276.038376033306 36518.207557309419 25335.095562197268 6008.2333955504 3571.0099839121103 12975.918719775975 174771.64800997078 86.957785066217184 51563.130493268371 1415.9627776928246 69.941611930727959 21528.047749057412 8530.2864489853382 8966.9774536043406 5266.3910808116198 12217.069888025522 11025.147208809853 +leaf_count=254984 113989 23076 14431 220251 6267 2358 13992 165244 346701 38597 28384 1170 18103 71111 232062 171367 132047 20305 73780 440978 645 149126 9026 173 59695 74138 46608 11212 27378 30914 +internal_value=0 0.000682179 0.00174005 -0.0233938 -0.00437338 0.00375167 -0.000688654 0.000571436 0.00438457 -0.00360567 -0.00272512 0.00428582 0.00479169 0.00129352 -0.00336779 -0.00295867 -0.0186907 0.00539985 -0.00836687 0.00214323 0.0183718 -0.000484099 0.00142878 0.0023649 -0.00166245 -0.00145608 -0.000534125 0.0055071 -0.00525696 0.00964459 +internal_weight=0 671429 555245 24132.2 116184 204031 25453.7 351214 178577 105296 88862.2 12185.2 168296 265419 82348.5 79350.6 16791.2 6513.62 16434.3 179580 1526.65 85839.2 4986.97 174842 85794.8 54015.5 45485.2 11702.6 13268.6 16822.7 +internal_count=2798112 2190830 1375662 607282 815168 474904 56110 900758 418794 701179 588802 26374 395718 675819 552559 524175 352298 36243 112377 455582 6912 220237 29331 441151 224939 352808 278670 25204 29736 49017 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 @@ -1352,20 +1356,20 @@ shrinkage=0.1 Tree=64 num_leaves=31 num_cat=3 -split_feature=2 2 2 2 2 6 0 8 0 8 8 1 0 0 11 11 3 7 4 8 8 8 4 0 4 6 1 11 8 4 -split_gain=2281.76 561.467 275.706 185.943 154.078 92.3904 73.0646 71.4747 71.7446 64.3821 61.8769 62.0147 60.3757 60.2918 60.09 59.6903 90.9611 74.4367 58.5529 53.1016 50.7798 50.6226 50.5375 50.1077 48.746 48.4958 46.6707 44.0631 43.5494 41.2499 -threshold=0.0074444201721283005 0.16162818982426205 0.0020814155156131148 0.024394326733231515 0.88020860688709668 0.37689393939393945 0.00029458472764459347 41.000000000000007 0.0098135252463055055 31.000000000000004 97.000000000000014 0.0030184087436490249 0.93315369722822028 0.66856357595397853 0 1 0.054906384949798895 0.34891304347826091 0.050641025641025648 77.000000000000014 386.00000000000006 47.000000000000007 0.14119601328903655 0.0011140464579956113 0.53589743589743599 0.3816526610644258 0.3610968595124448 2 73.000000000000014 0.07634032634032635 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 -left_child=2 3 -1 12 5 9 -4 15 -9 -3 11 23 19 14 -5 17 -17 -6 -15 -2 -21 -8 -10 27 25 -7 -22 -11 -16 -14 -right_child=1 4 6 13 7 24 21 8 22 10 -12 -13 29 18 28 16 -18 -19 -20 20 26 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.067276898588863154 0.011943957296951576 0.0054906104199952954 0.044658438257762757 -0.0010819002572318305 0.0023896881067125932 -0.099283432781567579 0.021557528616849824 -0.02976485966638432 -0.013968002149458654 0.01701408475794864 0.018887724253544583 -0.0010355375469163063 -0.048811948223948798 -0.01069071897276419 0.0039151873551661115 -0.029878539087257235 -0.0075963667403011158 -0.015066046736482036 0.0090867025864582833 0.027077273049362506 -0.6926115391860671 0.042480266599760508 0.0249447529216149 -0.0054689148386231233 0.092578905170990058 -0.0086026852149064664 0.04125582016873755 -0.0048489844323408261 0.011251360681740711 0.016482205751593367 -leaf_weight=3139.6632535178214 16952.194929083809 9856.6696361154318 3558.3758311718702 21094.94459079951 7149.0251353681087 59.10435639321804 4704.0598207497969 3661.0326114594936 2092.8756625205278 1899.1710984408855 1301.503416210413 80811.134823828936 259.89836188592017 5904.4965020902455 47698.763423275203 2714.9801512211561 5633.6218069940805 3711.0469620674849 2005.3763479217887 2883.3502925224602 1.8820205647498363 1533.3384490199387 397.07972559332848 78634.071341827512 47.512042716145515 27123.185464590788 1.6061268281191585 1779.0454290211201 9744.9200089983642 154.13762205094099 -leaf_count=232672 316083 43336 162259 169399 35799 260 186662 20023 10855 8764 6121 365359 4542 43317 388695 15649 28925 19422 15215 73202 48 68441 2055 349126 208 119091 50 8091 101721 2722 -internal_value=0 -0.00131675 0.0414893 0.00466559 -0.00413036 -0.00320587 0.0332241 -0.0114765 -0.0208582 -0.0023595 -0.00283008 -0.00300336 0.0132902 0.00264503 0.00348312 -0.0084723 -0.0148248 -0.00357191 -0.00567658 0.0140789 0.026616 0.026701 -0.00776248 -0.00493529 -0.00862297 -0.00879986 -0.3547 0.00647263 0.00515882 -0.0245042 -internal_weight=0 333573 12935.4 106702 226871 201511 9795.77 25359.7 6150.99 174282 164425 163123 20253.1 86448.5 78538.6 19208.7 8348.6 10860.1 7909.87 19839 2886.84 6237.4 2489.96 82312.3 27229.8 27182.3 3.48815 3678.22 57443.7 414.036 -internal_count=2798112 2148078 650034 1114994 1033084 900356 417362 132728 32933 780797 737461 731340 396647 718347 659815 99795 44574 55221 58532 389383 73300 255103 12910 365981 119559 119351 98 16855 490416 7264 +split_feature=2 2 2 2 3 11 3 7 8 6 0 7 10 9 0 11 8 1 8 11 6 1 6 7 8 1 0 9 1 8 +split_gain=1148.84 297.47 118.251 115.876 70.6459 37.2587 41.5813 36.0342 35.1379 34.4876 33.4823 32.3487 28.8077 27.9745 28.2376 27.2013 29.362 28.0315 26.5156 25.9138 23.6346 23.1288 22.5881 48.4031 21.9724 21.3015 22.2689 21.257 21.141 21.1284 +threshold=0.0064026500000000002 0.20251990000000003 0.028366750000000007 0.0021883500000000004 0.12274470000000001 0 0.030517350000000002 0.34891304347826091 57.000000000000007 0.37689393939393945 0.025153700000000005 0.25357142857142861 1.0000000180025095e-35 1.0000000180025095e-35 0.70460265000000011 1 45.000000000000007 0.0014437500000000004 35.000000000000007 2 0.60555555555555574 0.016884750000000004 0.3816526610644258 0.54446640316205541 49.000000000000007 0.00012725000000000003 0.00040505000000000006 1.0000000180025095e-35 0.011179950000000003 231.00000000000003 +decision_type=2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 +left_child=3 2 8 -1 5 7 -7 20 13 19 15 24 21 25 -15 29 17 -17 -14 27 -3 -12 23 -11 -5 -2 -27 -4 -28 -6 +right_child=1 4 9 11 10 6 -8 -9 -10 22 12 -13 18 14 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 28 -29 -30 -31 +leaf_value=0.03296353558911308 0.0097553265326330713 0.00025324643871411852 -0.00012633422092750429 0.011727612093222813 -0.0011748460913558511 -0.029962128398279515 -0.005975153503857601 -0.0062905790815263639 0.012102800576649966 -0.015332489253600505 -0.0016724582964477827 0.023506451881572566 0.0017341571350597503 -0.0032982160459414066 -0.045814167476156638 -0.0048601980524932888 -0.0070466029970592389 -0.00051650791301817271 0.012485795407767758 0.0021909909542792609 -0.0071290698275619643 0.0012252168886465516 -0.0027967163679926076 -0.26798114475839008 0.022780439825724218 0.01261935669572746 0.0020789866165942376 -0.011226284890242426 0.0086555048538283861 -0.067726628463297509 +leaf_weight=6869.6529061309993 9657.4433789402246 31171.434522330761 45166.298632025719 8168.7742614969611 85457.549293905497 732.66183069348335 53055.90107613802 17592.281950712204 8960.4027557596564 31.058760017156601 96375.603709548712 5730.2553322836757 11778.554916799068 1008.031189519912 184.86394250392914 29256.024991333485 20458.292695432901 30186.172835886478 2848.5035336315632 129825.41019632667 5037.5834904611111 38569.488747745752 19622.091370224953 10.03237161785364 2306.4076029919088 2974.4548215791583 22213.022709887475 1793.8045405000448 6267.1150222308934 47.729738414287567 +leaf_count=254984 98145 71363 167359 167845 188938 2345 124859 42425 108861 112 210190 132047 25959 8458 1023 62423 44462 63843 6824 506878 12613 88637 70945 38 52406 33368 190317 5951 54392 102 +internal_value=0 -0.000614307 0.00213717 0.0220795 -0.00222725 -0.00443958 -0.00630071 -0.00257724 0.00641417 0.00102104 -0.00147157 0.0174657 -0.000387348 0.00520929 -0.00988695 -0.002452 -0.00377851 -0.00265437 0.00382795 0.00146293 -0.000773819 -0.000844256 -0.00295182 -0.0770165 0.0141612 0.00564732 0.00438605 -0.000550218 0.00352616 -0.00121185 +internal_weight=0 670282 247714 23075.1 422568 107590 53788.6 53801.3 51265.3 196449 314978 16205.4 149572 42304.9 1192.9 165406 79900.5 59442.2 14627.1 176786 36209 134945 19663.2 41.0911 10475.2 41112 31454.6 46960.1 28480.1 85505.3 +internal_count=2798112 2190830 1245847 607282 944983 253605 127204 126401 494564 751283 691378 352298 331610 385703 9481 359768 170728 126266 32783 680188 83976 298827 71095 150 220251 376222 278077 173310 244709 189040 cat_boundaries=0 1 2 3 -cat_threshold=2 3 10 +cat_threshold=3 12 2 is_linear=0 shrinkage=0.1 @@ -1373,62 +1377,58 @@ shrinkage=0.1 Tree=65 num_leaves=31 num_cat=3 -split_feature=2 2 2 2 2 6 0 8 0 8 8 1 0 0 11 11 3 7 4 8 8 8 4 0 4 6 1 11 8 4 -split_gain=2281.76 561.467 275.706 185.943 154.078 92.3904 73.0646 71.4747 71.7446 64.3821 61.8769 62.0147 60.3757 60.2918 60.09 59.6903 90.9611 74.4367 58.5529 53.1016 50.7798 50.6226 50.5375 50.1077 48.746 48.4958 46.6707 44.0631 43.5494 41.2499 -threshold=0.0074444201721283005 0.16162818982426205 0.0020814155156131148 0.024394326733231515 0.88020860688709668 0.37689393939393945 0.00029458472764459347 41.000000000000007 0.0098135252463055055 31.000000000000004 97.000000000000014 0.0030184087436490249 0.93315369722822028 0.66856357595397853 0 1 0.054906384949798895 0.34891304347826091 0.050641025641025648 77.000000000000014 386.00000000000006 47.000000000000007 0.14119601328903655 0.0011140464579956113 0.53589743589743599 0.3816526610644258 0.3610968595124448 2 73.000000000000014 0.07634032634032635 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 -left_child=2 3 -1 12 5 9 -4 15 -9 -3 11 23 19 14 -5 16 -6 -17 -15 -2 -21 -8 -10 27 25 -7 -22 -11 -16 -14 -right_child=1 4 6 13 7 24 21 8 22 10 -12 -13 29 18 28 17 -18 -19 -20 20 26 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.067276898588863154 -0.011943957296951576 -0.0054906104199952954 -0.044658438257762757 0.0010819002572318305 0.029878539087257235 0.099283432781567579 -0.021557528616849824 0.02976485966638432 0.013968002149458654 0.0048489844323408261 -0.018887724253544583 0.0010355375469163063 0.048811948223948798 0.01069071897276419 -0.0039151873551661115 -0.0023896881067125932 0.0075963667403011158 0.015066046736482036 -0.0090867025864582833 -0.027077273049362506 0.6926115391860671 -0.042480266599760508 -0.0249447529216149 0.0054689148386231233 -0.092578905170990058 0.0086026852149064664 -0.04125582016873755 -0.01701408475794864 -0.011251360681740711 -0.016482205751593367 -leaf_weight=3139.6632535178214 16952.194929083809 9856.6696361154318 3558.3758311718702 21094.94459079951 2714.9801512211561 59.10435639321804 4704.0598207497969 3661.0326114594936 2092.8756625205278 1779.0454290211201 1301.503416210413 80811.134823828936 259.89836188592017 5904.4965020902455 47698.763423275203 7149.0251353681087 5633.6218069940805 3711.0469620674849 2005.3763479217887 2883.3502925224602 1.8820205647498363 1533.3384490199387 397.07972559332848 78634.071341827512 47.512042716145515 27123.185464590788 1.6061268281191585 1899.1710984408855 9744.9200089983642 154.13762205094099 -leaf_count=232672 316083 43336 162259 169399 15649 260 186662 20023 10855 8091 6121 365359 4542 43317 388695 35799 28925 19422 15215 73202 48 68441 2055 349126 208 119091 50 8764 101721 2722 -internal_value=0 0.00131675 -0.0414893 -0.00466559 0.00413036 0.00320587 -0.0332241 0.0114765 0.0208582 0.0023595 0.00283008 0.00300336 -0.0132902 -0.00264503 -0.00348312 0.0084723 0.0148248 0.00357191 0.00567658 -0.0140789 -0.026616 -0.026701 0.00776248 0.00493529 0.00862297 0.00879986 0.3547 -0.00647263 -0.00515882 0.0245042 -internal_weight=0 333573 12935.4 106702 226871 201511 9795.77 25359.7 6150.99 174282 164425 163123 20253.1 86448.5 78538.6 19208.7 8348.6 10860.1 7909.87 19839 2886.84 6237.4 2489.96 82312.3 27229.8 27182.3 3.48815 3678.22 57443.7 414.036 -internal_count=2798112 2148078 650034 1114994 1033084 900356 417362 132728 32933 780797 737461 731340 396647 718347 659815 99795 44574 55221 58532 389383 73300 255103 12910 365981 119559 119351 98 16855 490416 7264 +split_feature=2 2 2 2 3 11 3 7 8 6 0 7 10 9 0 11 8 1 8 11 6 1 6 7 8 1 0 9 1 8 +split_gain=1148.84 297.47 118.251 115.876 70.6459 37.2587 41.5813 36.0342 35.1379 34.4876 33.4823 32.3487 28.8077 27.9745 28.2376 27.2013 29.362 28.0315 26.5156 25.9138 23.6346 23.1288 22.5881 48.4031 21.9724 21.3015 22.2689 21.257 21.141 21.1284 +threshold=0.0064026500000000002 0.20251990000000003 0.028366750000000007 0.0021883500000000004 0.12274470000000001 0 0.030517350000000002 0.34891304347826091 57.000000000000007 0.37689393939393945 0.025153700000000005 0.25357142857142861 1.0000000180025095e-35 1.0000000180025095e-35 0.70460265000000011 1 45.000000000000007 0.0014437500000000004 35.000000000000007 2 0.60555555555555574 0.016884750000000004 0.3816526610644258 0.54446640316205541 49.000000000000007 0.00012725000000000003 0.00040505000000000006 1.0000000180025095e-35 0.011179950000000003 231.00000000000003 +decision_type=2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 +left_child=3 2 8 -1 5 6 -3 20 13 19 15 24 21 25 -15 16 17 -6 -14 27 -7 -12 23 -11 -5 -2 -27 -4 -28 -17 +right_child=1 4 9 11 10 7 -8 -9 -10 22 12 -13 18 14 -16 29 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 28 -29 -30 -31 +leaf_value=-0.03296353558911308 -0.0097553265326330713 0.029962128398279515 0.00012633422092750429 -0.011727612093222813 0.0048601980524932888 -0.00025324643871411852 0.005975153503857601 0.0062905790815263639 -0.012102800576649966 0.015332489253600505 0.0016724582964477827 -0.023506451881572566 -0.0017341571350597503 0.0032982160459414066 0.045814167476156638 0.0011748460913558511 0.0070466029970592389 0.00051650791301817271 -0.012485795407767758 -0.0021909909542792609 0.0071290698275619643 -0.0012252168886465516 0.0027967163679926076 0.26798114475839008 -0.022780439825724218 -0.01261935669572746 -0.0020789866165942376 0.011226284890242426 -0.0086555048538283861 0.067726628463297509 +leaf_weight=6869.6529061309993 9657.4433789402246 732.66183069348335 45166.298632025719 8168.7742614969611 29256.024991333485 31171.434522330761 53055.90107613802 17592.281950712204 8960.4027557596564 31.058760017156601 96375.603709548712 5730.2553322836757 11778.554916799068 1008.031189519912 184.86394250392914 85457.549293905497 20458.292695432901 30186.172835886478 2848.5035336315632 129825.41019632667 5037.5834904611111 38569.488747745752 19622.091370224953 10.03237161785364 2306.4076029919088 2974.4548215791583 22213.022709887475 1793.8045405000448 6267.1150222308934 47.729738414287567 +leaf_count=254984 98145 2345 167359 167845 62423 71363 124859 42425 108861 112 210190 132047 25959 8458 1023 188938 44462 63843 6824 506878 12613 88637 70945 38 52406 33368 190317 5951 54392 102 +internal_value=0 0.000614307 -0.00213717 -0.0220795 0.00222725 0.00443958 0.00630071 0.00257724 -0.00641417 -0.00102104 0.00147157 -0.0174657 0.000387348 -0.00520929 0.00988695 0.002452 0.00377851 0.00265437 -0.00382795 -0.00146293 0.000773819 0.000844256 0.00295182 0.0770165 -0.0141612 -0.00564732 -0.00438605 0.000550218 -0.00352616 0.00121185 +internal_weight=0 670282 247714 23075.1 422568 107590 53788.6 53801.3 51265.3 196449 314978 16205.4 149572 42304.9 1192.9 165406 79900.5 59442.2 14627.1 176786 36209 134945 19663.2 41.0911 10475.2 41112 31454.6 46960.1 28480.1 85505.3 +internal_count=2798112 2190830 1245847 607282 944983 253605 127204 126401 494564 751283 691378 352298 331610 385703 9481 359768 170728 126266 32783 680188 83976 298827 71095 150 220251 376222 278077 173310 244709 189040 cat_boundaries=0 1 2 3 -cat_threshold=2 12 5 +cat_threshold=12 3 2 is_linear=0 shrinkage=0.1 Tree=66 num_leaves=31 -num_cat=2 -split_feature=2 2 2 3 0 8 0 10 9 8 7 1 2 7 7 3 0 6 1 8 11 8 3 11 1 8 6 8 1 3 -split_gain=1940.9 509.116 214.369 196.87 115.944 111.371 96.7321 93.9816 100.863 95.7744 93.5363 84.3344 82.762 82.036 81.3952 63.995 63.6418 54.3972 53.3489 50.5343 49.2653 49.0564 47.2608 54.3743 46.993 46.7878 46.6508 55.2226 44.9032 44.1966 -threshold=0.0063321145130125194 0.054377928100322617 0.0017155603126277931 0.21280420770368166 0.081171512302311441 31.000000000000004 0.00048253679577423084 1.0000000180025095e-35 1.0000000180025095e-35 59.000000000000007 0.40967365967365971 0.028595502099624328 0.9394277608023881 0.267948717948718 0.25357142857142861 0.14357522397752459 0.0010534189506207982 0.43534002229654406 3.5195024765422512e-05 79.000000000000014 0 355.00000000000006 0.57432203581774821 1 0.00019637945849024439 75.000000000000014 0.31643132220795894 97.000000000000014 0.03332159992971339 0.20028915867511857 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 -left_child=2 6 -1 5 10 -3 -2 12 20 -10 16 13 17 15 -4 -8 -5 -7 -17 29 -9 26 -12 -24 -15 -6 27 28 -18 -13 -right_child=1 3 14 4 25 7 11 8 9 -11 22 19 -14 24 -16 18 21 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.069874493578777383 0.020749514467057407 0.0063360664693090695 0.027592631010972077 0.0076935148294720677 0.0021468348797717483 -0.0063553531941677767 -0.016692310899687906 0.019285883221426596 -0.011521531573448311 0.051095764575241814 -0.0024508946531065934 0.0038599413156516029 -0.021140850403815858 0.024247890850057813 0.047795153290348343 0.040041030054403799 -0.004355163778594775 -0.013651563307157201 0.002367608335491639 0.037326402636024103 0.0013583983315641585 -0.14852738977499885 0.0082496209712725182 -0.0002917992031355426 0.0085510808022858948 0.01020548097058209 -0.010272581750475688 0.028045901794288355 0.0044853975800219995 0.022011705095723151 -leaf_weight=2181.7892165808007 5696.0452489778399 6635.235777951777 5580.9093323107809 4611.0525292083621 29298.67792429775 67446.781118564308 1779.7955304794014 3006.2510161176324 5156.0844089537859 256.41208578646183 17846.592221073806 2541.7262782491744 4682.8726353943348 2411.1606735158712 3103.1804463109002 382.60635253228247 75649.288225419819 12042.906171813607 21398.226449713111 1060.0982262417674 3133.4776700809598 23.590081438422203 15166.98143773526 14652.06832844764 9126.2699372638017 9553.8905183449388 11490.561971470714 552.21257860958576 6217.5767356008291 2840.3554408289492 -leaf_count=176085 125204 29981 260391 29381 154477 315994 20192 13697 22371 1243 74527 35674 28517 41590 159393 8329 394302 57466 310978 21913 14308 102 94889 85230 131867 53635 57256 3266 35733 40121 -internal_value=0 -0.00109237 0.0418521 -0.00267357 -0.000727151 -0.0061926 0.00852884 -0.00706103 0.00139685 -0.00855509 -0.00201744 0.00685312 -0.00822183 0.00492274 0.0348118 0.00153959 -0.00377653 -0.00746075 0.00302939 0.0173702 0.01017 -0.00433958 0.00161932 0.00405533 0.0118315 0.00412847 -0.00430336 -0.00347116 -0.00368375 0.0134394 -internal_weight=0 334659 10865.9 287423 185062 102360 47236.3 95724.8 11552.2 5412.5 146210 41540.2 84172.6 35098.1 8684.09 23560.6 98544.3 79489.7 21780.8 6442.18 6139.73 93933.2 47665.6 29819 11537.4 38852.6 93909.6 82419.1 81866.9 5382.08 -internal_count=2798112 2202243 595869 1466375 982798 483577 735868 453596 51619 23614 774686 610664 401977 512956 419784 339499 520040 373460 319307 97708 28005 490659 254646 180119 173457 208112 490557 433301 430035 75795 -cat_boundaries=0 1 2 -cat_threshold=5 12 +num_cat=0 +split_feature=2 2 3 2 0 8 10 9 0 7 8 2 1 1 6 7 0 7 0 8 1 1 0 5 8 0 1 8 4 7 +split_gain=984.297 272.436 103.196 86.3244 58.3115 55.0526 48.9567 49.1579 46.0591 44.5281 42.6065 42.3248 40.0771 33.1897 28.3743 27.8592 27.3335 27.3323 26.8089 25.0773 24.9962 24.1143 22.8336 22.5655 21.6694 20.3396 19.9803 19.5936 18.9375 18.9053 +threshold=0.0054186500000000014 0.049754750000000007 0.32691125000000004 0.0018862000000000002 0.067230950000000012 31.000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.0005918500000000001 0.43875000000000003 33.000000000000007 0.94500335000000013 0.030923250000000003 8.7650000000000016e-05 0.43534002229654406 1.0000000180025095e-35 0.0010364500000000002 0.25357142857142861 0.011698150000000003 67.000000000000014 0.013619600000000001 0.0071217500000000005 0.0011298500000000002 0.033060109289617494 87.000000000000014 0.83898855000000017 0.0071217500000000005 57.000000000000007 0.60990338164251223 0.43019480519480524 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=3 8 5 -1 9 -3 11 18 -2 16 -9 14 13 22 21 27 -4 25 -8 -14 29 -7 -10 -23 -12 -15 28 -5 -27 -18 +right_child=1 2 4 15 -6 6 7 10 12 -11 24 -13 19 17 -16 -17 20 -19 -20 -21 -22 23 -24 -25 -26 26 -28 -29 -30 -31 +leaf_value=0.033542045123371216 0.0094792247392440025 0.0027711792259508066 0.0042041688655474274 0.012684184385195398 0.0027584242954630106 -0.003675391386796404 -0.0084236728455182354 -0.0055800661711478457 0.0030671568628453001 0.0012007980386753983 0.010777450283957457 -0.011895862888733986 0.006781633279075272 0.0010147660208840829 -0.0061115893527090952 0.02435792707290587 -0.002358093552357467 0.0049380063791845986 0.006111410676344688 0.018840264260873867 0.0014070186796345315 -0.001721461384858289 0.015974777669428716 0.0067636648300147713 0.062822700768632583 -0.018353743319078193 0.0021181284779465182 0.024534884545022301 0.0095878580798503636 -0.062576393707341527 +leaf_weight=5200.7966403085738 15991.170173153281 17086.550611123443 7638.1765778064728 7048.6025311369449 59588.040093779564 126824.06237107515 1399.6425653547049 11370.833652511239 2553.078097242862 81518.631977185607 1046.0678875148296 5954.521188378334 9004.4508524648845 34988.334465868771 31873.519667297602 5036.7602920141071 142463.36407507956 19311.285859689116 13589.37348100543 2133.1350992508233 19856.255070075393 58564.176652401686 2958.8332874365151 3311.4340757280588 86.623461619019508 1568.1292911432683 1304.9639936536551 1739.464275687933 286.94634684920311 52.153717815876007 +leaf_count=209850 182788 38558 26218 164777 167191 286555 3010 24694 25280 228299 2492 18263 66420 257459 75130 132329 386553 147684 31777 23290 56574 144353 24513 8758 203 8914 9298 44969 1782 131 +internal_value=0 -0.000505215 -0.0012971 0.0225598 -5.43163e-05 -0.00272329 -0.00309287 0.000892095 0.0046119 -0.000720665 -0.00373768 -0.00357651 0.00356163 0.00258364 -0.00335192 0.0184283 -0.00164199 0.00187259 0.00475416 0.00909117 -0.001917 -0.00288578 0.00999606 -0.00126736 0.0147577 0.000320832 -0.00736249 0.0150299 -0.0140317 -0.00238013 +internal_weight=0 672324 582223 19025.6 311117 271107 254020 27492.5 90100.3 251529 12503.5 226528 74109.2 62971.6 220573 13824.8 170010 57459.7 14989 11137.6 162372 188700 5511.91 61875.6 1132.69 38148.4 3160.04 8788.07 1855.08 142516 +internal_count=2798112 2246187 1498759 551925 864966 633793 595235 62176 747428 697775 27389 533059 564640 474930 514796 342075 469476 425137 34787 89710 443258 439666 49793 153111 2695 277453 19994 209746 10696 386684 is_linear=0 shrinkage=0.1 Tree=67 num_leaves=31 -num_cat=2 -split_feature=2 2 2 3 0 8 0 10 9 8 7 1 2 7 7 3 0 6 1 8 11 8 3 11 1 8 6 8 1 3 -split_gain=1940.9 509.116 214.369 196.87 115.944 111.371 96.7321 93.9816 100.863 95.7744 93.5363 84.3344 82.762 82.036 81.3952 63.995 63.6418 54.3972 53.3489 50.5343 49.2653 49.0564 47.2608 54.3743 46.993 46.7878 46.6508 55.2226 44.9032 44.1966 -threshold=0.0063321145130125194 0.054377928100322617 0.0017155603126277931 0.21280420770368166 0.081171512302311441 31.000000000000004 0.00048253679577423084 1.0000000180025095e-35 1.0000000180025095e-35 59.000000000000007 0.40967365967365971 0.028595502099624328 0.9394277608023881 0.267948717948718 0.25357142857142861 0.14357522397752459 0.0010534189506207982 0.43534002229654406 3.5195024765422512e-05 79.000000000000014 0 355.00000000000006 0.57432203581774821 1 0.00019637945849024439 75.000000000000014 0.31643132220795894 97.000000000000014 0.03332159992971339 0.20028915867511857 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 -left_child=2 6 -1 5 10 -3 -2 12 20 -10 16 13 17 15 -4 -8 -5 -7 -17 29 -9 26 -12 -24 -15 -6 27 28 -18 -13 -right_child=1 3 14 4 25 7 11 8 9 -11 22 19 -14 24 -16 18 21 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.069874493578777383 -0.020749514467057407 -0.0063360664693090695 -0.027592631010972077 -0.0076935148294720677 -0.0021468348797717483 0.0063553531941677767 0.016692310899687906 -0.0013583983315641585 0.011521531573448311 -0.051095764575241814 0.0024508946531065934 -0.0038599413156516029 0.021140850403815858 -0.024247890850057813 -0.047795153290348343 -0.040041030054403799 0.004355163778594775 0.013651563307157201 -0.002367608335491639 -0.037326402636024103 -0.019285883221426596 0.14852738977499885 0.0002917992031355426 -0.0082496209712725182 -0.0085510808022858948 -0.01020548097058209 0.010272581750475688 -0.028045901794288355 -0.0044853975800219995 -0.022011705095723151 -leaf_weight=2181.7892165808007 5696.0452489778399 6635.235777951777 5580.9093323107809 4611.0525292083621 29298.67792429775 67446.781118564308 1779.7955304794014 3133.4776700809598 5156.0844089537859 256.41208578646183 17846.592221073806 2541.7262782491744 4682.8726353943348 2411.1606735158712 3103.1804463109002 382.60635253228247 75649.288225419819 12042.906171813607 21398.226449713111 1060.0982262417674 3006.2510161176324 23.590081438422203 14652.06832844764 15166.98143773526 9126.2699372638017 9553.8905183449388 11490.561971470714 552.21257860958576 6217.5767356008291 2840.3554408289492 -leaf_count=176085 125204 29981 260391 29381 154477 315994 20192 14308 22371 1243 74527 35674 28517 41590 159393 8329 394302 57466 310978 21913 13697 102 85230 94889 131867 53635 57256 3266 35733 40121 -internal_value=0 0.00109237 -0.0418521 0.00267357 0.000727151 0.0061926 -0.00852884 0.00706103 -0.00139685 0.00855509 0.00201744 -0.00685312 0.00822183 -0.00492274 -0.0348118 -0.00153959 0.00377653 0.00746075 -0.00302939 -0.0173702 -0.01017 0.00433958 -0.00161932 -0.00405533 -0.0118315 -0.00412847 0.00430336 0.00347116 0.00368375 -0.0134394 -internal_weight=0 334659 10865.9 287423 185062 102360 47236.3 95724.8 11552.2 5412.5 146210 41540.2 84172.6 35098.1 8684.09 23560.6 98544.3 79489.7 21780.8 6442.18 6139.73 93933.2 47665.6 29819 11537.4 38852.6 93909.6 82419.1 81866.9 5382.08 -internal_count=2798112 2202243 595869 1466375 982798 483577 735868 453596 51619 23614 774686 610664 401977 512956 419784 339499 520040 373460 319307 97708 28005 490659 254646 180119 173457 208112 490557 433301 430035 75795 -cat_boundaries=0 1 2 -cat_threshold=10 3 +num_cat=0 +split_feature=2 2 3 2 0 8 10 9 0 7 8 2 1 1 6 7 0 7 0 8 1 1 0 5 8 0 1 8 4 7 +split_gain=984.297 272.436 103.196 86.3244 58.3115 55.0526 48.9567 49.1579 46.0591 44.5281 42.6065 42.3248 40.0771 33.1897 28.3743 27.8592 27.3335 27.3323 26.8089 25.0773 24.9962 24.1143 22.8336 22.5655 21.6694 20.3396 19.9803 19.5936 18.9375 18.9053 +threshold=0.0054186500000000014 0.049754750000000007 0.32691125000000004 0.0018862000000000002 0.067230950000000012 31.000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.0005918500000000001 0.43875000000000003 33.000000000000007 0.94500335000000013 0.030923250000000003 8.7650000000000016e-05 0.43534002229654406 1.0000000180025095e-35 0.0010364500000000002 0.25357142857142861 0.011698150000000003 67.000000000000014 0.013619600000000001 0.0071217500000000005 0.0011298500000000002 0.033060109289617494 87.000000000000014 0.83898855000000017 0.0071217500000000005 57.000000000000007 0.60990338164251223 0.43019480519480524 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=3 8 5 -1 9 -3 11 18 -2 16 -9 14 13 22 21 27 -4 25 -8 -14 29 -7 -10 -23 -12 -15 28 -5 -27 -18 +right_child=1 2 4 15 -6 6 7 10 12 -11 24 -13 19 17 -16 -17 20 -19 -20 -21 -22 23 -24 -25 -26 26 -28 -29 -30 -31 +leaf_value=-0.033542045123371216 -0.0094792247392440025 -0.0027711792259508066 -0.0042041688655474274 -0.012684184385195398 -0.0027584242954630106 0.003675391386796404 0.0084236728455182354 0.0055800661711478457 -0.0030671568628453001 -0.0012007980386753983 -0.010777450283957457 0.011895862888733986 -0.006781633279075272 -0.0010147660208840829 0.0061115893527090952 -0.02435792707290587 0.002358093552357467 -0.0049380063791845986 -0.006111410676344688 -0.018840264260873867 -0.0014070186796345315 0.001721461384858289 -0.015974777669428716 -0.0067636648300147713 -0.062822700768632583 0.018353743319078193 -0.0021181284779465182 -0.024534884545022301 -0.0095878580798503636 0.062576393707341527 +leaf_weight=5200.7966403085738 15991.170173153281 17086.550611123443 7638.1765778064728 7048.6025311369449 59588.040093779564 126824.06237107515 1399.6425653547049 11370.833652511239 2553.078097242862 81518.631977185607 1046.0678875148296 5954.521188378334 9004.4508524648845 34988.334465868771 31873.519667297602 5036.7602920141071 142463.36407507956 19311.285859689116 13589.37348100543 2133.1350992508233 19856.255070075393 58564.176652401686 2958.8332874365151 3311.4340757280588 86.623461619019508 1568.1292911432683 1304.9639936536551 1739.464275687933 286.94634684920311 52.153717815876007 +leaf_count=209850 182788 38558 26218 164777 167191 286555 3010 24694 25280 228299 2492 18263 66420 257459 75130 132329 386553 147684 31777 23290 56574 144353 24513 8758 203 8914 9298 44969 1782 131 +internal_value=0 0.000505215 0.0012971 -0.0225598 5.43163e-05 0.00272329 0.00309287 -0.000892095 -0.0046119 0.000720665 0.00373768 0.00357651 -0.00356163 -0.00258364 0.00335192 -0.0184283 0.00164199 -0.00187259 -0.00475416 -0.00909117 0.001917 0.00288578 -0.00999606 0.00126736 -0.0147577 -0.000320832 0.00736249 -0.0150299 0.0140317 0.00238013 +internal_weight=0 672324 582223 19025.6 311117 271107 254020 27492.5 90100.3 251529 12503.5 226528 74109.2 62971.6 220573 13824.8 170010 57459.7 14989 11137.6 162372 188700 5511.91 61875.6 1132.69 38148.4 3160.04 8788.07 1855.08 142516 +internal_count=2798112 2246187 1498759 551925 864966 633793 595235 62176 747428 697775 27389 533059 564640 474930 514796 342075 469476 425137 34787 89710 443258 439666 49793 153111 2695 277453 19994 209746 10696 386684 is_linear=0 shrinkage=0.1 @@ -1436,20 +1436,20 @@ shrinkage=0.1 Tree=68 num_leaves=31 num_cat=2 -split_feature=2 2 2 3 0 6 0 0 8 1 1 1 4 7 11 11 7 1 8 3 8 7 8 2 8 2 1 4 2 0 -split_gain=1655.71 448.646 171.814 166.81 98.2487 90.928 88.6683 81.5302 78.6006 77.4966 73.8849 72.2322 76.3363 68.7817 62.3774 58.7259 58.0427 57.7791 50.1943 49.7547 48.8991 44.8563 44.5196 42.8396 41.4738 45.0795 40.4789 40.7365 39.7256 37.7457 -threshold=0.0055604774219753213 0.049768621485165691 0.0017155603126277931 0.21280420770368166 0.042911480198894424 0.43534002229654406 0.00051122510775495722 0.0010534189506207982 31.000000000000004 0.026611410338208814 0.00012703893923147433 0.0030184087436490249 0.059714795008912663 0.25357142857142861 0 1 0.20169491525423733 0.00031372222687708629 151.00000000000003 0.14769687420989638 77.000000000000014 0.43875000000000003 57.000000000000007 0.015388798785591932 75.000000000000014 0.24782718541205292 0.001236674574282833 0.60990338164251223 0.9394277608023881 0.0023562573392453975 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 6 -1 5 7 8 -2 17 -3 10 29 -10 15 22 -9 -13 19 -5 21 26 -21 -16 -4 -11 25 -6 -12 -28 -7 -8 -right_child=1 3 13 4 24 28 9 14 11 23 16 12 -14 -15 18 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 -leaf_value=0.067573477822739952 0.019174182831473017 0.0068218933073186027 0.02258825026122678 -0.0021640910553740516 0.0050430808385163832 -0.0112836526827838 0.010918284043177566 0.001290321772708764 -0.008228055214693844 0.032705732902073972 -0.10019756368293549 -0.011090311263208009 0.0070217651108513057 0.047790225674905033 -0.0053866144428571993 -0.0017706401055371732 0.0089335985532900813 0.015878474100031331 -0.07451804581821514 -0.0015443895532445519 0.013576556995323461 -0.0007096864483949702 0.047188484340107445 0.012459219369946321 0.0076360561840616847 -0.0014838033726962188 -0.020715330030679813 0.027719323816933612 -0.030832037615040116 0.031288392032812966 -leaf_weight=2037.9923959169537 6554.4763770289719 5877.391838632524 3734.2998630348593 3085.7614059150219 18736.048912793398 14072.298202253878 3843.2164557427168 29912.629446320236 39446.222890883684 1347.5745801664889 57.175168024376035 9165.72577586025 7302.2417892590165 2581.3797838082537 63561.404990129173 25744.465959623456 9300.0284281019121 4178.1069493219256 100.69652541726828 13467.831938905641 2542.3900220356882 30274.613553248346 916.12836184818298 4655.4956419691443 13919.223746716976 24314.80043669045 1358.8745026998222 199.09015823155642 1122.4769214987755 1191.7386174574494 -leaf_count=176085 155334 26577 182414 22286 118611 66821 72020 164439 187472 35115 417 43641 35595 143681 333279 120360 144561 26242 546 189447 50910 161321 49978 61943 78239 106768 16229 2507 7373 17901 -internal_value=0 -0.000915244 0.0419277 -0.00234636 -0.000576335 -0.00558698 0.00843354 -0.0020829 -0.00434746 0.00657914 0.00462102 -0.00515138 -0.00227632 0.0347004 -0.00268681 -0.00422122 0.00254185 0.00821382 -0.00395299 -0.000830756 0.000856785 -0.00387768 0.0274345 0.0170042 0.00289094 0.00135675 -0.0175587 -0.0145259 -0.0127277 0.0157397 -internal_weight=0 335332 9269.8 290814 188083 102731 44517.9 131113 87536 37963.4 31960.3 81658.7 42212.4 7231.81 123849 34910.2 26925.4 7263.87 93936.7 17625.4 16010.2 93836 4650.43 6003.07 56970.1 43050.8 1615.14 1557.96 15194.8 5034.96 -internal_count=2798112 2245954 552158 1499570 1011731 487839 746384 708113 413645 591050 493992 387068 199596 376073 659585 164001 404071 48528 495146 259510 240357 494600 232392 97058 303618 225379 19153 18736 74194 89921 +split_feature=2 2 2 2 3 1 6 0 0 0 8 11 0 1 8 0 4 7 8 7 8 9 10 8 8 4 1 0 11 9 +split_gain=836.492 222.591 81.6612 76.7094 64.0644 32.7954 31.8717 29.1511 28.1827 27.9857 30.0306 27.382 33.8429 35.6812 25.7349 26.1462 25.6969 26.8839 25.437 25.3919 24.3462 23.9334 23.279 22.9514 22.5749 21.5917 20.8603 20.2896 19.4094 19.3929 +threshold=0.0054186500000000014 0.12387090000000002 0.0018862000000000002 0.022584200000000002 0.12274470000000001 0.0016571500000000002 0.37689393939393945 0.023296750000000001 0.0017733500000000001 0.92804180000000014 53.000000000000007 0 0.0064670000000000005 0.00065695000000000011 45.000000000000007 0.0093358000000000017 0.10960960960960962 0.063717532467532478 69.000000000000014 1.0000000180025095e-35 79.000000000000014 1.0000000180025095e-35 1.0000000180025095e-35 231.00000000000003 35.000000000000007 0.04083333333333334 0.021522550000000005 0.32563280000000006 1 1.0000000180025095e-35 +decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 +left_child=2 3 -1 9 5 14 11 8 -6 10 -2 -5 -13 -14 15 -3 17 20 -16 -4 21 -7 26 28 -24 -11 27 -9 -10 -22 +right_child=1 4 19 6 7 16 -8 22 23 25 -12 12 13 -15 18 -17 -18 -19 -20 -21 29 -23 24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.032344529302935451 0.0053964846384616421 -0.0023158397550186254 0.013945036948202583 0.0035434015823749146 0.0014127651528655454 0.00048296359077618187 -0.0032806882491464365 -0.00059014989003917625 -0.00042785085418933067 -0.020376238192089075 0.012359392626810604 -0.0018533599406704059 0.0094235364207041275 0.001211687532286871 -0.024077126053248965 -0.0090453633094041176 0.0014945332327453999 -0.0066173106346553287 -0.0085019911681716558 0.023031540696245398 -0.0071108406657912461 -0.006505856671042089 0.0016422174435755457 -0.052799824313367411 0.01054672318741913 0.0094474159254157673 0.0014582979495692031 -0.0044473255822689755 -0.0028457928988494209 0.033321866104369734 +leaf_weight=4871.2822730205953 33719.734835863113 18476.492558926344 8539.3347023166716 55852.699414022267 24112.768938004971 27913.451651841402 13153.103591129184 104462.6606746465 45018.335156261921 683.33254544809461 7588.0584109388292 31536.278527572751 6338.6394319683313 32021.723700083792 1177.8227685391903 8397.574432939291 13527.491311132908 17604.266234770417 9555.9503445029259 4806.4162666443735 8958.627375677228 5943.3122144639492 15183.748786687851 89.730509340763092 3504.2064473181963 376.507577996701 43672.847061291337 15685.191915675998 126600.02091597021 120.21710653603077 +leaf_count=209850 356389 50661 209746 269183 57444 61818 56403 236073 105435 6943 105479 144629 27242 131170 3370 21998 30163 40062 25224 132329 20061 12520 35705 191 9192 4052 108615 38448 287446 271 +internal_value=0 -0.000454829 0.0212625 0.0025391 -0.00156239 -0.00366697 0.00140298 -0.000941159 -0.00178859 0.00626386 0.00667554 0.00189288 0.000573403 0.00256861 -0.0060719 -0.00441867 -0.00244586 -0.00332633 -0.0102111 0.0172175 -0.00197698 -0.000743874 -3.19155e-05 -0.00223815 0.00331191 -0.0097814 -0.000413365 -0.0010937 -0.00221172 -0.00657545 +internal_weight=0 671275 18217 181270 490005 111675 138902 378330 195821 42367.6 41307.8 125749 69896.6 38360.4 37607.8 26874.1 74067.4 60539.9 10733.8 13345.8 42935.6 33856.8 182509 171708 18688 1059.84 163821 120148 171618 9078.84 +internal_count=2798112 2246187 551925 1101490 1144697 266148 628627 878549 450516 472863 461868 572224 303041 158412 101253 72659 164895 134732 28594 342075 94670 74338 428033 393072 44897 10995 383136 274521 392881 20332 cat_boundaries=0 1 2 -cat_threshold=8 8 +cat_threshold=12 4 is_linear=0 shrinkage=0.1 @@ -1457,478 +1457,474 @@ shrinkage=0.1 Tree=69 num_leaves=31 num_cat=2 -split_feature=2 2 2 3 0 6 0 0 8 1 1 1 4 7 11 11 7 1 8 3 8 7 8 2 8 2 1 4 2 0 -split_gain=1655.71 448.646 171.814 166.81 98.2487 90.928 88.6683 81.5302 78.6006 77.4966 73.8849 72.2322 76.3363 68.7817 62.3774 58.7259 58.0427 57.7791 50.1943 49.7547 48.8991 44.8563 44.5196 42.8396 41.4738 45.0795 40.4789 40.7365 39.7256 37.7457 -threshold=0.0055604774219753213 0.049768621485165691 0.0017155603126277931 0.21280420770368166 0.042911480198894424 0.43534002229654406 0.00051122510775495722 0.0010534189506207982 31.000000000000004 0.026611410338208814 0.00012703893923147433 0.0030184087436490249 0.059714795008912663 0.25357142857142861 0 1 0.20169491525423733 0.00031372222687708629 151.00000000000003 0.14769687420989638 77.000000000000014 0.43875000000000003 57.000000000000007 0.015388798785591932 75.000000000000014 0.24782718541205292 0.001236674574282833 0.60990338164251223 0.9394277608023881 0.0023562573392453975 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 6 -1 5 7 8 -2 17 -3 10 29 -10 15 22 -9 -13 19 -5 21 26 -21 -16 -4 -11 25 -6 -12 -28 -7 -8 -right_child=1 3 13 4 24 28 9 14 11 23 16 12 -14 -15 18 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 -leaf_value=-0.067573477822739952 -0.019174182831473017 -0.0068218933073186027 -0.02258825026122678 0.0021640910553740516 -0.0050430808385163832 0.0112836526827838 -0.010918284043177566 -0.001290321772708764 0.008228055214693844 -0.032705732902073972 0.10019756368293549 0.011090311263208009 -0.0070217651108513057 -0.047790225674905033 0.0053866144428571993 0.0017706401055371732 -0.0089335985532900813 -0.015878474100031331 0.07451804581821514 0.0015443895532445519 -0.013576556995323461 0.0007096864483949702 -0.047188484340107445 -0.012459219369946321 -0.0076360561840616847 0.0014838033726962188 0.020715330030679813 -0.027719323816933612 0.030832037615040116 -0.031288392032812966 -leaf_weight=2037.9923959169537 6554.4763770289719 5877.391838632524 3734.2998630348593 3085.7614059150219 18736.048912793398 14072.298202253878 3843.2164557427168 29912.629446320236 39446.222890883684 1347.5745801664889 57.175168024376035 9165.72577586025 7302.2417892590165 2581.3797838082537 63561.404990129173 25744.465959623456 9300.0284281019121 4178.1069493219256 100.69652541726828 13467.831938905641 2542.3900220356882 30274.613553248346 916.12836184818298 4655.4956419691443 13919.223746716976 24314.80043669045 1358.8745026998222 199.09015823155642 1122.4769214987755 1191.7386174574494 -leaf_count=176085 155334 26577 182414 22286 118611 66821 72020 164439 187472 35115 417 43641 35595 143681 333279 120360 144561 26242 546 189447 50910 161321 49978 61943 78239 106768 16229 2507 7373 17901 -internal_value=0 0.000915244 -0.0419277 0.00234636 0.000576335 0.00558698 -0.00843354 0.0020829 0.00434746 -0.00657914 -0.00462102 0.00515138 0.00227632 -0.0347004 0.00268681 0.00422122 -0.00254185 -0.00821382 0.00395299 0.000830756 -0.000856785 0.00387768 -0.0274345 -0.0170042 -0.00289094 -0.00135675 0.0175587 0.0145259 0.0127277 -0.0157397 -internal_weight=0 335332 9269.8 290814 188083 102731 44517.9 131113 87536 37963.4 31960.3 81658.7 42212.4 7231.81 123849 34910.2 26925.4 7263.87 93936.7 17625.4 16010.2 93836 4650.43 6003.07 56970.1 43050.8 1615.14 1557.96 15194.8 5034.96 -internal_count=2798112 2245954 552158 1499570 1011731 487839 746384 708113 413645 591050 493992 387068 199596 376073 659585 164001 404071 48528 495146 259510 240357 494600 232392 97058 303618 225379 19153 18736 74194 89921 +split_feature=2 2 2 2 3 1 6 0 0 0 8 11 0 1 8 0 4 7 8 7 8 9 10 8 8 4 1 0 11 9 +split_gain=836.492 222.591 81.6612 76.7094 64.0644 32.7954 31.8717 29.1511 28.1827 27.9857 30.0306 27.382 33.8429 35.6812 25.7349 26.1462 25.6969 26.8839 25.437 25.3919 24.3462 23.9334 23.279 22.9514 22.5749 21.5917 20.8603 20.2896 19.4094 19.3929 +threshold=0.0054186500000000014 0.12387090000000002 0.0018862000000000002 0.022584200000000002 0.12274470000000001 0.0016571500000000002 0.37689393939393945 0.023296750000000001 0.0017733500000000001 0.92804180000000014 53.000000000000007 0 0.0064670000000000005 0.00065695000000000011 45.000000000000007 0.0093358000000000017 0.10960960960960962 0.063717532467532478 69.000000000000014 1.0000000180025095e-35 79.000000000000014 1.0000000180025095e-35 1.0000000180025095e-35 231.00000000000003 35.000000000000007 0.04083333333333334 0.021522550000000005 0.32563280000000006 1 1.0000000180025095e-35 +decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 +left_child=2 3 -1 9 5 14 11 8 -6 10 -2 12 -5 -14 15 -3 17 20 -16 -4 21 -7 26 28 -24 -11 27 -9 -10 -22 +right_child=1 4 19 6 7 16 -8 22 23 25 -12 -13 13 -15 18 -17 -18 -19 -20 -21 29 -23 24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.032344529302935451 -0.0053964846384616421 0.0023158397550186254 -0.013945036948202583 0.0018533599406704059 -0.0014127651528655454 -0.00048296359077618187 0.0032806882491464365 0.00059014989003917625 0.00042785085418933067 0.020376238192089075 -0.012359392626810604 -0.0035434015823749146 -0.0094235364207041275 -0.001211687532286871 0.024077126053248965 0.0090453633094041176 -0.0014945332327453999 0.0066173106346553287 0.0085019911681716558 -0.023031540696245398 0.0071108406657912461 0.006505856671042089 -0.0016422174435755457 0.052799824313367411 -0.01054672318741913 -0.0094474159254157673 -0.0014582979495692031 0.0044473255822689755 0.0028457928988494209 -0.033321866104369734 +leaf_weight=4871.2822730205953 33719.734835863113 18476.492558926344 8539.3347023166716 31536.278527572751 24112.768938004971 27913.451651841402 13153.103591129184 104462.6606746465 45018.335156261921 683.33254544809461 7588.0584109388292 55852.699414022267 6338.6394319683313 32021.723700083792 1177.8227685391903 8397.574432939291 13527.491311132908 17604.266234770417 9555.9503445029259 4806.4162666443735 8958.627375677228 5943.3122144639492 15183.748786687851 89.730509340763092 3504.2064473181963 376.507577996701 43672.847061291337 15685.191915675998 126600.02091597021 120.21710653603077 +leaf_count=209850 356389 50661 209746 144629 57444 61818 56403 236073 105435 6943 105479 269183 27242 131170 3370 21998 30163 40062 25224 132329 20061 12520 35705 191 9192 4052 108615 38448 287446 271 +internal_value=0 0.000454829 -0.0212625 -0.0025391 0.00156239 0.00366697 -0.00140298 0.000941159 0.00178859 -0.00626386 -0.00667554 -0.00189288 -0.000573403 -0.00256861 0.0060719 0.00441867 0.00244586 0.00332633 0.0102111 -0.0172175 0.00197698 0.000743874 3.19155e-05 0.00223815 -0.00331191 0.0097814 0.000413365 0.0010937 0.00221172 0.00657545 +internal_weight=0 671275 18217 181270 490005 111675 138902 378330 195821 42367.6 41307.8 125749 69896.6 38360.4 37607.8 26874.1 74067.4 60539.9 10733.8 13345.8 42935.6 33856.8 182509 171708 18688 1059.84 163821 120148 171618 9078.84 +internal_count=2798112 2246187 551925 1101490 1144697 266148 628627 878549 450516 472863 461868 572224 303041 158412 101253 72659 164895 134732 28594 342075 94670 74338 428033 393072 44897 10995 383136 274521 392881 20332 cat_boundaries=0 1 2 -cat_threshold=8 8 +cat_threshold=3 4 is_linear=0 shrinkage=0.1 Tree=70 num_leaves=31 -num_cat=2 -split_feature=2 2 3 2 3 1 11 0 10 0 4 6 0 8 1 8 8 8 9 10 8 1 0 3 4 10 11 3 0 1 -split_gain=1403.98 373.673 156.714 151.044 94.9531 64.12 71.6149 63.1217 61.4548 60.2382 62.1798 58.7853 58.4509 55.4617 97.0685 49.5302 45.6949 45.1125 45.0518 75.0827 44.7387 47.5338 43.1676 41.5156 38.9139 38.3012 37.2371 52.6865 42.8041 109.001 -threshold=0.0053830108909253193 0.14518090456715091 0.99734126616051177 0.019373217493943499 0.096952270253722106 0.005843485087840293 0 0.93315369722822028 1.0000000180025095e-35 0.034500527968334145 0.33687943262411352 0.37689393939393945 0.026832083535356675 41.000000000000007 0.018933930616955374 23.000000000000004 35.000000000000007 57.000000000000007 1.0000000180025095e-35 1.0000000180025095e-35 77.000000000000014 0.047435797684601794 0.0080993222657046553 0.083070042823055149 0.07634032634032635 1.0000000180025095e-35 1 0.21280420770368166 0.0065550920500438816 0.00054740411685030106 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 -left_child=2 3 16 7 9 6 -6 17 15 13 -11 20 -10 14 -3 -8 -1 25 19 -7 26 -22 -15 -23 -9 -2 27 -5 -28 -30 -right_child=1 4 -4 11 5 18 8 24 12 10 -12 -13 -14 22 -16 -17 -18 -19 -20 -21 21 23 -24 -25 -26 -27 28 -29 29 -31 -leaf_value=0.026094206797001251 0.012809281750273033 -0.0065038819507949128 0.060986657218020594 -0.0076599882989992658 0.0006305211112278429 0.00021490295932736396 0.021198790328416241 -0.044352957712416534 -0.0076747843949913604 -0.0056919492022628818 0.010261632134570958 -0.0056769831299509311 0.01553494201198197 -0.029595436720298608 -0.042367433507609291 -0.005538011308076604 0.045562685568732469 0.024883299293824667 -0.011805059109984001 0.014888843782928679 0.0062789060938022992 -0.01332916921798725 -0.010492383110329672 0.029857435979307304 0.016714124425497641 -0.006909643530716496 -0.0021660567533740636 0.0093893779650720682 0.021020807829746441 0.00135818626188935 -leaf_weight=4446.1508017871529 13093.846691967919 14823.031830430031 2527.3892436269671 2134.2103493921459 33432.578521102667 57035.266774870455 698.29226168990135 307.67640132270753 1770.1272375881672 19170.523192197084 2799.8609348237514 7964.2208840213716 2803.6112245321274 2531.1522241383791 795.18117119371891 89224.542432487011 1654.1300018625334 2969.0496253073215 2825.7133738175035 3714.0201563462615 10270.660079140216 259.2253276668489 2220.7725301980972 1575.198822915554 157.90285364538431 1065.150887247175 22921.04117238149 12024.866745427251 3206.5661549568176 23346.566262498498 -leaf_count=227030 304293 80004 220175 17150 153680 265754 3035 6432 7879 83264 12316 67688 12988 14612 3428 398070 94081 91296 12514 17461 115875 3550 11786 19668 3597 22407 207810 113459 26828 179982 -internal_value=0 -0.00080759 0.0400482 0.00426582 -0.00300527 -0.00205777 -0.0033477 0.0126884 -0.00475475 -0.00729078 -0.00365886 0.00249545 0.00655232 -0.011208 -0.00832983 -0.00533039 0.0313732 0.013676 0.000537897 0.00111202 0.00335481 0.00892721 -0.0206678 0.0237547 -0.0236418 0.0113259 0.00229476 0.0068147 0.000999619 0.00373265 -internal_weight=0 335141 8627.67 101296 233845 191504 127929 17593.6 94496.6 42340.5 21970.4 83702.6 4573.74 20370.1 15618.2 89922.8 6100.28 17128 63575 60749.3 75738.3 12105.1 4751.92 1834.42 465.579 14159 63633.3 14159.1 49474.2 26553.1 -internal_count=2798112 2256826 541286 1180035 1076791 871381 575652 428025 421972 205410 95580 752010 20867 109830 83432 401105 321111 417996 295729 283215 684322 139093 26398 23218 10029 326700 545229 130609 414620 206810 -cat_boundaries=0 1 2 -cat_threshold=8 8 +num_cat=4 +split_feature=2 2 2 3 2 6 0 6 8 8 1 1 4 8 8 8 0 11 9 7 8 11 1 6 7 8 11 0 8 11 +split_gain=708.986 186.933 77.196 75.802 38.0602 37.0822 35.7644 33.4296 32.1751 31.4396 28.7091 28.1045 30.5183 25.7312 25.2378 29.2821 22.4684 30.1549 21.5798 20.9526 20.5576 20.9815 23.3508 20.0852 19.9604 17.8841 17.7015 17.0734 21.2633 19.7382 +threshold=0.0054186500000000014 0.046807450000000007 0.0016775500000000001 0.16733075000000003 0.23777355000000003 0.43534002229654406 0.00046775000000000001 0.37689393939393945 33.000000000000007 31.000000000000004 3.9050000000000007e-05 0.0031588500000000004 0.063508064516129045 35.000000000000007 97.000000000000014 157.00000000000003 0.012953250000000001 0 1.0000000180025095e-35 0.46862745098039221 25.000000000000004 1 0.0021955500000000005 0.04083333333333334 0.39379699248120309 99.000000000000014 2 0.63874180000000014 43.000000000000007 3 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 1 2 2 1 +left_child=2 6 -1 5 16 9 -2 8 10 -3 -8 19 26 -4 20 -16 17 24 23 27 -6 -22 -23 -12 -5 -7 -13 28 29 -11 +right_child=1 3 13 4 14 25 7 -9 -10 11 18 12 -14 -15 15 -17 -18 -19 -20 -21 21 22 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.032575838970681795 0.0093133722110271544 0.0032483341596304446 0.013809693116221492 5.8254847063227633e-05 0.0068458752495239271 -0.0060501793997992225 0.019887906421761848 -0.0039820560617012122 0.0080345703907258263 -0.0053544923059326037 0.0021262325633264658 -0.00034669283150836 0.0033918804994608797 0.023525405632463744 0.014999410516243034 -0.020871772973791995 0.0020318406154875 -0.0020385935477862968 -0.007962454736698793 -0.0066200225625631971 0.00021015091691722432 -0.0031384735907872621 -0.0008332238827079649 0.008914899196020341 0.004575318812007549 -0.030180836125584615 -0.0039543241063861468 -0.011907725178429975 -0.0055086907764731532 0.00085647847370087403 +leaf_weight=3810.1557130627334 10996.437760956585 9819.5131929963827 9915.6797399688512 27949.954937279224 3132.95621073246 25344.200551614165 953.69144943729043 5958.1952210962772 14341.139359809458 6860.0176555514336 45208.931152924895 26805.985656291246 12006.230001315475 3759.3904911447316 1697.1462044119835 262.80766230821609 81066.882448121905 46292.324831694365 1942.3511161394417 21843.425560891628 66391.385187834501 80102.715128004551 97333.022118955851 4823.1470858715475 15050.391591772437 310.90233251452446 27618.536421075463 1972.0212451815605 14230.452105507255 20042.704353302717 +leaf_count=175755 136140 22270 265637 101878 6699 62968 10758 46086 147736 16511 334907 62338 29411 110533 3785 579 273413 150019 12771 54761 145277 170468 211543 36626 55535 797 65452 5487 33345 48627 +internal_value=0 -0.000409506 0.0199879 -0.00104251 -0.000325118 -0.00284522 0.00399574 0.0031972 0.00383308 -0.00220977 0.00269467 -0.00261771 -0.00117153 0.0164806 -0.00111332 0.0101895 0.000826557 -0.000267693 0.00237918 -0.0040969 -0.00120302 -0.00130644 -0.00187381 0.00278067 0.00163887 -0.00634261 -0.00217823 -0.00281832 -0.00238255 -0.00072895 +internal_weight=0 670357 17485.2 586134 419280 166854 84223.9 73227.5 67269.3 141199 52928.1 131379 66430.8 13675.1 248920 1959.95 170360 89292.7 51974.4 64948.6 246960 243827 177436 50032.1 43000.3 25655.1 54424.5 43105.2 41133.2 26902.7 +internal_count=2798112 2246187 551925 1521163 1119196 401967 725024 588884 542798 338202 395062 315932 157201 376170 538351 4364 580845 307432 384304 158731 533987 527288 382011 371533 157413 63765 127790 103970 98483 65138 +cat_boundaries=0 1 2 3 4 +cat_threshold=12 4 3 4 is_linear=0 shrinkage=0.1 Tree=71 num_leaves=31 -num_cat=2 -split_feature=2 2 3 2 3 1 11 0 10 0 4 6 0 8 1 8 8 8 9 10 8 1 0 3 4 10 11 3 0 1 -split_gain=1403.98 373.673 156.714 151.044 94.9531 64.12 71.6149 63.1217 61.4548 60.2382 62.1798 58.7853 58.4509 55.4617 97.0685 49.5302 45.6949 45.1125 45.0518 75.0827 44.7387 47.5338 43.1676 41.5156 38.9139 38.3012 37.2371 52.6865 42.8041 109.001 -threshold=0.0053830108909253193 0.14518090456715091 0.99734126616051177 0.019373217493943499 0.096952270253722106 0.005843485087840293 0 0.93315369722822028 1.0000000180025095e-35 0.034500527968334145 0.33687943262411352 0.37689393939393945 0.026832083535356675 41.000000000000007 0.018933930616955374 23.000000000000004 35.000000000000007 57.000000000000007 1.0000000180025095e-35 1.0000000180025095e-35 77.000000000000014 0.047435797684601794 0.0080993222657046553 0.083070042823055149 0.07634032634032635 1.0000000180025095e-35 1 0.21280420770368166 0.0065550920500438816 0.00054740411685030106 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 -left_child=2 3 16 7 9 6 -6 17 15 13 -11 20 -10 14 -3 -8 -1 25 19 -7 26 -22 -15 -23 -9 -2 27 -5 -28 -30 -right_child=1 4 -4 11 5 18 8 24 12 10 -12 -13 -14 22 -16 -17 -18 -19 -20 -21 21 23 -24 -25 -26 -27 28 -29 29 -31 -leaf_value=-0.026094206797001251 -0.012809281750273033 0.0065038819507949128 -0.060986657218020594 0.0076599882989992658 -0.0006305211112278429 -0.00021490295932736396 -0.021198790328416241 0.044352957712416534 0.0076747843949913604 0.0056919492022628818 -0.010261632134570958 0.0056769831299509311 -0.01553494201198197 0.029595436720298608 0.042367433507609291 0.005538011308076604 -0.045562685568732469 -0.024883299293824667 0.011805059109984001 -0.014888843782928679 -0.0062789060938022992 0.01332916921798725 0.010492383110329672 -0.029857435979307304 -0.016714124425497641 0.006909643530716496 0.0021660567533740636 -0.0093893779650720682 -0.021020807829746441 -0.00135818626188935 -leaf_weight=4446.1508017871529 13093.846691967919 14823.031830430031 2527.3892436269671 2134.2103493921459 33432.578521102667 57035.266774870455 698.29226168990135 307.67640132270753 1770.1272375881672 19170.523192197084 2799.8609348237514 7964.2208840213716 2803.6112245321274 2531.1522241383791 795.18117119371891 89224.542432487011 1654.1300018625334 2969.0496253073215 2825.7133738175035 3714.0201563462615 10270.660079140216 259.2253276668489 2220.7725301980972 1575.198822915554 157.90285364538431 1065.150887247175 22921.04117238149 12024.866745427251 3206.5661549568176 23346.566262498498 -leaf_count=227030 304293 80004 220175 17150 153680 265754 3035 6432 7879 83264 12316 67688 12988 14612 3428 398070 94081 91296 12514 17461 115875 3550 11786 19668 3597 22407 207810 113459 26828 179982 -internal_value=0 0.00080759 -0.0400482 -0.00426582 0.00300527 0.00205777 0.0033477 -0.0126884 0.00475475 0.00729078 0.00365886 -0.00249545 -0.00655232 0.011208 0.00832983 0.00533039 -0.0313732 -0.013676 -0.000537897 -0.00111202 -0.00335481 -0.00892721 0.0206678 -0.0237547 0.0236418 -0.0113259 -0.00229476 -0.0068147 -0.000999619 -0.00373265 -internal_weight=0 335141 8627.67 101296 233845 191504 127929 17593.6 94496.6 42340.5 21970.4 83702.6 4573.74 20370.1 15618.2 89922.8 6100.28 17128 63575 60749.3 75738.3 12105.1 4751.92 1834.42 465.579 14159 63633.3 14159.1 49474.2 26553.1 -internal_count=2798112 2256826 541286 1180035 1076791 871381 575652 428025 421972 205410 95580 752010 20867 109830 83432 401105 321111 417996 295729 283215 684322 139093 26398 23218 10029 326700 545229 130609 414620 206810 -cat_boundaries=0 1 2 -cat_threshold=8 8 +num_cat=4 +split_feature=2 2 2 3 2 6 0 6 8 8 1 1 4 8 8 8 0 11 9 7 8 11 1 6 7 8 11 0 8 11 +split_gain=708.986 186.933 77.196 75.802 38.0602 37.0822 35.7644 33.4296 32.1751 31.4396 28.7091 28.1045 30.5183 25.7312 25.2378 29.2821 22.4684 30.1549 21.5798 20.9526 20.5576 20.9815 23.3508 20.0852 19.9604 17.8841 17.7015 17.0734 21.2633 19.7382 +threshold=0.0054186500000000014 0.046807450000000007 0.0016775500000000001 0.16733075000000003 0.23777355000000003 0.43534002229654406 0.00046775000000000001 0.37689393939393945 33.000000000000007 31.000000000000004 3.9050000000000007e-05 0.0031588500000000004 0.063508064516129045 35.000000000000007 97.000000000000014 157.00000000000003 0.012953250000000001 0 1.0000000180025095e-35 0.46862745098039221 25.000000000000004 1 0.0021955500000000005 0.04083333333333334 0.39379699248120309 99.000000000000014 2 0.63874180000000014 43.000000000000007 3 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 1 2 2 1 +left_child=2 6 -1 5 16 9 -2 8 10 -3 -8 19 26 -4 20 -16 17 -5 23 27 -6 -22 -23 -12 -19 -7 -13 28 29 -11 +right_child=1 3 13 4 14 25 7 -9 -10 11 18 12 -14 -15 15 -17 -18 24 -20 -21 21 22 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.032575838970681795 -0.0093133722110271544 -0.0032483341596304446 -0.013809693116221492 0.0020385935477862968 -0.0068458752495239271 0.0060501793997992225 -0.019887906421761848 0.0039820560617012122 -0.0080345703907258263 0.0053544923059326037 -0.0021262325633264658 0.0039543241063861468 -0.0033918804994608797 -0.023525405632463744 -0.014999410516243034 0.020871772973791995 -0.0020318406154875 -5.8254847063227633e-05 0.007962454736698793 0.0066200225625631971 -0.00021015091691722432 0.0031384735907872621 0.0008332238827079649 -0.008914899196020341 -0.004575318812007549 0.030180836125584615 0.00034669283150836 0.011907725178429975 0.0055086907764731532 -0.00085647847370087403 +leaf_weight=3810.1557130627334 10996.437760956585 9819.5131929963827 9915.6797399688512 46292.324831694365 3132.95621073246 25344.200551614165 953.69144943729043 5958.1952210962772 14341.139359809458 6860.0176555514336 45208.931152924895 27618.536421075463 12006.230001315475 3759.3904911447316 1697.1462044119835 262.80766230821609 81066.882448121905 27949.954937279224 1942.3511161394417 21843.425560891628 66391.385187834501 80102.715128004551 97333.022118955851 4823.1470858715475 15050.391591772437 310.90233251452446 26805.985656291246 1972.0212451815605 14230.452105507255 20042.704353302717 +leaf_count=175755 136140 22270 265637 150019 6699 62968 10758 46086 147736 16511 334907 65452 29411 110533 3785 579 273413 101878 12771 54761 145277 170468 211543 36626 55535 797 62338 5487 33345 48627 +internal_value=0 0.000409506 -0.0199879 0.00104251 0.000325118 0.00284522 -0.00399574 -0.0031972 -0.00383308 0.00220977 -0.00269467 0.00261771 0.00117153 -0.0164806 0.00111332 -0.0101895 -0.000826557 0.000267693 -0.00237918 0.0040969 0.00120302 0.00130644 0.00187381 -0.00278067 -0.00163887 0.00634261 0.00217823 0.00281832 0.00238255 0.00072895 +internal_weight=0 670357 17485.2 586134 419280 166854 84223.9 73227.5 67269.3 141199 52928.1 131379 66430.8 13675.1 248920 1959.95 170360 89292.7 51974.4 64948.6 246960 243827 177436 50032.1 43000.3 25655.1 54424.5 43105.2 41133.2 26902.7 +internal_count=2798112 2246187 551925 1521163 1119196 401967 725024 588884 542798 338202 395062 315932 157201 376170 538351 4364 580845 307432 384304 158731 533987 527288 382011 371533 157413 63765 127790 103970 98483 65138 +cat_boundaries=0 1 2 3 4 +cat_threshold=3 4 12 4 is_linear=0 shrinkage=0.1 Tree=72 num_leaves=31 -num_cat=2 -split_feature=2 2 3 2 0 8 10 9 8 7 0 2 8 1 1 1 0 7 1 9 3 1 11 6 7 11 4 6 6 5 -split_gain=1189.82 343.554 140.387 125.092 93.9918 89.3619 83.9609 105.515 96.6726 76.3415 72.628 64.7747 62.0479 61.3295 50.0923 48.0756 54.5973 47.6601 47.3427 47.2036 58.1939 45.2943 45.9757 43.0892 40.1745 38.2674 37.555 37.4895 63.5564 49.7166 -threshold=0.0047173468738708558 0.034580250070752709 0.3313836775151579 0.0017155603126277931 0.10640809349390112 31.000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 59.000000000000007 0.43875000000000003 0.00027755364911763306 0.9394277608023881 33.000000000000007 5.4021200017948781e-05 0.081342097467244731 0.03332159992971339 0.0016069211915624591 1.0000000180025095e-35 0.0078175552521854205 1.0000000180025095e-35 0.24643614003892153 0.0022344904531473001 0 0.2022727272727273 1.0000000180025095e-35 1 0.56385869565217395 0.33712121212121215 0.35147058823529415 0.033060109289617494 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 -left_child=3 10 5 -1 9 26 11 21 18 15 -2 27 13 -12 19 16 -4 -5 -9 24 -21 23 -23 -8 -15 -11 -3 29 -29 -7 -right_child=1 2 4 17 -6 6 7 8 -10 25 12 -13 -14 14 -16 -17 -18 -19 -20 20 -22 22 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=0.063062987882608904 0.02558619550260377 0.0044936826340560027 0.0035960304521141075 0.025603008441531155 0.0067271881264394928 -0.004736920235864142 0.0041327710104519183 -0.0032076680366760861 0.045569177105837605 0.0055357745295687858 0.024537970869412055 -0.017290277239892408 0.016348369235969058 9.0994033449607941e-05 0.018584824806848376 0.0056402359948964703 -0.0037716553386692984 0.044993231261845221 -0.021590182893532001 -0.081332703817158014 -0.0090830912948585887 0.022594165192410649 0.0054455117619993196 -0.035589996868016262 0.0096622440748742929 -0.00019608976857143814 0.04095091372433849 -0.093011089185925946 -0.0088802536831911767 0.008623585880146915 -leaf_weight=1803.4460465889424 2459.177384454757 8473.6356309205294 11520.721004541963 3467.9902959167957 19758.597880084068 90133.741178389639 1173.9193529188633 3863.7971010431647 331.70925472304225 23581.44091892615 1556.1825875677168 4563.4759142696857 6534.3670161925256 12617.426385877654 2130.0412990488112 7223.8289529755712 79215.764669127762 1997.8877546424046 2198.0216453671455 135.75364928878844 623.54551303572953 3148.9886380508542 3138.3605702854693 355.86070272326469 6721.6995373796672 23013.762997373939 292.30043760687113 90.244657248258591 17994.616836294532 2874.0032924190164 -leaf_count=176085 72845 38947 82014 195166 115587 425984 5234 16984 1661 144273 35393 28517 162197 220944 37438 45631 448599 126277 9617 1324 10531 15189 15071 1625 128656 133933 1438 431 85494 15027 -internal_value=0 -0.000667026 -0.00171927 0.0402256 0.000258045 -0.00406287 -0.00472249 0.00253133 -0.00699672 -0.000626191 0.00905813 -0.00561377 0.00771754 0.00534638 0.00400281 -0.00221112 -0.00283619 0.0326905 -0.00987319 0.0024574 -0.0220005 0.0103242 0.0140789 -0.00510762 0.00341767 0.0027059 0.00570935 -0.00513412 -0.00930007 -0.00432407 -internal_weight=0 335725 302947 7269.32 164314 138633 129867 14210.7 6393.53 144556 32778.2 115656 30319 23784.6 22228.5 97960.3 90736.5 5465.88 6061.82 20098.4 759.299 7817.13 6287.35 1529.78 19339.1 46595.2 8765.94 111093 18084.9 93007.7 -internal_count=2798112 2300584 1631256 497528 970037 661219 620834 65381 28262 854450 669328 555453 596483 434286 398893 576244 530613 321443 26601 361455 11855 37119 30260 6859 349600 278206 40385 526936 85925 441011 -cat_boundaries=0 1 2 -cat_threshold=5 12 +num_cat=1 +split_feature=2 2 2 3 0 8 7 10 9 8 7 2 7 6 1 1 0 1 8 0 3 1 6 6 0 11 1 5 8 8 +split_gain=599.368 153.968 72.3364 66.8696 42.4568 40.7654 37.3999 37.3097 39.0934 34.607 33.4667 32.9258 23.4569 22.863 22.6514 22.6058 21.9969 21.9951 20.2829 19.9614 19.4292 24.0625 18.8441 45.956 18.2331 18.2189 17.4479 20.1409 19.0606 21.1098 +threshold=0.0054186500000000014 0.039015600000000004 0.0018862000000000002 0.32691125000000004 0.067230950000000012 31.000000000000004 0.25357142857142861 1.0000000180025095e-35 1.0000000180025095e-35 33.000000000000007 0.40192307692307699 0.94500335000000013 1.0000000180025095e-35 0.34428879310344834 0.039515050000000003 0.064847800000000025 0.0051345500000000007 3.6550000000000008e-05 97.000000000000014 0.0015932500000000003 0.33578885000000008 0.0056436000000000012 0.32916666666666672 0.32037735849056609 0.00040505000000000006 0 0.010697250000000002 0.033908045977011504 79.000000000000014 71.000000000000014 +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 1 2 2 2 2 +left_child=2 6 -1 5 10 -3 14 11 16 -10 13 22 -4 15 17 18 -9 -2 19 -5 21 -19 23 26 -8 -13 28 -28 29 -7 +right_child=1 3 12 4 -6 7 24 8 9 -11 -12 25 -14 -15 -16 -17 -18 20 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 +leaf_value=0.029910674934753828 0.013754604513251951 0.0026529749820062756 0.011675021611554889 0.0019728407484314535 0.0024737255328864511 -0.0023214828429911649 0.014618686682666179 -0.012586456702292886 -0.0046646288273414944 0.013597781977801125 0.001148851631424648 -0.0071267891137234488 0.02071992473237667 -0.0044718279166560812 0.0084537813226596911 0.0052555216371143803 0.0053508544718782391 -0.015570181952111448 0.012898865716217782 -0.001595027998420496 0.0018582459245842888 0.0017320539541975058 -0.0044620604914874882 0.098733696906803295 0.0062491009924371815 -0.02052690853239254 -0.0010326891252616379 0.0078991324769944506 -0.0046086930236004199 0.0046404337346284746 +leaf_weight=4312.5445864442736 1449.3192012570798 17300.203134581447 8060.9057937674224 17751.102815933526 60240.507324427366 86740.547346517444 2987.4630183875561 717.49139142036438 11506.343034386635 1140.4935479462147 86372.830236852169 4499.1007953286171 4450.1117700859904 19593.190796121955 5529.5534994192421 5838.5827542021871 14503.252189218998 1486.7335303649306 1030.3605781719089 134461.11084077507 37639.406895957887 1749.7587148062885 43308.168460287154 45.154457896947861 20218.829381622374 1318.5582854002714 45585.913612745702 2672.654853284359 39174.97791646421 4585.631512761116 +leaf_count=209850 19135 39536 209746 61522 171998 197566 40689 1574 25101 2775 252763 13503 132329 52723 50649 19272 34458 8813 3427 377243 343253 13067 103318 111 183915 4760 118492 7694 88231 10599 +internal_value=0 -0.000368659 0.0187421 -0.000891274 7.73371e-05 -0.00204499 0.00403214 -0.00236272 0.00109121 -0.00301772 -0.000467319 -0.00278501 0.0148923 -0.00124859 0.00243457 -0.000851602 0.00450531 0.00164819 -0.00108429 -0.00117894 0.00121894 -0.006216 -0.00259049 -0.00213718 0.00732656 -0.0102114 -0.00216266 -0.000538027 -0.00276345 -0.00197191 +internal_weight=0 669447 16823.6 598386 325288 273098 71061.1 255798 27867.6 12646.8 265047 227931 12511 178674 47854.8 159081 15220.7 42325.2 153243 152212 40875.9 3236.49 222113 178805 23206.3 5817.66 178760 48258.6 130501 91326.2 +internal_count=2798112 2246187 551925 1586666 938948 647718 659521 608182 63908 27876 766950 544274 342075 514187 434917 461464 36032 384268 442192 438765 365133 21880 526011 422693 224604 18263 422582 126186 296396 208165 +cat_boundaries=0 1 +cat_threshold=3 is_linear=0 shrinkage=0.1 Tree=73 num_leaves=31 -num_cat=2 -split_feature=2 2 3 2 0 8 10 9 8 7 0 2 8 1 1 1 0 7 1 9 3 1 11 6 7 11 4 6 6 5 -split_gain=1189.82 343.554 140.387 125.092 93.9918 89.3619 83.9609 105.515 96.6726 76.3415 72.628 64.7747 62.0479 61.3295 50.0923 48.0756 54.5973 47.6601 47.3427 47.2036 58.1939 45.2943 45.9757 43.0892 40.1745 38.2674 37.555 37.4895 63.5564 49.7166 -threshold=0.0047173468738708558 0.034580250070752709 0.3313836775151579 0.0017155603126277931 0.10640809349390112 31.000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 59.000000000000007 0.43875000000000003 0.00027755364911763306 0.9394277608023881 33.000000000000007 5.4021200017948781e-05 0.081342097467244731 0.03332159992971339 0.0016069211915624591 1.0000000180025095e-35 0.0078175552521854205 1.0000000180025095e-35 0.24643614003892153 0.0022344904531473001 0 0.2022727272727273 1.0000000180025095e-35 1 0.56385869565217395 0.33712121212121215 0.35147058823529415 0.033060109289617494 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 -left_child=3 10 5 -1 9 26 11 21 18 15 -2 27 13 -12 19 16 -4 -5 -9 24 -21 23 -23 -8 -15 -11 -3 29 -29 -7 -right_child=1 2 4 17 -6 6 7 8 -10 25 12 -13 -14 14 -16 -17 -18 -19 -20 20 -22 22 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.063062987882608904 -0.02558619550260377 -0.0044936826340560027 -0.0035960304521141075 -0.025603008441531155 -0.0067271881264394928 0.004736920235864142 -0.0041327710104519183 0.0032076680366760861 -0.045569177105837605 0.00019608976857143814 -0.024537970869412055 0.017290277239892408 -0.016348369235969058 -9.0994033449607941e-05 -0.018584824806848376 -0.0056402359948964703 0.0037716553386692984 -0.044993231261845221 0.021590182893532001 0.081332703817158014 0.0090830912948585887 -0.0054455117619993196 -0.022594165192410649 0.035589996868016262 -0.0096622440748742929 -0.0055357745295687858 -0.04095091372433849 0.093011089185925946 0.0088802536831911767 -0.008623585880146915 -leaf_weight=1803.4460465889424 2459.177384454757 8473.6356309205294 11520.721004541963 3467.9902959167957 19758.597880084068 90133.741178389639 1173.9193529188633 3863.7971010431647 331.70925472304225 23013.762997373939 1556.1825875677168 4563.4759142696857 6534.3670161925256 12617.426385877654 2130.0412990488112 7223.8289529755712 79215.764669127762 1997.8877546424046 2198.0216453671455 135.75364928878844 623.54551303572953 3138.3605702854693 3148.9886380508542 355.86070272326469 6721.6995373796672 23581.44091892615 292.30043760687113 90.244657248258591 17994.616836294532 2874.0032924190164 -leaf_count=176085 72845 38947 82014 195166 115587 425984 5234 16984 1661 133933 35393 28517 162197 220944 37438 45631 448599 126277 9617 1324 10531 15071 15189 1625 128656 144273 1438 431 85494 15027 -internal_value=0 0.000667026 0.00171927 -0.0402256 -0.000258045 0.00406287 0.00472249 -0.00253133 0.00699672 0.000626191 -0.00905813 0.00561377 -0.00771754 -0.00534638 -0.00400281 0.00221112 0.00283619 -0.0326905 0.00987319 -0.0024574 0.0220005 -0.0103242 -0.0140789 0.00510762 -0.00341767 -0.0027059 -0.00570935 0.00513412 0.00930007 0.00432407 -internal_weight=0 335725 302947 7269.32 164314 138633 129867 14210.7 6393.53 144556 32778.2 115656 30319 23784.6 22228.5 97960.3 90736.5 5465.88 6061.82 20098.4 759.299 7817.13 6287.35 1529.78 19339.1 46595.2 8765.94 111093 18084.9 93007.7 -internal_count=2798112 2300584 1631256 497528 970037 661219 620834 65381 28262 854450 669328 555453 596483 434286 398893 576244 530613 321443 26601 361455 11855 37119 30260 6859 349600 278206 40385 526936 85925 441011 -cat_boundaries=0 1 2 -cat_threshold=10 3 +num_cat=1 +split_feature=2 2 2 3 0 8 7 10 9 8 7 2 7 6 1 1 0 1 8 0 3 1 6 6 0 11 1 5 8 8 +split_gain=599.368 153.968 72.3364 66.8696 42.4568 40.7654 37.3999 37.3097 39.0934 34.607 33.4667 32.9258 23.4569 22.863 22.6514 22.6058 21.9969 21.9951 20.2829 19.9614 19.4292 24.0625 18.8441 45.956 18.2331 18.2189 17.4479 20.1409 19.0606 21.1098 +threshold=0.0054186500000000014 0.039015600000000004 0.0018862000000000002 0.32691125000000004 0.067230950000000012 31.000000000000004 0.25357142857142861 1.0000000180025095e-35 1.0000000180025095e-35 33.000000000000007 0.40192307692307699 0.94500335000000013 1.0000000180025095e-35 0.34428879310344834 0.039515050000000003 0.064847800000000025 0.0051345500000000007 3.6550000000000008e-05 97.000000000000014 0.0015932500000000003 0.33578885000000008 0.0056436000000000012 0.32916666666666672 0.32037735849056609 0.00040505000000000006 0 0.010697250000000002 0.033908045977011504 79.000000000000014 71.000000000000014 +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 1 2 2 2 2 +left_child=2 6 -1 5 10 -3 14 11 16 -10 13 22 -4 15 17 18 -9 -2 19 -5 21 -19 23 26 -8 -13 28 -28 29 -7 +right_child=1 3 12 4 -6 7 24 8 9 -11 -12 25 -14 -15 -16 -17 -18 20 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 +leaf_value=-0.029910674934753828 -0.013754604513251951 -0.0026529749820062756 -0.011675021611554889 -0.0019728407484314535 -0.0024737255328864511 0.0023214828429911649 -0.014618686682666179 0.012586456702292886 0.0046646288273414944 -0.013597781977801125 -0.001148851631424648 0.02052690853239254 -0.02071992473237667 0.0044718279166560812 -0.0084537813226596911 -0.0052555216371143803 -0.0053508544718782391 0.015570181952111448 -0.012898865716217782 0.001595027998420496 -0.0018582459245842888 -0.0017320539541975058 0.0044620604914874882 -0.098733696906803295 -0.0062491009924371815 0.0071267891137234488 0.0010326891252616379 -0.0078991324769944506 0.0046086930236004199 -0.0046404337346284746 +leaf_weight=4312.5445864442736 1449.3192012570798 17300.203134581447 8060.9057937674224 17751.102815933526 60240.507324427366 86740.547346517444 2987.4630183875561 717.49139142036438 11506.343034386635 1140.4935479462147 86372.830236852169 1318.5582854002714 4450.1117700859904 19593.190796121955 5529.5534994192421 5838.5827542021871 14503.252189218998 1486.7335303649306 1030.3605781719089 134461.11084077507 37639.406895957887 1749.7587148062885 43308.168460287154 45.154457896947861 20218.829381622374 4499.1007953286171 45585.913612745702 2672.654853284359 39174.97791646421 4585.631512761116 +leaf_count=209850 19135 39536 209746 61522 171998 197566 40689 1574 25101 2775 252763 4760 132329 52723 50649 19272 34458 8813 3427 377243 343253 13067 103318 111 183915 13503 118492 7694 88231 10599 +internal_value=0 0.000368659 -0.0187421 0.000891274 -7.73371e-05 0.00204499 -0.00403214 0.00236272 -0.00109121 0.00301772 0.000467319 0.00278501 -0.0148923 0.00124859 -0.00243457 0.000851602 -0.00450531 -0.00164819 0.00108429 0.00117894 -0.00121894 0.006216 0.00259049 0.00213718 -0.00732656 0.0102114 0.00216266 0.000538027 0.00276345 0.00197191 +internal_weight=0 669447 16823.6 598386 325288 273098 71061.1 255798 27867.6 12646.8 265047 227931 12511 178674 47854.8 159081 15220.7 42325.2 153243 152212 40875.9 3236.49 222113 178805 23206.3 5817.66 178760 48258.6 130501 91326.2 +internal_count=2798112 2246187 551925 1586666 938948 647718 659521 608182 63908 27876 766950 544274 342075 514187 434917 461464 36032 384268 442192 438765 365133 21880 526011 422693 224604 18263 422582 126186 296396 208165 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 Tree=74 num_leaves=31 -num_cat=1 -split_feature=2 2 2 6 0 2 6 6 7 8 6 1 1 4 3 7 8 1 1 0 11 1 10 8 2 8 4 8 8 9 -split_gain=1006.37 284.8 116.806 101.78 78.7717 76.9981 65.2972 64.0112 76.2405 62.5453 63.4812 64.5774 56.5556 55.2997 56.7031 42.9445 42.5047 38.5417 54.1868 56.4296 50.8116 37.8636 37.68 39.8686 74.2165 37.45 36.0258 43.4177 53.3411 49.0037 -threshold=0.0047173468738708558 0.054377928100322617 0.0017155603126277931 0.37689393939393945 0.00029458472764459347 0.29816036201365503 0.39791666666666675 0.3816526610644258 0.41277890466531447 77.000000000000014 1.0000000180025095e-35 3.5195024765422512e-05 0.0012065188291767147 0.53589743589743599 0.064987696260806652 1.0000000180025095e-35 91.000000000000014 0.039535778470117744 0.0003796486445855264 0.0031915742029512508 0 0.039535778470117744 1.0000000180025095e-35 93.000000000000014 0.92618632695526582 131.00000000000003 0.069047619047619066 79.000000000000014 71.000000000000014 1.0000000180025095e-35 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 5 -2 -3 9 8 -5 10 11 -6 -7 14 -9 -4 26 18 19 -13 -20 -11 23 24 -18 -23 27 28 29 -14 -right_child=1 3 15 7 6 12 -8 13 -10 21 -12 17 16 -15 -16 -17 22 -19 20 -21 -22 25 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.060577786225220656 0.022645317645052985 0.0011224036468518363 0.023649410632502376 0.096099700172151012 0.034838032256116203 -0.0054131810438390118 -0.0071047901939640364 -0.017440791316793974 -0.1371232055414365 0.012553323304038737 0.017589444221945867 0.00340862303775294 -0.0006553371180878085 0.085147930439175151 -0.0051976395346553317 0.042395882594045947 0.049779283590943295 0.012153434614111808 0.0091013877465917267 0.021101677702304363 -0.0049283197214189702 0.039755125800372042 0.059648778913993707 0.0023846564462628619 0.4276104615353199 -0.036349153826859985 0.0034487811544918487 -0.0060161435040805835 0.013070619732201947 -0.010847017084376208 -leaf_weight=1695.3714567273855 2839.8713638596237 97897.210088975728 3383.6081031272188 17.437204696238041 648.17007299140096 45760.97144754231 3781.1641959622502 4261.5567841157317 71.452911414206028 5240.0781476721168 3604.9586068689823 9144.3580228462815 61230.838375598192 65.847570449113846 33676.715464174747 1912.8044302044436 82.464034840464592 3975.2492567934096 3219.4114877954125 2245.2010225858539 12867.431544566527 885.70574466511607 187.57790999114513 736.10139521956444 5.5486247390508643 69.751851387321949 13359.246970579028 21688.909045264125 2633.6706323027611 5111.6242333799601 -leaf_count=176085 82959 619237 195166 92 17031 208121 59804 23827 350 114351 57705 163076 261537 331 165024 126277 357 60336 48659 28520 179499 20168 810 3207 31 2101 57331 93554 11355 21211 -internal_value=0 -0.000599954 0.0377325 -0.00179872 0.00648539 -0.00106142 0.00548078 -0.00661223 -0.0913728 0.00661653 0.00500713 0.00359407 -0.00247916 -0.00641398 -0.0065729 0.0304197 -0.0012009 0.00295018 0.00161867 0.00689642 -0.002118 0.0158915 0.0191973 0.00999012 0.0735991 0.0341992 -0.00139928 -0.00211363 -0.000886524 -0.0014406 -internal_weight=0 335309 6991.78 286787 48521.4 248694 45681.5 38093 88.8901 41900.3 35704.8 32099.8 150797 38004.1 37938.3 5296.41 105036 31451.7 27476.4 11389.6 16086.8 6195.54 1011.69 824.114 88.0127 955.458 104024 90665 68976.1 66342.5 -internal_count=2798112 2300584 497528 1466375 834209 1276751 751250 189624 442 691446 554826 497121 657514 189182 188851 321443 449393 480090 419754 191596 228158 136620 4405 3595 388 22269 444988 387657 294103 282748 -cat_boundaries=0 1 -cat_threshold=8 +num_cat=2 +split_feature=2 2 3 2 2 0 8 6 7 8 1 7 11 4 6 1 1 7 10 8 10 0 8 1 0 8 6 2 11 2 +split_gain=506.478 140.15 60.1719 57.0527 35.95 31.3831 29.8296 29.1013 27.1149 25.8675 31.7917 23.4772 23.2917 21.6236 21.8738 23.7289 19.8104 20.9165 19.7951 19.5456 18.4185 18.343 18.0482 17.257 24.0135 58.8012 26.9259 18.5509 17.0974 22.5836 +threshold=0.0046106500000000009 0.036688200000000011 0.10623690000000001 0.0012430000000000002 0.31594880000000009 0.00023995000000000003 33.000000000000007 0.39791666666666675 0.59175084175084181 77.000000000000014 0.016884750000000004 1.0000000180025095e-35 0 0.28759398496240607 0.39009661835748799 0.0010912500000000002 3.1850000000000008e-05 1.0000000180025095e-35 1.0000000180025095e-35 25.000000000000004 1.0000000180025095e-35 0.00094965000000000013 386.00000000000006 0.0038245000000000002 0.87149980000000016 79.000000000000014 0.43534002229654406 0.0080499500000000019 1 0.3319566000000001 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 +left_child=3 5 7 -1 9 -2 16 8 13 21 12 -5 -11 28 15 -15 -7 18 -18 -6 -21 -4 23 24 -8 -26 -27 -28 29 -3 +right_child=1 2 4 11 19 6 22 -9 -10 10 -12 -13 -14 14 -16 -17 17 -19 -20 20 -22 -23 -24 -25 25 26 27 -29 -30 -31 +leaf_value=0.035116815352335178 0.01357958338915235 -0.0066279977643148545 0.004288780064538469 0.013131796973125609 0.0063587759176727439 0.016771972103755538 0.0063486018385699788 -0.0067421517375411168 -0.0053708357724434694 0.0041156127651596356 0.0080435665878591644 0.022362712447640036 -0.001078914042304217 -0.012783839807993191 0.096014641562252312 0.0050670040782785598 0.0015124113689706949 0.0050037911826742443 -0.0064046542127570499 -0.0014735905286314759 0.002024494012097729 -0.00017148138355951241 -0.11526174279985349 0.013266881676330776 0.01136662281080314 -0.057417223400027612 -0.48870077362999648 -0.15546225219649268 -0.0038168930594548833 0.0011286948656833475 +leaf_weight=1900.0895406659693 3236.640318993479 4514.3439140096307 9695.9854576289654 7637.9212898593396 3414.5555971562862 939.654138058424 9780.2049756981432 17556.949614025652 20699.659389287233 16283.315380349755 8970.9716278091073 4309.9523840527982 18353.709309116006 827.45789477229118 25.514502093195915 7442.252305701375 30513.395608168095 16817.226231019944 3522.7275949530303 242862.2813154161 16046.461438179016 187981.25668881834 11.950772382318972 3969.426681060344 194.21979820355773 94.321487922221422 1.8511003814637685 17.125798441469669 24943.977485693991 22271.767084628344 +leaf_count=99951 50773 13338 39019 243704 7123 13289 122594 46507 53490 64011 37038 154376 68992 2305 72 18640 267578 159739 28440 513892 33882 595596 175 46602 1695 874 34 121 62238 52024 +internal_value=0 -0.000299372 -0.000789054 0.0190213 -0.000347353 0.00396605 0.00349361 -0.00305238 -0.00224989 0.000533607 0.00273809 0.0164617 0.00136398 -0.00117364 0.0035661 0.00328087 0.00238443 0.00211858 0.000692998 -0.00115766 -0.00125679 4.72926e-05 0.00757689 0.00768132 0.00548345 -0.0220316 -0.0792838 -0.187968 -0.00193368 -0.000178497 +internal_weight=0 670989 601890 13848 503609 69098.7 65862.1 98281.9 80725 241285 43608 11947.9 34637 60025.3 8295.22 8269.71 51793 50853.3 34036.1 262323 258909 197677 14069.1 14057.1 10087.7 307.518 113.298 18.9769 51730.1 26786.1 +internal_count=2798112 2300081 1608167 498031 1359553 691914 641141 248614 202107 804656 170041 398080 133003 148617 21017 20945 469046 455757 296018 554897 547774 634615 172095 171920 125318 2724 1029 155 127600 65362 +cat_boundaries=0 1 2 +cat_threshold=12 3 is_linear=0 shrinkage=0.1 Tree=75 num_leaves=31 -num_cat=1 -split_feature=2 2 2 6 0 2 6 6 7 8 6 1 1 4 3 7 8 1 1 0 11 1 10 8 2 8 4 8 8 9 -split_gain=1006.37 284.8 116.806 101.78 78.7717 76.9981 65.2972 64.0112 76.2405 62.5453 63.4812 64.5774 56.5556 55.2997 56.7031 42.9445 42.5047 38.5417 54.1868 56.4296 50.8116 37.8636 37.68 39.8686 74.2165 37.45 36.0258 43.4177 53.3411 49.0037 -threshold=0.0047173468738708558 0.054377928100322617 0.0017155603126277931 0.37689393939393945 0.00029458472764459347 0.29816036201365503 0.39791666666666675 0.3816526610644258 0.41277890466531447 77.000000000000014 1.0000000180025095e-35 3.5195024765422512e-05 0.0012065188291767147 0.53589743589743599 0.064987696260806652 1.0000000180025095e-35 91.000000000000014 0.039535778470117744 0.0003796486445855264 0.0031915742029512508 0 0.039535778470117744 1.0000000180025095e-35 93.000000000000014 0.92618632695526582 131.00000000000003 0.069047619047619066 79.000000000000014 71.000000000000014 1.0000000180025095e-35 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 5 -2 -3 9 8 -5 10 11 -6 -7 14 -9 -4 26 18 19 -13 -20 -11 23 24 -18 -23 27 28 29 -14 -right_child=1 3 15 7 6 12 -8 13 -10 21 -12 17 16 -15 -16 -17 22 -19 20 -21 -22 25 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.060577786225220656 -0.022645317645052985 -0.0011224036468518363 -0.023649410632502376 -0.096099700172151012 -0.034838032256116203 0.0054131810438390118 0.0071047901939640364 0.017440791316793974 0.1371232055414365 -0.012553323304038737 -0.017589444221945867 -0.00340862303775294 0.0006553371180878085 -0.085147930439175151 0.0051976395346553317 -0.042395882594045947 -0.049779283590943295 -0.012153434614111808 -0.0091013877465917267 -0.021101677702304363 0.0049283197214189702 -0.039755125800372042 -0.059648778913993707 -0.0023846564462628619 -0.4276104615353199 0.036349153826859985 -0.0034487811544918487 0.0060161435040805835 -0.013070619732201947 0.010847017084376208 -leaf_weight=1695.3714567273855 2839.8713638596237 97897.210088975728 3383.6081031272188 17.437204696238041 648.17007299140096 45760.97144754231 3781.1641959622502 4261.5567841157317 71.452911414206028 5240.0781476721168 3604.9586068689823 9144.3580228462815 61230.838375598192 65.847570449113846 33676.715464174747 1912.8044302044436 82.464034840464592 3975.2492567934096 3219.4114877954125 2245.2010225858539 12867.431544566527 885.70574466511607 187.57790999114513 736.10139521956444 5.5486247390508643 69.751851387321949 13359.246970579028 21688.909045264125 2633.6706323027611 5111.6242333799601 -leaf_count=176085 82959 619237 195166 92 17031 208121 59804 23827 350 114351 57705 163076 261537 331 165024 126277 357 60336 48659 28520 179499 20168 810 3207 31 2101 57331 93554 11355 21211 -internal_value=0 0.000599954 -0.0377325 0.00179872 -0.00648539 0.00106142 -0.00548078 0.00661223 0.0913728 -0.00661653 -0.00500713 -0.00359407 0.00247916 0.00641398 0.0065729 -0.0304197 0.0012009 -0.00295018 -0.00161867 -0.00689642 0.002118 -0.0158915 -0.0191973 -0.00999012 -0.0735991 -0.0341992 0.00139928 0.00211363 0.000886524 0.0014406 -internal_weight=0 335309 6991.78 286787 48521.4 248694 45681.5 38093 88.8901 41900.3 35704.8 32099.8 150797 38004.1 37938.3 5296.41 105036 31451.7 27476.4 11389.6 16086.8 6195.54 1011.69 824.114 88.0127 955.458 104024 90665 68976.1 66342.5 -internal_count=2798112 2300584 497528 1466375 834209 1276751 751250 189624 442 691446 554826 497121 657514 189182 188851 321443 449393 480090 419754 191596 228158 136620 4405 3595 388 22269 444988 387657 294103 282748 -cat_boundaries=0 1 -cat_threshold=8 +num_cat=2 +split_feature=2 2 3 2 2 0 8 6 7 8 1 7 11 4 6 1 1 7 10 8 10 0 8 1 0 8 6 2 11 2 +split_gain=506.478 140.15 60.1719 57.0527 35.95 31.3831 29.8296 29.1013 27.1149 25.8675 31.7917 23.4772 23.2917 21.6236 21.8738 23.7289 19.8104 20.9165 19.7951 19.5456 18.4185 18.343 18.0482 17.257 24.0135 58.8012 26.9259 18.5509 17.0974 22.5836 +threshold=0.0046106500000000009 0.036688200000000011 0.10623690000000001 0.0012430000000000002 0.31594880000000009 0.00023995000000000003 33.000000000000007 0.39791666666666675 0.59175084175084181 77.000000000000014 0.016884750000000004 1.0000000180025095e-35 0 0.28759398496240607 0.39009661835748799 0.0010912500000000002 3.1850000000000008e-05 1.0000000180025095e-35 1.0000000180025095e-35 25.000000000000004 1.0000000180025095e-35 0.00094965000000000013 386.00000000000006 0.0038245000000000002 0.87149980000000016 79.000000000000014 0.43534002229654406 0.0080499500000000019 1 0.3319566000000001 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 +left_child=3 5 7 -1 9 -2 16 8 13 21 12 -5 -11 28 15 -15 -7 18 -18 -6 -21 -4 23 24 -8 -26 -27 -28 -3 -30 +right_child=1 2 4 11 19 6 22 -9 -10 10 -12 -13 -14 14 -16 -17 17 -19 -20 20 -22 -23 -24 -25 25 26 27 -29 29 -31 +leaf_value=-0.035116815352335178 -0.01357958338915235 0.0038168930594548833 -0.004288780064538469 -0.013131796973125609 -0.0063587759176727439 -0.016771972103755538 -0.0063486018385699788 0.0067421517375411168 0.0053708357724434694 0.001078914042304217 -0.0080435665878591644 -0.022362712447640036 -0.0041156127651596356 0.012783839807993191 -0.096014641562252312 -0.0050670040782785598 -0.0015124113689706949 -0.0050037911826742443 0.0064046542127570499 0.0014735905286314759 -0.002024494012097729 0.00017148138355951241 0.11526174279985349 -0.013266881676330776 -0.01136662281080314 0.057417223400027612 0.48870077362999648 0.15546225219649268 0.0066279977643148545 -0.0011286948656833475 +leaf_weight=1900.0895406659693 3236.640318993479 24943.977485693991 9695.9854576289654 7637.9212898593396 3414.5555971562862 939.654138058424 9780.2049756981432 17556.949614025652 20699.659389287233 18353.709309116006 8970.9716278091073 4309.9523840527982 16283.315380349755 827.45789477229118 25.514502093195915 7442.252305701375 30513.395608168095 16817.226231019944 3522.7275949530303 242862.2813154161 16046.461438179016 187981.25668881834 11.950772382318972 3969.426681060344 194.21979820355773 94.321487922221422 1.8511003814637685 17.125798441469669 4514.3439140096307 22271.767084628344 +leaf_count=99951 50773 62238 39019 243704 7123 13289 122594 46507 53490 68992 37038 154376 64011 2305 72 18640 267578 159739 28440 513892 33882 595596 175 46602 1695 874 34 121 13338 52024 +internal_value=0 0.000299372 0.000789054 -0.0190213 0.000347353 -0.00396605 -0.00349361 0.00305238 0.00224989 -0.000533607 -0.00273809 -0.0164617 -0.00136398 0.00117364 -0.0035661 -0.00328087 -0.00238443 -0.00211858 -0.000692998 0.00115766 0.00125679 -4.72926e-05 -0.00757689 -0.00768132 -0.00548345 0.0220316 0.0792838 0.187968 0.00193368 0.000178497 +internal_weight=0 670989 601890 13848 503609 69098.7 65862.1 98281.9 80725 241285 43608 11947.9 34637 60025.3 8295.22 8269.71 51793 50853.3 34036.1 262323 258909 197677 14069.1 14057.1 10087.7 307.518 113.298 18.9769 51730.1 26786.1 +internal_count=2798112 2300081 1608167 498031 1359553 691914 641141 248614 202107 804656 170041 398080 133003 148617 21017 20945 469046 455757 296018 554897 547774 634615 172095 171920 125318 2724 1029 155 127600 65362 +cat_boundaries=0 1 2 +cat_threshold=3 12 is_linear=0 shrinkage=0.1 Tree=76 num_leaves=31 -num_cat=1 -split_feature=2 2 3 2 0 1 11 8 8 9 10 1 7 1 8 6 0 1 6 0 2 3 8 1 9 8 4 4 0 1 -split_gain=856.644 264.027 107.357 83.3151 71.1646 70.9433 77.0214 73.2729 64.4735 62.1048 57.167 53.2051 60.4796 49.058 49.0224 47.9108 46.766 68.3219 44.7065 43.1881 42.8542 42.0312 44.5915 43.0952 40.9295 68.4517 40.241 38.6181 38.0492 37.4921 -threshold=0.0039782579027420684 0.033503563664411214 0.12004283794013508 0.0015198059716738544 0.00029458472764459347 0.012180906289467974 0 57.000000000000007 31.000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.030813650209460041 0.25357142857142861 3.0403031447839555e-05 111.00000000000001 0.37689393939393945 0.012398314963503033 0.00070701578818634786 0.3816526610644258 0.0012141168596020836 0.1491881860260024 0.32203627156753928 325.00000000000006 0.0043743018497098872 1.0000000180025095e-35 67.000000000000014 0.11882352941176472 0.20942982456140355 0.0010534189506207982 0.00031372222687708629 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 4 8 -1 -2 6 19 9 -3 -7 14 12 13 -6 -10 16 28 20 -17 -4 -18 23 -23 -15 29 27 -9 -26 -8 -12 -right_child=1 2 5 -5 11 7 15 26 10 -11 24 -13 -14 21 -16 18 17 -19 -20 -21 -22 22 -24 -25 25 -27 -28 -29 -30 -31 -leaf_value=0.061243922964095976 0.022604039905306843 0.0065106639311849936 0.012037486639314464 0.032339990408296437 0.035157485137010377 0.0016687354055831133 0.0037999660083438136 0.0076955717045275795 -0.0071547620267957968 -0.017987640477364022 -0.075728824969816116 0.01788217960502328 0.011940379880763387 -0.039361266652180198 -0.055432911963987287 -0.12398595207140642 0.019695334943068799 -0.00088001775388104426 -0.0071764025358509835 0.0012446302099473434 0.0027781710219646288 0.0022756834103459301 -0.45439449139467647 -0.0020400136041260294 -0.012504605194677557 0.06049571755317458 0.025653130607641579 0.011828062691492921 -0.0043046767244844268 0.009109424025758095 -leaf_weight=1302.9262953763828 3057.7023941855878 4426.798321262002 4058.5507565811276 4250.959305186756 425.49805449135602 38850.36490534991 6382.7695402465761 9821.4208973832428 48227.388779595494 1676.7510346397758 52.712044388055801 3648.1010652277619 8420.7396667227149 504.33236992545426 211.24723698198795 32.826960369944572 2713.7292052954435 50575.094384200871 17447.486004490405 42874.835912294686 3340.8322548866272 15696.156951339915 2.1384852547198525 800.46866933628917 3420.4748725891113 151.73795152828097 1429.5146874040365 805.92641747742891 62654.226146943867 4416.2218423523009 -leaf_count=143665 101527 20693 31323 297041 12819 212218 46080 62253 247467 8253 262 75532 186420 6544 1158 163 22109 254294 89076 232608 15294 319475 43 12870 14903 810 9020 3669 349786 20737 -internal_value=0 -0.00047605 -0.00139386 0.0391208 0.00808236 -0.000443932 -0.00133781 0.00283756 -0.00511673 0.000855481 -0.00601525 0.00657704 0.00498156 0.00161936 -0.00736531 -0.00249034 -0.00180819 0.000321779 -0.00739576 0.00217748 0.0103607 0.000780072 0.00221347 -0.0164654 0.00137647 -0.0054954 0.00997721 -0.00786464 -0.00355537 0.00810874 -internal_weight=0 336126 303571 5553.89 32555.1 241858 190080 51778.1 61712.5 40527.1 57285.7 29497.4 25849.3 17428.6 48438.6 143147 125667 56629.7 17480.3 46933.4 6054.56 17003.1 15698.3 1304.8 8847.07 4378.14 11250.9 4226.4 69037 4468.93 -internal_count=2798112 2357406 1642176 440706 715230 1332477 1040733 291744 309699 220471 289006 613703 538171 351751 248625 776802 687563 291697 89239 263931 37403 338932 319518 19414 40381 19382 71273 18572 395866 20999 -cat_boundaries=0 1 -cat_threshold=8 +num_cat=2 +split_feature=2 2 6 2 2 6 7 8 8 4 3 1 7 7 1 0 8 8 6 6 8 4 8 7 0 11 11 0 1 9 +split_gain=430.624 127.548 58.5707 45.3353 45.1569 39.9451 47.7522 38.9678 30.011 28.6503 27.8921 22.9131 20.9627 20.2771 19.7835 19.3242 19.1411 18.9621 18.9209 26.898 25.8989 22.7742 18.6788 18.2594 18.0438 19.9302 17.8137 26.0798 33.179 20.0707 +threshold=0.0040341000000000014 0.024907550000000004 0.37689393939393945 0.0012430000000000002 0.20810055000000002 0.3816526610644258 0.41277890466531447 91.000000000000014 53.000000000000007 0.53589743589743599 0.065702100000000013 0.0014762500000000003 0.044466403162055343 0.40967365967365971 0.00021455000000000004 0.00066545000000000005 109.00000000000001 35.000000000000007 0.47213622291021679 0.49285714285714294 43.000000000000007 0.15707236842105265 165.00000000000003 0.42365967365967372 0.92804180000000014 0 1 0.006665400000000001 0.00075465000000000005 1.0000000180025095e-35 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 +left_child=3 8 4 -1 26 6 -4 11 12 10 -7 14 24 16 -6 -14 18 -5 20 21 -12 -20 -9 -15 -2 -26 -3 -28 -29 -30 +right_child=1 2 5 17 7 9 -8 22 -10 -11 13 -13 15 23 -16 -17 -18 -19 19 -21 -22 -23 -24 -25 25 -27 27 28 29 -31 +leaf_value=0.03398727219301708 0.0022483615280168372 0.0020609896733619353 0.049469584169214403 0.013770245488539314 0.0041378235858295217 -0.008916019416516428 -0.074768777280111373 0.010945276559256048 0.0098616949538247924 0.040667026604857145 -0.018425223128440159 -0.00045165259835028293 0.0116519354487278 0.031577186968570925 -0.0024231564558499026 0.0038183129723616408 -0.028590117379124803 0.023501261598739928 -0.036897962720705064 -0.0031337905439054268 0.0018036505351781294 0.084299730103303661 -0.019583737495199725 -0.0003434784494776872 0.0073308828118809179 -0.030296891312167132 -0.0019060695602356157 0.006937255721769015 0.00086965119915725247 -0.0081615141421982253 +leaf_weight=1773.5259897317737 26364.537772990763 86089.680372692645 38.993837013840675 6885.975262561813 4789.5846110582352 7528.1703287139535 149.73630391806364 3542.2220916748047 9005.6617475487292 149.6979321911931 1844.8946558386087 234854.38974514604 4965.778498429805 180.59555701166391 113614.70851556957 8607.2614893950522 306.34854985028505 2823.6206251624972 20.67932166159153 46147.417892329395 963.407456189394 61.9558225274086 212.43043532967567 23213.984033599496 231.85963032767177 346.45202374085784 39298.91404659301 9193.3896668180823 47771.21530956775 2594.4367746859789 +leaf_count=99951 292090 356272 116 243894 11251 21737 374 8180 138421 408 4650 516151 76895 473 260555 91327 856 109778 51 119148 2490 152 487 62392 2327 3125 158717 35536 172158 8150 +internal_value=0 -0.000244331 -0.000632864 0.0192855 -0.000258799 -0.00314792 -0.0490997 -0.000915792 0.00464016 -0.00304008 -0.00312159 -0.0010235 0.00347954 -0.00252189 -0.00215776 0.00668429 -0.00367152 0.0166001 -0.00351585 -0.00303172 -0.0114856 0.0539702 0.00921801 -9.70654e-05 0.00186508 -0.0156081 0.00100942 9.34599e-05 0.00141283 0.000404438 +internal_weight=0 672088 622567 11483.1 541961 80605.9 188.73 357013 49521.6 80417.2 80267.5 353259 40515.9 72739.3 118404 13573 49344.7 9709.6 49038.4 46230.1 2808.3 82.6351 3754.65 23394.6 26942.8 578.312 184948 98858 59559 50365.7 +internal_count=2798112 2344489 1740304 453623 1527457 212847 490 796624 604185 212357 211949 787957 465764 190212 271806 168222 127347 353672 126491 119351 7140 203 8667 62865 297542 5452 730833 374561 215844 180308 +cat_boundaries=0 1 2 +cat_threshold=12 12 is_linear=0 shrinkage=0.1 Tree=77 num_leaves=31 -num_cat=1 -split_feature=2 2 3 2 0 1 11 8 8 9 10 1 7 1 8 6 0 1 6 0 2 3 8 1 9 8 4 4 0 1 -split_gain=856.644 264.027 107.357 83.3151 71.1646 70.9433 77.0214 73.2729 64.4735 62.1048 57.167 53.2051 60.4796 49.058 49.0224 47.9108 46.766 68.3219 44.7065 43.1881 42.8542 42.0312 44.5915 43.0952 40.9295 68.4517 40.241 38.6181 38.0492 37.4921 -threshold=0.0039782579027420684 0.033503563664411214 0.12004283794013508 0.0015198059716738544 0.00029458472764459347 0.012180906289467974 0 57.000000000000007 31.000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.030813650209460041 0.25357142857142861 3.0403031447839555e-05 111.00000000000001 0.37689393939393945 0.012398314963503033 0.00070701578818634786 0.3816526610644258 0.0012141168596020836 0.1491881860260024 0.32203627156753928 325.00000000000006 0.0043743018497098872 1.0000000180025095e-35 67.000000000000014 0.11882352941176472 0.20942982456140355 0.0010534189506207982 0.00031372222687708629 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=3 4 8 -1 -2 6 19 9 -3 -7 14 12 13 -6 -10 16 28 20 -17 -4 -18 23 -23 -15 29 27 -9 -26 -8 -12 -right_child=1 2 5 -5 11 7 15 26 10 -11 24 -13 -14 21 -16 18 17 -19 -20 -21 -22 22 -24 -25 25 -27 -28 -29 -30 -31 -leaf_value=-0.061243922964095976 -0.022604039905306843 -0.0065106639311849936 -0.012037486639314464 -0.032339990408296437 -0.035157485137010377 -0.0016687354055831133 -0.0037999660083438136 -0.0076955717045275795 0.0071547620267957968 0.017987640477364022 0.075728824969816116 -0.01788217960502328 -0.011940379880763387 0.039361266652180198 0.055432911963987287 0.12398595207140642 -0.019695334943068799 0.00088001775388104426 0.0071764025358509835 -0.0012446302099473434 -0.0027781710219646288 -0.0022756834103459301 0.45439449139467647 0.0020400136041260294 0.012504605194677557 -0.06049571755317458 -0.025653130607641579 -0.011828062691492921 0.0043046767244844268 -0.009109424025758095 -leaf_weight=1302.9262953763828 3057.7023941855878 4426.798321262002 4058.5507565811276 4250.959305186756 425.49805449135602 38850.36490534991 6382.7695402465761 9821.4208973832428 48227.388779595494 1676.7510346397758 52.712044388055801 3648.1010652277619 8420.7396667227149 504.33236992545426 211.24723698198795 32.826960369944572 2713.7292052954435 50575.094384200871 17447.486004490405 42874.835912294686 3340.8322548866272 15696.156951339915 2.1384852547198525 800.46866933628917 3420.4748725891113 151.73795152828097 1429.5146874040365 805.92641747742891 62654.226146943867 4416.2218423523009 -leaf_count=143665 101527 20693 31323 297041 12819 212218 46080 62253 247467 8253 262 75532 186420 6544 1158 163 22109 254294 89076 232608 15294 319475 43 12870 14903 810 9020 3669 349786 20737 -internal_value=0 0.00047605 0.00139386 -0.0391208 -0.00808236 0.000443932 0.00133781 -0.00283756 0.00511673 -0.000855481 0.00601525 -0.00657704 -0.00498156 -0.00161936 0.00736531 0.00249034 0.00180819 -0.000321779 0.00739576 -0.00217748 -0.0103607 -0.000780072 -0.00221347 0.0164654 -0.00137647 0.0054954 -0.00997721 0.00786464 0.00355537 -0.00810874 -internal_weight=0 336126 303571 5553.89 32555.1 241858 190080 51778.1 61712.5 40527.1 57285.7 29497.4 25849.3 17428.6 48438.6 143147 125667 56629.7 17480.3 46933.4 6054.56 17003.1 15698.3 1304.8 8847.07 4378.14 11250.9 4226.4 69037 4468.93 -internal_count=2798112 2357406 1642176 440706 715230 1332477 1040733 291744 309699 220471 289006 613703 538171 351751 248625 776802 687563 291697 89239 263931 37403 338932 319518 19414 40381 19382 71273 18572 395866 20999 -cat_boundaries=0 1 -cat_threshold=8 +num_cat=2 +split_feature=2 2 6 2 2 6 7 8 8 4 3 1 7 7 1 0 8 8 6 6 8 4 8 7 0 11 11 0 1 9 +split_gain=430.624 127.548 58.5707 45.3353 45.1569 39.9451 47.7522 38.9678 30.011 28.6503 27.8921 22.9131 20.9627 20.2771 19.7835 19.3242 19.1411 18.9621 18.9209 26.898 25.8989 22.7742 18.6788 18.2594 18.0438 19.9302 17.8137 26.0798 33.179 20.0707 +threshold=0.0040341000000000014 0.024907550000000004 0.37689393939393945 0.0012430000000000002 0.20810055000000002 0.3816526610644258 0.41277890466531447 91.000000000000014 53.000000000000007 0.53589743589743599 0.065702100000000013 0.0014762500000000003 0.044466403162055343 0.40967365967365971 0.00021455000000000004 0.00066545000000000005 109.00000000000001 35.000000000000007 0.47213622291021679 0.49285714285714294 43.000000000000007 0.15707236842105265 165.00000000000003 0.42365967365967372 0.92804180000000014 0 1 0.006665400000000001 0.00075465000000000005 1.0000000180025095e-35 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 +left_child=3 8 4 -1 26 6 -4 11 12 10 -7 14 24 16 -6 -14 18 -5 20 21 -12 -20 -9 -15 -2 -26 27 -3 -29 -30 +right_child=1 2 5 17 7 9 -8 22 -10 -11 13 -13 15 23 -16 -17 -18 -19 19 -21 -22 -23 -24 -25 25 -27 -28 28 29 -31 +leaf_value=-0.03398727219301708 -0.0022483615280168372 0.0019060695602356157 -0.049469584169214403 -0.013770245488539314 -0.0041378235858295217 0.008916019416516428 0.074768777280111373 -0.010945276559256048 -0.0098616949538247924 -0.040667026604857145 0.018425223128440159 0.00045165259835028293 -0.0116519354487278 -0.031577186968570925 0.0024231564558499026 -0.0038183129723616408 0.028590117379124803 -0.023501261598739928 0.036897962720705064 0.0031337905439054268 -0.0018036505351781294 -0.084299730103303661 0.019583737495199725 0.0003434784494776872 0.030296891312167132 -0.0073308828118809179 -0.0020609896733619353 -0.006937255721769015 -0.00086965119915725247 0.0081615141421982253 +leaf_weight=1773.5259897317737 26364.537772990763 39298.91404659301 38.993837013840675 6885.975262561813 4789.5846110582352 7528.1703287139535 149.73630391806364 3542.2220916748047 9005.6617475487292 149.6979321911931 1844.8946558386087 234854.38974514604 4965.778498429805 180.59555701166391 113614.70851556957 8607.2614893950522 306.34854985028505 2823.6206251624972 20.67932166159153 46147.417892329395 963.407456189394 61.9558225274086 212.43043532967567 23213.984033599496 346.45202374085784 231.85963032767177 86089.680372692645 9193.3896668180823 47771.21530956775 2594.4367746859789 +leaf_count=99951 292090 158717 116 243894 11251 21737 374 8180 138421 408 4650 516151 76895 473 260555 91327 856 109778 51 119148 2490 152 487 62392 3125 2327 356272 35536 172158 8150 +internal_value=0 0.000244331 0.000632864 -0.0192855 0.000258799 0.00314792 0.0490997 0.000915792 -0.00464016 0.00304008 0.00312159 0.0010235 -0.00347954 0.00252189 0.00215776 -0.00668429 0.00367152 -0.0166001 0.00351585 0.00303172 0.0114856 -0.0539702 -0.00921801 9.70654e-05 -0.00186508 0.0156081 -0.00100942 -9.34599e-05 -0.00141283 -0.000404438 +internal_weight=0 672088 622567 11483.1 541961 80605.9 188.73 357013 49521.6 80417.2 80267.5 353259 40515.9 72739.3 118404 13573 49344.7 9709.6 49038.4 46230.1 2808.3 82.6351 3754.65 23394.6 26942.8 578.312 184948 98858 59559 50365.7 +internal_count=2798112 2344489 1740304 453623 1527457 212847 490 796624 604185 212357 211949 787957 465764 190212 271806 168222 127347 353672 126491 119351 7140 203 8667 62865 297542 5452 730833 374561 215844 180308 +cat_boundaries=0 1 2 +cat_threshold=3 3 is_linear=0 shrinkage=0.1 Tree=78 num_leaves=31 -num_cat=3 -split_feature=2 2 3 2 0 7 8 10 9 8 0 2 1 7 8 0 1 11 1 8 4 1 0 1 11 3 11 0 8 8 -split_gain=723.809 221.35 105.383 78.6918 70.4532 72.5546 63.4456 59.8926 65.4226 71.9653 50.9559 46.8146 45.4756 44.7955 44.4496 39.503 40.7872 36.1624 35.8818 35.8424 35.6109 35.012 39.097 40.7714 34.1144 33.7605 32.713 37.2626 34.3208 32.6556 -threshold=0.0039782579027420684 0.021425850624419564 0.3131549406786604 0.0011217492682231483 0.10640809349390112 0.40967365967365971 31.000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 33.000000000000007 0.93315369722822028 0.94691384913913623 0.10423751679343561 1.0000000180025095e-35 53.000000000000007 0.001354937293207484 9.7038956843176918e-05 0 0.0022344904531473001 41.000000000000007 0.07634032634032635 8.854539880505872e-05 0.00031220746211549295 0.017880181900126677 1 0.59469704241627586 2 0.80793883849451453 117.00000000000001 87.000000000000014 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 1 2 2 2 -left_child=3 10 6 -1 5 12 -3 11 18 -10 14 -8 15 17 21 -4 -17 -5 19 -9 -12 -2 -23 -24 25 -7 28 -28 -20 -11 -right_child=1 2 4 13 -6 24 7 8 9 29 20 -13 -14 -15 -16 16 -18 -19 26 -21 -22 22 23 -25 -26 -27 27 -29 -30 -31 -leaf_value=0.069065265253621347 0.017126463422429402 0.0050873572276913291 0.0034673502296037532 0.0059180400626192876 0.0058684141370405479 -2.6083914370535943e-05 -0.0042005091887267025 0.0050190034918767322 -0.0085230357153235174 0.021919265133298348 -0.037161340510334269 -0.017080859428865402 0.0097664029791714735 0.045112750277145897 0.020193582425987053 0.016276133823409988 -0.0030120297928055923 0.031236807391691396 0.018263575163072063 -0.028112855262093076 0.015645348621651109 0.021704243347203184 0.0015143471425882612 0.017547096318785833 0.00027910366174810835 0.0078756188755079708 0.0012842988107234945 0.040426380793387617 0.13836425601191121 0.1154065726459383 -leaf_weight=657.17034331057221 3430.8075899034739 8653.1740060821176 11379.582576006651 780.20916984789073 21496.682941637933 7789.3891294486821 109915.44625099748 1060.7625781446695 5777.7574716359377 542.11434872448444 388.63103266991675 2896.1520645320415 3339.5598533600569 1693.9915590407327 3706.6324664950371 1109.7425962910056 90715.124353501946 2215.221768877469 3093.2598451673985 471.71682227402925 190.20608558878303 1389.4124972559512 10252.510718984529 1876.4301756061614 25434.485789313912 17680.055819429457 2855.0856047719717 265.85948366299272 23.978411797434092 40.129742655903101 -leaf_count=77012 99394 40837 99954 59640 127188 33815 537707 4837 25504 2698 8552 18599 25311 140219 125213 11905 539256 163835 15459 2167 4792 45947 236302 41870 161004 133220 13549 1983 132 211 -internal_value=0 -0.000427817 -0.00109493 0.0366577 0.000498419 -0.000234757 -0.00319767 -0.00376242 0.0023749 -0.00514623 0.00945387 -0.00453118 -0.00171856 0.0321161 0.0102739 -0.00209019 -0.00277892 0.0247662 0.00853067 -0.00517941 -0.019809 0.00810456 0.0058149 0.00399472 0.0028709 0.00545688 0.0118987 0.00460389 0.0191261 0.0283626 -internal_weight=0 335775 314540 5346.59 178945 157448 135595 126942 14130.7 6360 21234.6 112812 106544 4689.42 20655.8 103204 91824.9 2995.43 7770.66 1532.48 578.837 16949.2 13518.4 12128.9 50903.9 25469.4 6238.18 3120.95 3117.24 582.244 -internal_count=2798112 2357406 1795336 440706 1131653 1004465 663683 622846 66540 28413 562070 556306 676426 363694 548726 651115 551161 223475 38127 7004 13344 423513 324119 278172 328039 167035 31123 15532 15591 2909 -cat_boundaries=0 1 2 3 -cat_threshold=4 12 5 +num_cat=2 +split_feature=2 2 3 2 1 1 0 8 8 0 1 11 0 8 7 8 1 1 11 2 4 7 0 2 2 1 9 0 8 10 +split_gain=364.625 107.478 48.3254 40.5243 27.3878 30.1231 35.2796 29.6621 26.7375 26.3562 27.0075 23.2938 29.8636 28.6195 22.2612 25.7339 21.4727 20.7236 19.5846 29.1929 19.5235 19.2608 18.7842 18.2986 17.2782 17.2501 16.9761 15.8985 22.6963 24.3581 +threshold=0.0038998500000000003 0.030363050000000006 0.12624060000000001 0.0012430000000000002 0.00018295000000000003 0.012301300000000003 0.0010364500000000002 73.000000000000014 31.000000000000004 0.00023255000000000001 0.09277015000000001 0 0.012524850000000002 39.000000000000007 0.25357142857142861 386.00000000000006 0.0020486000000000007 3.415000000000001e-05 1 0.95492530000000009 0.085144927536231887 1.0000000180025095e-35 0.0099322000000000004 0.072932700000000017 0.11109435000000002 0.0027206500000000002 1.0000000180025095e-35 0.63874180000000014 41.000000000000007 1.0000000180025095e-35 +decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 +left_child=3 9 8 -1 22 6 -6 26 -3 -2 14 -8 13 16 15 17 -13 -11 25 -20 24 -5 -4 -14 -9 27 -7 28 29 -10 +right_child=1 2 4 21 5 7 11 20 18 10 -12 12 23 -15 -16 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.032820245006293942 0.012386742965145974 0.002881934172675613 0.0030581920971213157 0.012313445784748267 0.0041595194760316182 0.00068010607620784059 -0.00010678724100475766 0.010909160913198636 -0.0017078567997771098 0.014242511400322505 0.010600642986600588 -0.0030731824405510529 0.0048182628845755303 -0.0061307031885945284 0.0056576140265689441 -0.22459863532043967 0.00080578620428103888 0.00078961211354740615 -0.0038524119644909338 -0.027323395238531778 0.012769208410434316 0.021962786571333617 0.017332120170831095 -0.00077759217858838726 0.0021468105339614114 9.91436684904255e-05 -0.0066597301908385767 -0.013593274254337285 -0.0071666903628840751 0.013658888054517674 +leaf_weight=1658.9287241399288 3404.9599333740771 9038.588408485055 14706.611348859966 5716.7591951526701 14292.282658532262 77727.100801557302 179726.86105097085 2652.206159286201 16243.673059850931 1185.6418728604913 4677.171467602253 50933.764497250319 6322.6679220721126 21795.169763915241 16743.505060486495 5.0458427481353274 19826.011889308691 33466.081072490662 57353.86566504091 534.86799038946629 2594.7543763369322 3241.5707486569881 983.60758504271507 77135.100524544716 14853.784486025572 31823.666382342577 3284.2650088369846 1432.6782597750425 8014.2682941854 1101.4718844592571 +leaf_count=99951 60659 21188 61621 209143 53134 214856 481344 16435 43223 18265 50899 138312 28787 64950 198914 56 51224 353644 146142 2037 8392 133443 4528 184977 39946 77418 8123 3949 20193 2359 +internal_value=0 -0.000213987 -0.000608176 0.0184637 -0.000157064 -0.00029394 -0.000711919 0.00123571 -0.00235751 0.00384423 0.00332554 -0.000907636 -0.00172528 -0.00296227 0.00266354 0.00121703 -0.00198634 0.00124992 -0.00276399 -0.00406857 0.00467418 0.0158051 0.00395301 -0.000353656 0.00347433 -0.00147465 0.000382543 -0.00334455 -0.00276555 -0.00073202 +internal_weight=0 671860 612377 10617.3 486834 471144 370032 101112 125543 59482.4 56077.4 355740 176013 92554.9 51400.3 34656.8 70759.8 34651.7 116504 57888.7 20100.7 8958.33 15690.2 83457.8 17506 58615.8 81011.4 26792.1 25359.4 17345.1 +internal_count=2798112 2355575 1673138 442537 1356629 1290480 1002728 287752 316509 682437 621778 949594 468250 254486 570879 371965 189536 371909 295321 148179 64773 342586 66149 213764 56381 147142 222979 69724 65775 45582 +cat_boundaries=0 1 2 +cat_threshold=12 3 is_linear=0 shrinkage=0.1 Tree=79 num_leaves=31 -num_cat=3 -split_feature=2 2 3 2 0 7 8 10 9 8 0 2 1 7 8 0 1 11 1 8 4 1 0 1 11 3 11 0 8 8 -split_gain=723.809 221.35 105.383 78.6918 70.4532 72.5546 63.4456 59.8926 65.4226 71.9653 50.9559 46.8146 45.4756 44.7955 44.4496 39.503 40.7872 36.1624 35.8818 35.8424 35.6109 35.012 39.097 40.7714 34.1144 33.7605 32.713 37.2626 34.3208 32.6556 -threshold=0.0039782579027420684 0.021425850624419564 0.3131549406786604 0.0011217492682231483 0.10640809349390112 0.40967365967365971 31.000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 33.000000000000007 0.93315369722822028 0.94691384913913623 0.10423751679343561 1.0000000180025095e-35 53.000000000000007 0.001354937293207484 9.7038956843176918e-05 0 0.0022344904531473001 41.000000000000007 0.07634032634032635 8.854539880505872e-05 0.00031220746211549295 0.017880181900126677 1 0.59469704241627586 2 0.80793883849451453 117.00000000000001 87.000000000000014 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 1 2 2 2 -left_child=3 10 6 -1 5 12 -3 11 18 -10 14 -8 15 17 21 -4 -17 -5 19 -9 -12 -2 -23 -24 -7 -26 27 -20 -28 -11 -right_child=1 2 4 13 -6 24 7 8 9 29 20 -13 -14 -15 -16 16 -18 -19 26 -21 -22 22 23 -25 25 -27 28 -29 -30 -31 -leaf_value=-0.069065265253621347 -0.017126463422429402 -0.0050873572276913291 -0.0034673502296037532 -0.0059180400626192876 -0.0058684141370405479 -0.00027910366174810835 0.0042005091887267025 -0.0050190034918767322 0.0085230357153235174 -0.021919265133298348 0.037161340510334269 0.017080859428865402 -0.0097664029791714735 -0.045112750277145897 -0.020193582425987053 -0.016276133823409988 0.0030120297928055923 -0.031236807391691396 -0.0012842988107234945 0.028112855262093076 -0.015645348621651109 -0.021704243347203184 -0.0015143471425882612 -0.017547096318785833 2.6083914370535943e-05 -0.0078756188755079708 -0.018263575163072063 -0.040426380793387617 -0.13836425601191121 -0.1154065726459383 -leaf_weight=657.17034331057221 3430.8075899034739 8653.1740060821176 11379.582576006651 780.20916984789073 21496.682941637933 25434.485789313912 109915.44625099748 1060.7625781446695 5777.7574716359377 542.11434872448444 388.63103266991675 2896.1520645320415 3339.5598533600569 1693.9915590407327 3706.6324664950371 1109.7425962910056 90715.124353501946 2215.221768877469 2855.0856047719717 471.71682227402925 190.20608558878303 1389.4124972559512 10252.510718984529 1876.4301756061614 7789.3891294486821 17680.055819429457 3093.2598451673985 265.85948366299272 23.978411797434092 40.129742655903101 -leaf_count=77012 99394 40837 99954 59640 127188 161004 537707 4837 25504 2698 8552 18599 25311 140219 125213 11905 539256 163835 13549 2167 4792 45947 236302 41870 33815 133220 15459 1983 132 211 -internal_value=0 0.000427817 0.00109493 -0.0366577 -0.000498419 0.000234757 0.00319767 0.00376242 -0.0023749 0.00514623 -0.00945387 0.00453118 0.00171856 -0.0321161 -0.0102739 0.00209019 0.00277892 -0.0247662 -0.00853067 0.00517941 0.019809 -0.00810456 -0.0058149 -0.00399472 -0.0028709 -0.00545688 -0.0118987 -0.00460389 -0.0191261 -0.0283626 -internal_weight=0 335775 314540 5346.59 178945 157448 135595 126942 14130.7 6360 21234.6 112812 106544 4689.42 20655.8 103204 91824.9 2995.43 7770.66 1532.48 578.837 16949.2 13518.4 12128.9 50903.9 25469.4 6238.18 3120.95 3117.24 582.244 -internal_count=2798112 2357406 1795336 440706 1131653 1004465 663683 622846 66540 28413 562070 556306 676426 363694 548726 651115 551161 223475 38127 7004 13344 423513 324119 278172 328039 167035 31123 15532 15591 2909 -cat_boundaries=0 1 2 3 -cat_threshold=4 3 10 +num_cat=2 +split_feature=2 2 3 2 1 1 0 8 8 0 1 11 0 8 7 8 1 1 11 2 4 7 0 2 2 1 9 0 8 10 +split_gain=364.625 107.478 48.3254 40.5243 27.3878 30.1231 35.2796 29.6621 26.7375 26.3562 27.0075 23.2938 29.8636 28.6195 22.2612 25.7339 21.4727 20.7236 19.5846 29.1929 19.5235 19.2608 18.7842 18.2986 17.2782 17.2501 16.9761 15.8985 22.6963 24.3581 +threshold=0.0038998500000000003 0.030363050000000006 0.12624060000000001 0.0012430000000000002 0.00018295000000000003 0.012301300000000003 0.0010364500000000002 73.000000000000014 31.000000000000004 0.00023255000000000001 0.09277015000000001 0 0.012524850000000002 39.000000000000007 0.25357142857142861 386.00000000000006 0.0020486000000000007 3.415000000000001e-05 1 0.95492530000000009 0.085144927536231887 1.0000000180025095e-35 0.0099322000000000004 0.072932700000000017 0.11109435000000002 0.0027206500000000002 1.0000000180025095e-35 0.63874180000000014 41.000000000000007 1.0000000180025095e-35 +decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 +left_child=3 9 8 -1 22 6 -6 26 -3 -2 14 12 13 16 15 17 -8 -11 19 -10 24 -5 -4 -14 -9 27 -7 28 29 -20 +right_child=1 2 4 21 5 7 11 20 18 10 -12 -13 23 -15 -16 -17 -18 -19 25 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.032820245006293942 -0.012386742965145974 -0.002881934172675613 -0.0030581920971213157 -0.012313445784748267 -0.0041595194760316182 -0.00068010607620784059 0.0030731824405510529 -0.010909160913198636 0.0038524119644909338 -0.014242511400322505 -0.010600642986600588 0.00010678724100475766 -0.0048182628845755303 0.0061307031885945284 -0.0056576140265689441 0.22459863532043967 -0.00080578620428103888 -0.00078961211354740615 0.0017078567997771098 0.027323395238531778 -0.012769208410434316 -0.021962786571333617 -0.017332120170831095 0.00077759217858838726 -0.0021468105339614114 -9.91436684904255e-05 0.0066597301908385767 0.013593274254337285 0.0071666903628840751 -0.013658888054517674 +leaf_weight=1658.9287241399288 3404.9599333740771 9038.588408485055 14706.611348859966 5716.7591951526701 14292.282658532262 77727.100801557302 50933.764497250319 2652.206159286201 57353.86566504091 1185.6418728604913 4677.171467602253 179726.86105097085 6322.6679220721126 21795.169763915241 16743.505060486495 5.0458427481353274 19826.011889308691 33466.081072490662 16243.673059850931 534.86799038946629 2594.7543763369322 3241.5707486569881 983.60758504271507 77135.100524544716 14853.784486025572 31823.666382342577 3284.2650088369846 1432.6782597750425 8014.2682941854 1101.4718844592571 +leaf_count=99951 60659 21188 61621 209143 53134 214856 138312 16435 146142 18265 50899 481344 28787 64950 198914 56 51224 353644 43223 2037 8392 133443 4528 184977 39946 77418 8123 3949 20193 2359 +internal_value=0 0.000213987 0.000608176 -0.0184637 0.000157064 0.00029394 0.000711919 -0.00123571 0.00235751 -0.00384423 -0.00332554 0.000907636 0.00172528 0.00296227 -0.00266354 -0.00121703 0.00198634 -0.00124992 0.00276399 0.00406857 -0.00467418 -0.0158051 -0.00395301 0.000353656 -0.00347433 0.00147465 -0.000382543 0.00334455 0.00276555 0.00073202 +internal_weight=0 671860 612377 10617.3 486834 471144 370032 101112 125543 59482.4 56077.4 355740 176013 92554.9 51400.3 34656.8 70759.8 34651.7 116504 57888.7 20100.7 8958.33 15690.2 83457.8 17506 58615.8 81011.4 26792.1 25359.4 17345.1 +internal_count=2798112 2355575 1673138 442537 1356629 1290480 1002728 287752 316509 682437 621778 949594 468250 254486 570879 371965 189536 371909 295321 148179 64773 342586 66149 213764 56381 147142 222979 69724 65775 45582 +cat_boundaries=0 1 2 +cat_threshold=3 12 is_linear=0 shrinkage=0.1 Tree=80 num_leaves=31 -num_cat=2 -split_feature=2 2 6 6 2 2 8 8 5 0 7 1 7 2 1 8 2 4 6 2 1 3 0 11 1 1 1 11 10 4 -split_gain=612.505 190.537 95.5767 158.549 73.2303 69.0266 68.141 54.1863 50.418 46.8436 42.9148 53.9354 41.8242 41.6699 39.3653 72.4084 129.025 57.9047 39.5959 37.433 36.2271 35.7883 37.0932 65.5381 56.965 42.0357 35.0287 34.4944 32.9384 32.4919 -threshold=0.0037259655224283878 0.019373217493943499 0.32916666666666672 0.32037735849056609 0.26851811407648074 0.00098506602320961255 109.00000000000001 91.000000000000014 1.0000000180025095e-35 0.93315369722822028 0.28730158730158734 0.014259772880961174 1.0000000180025095e-35 0.9394277608023881 0.0019753508051330668 79.000000000000014 0.0057509725829962624 0.22401433691756276 0.73863636363636376 0.0076986998557233193 0.0012994548826654509 0.085669159815017465 0.011975436984612264 0 0.00025940600312429255 0.10423751679343561 0.3610968595124448 1 1.0000000180025095e-35 0.47913043478260875 -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 1 2 2 2 1 2 2 -left_child=5 9 3 4 8 -1 13 20 21 10 11 28 27 26 15 -11 17 -17 -16 -20 -6 29 23 -23 -24 -25 -4 -7 -2 -3 -right_child=1 2 6 -5 7 12 -8 -9 -10 14 -12 -13 -14 -15 18 16 -18 -19 19 -21 -22 22 24 25 -26 -27 -28 -29 -30 -31 -leaf_value=0.073338883310051811 0.0059941067328661791 -0.0099585496058832747 -0.0038619531719476605 0.1611812297447015 -0.0041232771411086827 0.0058685157283813356 -0.049944644054488584 0.016739937126186013 0.013679994606336144 -0.05725140239056456 0.017005411588097003 0.023845010873469324 0.045181189621066847 -0.02178586468082179 -0.0034941172392321689 -2.1946620417517297 -0.22450392222666249 -0.61557376209861525 -0.3224828840315927 -0.044761801043367355 -0.0007985504530441716 0.0062668099909117189 0.027005429358693284 -0.0023219339258900868 0.0031961446608519684 0.026247957046753059 -0.028259241416871497 0.031314743611075065 -0.01337148434364864 0.013060639867025615 -leaf_weight=444.10125167295337 10132.261151541024 4465.727066680789 48075.752246174961 60.865974877029657 48103.503234446049 746.08342714514583 334.29976847022772 1583.0188090354204 3401.7933224029839 60.641173709183931 6104.5930509567261 1620.7186986785382 1533.5033872248605 1379.3926967680454 480.3111673258245 0.5224668737500896 5.4511795155704021 0.41801651194691658 7.5125892274081734 13.710695572197436 102837.72919346392 12526.022854365408 1025.8474108204246 41652.925148364156 49170.787260968238 521.43946205824614 595.78513585403562 2025.1806271187961 961.65592041797936 710.7874222882092 -leaf_count=55716 282831 32491 258319 372 218923 60995 2027 7085 27340 1009 187833 42381 138260 9453 11991 26 119 21 246 218 442656 113061 9773 344223 347848 5400 4595 163969 23696 5235 -internal_value=0 -0.000363714 -0.000953292 -0.000197003 -0.00023393 0.035803 -0.0049469 -0.00166508 0.00168971 0.00925933 0.0101137 0.00680485 0.0319306 -0.00464635 -0.0190201 -0.0909936 -0.411125 -1.4928 -0.00940047 -0.143069 -0.00185811 0.00131915 0.00171971 -8.16767e-05 0.00368272 -0.00196823 -0.0041606 0.0245983 0.00431544 -0.00679778 -internal_weight=0 335833 316446 266060 266000 4748.87 50385.2 152524 113475 19387.8 18819.2 12714.6 4304.77 50050.9 568.567 67.0328 6.39166 0.940483 501.534 21.2233 150941 110074 104897 54700.4 50196.6 42174.4 48671.5 2771.26 11093.9 5176.51 -internal_count=2798112 2379172 1828801 1554407 1554035 418940 274394 668664 885371 550371 536741 348908 363224 272367 13630 1175 166 47 12455 464 661579 858031 820305 462684 357621 349623 262914 224964 306527 37726 -cat_boundaries=0 1 2 -cat_threshold=8 4 +num_cat=0 +split_feature=2 2 6 6 2 3 0 8 7 8 10 9 8 8 7 1 1 1 0 5 2 9 7 1 7 1 8 0 1 0 +split_gain=307.45 90.3556 47.527 71.3319 37.782 33.5587 32.4834 30.8603 26.2544 25.1647 24.5331 43.8534 28.8527 25.0873 20.637 20.3737 19.2757 19.2241 18.8994 18.2419 17.7085 17.6908 17.3126 16.5182 17.4629 19.1558 16.3615 16.1741 19.67 19.6177 +threshold=0.0038998500000000003 0.019786150000000006 0.32916666666666672 0.32037735849056609 0.0012430000000000002 0.32691125000000004 0.067230950000000012 109.00000000000001 0.43875000000000003 77.000000000000014 1.0000000180025095e-35 1.0000000180025095e-35 33.000000000000007 29.000000000000004 0.43019480519480524 0.00024415000000000005 0.0071217500000000005 0.10548565000000001 0.0013425500000000003 0.033908045977011504 0.9093842000000002 1.0000000180025095e-35 1.0000000180025095e-35 2.9250000000000003e-05 0.063717532467532478 0.011179950000000003 57.000000000000007 0.0015049000000000002 0.00039715000000000003 0.010599350000000002 +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=4 9 3 5 -1 10 8 20 14 21 13 -12 16 -3 17 18 -13 27 -10 -15 -4 23 -6 -2 25 -25 -21 -7 29 -29 +right_child=1 2 7 -5 22 6 -8 -9 15 -11 11 12 -14 19 -16 -17 -18 -19 -20 26 -22 -23 -24 24 -26 -27 -28 28 -30 -31 +leaf_value=0.031619272890734365 0.016034087466310236 0.004389226695197322 -0.0019777711661923851 0.076774020822977615 0.011365072182727929 0.00173904730690266 0.0028099434358972043 -0.023979307998659362 0.00044042792507829014 0.010557855027392767 0.0054321719019112535 -0.00055115901060368282 0.014137663096576431 -0.0018247899364023309 -0.066085344655469239 0.0011320690722223135 -0.0088132612819745038 0.0058988513906667716 0.011338802047970576 0.00071996440023816858 -0.007337861412321775 -0.010072766755693024 0.020679638398848805 0.00043933460784972405 0.0066158947945683267 0.0091890785819378467 0.012922980824382382 0.00014516222202702315 -0.0016399684127624754 0.0074909123838289501 +leaf_weight=1555.1861034426838 1067.3490188084543 7126.2395895421505 93430.067047506571 120.66382502019405 5581.7630871646106 22882.290378853679 53067.210635736585 662.88211746513844 2668.1597318202257 5768.3010687157512 14865.591410972178 6858.6975740194321 953.76424051076174 185127.72040992975 48.087996020913124 70036.567526251078 4799.9102992266417 4481.4944753795862 3942.1595047190785 4163.1965411528945 6598.9664507955313 946.00771892815828 3105.7011329028755 17732.949199981987 10938.319045908749 2913.1725799888372 1492.6539087593555 21018.412195406854 123104.10263322294 4395.9713392704725 +leaf_count=99951 18867 16837 249917 374 209143 103610 157200 2004 15353 98011 36865 15130 2426 453741 132 223564 10504 18028 17524 11662 21190 10308 133443 220841 156677 34020 4643 76776 362298 17073 +internal_value=0 -0.000192343 -0.000481947 -0.000104329 0.0172646 -0.000121798 0.000560854 -0.00247389 8.83134e-05 0.00445594 -0.00104753 0.00175244 -0.00258469 -0.00143628 -0.000584633 0.00163295 -0.00395271 -0.000566725 0.00693983 -0.00165388 -0.00233138 0.00340832 0.014695 0.0037989 0.00338543 0.00167393 0.0039405 -0.000735776 -0.00111707 0.00141577 +internal_weight=0 671211 631845 531153 10242.7 531032 305644 100692 252577 39366.1 225388 27478 12612.4 197910 175930 76646.9 11658.6 175882 6610.32 190784 100029 33597.8 8687.46 32651.8 31584.4 20646.1 5655.85 171401 148518 25414.4 +internal_count=2798112 2355575 1816851 1543740 442537 1543366 991558 273111 834358 538724 551808 64925 28060 486883 577917 256441 25634 577785 32877 470046 271107 440713 342586 430405 411538 254861 16305 559757 456147 93849 is_linear=0 shrinkage=0.1 Tree=81 num_leaves=31 -num_cat=2 -split_feature=2 2 6 6 2 2 8 8 5 0 7 1 7 2 1 8 2 4 6 2 1 3 0 11 1 1 1 11 10 4 -split_gain=612.505 190.537 95.5767 158.549 73.2303 69.0266 68.141 54.1863 50.418 46.8436 42.9148 53.9354 41.8242 41.6699 39.3653 72.4084 129.025 57.9047 39.5959 37.433 36.2271 35.7883 37.0932 65.5381 56.965 42.0357 35.0287 34.4944 32.9384 32.4919 -threshold=0.0037259655224283878 0.019373217493943499 0.32916666666666672 0.32037735849056609 0.26851811407648074 0.00098506602320961255 109.00000000000001 91.000000000000014 1.0000000180025095e-35 0.93315369722822028 0.28730158730158734 0.014259772880961174 1.0000000180025095e-35 0.9394277608023881 0.0019753508051330668 79.000000000000014 0.0057509725829962624 0.22401433691756276 0.73863636363636376 0.0076986998557233193 0.0012994548826654509 0.085669159815017465 0.011975436984612264 0 0.00025940600312429255 0.10423751679343561 0.3610968595124448 1 1.0000000180025095e-35 0.47913043478260875 -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 1 2 2 2 1 2 2 -left_child=5 9 3 4 8 -1 13 20 21 10 11 28 27 26 15 -11 17 -17 -16 -20 -6 29 23 -23 -24 -25 -4 -7 -2 -3 -right_child=1 2 6 -5 7 12 -8 -9 -10 14 -12 -13 -14 -15 18 16 -18 -19 19 -21 -22 22 24 25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.073338883310051811 -0.0059941067328661791 0.0099585496058832747 0.0038619531719476605 -0.1611812297447015 0.0041232771411086827 -0.0058685157283813356 0.049944644054488584 -0.016739937126186013 -0.013679994606336144 0.05725140239056456 -0.017005411588097003 -0.023845010873469324 -0.045181189621066847 0.02178586468082179 0.0034941172392321689 2.1946620417517297 0.22450392222666249 0.61557376209861525 0.3224828840315927 0.044761801043367355 0.0007985504530441716 -0.0062668099909117189 -0.027005429358693284 0.0023219339258900868 -0.0031961446608519684 -0.026247957046753059 0.028259241416871497 -0.031314743611075065 0.01337148434364864 -0.013060639867025615 -leaf_weight=444.10125167295337 10132.261151541024 4465.727066680789 48075.752246174961 60.865974877029657 48103.503234446049 746.08342714514583 334.29976847022772 1583.0188090354204 3401.7933224029839 60.641173709183931 6104.5930509567261 1620.7186986785382 1533.5033872248605 1379.3926967680454 480.3111673258245 0.5224668737500896 5.4511795155704021 0.41801651194691658 7.5125892274081734 13.710695572197436 102837.72919346392 12526.022854365408 1025.8474108204246 41652.925148364156 49170.787260968238 521.43946205824614 595.78513585403562 2025.1806271187961 961.65592041797936 710.7874222882092 -leaf_count=55716 282831 32491 258319 372 218923 60995 2027 7085 27340 1009 187833 42381 138260 9453 11991 26 119 21 246 218 442656 113061 9773 344223 347848 5400 4595 163969 23696 5235 -internal_value=0 0.000363714 0.000953292 0.000197003 0.00023393 -0.035803 0.0049469 0.00166508 -0.00168971 -0.00925933 -0.0101137 -0.00680485 -0.0319306 0.00464635 0.0190201 0.0909936 0.411125 1.4928 0.00940047 0.143069 0.00185811 -0.00131915 -0.00171971 8.16767e-05 -0.00368272 0.00196823 0.0041606 -0.0245983 -0.00431544 0.00679778 -internal_weight=0 335833 316446 266060 266000 4748.87 50385.2 152524 113475 19387.8 18819.2 12714.6 4304.77 50050.9 568.567 67.0328 6.39166 0.940483 501.534 21.2233 150941 110074 104897 54700.4 50196.6 42174.4 48671.5 2771.26 11093.9 5176.51 -internal_count=2798112 2379172 1828801 1554407 1554035 418940 274394 668664 885371 550371 536741 348908 363224 272367 13630 1175 166 47 12455 464 661579 858031 820305 462684 357621 349623 262914 224964 306527 37726 -cat_boundaries=0 1 2 -cat_threshold=8 4 +num_cat=0 +split_feature=2 2 6 6 2 3 0 8 7 8 10 9 8 8 7 1 1 1 0 5 2 9 7 1 7 1 8 0 1 0 +split_gain=307.45 90.3556 47.527 71.3319 37.782 33.5587 32.4834 30.8603 26.2544 25.1647 24.5331 43.8534 28.8527 25.0873 20.637 20.3737 19.2757 19.2241 18.8994 18.2419 17.7085 17.6908 17.3126 16.5182 17.4629 19.1558 16.3615 16.1741 19.67 19.6177 +threshold=0.0038998500000000003 0.019786150000000006 0.32916666666666672 0.32037735849056609 0.0012430000000000002 0.32691125000000004 0.067230950000000012 109.00000000000001 0.43875000000000003 77.000000000000014 1.0000000180025095e-35 1.0000000180025095e-35 33.000000000000007 29.000000000000004 0.43019480519480524 0.00024415000000000005 0.0071217500000000005 0.10548565000000001 0.0013425500000000003 0.033908045977011504 0.9093842000000002 1.0000000180025095e-35 1.0000000180025095e-35 2.9250000000000003e-05 0.063717532467532478 0.011179950000000003 57.000000000000007 0.0015049000000000002 0.00039715000000000003 0.010599350000000002 +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=4 9 3 5 -1 10 8 20 14 21 13 -12 16 -3 17 18 -13 27 -10 -15 -4 23 -6 -2 25 -25 -21 -7 29 -29 +right_child=1 2 7 -5 22 6 -8 -9 15 -11 11 12 -14 19 -16 -17 -18 -19 -20 26 -22 -23 -24 24 -26 -27 -28 28 -30 -31 +leaf_value=-0.031619272890734365 -0.016034087466310236 -0.004389226695197322 0.0019777711661923851 -0.076774020822977615 -0.011365072182727929 -0.00173904730690266 -0.0028099434358972043 0.023979307998659362 -0.00044042792507829014 -0.010557855027392767 -0.0054321719019112535 0.00055115901060368282 -0.014137663096576431 0.0018247899364023309 0.066085344655469239 -0.0011320690722223135 0.0088132612819745038 -0.0058988513906667716 -0.011338802047970576 -0.00071996440023816858 0.007337861412321775 0.010072766755693024 -0.020679638398848805 -0.00043933460784972405 -0.0066158947945683267 -0.0091890785819378467 -0.012922980824382382 -0.00014516222202702315 0.0016399684127624754 -0.0074909123838289501 +leaf_weight=1555.1861034426838 1067.3490188084543 7126.2395895421505 93430.067047506571 120.66382502019405 5581.7630871646106 22882.290378853679 53067.210635736585 662.88211746513844 2668.1597318202257 5768.3010687157512 14865.591410972178 6858.6975740194321 953.76424051076174 185127.72040992975 48.087996020913124 70036.567526251078 4799.9102992266417 4481.4944753795862 3942.1595047190785 4163.1965411528945 6598.9664507955313 946.00771892815828 3105.7011329028755 17732.949199981987 10938.319045908749 2913.1725799888372 1492.6539087593555 21018.412195406854 123104.10263322294 4395.9713392704725 +leaf_count=99951 18867 16837 249917 374 209143 103610 157200 2004 15353 98011 36865 15130 2426 453741 132 223564 10504 18028 17524 11662 21190 10308 133443 220841 156677 34020 4643 76776 362298 17073 +internal_value=0 0.000192343 0.000481947 0.000104329 -0.0172646 0.000121798 -0.000560854 0.00247389 -8.83134e-05 -0.00445594 0.00104753 -0.00175244 0.00258469 0.00143628 0.000584633 -0.00163295 0.00395271 0.000566725 -0.00693983 0.00165388 0.00233138 -0.00340832 -0.014695 -0.0037989 -0.00338543 -0.00167393 -0.0039405 0.000735776 0.00111707 -0.00141577 +internal_weight=0 671211 631845 531153 10242.7 531032 305644 100692 252577 39366.1 225388 27478 12612.4 197910 175930 76646.9 11658.6 175882 6610.32 190784 100029 33597.8 8687.46 32651.8 31584.4 20646.1 5655.85 171401 148518 25414.4 +internal_count=2798112 2355575 1816851 1543740 442537 1543366 991558 273111 834358 538724 551808 64925 28060 486883 577917 256441 25634 577785 32877 470046 271107 440713 342586 430405 411538 254861 16305 559757 456147 93849 is_linear=0 shrinkage=0.1 Tree=82 num_leaves=31 -num_cat=2 -split_feature=3 2 3 9 6 6 11 6 5 8 8 8 0 3 0 7 8 7 8 11 2 2 0 8 1 1 8 7 0 2 -split_gain=518.343 131.414 114.319 65.5481 53.8446 128.817 47.3374 46.298 48.5572 44.9494 43.698 40.7179 35.372 35.1283 38.9094 37.2436 41.7581 61.017 41.0546 38.5925 55.4848 44.9501 43.6929 37.1991 35.6058 34.9235 35.5904 34.9049 34.0302 33.825 -threshold=0.9925249323376617 0.083629963592472559 0.99734126616051177 1.0000000180025095e-35 0.32916666666666672 0.32037735849056609 0 0.39791666666666675 1.0000000180025095e-35 91.000000000000014 77.000000000000014 109.00000000000001 0.00040655527990220055 0.3131549406786604 0.10640809349390112 0.62678571428571439 79.000000000000014 1.0000000180025095e-35 71.000000000000014 1 0.58710669808424376 0.94691384913913623 0.04107229027592782 49.000000000000007 0.030813650209460041 0.036225419549978495 139.00000000000003 0.43875000000000003 0.00026164325325480118 0.9394277608023881 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 -left_child=1 3 6 7 5 9 28 8 10 13 -1 29 -9 15 27 16 18 -18 19 20 -3 -21 23 24 -22 -12 -27 -15 -2 -6 -right_child=2 4 -4 -5 11 -7 -8 12 -10 -11 25 -13 -14 14 -16 -17 17 -19 -20 21 22 -23 -24 -25 -26 26 -28 -29 -30 -31 -leaf_value=0.0032157157462904332 0.017863481978699244 -0.0051244751889116614 0.04723659851600559 -0.013773307180883675 -0.0038808874024050706 0.16346658779486345 0.023979627766276948 0.025331959233807586 0.020349724186502025 0.013138439210005263 0.008303961524789405 -0.041462670076625505 -0.0066730686183215752 -0.0017744331656928331 0.0047150407608342829 -0.0057054900890093916 -0.0074497346939296815 0.0117113161773231 0.013000985936374072 -0.0025730224375841099 0.0040286890641786921 -0.037753881288404421 0.012536540731220212 -0.029689180798278078 -0.019775707519474824 0.029887728951106165 -0.050779705921854781 0.0022611677843759679 -0.013638669981701882 -0.019897202591290034 -leaf_weight=47757.138921716716 707.74048021622002 7456.3745844811201 1893.3629095689394 2118.9099203152582 42973.669861406088 47.721267886459827 4339.8493839432485 369.64622030127794 1975.2750359666534 2274.0565760359168 7350.440296149347 297.97015549987555 5247.6032106070779 70405.97630956769 16325.206993341446 24995.691480308771 16149.344288878143 1852.5760120898485 2341.3881358504295 29179.382692143321 13042.723282754421 367.75383087992668 5535.5717974901199 359.85449333488941 660.16046907007694 1214.1238686647266 57.273711025714874 30811.766455896199 665.22695234976709 1360.3373290300369 -leaf_count=654006 40005 35567 220175 24959 204888 257 250203 8513 31052 12018 137273 1507 67038 355838 89809 115805 74199 8828 11061 132085 59868 2424 22637 1680 2715 24460 1712 158716 39361 9453 -internal_value=0 -0.000460748 0.0259412 0.00353074 -0.00145085 -0.000813156 0.0188834 0.0041039 0.00493857 -0.000848508 0.00439863 -0.00461995 -0.00456696 -0.000993426 0.000184732 -0.0023519 -0.00126249 -0.00547787 2.49406e-05 -0.000511826 0.00221665 -0.00300988 0.00501079 0.0020484 0.00288187 0.0109509 0.0262538 -0.000545953 0.00258133 -0.00437233 -internal_weight=0 332528 7606.18 66090.4 266438 221806 5712.82 63971.5 58354.3 221758 56379 44632 5617.25 219484 117543 101941 76945.1 18001.9 58943.2 56601.8 27054.7 29547.1 19598.3 14062.7 13702.9 8621.84 1271.4 101218 1372.97 44334 -internal_count=2798112 2248368 549744 949013 1299355 1083507 329569 924054 848503 1083250 817451 215848 75551 1071232 604363 466869 351064 83027 268037 256976 122467 134509 86900 64263 62583 163445 26172 514554 79366 214341 -cat_boundaries=0 1 2 -cat_threshold=4 3 +num_cat=3 +split_feature=2 2 6 2 6 7 2 8 5 4 1 0 3 1 11 8 0 1 1 0 3 1 11 8 8 3 7 2 0 11 +split_gain=259.968 81.258 43.1243 36.1021 31.6664 38.9505 30.5499 29.4853 25.1671 24.448 22.1127 23.444 20.7181 19.8745 19.787 19.3017 17.5187 33.2529 18.8743 16.9519 19.2687 23.6776 17.4955 16.886 16.8674 59.4739 16.8663 16.7418 16.5682 16.3823 +threshold=0.0035292500000000007 0.015134200000000002 0.37689393939393945 0.13122400000000004 0.3816526610644258 0.41277890466531447 0.00098095000000000018 91.000000000000014 1.0000000180025095e-35 0.53589743589743599 0.017891300000000002 0.0020469500000000005 0.065702100000000013 7.9050000000000011e-05 0 35.000000000000007 0.0060994000000000005 0.00075465000000000005 0.00010605000000000002 0.041871700000000005 0.094632500000000022 0.018939650000000006 1 27.000000000000004 93.000000000000014 0.045468150000000006 0.25357142857142861 0.95492530000000009 0.0017733500000000001 2 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 +left_child=6 10 3 8 5 -4 -1 19 14 12 11 26 -6 -13 -3 -8 18 -18 -16 20 21 22 -5 -14 25 -9 29 -24 -22 -2 +right_child=1 2 4 7 9 -7 15 24 -10 -11 -12 13 23 -15 16 -17 17 -19 -20 -21 28 -23 27 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.035692987765591065 0.0064445873820025718 0.002370938157553776 0.04612660582283213 -0.00088511493893691097 -0.0075054451840712993 -0.06652559617066986 0.012102014488154792 0.211448656260569 0.0085273729207380761 0.037712332605876087 0.013104056410122054 0.025972282005840626 0.010412698064241541 -0.0032056530347896635 0.0053047631683219975 0.022898878916666969 0.0072934515699901049 3.2144139164965721e-05 -0.0023503712626033908 0.00012901154213749009 0.0017111605249611368 -0.015481175644344654 -0.0052230420961936492 -0.0021924585322089887 0.0057832106686008375 0.019371919150621159 0.0093728077771980233 -0.026618831388559163 -0.0011478900183605233 -0.00032625255171441414 +leaf_weight=810.73967664688826 8193.4309003911912 61952.799209371209 38.590597197413445 17384.719268620014 7556.7580930814147 149.96862096339464 5568.3597525078803 16.921526908874512 4631.9158157259226 151.34256035089493 2967.1807795539498 244.51177312061191 1078.4100004583597 5158.2864346150309 3566.276502802968 2356.4743906650692 7753.0986995100975 33804.555600829422 33249.488871626556 167388.64014793932 22694.576070725918 1573.467825114727 11003.21630884707 73189.137368038297 3962.3549872338772 340.5109094530344 7353.8690311778337 378.29074980318546 189643.13643890619 6338.2395732812583 +leaf_count=55454 127951 321658 120 45160 22563 380 241383 49 23687 437 44576 3304 2836 69190 24377 112636 34697 143861 166319 386471 53843 3404 31351 199594 9767 839 135501 1406 432517 102781 +internal_value=0 -0.0001588 -0.000397651 -8.34104e-05 -0.00253688 -0.0434702 0.017204 -0.000558577 0.00127493 -0.00244273 0.00490555 0.00401409 -0.002517 -0.00188516 0.00103554 0.0153125 -2.03732e-05 0.00138683 -0.00160883 -0.000645154 -0.00117914 -0.00353647 -0.00288311 -0.00200942 0.00765999 0.0284652 0.00547042 -0.00592897 -0.000842316 0.00349558 +internal_weight=0 671764 641508 559344 82164.2 188.559 8735.57 414386 144958 81975.6 30255.5 27288.3 81824.3 5402.8 140326 7924.83 78373.4 41557.7 36815.8 410066 242677 30339.7 28766.2 74267.5 4319.79 357.432 21885.5 11381.5 212338 14531.7 +internal_count=2798112 2388639 1905336 1679406 225930 500 409473 964807 714599 225430 483303 438727 224993 72494 690912 354019 369254 178558 190696 954152 567681 81321 77917 202430 10655 888 366233 32757 486360 230732 +cat_boundaries=0 1 2 3 +cat_threshold=12 3 3 is_linear=0 shrinkage=0.1 Tree=83 num_leaves=31 -num_cat=2 -split_feature=3 2 3 9 6 6 11 6 5 8 8 8 0 3 0 7 8 7 8 11 2 2 0 8 1 1 8 7 0 2 -split_gain=518.343 131.414 114.319 65.5481 53.8446 128.817 47.3374 46.298 48.5572 44.9494 43.698 40.7179 35.372 35.1283 38.9094 37.2436 41.7581 61.017 41.0546 38.5925 55.4848 44.9501 43.6929 37.1991 35.6058 34.9235 35.5904 34.9049 34.0302 33.825 -threshold=0.9925249323376617 0.083629963592472559 0.99734126616051177 1.0000000180025095e-35 0.32916666666666672 0.32037735849056609 0 0.39791666666666675 1.0000000180025095e-35 91.000000000000014 77.000000000000014 109.00000000000001 0.00040655527990220055 0.3131549406786604 0.10640809349390112 0.62678571428571439 79.000000000000014 1.0000000180025095e-35 71.000000000000014 1 0.58710669808424376 0.94691384913913623 0.04107229027592782 49.000000000000007 0.030813650209460041 0.036225419549978495 139.00000000000003 0.43875000000000003 0.00026164325325480118 0.9394277608023881 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 -left_child=1 3 6 7 5 9 28 8 10 13 -1 29 -9 15 27 16 18 -18 19 21 -21 -3 23 24 -22 -12 -27 -15 -2 -6 -right_child=2 4 -4 -5 11 -7 -8 12 -10 -11 25 -13 -14 14 -16 -17 17 -19 -20 20 22 -23 -24 -25 -26 26 -28 -29 -30 -31 -leaf_value=-0.0032157157462904332 -0.017863481978699244 0.0025730224375841099 -0.04723659851600559 0.013773307180883675 0.0038808874024050706 -0.16346658779486345 -0.023979627766276948 -0.025331959233807586 -0.020349724186502025 -0.013138439210005263 -0.008303961524789405 0.041462670076625505 0.0066730686183215752 0.0017744331656928331 -0.0047150407608342829 0.0057054900890093916 0.0074497346939296815 -0.0117113161773231 -0.013000985936374072 0.0051244751889116614 -0.0040286890641786921 0.037753881288404421 -0.012536540731220212 0.029689180798278078 0.019775707519474824 -0.029887728951106165 0.050779705921854781 -0.0022611677843759679 0.013638669981701882 0.019897202591290034 -leaf_weight=47757.138921716716 707.74048021622002 29179.382692143321 1893.3629095689394 2118.9099203152582 42973.669861406088 47.721267886459827 4339.8493839432485 369.64622030127794 1975.2750359666534 2274.0565760359168 7350.440296149347 297.97015549987555 5247.6032106070779 70405.97630956769 16325.206993341446 24995.691480308771 16149.344288878143 1852.5760120898485 2341.3881358504295 7456.3745844811201 13042.723282754421 367.75383087992668 5535.5717974901199 359.85449333488941 660.16046907007694 1214.1238686647266 57.273711025714874 30811.766455896199 665.22695234976709 1360.3373290300369 -leaf_count=654006 40005 132085 220175 24959 204888 257 250203 8513 31052 12018 137273 1507 67038 355838 89809 115805 74199 8828 11061 35567 59868 2424 22637 1680 2715 24460 1712 158716 39361 9453 -internal_value=0 0.000460748 -0.0259412 -0.00353074 0.00145085 0.000813156 -0.0188834 -0.0041039 -0.00493857 0.000848508 -0.00439863 0.00461995 0.00456696 0.000993426 -0.000184732 0.0023519 0.00126249 0.00547787 -2.49406e-05 0.000511826 -0.00221665 0.00300988 -0.00501079 -0.0020484 -0.00288187 -0.0109509 -0.0262538 0.000545953 -0.00258133 0.00437233 -internal_weight=0 332528 7606.18 66090.4 266438 221806 5712.82 63971.5 58354.3 221758 56379 44632 5617.25 219484 117543 101941 76945.1 18001.9 58943.2 56601.8 27054.7 29547.1 19598.3 14062.7 13702.9 8621.84 1271.4 101218 1372.97 44334 -internal_count=2798112 2248368 549744 949013 1299355 1083507 329569 924054 848503 1083250 817451 215848 75551 1071232 604363 466869 351064 83027 268037 256976 122467 134509 86900 64263 62583 163445 26172 514554 79366 214341 -cat_boundaries=0 1 2 -cat_threshold=4 12 +num_cat=3 +split_feature=2 2 6 2 6 7 2 8 5 4 1 0 3 1 11 8 0 1 1 0 3 1 11 8 8 3 7 2 0 11 +split_gain=259.968 81.258 43.1243 36.1021 31.6664 38.9505 30.5499 29.4853 25.1671 24.448 22.1127 23.444 20.7181 19.8745 19.787 19.3017 17.5187 33.2529 18.8743 16.9519 19.2687 23.6776 17.4955 16.886 16.8674 59.4739 16.8663 16.7418 16.5682 16.3823 +threshold=0.0035292500000000007 0.015134200000000002 0.37689393939393945 0.13122400000000004 0.3816526610644258 0.41277890466531447 0.00098095000000000018 91.000000000000014 1.0000000180025095e-35 0.53589743589743599 0.017891300000000002 0.0020469500000000005 0.065702100000000013 7.9050000000000011e-05 0 35.000000000000007 0.0060994000000000005 0.00075465000000000005 0.00010605000000000002 0.041871700000000005 0.094632500000000022 0.018939650000000006 1 27.000000000000004 93.000000000000014 0.045468150000000006 0.25357142857142861 0.95492530000000009 0.0017733500000000001 2 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 +left_child=6 10 3 8 5 -4 -1 19 14 12 11 26 -6 -13 16 -8 18 -18 -3 20 21 22 27 -14 25 -9 29 -5 -22 -2 +right_child=1 2 4 7 9 -7 15 24 -10 -11 -12 13 23 -15 -16 -17 17 -19 -20 -21 28 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.035692987765591065 0.00032625255171441414 -0.0053047631683219975 -0.04612660582283213 0.0052230420961936492 0.0075054451840712993 0.06652559617066986 -0.012102014488154792 -0.211448656260569 -0.0085273729207380761 -0.037712332605876087 -0.013104056410122054 -0.025972282005840626 -0.010412698064241541 0.0032056530347896635 -0.002370938157553776 -0.022898878916666969 -0.0072934515699901049 -3.2144139164965721e-05 0.0023503712626033908 -0.00012901154213749009 -0.0017111605249611368 0.015481175644344654 0.00088511493893691097 0.0021924585322089887 -0.0057832106686008375 -0.019371919150621159 -0.0093728077771980233 0.026618831388559163 0.0011478900183605233 -0.0064445873820025718 +leaf_weight=810.73967664688826 6338.2395732812583 3566.276502802968 38.590597197413445 11003.21630884707 7556.7580930814147 149.96862096339464 5568.3597525078803 16.921526908874512 4631.9158157259226 151.34256035089493 2967.1807795539498 244.51177312061191 1078.4100004583597 5158.2864346150309 61952.799209371209 2356.4743906650692 7753.0986995100975 33804.555600829422 33249.488871626556 167388.64014793932 22694.576070725918 1573.467825114727 17384.719268620014 73189.137368038297 3962.3549872338772 340.5109094530344 7353.8690311778337 378.29074980318546 189643.13643890619 8193.4309003911912 +leaf_count=55454 102781 24377 120 31351 22563 380 241383 49 23687 437 44576 3304 2836 69190 321658 112636 34697 143861 166319 386471 53843 3404 45160 199594 9767 839 135501 1406 432517 127951 +internal_value=0 0.0001588 0.000397651 8.34104e-05 0.00253688 0.0434702 -0.017204 0.000558577 -0.00127493 0.00244273 -0.00490555 -0.00401409 0.002517 0.00188516 -0.00103554 -0.0153125 2.03732e-05 -0.00138683 0.00160883 0.000645154 0.00117914 0.00353647 0.00288311 0.00200942 -0.00765999 -0.0284652 -0.00547042 0.00592897 0.000842316 -0.00349558 +internal_weight=0 671764 641508 559344 82164.2 188.559 8735.57 414386 144958 81975.6 30255.5 27288.3 81824.3 5402.8 140326 7924.83 78373.4 41557.7 36815.8 410066 242677 30339.7 28766.2 74267.5 4319.79 357.432 21885.5 11381.5 212338 14531.7 +internal_count=2798112 2388639 1905336 1679406 225930 500 409473 964807 714599 225430 483303 438727 224993 72494 690912 354019 369254 178558 190696 954152 567681 81321 77917 202430 10655 888 366233 32757 486360 230732 +cat_boundaries=0 1 2 3 +cat_threshold=3 12 12 is_linear=0 shrinkage=0.1 Tree=84 num_leaves=31 -num_cat=1 -split_feature=2 0 1 1 9 8 10 2 0 8 8 3 4 3 6 6 0 1 8 7 1 0 2 0 0 4 8 1 11 3 -split_gain=444.949 157.053 100.743 93.5755 67.1471 88.7321 84.3753 61.8249 60.2331 98.4606 58.3617 50.5033 49.933 48.4482 47.9503 62.1252 47.0311 46.8554 46.6877 45.9543 45.4299 48.4004 46.5848 44.7676 43.6431 42.8311 41.8088 41.2502 38.8801 41.1131 -threshold=0.0036046264903578026 0.0010230173081795327 0.00010314029343760731 0.0031011824696210119 1.0000000180025095e-35 53.000000000000007 1.0000000180025095e-35 0.00098506602320961255 0.87763352759617652 79.000000000000014 195.00000000000003 0.3131549406786604 0.063508064516129045 0.07262160014027029 0.37689393939393945 0.3816526610644258 0.00023142933525530251 0.0009320934440785652 35.000000000000007 0.15504807692307696 0.00022347835910720268 0.013254821307850473 0.072833657327858972 0.0024916979378016117 0.010140350258714804 0.28464818763326233 61.000000000000007 0.0078175552521854205 0 0.080465500804126081 -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 1 2 -left_child=7 16 -3 8 6 27 11 -1 10 -10 14 12 28 -11 20 25 -2 -18 -9 -8 24 -22 -23 -13 -4 -16 -14 -6 29 -5 -right_child=1 2 3 4 5 -7 19 18 9 13 -12 23 26 -15 15 -17 17 -19 -20 -21 21 22 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.069878988958998078 0.022030017933321974 0.017241471256499438 0.0025440989745573236 -0.017871634047831295 -0.0032628999986807359 0.033680462358736958 0.0061869916986123895 0.021206683960642236 -0.020935988990436784 -0.13956307566565759 -0.10754714355754598 0.016002277356726543 0.00067300985041488307 -0.58095131544075851 -0.15182815284318565 -0.0066235099317372903 0.0042558941615192126 0.017382687127244417 0.045221936994269685 0.021686876999847358 -0.0039063042078315144 0.010795483945247056 -0.00081721392270742317 0.0020879367382402063 0.025443960387648901 0.12470171396724122 0.014447466975762277 -0.017808660808000174 -0.0010445508987823704 -0.0044095952187909911 -leaf_weight=395.5708849648945 1997.6559454221278 3029.2059706663713 8947.9538164399564 2888.593130887486 3906.0021108482033 482.19045470561832 7557.0630796607584 2713.0981877902523 678.06089244037867 51.79371620900929 52.952959770336747 2405.2028194759041 7085.7197204623371 2.612194910645484 44.607898101210594 22060.303078850731 20023.986762188375 3146.4970294302329 1153.7791375219822 2561.0295469155535 79901.72370896861 3720.8127536494285 48253.917375095189 59844.962202139199 917.58593043126166 6.4054139479994765 3198.0716205704957 3892.5676313471049 38227.551270240918 10569.667779782787 -leaf_count=55716 74885 45036 78479 21270 19168 3224 47577 240489 6728 867 367 28731 41250 42 239 125302 345543 46330 111672 17457 519727 39998 232636 376992 8676 35 20741 19373 213817 55745 -internal_value=0 -0.000289577 -0.000905817 -0.00108473 0.000790299 -0.00794926 0.00132902 0.0322242 -0.00270898 -0.0313215 -0.00258111 0.00061376 -0.00140714 -0.160755 -0.00254719 -0.00687841 0.00730777 0.00603848 0.0283722 0.0101102 -0.00187153 -0.0023612 1.41261e-05 0.00262555 0.004674 -0.117106 0.00495661 -0.0105233 -0.00267332 -0.00729358 -internal_weight=0 335455 310287 307257 142619 8280.76 134338 4262.45 164639 732.467 163906 124220 61969.6 54.4059 163853 22111.3 25168.1 23170.5 3866.88 10118.1 141742 131876 51974.7 62250.2 9865.54 51.0133 10283.8 7798.57 51685.8 13458.3 -internal_count=2798112 2390235 1923477 1878441 865345 41765 823580 407877 1013096 7637 1005459 758546 352823 909 1005092 125576 466758 391873 352161 65034 879516 792361 272634 405723 87155 274 61991 38541 290832 77015 -cat_boundaries=0 1 -cat_threshold=8 +num_cat=2 +split_feature=2 2 3 11 8 2 8 0 1 8 10 9 8 1 6 2 1 4 2 7 4 8 11 0 0 1 1 1 0 3 +split_gain=219.405 68.3291 38.2469 27.8771 31.2266 27.6093 26.2248 24.1234 22.0844 21.6843 21.3534 26.9861 26.3898 20.2827 22.0101 19.981 19.9251 17.2293 17.2189 15.6067 15.5136 15.3665 15.2757 15.1487 14.466 14.2722 14.217 13.7306 16.3044 12.97 +threshold=0.0034078000000000003 0.015134200000000002 0.32691125000000004 0 73.000000000000014 0.0012430000000000002 31.000000000000004 0.010599350000000002 0.014377850000000003 77.000000000000014 1.0000000180025095e-35 1.0000000180025095e-35 85.000000000000014 0.0025255000000000004 0.31142241379310348 0.94500335000000013 0.00016915000000000002 0.59545454545454557 0.048266900000000008 1.0000000180025095e-35 0.20942982456140355 119.00000000000001 1 0.92804180000000014 0.0011623500000000001 0.00043535000000000009 0.00010605000000000002 0.0052824500000000002 0.00023255000000000001 0.035131550000000004 +decision_type=2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 +left_child=5 9 6 4 18 -1 17 26 25 23 15 13 20 14 -12 -8 -9 29 -4 -7 24 -15 -11 -2 -13 -6 -5 28 -24 -3 +right_child=1 2 3 7 8 19 10 16 -10 22 11 12 -14 21 -16 -17 -18 -19 -20 -21 -22 -23 27 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.029288557703875076 0.0038092287879470141 -0.011006086370778059 0.0034607384838300972 0.0041795446013057659 0.0074072260488738211 0.010182674967151318 -0.0016658765663361112 0.018048710537534752 0.010327312219353476 0.016257993896752067 0.00094913800421174497 0.055295349435562337 0.051750341824758551 0.0054957466375566925 -0.019319349589986493 -0.0077072070665018411 0.00053644103835792472 0.019295258669643742 0.00015819876065065332 0.020265099547302712 0.0050640480106669983 0.056093779364555875 0.021769163006599063 -0.010377968616298616 -0.0044693887835841207 0.0018351058063774918 -0.0018860708866857382 0.02116552844498594 -0.0041136508520283948 0.0024796997478116981 +leaf_weight=1386.3016563709825 25087.293318282813 745.38792206346989 18007.086874976754 4032.0480117946863 5701.0108193010092 4300.0693774838001 226283.99030211568 654.7089122235775 4654.4657435789704 2433.1797126103193 2827.1658097207546 40.654535114765167 89.671901285648346 12300.295866779983 661.04366472363472 5610.338430762291 84983.90718510747 588.59783009439707 128073.76670655608 2387.7546832701191 2150.534298196435 60.315823286771774 296.26777531392872 775.9080004375428 10675.760177977383 23731.714017122984 92814.067920893431 399.09832795709372 1363.2962006442249 16496.169250674546 +leaf_count=99951 395775 1797 121803 27412 29198 181726 561306 3579 18124 47557 6617 87 253 31571 1581 18263 246612 1596 359180 116196 5058 220 7219 10525 23646 77292 330859 7557 26270 39282 +internal_value=0 -0.000138536 -0.000358015 0.000318844 0.00120118 0.0164448 -0.0012393 -0.000552324 0.00392661 0.00449746 -0.00149306 0.00107479 -0.00231041 0.00384225 -0.0028919 -0.00181204 0.000670323 0.00247103 0.000565296 0.0137824 -0.00268717 0.00574265 0.0109108 0.00338361 -0.00424266 0.00291441 -0.00163354 0.0044901 0.000506987 0.00189668 +internal_weight=0 671538 641183 362653 180168 8074.13 278530 182485 34087.2 30355 260700 28805.4 12956.6 15848.8 3488.21 231894 85638.6 17830.2 146081 6687.82 12866.9 12360.6 4491.84 25863.2 10716.4 29432.7 96846.1 2058.66 1659.56 17241.6 +internal_count=2798112 2400239 1905336 1214059 605597 397873 691277 608462 124614 494903 648602 69033 29044 39989 8198 579569 250191 42675 480983 297922 28791 31791 88603 406300 23733 106490 358271 41046 33489 41079 +cat_boundaries=0 1 2 +cat_threshold=12 3 is_linear=0 shrinkage=0.1 Tree=85 num_leaves=31 -num_cat=1 -split_feature=2 0 1 1 9 8 10 2 0 8 8 3 4 3 6 6 0 1 8 7 1 0 2 0 0 4 8 1 11 3 -split_gain=444.949 157.053 100.743 93.5755 67.1471 88.7321 84.3753 61.8249 60.2331 98.4606 58.3617 50.5033 49.933 48.4482 47.9503 62.1252 47.0311 46.8554 46.6877 45.9543 45.4299 48.4004 46.5848 44.7676 43.6431 42.8311 41.8088 41.2502 38.8801 41.1131 -threshold=0.0036046264903578026 0.0010230173081795327 0.00010314029343760731 0.0031011824696210119 1.0000000180025095e-35 53.000000000000007 1.0000000180025095e-35 0.00098506602320961255 0.87763352759617652 79.000000000000014 195.00000000000003 0.3131549406786604 0.063508064516129045 0.07262160014027029 0.37689393939393945 0.3816526610644258 0.00023142933525530251 0.0009320934440785652 35.000000000000007 0.15504807692307696 0.00022347835910720268 0.013254821307850473 0.072833657327858972 0.0024916979378016117 0.010140350258714804 0.28464818763326233 61.000000000000007 0.0078175552521854205 0 0.080465500804126081 -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 1 2 -left_child=7 16 -3 8 6 27 11 -1 10 -10 14 12 28 -11 20 25 -2 -18 -9 -8 24 -22 -23 -13 -4 -16 -14 -6 29 -5 -right_child=1 2 3 4 5 -7 19 18 9 13 -12 23 26 -15 15 -17 17 -19 -20 -21 21 22 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.069878988958998078 -0.022030017933321974 -0.017241471256499438 -0.0025440989745573236 0.017871634047831295 0.0032628999986807359 -0.033680462358736958 -0.0061869916986123895 -0.021206683960642236 0.020935988990436784 0.13956307566565759 0.10754714355754598 -0.016002277356726543 -0.00067300985041488307 0.58095131544075851 0.15182815284318565 0.0066235099317372903 -0.0042558941615192126 -0.017382687127244417 -0.045221936994269685 -0.021686876999847358 0.0039063042078315144 -0.010795483945247056 0.00081721392270742317 -0.0020879367382402063 -0.025443960387648901 -0.12470171396724122 -0.014447466975762277 0.017808660808000174 0.0010445508987823704 0.0044095952187909911 -leaf_weight=395.5708849648945 1997.6559454221278 3029.2059706663713 8947.9538164399564 2888.593130887486 3906.0021108482033 482.19045470561832 7557.0630796607584 2713.0981877902523 678.06089244037867 51.79371620900929 52.952959770336747 2405.2028194759041 7085.7197204623371 2.612194910645484 44.607898101210594 22060.303078850731 20023.986762188375 3146.4970294302329 1153.7791375219822 2561.0295469155535 79901.72370896861 3720.8127536494285 48253.917375095189 59844.962202139199 917.58593043126166 6.4054139479994765 3198.0716205704957 3892.5676313471049 38227.551270240918 10569.667779782787 -leaf_count=55716 74885 45036 78479 21270 19168 3224 47577 240489 6728 867 367 28731 41250 42 239 125302 345543 46330 111672 17457 519727 39998 232636 376992 8676 35 20741 19373 213817 55745 -internal_value=0 0.000289577 0.000905817 0.00108473 -0.000790299 0.00794926 -0.00132902 -0.0322242 0.00270898 0.0313215 0.00258111 -0.00061376 0.00140714 0.160755 0.00254719 0.00687841 -0.00730777 -0.00603848 -0.0283722 -0.0101102 0.00187153 0.0023612 -1.41261e-05 -0.00262555 -0.004674 0.117106 -0.00495661 0.0105233 0.00267332 0.00729358 -internal_weight=0 335455 310287 307257 142619 8280.76 134338 4262.45 164639 732.467 163906 124220 61969.6 54.4059 163853 22111.3 25168.1 23170.5 3866.88 10118.1 141742 131876 51974.7 62250.2 9865.54 51.0133 10283.8 7798.57 51685.8 13458.3 -internal_count=2798112 2390235 1923477 1878441 865345 41765 823580 407877 1013096 7637 1005459 758546 352823 909 1005092 125576 466758 391873 352161 65034 879516 792361 272634 405723 87155 274 61991 38541 290832 77015 -cat_boundaries=0 1 -cat_threshold=8 +num_cat=2 +split_feature=2 2 3 11 8 2 8 0 1 8 10 9 8 1 6 2 1 4 2 7 4 8 11 0 0 1 1 1 0 3 +split_gain=219.405 68.3291 38.2469 27.8771 31.2266 27.6093 26.2248 24.1234 22.0844 21.6843 21.3534 26.9861 26.3898 20.2827 22.0101 19.981 19.9251 17.2293 17.2189 15.6067 15.5136 15.3665 15.2757 15.1487 14.466 14.2722 14.217 13.7306 16.3044 12.97 +threshold=0.0034078000000000003 0.015134200000000002 0.32691125000000004 0 73.000000000000014 0.0012430000000000002 31.000000000000004 0.010599350000000002 0.014377850000000003 77.000000000000014 1.0000000180025095e-35 1.0000000180025095e-35 85.000000000000014 0.0025255000000000004 0.31142241379310348 0.94500335000000013 0.00016915000000000002 0.59545454545454557 0.048266900000000008 1.0000000180025095e-35 0.20942982456140355 119.00000000000001 1 0.92804180000000014 0.0011623500000000001 0.00043535000000000009 0.00010605000000000002 0.0052824500000000002 0.00023255000000000001 0.035131550000000004 +decision_type=2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 +left_child=5 9 6 7 18 -1 17 26 25 23 15 13 20 14 -12 -8 -9 29 -5 -7 24 -15 27 -2 -13 -6 -4 28 -11 -3 +right_child=1 2 3 4 8 19 10 16 -10 22 11 12 -14 21 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=-0.029288557703875076 -0.0038092287879470141 0.011006086370778059 -0.0041795446013057659 -0.0034607384838300972 -0.0074072260488738211 -0.010182674967151318 0.0016658765663361112 -0.018048710537534752 -0.010327312219353476 -0.021769163006599063 -0.00094913800421174497 -0.055295349435562337 -0.051750341824758551 -0.0054957466375566925 0.019319349589986493 0.0077072070665018411 -0.00053644103835792472 -0.019295258669643742 -0.00015819876065065332 -0.020265099547302712 -0.0050640480106669983 -0.056093779364555875 -0.016257993896752067 0.010377968616298616 0.0044693887835841207 -0.0018351058063774918 0.0018860708866857382 -0.02116552844498594 0.0041136508520283948 -0.0024796997478116981 +leaf_weight=1386.3016563709825 25087.293318282813 745.38792206346989 4032.0480117946863 18007.086874976754 5701.0108193010092 4300.0693774838001 226283.99030211568 654.7089122235775 4654.4657435789704 296.26777531392872 2827.1658097207546 40.654535114765167 89.671901285648346 12300.295866779983 661.04366472363472 5610.338430762291 84983.90718510747 588.59783009439707 128073.76670655608 2387.7546832701191 2150.534298196435 60.315823286771774 2433.1797126103193 775.9080004375428 10675.760177977383 23731.714017122984 92814.067920893431 399.09832795709372 1363.2962006442249 16496.169250674546 +leaf_count=99951 395775 1797 27412 121803 29198 181726 561306 3579 18124 7219 6617 87 253 31571 1581 18263 246612 1596 359180 116196 5058 220 47557 10525 23646 77292 330859 7557 26270 39282 +internal_value=0 0.000138536 0.000358015 -0.000318844 -0.00120118 -0.0164448 0.0012393 0.000552324 -0.00392661 -0.00449746 0.00149306 -0.00107479 0.00231041 -0.00384225 0.0028919 0.00181204 -0.000670323 -0.00247103 -0.000565296 -0.0137824 0.00268717 -0.00574265 -0.0109108 -0.00338361 0.00424266 -0.00291441 0.00163354 -0.0044901 -0.000506987 -0.00189668 +internal_weight=0 671538 641183 362653 180168 8074.13 278530 182485 34087.2 30355 260700 28805.4 12956.6 15848.8 3488.21 231894 85638.6 17830.2 146081 6687.82 12866.9 12360.6 4491.84 25863.2 10716.4 29432.7 96846.1 2058.66 1659.56 17241.6 +internal_count=2798112 2400239 1905336 1214059 605597 397873 691277 608462 124614 494903 648602 69033 29044 39989 8198 579569 250191 42675 480983 297922 28791 31791 88603 406300 23733 106490 358271 41046 33489 41079 +cat_boundaries=0 1 2 +cat_threshold=3 12 is_linear=0 shrinkage=0.1 Tree=86 num_leaves=31 -num_cat=1 -split_feature=2 0 1 1 9 8 10 2 3 0 1 2 7 8 2 8 11 4 0 7 8 0 1 8 2 3 0 8 2 10 -split_gain=373.622 130.179 82.7303 76.4019 56.4434 72.4029 68.6851 55.8074 54.403 56.2954 47.9161 46.9255 45.5858 42.2017 40.1786 39.7998 39.5306 39.4953 39.446 39.3669 39.1652 38.519 39.7866 35.9858 38.4253 42.6719 33.2394 32.8124 40.6511 32.2048 -threshold=0.0034903126319053104 0.0010230173081795327 0.00010314029343760731 0.0032761218657054313 1.0000000180025095e-35 53.000000000000007 1.0000000180025095e-35 0.00098506602320961255 0.16654070952683944 0.011196628912768 0.00030668121049123208 0.01699991305753221 0.40967365967365971 31.000000000000004 0.068754521337451482 35.000000000000007 0 0.18634259259259262 0.90822447087420122 0.15504807692307696 231.00000000000003 0.00023142933525530251 0.00081263372925313444 33.000000000000007 0.012250766793821056 0.077848331352565844 0.011196628912768 19.000000000000004 0.14518090456715091 1.0000000180025095e-35 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=7 21 -3 8 6 -6 14 -1 11 16 -11 18 17 29 23 -9 -10 27 -4 -8 -18 -2 -23 -5 -25 26 -26 28 -12 -13 -right_child=1 2 3 4 5 -7 19 15 9 10 12 13 -14 -15 -16 -17 20 -19 -20 -21 -22 22 -24 24 25 -27 -28 -29 -30 -31 -leaf_value=0.067630033645467463 0.019951165789609468 0.015741594190504884 -0.26814896313742292 0.0027849164469692152 -0.0097162423840925737 0.031162756979556974 0.0056434619164873962 0.020009060330677252 0.0010933483845455537 0.016570452396044842 -0.14517705911352846 0.0026215700813129127 0.0055318442885253678 -0.0061207012294259254 -6.9946343217587134e-05 0.043062879808499308 -0.0041562715139080849 -0.013455165373666443 -0.044430774896190878 0.02026299237241877 -0.11761672425615076 0.0036867105340880253 0.014921408183235035 0.041690801266200998 -0.58806837949717372 0.01604588170072534 -0.013722173550556238 -0.00016356953710219949 -0.011010885621938544 0.034802064328955939 -leaf_weight=369.22892592754215 2007.5841104071587 2989.3914178134874 8.2127725221216661 11417.181603580713 7566.5231999512762 459.58310721535236 7299.8052029106766 2539.1421991223469 18191.40429269243 1980.8687815051526 34.624209601432085 2035.6399324387312 13591.731814421713 38681.118204578757 105998.12568224221 1062.082828478422 61617.189332155511 2498.2882592864335 195.30355957429856 2463.4831217322499 30.438680253922939 19403.559133420698 3763.6197436191142 450.290308509022 1.0094897262752045 2431.130109468475 550.04883650876582 29293.653176208027 64.938780814409256 367.05684050172567 -leaf_count=55716 78249 45113 118 149104 37319 3109 46183 232926 124536 16663 264 9466 73944 193053 525928 108620 437716 13591 4078 16981 186 342245 55017 18233 25 39218 8747 159772 294 1698 -internal_value=0 -0.00025252 -0.000813755 -0.000974842 0.000764154 -0.00737547 0.00126434 0.0306043 -0.00240487 -0.00138185 0.0013455 -0.0055592 0.000682433 -0.00532192 0.000612529 0.0268082 -0.00300326 -0.00138432 -0.0534588 0.00933228 -0.00421161 0.00666332 0.00551184 0.0054841 0.0144622 0.0103508 -0.0147743 -0.000358356 -0.0576688 0.00753774 -internal_weight=0 335392 310217 307228 138637 8026.11 130611 3970.45 168590 127303 47464.1 41287.3 45483.2 41083.8 120848 3601.23 79839 31891.5 203.516 9763.29 61647.6 25174.8 23167.2 14849.7 3432.48 2982.19 551.058 29393.2 99.563 2402.7 -internal_count=2798112 2400850 1925339 1880226 844847 40428 804419 397262 1035379 826966 264528 208413 247865 204217 741255 341546 562438 173921 4196 63164 437902 475511 397262 215327 66223 47990 8772 160330 558 11164 -cat_boundaries=0 1 -cat_threshold=8 +num_cat=0 +split_feature=2 0 2 6 6 2 8 8 8 1 8 8 1 9 1 9 10 1 3 8 8 4 1 7 2 8 8 1 6 8 +split_gain=185.35 45.5646 43.0309 38.3886 62.9271 28.8272 28.0016 25.3083 24.447 19.1327 18.7499 18.1073 17.6644 16.7425 14.5641 14.9267 31.0365 22.2188 14.6657 15.4797 24.7898 17.0201 17.4558 16.7993 17.4686 14.2356 13.0137 12.8658 12.7192 12.545 +threshold=0.0054186500000000014 0.00048235000000000004 0.0016775500000000001 0.32916666666666672 0.32037735849056609 0.10810815000000001 109.00000000000001 91.000000000000014 33.000000000000007 0.016884750000000004 35.000000000000007 35.000000000000007 3.9050000000000007e-05 1.0000000180025095e-35 0.0020486000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.0071217500000000005 0.32691125000000004 79.000000000000014 71.000000000000014 0.11237373737373739 0.015981700000000005 0.56594202898550738 0.54144730000000008 165.00000000000003 27.000000000000004 0.22640575000000004 1.0000000180025095e-35 143.00000000000003 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 -2 -1 4 5 8 -5 14 12 11 -4 -10 -3 28 -7 16 18 -17 19 20 23 22 -21 24 26 29 -16 -26 -14 -9 +right_child=1 3 10 6 -6 7 -8 25 9 -11 -12 -13 13 -15 15 17 -18 -19 -20 21 -22 -23 -24 -25 27 -27 -28 -29 -30 -31 +leaf_value=0.023311667645531959 0.0056903171940897584 0.01521243965081248 0.0064514754841200938 -0.0019413952635868184 0.072933651538514957 -0.0011659375879502832 -0.022159115283223903 0.0072812971380988916 0.029825227526765558 0.0091389837144005958 0.015740285026996727 0.0023103840945052456 0.00043231848335448009 -0.0056553087148903634 0.010847133765703745 0.00054172936855764384 0.0043864926928956459 -0.0071498448597649231 0.00079157862368927148 -0.0053511376258970032 0.0074191355157339645 0.0033741338272963934 0.00065189182969509901 -0.0030363693652567555 0.0018574742407841398 -0.017137511741570768 -0.0023907975147695821 -0.026383636737617695 0.0047676580218055349 0.031301061342240213 +leaf_weight=2531.5710901180282 12945.324042353779 821.30029378831387 8306.4983727559447 101840.94429417327 118.37233185395598 174215.20384524763 689.68344338983297 3792.6998381614685 241.85659020766616 5660.9926622919738 2943.0268327128142 21592.381392974406 91482.754519190639 4252.4047207608819 770.23397570848465 8141.7990132272243 16711.42878715694 6971.5872768163681 98535.423970371485 18782.100702345371 4081.2319528460503 3800.3551685661077 6527.3474074751139 20391.232966423035 34007.410555064678 225.94608499109745 20706.083669066429 162.08302929997444 7307.8419267907739 230.66161902248859 +leaf_count=175755 150255 10349 265637 296677 444 419661 2480 9679 1416 47920 110533 166709 514221 20670 1849 18187 39538 15447 246360 40768 9441 8804 16101 45057 71324 567 49085 326 42281 571 +internal_value=0 -0.000184422 0.0115323 -0.000301052 3.03743e-05 1.46671e-05 -0.00207739 -0.000391371 0.00130689 0.00395835 0.00888155 0.00261516 0.000604985 0.000488556 -0.000470217 3.56721e-05 0.00024048 -0.00300628 -9.30039e-05 -0.000890992 -0.000173416 -0.00286596 -0.00380295 -0.00058094 0.000318844 0.00728673 -0.00191603 0.00172351 0.000753017 0.00865836 +internal_weight=0 665007 13781.1 652061 549531 549412 102531 418053 131360 27495.2 11249.5 21834.2 103864 103043 413804 239588 224475 15113.4 207764 109228 80118.3 29109.8 25309.4 76037 55645.8 4249.31 21476.3 34169.5 98790.6 4023.36 +internal_count=2798112 2246187 551925 2095932 1796775 1796331 299157 992765 803566 216045 376170 168125 587521 577172 981948 562287 528653 33634 489115 242755 177082 65673 56869 167641 122584 10817 50934 71650 556502 10250 is_linear=0 shrinkage=0.1 Tree=87 num_leaves=31 -num_cat=1 -split_feature=2 0 1 1 9 8 10 2 3 0 1 2 7 8 2 8 11 4 0 7 8 0 1 8 2 3 0 8 2 10 -split_gain=373.622 130.179 82.7303 76.4019 56.4434 72.4029 68.6851 55.8074 54.403 56.2954 47.9161 46.9255 45.5858 42.2017 40.1786 39.7998 39.5306 39.4953 39.446 39.3669 39.1652 38.519 39.7866 35.9858 38.4253 42.6719 33.2394 32.8124 40.6511 32.2048 -threshold=0.0034903126319053104 0.0010230173081795327 0.00010314029343760731 0.0032761218657054313 1.0000000180025095e-35 53.000000000000007 1.0000000180025095e-35 0.00098506602320961255 0.16654070952683944 0.011196628912768 0.00030668121049123208 0.01699991305753221 0.40967365967365971 31.000000000000004 0.068754521337451482 35.000000000000007 0 0.18634259259259262 0.90822447087420122 0.15504807692307696 231.00000000000003 0.00023142933525530251 0.00081263372925313444 33.000000000000007 0.012250766793821056 0.077848331352565844 0.011196628912768 19.000000000000004 0.14518090456715091 1.0000000180025095e-35 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=7 21 -3 8 6 -6 14 -1 11 16 -11 18 17 29 23 -9 -10 27 -4 -8 -18 -2 -23 -5 -25 26 -26 28 -12 -13 -right_child=1 2 3 4 5 -7 19 15 9 10 12 13 -14 -15 -16 -17 20 -19 -20 -21 -22 22 -24 24 25 -27 -28 -29 -30 -31 -leaf_value=-0.067630033645467463 -0.019951165789609468 -0.015741594190504884 0.26814896313742292 -0.0027849164469692152 0.0097162423840925737 -0.031162756979556974 -0.0056434619164873962 -0.020009060330677252 -0.0010933483845455537 -0.016570452396044842 0.14517705911352846 -0.0026215700813129127 -0.0055318442885253678 0.0061207012294259254 6.9946343217587134e-05 -0.043062879808499308 0.0041562715139080849 0.013455165373666443 0.044430774896190878 -0.02026299237241877 0.11761672425615076 -0.0036867105340880253 -0.014921408183235035 -0.041690801266200998 0.58806837949717372 -0.01604588170072534 0.013722173550556238 0.00016356953710219949 0.011010885621938544 -0.034802064328955939 -leaf_weight=369.22892592754215 2007.5841104071587 2989.3914178134874 8.2127725221216661 11417.181603580713 7566.5231999512762 459.58310721535236 7299.8052029106766 2539.1421991223469 18191.40429269243 1980.8687815051526 34.624209601432085 2035.6399324387312 13591.731814421713 38681.118204578757 105998.12568224221 1062.082828478422 61617.189332155511 2498.2882592864335 195.30355957429856 2463.4831217322499 30.438680253922939 19403.559133420698 3763.6197436191142 450.290308509022 1.0094897262752045 2431.130109468475 550.04883650876582 29293.653176208027 64.938780814409256 367.05684050172567 -leaf_count=55716 78249 45113 118 149104 37319 3109 46183 232926 124536 16663 264 9466 73944 193053 525928 108620 437716 13591 4078 16981 186 342245 55017 18233 25 39218 8747 159772 294 1698 -internal_value=0 0.00025252 0.000813755 0.000974842 -0.000764154 0.00737547 -0.00126434 -0.0306043 0.00240487 0.00138185 -0.0013455 0.0055592 -0.000682433 0.00532192 -0.000612529 -0.0268082 0.00300326 0.00138432 0.0534588 -0.00933228 0.00421161 -0.00666332 -0.00551184 -0.0054841 -0.0144622 -0.0103508 0.0147743 0.000358356 0.0576688 -0.00753774 -internal_weight=0 335392 310217 307228 138637 8026.11 130611 3970.45 168590 127303 47464.1 41287.3 45483.2 41083.8 120848 3601.23 79839 31891.5 203.516 9763.29 61647.6 25174.8 23167.2 14849.7 3432.48 2982.19 551.058 29393.2 99.563 2402.7 -internal_count=2798112 2400850 1925339 1880226 844847 40428 804419 397262 1035379 826966 264528 208413 247865 204217 741255 341546 562438 173921 4196 63164 437902 475511 397262 215327 66223 47990 8772 160330 558 11164 -cat_boundaries=0 1 -cat_threshold=8 +num_cat=0 +split_feature=2 0 2 6 6 2 8 8 8 1 8 8 1 9 1 9 10 1 3 8 8 4 1 7 2 8 8 1 6 8 +split_gain=185.35 45.5646 43.0309 38.3886 62.9271 28.8272 28.0016 25.3083 24.447 19.1327 18.7499 18.1073 17.6644 16.7425 14.5641 14.9267 31.0365 22.2188 14.6657 15.4797 24.7898 17.0201 17.4558 16.7993 17.4686 14.2356 13.0137 12.8658 12.7192 12.545 +threshold=0.0054186500000000014 0.00048235000000000004 0.0016775500000000001 0.32916666666666672 0.32037735849056609 0.10810815000000001 109.00000000000001 91.000000000000014 33.000000000000007 0.016884750000000004 35.000000000000007 35.000000000000007 3.9050000000000007e-05 1.0000000180025095e-35 0.0020486000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.0071217500000000005 0.32691125000000004 79.000000000000014 71.000000000000014 0.11237373737373739 0.015981700000000005 0.56594202898550738 0.54144730000000008 165.00000000000003 27.000000000000004 0.22640575000000004 1.0000000180025095e-35 143.00000000000003 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 +left_child=2 -2 -1 4 5 8 -5 14 12 11 -4 -10 -3 28 -7 16 18 -17 19 20 23 22 -21 24 26 29 -16 -26 -14 -9 +right_child=1 3 10 6 -6 7 -8 25 9 -11 -12 -13 13 -15 15 17 -18 -19 -20 21 -22 -23 -24 -25 27 -27 -28 -29 -30 -31 +leaf_value=-0.023311667645531959 -0.0056903171940897584 -0.01521243965081248 -0.0064514754841200938 0.0019413952635868184 -0.072933651538514957 0.0011659375879502832 0.022159115283223903 -0.0072812971380988916 -0.029825227526765558 -0.0091389837144005958 -0.015740285026996727 -0.0023103840945052456 -0.00043231848335448009 0.0056553087148903634 -0.010847133765703745 -0.00054172936855764384 -0.0043864926928956459 0.0071498448597649231 -0.00079157862368927148 0.0053511376258970032 -0.0074191355157339645 -0.0033741338272963934 -0.00065189182969509901 0.0030363693652567555 -0.0018574742407841398 0.017137511741570768 0.0023907975147695821 0.026383636737617695 -0.0047676580218055349 -0.031301061342240213 +leaf_weight=2531.5710901180282 12945.324042353779 821.30029378831387 8306.4983727559447 101840.94429417327 118.37233185395598 174215.20384524763 689.68344338983297 3792.6998381614685 241.85659020766616 5660.9926622919738 2943.0268327128142 21592.381392974406 91482.754519190639 4252.4047207608819 770.23397570848465 8141.7990132272243 16711.42878715694 6971.5872768163681 98535.423970371485 18782.100702345371 4081.2319528460503 3800.3551685661077 6527.3474074751139 20391.232966423035 34007.410555064678 225.94608499109745 20706.083669066429 162.08302929997444 7307.8419267907739 230.66161902248859 +leaf_count=175755 150255 10349 265637 296677 444 419661 2480 9679 1416 47920 110533 166709 514221 20670 1849 18187 39538 15447 246360 40768 9441 8804 16101 45057 71324 567 49085 326 42281 571 +internal_value=0 0.000184422 -0.0115323 0.000301052 -3.03743e-05 -1.46671e-05 0.00207739 0.000391371 -0.00130689 -0.00395835 -0.00888155 -0.00261516 -0.000604985 -0.000488556 0.000470217 -3.56721e-05 -0.00024048 0.00300628 9.30039e-05 0.000890992 0.000173416 0.00286596 0.00380295 0.00058094 -0.000318844 -0.00728673 0.00191603 -0.00172351 -0.000753017 -0.00865836 +internal_weight=0 665007 13781.1 652061 549531 549412 102531 418053 131360 27495.2 11249.5 21834.2 103864 103043 413804 239588 224475 15113.4 207764 109228 80118.3 29109.8 25309.4 76037 55645.8 4249.31 21476.3 34169.5 98790.6 4023.36 +internal_count=2798112 2246187 551925 2095932 1796775 1796331 299157 992765 803566 216045 376170 168125 587521 577172 981948 562287 528653 33634 489115 242755 177082 65673 56869 167641 122584 10817 50934 71650 556502 10250 is_linear=0 shrinkage=0.1 Tree=88 num_leaves=31 -num_cat=3 -split_feature=2 3 3 4 2 8 11 1 1 7 8 9 8 2 5 11 2 2 7 1 2 8 1 1 10 11 1 8 1 1 -split_gain=317.45 117.661 65.2581 59.2663 54.3166 51.9182 48.8163 48.3695 44.8004 42.1322 40.4919 36.2489 35.736 30.0029 29.946 29.4865 39.1773 35.6062 59.7769 48.9839 43.0425 36.2163 34.7319 32.9988 28.5764 38.4319 31.4702 30.4347 32.48 28.1711 -threshold=0.0096969951922278672 0.99734126616051177 0.096952270253722106 0.32495285983658084 0.1491881860260024 51.000000000000007 0 0.028595502099624328 0.0016739123607993911 0.40192307692307699 121.00000000000001 1.0000000180025095e-35 25.000000000000004 0.044209359600899979 1.0000000180025095e-35 1 0.95569799317369186 0.59863803044588482 0.10582306830907055 0.0036693651936709911 0.01699991305753221 41.000000000000007 0.18467997114282295 0.0031869353218318065 1.0000000180025095e-35 2 0.012180906289467974 75.000000000000014 0.00018162867547014092 0.00011978466767939237 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2 -left_child=1 5 3 10 6 29 11 9 -5 -8 15 -4 -6 -9 -10 17 -17 19 21 20 -2 22 -19 -23 25 27 -27 -14 -29 -1 -right_child=2 -3 4 8 12 -7 7 13 14 -11 -12 -13 24 -15 -16 16 -18 18 -20 -21 -22 23 -24 -25 -26 26 -28 28 -30 -31 -leaf_value=0.016635312781098109 -0.10117665316772102 0.040453202949111075 -0.00097362646998382226 -0.012273878953875982 0.011262929048317697 0.025839665752133412 0.00058384264185648072 0.020389802637596186 0.0081567503873870555 0.0065508512200525386 -0.068104983232998725 -0.023279988092474828 -0.00032517023767537093 0.0070735685959112176 0.039814478200306286 -0.0069256736548391502 -0.038565971656976727 0.0087403172712717941 -0.0077734884718891816 -0.0035052803917865333 -0.021083996736091948 -0.017954769516469491 -0.068215270285649374 0.0097137378341794114 0.0036129984856652442 -0.0030242229030573117 0.00079186690436594163 0.053285771315870659 0.0050769175604262386 0.0043588143456085087 -leaf_weight=2801.4920943612233 70.556370761245489 1683.5385640761815 23740.572546992451 1077.0873804986477 2401.404072791338 2154.9325438402593 37605.291566127911 2225.9794779848307 4018.6078645233065 17266.331851180643 101.80958823300898 751.57525169663131 33781.831531256437 7053.3668419495225 322.80012472718954 21911.29923149012 398.45600599050522 7588.5584326088428 5793.7343363016844 4009.5484326668084 1369.0498171970248 1141.0082620084286 59.104047924280167 692.75839142501354 12459.251041986048 102277.18239420652 27399.751751996577 141.53779937326908 11085.112824551761 5616.8228907790035 -leaf_count=135330 879 220175 240176 5828 10649 125329 395786 37530 23051 189815 899 6456 155376 57106 2498 121790 2851 36963 30496 29482 7199 6063 238 3071 57339 455708 128621 750 52458 258200 -internal_value=0 0.0158992 -0.000493292 -0.00387604 9.71237e-05 0.0119896 0.00214042 0.0035901 0.00598152 0.00246147 -0.00511429 -0.00165745 -0.000858444 0.0102679 0.0105106 -0.00496527 -0.00748742 -0.00224548 0.000229118 -0.00918643 -0.0250094 0.0051192 0.00814558 -0.00750219 -0.00101398 -0.001344 -0.00221774 0.00117364 0.0056847 0.00844425 -internal_weight=0 12256.8 326744 48554.4 278189 10573.2 88643.1 64151 5418.5 54871.6 43135.9 24492.1 189546 9279.35 4341.41 43034.1 22309.8 20724.3 15275.2 5449.15 1439.61 9481.43 7647.66 1833.77 187145 174685 129677 45008.5 11226.7 8418.31 -internal_count=2798112 739034 2059078 271308 1787770 518859 926869 680237 31377 585601 239931 246632 860901 94636 25549 239032 124641 114391 76831 37560 8078 46335 37201 9134 850252 792913 584329 208584 53208 393530 -cat_boundaries=0 1 2 3 -cat_threshold=2 3 8 +num_cat=1 +split_feature=2 0 6 1 1 2 6 7 2 0 9 8 10 4 8 0 8 4 3 7 11 7 1 7 8 7 6 6 6 7 +split_gain=157.588 52.5803 32.1481 30.4305 31.6573 33.0976 26.1766 33.0727 24.2139 23.1603 22.3338 26.9596 22.5842 19.5371 18.352 18.0595 20.5391 22.8733 17.8409 17.6673 17.6027 16.1595 15.9377 16.9249 15.6405 15.3797 17.4338 20.222 19.6905 20.2361 +threshold=0.0031967500000000004 0.0005918500000000001 0.37689393939393945 0.00022635000000000003 0.0039355500000000003 0.016783750000000004 0.3816526610644258 0.41277890466531447 0.00091015000000000009 0.010599350000000002 1.0000000180025095e-35 53.000000000000007 1.0000000180025095e-35 0.53589743589743599 195.00000000000003 0.87149980000000016 111.00000000000001 0.12701612903225809 0.065702100000000013 1.0000000180025095e-35 0 0.17028985507246377 3.415000000000001e-05 0.77097902097902116 69.000000000000014 0.40967365967365971 0.47213622291021679 0.49285714285714294 0.43534002229654406 0.2253968253968254 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 +left_child=8 -2 3 9 14 24 7 -4 -1 22 12 20 -7 18 15 -5 17 -17 -8 -10 -12 -14 -3 -24 -6 26 28 -28 -20 -30 +right_child=1 2 6 4 5 10 13 -9 19 -11 11 -13 21 -15 -16 16 -18 -19 25 -21 -22 -23 23 -25 -26 -27 27 -29 29 -31 +leaf_value=0.035156224671459006 0.004609945947315456 0.018747651256091995 0.042997207005274866 -0.00076271665981549671 0.0058301796803379132 0.00048623428021312407 -0.0067244329918105797 -0.061178282460562394 0.0094126939645369501 0.01422627490266791 -0.00080737059803828466 0.015485436321927119 0.0026715964834725732 0.033934520257421712 -0.048054398919499301 -0.017579432784969845 -0.14813199320517118 0.0068011705954976413 -0.0059782037400078775 0.020372797512319969 -0.0083756752212683586 0.010298098178622393 0.00084073155639901068 0.0069867220603406031 0.019542507703844702 0.00045654836764629989 0.047364791746387407 -0.0022460681967302184 0.012897793130100563 -0.035127410161886335 +leaf_weight=547.68589608371258 22828.711448801681 582.9468830190599 38.426132559776306 308971.46774114855 4568.0539920851588 190112.80036860704 7571.8894654642791 147.27023560740054 4193.7489252015948 1749.733928065747 6183.6210847124457 708.22387389838696 11879.450831398368 150.73956857249141 82.281006114557385 1232.94323281385 10.824795251712201 559.3903762307018 2315.0251069478691 2265.1462444253266 6118.5024387314916 3626.3987842798233 22879.975905109197 5571.8052454274148 1017.007685193792 23968.836926862597 82.304076015949249 47545.899896942079 107.1566649954766 484.16205989196897 +leaf_count=44590 313506 9042 134 965131 61023 544829 24559 383 206411 9105 14519 2187 34097 472 308 6146 87 3710 6383 126029 14567 11087 135316 37876 19536 71422 216 133892 282 1267 +internal_value=0 -0.000106943 -0.000273048 -4.30188e-06 -0.0001802 0.000725491 -0.00211832 -0.0396213 0.0149683 0.00305302 0.000531301 -0.00348674 0.000785539 -0.00203362 -0.000833454 -0.000820952 -0.0107996 -0.0099702 -0.00209968 0.0132564 -0.00457896 0.00445523 0.00237968 0.00204432 0.00832712 -0.00162966 -0.00261916 -0.00216034 -0.0101382 -0.0264245 +internal_weight=0 671096 648267 565855 535071 224214 82411.7 185.696 7006.58 30784.5 218629 13010.3 205619 82226 310857 310775 1803.16 1792.33 82075.3 6458.9 12302.1 15505.8 29034.7 28451.8 5585.06 74503.4 50534.5 47628.2 2906.34 591.319 +internal_count=2798112 2421082 2107576 1868566 1677227 701845 239010 517 377030 191339 621286 31273 590013 238493 975382 975074 9943 9856 238021 332440 29086 45184 182234 173192 80559 213462 142040 134108 7932 1549 +cat_boundaries=0 1 +cat_threshold=5 is_linear=0 shrinkage=0.1 Tree=89 num_leaves=31 -num_cat=3 -split_feature=2 3 3 4 2 8 11 1 1 7 8 9 8 2 5 11 2 2 7 1 2 8 1 1 10 11 1 8 1 1 -split_gain=317.45 117.661 65.2581 59.2663 54.3166 51.9182 48.8163 48.3695 44.8004 42.1322 40.4919 36.2489 35.736 30.0029 29.946 29.4865 39.1773 35.6062 59.7769 48.9839 43.0425 36.2163 34.7319 32.9988 28.5764 38.4319 31.4702 30.4347 32.48 28.1711 -threshold=0.0096969951922278672 0.99734126616051177 0.096952270253722106 0.32495285983658084 0.1491881860260024 51.000000000000007 0 0.028595502099624328 0.0016739123607993911 0.40192307692307699 121.00000000000001 1.0000000180025095e-35 25.000000000000004 0.044209359600899979 1.0000000180025095e-35 1 0.95569799317369186 0.59863803044588482 0.10582306830907055 0.0036693651936709911 0.01699991305753221 41.000000000000007 0.18467997114282295 0.0031869353218318065 1.0000000180025095e-35 2 0.012180906289467974 75.000000000000014 0.00018162867547014092 0.00011978466767939237 -decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2 -left_child=1 5 3 10 6 29 11 9 -5 -8 15 -4 -6 -9 -10 16 -2 19 21 20 -17 22 -19 -23 25 27 -27 -14 -29 -1 -right_child=2 -3 4 8 12 -7 7 13 14 -11 -12 -13 24 -15 -16 17 -18 18 -20 -21 -22 23 -24 -25 -26 26 -28 28 -30 -31 -leaf_value=-0.016635312781098109 0.0069256736548391502 -0.040453202949111075 0.00097362646998382226 0.012273878953875982 -0.011262929048317697 -0.025839665752133412 -0.00058384264185648072 -0.020389802637596186 -0.0081567503873870555 -0.0065508512200525386 0.068104983232998725 0.023279988092474828 0.00032517023767537093 -0.0070735685959112176 -0.039814478200306286 0.10117665316772102 0.038565971656976727 -0.0087403172712717941 0.0077734884718891816 0.0035052803917865333 0.021083996736091948 0.017954769516469491 0.068215270285649374 -0.0097137378341794114 -0.0036129984856652442 0.0030242229030573117 -0.00079186690436594163 -0.053285771315870659 -0.0050769175604262386 -0.0043588143456085087 -leaf_weight=2801.4920943612233 21911.29923149012 1683.5385640761815 23740.572546992451 1077.0873804986477 2401.404072791338 2154.9325438402593 37605.291566127911 2225.9794779848307 4018.6078645233065 17266.331851180643 101.80958823300898 751.57525169663131 33781.831531256437 7053.3668419495225 322.80012472718954 70.556370761245489 398.45600599050522 7588.5584326088428 5793.7343363016844 4009.5484326668084 1369.0498171970248 1141.0082620084286 59.104047924280167 692.75839142501354 12459.251041986048 102277.18239420652 27399.751751996577 141.53779937326908 11085.112824551761 5616.8228907790035 -leaf_count=135330 121790 220175 240176 5828 10649 125329 395786 37530 23051 189815 899 6456 155376 57106 2498 879 2851 36963 30496 29482 7199 6063 238 3071 57339 455708 128621 750 52458 258200 -internal_value=0 -0.0158992 0.000493292 0.00387604 -9.71237e-05 -0.0119896 -0.00214042 -0.0035901 -0.00598152 -0.00246147 0.00511429 0.00165745 0.000858444 -0.0102679 -0.0105106 0.00496527 0.00748742 0.00224548 -0.000229118 0.00918643 0.0250094 -0.0051192 -0.00814558 0.00750219 0.00101398 0.001344 0.00221774 -0.00117364 -0.0056847 -0.00844425 -internal_weight=0 12256.8 326744 48554.4 278189 10573.2 88643.1 64151 5418.5 54871.6 43135.9 24492.1 189546 9279.35 4341.41 43034.1 22309.8 20724.3 15275.2 5449.15 1439.61 9481.43 7647.66 1833.77 187145 174685 129677 45008.5 11226.7 8418.31 -internal_count=2798112 739034 2059078 271308 1787770 518859 926869 680237 31377 585601 239931 246632 860901 94636 25549 239032 124641 114391 76831 37560 8078 46335 37201 9134 850252 792913 584329 208584 53208 393530 -cat_boundaries=0 1 2 3 -cat_threshold=2 12 8 +num_cat=1 +split_feature=2 0 6 1 1 2 6 7 2 0 9 8 10 4 8 0 8 4 3 7 11 7 1 7 8 7 6 6 6 7 +split_gain=157.588 52.5803 32.1481 30.4305 31.6573 33.0976 26.1766 33.0727 24.2139 23.1603 22.3338 26.9596 22.5842 19.5371 18.352 18.0595 20.5391 22.8733 17.8409 17.6673 17.6027 16.1595 15.9377 16.9249 15.6405 15.3797 17.4338 20.222 19.6905 20.2361 +threshold=0.0031967500000000004 0.0005918500000000001 0.37689393939393945 0.00022635000000000003 0.0039355500000000003 0.016783750000000004 0.3816526610644258 0.41277890466531447 0.00091015000000000009 0.010599350000000002 1.0000000180025095e-35 53.000000000000007 1.0000000180025095e-35 0.53589743589743599 195.00000000000003 0.87149980000000016 111.00000000000001 0.12701612903225809 0.065702100000000013 1.0000000180025095e-35 0 0.17028985507246377 3.415000000000001e-05 0.77097902097902116 69.000000000000014 0.40967365967365971 0.47213622291021679 0.49285714285714294 0.43534002229654406 0.2253968253968254 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 +left_child=8 -2 3 9 14 24 7 -4 -1 22 12 20 -7 18 15 -5 17 -17 -8 -10 -12 -14 -3 -24 -6 26 28 -28 -20 -30 +right_child=1 2 6 4 5 10 13 -9 19 -11 11 -13 21 -15 -16 16 -18 -19 25 -21 -22 -23 23 -25 -26 -27 27 -29 29 -31 +leaf_value=-0.035156224671459006 -0.004609945947315456 -0.018747651256091995 -0.042997207005274866 0.00076271665981549671 -0.0058301796803379132 -0.00048623428021312407 0.0067244329918105797 0.061178282460562394 -0.0094126939645369501 -0.01422627490266791 0.0083756752212683586 -0.015485436321927119 -0.0026715964834725732 -0.033934520257421712 0.048054398919499301 0.017579432784969845 0.14813199320517118 -0.0068011705954976413 0.0059782037400078775 -0.020372797512319969 0.00080737059803828466 -0.010298098178622393 -0.00084073155639901068 -0.0069867220603406031 -0.019542507703844702 -0.00045654836764629989 -0.047364791746387407 0.0022460681967302184 -0.012897793130100563 0.035127410161886335 +leaf_weight=547.68589608371258 22828.711448801681 582.9468830190599 38.426132559776306 308971.46774114855 4568.0539920851588 190112.80036860704 7571.8894654642791 147.27023560740054 4193.7489252015948 1749.733928065747 6118.5024387314916 708.22387389838696 11879.450831398368 150.73956857249141 82.281006114557385 1232.94323281385 10.824795251712201 559.3903762307018 2315.0251069478691 2265.1462444253266 6183.6210847124457 3626.3987842798233 22879.975905109197 5571.8052454274148 1017.007685193792 23968.836926862597 82.304076015949249 47545.899896942079 107.1566649954766 484.16205989196897 +leaf_count=44590 313506 9042 134 965131 61023 544829 24559 383 206411 9105 14567 2187 34097 472 308 6146 87 3710 6383 126029 14519 11087 135316 37876 19536 71422 216 133892 282 1267 +internal_value=0 0.000106943 0.000273048 4.30188e-06 0.0001802 -0.000725491 0.00211832 0.0396213 -0.0149683 -0.00305302 -0.000531301 0.00348674 -0.000785539 0.00203362 0.000833454 0.000820952 0.0107996 0.0099702 0.00209968 -0.0132564 0.00457896 -0.00445523 -0.00237968 -0.00204432 -0.00832712 0.00162966 0.00261916 0.00216034 0.0101382 0.0264245 +internal_weight=0 671096 648267 565855 535071 224214 82411.7 185.696 7006.58 30784.5 218629 13010.3 205619 82226 310857 310775 1803.16 1792.33 82075.3 6458.9 12302.1 15505.8 29034.7 28451.8 5585.06 74503.4 50534.5 47628.2 2906.34 591.319 +internal_count=2798112 2421082 2107576 1868566 1677227 701845 239010 517 377030 191339 621286 31273 590013 238493 975382 975074 9943 9856 238021 332440 29086 45184 182234 173192 80559 213462 142040 134108 7932 1549 +cat_boundaries=0 1 +cat_threshold=10 is_linear=0 shrinkage=0.1 Tree=90 num_leaves=31 -num_cat=0 -split_feature=0 2 6 2 6 7 8 1 4 3 6 0 6 6 4 4 6 9 8 10 5 6 6 3 8 3 4 4 4 6 -split_gain=269.084 99.2739 64.1091 64.0734 48.2936 71.1295 42.1961 42.8402 40.89 39.1472 37.5549 33.8527 36.4719 67.0315 37.8283 77.5737 63.8461 45.6797 35.0156 55.2159 53.4966 37.3614 50.8106 38.2473 36.7496 36.5258 32.8524 49.5355 40.1969 39.0269 -threshold=0.00048253679577423084 0.002952221895179782 0.37689393939393945 0.085789804115278964 0.3816526610644258 0.41277890466531447 33.000000000000007 3.0403031447839555e-05 0.53589743589743599 0.088520978360244376 1.0000000180025095e-35 0.015826981426821967 0.3585714285714286 0.33712121212121215 0.43405797101449278 0.35388994307400384 0.34698996655518399 1.0000000180025095e-35 33.000000000000007 1.0000000180025095e-35 0.033908045977011504 0.26766169154228864 0.25186567164179113 0.049719664948391751 31.000000000000004 0.37049596954377506 0.37321428571428578 0.27003205128205132 0.12701612903225809 0.36939571150097467 -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 6 5 -4 7 -2 9 -6 -9 -5 13 18 15 16 -15 -16 24 20 21 22 25 -23 -13 -20 27 28 -14 -28 -right_child=2 -3 4 11 8 -7 -8 10 -10 -11 -12 12 26 14 17 -17 -18 -19 19 -21 -22 23 -24 -25 -26 -27 29 -29 -30 -31 -leaf_value=0.034275918691821561 0.043769517541863562 0.01066720499783284 0.090702962511340482 -0.0020280620700226068 -0.010602016165092187 -0.12227479995223518 0.0082731600922607059 0.00052082732379058155 0.068680133807398402 -0.0026240603236085455 0.010345479168337331 0.0058106435607155685 0.0060788331776871103 -0.16024529507203591 -0.18032239497318986 0.18782612824048495 -0.020981407899703933 0.16026572974661046 -0.0016832266537505889 0.016351357862147749 0.025551377992774151 0.076174616630754102 -0.092184105217157808 0.011851989849189615 -0.0013390078761348501 0.0053078705008272123 0.16265168982468323 -0.070458063272439697 0.06939036672984715 0.031471477329560092 -leaf_weight=2230.4333127127029 240.48208129359409 8841.348569012247 20.004301339853555 99985.079614467919 7517.8674634308554 72.563313477672637 12300.468164242338 41099.47741518775 77.393080880399793 33818.866767300293 4297.5787257198244 7897.4628328233957 328.21147227287292 42.222579561173916 34.845197707414627 14.55196989327669 149.41344223171473 4.4396250098943701 22410.187315918505 2829.2818227261305 927.87952989339828 97.884318344295025 59.063520140945911 1662.9467605650425 80167.580750346184 11212.271771766245 34.695428393781185 60.816206648945808 144.40511322766542 65.483287654817104 -leaf_count=261876 7516 279067 140 493990 45229 392 249393 576956 508 205113 60303 37185 1537 199 161 67 709 21 102552 15043 4865 493 289 8068 380538 64466 170 279 674 313 -internal_value=0 0.0154232 -0.000427651 0.000105231 -0.00410031 -0.0762493 0.00307494 0.00167389 -0.00393904 -0.004075 0.00145089 -0.000648987 0.000427047 0.000308122 -0.0518977 -0.0347626 -0.051665 -0.141832 0.000408819 0.00289503 0.00184825 0.0012277 0.000485345 0.0154277 -0.000697844 0.000648134 0.0243597 0.0144919 0.0254233 0.0769038 -internal_weight=0 11071.8 327573 286067 41506.7 92.5676 57938 45637.5 41414.1 41336.7 45397.1 228129 128144 127510 245.473 206.188 191.636 39.2848 127265 39199.5 36370.2 35442.4 33681.5 1760.83 88065 33622.5 633.612 533.433 472.617 100.179 -internal_count=2798112 540943 2257169 2005787 251382 532 894168 644775 250850 250342 637259 1111619 617629 614656 1157 975 908 182 613499 195776 180733 175868 167307 8561 417723 167018 2973 2490 2211 483 +num_cat=3 +split_feature=2 0 3 2 2 1 4 1 7 8 8 1 7 11 1 11 1 0 10 8 2 11 1 0 0 8 10 6 8 1 +split_gain=132.138 41.2289 31.0201 23.7667 23.1505 26.4437 23.0122 30.9796 24.6053 21.0524 17.7407 17.5375 16.5838 14.8791 17.5552 18.1232 14.3963 14.3022 14.2642 14.2545 19.4196 23.0086 16.433 14.5355 13.9302 18.3374 14.8455 13.8359 13.7595 14.1379 +threshold=0.0034078000000000003 0.00048235000000000004 0.11247565000000002 0.00098095000000000018 0.091017050000000016 0.09277015000000001 0.054093567251461992 0.0024072000000000004 0.063717532467532478 79.000000000000014 35.000000000000007 3.6550000000000008e-05 0.58477011494252884 0 0.0058347500000000005 1 0.00024415000000000005 0.012953250000000001 1.0000000180025095e-35 79.000000000000014 0.5098187500000001 2 0.0020970500000000005 0.19864990000000002 0.028393600000000001 355.00000000000006 1.0000000180025095e-35 0.69615384615384623 83.000000000000014 0.00039715000000000003 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 +left_child=3 18 6 -1 5 11 8 -8 19 17 -5 -4 24 -6 -15 -16 -14 -7 -2 20 22 -22 -3 -23 25 26 -13 -10 -21 -30 +right_child=1 2 4 10 13 9 7 -9 27 -11 -12 12 16 14 15 -17 -18 -19 -20 28 21 23 -24 -25 -26 -27 -28 -29 29 -31 +leaf_value=0.03173060075683648 0.0052833826280200506 -0.01551163018836192 0.014359305632849359 0.0083057421949685826 0.00072144457687344638 0.011514501313403501 -0.0040540051179454584 0.0040293157005032746 -0.0045590252239154526 0.017400028930332705 0.019582177035504331 -9.7493834279293852e-05 0.0072218718718083767 -0.0011473561823084628 0.0023715371680103699 -0.00046796434511343606 0.001674939300163968 0.0019264382444871509 -0.018704282996059637 -0.0055096152004722307 0.002994833891566327 -0.0036223948375924556 -0.0027236615503498339 0.0036211707172922915 0.0029884624100957723 -0.24843512642220444 -0.0055425385373033247 -0.018334548316646559 0.040860602911458287 0.0024725304805655901 +leaf_weight=641.09768794570118 15787.721730034798 1084.7471319399774 956.02497406862676 4797.7777028642595 113099.1875783056 2085.6306125987321 7243.0904453787953 13726.668504396453 26747.264729617164 1458.5831833295524 1967.2269322536886 62458.537961402908 5962.8147229366004 207587.801394701 33228.000488266349 69426.466328516603 21730.440183050931 6123.4818014800549 251.85165356844664 10991.855492569506 19282.84274148941 13059.07692027092 13648.47954928875 3516.2038453221321 13351.732580658048 2.9840092211961737 5443.5626426134259 749.5370311550796 105.75888100266457 1033.1701670140028 +leaf_count=55454 235443 3196 15048 233050 277703 19323 20444 44810 78155 15303 109369 430619 52976 490174 80388 171733 143908 33697 3954 32173 45795 33338 51153 7071 65446 32 41931 2211 303 3912 +internal_value=0 -0.000102188 -0.000225014 0.0133288 8.66326e-05 0.00131532 -0.00174673 0.00123728 -0.00244031 0.00632942 0.0115849 0.000874265 0.000755935 -0.000260413 -0.000618354 0.000451333 0.00286929 0.00436241 0.00490673 -0.00134687 -0.000608672 0.000647176 -0.00366519 -0.00208452 3.56812e-05 -0.000544905 -0.000534011 -0.00493453 -0.00442552 0.00603718 +internal_weight=0 670144 654104 7406.1 542915 119574 111189 20969.8 90218.9 9667.7 6765 109906 108950 423341 310242 102654 27693.3 8209.11 16039.6 62722.1 50591.4 35858.1 14733.2 16575.3 81256.8 67905.1 67902.1 27496.8 12130.8 1138.93 +internal_count=2798112 2400239 2160842 397873 1838281 818283 322561 65254 257307 68323 342419 749960 734912 1019998 742295 252121 196884 53020 239397 176941 140553 86204 54349 40409 538028 472582 472550 80366 36388 4215 +cat_boundaries=0 1 2 3 +cat_threshold=4 1 3 is_linear=0 shrinkage=0.1 Tree=91 num_leaves=31 -num_cat=0 -split_feature=0 2 6 2 6 7 8 1 4 3 6 0 6 6 4 4 6 9 8 10 5 6 6 3 8 3 4 4 4 6 -split_gain=269.084 99.2739 64.1091 64.0734 48.2936 71.1295 42.1961 42.8402 40.89 39.1472 37.5549 33.8527 36.4719 67.0315 37.8283 77.5737 63.8461 45.6797 35.0156 55.2159 53.4966 37.3614 50.8106 38.2473 36.7496 36.5258 32.8524 49.5355 40.1969 39.0269 -threshold=0.00048253679577423084 0.002952221895179782 0.37689393939393945 0.085789804115278964 0.3816526610644258 0.41277890466531447 33.000000000000007 3.0403031447839555e-05 0.53589743589743599 0.088520978360244376 1.0000000180025095e-35 0.015826981426821967 0.3585714285714286 0.33712121212121215 0.43405797101449278 0.35388994307400384 0.34698996655518399 1.0000000180025095e-35 33.000000000000007 1.0000000180025095e-35 0.033908045977011504 0.26766169154228864 0.25186567164179113 0.049719664948391751 31.000000000000004 0.37049596954377506 0.37321428571428578 0.27003205128205132 0.12701612903225809 0.36939571150097467 -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 6 5 -4 7 -2 9 -6 -9 -5 13 18 15 16 -15 -16 24 20 21 22 25 -23 -13 -20 27 28 -14 -28 -right_child=2 -3 4 11 8 -7 -8 10 -10 -11 -12 12 26 14 17 -17 -18 -19 19 -21 -22 23 -24 -25 -26 -27 29 -29 -30 -31 -leaf_value=-0.034275918691821561 -0.043769517541863562 -0.01066720499783284 -0.090702962511340482 0.0020280620700226068 0.010602016165092187 0.12227479995223518 -0.0082731600922607059 -0.00052082732379058155 -0.068680133807398402 0.0026240603236085455 -0.010345479168337331 -0.0058106435607155685 -0.0060788331776871103 0.16024529507203591 0.18032239497318986 -0.18782612824048495 0.020981407899703933 -0.16026572974661046 0.0016832266537505889 -0.016351357862147749 -0.025551377992774151 -0.076174616630754102 0.092184105217157808 -0.011851989849189615 0.0013390078761348501 -0.0053078705008272123 -0.16265168982468323 0.070458063272439697 -0.06939036672984715 -0.031471477329560092 -leaf_weight=2230.4333127127029 240.48208129359409 8841.348569012247 20.004301339853555 99985.079614467919 7517.8674634308554 72.563313477672637 12300.468164242338 41099.47741518775 77.393080880399793 33818.866767300293 4297.5787257198244 7897.4628328233957 328.21147227287292 42.222579561173916 34.845197707414627 14.55196989327669 149.41344223171473 4.4396250098943701 22410.187315918505 2829.2818227261305 927.87952989339828 97.884318344295025 59.063520140945911 1662.9467605650425 80167.580750346184 11212.271771766245 34.695428393781185 60.816206648945808 144.40511322766542 65.483287654817104 -leaf_count=261876 7516 279067 140 493990 45229 392 249393 576956 508 205113 60303 37185 1537 199 161 67 709 21 102552 15043 4865 493 289 8068 380538 64466 170 279 674 313 -internal_value=0 -0.0154232 0.000427651 -0.000105231 0.00410031 0.0762493 -0.00307494 -0.00167389 0.00393904 0.004075 -0.00145089 0.000648987 -0.000427047 -0.000308122 0.0518977 0.0347626 0.051665 0.141832 -0.000408819 -0.00289503 -0.00184825 -0.0012277 -0.000485345 -0.0154277 0.000697844 -0.000648134 -0.0243597 -0.0144919 -0.0254233 -0.0769038 -internal_weight=0 11071.8 327573 286067 41506.7 92.5676 57938 45637.5 41414.1 41336.7 45397.1 228129 128144 127510 245.473 206.188 191.636 39.2848 127265 39199.5 36370.2 35442.4 33681.5 1760.83 88065 33622.5 633.612 533.433 472.617 100.179 -internal_count=2798112 540943 2257169 2005787 251382 532 894168 644775 250850 250342 637259 1111619 617629 614656 1157 975 908 182 613499 195776 180733 175868 167307 8561 417723 167018 2973 2490 2211 483 +num_cat=3 +split_feature=2 0 3 2 2 1 4 1 7 8 8 1 7 11 1 11 1 0 10 8 2 11 1 0 0 8 10 6 8 1 +split_gain=132.138 41.2289 31.0201 23.7667 23.1505 26.4437 23.0122 30.9796 24.6053 21.0524 17.7407 17.5375 16.5838 14.8791 17.5552 18.1232 14.3963 14.3022 14.2642 14.2545 19.4196 23.0086 16.433 14.5355 13.9302 18.3374 14.8455 13.8359 13.7595 14.1379 +threshold=0.0034078000000000003 0.00048235000000000004 0.11247565000000002 0.00098095000000000018 0.091017050000000016 0.09277015000000001 0.054093567251461992 0.0024072000000000004 0.063717532467532478 79.000000000000014 35.000000000000007 3.6550000000000008e-05 0.58477011494252884 0 0.0058347500000000005 1 0.00024415000000000005 0.012953250000000001 1.0000000180025095e-35 79.000000000000014 0.5098187500000001 2 0.0020970500000000005 0.19864990000000002 0.028393600000000001 355.00000000000006 1.0000000180025095e-35 0.69615384615384623 83.000000000000014 0.00039715000000000003 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 +left_child=3 18 6 -1 5 11 8 -8 19 17 -5 -4 24 -6 -15 -16 -14 -7 -2 20 22 23 -3 -22 25 26 -13 -10 -21 -30 +right_child=1 2 4 10 13 9 7 -9 27 -11 -12 12 16 14 15 -17 -18 -19 -20 28 21 -23 -24 -25 -26 -27 -28 -29 29 -31 +leaf_value=-0.03173060075683648 -0.0052833826280200506 0.01551163018836192 -0.014359305632849359 -0.0083057421949685826 -0.00072144457687344638 -0.011514501313403501 0.0040540051179454584 -0.0040293157005032746 0.0045590252239154526 -0.017400028930332705 -0.019582177035504331 9.7493834279293852e-05 -0.0072218718718083767 0.0011473561823084628 0.00046796434511343606 -0.0023715371680103699 -0.001674939300163968 -0.0019264382444871509 0.018704282996059637 0.0055096152004722307 0.0036223948375924556 -0.002994833891566327 0.0027236615503498339 -0.0036211707172922915 -0.0029884624100957723 0.24843512642220444 0.0055425385373033247 0.018334548316646559 -0.040860602911458287 -0.0024725304805655901 +leaf_weight=641.09768794570118 15787.721730034798 1084.7471319399774 956.02497406862676 4797.7777028642595 113099.1875783056 2085.6306125987321 7243.0904453787953 13726.668504396453 26747.264729617164 1458.5831833295524 1967.2269322536886 62458.537961402908 5962.8147229366004 207587.801394701 69426.466328516603 33228.000488266349 21730.440183050931 6123.4818014800549 251.85165356844664 10991.855492569506 13059.07692027092 19282.84274148941 13648.47954928875 3516.2038453221321 13351.732580658048 2.9840092211961737 5443.5626426134259 749.5370311550796 105.75888100266457 1033.1701670140028 +leaf_count=55454 235443 3196 15048 233050 277703 19323 20444 44810 78155 15303 109369 430619 52976 490174 171733 80388 143908 33697 3954 32173 33338 45795 51153 7071 65446 32 41931 2211 303 3912 +internal_value=0 0.000102188 0.000225014 -0.0133288 -8.66326e-05 -0.00131532 0.00174673 -0.00123728 0.00244031 -0.00632942 -0.0115849 -0.000874265 -0.000755935 0.000260413 0.000618354 -0.000451333 -0.00286929 -0.00436241 -0.00490673 0.00134687 0.000608672 -0.000647176 0.00366519 0.00208452 -3.56812e-05 0.000544905 0.000534011 0.00493453 0.00442552 -0.00603718 +internal_weight=0 670144 654104 7406.1 542915 119574 111189 20969.8 90218.9 9667.7 6765 109906 108950 423341 310242 102654 27693.3 8209.11 16039.6 62722.1 50591.4 35858.1 14733.2 16575.3 81256.8 67905.1 67902.1 27496.8 12130.8 1138.93 +internal_count=2798112 2400239 2160842 397873 1838281 818283 322561 65254 257307 68323 342419 749960 734912 1019998 742295 252121 196884 53020 239397 176941 140553 86204 54349 40409 538028 472582 472550 80366 36388 4215 +cat_boundaries=0 1 2 3 +cat_threshold=4 10 12 is_linear=0 shrinkage=0.1 @@ -1936,20 +1932,20 @@ shrinkage=0.1 Tree=92 num_leaves=31 num_cat=3 -split_feature=2 0 1 1 2 9 8 10 0 8 11 8 1 0 3 5 6 11 0 2 10 8 11 8 3 1 2 0 3 8 -split_gain=230.265 83.0608 73.8182 51.4475 51.2781 45.5732 56.145 50.3369 43.0375 40.649 38.3604 37.0868 35.6166 37.6574 35.5133 38.0205 38.8099 35.8903 35.2601 52.3676 50.8797 41.4517 35.5778 43.6897 47.2473 39.0327 35.5068 35.1728 34.3602 32.9307 -threshold=0.0034903126319053104 0.0011140464579956113 9.4137104212019287e-05 0.0031011824696210119 0.00098506602320961255 1.0000000180025095e-35 53.000000000000007 1.0000000180025095e-35 0.73703290205006 195.00000000000003 0 111.00000000000001 0.00081263372925313444 0.00048253679577423084 0.3131549406786604 0.033908045977011504 0.44722222222222224 1 0.015826981426821967 0.16162818982426205 1.0000000180025095e-35 19.000000000000004 2 41.000000000000007 0.45403597687126751 0.0005863350518038648 0.79217698606640397 0.069352805184890579 0.0471019601214527 31.000000000000004 -decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 -left_child=4 12 -3 8 -1 7 -7 14 9 18 -6 29 13 -2 15 17 -17 -5 22 21 -21 -20 28 -24 -25 -26 -22 -9 -4 -10 -right_child=1 2 3 5 10 6 -8 27 11 -11 -12 -13 -14 -15 -16 16 -18 -19 19 20 26 -23 23 24 25 -27 -28 -29 -30 -31 -leaf_value=0.062946359553342601 0.0092112887187242639 0.017507637766443939 -0.025735863315421305 0.0025813968202711597 0.0035850074916915901 -0.0086153471201060299 0.027076313475650749 -0.00079384735476280472 0.024059698252608435 -0.090179787834544334 0.027782499129945126 -0.22552921699725603 0.013231256020395394 0.00065253482883294767 0.0021793350340743398 0.013633401030406595 -0.030126062857288971 -0.0031485216726568153 -0.091295288491200388 -0.0022862154798661554 0.0046585074904418435 0.0071529369479752377 -0.0026020334245535131 -0.013993317382092231 0.0031954381848070708 -0.0087595906458488287 0.02770361891693017 0.011915480092703254 0.00092831204810330458 -0.021229231067738649 -leaf_weight=324.097648314666 7678.2714838311076 2219.2403446212411 492.95424644649029 14468.470021451823 912.85865014884621 7819.8576513361186 467.0585820171982 3199.280559415929 178.91121684573591 52.073487542569637 2442.6162335448898 8.5362592544406635 4466.6991364108399 15555.722885911353 61954.040543567389 2575.1489791246131 219.98830493912101 44642.887153644115 42.950935877859592 40832.845763243735 3207.4777185916901 10084.140404416248 61374.796938278712 7911.3271732926369 4586.048573541455 6751.8037541937083 844.64224344491959 6818.1184705710039 24628.832734145224 1564.6310550235212 -leaf_count=55716 228053 35157 3515 80427 92001 38506 3227 24215 1410 366 249545 102 63805 212968 404283 19300 1270 252097 304 183497 14411 84580 394678 37779 48895 53268 3576 40842 158181 12138 -internal_value=0 -0.000191124 -0.000664405 -0.000796747 0.0249619 0.000592694 -0.00660373 0.00103815 -0.00201185 -0.00184201 0.021293 -0.0176 0.00505321 0.003481 0.000486704 -0.00120723 0.0101894 -0.00174613 -0.0018134 0.00023993 -0.0012256 0.0067354 -0.0028816 -0.00390522 -0.00806239 -0.0039239 0.00946213 0.00785647 0.000404931 -0.016582 -internal_weight=0 334647 306946 304727 3679.57 142165 8286.92 133878 162562 160810 3355.47 1752.08 27700.7 23234 123861 61906.5 2795.14 59111.4 160758 55012.1 44885 10127.1 105746 80624 19249.2 11337.9 4052.12 10017.4 25121.8 1743.54 -internal_count=2798112 2400850 1896024 1860867 397262 864167 41733 822434 996700 983050 341546 13650 504826 441021 757377 353094 20570 332524 982684 286368 201484 84884 696316 534620 139942 102163 17987 65057 161696 13548 +split_feature=3 3 3 11 1 7 8 3 11 8 10 9 8 2 8 3 5 8 1 5 2 2 4 1 8 8 5 11 0 0 +split_gain=111.099 34.3974 27.7695 24.0631 21.3177 26.6102 26.1362 17.381 19.2062 16.2343 16.206 21.8311 22.6067 22.3296 21.4047 28.0113 20.8007 19.2324 18.2474 20.2402 16.1197 16.0215 15.3425 15.3285 14.6595 19.7264 15.176 14.5967 13.7875 16.6301 +threshold=0.99248650000000016 0.99758685000000014 0.21799425000000003 0 0.024768400000000006 0.40967365967365971 73.000000000000014 0.5744653500000001 1 31.000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 33.000000000000007 0.025760150000000002 111.00000000000001 0.07352595000000002 0.081666666666666679 29.000000000000004 0.65175950000000016 0.28991596638655465 0.014160550000000003 0.95492530000000009 0.098387096774193564 0.00020885000000000003 79.000000000000014 95.000000000000014 0.011210487625581968 2 0.0093358000000000017 0.00074955000000000009 +decision_type=2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 +left_child=2 3 10 -2 5 22 20 -7 -9 -3 14 24 13 -13 17 16 -16 -1 -18 -20 -6 -19 -4 -10 -12 26 -26 -22 29 -25 +right_child=1 9 4 -5 6 7 -8 8 23 -11 11 12 -14 -15 15 -17 18 21 19 -21 27 -23 -24 28 25 -27 -28 -29 -30 -31 +leaf_value=0.0039559390093358866 0.010732983896980056 -0.025350037164416056 -0.00031813623469700912 0.0015390375898839382 0.013635996653747094 -0.00034946878705061058 0.0069257391187258341 0.0037412507022600351 0.0062544869807310017 0.020219431762427173 0.0051414257458311449 -0.037103749790580155 0.012786854229046286 -0.0024614310824672492 -0.039996891071891527 -0.0053351511950455871 -0.10445236940800109 -0.0014166486794074883 -0.68788959521593462 -0.11948677878687326 0.0026751620666143621 -0.0090103968912248044 -0.0034729835631784724 0.0076319796706705943 -0.0085908840536409459 0.021722552808454601 0.038503006761691702 -0.0010135610955740333 0.0024155744457700075 -0.0022859163188403693 +leaf_weight=6611.4790428616107 6024.8905967045575 80.551237343810499 252727.28523227386 5413.2991504268721 1009.7402396015823 43678.09656534344 9524.9128189338371 38522.334738465026 4380.5710068270564 2653.9334840849042 12535.477433430962 189.03514151275158 980.27070477418602 11847.075621142983 241.28499332629144 574.68826191313565 6.0693285781890136 177603.27487299684 1.3524178229272368 1.1671044081449506 21706.697286445647 2822.5260863751173 16416.119969122112 1835.3166947541758 1955.1888613030314 272.33832603972405 70.908705310896039 21194.184053994715 14600.399108342826 21449.351110902615 +leaf_count=17491 189401 5645 936591 173324 15988 95100 40723 179176 38276 192322 33962 1039 2681 25934 1166 2438 36 483425 26 20 67573 9233 54899 16273 5661 1061 236 65882 47228 95302 +internal_value=0 0.00880131 -0.000146626 0.00639254 0.000303017 4.85827e-05 0.0021772 0.00125767 0.00212657 0.0188771 -0.00107847 0.00117268 -0.00181618 -0.00300551 -0.0014122 -0.0174886 -0.0454404 -0.00134133 -0.198365 -0.424591 0.00114717 -0.00153544 -0.000510563 0.000653858 0.00379532 -0.0035462 -0.00694271 0.000853221 6.4413e-06 -0.00150418 +internal_weight=0 14172.7 662757 11438.2 447045 393609 53435.5 124466 80788 2734.48 215712 27850.3 13016.4 12036.1 187862 824.562 249.874 187037 8.58885 2.51952 43910.6 180426 269143 42265.6 14833.9 2298.44 2026.1 42900.9 37885.1 23284.7 +internal_count=2798112 560692 2237420 362725 1653011 1462845 190166 471355 376255 197967 584409 70574 29654 26973 513835 3686 1248 510149 82 46 149443 492658 991490 197079 40920 6958 5897 133455 158803 111575 cat_boundaries=0 1 2 3 -cat_threshold=4 1 8 +cat_threshold=3 12 9 is_linear=0 shrinkage=0.1 @@ -1957,142 +1953,146 @@ shrinkage=0.1 Tree=93 num_leaves=31 num_cat=3 -split_feature=2 0 1 1 2 9 8 10 0 8 11 8 1 0 3 5 6 11 0 2 10 8 11 8 3 1 2 0 3 8 -split_gain=230.265 83.0608 73.8182 51.4475 51.2781 45.5732 56.145 50.3369 43.0375 40.649 38.3604 37.0868 35.6166 37.6574 35.5133 38.0205 38.8099 35.8903 35.2601 52.3676 50.8797 41.4517 35.5778 43.6897 47.2473 39.0327 35.5068 35.1728 34.3602 32.9307 -threshold=0.0034903126319053104 0.0011140464579956113 9.4137104212019287e-05 0.0031011824696210119 0.00098506602320961255 1.0000000180025095e-35 53.000000000000007 1.0000000180025095e-35 0.73703290205006 195.00000000000003 0 111.00000000000001 0.00081263372925313444 0.00048253679577423084 0.3131549406786604 0.033908045977011504 0.44722222222222224 1 0.015826981426821967 0.16162818982426205 1.0000000180025095e-35 19.000000000000004 2 41.000000000000007 0.45403597687126751 0.0005863350518038648 0.79217698606640397 0.069352805184890579 0.0471019601214527 31.000000000000004 -decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 -left_child=4 12 -3 8 -1 7 -7 14 9 18 -6 29 13 -2 15 17 -17 -5 22 21 -21 -20 28 -24 -25 -26 -22 -9 -4 -10 -right_child=1 2 3 5 10 6 -8 27 11 -11 -12 -13 -14 -15 -16 16 -18 -19 19 20 26 -23 23 24 25 -27 -28 -29 -30 -31 -leaf_value=-0.062946359553342601 -0.0092112887187242639 -0.017507637766443939 0.025735863315421305 -0.0025813968202711597 -0.0035850074916915901 0.0086153471201060299 -0.027076313475650749 0.00079384735476280472 -0.024059698252608435 0.090179787834544334 -0.027782499129945126 0.22552921699725603 -0.013231256020395394 -0.00065253482883294767 -0.0021793350340743398 -0.013633401030406595 0.030126062857288971 0.0031485216726568153 0.091295288491200388 0.0022862154798661554 -0.0046585074904418435 -0.0071529369479752377 0.0026020334245535131 0.013993317382092231 -0.0031954381848070708 0.0087595906458488287 -0.02770361891693017 -0.011915480092703254 -0.00092831204810330458 0.021229231067738649 -leaf_weight=324.097648314666 7678.2714838311076 2219.2403446212411 492.95424644649029 14468.470021451823 912.85865014884621 7819.8576513361186 467.0585820171982 3199.280559415929 178.91121684573591 52.073487542569637 2442.6162335448898 8.5362592544406635 4466.6991364108399 15555.722885911353 61954.040543567389 2575.1489791246131 219.98830493912101 44642.887153644115 42.950935877859592 40832.845763243735 3207.4777185916901 10084.140404416248 61374.796938278712 7911.3271732926369 4586.048573541455 6751.8037541937083 844.64224344491959 6818.1184705710039 24628.832734145224 1564.6310550235212 -leaf_count=55716 228053 35157 3515 80427 92001 38506 3227 24215 1410 366 249545 102 63805 212968 404283 19300 1270 252097 304 183497 14411 84580 394678 37779 48895 53268 3576 40842 158181 12138 -internal_value=0 0.000191124 0.000664405 0.000796747 -0.0249619 -0.000592694 0.00660373 -0.00103815 0.00201185 0.00184201 -0.021293 0.0176 -0.00505321 -0.003481 -0.000486704 0.00120723 -0.0101894 0.00174613 0.0018134 -0.00023993 0.0012256 -0.0067354 0.0028816 0.00390522 0.00806239 0.0039239 -0.00946213 -0.00785647 -0.000404931 0.016582 -internal_weight=0 334647 306946 304727 3679.57 142165 8286.92 133878 162562 160810 3355.47 1752.08 27700.7 23234 123861 61906.5 2795.14 59111.4 160758 55012.1 44885 10127.1 105746 80624 19249.2 11337.9 4052.12 10017.4 25121.8 1743.54 -internal_count=2798112 2400850 1896024 1860867 397262 864167 41733 822434 996700 983050 341546 13650 504826 441021 757377 353094 20570 332524 982684 286368 201484 84884 696316 534620 139942 102163 17987 65057 161696 13548 +split_feature=3 3 3 11 1 7 8 3 11 8 10 9 8 2 8 3 5 8 1 5 2 2 4 1 8 8 5 11 0 0 +split_gain=111.099 34.3974 27.7695 24.0631 21.3177 26.6102 26.1362 17.381 19.2062 16.2343 16.206 21.8311 22.6067 22.3296 21.4047 28.0113 20.8007 19.2324 18.2474 20.2402 16.1197 16.0215 15.3425 15.3285 14.6595 19.7264 15.176 14.5967 13.7875 16.6301 +threshold=0.99248650000000016 0.99758685000000014 0.21799425000000003 0 0.024768400000000006 0.40967365967365971 73.000000000000014 0.5744653500000001 1 31.000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 33.000000000000007 0.025760150000000002 111.00000000000001 0.07352595000000002 0.081666666666666679 29.000000000000004 0.65175950000000016 0.28991596638655465 0.014160550000000003 0.95492530000000009 0.098387096774193564 0.00020885000000000003 79.000000000000014 95.000000000000014 0.011210487625581968 2 0.0093358000000000017 0.00074955000000000009 +decision_type=2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 +left_child=2 3 10 -2 5 22 20 -7 23 -3 14 24 13 -13 17 16 -16 -1 -18 -20 -6 -19 -4 -9 -12 26 -26 -22 29 -25 +right_child=1 9 4 -5 6 7 -8 8 -10 -11 11 12 -14 -15 15 -17 18 21 19 -21 27 -23 -24 28 25 -27 -28 -29 -30 -31 +leaf_value=-0.0039559390093358866 -0.0015390375898839382 0.025350037164416056 0.00031813623469700912 -0.010732983896980056 -0.013635996653747094 0.00034946878705061058 -0.0069257391187258341 -0.0062544869807310017 -0.0037412507022600351 -0.020219431762427173 -0.0051414257458311449 0.037103749790580155 -0.012786854229046286 0.0024614310824672492 0.039996891071891527 0.0053351511950455871 0.10445236940800109 0.0014166486794074883 0.68788959521593462 0.11948677878687326 0.0010135610955740333 0.0090103968912248044 0.0034729835631784724 -0.0076319796706705943 0.0085908840536409459 -0.021722552808454601 -0.038503006761691702 -0.0026751620666143621 -0.0024155744457700075 0.0022859163188403693 +leaf_weight=6611.4790428616107 5413.2991504268721 80.551237343810499 252727.28523227386 6024.8905967045575 1009.7402396015823 43678.09656534344 9524.9128189338371 4380.5710068270564 38522.334738465026 2653.9334840849042 12535.477433430962 189.03514151275158 980.27070477418602 11847.075621142983 241.28499332629144 574.68826191313565 6.0693285781890136 177603.27487299684 1.3524178229272368 1.1671044081449506 21194.184053994715 2822.5260863751173 16416.119969122112 1835.3166947541758 1955.1888613030314 272.33832603972405 70.908705310896039 21706.697286445647 14600.399108342826 21449.351110902615 +leaf_count=17491 173324 5645 936591 189401 15988 95100 40723 38276 179176 192322 33962 1039 2681 25934 1166 2438 36 483425 26 20 65882 9233 54899 16273 5661 1061 236 67573 47228 95302 +internal_value=0 -0.00880131 0.000146626 -0.00639254 -0.000303017 -4.85827e-05 -0.0021772 -0.00125767 -0.00212657 -0.0188771 0.00107847 -0.00117268 0.00181618 0.00300551 0.0014122 0.0174886 0.0454404 0.00134133 0.198365 0.424591 -0.00114717 0.00153544 0.000510563 -0.000653858 -0.00379532 0.0035462 0.00694271 -0.000853221 -6.4413e-06 0.00150418 +internal_weight=0 14172.7 662757 11438.2 447045 393609 53435.5 124466 80788 2734.48 215712 27850.3 13016.4 12036.1 187862 824.562 249.874 187037 8.58885 2.51952 43910.6 180426 269143 42265.6 14833.9 2298.44 2026.1 42900.9 37885.1 23284.7 +internal_count=2798112 560692 2237420 362725 1653011 1462845 190166 471355 376255 197967 584409 70574 29654 26973 513835 3686 1248 510149 82 46 149443 492658 991490 197079 40920 6958 5897 133455 158803 111575 cat_boundaries=0 1 2 3 -cat_threshold=4 1 8 +cat_threshold=12 3 6 is_linear=0 shrinkage=0.1 Tree=94 num_leaves=31 -num_cat=4 -split_feature=2 2 6 6 7 1 8 5 8 2 11 1 8 6 1 3 7 8 11 2 1 8 8 1 11 1 2 11 5 8 -split_gain=193.645 84.001 44.7518 120.866 43.7452 55.6183 43.2274 37.8965 40.3634 37.4506 35.1139 33.8572 29.9193 28.957 28.2349 27.8587 29.9536 32.8721 29.8305 44.9248 31.2013 33.7442 32.7253 29.0739 27.6399 42.9536 32.4427 30.4774 29.7223 27.1481 -threshold=0.0027572302624172726 0.014909378352222188 0.32916666666666672 0.32037735849056609 0.044466403162055343 0.018933930616955374 109.00000000000001 0.033908045977011504 57.000000000000007 0.00098506602320961255 0 9.133975504419557e-05 27.000000000000004 0.27718676122931446 0.3610968595124448 0.14357522397752459 0.74679487179487192 79.000000000000014 1 0.56547477661013301 0.0040023602035439369 59.000000000000007 17.000000000000004 0.21593109827404747 2 0.03332159992971339 0.041591763423999645 3 0.031754032258064523 91.000000000000014 -decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 1 2 2 -left_child=9 4 3 7 5 -2 12 15 -9 -1 -11 -6 -4 -10 -14 16 17 18 19 20 21 -3 -22 -21 26 -26 -17 28 -27 -19 -right_child=1 2 6 -5 11 -7 -8 8 13 10 -12 -13 14 -15 -16 24 -18 29 -20 23 22 -23 -24 -25 25 27 -28 -29 -30 -31 -leaf_value=0.060493408351800483 0.00092771972722579274 -0.020138175848788742 0.01653693202471794 0.14810169432588147 0.030616592751890711 0.025991605275145775 -0.038865830895982265 0.0035315344583836347 0.026220570138433364 0.0029180795738444191 0.030939322738031707 0.010500721592347169 -0.0030011217360665439 -0.042639186568829202 -0.024586715202340036 0.011229457438804035 -0.0063617707388570815 -0.0070631710946604922 -0.0023619283255038636 0.0071053067298911324 -0.15571015084901618 0.033401887821037111 0.0012444760444829813 -0.059020270488234522 -0.00088404835709277702 0.007315348201699161 0.0016793391275343784 -0.0018948717314811051 -0.26028678143733203 0.018270656384066077 -leaf_weight=304.54335188260302 9262.7247756822035 1473.6999726034701 774.70477643609047 55.118194241076708 1054.3174815252423 978.93209296092391 337.60818082280457 5265.2112762778997 1281.3988378830254 635.85483071999624 1596.8336229426786 4053.8012641472742 49055.909199737012 64.125303152948618 613.55993041023612 3856.6469997186214 12885.780113199726 9640.5457249227911 18010.161396445706 12309.632220804691 13.329646561294792 127.93725503236055 3897.2519772723317 66.852353885769844 136930.29923840053 11918.517113804817 45802.902481876314 5303.0903369467705 4.1519779935479155 442.40990274585783 -leaf_count=55716 322965 7824 4101 389 50758 31344 2171 33849 9327 73039 191938 155955 272162 386 4869 60974 67397 51339 92134 57140 81 833 24290 269 852989 78431 258255 34526 23 2638 -internal_value=0 -0.000132819 -0.000479313 3.40651e-05 0.00709357 0.00332341 -0.0032023 3.75911e-06 0.00748162 0.0275977 0.0231107 0.0146526 -0.00296361 0.0229388 -0.00326777 -0.00018443 -0.00210065 -0.000906527 0.000510488 0.00340183 -0.00410539 -0.0158614 0.000709479 0.00674813 0.000369027 -0.000291979 0.00242053 0.00441431 0.00721611 -0.0059516 -internal_weight=0 335481 320131 269349 15349.8 10241.7 50781.8 269294 6610.74 2537.23 2232.69 5108.12 50444.2 1345.52 49669.5 262683 58867.6 45981.8 35898.9 17888.7 5512.22 1601.64 3910.58 12376.5 203816 154156 49659.5 17225.8 11922.7 10083 -internal_count=2798112 2477419 1916397 1633094 561022 354309 283303 1632705 43562 320693 264977 206713 281132 9713 277031 1589143 303945 236548 182571 90437 33028 8657 24371 57409 1285198 965969 319229 112980 78454 53977 -cat_boundaries=0 1 2 3 4 -cat_threshold=4 3 8 5 +num_cat=1 +split_feature=0 2 6 2 8 6 7 6 3 1 8 8 8 0 2 1 4 8 1 8 8 8 11 8 0 6 6 6 7 4 +split_gain=97.0057 27.671 24.9811 23.8124 24.2398 21.834 27.1676 21.417 18.7325 17.727 23.0283 18.4688 18.2688 32.7794 23.8112 16.9453 16.2218 15.8683 14.9069 14.8481 14.5296 141.209 14.3169 14.2437 14.1046 13.5858 41.8198 39.5234 27.4196 26.668 +threshold=0.00031195000000000002 0.0025198500000000006 0.37689393939393945 0.083913700000000022 77.000000000000014 0.3816526610644258 0.41277890466531447 1.0000000180025095e-35 0.9979205000000001 0.052604400000000009 131.00000000000003 197.00000000000003 172.00000000000003 0.023296750000000001 0.005987150000000001 3.9050000000000007e-05 0.53589743589743599 91.000000000000014 0.81796065000000018 99.000000000000014 215.00000000000003 231.00000000000003 0 59.000000000000007 0.025153700000000005 0.3585714285714286 0.33712121212121215 0.35147058823529415 0.34891304347826091 0.1731634182908546 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 +left_child=8 20 3 4 7 6 -4 15 22 -6 -11 12 -12 14 18 -3 19 25 -14 -7 -2 -22 -1 -24 -21 26 -5 28 -28 -30 +right_child=1 2 5 17 9 16 -8 -9 -10 10 11 -13 13 -15 -16 -17 -18 -19 -20 24 21 -23 23 -25 -26 -27 27 -29 29 -31 +leaf_value=0.012428760852618199 0.013389622757288652 0.011022007173998328 0.039916154702662354 -0.00030382375411852972 0.0035496807501727672 -0.0016125120483793127 -0.05525588435559825 0.0050924453787166988 0.01906113108056507 0.015630636473660774 -0.026009179600784579 0.025393948759334158 -0.27589946113629576 0.0049853514451948591 -0.18734435747480346 9.267041870706764e-05 0.031425808306289264 0.0055261063140716535 -0.95198200736339111 -0.027570251060843501 -1.7529341113969055 0.026534691658642997 0.0024351728549516618 0.015821603698433783 -0.0016583636574113198 0.0079136395724524952 -0.0010987104969965328 -0.004135961953112108 -0.04857213959686587 -0.12587150976701816 +leaf_weight=3689.631459588185 1627.9153723521158 1441.2148709185421 37.600969541817904 452351.61667715013 15379.040540156886 82701.539802681655 148.25555646233261 10207.651700025424 1643.8274649437517 2112.6783795170486 67.682971341535449 45.520575324073434 0.61209971830249077 10.459738574922083 12.114546708762644 90425.949742943048 147.67325474135578 4715.4703875631094 0.69805478304624557 431.92978405952454 0.49907916784286399 4.1885992726311088 5120.0852791247889 940.94299457594752 408.97650301456451 2002.5475071370602 76.441808193922043 389.839579179883 156.05247873067856 62.508884996175766 +leaf_count=94773 104345 24100 137 1105088 158523 253407 396 78809 129351 22943 1073 865 19 132 194 648501 479 12584 23 2134 34 270 122984 29203 1220 4857 181 950 390 147 +internal_value=0 -0.000119449 -0.000151452 8.20265e-05 0.00133834 -0.00176444 -0.0360015 0.00074697 0.00918607 0.00476254 0.0130535 -0.0266638 -0.0525431 -0.127734 -0.231141 0.00026413 -0.00168841 -0.000245074 -0.636119 -0.00174694 0.0128834 -0.162919 0.00752127 0.00450591 -0.014968 -0.000304879 -0.000341207 -0.0250338 -0.0526499 -0.0706799 +internal_weight=0 664967 663334 579458 119704 83876 185.857 102075 11394.5 17628.8 2249.77 137.088 91.5674 23.8844 13.4247 91867.2 83690.1 459754 1.31015 83542.4 1632.6 4.68768 9750.66 6061.03 840.906 455039 453036 684.843 295.003 218.561 +internal_count=2798112 2421801 2317152 2059379 935182 257773 533 751410 376311 183772 25249 2306 1441 368 236 672601 257240 1124197 42 256761 104649 304 246960 152187 3354 1111613 1106756 1668 718 537 +cat_boundaries=0 1 +cat_threshold=3 is_linear=0 shrinkage=0.1 Tree=95 num_leaves=31 -num_cat=4 -split_feature=2 2 6 6 7 1 8 5 8 2 11 1 8 6 1 3 7 8 11 2 1 8 8 1 11 1 2 11 5 8 -split_gain=193.645 84.001 44.7518 120.866 43.7452 55.6183 43.2274 37.8965 40.3634 37.4506 35.1139 33.8572 29.9193 28.957 28.2349 27.8587 29.9536 32.8721 29.8305 44.9248 31.2013 33.7442 32.7253 29.0739 27.6399 42.9536 32.4427 30.4774 29.7223 27.1481 -threshold=0.0027572302624172726 0.014909378352222188 0.32916666666666672 0.32037735849056609 0.044466403162055343 0.018933930616955374 109.00000000000001 0.033908045977011504 57.000000000000007 0.00098506602320961255 0 9.133975504419557e-05 27.000000000000004 0.27718676122931446 0.3610968595124448 0.14357522397752459 0.74679487179487192 79.000000000000014 1 0.56547477661013301 0.0040023602035439369 59.000000000000007 17.000000000000004 0.21593109827404747 2 0.03332159992971339 0.041591763423999645 3 0.031754032258064523 91.000000000000014 -decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 1 2 2 -left_child=9 4 3 7 5 -2 12 15 -9 -1 -11 -6 -4 -10 -14 16 17 18 -3 20 21 -20 -22 -21 26 -26 -17 -27 -29 -19 -right_child=1 2 6 -5 11 -7 -8 8 13 10 -12 -13 14 -15 -16 24 -18 29 19 23 22 -23 -24 -25 25 27 -28 28 -30 -31 -leaf_value=-0.060493408351800483 -0.00092771972722579274 0.0023619283255038636 -0.01653693202471794 -0.14810169432588147 -0.030616592751890711 -0.025991605275145775 0.038865830895982265 -0.0035315344583836347 -0.026220570138433364 -0.0029180795738444191 -0.030939322738031707 -0.010500721592347169 0.0030011217360665439 0.042639186568829202 0.024586715202340036 -0.011229457438804035 0.0063617707388570815 0.0070631710946604922 0.020138175848788742 -0.0071053067298911324 0.15571015084901618 -0.033401887821037111 -0.0012444760444829813 0.059020270488234522 0.00088404835709277702 0.0018948717314811051 -0.0016793391275343784 -0.007315348201699161 0.26028678143733203 -0.018270656384066077 -leaf_weight=304.54335188260302 9262.7247756822035 18010.161396445706 774.70477643609047 55.118194241076708 1054.3174815252423 978.93209296092391 337.60818082280457 5265.2112762778997 1281.3988378830254 635.85483071999624 1596.8336229426786 4053.8012641472742 49055.909199737012 64.125303152948618 613.55993041023612 3856.6469997186214 12885.780113199726 9640.5457249227911 1473.6999726034701 12309.632220804691 13.329646561294792 127.93725503236055 3897.2519772723317 66.852353885769844 136930.29923840053 5303.0903369467705 45802.902481876314 11918.517113804817 4.1519779935479155 442.40990274585783 -leaf_count=55716 322965 92134 4101 389 50758 31344 2171 33849 9327 73039 191938 155955 272162 386 4869 60974 67397 51339 7824 57140 81 833 24290 269 852989 34526 258255 78431 23 2638 -internal_value=0 0.000132819 0.000479313 -3.40651e-05 -0.00709357 -0.00332341 0.0032023 -3.75911e-06 -0.00748162 -0.0275977 -0.0231107 -0.0146526 0.00296361 -0.0229388 0.00326777 0.00018443 0.00210065 0.000906527 -0.000510488 -0.00340183 0.00410539 0.0158614 -0.000709479 -0.00674813 -0.000369027 0.000291979 -0.00242053 -0.00441431 -0.00721611 0.0059516 -internal_weight=0 335481 320131 269349 15349.8 10241.7 50781.8 269294 6610.74 2537.23 2232.69 5108.12 50444.2 1345.52 49669.5 262683 58867.6 45981.8 35898.9 17888.7 5512.22 1601.64 3910.58 12376.5 203816 154156 49659.5 17225.8 11922.7 10083 -internal_count=2798112 2477419 1916397 1633094 561022 354309 283303 1632705 43562 320693 264977 206713 281132 9713 277031 1589143 303945 236548 182571 90437 33028 8657 24371 57409 1285198 965969 319229 112980 78454 53977 -cat_boundaries=0 1 2 3 4 -cat_threshold=4 12 8 2 +num_cat=1 +split_feature=0 2 6 2 8 6 7 6 3 1 8 8 8 0 2 1 4 8 1 8 8 8 11 8 0 6 6 6 7 4 +split_gain=97.0057 27.671 24.9811 23.8124 24.2398 21.834 27.1676 21.417 18.7325 17.727 23.0283 18.4688 18.2688 32.7794 23.8112 16.9453 16.2218 15.8683 14.9069 14.8481 14.5296 141.209 14.3169 14.2437 14.1046 13.5858 41.8198 39.5234 27.4196 26.668 +threshold=0.00031195000000000002 0.0025198500000000006 0.37689393939393945 0.083913700000000022 77.000000000000014 0.3816526610644258 0.41277890466531447 1.0000000180025095e-35 0.9979205000000001 0.052604400000000009 131.00000000000003 197.00000000000003 172.00000000000003 0.023296750000000001 0.005987150000000001 3.9050000000000007e-05 0.53589743589743599 91.000000000000014 0.81796065000000018 99.000000000000014 215.00000000000003 231.00000000000003 0 59.000000000000007 0.025153700000000005 0.3585714285714286 0.33712121212121215 0.35147058823529415 0.34891304347826091 0.1731634182908546 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 +left_child=8 20 3 4 7 6 -4 15 22 -6 -11 12 -12 14 18 -3 19 25 -14 -7 -2 -22 23 -1 -21 26 -5 28 -28 -30 +right_child=1 2 5 17 9 16 -8 -9 -10 10 11 -13 13 -15 -16 -17 -18 -19 -20 24 21 -23 -24 -25 -26 -27 27 -29 29 -31 +leaf_value=-0.0024351728549516618 -0.013389622757288652 -0.011022007173998328 -0.039916154702662354 0.00030382375411852972 -0.0035496807501727672 0.0016125120483793127 0.05525588435559825 -0.0050924453787166988 -0.01906113108056507 -0.015630636473660774 0.026009179600784579 -0.025393948759334158 0.27589946113629576 -0.0049853514451948591 0.18734435747480346 -9.267041870706764e-05 -0.031425808306289264 -0.0055261063140716535 0.95198200736339111 0.027570251060843501 1.7529341113969055 -0.026534691658642997 -0.012428760852618199 -0.015821603698433783 0.0016583636574113198 -0.0079136395724524952 0.0010987104969965328 0.004135961953112108 0.04857213959686587 0.12587150976701816 +leaf_weight=5120.0852791247889 1627.9153723521158 1441.2148709185421 37.600969541817904 452351.61667715013 15379.040540156886 82701.539802681655 148.25555646233261 10207.651700025424 1643.8274649437517 2112.6783795170486 67.682971341535449 45.520575324073434 0.61209971830249077 10.459738574922083 12.114546708762644 90425.949742943048 147.67325474135578 4715.4703875631094 0.69805478304624557 431.92978405952454 0.49907916784286399 4.1885992726311088 3689.631459588185 940.94299457594752 408.97650301456451 2002.5475071370602 76.441808193922043 389.839579179883 156.05247873067856 62.508884996175766 +leaf_count=122984 104345 24100 137 1105088 158523 253407 396 78809 129351 22943 1073 865 19 132 194 648501 479 12584 23 2134 34 270 94773 29203 1220 4857 181 950 390 147 +internal_value=0 0.000119449 0.000151452 -8.20265e-05 -0.00133834 0.00176444 0.0360015 -0.00074697 -0.00918607 -0.00476254 -0.0130535 0.0266638 0.0525431 0.127734 0.231141 -0.00026413 0.00168841 0.000245074 0.636119 0.00174694 -0.0128834 0.162919 -0.00752127 -0.00450591 0.014968 0.000304879 0.000341207 0.0250338 0.0526499 0.0706799 +internal_weight=0 664967 663334 579458 119704 83876 185.857 102075 11394.5 17628.8 2249.77 137.088 91.5674 23.8844 13.4247 91867.2 83690.1 459754 1.31015 83542.4 1632.6 4.68768 9750.66 6061.03 840.906 455039 453036 684.843 295.003 218.561 +internal_count=2798112 2421801 2317152 2059379 935182 257773 533 751410 376311 183772 25249 2306 1441 368 236 672601 257240 1124197 42 256761 104649 304 246960 152187 3354 1111613 1106756 1668 718 537 +cat_boundaries=0 1 +cat_threshold=12 is_linear=0 shrinkage=0.1 Tree=96 num_leaves=31 -num_cat=1 -split_feature=0 2 2 7 8 6 6 8 5 8 1 1 11 6 5 7 6 6 4 4 2 7 6 4 4 4 6 6 5 4 -split_gain=165.124 51.2799 44.9204 39.9214 39.2924 37.256 105.566 34.6115 31.333 32.9441 30.5033 28.9959 36.422 26.6694 52.9754 42.2498 68.528 38.2489 97.7265 51.2342 39.6794 37.0193 36.0319 36.0841 60.7808 45.4813 39.6158 35.3698 34.297 33.7871 -threshold=0.00029458472764459347 0.015388798785591932 0.0012610195248838867 0.10582306830907055 47.000000000000007 0.32916666666666672 0.32037735849056609 99.000000000000014 0.033908045977011504 57.000000000000007 3.0403031447839555e-05 0.0045016924269689644 0 0.29478609625668456 0.026671408250355622 0.62115563839701782 0.3133928571428572 0.28801843317972359 0.38548951048951058 0.27003205128205132 0.23544127336824308 0.40967365967365971 0.31142241379310348 0.40312500000000007 0.56125000000000014 0.15707236842105265 0.31643132220795894 0.31909090909090915 0.030076888285843515 0.17573529411764707 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 -4 10 6 8 -7 13 -10 -2 12 -6 17 15 22 -17 -3 19 29 -20 -21 -15 25 -25 -24 -27 -18 -16 -19 -right_child=1 5 3 -5 11 7 -8 -9 9 -11 -12 -13 -14 14 28 16 27 18 20 21 -22 -23 23 24 -26 26 -28 -29 -30 -31 -leaf_value=0.051953395297974519 0.0318778611054839 -0.00022675195418638225 0.0085164494580946947 0.027526587484780724 0.021033856408011045 -0.0026911765845249666 0.1435857235897601 -0.029067411412318112 0.0032279566190629612 0.020844457040537778 0.0020498909048642148 0.035313487255723378 -0.0048429342607465529 0.04844240137652972 -0.29188499841450505 -0.033876809676036373 0.14565535108839506 -0.0024137171901295381 -0.56166069807444641 -0.07219791740050123 -0.19350955675022952 0.19341995267144638 0.054095291452468899 0.1426140379159648 -0.21261499420952018 -0.038694139582625145 -0.21634881879596091 -0.11138032637189801 -0.016584142426955852 -0.11809520818130095 -leaf_weight=357.81550003122538 354.31212439853698 260404.72533393279 3126.2003081450239 1708.3376423409209 1374.2303184205666 50166.86497919634 51.196944214403629 502.48582595027983 5240.904050655663 1331.1723600309342 10593.95601551095 618.89295060746372 895.59356624772772 468.8887421824038 8.9569616541266459 233.6101434417069 34.798281598836184 60.232981741428375 3.6422313377261188 7.6415700167417553 14.92119614779949 16.744574710726738 46.805115152150393 29.996133137494326 5.7381057590246192 81.437843352556229 14.839230641722677 6.3269810900092116 9.1459356434643251 43.468275345861912 -leaf_count=63122 14269 1562161 175590 114490 71917 277521 384 3192 33495 9610 391275 27810 47188 2673 48 1311 210 341 25 38 66 89 276 151 26 442 79 37 50 226 -internal_value=0 -0.000207285 0.0177643 0.0152339 0.00575244 -0.000465969 3.99115e-06 -0.00295275 -2.34312e-05 0.00679617 0.0030152 0.0161266 0.0108951 -0.000194828 0.0166139 0.0199386 -0.0129219 -0.000255505 -0.0513113 -0.0202342 -0.265743 0.110187 0.033877 -0.00431626 0.0855723 -0.0267656 -0.0660761 0.106111 -0.152798 -0.0509037 -internal_weight=0 332622 5192.35 4834.54 13837 318785 268115 50669.4 268064 6572.08 10948.3 2888.72 2269.82 261492 940.543 922.441 274.735 260551 146.651 128.087 18.5634 24.3861 647.705 178.816 35.7342 143.082 96.2771 41.1253 18.1029 103.701 -internal_count=2798112 2444910 353202 290080 552459 1892451 1611738 280713 1611354 43105 405544 146915 119105 1568249 5303 5205 1558 1562946 785 694 91 127 3647 974 177 797 521 247 98 567 -cat_boundaries=0 1 -cat_threshold=3 +num_cat=3 +split_feature=2 0 3 4 0 2 1 1 2 0 0 1 8 8 4 5 11 0 8 1 2 7 11 8 1 1 11 1 0 1 +split_gain=81.7634 31.4866 21.5857 18.7376 21.6271 18.2036 17.4356 19.962 21.6463 19.3104 18.7311 22.8361 17.8109 16.2551 15.9246 15.2063 15.1034 20.78 18.6374 16.5569 15.8164 14.3035 13.8827 13.7804 13.2827 12.7415 12.7074 19.226 22.928 14.5958 +threshold=0.0027927500000000005 0.00048235000000000004 0.10623690000000001 0.33687943262411352 0.012953250000000001 0.00083315000000000006 0.00018295000000000003 0.024768400000000006 0.016783750000000004 0.0022820500000000003 0.0010364500000000002 0.00077245000000000015 57.000000000000007 189.00000000000003 0.34330357142857149 0.033908045977011504 0 0.012524850000000002 39.000000000000007 0.0021955500000000005 0.035594300000000002 1.0000000180025095e-35 1 121.00000000000001 0.00070365000000000011 7.3750000000000017e-05 2 0.0027206500000000002 0.87149980000000016 0.047554800000000008 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 1 2 2 2 +left_child=5 -2 3 23 -5 -1 9 10 -9 -4 11 -8 22 16 -6 -14 -12 18 19 -18 -20 -7 -10 26 -19 -11 -3 28 -28 -29 +right_child=1 2 6 4 14 21 7 8 12 25 13 -13 15 -15 -16 -17 17 24 20 -21 -22 -23 -24 -25 -26 -27 27 29 -30 -31 +leaf_value=0.035030404940685766 0.0042030571106381736 -0.0039467635519407273 0.00071262271592614735 -0.011631725278210115 0.090450875240103923 0.0070041388399503376 0.00045784376730793956 0.011803755543264002 0.0031215771982970198 0.018187750993658373 0.0001601764206533196 0.0076781980276192166 0.0034272933473801595 -0.032082845584619331 0.0041117449943896744 0.017113413084524864 -0.0021530468873654151 0.003940514943533451 0.0033245337549181763 0.000976299901860296 -0.005199851694913972 0.018350518362304887 -0.00051191049576706832 -0.026753148487608791 -0.00033969016752093345 0.0052737523166539431 -0.0026041119444865316 0.0011320283730868953 -0.018991169966600177 -0.0040528537871276074 +leaf_weight=335.00474935211241 16872.957699554041 22478.785487445071 17000.81095408462 943.0792308524251 21.416502360254526 3205.3172418316826 14555.394136287272 1971.7696289569139 13870.459832474589 851.67824571579695 216628.18615537882 6266.0221293736249 14733.770968366414 162.28659593686461 8485.3194437287748 859.164102204144 60336.977735413238 7835.7037645205855 2407.5231022443622 23489.178786994889 22694.535212405026 1700.4505381220952 43368.658369325101 223.24125664681196 97048.486139791086 7422.3260538671166 30297.976086735725 32478.606623256579 878.57290570065379 6519.1663273647428 +leaf_count=33313 284106 67479 145751 2675 79 187620 101310 31195 40304 7451 633702 45076 54184 650 27760 3467 202322 25548 30053 76225 65041 111916 130739 1304 249353 36820 82227 88275 3781 28386 +internal_value=0 -6.20968e-05 -0.000172165 -0.00150609 0.00273624 0.0124772 7.53321e-05 -4.78935e-05 0.00146513 0.00264092 -0.000298611 0.00263075 0.00118524 -0.000440258 0.00432911 0.00418139 -0.000428328 -0.00102454 -0.00199196 -0.00127616 -0.00438228 0.0109371 0.00036903 -0.00193773 -1.9924e-05 0.00660304 -0.00187794 -0.0012145 -0.00306591 0.000265284 +internal_weight=0 670702 653829 102326 9449.82 5240.77 551503 526228 74803.8 25274.8 451424 20821.4 72832.1 430603 8506.74 15592.9 430441 213812 108928 83826.2 25102.1 4905.77 57239.1 92876.3 104884 8274 92653.1 70174.3 31176.5 38997.8 +internal_count=2798112 2465263 2181157 301966 30514 332849 1879191 1689169 259889 190022 1429280 146386 228694 1282894 27839 57651 1282244 648542 373641 278547 95094 299536 171043 271452 274901 44271 270148 202669 86008 116661 +cat_boundaries=0 1 2 3 +cat_threshold=12 1 8 is_linear=0 shrinkage=0.1 Tree=97 num_leaves=31 -num_cat=1 -split_feature=0 2 2 7 8 6 6 8 5 8 1 1 11 6 5 7 6 6 4 4 2 7 6 4 4 4 6 6 5 4 -split_gain=165.124 51.2799 44.9204 39.9214 39.2924 37.256 105.566 34.6115 31.333 32.9441 30.5033 28.9959 36.422 26.6694 52.9754 42.2498 68.528 38.2489 97.7265 51.2342 39.6794 37.0193 36.0319 36.0841 60.7808 45.4813 39.6158 35.3698 34.297 33.7871 -threshold=0.00029458472764459347 0.015388798785591932 0.0012610195248838867 0.10582306830907055 47.000000000000007 0.32916666666666672 0.32037735849056609 99.000000000000014 0.033908045977011504 57.000000000000007 3.0403031447839555e-05 0.0045016924269689644 0 0.29478609625668456 0.026671408250355622 0.62115563839701782 0.3133928571428572 0.28801843317972359 0.38548951048951058 0.27003205128205132 0.23544127336824308 0.40967365967365971 0.31142241379310348 0.40312500000000007 0.56125000000000014 0.15707236842105265 0.31643132220795894 0.31909090909090915 0.030076888285843515 0.17573529411764707 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=2 4 -1 -4 10 6 8 -7 13 -10 -2 12 -6 17 15 22 -17 -3 19 29 -20 -21 -15 25 -25 -24 -27 -18 -16 -19 -right_child=1 5 3 -5 11 7 -8 -9 9 -11 -12 -13 -14 14 28 16 27 18 20 21 -22 -23 23 24 -26 26 -28 -29 -30 -31 -leaf_value=-0.051953395297974519 -0.0318778611054839 0.00022675195418638225 -0.0085164494580946947 -0.027526587484780724 0.0048429342607465529 0.0026911765845249666 -0.1435857235897601 0.029067411412318112 -0.0032279566190629612 -0.020844457040537778 -0.0020498909048642148 -0.035313487255723378 -0.021033856408011045 -0.04844240137652972 0.29188499841450505 0.033876809676036373 -0.14565535108839506 0.0024137171901295381 0.56166069807444641 0.07219791740050123 0.19350955675022952 -0.19341995267144638 -0.054095291452468899 -0.1426140379159648 0.21261499420952018 0.038694139582625145 0.21634881879596091 0.11138032637189801 0.016584142426955852 0.11809520818130095 -leaf_weight=357.81550003122538 354.31212439853698 260404.72533393279 3126.2003081450239 1708.3376423409209 895.59356624772772 50166.86497919634 51.196944214403629 502.48582595027983 5240.904050655663 1331.1723600309342 10593.95601551095 618.89295060746372 1374.2303184205666 468.8887421824038 8.9569616541266459 233.6101434417069 34.798281598836184 60.232981741428375 3.6422313377261188 7.6415700167417553 14.92119614779949 16.744574710726738 46.805115152150393 29.996133137494326 5.7381057590246192 81.437843352556229 14.839230641722677 6.3269810900092116 9.1459356434643251 43.468275345861912 -leaf_count=63122 14269 1562161 175590 114490 47188 277521 384 3192 33495 9610 391275 27810 71917 2673 48 1311 210 341 25 38 66 89 276 151 26 442 79 37 50 226 -internal_value=0 0.000207285 -0.0177643 -0.0152339 -0.00575244 0.000465969 -3.99115e-06 0.00295275 2.34312e-05 -0.00679617 -0.0030152 -0.0161266 -0.0108951 0.000194828 -0.0166139 -0.0199386 0.0129219 0.000255505 0.0513113 0.0202342 0.265743 -0.110187 -0.033877 0.00431626 -0.0855723 0.0267656 0.0660761 -0.106111 0.152798 0.0509037 -internal_weight=0 332622 5192.35 4834.54 13837 318785 268115 50669.4 268064 6572.08 10948.3 2888.72 2269.82 261492 940.543 922.441 274.735 260551 146.651 128.087 18.5634 24.3861 647.705 178.816 35.7342 143.082 96.2771 41.1253 18.1029 103.701 -internal_count=2798112 2444910 353202 290080 552459 1892451 1611738 280713 1611354 43105 405544 146915 119105 1568249 5303 5205 1558 1562946 785 694 91 127 3647 974 177 797 521 247 98 567 -cat_boundaries=0 1 -cat_threshold=12 +num_cat=3 +split_feature=2 0 3 4 0 2 1 1 2 0 0 1 8 8 4 5 11 0 8 1 2 7 11 8 1 1 11 1 0 1 +split_gain=81.7634 31.4866 21.5857 18.7376 21.6271 18.2036 17.4356 19.962 21.6463 19.3104 18.7311 22.8361 17.8109 16.2551 15.9246 15.2063 15.1034 20.78 18.6374 16.5569 15.8164 14.3035 13.8827 13.7804 13.2827 12.7415 12.7074 19.226 22.928 14.5958 +threshold=0.0027927500000000005 0.00048235000000000004 0.10623690000000001 0.33687943262411352 0.012953250000000001 0.00083315000000000006 0.00018295000000000003 0.024768400000000006 0.016783750000000004 0.0022820500000000003 0.0010364500000000002 0.00077245000000000015 57.000000000000007 189.00000000000003 0.34330357142857149 0.033908045977011504 0 0.012524850000000002 39.000000000000007 0.0021955500000000005 0.035594300000000002 1.0000000180025095e-35 1 121.00000000000001 0.00070365000000000011 7.3750000000000017e-05 2 0.0027206500000000002 0.87149980000000016 0.047554800000000008 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 1 2 2 2 +left_child=5 -2 3 23 -5 -1 9 10 -9 -4 11 -8 22 16 -6 -14 17 18 19 -12 -20 -7 -10 26 -19 -11 -3 28 -28 -29 +right_child=1 2 6 4 14 21 7 8 12 25 13 -13 15 -15 -16 -17 -18 24 20 -21 -22 -23 -24 -25 -26 -27 27 29 -30 -31 +leaf_value=-0.035030404940685766 -0.0042030571106381736 0.0039467635519407273 -0.00071262271592614735 0.011631725278210115 -0.090450875240103923 -0.0070041388399503376 -0.00045784376730793956 -0.011803755543264002 -0.0031215771982970198 -0.018187750993658373 0.0021530468873654151 -0.0076781980276192166 -0.0034272933473801595 0.032082845584619331 -0.0041117449943896744 -0.017113413084524864 -0.0001601764206533196 -0.003940514943533451 -0.0033245337549181763 -0.000976299901860296 0.005199851694913972 -0.018350518362304887 0.00051191049576706832 0.026753148487608791 0.00033969016752093345 -0.0052737523166539431 0.0026041119444865316 -0.0011320283730868953 0.018991169966600177 0.0040528537871276074 +leaf_weight=335.00474935211241 16872.957699554041 22478.785487445071 17000.81095408462 943.0792308524251 21.416502360254526 3205.3172418316826 14555.394136287272 1971.7696289569139 13870.459832474589 851.67824571579695 60336.977735413238 6266.0221293736249 14733.770968366414 162.28659593686461 8485.3194437287748 859.164102204144 216628.18615537882 7835.7037645205855 2407.5231022443622 23489.178786994889 22694.535212405026 1700.4505381220952 43368.658369325101 223.24125664681196 97048.486139791086 7422.3260538671166 30297.976086735725 32478.606623256579 878.57290570065379 6519.1663273647428 +leaf_count=33313 284106 67479 145751 2675 79 187620 101310 31195 40304 7451 202322 45076 54184 650 27760 3467 633702 25548 30053 76225 65041 111916 130739 1304 249353 36820 82227 88275 3781 28386 +internal_value=0 6.20968e-05 0.000172165 0.00150609 -0.00273624 -0.0124772 -7.53321e-05 4.78935e-05 -0.00146513 -0.00264092 0.000298611 -0.00263075 -0.00118524 0.000440258 -0.00432911 -0.00418139 0.000428328 0.00102454 0.00199196 0.00127616 0.00438228 -0.0109371 -0.00036903 0.00193773 1.9924e-05 -0.00660304 0.00187794 0.0012145 0.00306591 -0.000265284 +internal_weight=0 670702 653829 102326 9449.82 5240.77 551503 526228 74803.8 25274.8 451424 20821.4 72832.1 430603 8506.74 15592.9 430441 213812 108928 83826.2 25102.1 4905.77 57239.1 92876.3 104884 8274 92653.1 70174.3 31176.5 38997.8 +internal_count=2798112 2465263 2181157 301966 30514 332849 1879191 1689169 259889 190022 1429280 146386 228694 1282894 27839 57651 1282244 648542 373641 278547 95094 299536 171043 271452 274901 44271 270148 202669 86008 116661 +cat_boundaries=0 1 2 3 +cat_threshold=3 1 8 is_linear=0 shrinkage=0.1 Tree=98 num_leaves=31 -num_cat=0 -split_feature=2 0 1 1 9 8 10 1 2 7 1 0 7 8 1 8 7 2 1 0 8 0 8 8 8 8 3 4 3 4 -split_gain=144.358 62.4464 58.6274 37.7577 36.4974 45.4668 42.0206 33.1373 32.6304 33.3522 32.2621 31.3835 31.1737 31.1031 30.4679 31.2442 30.1789 29.5237 29.1154 28.3012 57.23 33.4906 33.7324 49.6793 39.3989 37.983 28.4443 28.2305 27.2649 37.408 -threshold=0.0027572302624172726 0.0011140464579956113 9.4137104212019287e-05 0.0031011824696210119 1.0000000180025095e-35 53.000000000000007 1.0000000180025095e-35 0.0078175552521854205 0.00098506602320961255 1.0000000180025095e-35 0.00077583522809392764 0.00031220746211549295 0.15504807692307696 195.00000000000003 0.00024101554044482284 186.00000000000003 0.77097902097902116 0.88768936453029701 3.0403031447839555e-05 0.87763352759617652 79.000000000000014 0.015826981426821967 39.000000000000007 77.000000000000014 79.000000000000014 37.000000000000007 0.18251215572182519 0.33687943262411352 0.34067335890704836 0.37011669203450032 -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=8 10 -3 13 6 7 28 -6 -1 -10 11 -2 -8 14 16 19 -4 -9 -13 21 27 22 25 -24 -25 -16 -26 -21 29 -5 -right_child=1 2 3 4 5 -7 12 17 9 -11 -12 18 -14 -15 15 -17 -18 -19 -20 20 -22 -23 23 24 26 -27 -28 -29 -30 -31 -leaf_value=0.05659742831984102 0.010929377140199139 0.015788803875885573 0.00079661221106021762 -0.0016270260438803648 -0.0011868454292739861 0.024619824776049147 0.003954538064554057 -0.011953714805219659 0.011044162451144101 0.037136883628241163 0.011869069854158747 0.027131902469851345 0.016845969677728872 -0.07921424010960848 -0.0021447074743879027 0.10427862066669112 0.013623794762471523 -0.047871698256186486 0.00063485591228092271 -0.024529330990865489 -0.10994883723402918 -2.8800589980275123e-05 -0.017279492909202613 0.014318098479489345 -0.012807528854268292 0.051622927133082114 -0.0034235315768742025 0.020893858769277494 0.0020112859358648806 0.0076378835617015098 -leaf_weight=277.85540222283453 4000.219596077688 2186.43383930251 10488.419952322729 60668.197348246351 3920.7165368879214 461.30420778226107 7490.150584734045 3671.6658090790734 1398.5543435569853 753.97129417676479 4779.3025191798806 423.87458031158894 2502.5115333581343 51.729668896645308 70419.144680268131 27.625629517249763 2222.9066857937723 244.05952306091785 19146.568158152513 530.8153963861987 66.287651183083653 55333.699195074849 3577.0464930543676 1056.6581219974905 4167.7182664722204 131.63098651822656 14358.296116356738 184.34025674313307 58430.430717328563 4695.2180444533005 -leaf_count=55716 167140 35481 89489 342663 19247 3254 48092 18353 165305 99672 72736 16343 17704 372 438104 195 21148 1078 313729 4995 972 286176 26990 7629 22379 970 101729 2032 388674 29745 -internal_value=0 -0.000112972 -0.000527797 -0.00064488 0.000546019 -0.00588951 0.000945166 -0.00768549 0.0243468 0.0201837 0.00437749 0.00285846 0.007183 -0.00168541 -0.00166074 -0.00205947 0.00303978 -0.0141924 0.00120875 -0.00207907 -0.02106 -0.00197956 -0.00313143 -0.00644284 -0.00446338 -0.00204439 -0.00553461 -0.0128209 0.000441646 -0.000961504 -internal_weight=0 335237 306887 304701 142084 8297.75 133787 7836.44 2430.38 2152.53 28350 23570.7 9992.66 162616 162565 149853 12711.3 3915.73 19570.4 149826 781.443 149044 93710.5 23159.7 19582.7 70550.8 18526 715.156 123794 65363.4 -internal_count=2798112 2477419 1907471 1871990 868810 41932 826878 38678 320693 264977 569948 497212 65796 1003180 1002808 892171 110637 19431 330072 891976 7999 883977 597801 158727 131737 439074 124108 7027 761082 372408 +num_cat=2 +split_feature=0 2 6 6 5 5 8 8 4 11 1 0 7 3 4 4 0 1 9 10 8 3 11 0 6 8 4 0 0 2 +split_gain=69.9805 21.0696 20.2879 45.018 30.405 30.3206 23.0713 21.0382 19.123 16.8796 16.7107 19.444 15.9487 15.1251 14.5276 29.6971 14.4469 17.8148 14.7035 24.2401 23.6978 17.45 14.0651 14.9562 13.8076 13.306 13.267 13.1219 14.4757 29.8886 +threshold=0.00029445000000000008 0.0020351500000000008 0.25186567164179113 0.26393188854489169 0.011210487625581968 0.052289815447710192 57.000000000000007 109.00000000000001 0.67072655589974672 0 0.00022635000000000003 0.010599350000000002 0.10582306830907055 0.98994095000000015 0.68094591975189001 0.57694128787878796 0.0010364500000000002 0.0020486000000000007 1.0000000180025095e-35 1.0000000180025095e-35 67.000000000000014 0.32691125000000004 1 0.92804180000000014 1.0000000180025095e-35 57.000000000000007 0.20942982456140355 0.67191475000000012 0.012953250000000001 0.16286895000000004 +decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 +left_child=9 -2 4 5 10 14 -6 8 -5 13 11 -3 25 -1 15 -4 -12 27 19 21 22 -19 23 -20 -21 -11 -7 28 -18 -30 +right_child=1 2 3 7 6 26 -8 -9 -10 12 16 -13 -14 -15 -16 -17 17 18 20 24 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 +leaf_value=0.0017405581617420075 0.013950118892875472 0.0015678686381225997 -0.049309991843297277 -0.001156555567985522 0.0027200530796772193 -0.028472654965802466 0.012965067082728821 -0.017668652539534712 0.045021492582854969 -0.00091192630758130068 0.0024052850322484345 0.012617473857220316 0.011893324681649909 0.017275945765177599 -0.11845199660857145 0.09858222555394118 -0.001499609420501958 -0.0006930964676864354 -0.00018356799690292351 0.0030657369213928864 0.014895390773352699 0.00099907583392509465 -0.0062872057009003808 -0.070584296032599289 0.014162757637142948 0.01453962892984525 0.083563080848314639 -0.010482192752859779 0.0043339078835529649 -0.00083435048449383262 +leaf_weight=806.89746271818876 1066.6248948480934 35349.481332372874 262.83304282277822 110222.26746595372 10667.212713801302 17.313466685824096 2768.590251436457 773.50891280453652 89.750640049576759 3516.0548386359587 21417.944940314628 1667.6735996231437 2308.7765490729362 2806.1322030890733 27.046856205910444 14.317221999168394 133120.10008340701 120408.49676828273 8230.1292850375175 20039.447747563943 743.26870183367282 123390.50404751487 8208.0161696244031 30.287480184808373 1187.7092403452843 662.29354899656028 27.135481126606464 1441.0452422518283 14440.256462272257 49708.503696650267 +leaf_count=7701 82368 295952 862 348372 42384 50 12824 3449 294 110923 169374 8971 88096 120482 68 49 444834 331854 20621 65308 2636 408695 20974 179 4210 27386 90 5002 61149 112955 +internal_value=0 -9.33433e-05 -0.000115894 -0.00134683 0.000132231 -0.0372242 0.00483115 -0.00123422 -0.00111898 0.00829346 1.51829e-05 0.00206567 0.00521494 0.0137683 -0.0484969 -0.0416701 -0.000135909 -0.000249075 0.000261598 0.000445536 -0.00257067 0.000163339 -0.00335897 -0.000441164 0.00368664 0.00153724 0.0399236 -0.000974411 -0.000904956 0.000329054 +internal_weight=0 665319 664253 111434 552819 348.646 13435.8 111086 110312 10100.2 539383 37017.2 6487.12 3613.03 304.197 277.15 502366 480948 282238 265026 17211.7 243799 16468.4 8260.42 21227.2 4178.35 44.4489 198710 197269 64148.8 +internal_count=2798112 2443524 2361156 353234 2007922 1119 55208 352115 348666 354588 1952714 304923 226405 128183 979 911 1647791 1478417 854477 810067 44410 740549 41774 20800 69518 138309 140 623940 618938 174104 +cat_boundaries=0 1 2 +cat_threshold=3 5 is_linear=0 shrinkage=0.1 Tree=99 num_leaves=31 -num_cat=0 -split_feature=2 0 1 1 9 8 10 1 2 7 1 0 7 8 1 8 7 2 1 0 8 0 8 8 8 8 3 4 3 4 -split_gain=144.358 62.4464 58.6274 37.7577 36.4974 45.4668 42.0206 33.1373 32.6304 33.3522 32.2621 31.3835 31.1737 31.1031 30.4679 31.2442 30.1789 29.5237 29.1154 28.3012 57.23 33.4906 33.7324 49.6793 39.3989 37.983 28.4443 28.2305 27.2649 37.408 -threshold=0.0027572302624172726 0.0011140464579956113 9.4137104212019287e-05 0.0031011824696210119 1.0000000180025095e-35 53.000000000000007 1.0000000180025095e-35 0.0078175552521854205 0.00098506602320961255 1.0000000180025095e-35 0.00077583522809392764 0.00031220746211549295 0.15504807692307696 195.00000000000003 0.00024101554044482284 186.00000000000003 0.77097902097902116 0.88768936453029701 3.0403031447839555e-05 0.87763352759617652 79.000000000000014 0.015826981426821967 39.000000000000007 77.000000000000014 79.000000000000014 37.000000000000007 0.18251215572182519 0.33687943262411352 0.34067335890704836 0.37011669203450032 -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=8 10 -3 13 6 7 28 -6 -1 -10 11 -2 -8 14 16 19 -4 -9 -13 21 27 22 25 -24 -25 -16 -26 -21 29 -5 -right_child=1 2 3 4 5 -7 12 17 9 -11 -12 18 -14 -15 15 -17 -18 -19 -20 20 -22 -23 23 24 26 -27 -28 -29 -30 -31 -leaf_value=-0.05659742831984102 -0.010929377140199139 -0.015788803875885573 -0.00079661221106021762 0.0016270260438803648 0.0011868454292739861 -0.024619824776049147 -0.003954538064554057 0.011953714805219659 -0.011044162451144101 -0.037136883628241163 -0.011869069854158747 -0.027131902469851345 -0.016845969677728872 0.07921424010960848 0.0021447074743879027 -0.10427862066669112 -0.013623794762471523 0.047871698256186486 -0.00063485591228092271 0.024529330990865489 0.10994883723402918 2.8800589980275123e-05 0.017279492909202613 -0.014318098479489345 0.012807528854268292 -0.051622927133082114 0.0034235315768742025 -0.020893858769277494 -0.0020112859358648806 -0.0076378835617015098 -leaf_weight=277.85540222283453 4000.219596077688 2186.43383930251 10488.419952322729 60668.197348246351 3920.7165368879214 461.30420778226107 7490.150584734045 3671.6658090790734 1398.5543435569853 753.97129417676479 4779.3025191798806 423.87458031158894 2502.5115333581343 51.729668896645308 70419.144680268131 27.625629517249763 2222.9066857937723 244.05952306091785 19146.568158152513 530.8153963861987 66.287651183083653 55333.699195074849 3577.0464930543676 1056.6581219974905 4167.7182664722204 131.63098651822656 14358.296116356738 184.34025674313307 58430.430717328563 4695.2180444533005 -leaf_count=55716 167140 35481 89489 342663 19247 3254 48092 18353 165305 99672 72736 16343 17704 372 438104 195 21148 1078 313729 4995 972 286176 26990 7629 22379 970 101729 2032 388674 29745 -internal_value=0 0.000112972 0.000527797 0.00064488 -0.000546019 0.00588951 -0.000945166 0.00768549 -0.0243468 -0.0201837 -0.00437749 -0.00285846 -0.007183 0.00168541 0.00166074 0.00205947 -0.00303978 0.0141924 -0.00120875 0.00207907 0.02106 0.00197956 0.00313143 0.00644284 0.00446338 0.00204439 0.00553461 0.0128209 -0.000441646 0.000961504 -internal_weight=0 335237 306887 304701 142084 8297.75 133787 7836.44 2430.38 2152.53 28350 23570.7 9992.66 162616 162565 149853 12711.3 3915.73 19570.4 149826 781.443 149044 93710.5 23159.7 19582.7 70550.8 18526 715.156 123794 65363.4 -internal_count=2798112 2477419 1907471 1871990 868810 41932 826878 38678 320693 264977 569948 497212 65796 1003180 1002808 892171 110637 19431 330072 891976 7999 883977 597801 158727 131737 439074 124108 7027 761082 372408 +num_cat=2 +split_feature=0 2 6 6 5 5 8 8 4 11 1 0 7 3 4 4 0 1 9 10 8 3 11 0 6 8 4 0 0 2 +split_gain=69.9805 21.0696 20.2879 45.018 30.405 30.3206 23.0713 21.0382 19.123 16.8796 16.7107 19.444 15.9487 15.1251 14.5276 29.6971 14.4469 17.8148 14.7035 24.2401 23.6978 17.45 14.0651 14.9562 13.8076 13.306 13.267 13.1219 14.4757 29.8886 +threshold=0.00029445000000000008 0.0020351500000000008 0.25186567164179113 0.26393188854489169 0.011210487625581968 0.052289815447710192 57.000000000000007 109.00000000000001 0.67072655589974672 0 0.00022635000000000003 0.010599350000000002 0.10582306830907055 0.98994095000000015 0.68094591975189001 0.57694128787878796 0.0010364500000000002 0.0020486000000000007 1.0000000180025095e-35 1.0000000180025095e-35 67.000000000000014 0.32691125000000004 1 0.92804180000000014 1.0000000180025095e-35 57.000000000000007 0.20942982456140355 0.67191475000000012 0.012953250000000001 0.16286895000000004 +decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 +left_child=9 -2 4 5 10 14 -6 8 -5 12 11 -3 25 -11 15 -4 -12 27 19 21 22 -19 -20 -24 -21 -1 -7 28 -18 -30 +right_child=1 2 3 7 6 26 -8 -9 -10 13 16 -13 -14 -15 -16 -17 17 18 20 24 -22 -23 23 -25 -26 -27 -28 -29 29 -31 +leaf_value=0.00091192630758130068 -0.013950118892875472 -0.0015678686381225997 0.049309991843297277 0.001156555567985522 -0.0027200530796772193 0.028472654965802466 -0.012965067082728821 0.017668652539534712 -0.045021492582854969 -0.0017405581617420075 -0.0024052850322484345 -0.012617473857220316 -0.011893324681649909 -0.017275945765177599 0.11845199660857145 -0.09858222555394118 0.001499609420501958 0.0006930964676864354 0.0062872057009003808 -0.0030657369213928864 -0.014895390773352699 -0.00099907583392509465 0.00018356799690292351 0.070584296032599289 -0.014162757637142948 -0.01453962892984525 -0.083563080848314639 0.010482192752859779 -0.0043339078835529649 0.00083435048449383262 +leaf_weight=3516.0548386359587 1066.6248948480934 35349.481332372874 262.83304282277822 110222.26746595372 10667.212713801302 17.313466685824096 2768.590251436457 773.50891280453652 89.750640049576759 806.89746271818876 21417.944940314628 1667.6735996231437 2308.7765490729362 2806.1322030890733 27.046856205910444 14.317221999168394 133120.10008340701 120408.49676828273 8208.0161696244031 20039.447747563943 743.26870183367282 123390.50404751487 8230.1292850375175 30.287480184808373 1187.7092403452843 662.29354899656028 27.135481126606464 1441.0452422518283 14440.256462272257 49708.503696650267 +leaf_count=110923 82368 295952 862 348372 42384 50 12824 3449 294 7701 169374 8971 88096 120482 68 49 444834 331854 20974 65308 2636 408695 20621 179 4210 27386 90 5002 61149 112955 +internal_value=0 9.33433e-05 0.000115894 0.00134683 -0.000132231 0.0372242 -0.00483115 0.00123422 0.00111898 -0.00829346 -1.51829e-05 -0.00206567 -0.00521494 -0.0137683 0.0484969 0.0416701 0.000135909 0.000249075 -0.000261598 -0.000445536 0.00257067 -0.000163339 0.00335897 0.000441164 -0.00368664 -0.00153724 -0.0399236 0.000974411 0.000904956 -0.000329054 +internal_weight=0 665319 664253 111434 552819 348.646 13435.8 111086 110312 10100.2 539383 37017.2 6487.12 3613.03 304.197 277.15 502366 480948 282238 265026 17211.7 243799 16468.4 8260.42 21227.2 4178.35 44.4489 198710 197269 64148.8 +internal_count=2798112 2443524 2361156 353234 2007922 1119 55208 352115 348666 354588 1952714 304923 226405 128183 979 911 1647791 1478417 854477 810067 44410 740549 41774 20800 69518 138309 140 623940 618938 174104 +cat_boundaries=0 1 2 +cat_threshold=12 10 is_linear=0 shrinkage=0.1 @@ -2101,21 +2101,21 @@ end of trees feature_importances: pred_2=814 -query_count=538 +query_count=540 pred_1=346 -pred_0=288 +pred_0=312 fold=250 -pred_3=188 -label_2=182 -label_3=120 -has_isbn=116 -label_0=82 -is_isbn=54 -label_1=22 +label_2=178 +pred_3=168 +label_3=134 +has_isbn=104 +label_0=74 +is_isbn=60 +label_1=20 parameters: [boosting: gbdt] -[objective: multiclassova] +[objective: multiclass] [metric: multi_logloss] [tree_learner: serial] [device_type: cpu]